Parcial final series de tiempo

Jeffry Jerena y David Lizcano

import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
from tabulate import tabulate

Sección 1: Carga, preprocesamiento de datos y Análisis Descriptivo

# Ruta del archivo CSV
BHdata = "C:\\Users\\Maestriadatos\\Documents\\lizcanollerenaparcial\\docs\\bitcoinhistoricaldata.csv"

# Cargar los datos
df = pd.read_csv(BHdata)

# Mostrar los primeros 5 registros para visualizar los datos
print("Primeros 5 registros:")
print(df.head())

# Mostrar la información de los tipos de datos
print("\nTipos de datos por columna:")
print(df.dtypes)

Primeros 5 registros:
         Date     Price      Open      High       Low     Vol. Change %
0  03/24/2024  67,211.9  64,036.5  67,587.8  63,812.9   65.59K    4.96%
1  03/23/2024  64,037.8  63,785.6  65,972.4  63,074.9   35.11K    0.40%
2  03/22/2024  63,785.5  65,501.5  66,633.3  62,328.3   72.43K   -2.62%
3  03/21/2024  65,503.8  67,860.0  68,161.7  64,616.1   75.26K   -3.46%
4  03/20/2024  67,854.0  62,046.8  68,029.5  60,850.9  133.53K    9.35%

Tipos de datos por columna:
Date        object
Price       object
Open        object
High        object
Low         object
Vol.        object
Change %    object
dtype: object

# Convertir la columna 'Date' a tipo datetime
df['Date'] = pd.to_datetime(df['Date'], format='%m/%d/%Y')

# Convertir la columna 'Price', 'Open', 'High', 'Low' eliminando comas y convirtiendo a float
df['Price'] = df['Price'].str.replace(',', '').astype(float)
df['Open'] = df['Open'].str.replace(',', '').astype(float)
df['High'] = df['High'].str.replace(',', '').astype(float)
df['Low'] = df['Low'].str.replace(',', '').astype(float)

# Convertir la columna 'Vol.' eliminando comas, reemplazando 'K' por 'e3' (miles) y 'M' por 'e6' (millones), luego convertir a numérico
df['Vol.'] = df['Vol.'].str.replace('K', 'e3').str.replace('M', 'e6').str.replace(',', '')
df['Vol.'] = pd.to_numeric(df['Vol.'], errors='coerce')

# Convertir la columna 'Change %' eliminando el símbolo '%' y convirtiendo a float
df['Change %'] = df['Change %'].str.replace('%', '').astype(float)

# Mostrar los primeros 5 registros después de la conversión
print("Datos después de la conversión a numérico:")
print(df.head())

# Mostrar los tipos de datos después de la conversión
print("\nTipos de datos después de la conversión:")
print(df.dtypes)

Datos después de la conversión a numérico:
        Date    Price     Open     High      Low      Vol.  Change %
0 2024-03-24  67211.9  64036.5  67587.8  63812.9   65590.0      4.96
1 2024-03-23  64037.8  63785.6  65972.4  63074.9   35110.0      0.40
2 2024-03-22  63785.5  65501.5  66633.3  62328.3   72430.0     -2.62
3 2024-03-21  65503.8  67860.0  68161.7  64616.1   75260.0     -3.46
4 2024-03-20  67854.0  62046.8  68029.5  60850.9  133530.0      9.35

Tipos de datos después de la conversión:
Date        datetime64[ns]
Price              float64
Open               float64
High               float64
Low                float64
Vol.               float64
Change %           float64
dtype: object

# Análisis descriptivo con formato estético incluyendo 'dtype'
def descriptive_analysis(df):
    print("Análisis Descriptivo")

    # Resumen estadístico con tipo de dato
    summary = df.describe().T  # Transponemos para mostrar variables como filas

    # Añadir una columna con el tipo de dato (dtype)
    summary['dtype'] = df.dtypes

    print(tabulate(summary, headers="keys", tablefmt="pretty"))

# Ejecutar el análisis descriptivo con presentación mejorada y tipo de datos
descriptive_analysis(df)

Análisis Descriptivo
+----------+--------+---------------------+---------------------+---------------------+---------------------+---------------------+---------------------+--------------------+----------------+
|          | count  |        mean         |         min         |         25%         |         50%         |         75%         |         max         |        std         |     dtype      |
+----------+--------+---------------------+---------------------+---------------------+---------------------+---------------------+---------------------+--------------------+----------------+
|   Date   |  4999  | 2017-05-21 00:00:00 | 2010-07-18 00:00:00 | 2013-12-18 12:00:00 | 2017-05-21 00:00:00 | 2020-10-21 12:00:00 | 2024-03-24 00:00:00 |        nan         | datetime64[ns] |
|  Price   | 4999.0 | 10812.283336667333  |         0.1         |        226.7        |       1975.1        | 15450.150000000001  |       73066.3       | 15892.032468245246 |    float64     |
|   Open   | 4999.0 | 10798.901840368073  |         0.0         |       226.45        |       1962.0        |      15372.15       |       73066.7       | 15872.785452462605 |    float64     |
|   High   | 4999.0 | 11067.453050610124  |         0.1         |        231.4        |       2048.4        |      15954.55       |       73740.9       | 16270.707593648698 |    float64     |
|   Low    | 4999.0 | 10511.891198239648  |         0.0         |       221.95        |       1875.3        |       14557.2       |       71338.4       | 15444.928770647624 |    float64     |
|   Vol.   | 4977.0 |  4520315.993570424  |        80.0         |       31710.0       |       68380.0       |      181810.0       |     752840000.0     | 44956402.24859013  |    float64     |
| Change % | 4999.0 | 0.41575115023004605 |       -57.21        |        -1.17        |         0.0         | 1.7850000000000001  |       336.84        | 7.094771253715175  |    float64     |
+----------+--------+---------------------+---------------------+---------------------+---------------------+---------------------+---------------------+--------------------+----------------+

Sección 2: Identificar si existen datos faltantes

# Verificar si existen datos faltantes en el DataFrame
print("Datos faltantes por columna:")
print(df.isnull().sum())

Datos faltantes por columna:
Date         0
Price        0
Open         0
High         0
Low          0
Vol.        22
Change %     0
dtype: int64

Sección 3: Imputación de datos faltantes

# Aplicar la técnica de imputación (forward fill) para rellenar los valores nulos
df.fillna(method='ffill', inplace=True)

# Verificar si se han rellenado los datos faltantes
print("Datos faltantes por columna después de la imputación:")
print(df.isnull().sum())

Datos faltantes por columna después de la imputación:
Date        0
Price       0
Open        0
High        0
Low         0
Vol.        0
Change %    0
dtype: int64

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11860\1401077761.py:2: FutureWarning: DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.
  df.fillna(method='ffill', inplace=True)

Sección 4: Gráfico de velas (Candlestick chart):

Gráfico de velas: Visualiza el comportamiento de los precios (apertura, máximo, mínimo, cierre) a lo largo del tiempo.

import plotly.graph_objects as go

# Crear gráfico de velas (candlestick chart)
def plot_candlestick(df):
    fig = go.Figure(data=[go.Candlestick(x=df['Date'],
                                         open=df['Open'],
                                         high=df['High'],
                                         low=df['Low'],
                                         close=df['Price'],
                                         name='Candlestick')])

    # Configuración del título y los ejes
    fig.update_layout(
        title='Gráfico de Velas del Precio de Bitcoin',
        xaxis_title='Fecha',
        yaxis_title='Precio (USD)',
        xaxis_rangeslider_visible=False,  # Ocultar el slider
        template='plotly_white'  # Estilo limpio
    )

    # Mostrar el gráfico
    fig.show()

# Ejecutar el gráfico de velas
plot_candlestick(df)

Vemos una tendencia creciente en el precio del Bitcoin

Sección 5: Histograma del volumen:

Histograma del volumen: Muestra la cantidad de volumen tradeado diariamente de forma clara e interactiva.

import plotly.express as px

# Crear el histograma del volumen tradeado diariamente
def plot_volume_histogram(df):
    fig = px.histogram(df, x='Date', y='Vol.', nbins=50, title='Histograma del Volumen Tradeado Diariamente')

    # Configuración del diseño del histograma
    fig.update_layout(
        xaxis_title='Fecha',
        yaxis_title='Volumen Tradeado (USD)',
        template='plotly_white',  # Estilo limpio
        bargap=0.1  # Ajustar el espacio entre barras
    )

    # Mostrar el gráfico
    fig.show()

# Ejecutar el histograma del volumen
plot_volume_histogram(df)

El volumen de tradeo del Bitcoin fue significativamente mas grande en 2022 que el resto de anos, esto puede explicar su precio maximo en esta epoca

Sección 6: Gráficos de Subseries: Gráficos de Series de Tiempo

Para crear gráficos de subseries agrupados por semana, mes y año, utilizando gráficos de series de tiempo y boxplots como se menciona en la imagen, puedes seguir los siguientes pasos:

1. Agrupación de datos por semana, mes y año: Primero, agruparemos los datos por semana, mes y año usando la columna Date para extraer las subseries. Luego, podemos generar gráficos de series temporales y boxplots.

2. Gráficos de series de tiempo: Estos gráficos mostrarán la evolución de los precios (o cualquier otra variable) a lo largo de las subseries (por semana, mes, año).

3. Boxplots: Los boxplots son útiles para comparar la distribución de los precios (o el volumen) dentro de los grupos definidos (semanal, mensual, anual).

Código paso a paso:

Paso 1: Agrupar por semana, mes y año

import pandas as pd

# Asegúrate de que 'Date' sea una columna de tipo datetime
df['Date'] = pd.to_datetime(df['Date'])

# Agregar columnas para semana, mes y año
df['Week'] = df['Date'].dt.isocalendar().week
df['Month'] = df['Date'].dt.month
df['Year'] = df['Date'].dt.year

Paso 2: Gráficos de series temporales por subseries

import plotly.express as px

# Gráfico de series de tiempo por semana
def plot_time_series_week(df):
    fig = px.line(df, x='Date', y='Price', color='Week',
                  title='Precio de Bitcoin por Semana',
                  labels={'Price':'Precio (USD)', 'Date':'Fecha', 'Week':'Semana'})
    fig.show()

# Ejecutar el gráfico de series de tiempo semanal
plot_time_series_week(df)

# Gráfico de series de tiempo por mes
def plot_time_series_month(df):
    fig = px.line(df, x='Date', y='Price', color='Month',
                  title='Precio de Bitcoin por Mes',
                  labels={'Price':'Precio (USD)', 'Date':'Fecha', 'Month':'Mes'})
    fig.show()

# Ejecutar el gráfico de series de tiempo mensual
plot_time_series_month(df)

# Gráfico de series de tiempo por año
def plot_time_series_year(df):
    fig = px.line(df, x='Date', y='Price', color='Year',
                  title='Precio de Bitcoin por Año',
                  labels={'Price':'Precio (USD)', 'Date':'Fecha', 'Year':'Año'})
    fig.show()

# Ejecutar el gráfico de series de tiempo anual
plot_time_series_year(df)

Analizando el grafico de la division anual, semanal y mensual solo podemos afirmar que el precio del bitcoin pese a ser un activo volatil, sigue una tendencia a traves de periodos anuales

Sección 7: Gráficos de Subseries: Boxplots para analizar las subseries

# Boxplot de precios por semana
def plot_boxplot_week(df):
    fig = px.box(df, x='Week', y='Price', title='Distribución del Precio de Bitcoin por Semana',
                 labels={'Price':'Precio (USD)', 'Week':'Semana'})
    fig.show()

# Ejecutar el boxplot semanal
plot_boxplot_week(df)

# Boxplot de precios por mes
def plot_boxplot_month(df):
    fig = px.box(df, x='Month', y='Price', title='Distribución del Precio de Bitcoin por Mes',
                 labels={'Price':'Precio (USD)', 'Month':'Mes'})
    fig.show()

# Ejecutar el boxplot mensual
plot_boxplot_month(df)

# Boxplot de precios por año
def plot_boxplot_year(df):
    fig = px.box(df, x='Year', y='Price', title='Distribución del Precio de Bitcoin por Año',
                 labels={'Price':'Precio (USD)', 'Year':'Año'})
    fig.show()

# Ejecutar el boxplot anual
plot_boxplot_year(df)

Observamos que la distribucion en boxplot por mes, ano y semana nos dice que realmente a traves de los anos el precio del bitcoin ha cambiado bastante. Siendo estos ultimos anos relativamente alto pero en sus primeros anos relativamente bajo

Explicación de cada parte: Agrupación: Las columnas adicionales para semana, mes y año permiten segmentar las series de tiempo en diferentes subseries. Gráficos de series de tiempo: Estos gráficos permiten ver cómo evoluciona el precio de Bitcoin dentro de cada subserie (semana, mes o año). Boxplots: Los boxplots permiten analizar la dispersión y distribución de los precios en las diferentes subseries.

Sección 8: Estudio de Estacionalidad

Para estudiar la estacionariedad de una serie de tiempo utilizando la función de autocorrelación (ACF), el test de Ljung-Box y el test de Dickey-Fuller, podemos seguir los siguientes pasos. También te mostraré cómo aplicar las transformaciones necesarias para convertir la serie en estacionaria si es necesario.

Paso 1: Verificar la estacionariedad con la ACF (Autocorrelation Function) La ACF nos ayuda a observar si existe correlación en los rezagos (lags) de la serie temporal.

Paso 2: Realizar los test estadísticos Test de Ljung-Box: Evalúa si los valores de autocorrelación en todos los rezagos son cercanos a cero, lo que indicaría que no hay correlación y, por lo tanto, la serie es estacionaria. Test de Dickey-Fuller aumentado: Evalúa la hipótesis nula de que una serie tiene una raíz unitaria, lo que implica que no es estacionaria. Paso 3: Transformar la serie de tiempo Si los resultados indican que la serie no es estacionaria, aplicaremos transformaciones como la diferenciación para convertir la serie en estacionaria.

Código paso a paso Importar las librerías necesarias:

import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
from statsmodels.graphics.tsaplots import plot_acf
from statsmodels.tsa.stattools import adfuller, acf, q_stat
from statsmodels.stats.diagnostic import acorr_ljungbox

8.1 Gráfico de ACF para verificar autocorrelación

# Gráfico de autocorrelación (ACF) para la columna 'Price'
def plot_acf_chart(df):
    plt.figure(figsize=(10, 6))
    plot_acf(df['Price'], lags=40)  # Mostrar los primeros 40 rezagos
    plt.title('Función de Autocorrelación (ACF) del Precio de Bitcoin')
    plt.show()

# Ejecutar el gráfico de ACF
plot_acf_chart(df)

<Figure size 1000x600 with 0 Axes>

En el gráfico que has generado, la Función de Autocorrelación (ACF) muestra una alta autocorrelación significativa en todos los rezagos (lags), lo cual es un indicador de que la serie no es estacionaria. En una serie estacionaria, las autocorrelaciones deberían disminuir rápidamente a medida que aumenta el número de rezagos, mientras que aquí todas las barras están cerca de 1, lo que indica una fuerte correlación a lo largo del tiempo.

Próximos pasos: Test de Dickey-Fuller: Este test confirmará si la serie tiene una raíz unitaria (no estacionaria). Transformación de la serie: Si la serie no es estacionaria, podemos aplicar la diferenciación para convertirla en estacionaria.

8.2 Test de Ljung-Box

# Test de Ljung-Box para verificar si la serie es autocorrelacionada
def ljung_box_test(df):
    lb_test = acorr_ljungbox(df['Price'], lags=[10], return_df=True)
    print("Resultados del Test de Ljung-Box:")
    print(lb_test)

# Ejecutar el test de Ljung-Box
ljung_box_test(df)

Resultados del Test de Ljung-Box:
         lb_stat  lb_pvalue
10  48871.328172        0.0

Interpretación: Un valor p de 0.0 indica que rechazamos la hipótesis nula de que no hay autocorrelación en los rezagos. Esto significa que hay autocorrelación significativa en la serie temporal, lo que sugiere que no es estacionaria.

Interpretación: Un valor p de 0.0 indica que rechazamos la hipótesis nula de que no hay autocorrelación en los rezagos. Esto significa que hay autocorrelación significativa en la serie temporal, lo que sugiere que no es estacionaria.

# Test de Dickey-Fuller aumentado
def adfuller_test(df):
    result = adfuller(df['Price'])
    print('Resultados del Test de Dickey-Fuller:')
    print(f'Estadístico ADF: {result[0]}')
    print(f'Valor P: {result[1]}')
    print(f'Valores Críticos:')
    for key, value in result[4].items():
        print(f'   {key}: {value}')

# Ejecutar el test de Dickey-Fuller
adfuller_test(df)

Resultados del Test de Dickey-Fuller:
Estadístico ADF: -2.685797950257254
Valor P: 0.07652825121387355
Valores Críticos:
   1%: -3.4316674956516784
   5%: -2.8621221897344484
   10%: -2.567079900452355

Interpretación: El valor p es 0.0756, que es mayor a 0.05, lo que significa que no podemos rechazar la hipótesis nula de que la serie tiene una raíz unitaria. Esto implica que la serie no es estacionaria.

Además, el estadístico ADF (-2.68) no es más pequeño que los valores críticos a los niveles del 1%, 5%, o incluso el 10%, lo que refuerza la conclusión de que la serie no es estacionaria.

Transformar la serie para hacerla estacionaria

from statsmodels.tsa.seasonal import seasonal_decompose
import matplotlib.pyplot as plt

# Asegurarse de que los datos están ordenados por fecha
df = df.sort_values(by='Date')

# Descomponer la serie en tendencia, estacionalidad y residuo
decomposed = seasonal_decompose(df['Price'], model='multiplicative', period=30)  # Ajustar 'period' según el ciclo

# Graficar los componentes
decomposed.plot()
plt.show()

from statsmodels.graphics.tsaplots import plot_acf
from statsmodels.tsa.stattools import adfuller

# Graficar la ACF de los residuos
plot_acf(decomposed.resid.dropna(), lags=40)
plt.title('ACF de los Residuos')
plt.show()

# Aplicar el Test de Dickey-Fuller en los residuos
result_adf = adfuller(decomposed.resid.dropna())
print(f'Estadístico ADF: {result_adf[0]}')
print(f'Valor P: {result_adf[1]}')
print(f'Valores Críticos: {result_adf[4]}')

Estadístico ADF: -15.674313207396887
Valor P: 1.499403070029146e-28
Valores Críticos: {'1%': np.float64(-3.4316752386670926), '5%': np.float64(-2.86212561054255), '10%': np.float64(-2.5670817214845068)}

Sección 9 : Agregación por grupos (semanas, días, meses) y Cálculo de estadísticas móviles

Agregacion por grupos:

# Asegúrate de que la columna 'Date' esté en formato datetime
df['Date'] = pd.to_datetime(df['Date'])

# Agregar por semana
weekly_data = df.resample('W', on='Date').agg({'Price': ['mean', 'std']})

# Agregar por mes
monthly_data = df.resample('M', on='Date').agg({'Price': ['mean', 'std']})

# Agregar por día
daily_data = df.resample('D', on='Date').agg({'Price': ['mean', 'std']})

# Mostrar el resultado
print("Datos semanales (media y desviación estándar):")
print(weekly_data.head())

print("\nDatos mensuales (media y desviación estándar):")
print(monthly_data.head())

print("\nDatos diarios (media y desviación estándar):")
print(daily_data.head())

Datos semanales (media y desviación estándar):
           Price     
            mean  std
Date                 
2010-07-18   0.1  NaN
2010-07-25   0.1  0.0
2010-08-01   0.1  0.0
2010-08-08   0.1  0.0
2010-08-15   0.1  0.0

Datos mensuales (media y desviación estándar):
               Price          
                mean       std
Date                          
2010-07-31  0.100000  0.000000
2010-08-31  0.100000  0.000000
2010-09-30  0.100000  0.000000
2010-10-31  0.119355  0.040161
2010-11-30  0.263333  0.055605

Datos diarios (media y desviación estándar):
           Price    
            mean std
Date                
2010-07-18   0.1 NaN
2010-07-19   0.1 NaN
2010-07-20   0.1 NaN
2010-07-21   0.1 NaN
2010-07-22   0.1 NaN

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11860\1942824804.py:8: FutureWarning:

'M' is deprecated and will be removed in a future version, please use 'ME' instead.

Comportamiento de la media y desviación estándar

# Convertir la columna 'Date' a tipo datetime
df['Date'] = pd.to_datetime(df['Date'], format='%Y-%m-%d')

# Agrupar los datos por semana, mes y año y calcular la media y la desviación estándar
weekly_data = df.resample('W', on='Date').agg({'Price': ['mean', 'std']})
monthly_data = df.resample('M', on='Date').agg({'Price': ['mean', 'std']})
annual_data = df.resample('Y', on='Date').agg({'Price': ['mean', 'std']})

# Graficar el comportamiento de la media y desviación estándar por semanas
plt.figure(figsize=(10, 6))
plt.plot(weekly_data.index, weekly_data['Price']['mean'], label='Media Semanal', color='blue')
plt.fill_between(weekly_data.index, weekly_data['Price']['mean'] - weekly_data['Price']['std'],
                 weekly_data['Price']['mean'] + weekly_data['Price']['std'], color='blue', alpha=0.2)
plt.title('Comportamiento de la Media y Desviación Estándar Semanal')
plt.xlabel('Fecha')
plt.ylabel('Precio')
plt.legend()
plt.xticks(rotation=45)
plt.show()

# Graficar para los datos mensuales
plt.figure(figsize=(10, 6))
plt.plot(monthly_data.index, monthly_data['Price']['mean'], label='Media Mensual', color='green')
plt.fill_between(monthly_data.index, monthly_data['Price']['mean'] - monthly_data['Price']['std'],
                 monthly_data['Price']['mean'] + monthly_data['Price']['std'], color='green', alpha=0.2)
plt.title('Comportamiento de la Media y Desviación Estándar Mensual')
plt.xlabel('Fecha')
plt.ylabel('Precio')
plt.legend()
plt.xticks(rotation=45)
plt.show()

# Graficar el comportamiento de la media y desviación estándar anual
plt.figure(figsize=(10, 6))
plt.plot(annual_data.index, annual_data['Price']['mean'], label='Media Anual', color='purple')
plt.fill_between(annual_data.index, annual_data['Price']['mean'] - annual_data['Price']['std'],
                 annual_data['Price']['mean'] + annual_data['Price']['std'], color='purple', alpha=0.2)
plt.title('Comportamiento de la Media y Desviación Estándar Anual')
plt.xlabel('Fecha')
plt.ylabel('Precio')
plt.legend()
plt.xticks(rotation=45)
plt.show()

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11860\3000577512.py:6: FutureWarning:

'M' is deprecated and will be removed in a future version, please use 'ME' instead.

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11860\3000577512.py:7: FutureWarning:

'Y' is deprecated and will be removed in a future version, please use 'YE' instead.

En estas graficas vemos como pese a que la desviacion standard diaria no es alta, la anual gracias a la gran robustez de datos si es mayor

Estadisticos Moviles

# Media y desviación estándar móviles con ventana de 30 días
df['Mean_Mobile'] = df['Price'].rolling(window=30).mean()
df['Std_Mobile'] = df['Price'].rolling(window=30).std()

# Graficar la media móvil y la desviación estándar móvil
plt.figure(figsize=(10, 6))
plt.plot(df['Date'], df['Mean_Mobile'], label='Media Móvil (30 días)', color='blue')
plt.fill_between(df['Date'], df['Mean_Mobile'] - df['Std_Mobile'],
                 df['Mean_Mobile'] + df['Std_Mobile'], color='blue', alpha=0.2)
plt.title('Media Móvil y Desviación Estándar Móvil (30 días)')
plt.xlabel('Fecha')
plt.ylabel('Precio')
plt.legend()
plt.xticks(rotation=45)
plt.show()

Distribucion de frecuencia para diferentes lags

import seaborn as sns
import matplotlib.pyplot as plt

# Diferencias con diferentes lags
df['Price_diff_1'] = df['Price'].diff(1)  # Lag de 1 día
df['Price_diff_7'] = df['Price'].diff(7)  # Lag de 1 semana
df['Price_diff_30'] = df['Price'].diff(30)  # Lag de 1 mes

# Graficar la distribución de las diferencias para diferentes lags
plt.figure(figsize=(10, 6))
sns.histplot(df['Price_diff_1'].dropna(), label='Lag 1 día', color='blue', kde=True)
sns.histplot(df['Price_diff_7'].dropna(), label='Lag 7 días', color='green', kde=True)
sns.histplot(df['Price_diff_30'].dropna(), label='Lag 30 días', color='red', kde=True)
plt.title('Distribución de Frecuencias para Diferentes Lags')
plt.xlabel('Diferencias de Precio')
plt.ylabel('Frecuencia')
plt.ylim(0, 1100)  # Ajustar el eje Y a un máximo de 1100
plt.legend()
plt.show()

Sección 10: Aplicación de las medias móviles

• Medias móviles: Se calculan medias móviles para diferentes ventanas (2, 3, 4 días) y se comparan con la serie original.

• Remover tendencia: La serie se suaviza con una media móvil y se elimina la tendencia restando la media móvil de la serie original.

• Pruebas de estacionariedad: Aplicamos el test de Dickey-Fuller y el test de Ljung-Box para verificar si la serie sin tendencia es estacionaria.

Aplicamos las medias moviles

# Medias móviles de diferentes órdenes
df['M2'] = df['Price'].rolling(window=2).mean()
df['M4'] = df['Price'].rolling(window=4).mean()
df['M3'] = df['Price'].rolling(window=3).mean()

# Visualizar las medias móviles junto con la serie original
plt.figure(figsize=(10, 6))
plt.plot(df['Date'], df['Price'], label='Precio Original', color='black')
plt.plot(df['Date'], df['M2'], label='Media Móvil (2 días)', color='blue')
plt.plot(df['Date'], df['M4'], label='Media Móvil (4 días)', color='green')
plt.plot(df['Date'], df['M3'], label='Media Móvil (3 días)', color='red')
plt.title('Medias Móviles de Diferentes Ventanas')
plt.xlabel('Fecha')
plt.ylabel('Precio')
plt.legend()
plt.xticks(rotation=45)
plt.show()

Removemos la tendencia con la media movil

# Remover la tendencia restando la media móvil de 4 días de la serie original
df['Detrended'] = df['Price'] - df['M4']

# Graficar la serie sin tendencia
plt.figure(figsize=(10, 6))
plt.plot(df['Date'], df['Detrended'], label='Serie sin Tendencia', color='purple')
plt.title('Serie de Precios sin Tendencia (Media Móvil 4 días)')
plt.xlabel('Fecha')
plt.ylabel('Precio Detrended')
plt.legend()
plt.xticks(rotation=45)
plt.show()

Pruebas de estacionariedad (Dickey-Fuller y Ljung-Box):

from statsmodels.tsa.stattools import adfuller
from statsmodels.stats.diagnostic import acorr_ljungbox

# Aplicar la prueba de Dickey-Fuller en la serie sin tendencia
adf_result = adfuller(df['Detrended'].dropna())
print(f'Estadístico ADF: {adf_result[0]}')
print(f'Valor P: {adf_result[1]}')

# Aplicar la prueba de Ljung-Box en la serie sin tendencia
ljungbox_result = acorr_ljungbox(df['Detrended'].dropna(), lags=[10], return_df=True)
print(ljungbox_result)

Estadístico ADF: -9.249080004579481
Valor P: 1.5093100712032719e-15
        lb_stat  lb_pvalue
10  1894.301002        0.0

Prueba de Dickey-Fuller (ADF):

Interpretación: Dado que el valor p es mucho menor a 0.05, puedes rechazar la hipótesis nula de que la serie tiene una raíz unitaria, lo que significa que la serie sin tendencia es estacionaria.

Prueba de Ljung-Box:

Interpretación: Un valor p de 0.0 en la prueba de Ljung-Box sugiere que hay autocorrelación significativa en los residuos. Esto significa que, aunque la serie sea estacionaria según la prueba de Dickey-Fuller, aún hay dependencia temporal (autocorrelación) que debe ser explicada o modelada.

Sección 11: Descomposición de la serie temporal del precio de cierre de BTC-USD

Descomposicion con medias moviles

import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
from statsmodels.tsa.seasonal import seasonal_decompose

# Aplicar media móvil de 7 días para suavizar
df['Price_MA7'] = df['Price'].rolling(window=7).mean()

# Graficar la serie original y la suavizada
plt.figure(figsize=(10, 6))
plt.plot(df['Date'], df['Price'], label='Precio Original', color='black')
plt.plot(df['Date'], df['Price_MA7'], label='Media Móvil 7 días', color='blue')
plt.title('Precio Original vs. Media Móvil (7 días)')
plt.xlabel('Fecha')
plt.ylabel('Precio')
plt.legend()
plt.xticks(rotation=45)
plt.show()

# Descomposición de la serie temporal usando statsmodels.tsa
decomposed = seasonal_decompose(df['Price_MA7'].dropna(), model='additive', period=30)

# Graficar la descomposición
decomposed.plot()
plt.show()

Verificación de la independencia de los residuos (Prueba de Ljung-Box)

from statsmodels.stats.diagnostic import acorr_ljungbox

# Obtener los residuos de la descomposición
residuos = decomposed.resid.dropna()

# Aplicar la prueba de Ljung-Box en los residuos
ljungbox_result = acorr_ljungbox(residuos, lags=[10], return_df=True)

# Mostrar los resultados de la prueba
print(ljungbox_result)

        lb_stat  lb_pvalue
10  14625.69533        0.0

El valor p extremadamente pequeño sugiere que existe autocorrelación significativa en los residuos. Esto implica que la descomposición realizada aún no ha eliminado toda la dependencia temporal en los residuos.

Analisis de la serie de BITCOIN para el retorno acumulado diario AT y las volatilidades

import pandas as pd


df = pd.read_csv(BHdata)
# Convertir la columna 'Date' a tipo datetime
df['Date'] = pd.to_datetime(df['Date'], format='%m/%d/%Y')

# Convertir las columnas 'Price', 'Open', 'High', 'Low' eliminando comas y convirtiendo a float
df['Price'] = pd.to_numeric(df['Price'].str.replace(',', ''), errors='coerce')
df['Open'] = pd.to_numeric(df['Open'].str.replace(',', ''), errors='coerce')
df['High'] = pd.to_numeric(df['High'].str.replace(',', ''), errors='coerce')
df['Low'] = pd.to_numeric(df['Low'].str.replace(',', ''), errors='coerce')

# Convertir la columna 'Vol.' eliminando comas, reemplazando 'K' por 'e3' y 'M' por 'e6', y luego convertir a numérico
df['Vol.'] = df['Vol.'].str.replace('K', 'e3').str.replace('M', 'e6').str.replace(',', '')
df['Vol.'] = pd.to_numeric(df['Vol.'], errors='coerce')

# Convertir la columna 'Change %' eliminando el símbolo '%' y convirtiendo a float
df['Change %'] = df['Change %'].str.replace('%', '').astype(float)

# Eliminar las filas con valores nulos en la columna 'Price'
df.dropna(subset=['Price'], inplace=True)

# Calcular el retorno diario Rt
df['Rt'] = (df['Price'] - df['Price'].shift(1)) / df['Price'].shift(1)

# Calcular el retorno acumulado diario At
df['At'] = df['Rt'].cumsum()

# Función para calcular la volatilidad usando ventanas móviles
def calcular_volatilidad(data, ventana):
    """
    Esta función calcula la volatilidad (desviación estándar) 
    de los retornos diarios utilizando una ventana móvil.
    """
    return data['Rt'].rolling(window=ventana).std()

# Calcular volatilidad para diferentes ventanas
ventanas = [7, 14, 21, 28]
for ventana in ventanas:
    df[f'Volatilidad_{ventana}'] = calcular_volatilidad(df, ventana)

# Mostrar los primeros 10 registros con las nuevas columnas de volatilidad
print(df[['Date', 'At', 'Volatilidad_7', 'Volatilidad_14', 'Volatilidad_21', 'Volatilidad_28']].head(15))

         Date        At  Volatilidad_7  Volatilidad_14  Volatilidad_21  \
0  2024-03-24       NaN            NaN             NaN             NaN   
1  2024-03-23 -0.047225            NaN             NaN             NaN   
2  2024-03-22 -0.051165            NaN             NaN             NaN   
3  2024-03-21 -0.024226            NaN             NaN             NaN   
4  2024-03-20  0.011652            NaN             NaN             NaN   
5  2024-03-19 -0.073884            NaN             NaN             NaN   
6  2024-03-18  0.015465            NaN             NaN             NaN   
7  2024-03-17  0.027257       0.057142             NaN             NaN   
8  2024-03-16 -0.017734       0.056814             NaN             NaN   
9  2024-03-15  0.045797       0.060785             NaN             NaN   
10 2024-03-14  0.073492       0.060813             NaN             NaN   
11 2024-03-13  0.097009       0.060247             NaN             NaN   
12 2024-03-12  0.075165       0.046199             NaN             NaN   
13 2024-03-11  0.083964       0.035128             NaN             NaN   
14 2024-03-10  0.040492       0.040414         0.04756             NaN   

    Volatilidad_28  
0              NaN  
1              NaN  
2              NaN  
3              NaN  
4              NaN  
5              NaN  
6              NaN  
7              NaN  
8              NaN  
9              NaN  
10             NaN  
11             NaN  
12             NaN  
13             NaN  
14             NaN  

# Análisis descriptivo con formato estético incluyendo 'dtype'
def descriptive_analysis(df):
    print("Análisis Descriptivo")

    # Resumen estadístico con tipo de dato
    summary = df.describe().T  # Transponemos para mostrar variables como filas

    # Añadir una columna con el tipo de dato (dtype)
    summary['dtype'] = df.dtypes

    print(tabulate(summary, headers="keys", tablefmt="pretty"))

# Ejecutar el análisis descriptivo con presentación mejorada y tipo de datos
descriptive_analysis(df)

Análisis Descriptivo
+----------------+--------+------------------------+---------------------+-----------------------+----------------------+----------------------+---------------------+----------------------+----------------+
|                | count  |          mean          |         min         |          25%          |         50%          |         75%          |         max         |         std          |     dtype      |
+----------------+--------+------------------------+---------------------+-----------------------+----------------------+----------------------+---------------------+----------------------+----------------+
|      Date      |  4999  |  2017-05-21 00:00:00   | 2010-07-18 00:00:00 |  2013-12-18 12:00:00  | 2017-05-21 00:00:00  | 2020-10-21 12:00:00  | 2024-03-24 00:00:00 |         nan          | datetime64[ns] |
|     Price      | 4999.0 |   10812.283336667333   |         0.1         |         226.7         |        1975.1        |  15450.150000000001  |       73066.3       |  15892.032468245246  |    float64     |
|      Open      | 4999.0 |   10798.901840368073   |         0.0         |        226.45         |        1962.0        |       15372.15       |       73066.7       |  15872.785452462605  |    float64     |
|      High      | 4999.0 |   11067.453050610124   |         0.1         |         231.4         |        2048.4        |       15954.55       |       73740.9       |  16270.707593648698  |    float64     |
|      Low       | 4999.0 |   10511.891198239648   |         0.0         |        221.95         |        1875.3        |       14557.2        |       71338.4       |  15444.928770647624  |    float64     |
|      Vol.      | 4977.0 |   4520315.993570424    |        80.0         |        31710.0        |       68380.0        |       181810.0       |     752840000.0     |  44956402.24859013   |    float64     |
|    Change %    | 4999.0 |  0.41575115023004605   |       -57.21        |         -1.17         |         0.0          |  1.7850000000000001  |       336.84        |  7.094771253715175   |    float64     |
|       Rt       | 4998.0 | -0.0008649416107884587 | -0.7710335525206542 | -0.018043005662710842 |         0.0          | 0.012381674779143557 | 1.3369079535299373  | 0.060963078744488954 |    float64     |
|       At       | 4998.0 |  -1.7488420320226186   | -5.0729781707207176 |  -2.8795951025620825  |  -1.339525597017683  | -0.7968745330235159  | 0.7233894556997841  |  1.308646419197632   |    float64     |
| Volatilidad_7  | 4992.0 |  0.04004272329136203   |         0.0         | 0.017841963196907742  | 0.028731243369467502 | 0.045641369317982274 | 0.7425252346415011  | 0.046675532410058646 |    float64     |
| Volatilidad_14 | 4985.0 |  0.04254656625278011   |         0.0         | 0.020570255012699223  | 0.031840592334259225 | 0.04809342031022853  | 0.5133244328337819  | 0.04381810312793947  |    float64     |
| Volatilidad_21 | 4978.0 |  0.04386830333712439   |         0.0         | 0.022328891704747465  |  0.0329581872933121  | 0.048341492502098536 | 0.4172879234974023  | 0.04233204152371323  |    float64     |
| Volatilidad_28 | 4971.0 |  0.044800297271042205  |         0.0         | 0.023726993331419644  | 0.03345168952269009  | 0.049422096425338735 | 0.36087652079242866 | 0.041310540523075305 |    float64     |
+----------------+--------+------------------------+---------------------+-----------------------+----------------------+----------------------+---------------------+----------------------+----------------+

Revision de datos faltantes y imputacion de estos

# Verificar si existen datos faltantes en el DataFrame
print("Datos faltantes por columna:")
print(df.isnull().sum())

# Aplicar la técnica de imputación (forward fill) para rellenar los valores nulos
df.fillna(method='ffill', inplace=True)

# Verificar si se han rellenado los datos faltantes
print("Datos faltantes por columna después de la imputación:")
print(df.isnull().sum())
# Calcular los retornos y volatilidades (suponiendo que ya lo has hecho)

# Eliminar las filas con valores nulos en las columnas 'Rt', 'At' y las volatilidades
df.dropna(subset=['Rt', 'At', 'Volatilidad_7', 'Volatilidad_14', 'Volatilidad_21', 'Volatilidad_28'], inplace=True)

# Verificar si aún existen datos faltantes
print("Datos faltantes por columna después de eliminar filas con NaN:")
print(df.isnull().sum())

Datos faltantes por columna:
Date               0
Price              0
Open               0
High               0
Low                0
Vol.              22
Change %           0
Rt                 1
At                 1
Volatilidad_7      7
Volatilidad_14    14
Volatilidad_21    21
Volatilidad_28    28
dtype: int64
Datos faltantes por columna después de la imputación:
Date               0
Price              0
Open               0
High               0
Low                0
Vol.               0
Change %           0
Rt                 1
At                 1
Volatilidad_7      7
Volatilidad_14    14
Volatilidad_21    21
Volatilidad_28    28
dtype: int64
Datos faltantes por columna después de eliminar filas con NaN:
Date              0
Price             0
Open              0
High              0
Low               0
Vol.              0
Change %          0
Rt                0
At                0
Volatilidad_7     0
Volatilidad_14    0
Volatilidad_21    0
Volatilidad_28    0
dtype: int64

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11860\1827283486.py:6: FutureWarning:

DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.

Graficos de Velas para At

import plotly.graph_objects as go

# Crear gráfico de velas (candlestick chart)
def plot_candlestick(df):
    fig = go.Figure(data=[go.Candlestick(x=df['Date'],
                                         open=df['Open'],
                                         high=df['High'],
                                         low=df['Low'],
                                         close=df['At'],
                                         name='Candlestick')])

    # Configuración del título y los ejes
    fig.update_layout(
        title='Gráfico de Velas del retorno acumulado del Bitcoin',
        xaxis_title='Fecha',
        yaxis_title='Retorno acumulado diario (USD)',
        xaxis_rangeslider_visible=False,  # Ocultar el slider
        template='plotly_white'  # Estilo limpio
    )

    # Mostrar el gráfico
    fig.show()

# Ejecutar el gráfico de velas
plot_candlestick(df)

Analisis del grafico de velas del AT del Bitcoin

El gráfico de velas de los retornos acumulados de Bitcoin en estos últimos 14 años me muestra cómo ha tenido picos de crecimiento impresionantes, con subidas fuertes en momentos como 2017 y luego entre 2020 y 2021. Entre esos picos veo también caídas marcadas, como en 2018 y otra en 2022, que destacan la volatilidad de este mercado. A pesar de esas correcciones, lo que se ve es una tendencia a que, cada vez que retrocede, termina alcanzando nuevos máximos en el largo plazo.

Histograma de las Volatilidades

import plotly.express as px

# Crear el histograma de las volatilidades
def plot_volatility_histogram(df, volatility_column):
    fig = px.histogram(df, x=volatility_column, nbins=50, title=f'Histograma de {volatility_column}')

    # Configuración del diseño del histograma
    fig.update_layout(
        xaxis_title='Volatilidad',
        yaxis_title='Frecuencia',
        template='plotly_white',  # Estilo limpio
        bargap=0.1  # Ajustar el espacio entre barras
    )

    # Mostrar el gráfico
    fig.show()

# Ejecutar el histograma para 'Volatilidad_7', 'Volatilidad_14', 'Volatilidad_21' y 'Volatilidad_28'
volatility_columns = ['Volatilidad_7', 'Volatilidad_14', 'Volatilidad_21', 'Volatilidad_28']
for col in volatility_columns:
    plot_volatility_histogram(df, col)

Analisis del histograma de las volatilidades

Al ver estos histogramas de volatilidad de Bitcoin con ventanas de 7, 14, 21 y 28 días, noto que todos muestran una distribución similar. La mayor parte de la volatilidad se concentra en niveles bajos, especialmente entre 0 y 0.05, sin importar la longitud de la ventana. Esto me indica que, independientemente del período de observación, la volatilidad de Bitcoin tiende a mantenerse en valores reducidos la mayoría del tiempo.

Sin embargo, en todos los histogramas hay algunas observaciones en rangos más altos, alrededor de 0.05 a 0.15, que son menos frecuentes pero marcan episodios de volatilidad alta que ocurren esporádicamente. Más allá de 0.15, los valores son todavía menos comunes, lo cual es consistente en todas las ventanas. Esto sugiere que los picos de volatilidad, aunque presentes, no son la norma y se presentan como eventos aislados, manteniendo una estructura estable en los datos de volatilidad acumulada en diferentes periodos.

Graficos de subseries de tiempo para las volatilidades y para At

import pandas as pd
import plotly.express as px

# Asegúrate de que 'Date' sea una columna de tipo datetime
df['Date'] = pd.to_datetime(df['Date'], format='%m/%d/%Y')

# Agregar columnas para semana, mes y año
df['Week'] = df['Date'].dt.isocalendar().week
df['Month'] = df['Date'].dt.month
df['Year'] = df['Date'].dt.year

# Función para graficar la serie de tiempo
def graficar_serie_tiempo(df, columna, freq, titulo):
    # Agrupar por frecuencia y calcular el promedio
    if freq == 'semanal':
        df_grouped = df.groupby(['Year', 'Week']).mean().reset_index()
        x = df_grouped['Year'].astype(str) + '-W' + df_grouped['Week'].astype(str)
    elif freq == 'mensual':
        df_grouped = df.groupby(['Year', 'Month']).mean().reset_index()
        x = df_grouped['Year'].astype(str) + '-M' + df_grouped['Month'].astype(str)
    elif freq == 'anual':
        df_grouped = df.groupby('Year').mean().reset_index()
        x = df_grouped['Year'].astype(str)
    
    # Graficar
    fig = px.line(df_grouped, x=x, y=columna, title=titulo)
    fig.update_layout(xaxis_title='Fecha', yaxis_title=columna, template='plotly_white')
    fig.show()

# Graficar cada una de las volatilidades y At en frecuencias semanales, mensuales y anuales
volatilidades = ['Volatilidad_7', 'Volatilidad_14', 'Volatilidad_21', 'Volatilidad_28', 'At']
frecuencias = ['semanal', 'mensual', 'anual']

for volatilidad in volatilidades:
    for freq in frecuencias:
        graficar_serie_tiempo(df, volatilidad, freq, f'{volatilidad} ({freq.capitalize()})')

Analisis de la descomposicion por tiempo de la volatilidad

Al observar estos 12 gráficos de la serie de tiempo de la volatilidad del Bitcoin, divididos en ventanas semanal, mensual y anual, noto un patrón interesante. Conforme aumenta la ventana con la que se mide la volatilidad, esta muestra más variación y picos, especialmente en las ventanas semanales. Esto significa que en periodos cortos, la volatilidad tiende a moverse de manera más abrupta y refleja mejor los eventos inmediatos que afectan el mercado.

Sin embargo, cuando analizo la volatilidad en periodos mayores, como las ventanas mensuales y, especialmente, en las anuales, noto que la variación disminuye considerablemente. La volatilidad se suaviza y fluctúa menos, mostrando un comportamiento más estable en el largo plazo. Esto me indica que, aunque Bitcoin es un activo volátil a corto plazo, en el horizonte anual su volatilidad presenta una tendencia a estabilizarse. Este análisis resalta cómo, dependiendo de la ventana y el período de observación, puedo obtener una percepción distinta sobre la estabilidad del mercado de Bitcoin: alta variabilidad a corto plazo, pero relativa estabilidad cuando se ve en un contexto de largo plazo.

Analisis de la descomposicion por tiempo de At

Al analizar estos cuatro gráficos de los retornos acumulados del Bitcoin, noto un patrón similar al de la volatilidad en cuanto a cómo varía según la ventana de medición. A medida que aumento la ventana para calcular los retornos acumulados, veo mayores fluctuaciones en el corto plazo, reflejando de manera más clara las subidas y caídas abruptas del mercado en periodos de tiempo más pequeños.

Sin embargo, al observar los retornos acumulados en ventanas más largas, las fluctuaciones comienzan a suavizarse, mostrando una trayectoria más estable y creciente. Esto me indica que, aunque el Bitcoin es altamente volátil en el corto plazo, en un horizonte más amplio, los retornos acumulados reflejan una tendencia más positiva y consistente. Esta comparación me permite ver que, a corto plazo, los retornos están mucho más influenciados por la volatilidad, mientras que en el largo plazo la perspectiva de crecimiento se vuelve más clara y menos afectada por las variaciones diarias o semanales.

Subseries pero con Boxplot

import plotly.express as px

# Función ajustada para graficar box plots con cajas visibles
def graficar_boxplot(df, columna, freq, titulo):
    # Agrupar por frecuencia
    if freq == 'semanal':
        df['Semana_Año'] = df['Date'].dt.strftime('%Y-W%U')
        x = 'Semana_Año'
    elif freq == 'mensual':
        df['Mes_Año'] = df['Date'].dt.strftime('%Y-%m')
        x = 'Mes_Año'
    elif freq == 'anual':
        x = 'Year'

    # Graficar box plot, eliminando puntos adicionales para mostrar las cajas claramente
    fig = px.box(df, x=x, y=columna, title=titulo)
    fig.update_layout(
        xaxis_title='Fecha',
        yaxis_title=columna,
        template='plotly_white'
    )
    fig.show()

# Graficar box plots para cada volatilidad y At en frecuencias semanales, mensuales y anuales
volatilidades = ['Volatilidad_7', 'Volatilidad_14', 'Volatilidad_21', 'Volatilidad_28', 'At']
frecuencias = ['semanal', 'mensual', 'anual']

for volatilidad in volatilidades:
    for freq in frecuencias:
        graficar_boxplot(df, volatilidad, freq, f'Box Plot de {volatilidad} ({freq.capitalize()})')

Analisis graficos Boxplot para la volatilidad

Al observar estos 12 gráficos boxplot de la serie de tiempo de la volatilidad del Bitcoin, divididos en ventanas semanal, mensual y anual, noto un patrón claro en cómo la volatilidad se comporta en diferentes horizontes temporales. En los boxplots semanales, la variación es tan alta que las cajas no logran formarse bien, y lo que predomina son muchos puntos dispersos. Esto me indica que, a corto plazo, la volatilidad es extremadamente variable, con cambios bruscos y constantes que reflejan los movimientos erráticos del mercado de Bitcoin.

Cuando paso a los boxplots de ventanas mensuales, noto que aunque aún hay puntos dispersos, empieza a formarse una estructura más clara en las cajas, con una menor dispersión que en las semanas. Esto sugiere que, aunque persisten los cambios, la volatilidad empieza a estabilizarse un poco cuando se considera en un horizonte intermedio.

Finalmente, al observar los gráficos de ventanas anuales, veo cajas mucho más definidas y una dispersión notablemente menor. Aquí la variabilidad de la volatilidad se reduce considerablemente, mostrando que a mayor plazo la volatilidad se comporta de forma más estable. Este análisis me confirma que, mientras que a corto plazo el Bitcoin es altamente volátil, en periodos largos esta volatilidad se modera, lo cual es útil para tener una visión más equilibrada de su comportamiento en el largo plazo.

Analisis Boxplot para los retornos acumulados (AT)

Al ver estos cuatro gráficos boxplot de los retornos acumulados del Bitcoin, noto un patrón similar al de la volatilidad en términos de cómo la variación cambia con la ventana de medición. En los gráficos con ventanas más cortas, los retornos acumulados muestran una alta dispersión, con muchos puntos individuales fuera de las cajas, lo cual indica una variabilidad considerable y refleja los cambios bruscos que caracterizan al Bitcoin en periodos más cortos.

A medida que se amplía la ventana, veo que los boxplots empiezan a tener cajas más definidas y menos puntos dispersos. Esto sugiere que los retornos acumulados comienzan a estabilizarse cuando se miran en horizontes más largos. En las ventanas más amplias, los boxplots muestran una estructura más compacta y una variación menor en los retornos acumulados, lo que indica que, aunque el Bitcoin puede ser muy volátil en el corto plazo, sus retornos acumulados tienden a estabilizarse en el largo plazo. Esto me da una perspectiva de que, aunque el mercado puede ser inestable a corto plazo, el crecimiento acumulado de Bitcoin muestra una trayectoria más constante y menos influida por las variaciones diarias.

Ahora haremos los graficos ACF para At y cada uno de las volatilidades

import matplotlib.pyplot as plt
from statsmodels.graphics.tsaplots import plot_acf

# Función para graficar ACF
def graficar_acf(serie, titulo):
    plt.figure(figsize=(10, 6))
    plot_acf(serie.dropna(), lags=40)  # Se eliminan valores nulos y se usa un lag de hasta 40 períodos
    plt.title(f'ACF de {titulo}')
    plt.show()

# Graficar ACF para cada volatilidad y At
series = ['Volatilidad_7', 'Volatilidad_14', 'Volatilidad_21', 'Volatilidad_28', 'At']

for serie in series:
    graficar_acf(df[serie], serie)

<Figure size 1000x600 with 0 Axes>

<Figure size 1000x600 with 0 Axes>

<Figure size 1000x600 with 0 Axes>

<Figure size 1000x600 with 0 Axes>

<Figure size 1000x600 with 0 Axes>

Analisis bandas ACF para la volatilidad y retornos acumulados

Al analizar estos cuatro gráficos de la función de autocorrelación (ACF) de la serie de tiempo de la volatilidad del Bitcoin, noto que todos muestran una espina descendente con los rezagos claramente por fuera de la banda de significancia. Esto me indica una fuerte correlación entre los valores de la volatilidad a lo largo del tiempo, lo cual sugiere que la volatilidad del Bitcoin es altamente persistente: los valores actuales están fuertemente influenciados por los valores pasados. Esta “espina” que va decayendo gradualmente es típica de una serie donde los cambios en la volatilidad tienden a prolongarse antes de disminuir, mostrando una memoria larga en la serie.

Por otro lado, el gráfico de ACF del retorno acumulado es aún más extremo, con todos los rezagos alineados de manera recta y significativamente por encima de la banda de significancia, alcanzando el límite superior. Este patrón es un claro indicio de que los retornos acumulados no tienen independencia temporal; cada valor está fuertemente correlacionado con todos los valores anteriores. Esto es consistente con el hecho de que los retornos acumulados siguen una tendencia en el tiempo, lo que hace que se mantengan altamente correlacionados y que el efecto acumulativo de los retornos sea persistente. En ambos casos, estos gráficos resaltan la naturaleza no aleatoria y la fuerte dependencia temporal de las series de volatilidad y retornos acumulados del Bitcoin.

Pruebas Ljunj box y Dickey Fuller para At y las volatilidades

from statsmodels.tsa.stattools import adfuller
from statsmodels.stats.diagnostic import acorr_ljungbox
import pandas as pd

# Función para realizar las pruebas Ljung-Box y Dickey-Fuller y retornar los resultados en un diccionario
def pruebas_ljung_box_dickey_fuller(serie, nombre_serie):
    resultados = {}
    
    # Eliminar valores nulos
    serie = serie.dropna()
    
    if len(serie) > 0:
        # Prueba Dickey-Fuller aumentada
        adf_resultado = adfuller(serie)
        resultados['ADF_stat'] = adf_resultado[0]
        resultados['ADF_p_val'] = adf_resultado[1]
        
        # Prueba Ljung-Box
        ljung_box_resultado = acorr_ljungbox(serie, lags=[10], return_df=True)
        resultados['LjungBox_stat'] = ljung_box_resultado['lb_stat'].values[0]
        resultados['LjungBox_p_val'] = ljung_box_resultado['lb_pvalue'].values[0]
        
    else:
        # Si la serie no tiene suficientes datos
        resultados['ADF_stat'] = None
        resultados['ADF_p_val'] = None
        resultados['LjungBox_stat'] = None
        resultados['LjungBox_p_val'] = None
        
    return resultados

# Series de interés
series = ['Volatilidad_7', 'Volatilidad_14', 'Volatilidad_21', 'Volatilidad_28', 'At']
resultados_pruebas = []

# Realizar las pruebas para cada serie y almacenar los resultados
for serie in series:
    resultados = pruebas_ljung_box_dickey_fuller(df[serie], serie)
    resultados['Serie'] = serie  # Añadir el nombre de la serie
    resultados_pruebas.append(resultados)

# Crear un DataFrame con los resultados
df_resultados = pd.DataFrame(resultados_pruebas)

# Reorganizar las columnas para mayor claridad
df_resultados = df_resultados[['Serie', 'ADF_stat', 'ADF_p_val', 'LjungBox_stat', 'LjungBox_p_val']]

# Mostrar la tabla con todos los resultados
print(df_resultados)

            Serie  ADF_stat     ADF_p_val  LjungBox_stat  LjungBox_p_val
0   Volatilidad_7 -7.461204  5.348106e-11   20281.088500             0.0
1  Volatilidad_14 -6.800477  2.243763e-09   33518.917481             0.0
2  Volatilidad_21 -6.739235  3.149657e-09   39480.766093             0.0
3  Volatilidad_28 -5.342915  4.459348e-06   42274.381698             0.0
4              At -1.617701  4.739347e-01   48959.539109             0.0

Analisis de los resultados de pruebas de estacionaridad

Los resultados de las pruebas de ADF y Ljung-Box que he analizado me brindan información crucial sobre la naturaleza de las series de tiempo que estoy evaluando. En primer lugar, al revisar la prueba ADF, puedo concluir que las series Volatilidad_7, Volatilidad_14, Volatilidad_21 y Volatilidad_28 son estacionarias, ya que sus estadísticos son suficientemente negativos y los p-valores son muy bajos, lo que indica que puedo rechazar la hipótesis nula de que contienen una raíz unitaria.

Sin embargo, la serie At no es estacionaria. Su estadístico ADF es menos negativo y su p-valor es superior a 0.05, lo que significa que no puedo rechazar la hipótesis nula en este caso. Esto sugiere que podría ser necesario aplicar alguna transformación o diferenciar la serie para lograr la estacionariedad, lo cual es fundamental para el análisis de series de tiempo.

Por otro lado, al evaluar los resultados de la prueba de Ljung-Box, encuentro que todas las series, incluso las que son estacionarias, presentan evidencia de autocorrelación en los residuos, ya que los p-valores son prácticamente cero. Esto indica que hay patrones en los datos que no han sido capturados por el análisis hasta ahora. La presencia de autocorrelación sugiere que podría ser útil investigar más a fondo estos datos y considerar ajustes adicionales en mi enfoque para lograr una mejor comprensión de su comportamiento.

A pesar de que las series de volatilidad parecen ser estacionarias según las pruebas ADF, la evidencia de autocorrelación observada en las pruebas ACF me lleva a la decisión de diferenciarlas. En resumen, tengo avances significativos con las series estacionarias, pero la autocorrelación en los residuos me indica que es necesario profundizar en el análisis y ajustar mi enfoque para obtener resultados más precisos y relevantes. Además, debo abordar el tratamiento de la serie At para integrarla adecuadamente en mi evaluación.

Como At no nos dio estacionario, lo diferenciamos y repetimos analisis

import pandas as pd
import matplotlib.pyplot as plt
from statsmodels.tsa.stattools import acf
from statsmodels.tsa.seasonal import seasonal_decompose
import statsmodels.api as sm

# Aplicar una diferencia a la serie At
df['At_diff'] = df['At'].diff().dropna()

# Graficar la ACF de la serie diferenciada
fig, ax = plt.subplots(figsize=(10, 6))
sm.graphics.tsa.plot_acf(df['At_diff'].dropna(), ax=ax)
plt.title('ACF de At Diferenciada')
plt.show()

# Descomposición de la serie diferenciada
result = seasonal_decompose(df['At_diff'].dropna(), model='additive', period=30)

# Graficar la descomposición
result.plot()
plt.show()

import matplotlib.pyplot as plt
from statsmodels.tsa.seasonal import seasonal_decompose
import statsmodels.api as sm

# Lista de las volatilidades a diferenciar
volatilidades = ['Volatilidad_7', 'Volatilidad_14', 'Volatilidad_21', 'Volatilidad_28']

# Bucle para diferenciar, graficar ACF y descomposición de cada volatilidad
for vol in volatilidades:
    # Aplicar la diferenciación
    df[f'{vol}_diff'] = df[vol].diff().dropna()

    # Graficar la ACF de la volatilidad diferenciada
    fig, ax = plt.subplots(figsize=(10, 6))
    sm.graphics.tsa.plot_acf(df[f'{vol}_diff'].dropna(), ax=ax)
    plt.title(f'ACF de {vol} Diferenciada')
    plt.show()

    # Descomposición de la volatilidad diferenciada
    result = seasonal_decompose(df[f'{vol}_diff'].dropna(), model='additive', period=30)

    # Graficar la descomposición
    result.plot()
    plt.suptitle(f'Descomposición de {vol} Diferenciada', y=1.02)
    plt.show()

Decidimos aplicar diferenciación a las series de volatilidad a pesar de que los resultados de la prueba de Dickey-Fuller indicaban que eran estacionarias. La razón detrás de esta decisión fue que la función de autocorrelación (ACF) no mostraba un comportamiento claramente estacionario, lo que nos llevó a cuestionar la estacionariedad de las series.

Aunque el test de Dickey-Fuller sugiere que las series cumplen con los criterios de estacionariedad, la ACF reveló patrones que no eran consistentes con esta conclusión. La ACF puede mostrar la falta de una disminución rápida de la autocorrelación, lo que sugiere que la serie podría tener una estructura más compleja o contener elementos no observados.

Por lo tanto, optamos por diferenciar las series para asegurarnos de que eliminábamos cualquier tendencia o comportamiento no estacionario que pudiera no haber sido captado completamente por la prueba de Dickey-Fuller. Esta decisión nos permite obtener series más adecuadas para análisis posteriores y modelado, asegurando que nuestras inferencias sean más robustas y confiables.

Agregación por grupos (semanas, días, meses) y Cálculo de estadísticas móviles para At y Volatilidades

import pandas as pd



# Columnas de interés (At y volatilidades)
variables = ['At', 'Volatilidad_7', 'Volatilidad_14', 'Volatilidad_21', 'Volatilidad_28']

# Agregar por semana
weekly_data = df.resample('W', on='Date').agg({var: ['mean', 'std'] for var in variables})

# Agregar por mes
monthly_data = df.resample('M', on='Date').agg({var: ['mean', 'std'] for var in variables})

# Agregar por día
daily_data = df.resample('D', on='Date').agg({var: ['mean', 'std'] for var in variables})

# Mostrar el resultado
print("Datos semanales (media y desviación estándar):")
print(weekly_data.head())

print("\nDatos mensuales (media y desviación estándar):")
print(monthly_data.head())

print("\nDatos diarios (media y desviación estándar):")
print(daily_data.head())

Datos semanales (media y desviación estándar):
                  At      Volatilidad_7      Volatilidad_14       \
                mean  std          mean  std           mean  std   
Date                                                               
2010-07-18 -4.322978  NaN           0.0  NaN            0.0  NaN   
2010-07-25 -4.322978  0.0           0.0  0.0            0.0  0.0   
2010-08-01 -4.322978  0.0           0.0  0.0            0.0  0.0   
2010-08-08 -4.322978  0.0           0.0  0.0            0.0  0.0   
2010-08-15 -4.322978  0.0           0.0  0.0            0.0  0.0   

           Volatilidad_21      Volatilidad_28       
                     mean  std           mean  std  
Date                                                
2010-07-18            0.0  NaN            0.0  NaN  
2010-07-25            0.0  0.0            0.0  0.0  
2010-08-01            0.0  0.0            0.0  0.0  
2010-08-08            0.0  0.0            0.0  0.0  
2010-08-15            0.0  0.0            0.0  0.0  

Datos mensuales (media y desviación estándar):
                  At           Volatilidad_7           Volatilidad_14  \
                mean       std          mean       std           mean   
Date                                                                    
2010-07-31 -4.322978  0.000000      0.000000  0.000000       0.000000   
2010-08-31 -4.322978  0.000000      0.000000  0.000000       0.000000   
2010-09-30 -4.322978  0.000000      0.000000  0.000000       0.000000   
2010-10-31 -4.226204  0.200805      0.058310  0.087039       0.108616   
2010-11-30 -3.903534  0.242200      0.208736  0.097184       0.204451   

                     Volatilidad_21           Volatilidad_28            
                 std           mean       std           mean       std  
Date                                                                    
2010-07-31  0.000000       0.000000  0.000000       0.000000  0.000000  
2010-08-31  0.000000       0.000000  0.000000       0.000000  0.000000  
2010-09-30  0.000000       0.000000  0.000000       0.009449  0.028832  
2010-10-31  0.087996       0.143952  0.072847       0.163912  0.045570  
2010-11-30  0.033481       0.198878  0.020037       0.207881  0.025490  

Datos diarios (media y desviación estándar):
                  At     Volatilidad_7     Volatilidad_14     Volatilidad_21  \
                mean std          mean std           mean std           mean   
Date                                                                           
2010-07-18 -4.322978 NaN           0.0 NaN            0.0 NaN            0.0   
2010-07-19 -4.322978 NaN           0.0 NaN            0.0 NaN            0.0   
2010-07-20 -4.322978 NaN           0.0 NaN            0.0 NaN            0.0   
2010-07-21 -4.322978 NaN           0.0 NaN            0.0 NaN            0.0   
2010-07-22 -4.322978 NaN           0.0 NaN            0.0 NaN            0.0   

               Volatilidad_28      
           std           mean std  
Date                               
2010-07-18 NaN            0.0 NaN  
2010-07-19 NaN            0.0 NaN  
2010-07-20 NaN            0.0 NaN  
2010-07-21 NaN            0.0 NaN  
2010-07-22 NaN            0.0 NaN  

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11860\1952300390.py:12: FutureWarning:

'M' is deprecated and will be removed in a future version, please use 'ME' instead.

Media y desviacion standard movil para AT y las volatilidades ( Semanal, Mensual y Anual)

import matplotlib.pyplot as plt

# Lista de variables (At y volatilidades)
variables = ['At', 'Volatilidad_7', 'Volatilidad_14', 'Volatilidad_21', 'Volatilidad_28']
colors = ['blue', 'green', 'orange', 'red', 'purple']

# Graficar el comportamiento de la media y desviación estándar por semanas para cada variable
for i, var in enumerate(variables):
    plt.figure(figsize=(10, 6))
    plt.plot(weekly_data.index, weekly_data[var]['mean'], label=f'Media Semanal - {var}', color=colors[i])
    plt.fill_between(weekly_data.index, weekly_data[var]['mean'] - weekly_data[var]['std'],
                     weekly_data[var]['mean'] + weekly_data[var]['std'], color=colors[i], alpha=0.2)
    plt.title(f'Comportamiento de la Media y Desviación Estándar Semanal - {var}')
    plt.xlabel('Fecha')
    plt.ylabel(var)
    plt.legend()
    plt.xticks(rotation=45)
    plt.show()

# Graficar el comportamiento de la media y desviación estándar mensual para cada variable
for i, var in enumerate(variables):
    plt.figure(figsize=(10, 6))
    plt.plot(monthly_data.index, monthly_data[var]['mean'], label=f'Media Mensual - {var}', color=colors[i])
    plt.fill_between(monthly_data.index, monthly_data[var]['mean'] - monthly_data[var]['std'],
                     monthly_data[var]['mean'] + monthly_data[var]['std'], color=colors[i], alpha=0.2)
    plt.title(f'Comportamiento de la Media y Desviación Estándar Mensual - {var}')
    plt.xlabel('Fecha')
    plt.ylabel(var)
    plt.legend()
    plt.xticks(rotation=45)
    plt.show()

# Agregar por año para cada variable
annual_data = df.resample('Y', on='Date').agg({var: ['mean', 'std'] for var in variables})

# Graficar el comportamiento de la media y desviación estándar anual para cada variable
for i, var in enumerate(variables):
    plt.figure(figsize=(10, 6))
    plt.plot(annual_data.index, annual_data[var]['mean'], label=f'Media Anual - {var}', color=colors[i])
    plt.fill_between(annual_data.index, annual_data[var]['mean'] - annual_data[var]['std'],
                     annual_data[var]['mean'] + annual_data[var]['std'], color=colors[i], alpha=0.2)
    plt.title(f'Comportamiento de la Media y Desviación Estándar Anual - {var}')
    plt.xlabel('Fecha')
    plt.ylabel(var)
    plt.legend()
    plt.xticks(rotation=45)
    plt.show()

    import matplotlib.pyplot as plt

# Lista de variables (At y volatilidades)
variables = ['At', 'Volatilidad_7', 'Volatilidad_14', 'Volatilidad_21', 'Volatilidad_28']
colors = ['blue', 'green', 'orange', 'red', 'purple']

# Calcular la media móvil y la desviación estándar móvil con una ventana de 30 días para cada variable
for var in variables:
    df[f'Mean_Mobile_{var}'] = df[var].rolling(window=30).mean()
    df[f'Std_Mobile_{var}'] = df[var].rolling(window=30).std()

# Graficar la media móvil y la desviación estándar móvil para cada variable
for i, var in enumerate(variables):
    plt.figure(figsize=(10, 6))
    plt.plot(df['Date'], df[f'Mean_Mobile_{var}'], label=f'Media Móvil (30 días) - {var}', color=colors[i])
    plt.fill_between(df['Date'], 
                     df[f'Mean_Mobile_{var}'] - df[f'Std_Mobile_{var}'],
                     df[f'Mean_Mobile_{var}'] + df[f'Std_Mobile_{var}'], 
                     color=colors[i], alpha=0.2)
    plt.title(f'Media Móvil y Desviación Estándar Móvil (30 días) - {var}')
    plt.xlabel('Fecha')
    plt.ylabel(var)
    plt.legend()
    plt.xticks(rotation=45)
    plt.show()

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11860\1982343715.py:34: FutureWarning:

'Y' is deprecated and will be removed in a future version, please use 'YE' instead.

Analisis de las medias y desviacion standard del bitcoin

Al observar los gráficos de la desviación estándar y la media de los retornos acumulados y las volatilidades del Bitcoin en horizontes de 7, 14, 21 y 28 días durante los últimos 14 años, me encuentro con patrones interesantes que reflejan la naturaleza volátil y dinámica del mercado de criptomonedas.

El gráfico de la desviación estándar muestra picos significativos en períodos de alta volatilidad, lo que coincide con eventos clave en la historia del Bitcoin, como la adopción institucional, las regulaciones gubernamentales o cambios en la percepción pública. En particular, puedo notar que los horizontes de 7 días tienen desviaciones estándar más altas, indicando que los movimientos a corto plazo son mucho más erráticos y sensibles a cambios repentinos en el mercado. Por otro lado, las desviaciones estándar de 14, 21 y 28 días tienden a ser más suaves, lo que sugiere que la volatilidad se estabiliza un poco a medida que se amplía el horizonte de tiempo.

Al analizar el gráfico de la media de los retornos acumulados, se observa una tendencia creciente en general, lo que indica que, a largo plazo, Bitcoin ha mostrado un desempeño positivo. Sin embargo, también se aprecian algunas caídas significativas en ciertos periodos, como en 2018, cuando el mercado experimentó una corrección importante. Los horizontes de 7 días muestran fluctuaciones más pronunciadas en la media de los retornos, lo que es indicativo de los altibajos típicos del trading en el corto plazo. A medida que el horizonte se amplía a 14, 21 y 28 días, la media de los retornos se vuelve más estable, reflejando una tendencia más clara hacia la recuperación y el crecimiento sostenido.

Comparando ambos gráficos, puedo concluir que existe una relación inversa entre la media de los retornos y la desviación estándar en ciertos momentos. Durante períodos de alta volatilidad, los retornos tienden a ser más inestables, mientras que en períodos de menor volatilidad, los retornos acumulados tienden a ser más positivos y constantes.

Esta visualización me permite reflexionar sobre la importancia de considerar tanto la media como la desviación estándar en la evaluación del rendimiento del Bitcoin. Estos gráficos no solo ilustran la naturaleza riesgosa de invertir en criptomonedas, sino que también resaltan las oportunidades que pueden surgir en medio de la volatilidad, haciendo que la toma de decisiones estratégicas sea esencial para navegar en este entorno de inversión.

Distribucion de frecuencias para diferentes lags

import seaborn as sns

# Lista de variables (At y volatilidades)
variables = ['At', 'Volatilidad_7', 'Volatilidad_14', 'Volatilidad_21', 'Volatilidad_28']
colors = ['blue', 'green', 'orange', 'red', 'purple']

# Calcular diferencias con diferentes lags (1 día, 7 días, 30 días) para cada variable
for var in variables:
    df[f'{var}_diff_1'] = df[var].diff(1)   # Lag de 1 día
    df[f'{var}_diff_7'] = df[var].diff(7)   # Lag de 1 semana
    df[f'{var}_diff_30'] = df[var].diff(30) # Lag de 1 mes

# Graficar la distribución de las diferencias para diferentes lags para cada variable
for i, var in enumerate(variables):
    plt.figure(figsize=(10, 6))
    sns.histplot(df[f'{var}_diff_1'].dropna(), label=f'Lag 1 día - {var}', color=colors[i], kde=True)
    sns.histplot(df[f'{var}_diff_7'].dropna(), label=f'Lag 7 días - {var}', color=colors[i], linestyle='--', kde=True)
    sns.histplot(df[f'{var}_diff_30'].dropna(), label=f'Lag 30 días - {var}', color=colors[i], linestyle=':', kde=True)
    plt.title(f'Distribución de Frecuencias para Diferentes Lags - {var}')
    plt.xlabel(f'Diferencias de {var}')
    plt.ylabel('Frecuencia')
    plt.legend()
    plt.show()

Analisis de la distribucion de lags para volatilidad y retornos acumulados del bitcoin

Al examinar las distribuciones de frecuencia de las cuatro volatilidades (Volatilidad_7, Volatilidad_14, Volatilidad_21 y Volatilidad_28) y los retornos acumulados para diferentes lags, noto patrones interesantes que aportan más claridad sobre el comportamiento de estos datos.

En primer lugar, al observar las distribuciones de frecuencia de las volatilidades, todas parecen seguir una distribución normal y presentan formas similares. Esto es alentador, ya que sugiere que las volatilidades se comportan de manera predecible y pueden ser modeladas con técnicas estadísticas que asumen normalidad. Las colas de estas distribuciones son relativamente simétricas y no muestran sesgo significativo, lo que indica una estabilidad en las fluctuaciones de los precios del Bitcoin a lo largo de los horizontes analizados.

Sin embargo, cuando me dirijo a los retornos acumulados, la situación es algo diferente. Al visualizar su distribución de frecuencia, puedo observar que es un poco más ancha en comparación con las de volatilidad. Esto sugiere que los retornos acumulados son más propensos a mostrar extremos, lo que puede indicar que hay una mayor variabilidad en los cambios de precio a lo largo del tiempo. Este ensanchamiento puede ser el resultado de eventos de mercado inusuales o períodos de alta actividad especulativa, que son comunes en el mercado de criptomonedas.

Además, la forma de la distribución de los retornos acumulados no es tan simétrica como la de las volatilidades, lo que puede indicar la presencia de colas más pesadas. Esto significa que, aunque la mayoría de los retornos pueden agruparse alrededor de la media, hay una probabilidad mayor de observar movimientos extremos, ya sean positivos o negativos. Este comportamiento resalta el riesgo asociado con la inversión en Bitcoin, ya que aunque la tendencia general pueda ser positiva, también hay momentos de caída brusca que pueden impactar significativamente el capital invertido.

Medias moviles, retiro de la tendencia y el Ljung box y Dickey fuller test sin tendencia

import matplotlib.pyplot as plt

# Lista de variables (At y volatilidades)
variables = ['At', 'Volatilidad_7', 'Volatilidad_14', 'Volatilidad_21', 'Volatilidad_28']
colors = ['blue', 'green', 'orange', 'red', 'purple']

# Calcular medias móviles con diferentes ventanas (2, 3, 4 días) para cada variable
for var in variables:
    df[f'M2_{var}'] = df[var].rolling(window=2).mean()
    df[f'M3_{var}'] = df[var].rolling(window=3).mean()
    df[f'M4_{var}'] = df[var].rolling(window=4).mean()

# Graficar las medias móviles junto con la serie original para cada variable
for i, var in enumerate(variables):
    plt.figure(figsize=(10, 6))
    plt.plot(df['Date'], df[var], label=f'{var} Original', color='black')
    plt.plot(df['Date'], df[f'M2_{var}'], label=f'Media Móvil (2 días) - {var}', color='blue')
    plt.plot(df['Date'], df[f'M3_{var}'], label=f'Media Móvil (3 días) - {var}', color='red')
    plt.plot(df['Date'], df[f'M4_{var}'], label=f'Media Móvil (4 días) - {var}', color='green')
    plt.title(f'Medias Móviles de Diferentes Ventanas - {var}')
    plt.xlabel('Fecha')
    plt.ylabel(var)
    plt.legend()
    plt.xticks(rotation=45)
    plt.show()

# Remover la tendencia restando la media móvil de 4 días de la serie original para cada variable
for i, var in enumerate(variables):
    df[f'Detrended_{var}'] = df[var] - df[f'M4_{var}']

# Graficar la serie sin tendencia para cada variable
for i, var in enumerate(variables):
    plt.figure(figsize=(10, 6))
    plt.plot(df['Date'], df[f'Detrended_{var}'], label=f'Serie sin Tendencia - {var}', color='purple')
    plt.title(f'Serie sin Tendencia (Media Móvil 4 días) - {var}')
    plt.xlabel('Fecha')
    plt.ylabel(f'{var} Detrended')
    plt.legend()
    plt.xticks(rotation=45)
    plt.show()

Analisis de medias movil y serie sin tendencia para volatilidad y retornos acumulados

Al analizar las medias móviles y las series de las volatilidades y los retornos acumulados después de retirarles la tendencia, obtengo una perspectiva más clara sobre el comportamiento subyacente de estas variables a lo largo del tiempo.

Observando las medias móviles de las volatilidades (Volatilidad_7, Volatilidad_14, Volatilidad_21 y Volatilidad_28), noto que estas líneas suavizan las fluctuaciones diarias, permitiéndome identificar patrones con mayor claridad. Las medias móviles muestran una tendencia a la baja en ciertos períodos, lo que indica que la volatilidad del Bitcoin ha disminuido, posiblemente debido a una consolidación del mercado o una menor incertidumbre en el entorno económico. Sin embargo, también se observan picos de volatilidad que correlacionan con eventos de alta actividad en el mercado, como anuncios importantes o cambios regulatorios.

En cuanto a los retornos acumulados, la media móvil también proporciona una perspectiva sobre la tendencia general. Al suavizar los datos, puedo identificar períodos de crecimiento sostenido y momentos de caída. La media móvil revela que, a pesar de la naturaleza volátil de los retornos diarios, hay fases en las que los retornos acumulados tienden a ser positivos y estables, lo que sugiere que, a largo plazo, Bitcoin ha tenido un desempeño sólido.

Cuando analizo las series de volatilidades y retornos acumulados después de retirar la tendencia, me doy cuenta de que ahora puedo centrarme en las fluctuaciones alrededor de la media. Este ajuste me permite observar más claramente los cambios estacionales o cíclicos que podrían haber estado ocultos por la tendencia general. Para las volatilidades, el gráfico muestra que hay oscilaciones regulares, sugiriendo que, a pesar de que la tendencia general podría ser estable, las volatilidades experimentan fluctuaciones significativas en respuesta a cambios en el mercado. Estas variaciones resaltan la naturaleza inherente de los activos volátiles como el Bitcoin.

En el caso de los retornos acumulados, tras retirar la tendencia, la serie muestra una variabilidad más notable, indicando que los retornos pueden tener patrones de comportamiento que no son evidentes al observar la serie original. Este ajuste revela momentos de aumento y disminución abrupta, lo que refuerza la idea de que el mercado puede experimentar episodios de extrema actividad o inactividad, independientemente de la tendencia general.

from statsmodels.tsa.stattools import adfuller
from statsmodels.stats.diagnostic import acorr_ljungbox

# Lista de variables (At y volatilidades)
variables = ['At', 'Volatilidad_7', 'Volatilidad_14', 'Volatilidad_21', 'Volatilidad_28']

# Aplicar la prueba de Dickey-Fuller y Ljung-Box para cada variable sin tendencia
for var in variables:
    print(f'\nResultados para {var}:')
    
    # Prueba de Dickey-Fuller en la serie sin tendencia
    adf_result = adfuller(df[f'Detrended_{var}'].dropna())
    print(f'Estadístico ADF: {adf_result[0]}')
    print(f'Valor P: {adf_result[1]}')
    
    # Prueba de Ljung-Box en la serie sin tendencia
    ljungbox_result = acorr_ljungbox(df[f'Detrended_{var}'].dropna(), lags=[10], return_df=True)
    print(ljungbox_result)

Resultados para At:
Estadístico ADF: -10.277894284748239
Valor P: 3.847531979754457e-18
        lb_stat  lb_pvalue
10  1532.556764        0.0

Resultados para Volatilidad_7:
Estadístico ADF: -18.78762591097733
Valor P: 2.0237103913257434e-30
        lb_stat  lb_pvalue
10  4448.710266        0.0

Resultados para Volatilidad_14:
Estadístico ADF: -17.568596257060346
Valor P: 4.06232103634086e-30
        lb_stat  lb_pvalue
10  3833.089277        0.0

Resultados para Volatilidad_21:
Estadístico ADF: -16.209875902476462
Valor P: 3.996632530040086e-29
        lb_stat  lb_pvalue
10  4017.864785        0.0

Resultados para Volatilidad_28:
Estadístico ADF: -16.39354305552277
Valor P: 2.679865846336599e-29
        lb_stat  lb_pvalue
10  4053.593697        0.0

Analisis de los resultados

Al analizar los resultados de las pruebas ADF y Ljung-Box para las variables sin tendencia, obtengo información crucial sobre la estacionariedad y la autocorrelación de estas series.

La serie At presenta un estadístico ADF de -10.28 y un valor P de 3.85e-18, lo que indica que es estacionaria, ya que puedo rechazar la hipótesis nula de que contiene una raíz unitaria. Esto sugiere que la serie se mantiene en torno a una media constante.

En cuanto a las volatilidades, Volatilidad_7 tiene un estadístico ADF de -18.79 y un valor P de 2.02e-30; Volatilidad_14 muestra un estadístico de -17.57 con un valor P de 4.06e-30; Volatilidad_21 tiene un estadístico de -16.21 y un valor P de 3.99e-29; y Volatilidad_28 presenta un estadístico de -16.39 con un valor P de 2.68e-29. Todos estos resultados confirman que las series de volatilidad son también estacionarias.

Sin embargo, los resultados de la prueba de Ljung-Box, que indican estadísticos muy altos y valores P de 0.0 para todas las series, revelan una fuerte presencia de autocorrelación en los residuos. Esto sugiere que, a pesar de la estacionariedad, existen patrones en los datos que no han sido completamente capturados.

En resumen, aunque todas las series son estacionarias, la autocorrelación en los residuos sugiere que debo explorar modelos que puedan capturar estas relaciones temporales, como ARIMA o modelos de suavizado exponencial, para lograr una comprensión más completa de las dinámicas de las series.

Descomposicion para medias moviles de At y volatilidades, luego revisamos Ljung box

import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
from statsmodels.tsa.seasonal import seasonal_decompose
from statsmodels.stats.diagnostic import acorr_ljungbox

# Lista de variables (At y volatilidades)
variables = ['At', 'Volatilidad_7', 'Volatilidad_14', 'Volatilidad_21', 'Volatilidad_28']

# Aplicar media móvil de 7 días y realizar la descomposición para cada variable
for var in variables:
    print(f'\nResultados para {var}:')
    
    # Aplicar media móvil de 7 días para suavizar
    df[f'{var}_MA7'] = df[var].rolling(window=7).mean()

    # Graficar la serie original y la suavizada
    plt.figure(figsize=(10, 6))
    plt.plot(df['Date'], df[var], label=f'{var} Original', color='black')
    plt.plot(df['Date'], df[f'{var}_MA7'], label=f'Media Móvil 7 días - {var}', color='blue')
    plt.title(f'{var} Original vs. Media Móvil (7 días)')
    plt.xlabel('Fecha')
    plt.ylabel(var)
    plt.legend()
    plt.xticks(rotation=45)
    plt.show()

    # Descomposición de la serie temporal
    decomposed = seasonal_decompose(df[f'{var}_MA7'].dropna(), model='additive', period=30)

    # Graficar la descomposición
    decomposed.plot()
    plt.suptitle(f'Descomposición Aditiva - {var}', y=1.02)
    plt.show()

    # Obtener los residuos de la descomposición
    residuos = decomposed.resid.dropna()

    # Aplicar la prueba de Ljung-Box en los residuos
    ljungbox_result = acorr_ljungbox(residuos, lags=[10], return_df=True)

    # Mostrar los resultados de la prueba de Ljung-Box
    print(ljungbox_result)

Resultados para At:

         lb_stat  lb_pvalue
10  14406.772058        0.0

Resultados para Volatilidad_7:

         lb_stat  lb_pvalue
10  15197.793646        0.0

Resultados para Volatilidad_14:

         lb_stat  lb_pvalue
10  16519.537761        0.0

Resultados para Volatilidad_21:

         lb_stat  lb_pvalue
10  17942.086344        0.0

Resultados para Volatilidad_28:

         lb_stat  lb_pvalue
10  16302.266458        0.0

Analisis de las medias moviles y volatilidades para el Bitocin

Al realizar la descomposición de medias móviles para cada variable, obtengo una visión más clara de las tendencias, la estacionalidad y los componentes aleatorios de las series.

Al observar la descomposición de medias móviles de la serie At, identifico que la tendencia es creciente, lo que indica un aumento sostenido en los valores a lo largo del tiempo. A pesar de esta tendencia clara, siempre encontramos picos que reflejan eventos de alta volatilidad o cambios abruptos en el mercado. Esto sugiere que, aunque la serie se comporta de manera predecible en general, aún es sensible a perturbaciones externas.

En la descomposición de Volatilidad_7, se nota una tendencia a la baja en ciertos períodos, pero también se presentan picos de volatilidad, especialmente durante eventos de alta incertidumbre en el mercado. Estos picos resaltan la naturaleza intrínsecamente volátil de esta variable, sugiriendo que, aunque hay períodos de estabilidad, las fluctuaciones pueden ser significativas.

La serie Volatilidad_14 muestra una tendencia similar a la de Volatilidad_7, con una clara reducción de la volatilidad en algunos tramos y picos correspondientes a momentos de alta actividad. Esta descomposición revela que, aunque hay períodos de estabilidad, las fluctuaciones pueden ser pronunciadas en respuesta a eventos específicos del mercado.

Al analizar Volatilidad_21, la tendencia también es descendente, pero con más variaciones que las series anteriores. La descomposición muestra una respuesta más rápida a los cambios en el mercado, evidenciando que la serie podría ser más sensible a eventos externos, reflejando picos que indican respuestas rápidas a situaciones de volatilidad.

Finalmente, en la descomposición de Volatilidad_28, se puede observar una tendencia general menos pronunciada, lo que implica que esta serie podría estar capturando patrones más amplios y menos volátiles en el tiempo. Sin embargo, también presenta fluctuaciones que indican momentos de mayor incertidumbre, mostrando picos que reflejan reacciones a eventos macroeconómicos o cambios significativos en el entorno de las criptomonedas.

Modelos estadisticos

Dividimos en conjunto de entrenamiento, validacion y prediccion

import pandas as pd
import numpy as np
from statsmodels.graphics.tsaplots import plot_acf
import matplotlib.pyplot as plt
from statsmodels.api import qqplot
from statsmodels.tsa.stattools import acf
from statsmodels.stats.diagnostic import normal_ad
from scipy import stats

# Cargar el dataset
df = pd.read_csv(BHdata)

# Convertir la columna 'Date' a tipo datetime
df['Date'] = pd.to_datetime(df['Date'], format='%m/%d/%Y')

# Convertir las columnas 'Price', 'Open', 'High', 'Low' eliminando comas y convirtiendo a float
df['Price'] = pd.to_numeric(df['Price'].str.replace(',', ''), errors='coerce')
df['Open'] = pd.to_numeric(df['Open'].str.replace(',', ''), errors='coerce')
df['High'] = pd.to_numeric(df['High'].str.replace(',', ''), errors='coerce')
df['Low'] = pd.to_numeric(df['Low'].str.replace(',', ''), errors='coerce')

# Convertir la columna 'Vol.' eliminando comas, reemplazando 'K' por 'e3' y 'M' por 'e6', y luego convertir a numérico
df['Vol.'] = df['Vol.'].str.replace('K', 'e3').str.replace('M', 'e6').str.replace(',', '')
df['Vol.'] = pd.to_numeric(df['Vol.'], errors='coerce')

# Convertir la columna 'Change %' eliminando el símbolo '%' y convirtiendo a float
df['Change %'] = df['Change %'].str.replace('%', '').astype(float)

# Eliminar las filas con valores nulos en la columna 'Price'
df.dropna(subset=['Price'], inplace=True)

# Calcular el retorno diario Rt
df['Rt'] = (df['Price'] - df['Price'].shift(1)) / df['Price'].shift(1)

# Calcular el retorno acumulado diario At
df['At'] = df['Rt'].cumsum()

# Función para calcular la volatilidad usando ventanas móviles
def calcular_volatilidad(data, ventana):
    """
    Esta función calcula la volatilidad (desviación estándar) 
    de los retornos diarios utilizando una ventana móvil.
    """
    return data['Rt'].rolling(window=ventana).std()

# Calcular volatilidad para diferentes ventanas
ventanas = [7, 14, 21, 28]
for ventana in ventanas:
    df[f'Volatilidad_{ventana}'] = calcular_volatilidad(df, ventana)

# Mostrar los primeros 10 registros con las nuevas columnas de volatilidad
print(df[['Date', 'At', 'Volatilidad_7', 'Volatilidad_14', 'Volatilidad_21', 'Volatilidad_28']].head(15))

# Dividir los datos en entrenamiento, validación y prueba (últimos 28 datos serán para validación)
train_size = len(df) - 28
test_size = 28
variables = ['Price', 'At', 'Volatilidad_7']

# Crear diccionarios para almacenar los conjuntos de entrenamiento y validación para cada variable
train_data = {}
validation_data = {}

for var in variables:
    train_data[var] = df[var].iloc[:train_size].reset_index(drop=True)  # Resetear los índices
    validation_data[var] = df[var].iloc[-test_size:].reset_index(drop=True)

         Date        At  Volatilidad_7  Volatilidad_14  Volatilidad_21  \
0  2024-03-24       NaN            NaN             NaN             NaN   
1  2024-03-23 -0.047225            NaN             NaN             NaN   
2  2024-03-22 -0.051165            NaN             NaN             NaN   
3  2024-03-21 -0.024226            NaN             NaN             NaN   
4  2024-03-20  0.011652            NaN             NaN             NaN   
5  2024-03-19 -0.073884            NaN             NaN             NaN   
6  2024-03-18  0.015465            NaN             NaN             NaN   
7  2024-03-17  0.027257       0.057142             NaN             NaN   
8  2024-03-16 -0.017734       0.056814             NaN             NaN   
9  2024-03-15  0.045797       0.060785             NaN             NaN   
10 2024-03-14  0.073492       0.060813             NaN             NaN   
11 2024-03-13  0.097009       0.060247             NaN             NaN   
12 2024-03-12  0.075165       0.046199             NaN             NaN   
13 2024-03-11  0.083964       0.035128             NaN             NaN   
14 2024-03-10  0.040492       0.040414         0.04756             NaN   

    Volatilidad_28  
0              NaN  
1              NaN  
2              NaN  
3              NaN  
4              NaN  
5              NaN  
6              NaN  
7              NaN  
8              NaN  
9              NaN  
10             NaN  
11             NaN  
12             NaN  
13             NaN  
14             NaN  

Simple Exponential Smoothing (Sin Librería)

# Función para calcular la suavización exponencial simple (SES)
def SES(y, alpha):
    """
    Realiza la Suavización Exponencial Simple (SES) para una serie temporal 'y' con un factor de suavización 'alpha'.
    Retorna las predicciones suavizadas.
    """
    y_pred = [y[0]]  # Inicializamos la predicción con el primer valor de la serie
    for t in range(1, len(y)):
        y_hat = alpha * y[t-1] + (1 - alpha) * y_pred[t-1]
        y_pred.append(y_hat)
    return y_pred

# Parámetros
alphas = [0.5]  # Factores de suavización que queremos probar
ventanas = [7, 14, 21, 28]  # Ventanas móviles para cada predicción
variables = ['Price', 'Volatilidad_14', 'At']

# Almacenaremos los resultados en un diccionario
predicciones = {}

# Dividimos el conjunto de validación y entrenamiento
train_size = len(df) - 28
test_size = 28

# Para cada variable y cada ventana
for variable in variables:
    predicciones[variable] = {}
    # Tomamos el conjunto de entrenamiento para esa variable
    train_series = df[variable].iloc[:train_size].reset_index(drop=True)
    
    for ventana in ventanas:
        # Inicializar diccionario para cada ventana
        predicciones[variable][ventana] = {}
        
        for alpha in alphas:
            # Aplicar SES sobre la ventana de entrenamiento
            y_train_pred = SES(train_series, alpha)
            
            # Ahora realizamos predicciones para el conjunto de validación (últimos 28 datos)
            val_series = df[variable].iloc[-test_size:].reset_index(drop=True)
            val_predictions = []
            
            # Usamos la última predicción de entrenamiento para empezar a predecir la validación
            last_train_value = y_train_pred[-1]
            
            for i in range(test_size):
                # Predicción para el día siguiente usando SES
                new_val_pred = alpha * val_series.iloc[i] + (1 - alpha) * last_train_value
                val_predictions.append(new_val_pred)
                
                # Actualizamos la última predicción para el siguiente paso
                last_train_value = new_val_pred

            # Guardar las predicciones para esta ventana y alpha
            predicciones[variable][ventana][alpha] = val_predictions

# Imprimir ejemplo de predicciones para verificar
for variable in variables:
    for ventana in ventanas:
        print(f"Predicciones para {variable}, ventana de {ventana} días, alpha={alphas[0]}:")
        print(predicciones[variable][ventana][alphas[0]][:10])  # Mostrar las primeras 10 predicciones
        print("\n")

Predicciones para Price, ventana de 7 días, alpha=0.1:
[np.float64(0.10006349633511052), np.float64(0.10005714670159949), np.float64(0.10005143203143954), np.float64(0.10004628882829558), np.float64(0.10004165994546602), np.float64(0.10003749395091943), np.float64(0.1000337445558275), np.float64(0.10003037010024476), np.float64(0.1000273330902203), np.float64(0.10002459978119826)]


Predicciones para Price, ventana de 14 días, alpha=0.1:
[np.float64(0.10006349633511052), np.float64(0.10005714670159949), np.float64(0.10005143203143954), np.float64(0.10004628882829558), np.float64(0.10004165994546602), np.float64(0.10003749395091943), np.float64(0.1000337445558275), np.float64(0.10003037010024476), np.float64(0.1000273330902203), np.float64(0.10002459978119826)]


Predicciones para Price, ventana de 21 días, alpha=0.1:
[np.float64(0.10006349633511052), np.float64(0.10005714670159949), np.float64(0.10005143203143954), np.float64(0.10004628882829558), np.float64(0.10004165994546602), np.float64(0.10003749395091943), np.float64(0.1000337445558275), np.float64(0.10003037010024476), np.float64(0.1000273330902203), np.float64(0.10002459978119826)]


Predicciones para Price, ventana de 28 días, alpha=0.1:
[np.float64(0.10006349633511052), np.float64(0.10005714670159949), np.float64(0.10005143203143954), np.float64(0.10004628882829558), np.float64(0.10004165994546602), np.float64(0.10003749395091943), np.float64(0.1000337445558275), np.float64(0.10003037010024476), np.float64(0.1000273330902203), np.float64(0.10002459978119826)]


Predicciones para Volatilidad_14, ventana de 7 días, alpha=0.1:
[np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan)]


Predicciones para Volatilidad_14, ventana de 14 días, alpha=0.1:
[np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan)]


Predicciones para Volatilidad_14, ventana de 21 días, alpha=0.1:
[np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan)]


Predicciones para Volatilidad_14, ventana de 28 días, alpha=0.1:
[np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan)]


Predicciones para At, ventana de 7 días, alpha=0.1:
[np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan)]


Predicciones para At, ventana de 14 días, alpha=0.1:
[np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan)]


Predicciones para At, ventana de 21 días, alpha=0.1:
[np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan)]


Predicciones para At, ventana de 28 días, alpha=0.1:
[np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan), np.float64(nan)]

import numpy as np
import pandas as pd
from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score

# Función para calcular el MAPE
def MAPE(y_true, y_pred):
    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100

# Función para realizar predicciones con Simple Exponential Smoothing
def ses_predict(serie, alpha, test_size):
    ses_pred = [serie.iloc[0]]  # Usar el primer valor de la serie

    for t in range(1, len(serie)):
        pred = alpha * serie.iloc[t] + (1 - alpha) * ses_pred[-1]
        ses_pred.append(pred)

    pred_val = []
    for t in range(test_size):
        pred = alpha * df[variable].iloc[len(serie) + t] + (1 - alpha) * ses_pred[-1]
        pred_val.append(pred)

    return pred_val

# Función para evaluar una variable
def evaluar_variable(variable):
    ventanas = [7, 14, 21, 28]
    alphas = [0.5]
    train_size = len(df) - 28
    test_size = 28

    resultados = []

    # Evaluar el SES para la variable
    for ventana in ventanas:
        for alpha in alphas:
            # Serie de tiempo de entrenamiento sin NaNs
            train_series = df[variable].iloc[:train_size].dropna().reset_index(drop=True)

            # Verificar si hay suficientes datos para el entrenamiento
            if len(train_series) < 1:
                print(f"Skipping variable '{variable}' for ventana {ventana} and alpha {alpha} due to insufficient training data.")
                continue

            # Obtener las predicciones para el conjunto de validación
            pred_val = ses_predict(train_series, alpha, test_size)

            # Conjunto de validación real (últimos 28 valores de la serie) sin NaNs
            val_series = df[variable].iloc[-test_size:].dropna().reset_index(drop=True)

            # Verificar si hay suficientes datos para la validación
            if len(val_series) < test_size:
                print(f"Skipping variable '{variable}' for ventana {ventana} and alpha {alpha} due to insufficient validation data.")
                continue

            # Calcular las métricas
            mae = mean_absolute_error(val_series, pred_val)
            mse = mean_squared_error(val_series, pred_val)
            rmse = np.sqrt(mse)
            mape = MAPE(val_series, pred_val)
            r2 = r2_score(val_series, pred_val)

            # Guardar los resultados en una lista
            resultados.append({
                'Variable': variable,
                'Ventana': ventana,
                'Alpha': alpha,
                'MAE': mae,
                'MSE': mse,
                'RMSE': rmse,
                'MAPE': mape,
                'R2': r2
            })

    return pd.DataFrame(resultados)

# Evaluar cada variable y combinar los resultados
resultados_totales = pd.concat([evaluar_variable('At'), 
                                 evaluar_variable('Price'), 
                                 evaluar_variable('Volatilidad_14')], 
                                 ignore_index=True)

# Mostrar la tabla con los resultados totales
print(resultados_totales)

          Variable  Ventana  Alpha           MAE           MSE          RMSE  \
0               At        7    0.5  8.881784e-16  7.888609e-31  8.881784e-16   
1               At       14    0.5  8.881784e-16  7.888609e-31  8.881784e-16   
2               At       21    0.5  8.881784e-16  7.888609e-31  8.881784e-16   
3               At       28    0.5  8.881784e-16  7.888609e-31  8.881784e-16   
4            Price        7    0.5  2.211489e+00  4.890684e+00  2.211489e+00   
5            Price       14    0.5  2.211489e+00  4.890684e+00  2.211489e+00   
6            Price       21    0.5  2.211489e+00  4.890684e+00  2.211489e+00   
7            Price       28    0.5  2.211489e+00  4.890684e+00  2.211489e+00   
8   Volatilidad_14        7    0.5  2.161489e+00  4.672035e+00  2.161489e+00   
9   Volatilidad_14       14    0.5  2.161489e+00  4.672035e+00  2.161489e+00   
10  Volatilidad_14       21    0.5  2.161489e+00  4.672035e+00  2.161489e+00   
11  Volatilidad_14       28    0.5  2.161489e+00  4.672035e+00  2.161489e+00   

            MAPE            R2  
0   2.054552e-14  0.000000e+00  
1   2.054552e-14  0.000000e+00  
2   2.054552e-14  0.000000e+00  
3   2.054552e-14  0.000000e+00  
4   2.211489e+03 -2.539388e+34  
5   2.211489e+03 -2.539388e+34  
6   2.211489e+03 -2.539388e+34  
7   2.211489e+03 -2.539388e+34  
8            inf  0.000000e+00  
9            inf  0.000000e+00  
10           inf  0.000000e+00  
11           inf  0.000000e+00  

Variable	Ventana	Alpha	MAE	MSE	RMSE	MAPE	R2
At	7	0.5	8.881784e-16	7.888609e-31	8.881784e-16	2.054552e-14	0.000000e+00
Price	7	0.5	2.211489e+00	4.890684e+00	2.211489e+00	2.211489e+03	-2.539388e+34
Volatilidad_14	7	0.5	2.161489e+00	4.672035e+00	2.161489e+00	inf	0.000000e+00

Al analizar los resultados, se observa que se han calculado diferentes métricas de error (MAE, MSE, RMSE, MAPE y R²) para las variables At, Price y Volatilidad_14 utilizando un método de suavizado exponencial con un parámetro 𝛼 α de 0.5. Sin embargo, es importante destacar que, dado que el suavizado exponencial es una técnica que se utiliza para hacer pronósticos a partir de una serie temporal, el concepto de “ventana” como tal no es aplicable en este contexto.

En el suavizado exponencial, el valor actual se calcula en función de una combinación ponderada del valor observado más reciente y la estimación anterior, lo que permite dar más peso a los datos más recientes. Por esta razón, no se puede establecer un número de ventanas como en otros métodos de suavizado, como las medias móviles, donde se especifica un tamaño de ventana para el cálculo de promedios.

En los resultados, para las variables At y Volatilidad_14, los errores de predicción son extremadamente bajos (en el orden de 1 0 − 16 10 −16 y 1 0 − 30 10 −30 ), lo que sugiere que el modelo se ajusta muy bien a los datos, mientras que para Price, los errores son significativamente mayores, indicando que puede haber más variabilidad en la serie o que el modelo no captura adecuadamente la dinámica de esta variable.

Además, el hecho de que el MAPE sea infinito para las series de volatilidad indica que hay valores en los que el error porcentual no puede calcularse adecuadamente, lo cual puede ser un indicativo de que los datos de entrada tienen características que dificultan el pronóstico preciso.

En resumen, la naturaleza del suavizado exponencial significa que no se puede aplicar el concepto de ventanas de la misma manera que en otros métodos, y los resultados reflejan el rendimiento del modelo en diferentes variables, mostrando un ajuste notablemente bueno para At y Volatilidad_14, mientras que Price presenta un desafío mayor.

Residuos del entrenamiento

import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
from statsmodels.stats.diagnostic import acorr_ljungbox
from statsmodels.stats.stattools import jarque_bera

# Función para calcular el MAPE
def MAPE(y_true, y_pred):
    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100

# Función para realizar predicciones con Simple Exponential Smoothing
def ses_predict(serie, alpha, test_size):
    ses_pred = [serie.iloc[0]]  # Usar el primer valor de la serie

    for t in range(1, len(serie)):
        pred = alpha * serie.iloc[t] + (1 - alpha) * ses_pred[-1]
        ses_pred.append(pred)

    pred_val = []
    for t in range(test_size):
        pred = alpha * serie.iloc[-1] + (1 - alpha) * ses_pred[-1]  # Cambiado para usar el último valor de la serie
        pred_val.append(pred)

    return pred_val

# Función para evaluar la variable y analizar residuos
def evaluar_variable_con_residuos(variable):
    ventanas = [7, 14, 21, 28]
    alphas = [0.5]
    train_size = len(df) - 28
    test_size = 28

    resultados = []

    for ventana in ventanas:
        for alpha in alphas:
            # Serie de tiempo de entrenamiento sin NaNs
            train_series = df[variable].iloc[:train_size].dropna().reset_index(drop=True)

            # Verificar que hay suficientes datos para entrenar
            if len(train_series) < 1:
                print(f"Skipping variable '{variable}' for ventana {ventana} and alpha {alpha} due to insufficient training data.")
                continue

            # Obtener las predicciones para el conjunto de validación
            pred_val = ses_predict(train_series, alpha, test_size)

            # Conjunto de validación real (últimos 28 valores de la serie) sin NaNs
            val_series = df[variable].iloc[-test_size:].dropna().reset_index(drop=True)

            # Calcular los residuos
            residuos = train_series - train_series.mean()

            # Calcular métricas
            mae = mean_absolute_error(val_series, pred_val)
            mse = mean_squared_error(val_series, pred_val)
            rmse = np.sqrt(mse)
            mape = MAPE(val_series, pred_val)
            r2 = r2_score(val_series, pred_val)

            # Pruebas de hipótesis
            ljung_box_results = acorr_ljungbox(residuos, lags=[10], return_df=True)
            ljung_box_pvalue = ljung_box_results['lb_pvalue'].values[0] if not ljung_box_results.empty else np.nan
            jarque_bera_results = jarque_bera(residuos)
            jarque_bera_stat = jarque_bera_results[0]
            jarque_bera_pvalue = jarque_bera_results[1]

            # Guardar resultados
            resultados.append({
                'Variable': variable,
                'Ventana': ventana,
                'MAPE': mape,
                'MAE': mae,
                'RMSE': rmse,
                'MSE': mse,
                'R2': r2,
                'Ljung-Box (p-value)': ljung_box_pvalue,
                'Jarque-Bera (p-value)': jarque_bera_pvalue
            })

            # Gráficos
            plt.figure(figsize=(15, 5))

            # Serie de residuos
            plt.subplot(1, 3, 1)
            plt.plot(residuos)
            plt.title(f'Serie de residuos: {variable} (Ventana: {ventana})')
            plt.xlabel('Tiempo')
            plt.ylabel('Residuos')

            # QQPlot
            plt.subplot(1, 3, 2)
            sns.histplot(residuos, kde=True)
            plt.title('Histograma de residuos')

            # ACF
            plt.subplot(1, 3, 3)
            from statsmodels.graphics.tsaplots import plot_acf
            plot_acf(residuos, lags=30, ax=plt.gca())
            plt.title('ACF de residuos')

            plt.tight_layout()
            plt.show()

    return pd.DataFrame(resultados)

# Evaluar cada variable y combinar los resultados
resultados_totales = pd.concat([evaluar_variable_con_residuos('At'), 
                                 evaluar_variable_con_residuos('Price'), 
                                 evaluar_variable_con_residuos('Volatilidad_14')], 
                                 ignore_index=True)

# Mostrar la tabla con los resultados totales
print(resultados_totales)

          Variable  Ventana          MAPE           MAE          RMSE  \
0               At        7  2.054552e-14  8.881784e-16  8.881784e-16   
1               At       14  2.054552e-14  8.881784e-16  8.881784e-16   
2               At       21  2.054552e-14  8.881784e-16  8.881784e-16   
3               At       28  2.054552e-14  8.881784e-16  8.881784e-16   
4            Price        7  0.000000e+00  0.000000e+00  0.000000e+00   
5            Price       14  0.000000e+00  0.000000e+00  0.000000e+00   
6            Price       21  0.000000e+00  0.000000e+00  0.000000e+00   
7            Price       28  0.000000e+00  0.000000e+00  0.000000e+00   
8   Volatilidad_14        7           inf  2.318743e-19  2.318743e-19   
9   Volatilidad_14       14           inf  2.318743e-19  2.318743e-19   
10  Volatilidad_14       21           inf  2.318743e-19  2.318743e-19   
11  Volatilidad_14       28           inf  2.318743e-19  2.318743e-19   

             MSE   R2  Ljung-Box (p-value)  Jarque-Bera (p-value)  
0   7.888609e-31  0.0                  0.0           1.968244e-63  
1   7.888609e-31  0.0                  0.0           1.968244e-63  
2   7.888609e-31  0.0                  0.0           1.968244e-63  
3   7.888609e-31  0.0                  0.0           1.968244e-63  
4   0.000000e+00  1.0                  0.0           0.000000e+00  
5   0.000000e+00  1.0                  0.0           0.000000e+00  
6   0.000000e+00  1.0                  0.0           0.000000e+00  
7   0.000000e+00  1.0                  0.0           0.000000e+00  
8   5.376570e-38  0.0                  0.0           0.000000e+00  
9   5.376570e-38  0.0                  0.0           0.000000e+00  
10  5.376570e-38  0.0                  0.0           0.000000e+00  
11  5.376570e-38  0.0                  0.0           0.000000e+00  

A continuación se presenta la tabla de resultados utilizando suavizado exponencial simple. Se muestra solo una ventana de análisis debido a la naturaleza de este método.

Variable	Ventana	MAPE	MAE	RMSE	MSE	R²	Ljung-Box (p-value)	Jarque-Bera (p-value)
At	7	2.054552e-14	8.881784e-16	8.881784e-16	7.888609e-31	0.0	0.0	1.968244e-63
Price	7	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	1.0	0.0	0.000000e+00
Volatilidad_14	7	inf	2.318743e-19	2.318743e-19	5.376570e-38	0.0	0.0	0.000000e+00

Los resultados presentados en la tabla anterior reflejan el rendimiento de un modelo de suavizado exponencial simple, analizando específicamente los residuos generados por el modelo. Es importante tener en cuenta que estos residuos son la diferencia entre los valores observados y los valores predichos, y su análisis es crucial para evaluar la eficacia del modelo.

Para la variable “At”, observamos que el MAPE (Error Porcentual Absoluto Medio) es de aproximadamente 2.05e-14, lo que indica que los errores de predicción son muy pequeños en términos porcentuales, sugiriendo un buen ajuste del modelo a los datos. El MAE y el RMSE, ambos en el orden de 8.88e-16, son prácticamente cero, lo que sugiere que el modelo predice casi con exactitud los valores observados. Sin embargo, el valor del R² es 0.0, lo que implica que el modelo no explica la variabilidad de los datos, lo cual puede ser un indicativo de que el modelo está sobreajustado o que la serie temporal tiene características que no están siendo capturadas adecuadamente.

En cuanto a la variable “Price”, los errores son igualmente cero, lo que sugiere una predicción perfecta en este caso. Esto es inusual y podría indicar que el modelo está funcionando de manera óptima en este contexto o que los datos no presentan variabilidad en el precio durante el periodo analizado.

Para la variable “Volatilidad_14”, el MAPE muestra un valor infinito, lo que sugiere que hay problemas en la estimación de la predicción; esto puede deberse a que los valores observados son muy cercanos a cero, lo que genera un cálculo poco confiable. Sin embargo, los valores de MAE, RMSE y MSE son todos pequeños (en el orden de 2.32e-19 y 5.38e-38), lo que sugiere que el modelo tiene un bajo nivel de error en la predicción de la volatilidad, aunque esto debe ser interpretado con precaución dado el valor infinito del MAPE.

Los resultados de las pruebas de Ljung-Box y Jarque-Bera son significativos para evaluar la normalidad de los residuos. En este caso, un p-valor de 0.0 en la prueba de Ljung-Box indica que hay autocorrelación en los residuos, lo que puede sugerir que el modelo no está capturando todas las dinámicas de la serie temporal. Por otro lado, el p-valor extremadamente bajo en la prueba de Jarque-Bera (1.97e-63) indica que los residuos no siguen una distribución normal, lo que es una señal de advertencia sobre la validez del modelo.

El análisis de residuos del modelo de suavizado exponencial para las variables de retornos acumulados, precio y volatilidad en los cuatro horizontes temporales (7, 14, 21 y 28 días)

En el caso de los retornos acumulados, la serie de residuos a lo largo del tiempo muestra fluctuaciones significativas, lo cual indica que estos residuos no son completamente aleatorios. Esto sugiere que el modelo no ha capturado toda la estructura subyacente en los datos de retornos acumulados. Además, la distribución de residuos no sigue una normalidad perfecta, presentando asimetrías y varias modas, lo que sugiere que los residuos pueden no estar distribuidos normalmente. Esta falta de normalidad podría limitar la efectividad del modelo en la predicción y ajuste de los datos. Por otro lado, el análisis de la función de autocorrelación de los residuos (ACF) revela valores altos y persistentes, lo cual indica una autocorrelación significativa en los residuos. En un modelo bien ajustado, se esperaría que los residuos no presentaran autocorrelación; por lo tanto, estos resultados sugieren que el modelo de suavizado exponencial podría beneficiarse de ajustes adicionales para capturar mejor las dependencias temporales presentes en los datos.

Para la variable de precio, el análisis de los residuos en el horizonte de 7 días evidencia ciertas limitaciones en el modelo. La serie de residuos muestra una alta volatilidad inicial, que luego disminuye y se estabiliza. Esto sugiere que el modelo no capturó completamente la variabilidad inicial en los precios, aunque los residuos tienden a estabilizarse después de los primeros valores. En cuanto a la distribución de residuos, el histograma revela una alta concentración de valores cerca de cero y una asimetría hacia la izquierda, con algunos valores extremos en ambos lados. Este patrón sugiere una desviación de la normalidad y la presencia de outliers, lo cual podría indicar que el modelo de suavizado exponencial no está capturando adecuadamente las variaciones bruscas en los datos de precios. Además, el ACF de residuos indica una autocorrelación significativa, lo que sugiere que persiste una dependencia en los datos que el modelo no ha logrado captar completamente. Estos patrones en los residuos de precio sugieren que el modelo de suavizado exponencial podría no ser el enfoque más adecuado para capturar la dinámica de esta variable en este horizonte de tiempo; un modelo alternativo, como ARIMA o GARCH, podría mejorar el ajuste al captar mejor tanto la autocorrelación como la volatilidad presentes en la serie de precios.

Finalmente, el análisis de residuos para la volatilidad revela más indicios de las limitaciones del modelo de suavizado exponencial. La serie de residuos presenta fluctuaciones constantes con picos esporádicos que aumentan hacia el final del periodo, lo cual indica que el modelo presenta dificultades para capturar completamente la variabilidad de la volatilidad, especialmente en los momentos de mayor incremento. Esto sugiere una posible subestimación de algunos valores extremos en la serie de volatilidad. La distribución de residuos también refleja un sesgo hacia la derecha, con una alta concentración de valores alrededor de cero y algunos valores extremos positivos. Este patrón indica que los residuos no siguen una distribución normal y que existen ciertos valores anómalos, lo cual podría sugerir que el modelo no está capturando adecuadamente todos los patrones presentes en los datos de volatilidad. Además, el ACF de residuos muestra una alta correlación positiva en los primeros lags, que disminuye lentamente, lo que indica una estructura de dependencia temporal que el modelo no ha capturado del todo. Esto podría limitar su capacidad para realizar predicciones precisas en el contexto de volatilidad.

Residuos de la prediccion

import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
from statsmodels.stats.diagnostic import acorr_ljungbox

# Función para calcular el MAPE
def MAPE(y_true, y_pred):
    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100

# Función para realizar predicciones con Simple Exponential Smoothing
def ses_predict(serie, alpha, test_size):
    ses_pred = [serie.iloc[0]]  # Usar el primer valor de la serie

    for t in range(1, len(serie)):
        pred = alpha * serie.iloc[t] + (1 - alpha) * ses_pred[-1]
        ses_pred.append(pred)

    pred_val = []
    for t in range(test_size):
        pred = alpha * serie.iloc[-1] + (1 - alpha) * ses_pred[-1]  # Cambiado para usar el último valor de la serie
        pred_val.append(pred)

    return pred_val

# Función para evaluar el modelo en el conjunto de test y analizar residuos
def evaluar_modelo_en_conjunto_test(variable, alpha, test_size):
    train_size = len(df) - test_size
    # Serie de tiempo de entrenamiento sin NaNs
    train_series = df[variable].iloc[:train_size].dropna().reset_index(drop=True)

    # Verificar que hay suficientes datos para entrenar
    if len(train_series) < 1:
        print(f"Insufficient training data for variable '{variable}'.")
        return None

    # Obtener las predicciones para el conjunto de validación
    pred_val = ses_predict(train_series, alpha, test_size)

    # Conjunto de validación real (últimos test_size valores de la serie) sin NaNs
    val_series = df[variable].iloc[-test_size:].dropna().reset_index(drop=True)

    # Calcular los residuos
    residuos = val_series - pred_val

    # Calcular métricas
    mae = mean_absolute_error(val_series, pred_val)
    mse = mean_squared_error(val_series, pred_val)
    rmse = np.sqrt(mse)
    mape = MAPE(val_series, pred_val)
    r2 = r2_score(val_series, pred_val)

    # Prueba de Ljung-Box
    ljung_box_results = acorr_ljungbox(residuos, lags=[10], return_df=True)
    ljung_box_pvalue = ljung_box_results['lb_pvalue'].values[0] if not ljung_box_results.empty else np.nan

    # Guardar resultados
    return {
        'Variable': variable,
        'MAPE': mape,
        'MAE': mae,
        'RMSE': rmse,
        'MSE': mse,
        'R2': r2,
        'Ljung-Box (p-value)': ljung_box_pvalue
    }

# Variables y parámetros a evaluar
variables = ['At', 'Price', 'Volatilidad_14']
alpha = 0.5
test_size = 28

# Evaluar cada variable y almacenar los resultados
resultados = []

for variable in variables:
    resultado = evaluar_modelo_en_conjunto_test(variable, alpha, test_size)
    if resultado is not None:
        resultados.append(resultado)

# Convertir los resultados en un DataFrame
resultados_df = pd.DataFrame(resultados)

# Mostrar la tabla con los resultados
print(resultados_df)

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\stattools.py:702: RuntimeWarning:

invalid value encountered in divide

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\stattools.py:702: RuntimeWarning:

invalid value encountered in divide

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\stattools.py:702: RuntimeWarning:

invalid value encountered in divide

         Variable          MAPE           MAE          RMSE           MSE  \
0              At  2.054552e-14  8.881784e-16  8.881784e-16  7.888609e-31   
1           Price  0.000000e+00  0.000000e+00  0.000000e+00  0.000000e+00   
2  Volatilidad_14           inf  2.318743e-19  2.318743e-19  5.376570e-38   

    R2  Ljung-Box (p-value)  
0  0.0                  NaN  
1  1.0                  NaN  
2  0.0                  NaN  

Variable	MAPE	MAE	RMSE	MSE	R²	Ljung-Box (p-value)
At	2.054552e-14	8.881784e-16	8.881784e-16	7.888609e-31	0.0	NaN
Price	0.000000e+00	0.000000e+00	0.000000e+00	0.000000e+00	1.0	NaN
Volatilidad_14	inf	2.318743e-19	2.318743e-19	5.376570e-38	0.0	NaN

Para la variable “At”, el MAPE es de aproximadamente 2.05e-14, lo que indica que los errores porcentuales son mínimos y sugiere un buen ajuste del modelo. Los valores de MAE y RMSE son extremadamente bajos (8.88e-16), lo que sugiere que las predicciones se acercan de manera precisa a los valores reales. Además, el MSE de 7.89e-31 refuerza la idea de un ajuste preciso. Sin embargo, el R² de 0.0 indica que el modelo no explica ninguna variabilidad de los datos, lo que puede ser preocupante y sugiere que el modelo puede no estar capturando adecuadamente las dinámicas subyacentes de la serie temporal.

En cuanto a la variable “Price”, todos los valores de MAPE, MAE, RMSE y MSE son cero, lo que sugiere que el modelo predice perfectamente los precios. Este resultado es atípico y podría implicar que el precio es constante a lo largo del tiempo en el conjunto de datos analizado, o que el modelo ha sido ajustado de manera perfecta a los datos sin capturar variabilidad. El R² de 1.0 refuerza la hipótesis anterior de que el modelo ha hecho una predicción exacta.

Para la variable “Volatilidad_14”, el MAPE muestra un valor infinito, lo que indica que la variabilidad de los valores observados es demasiado pequeña en comparación con los errores de predicción, sugiriendo que el modelo no es confiable para esta variable. Aunque los valores de MAE, RMSE y MSE son bajos (en el orden de 2.32e-19 y 5.38e-38), la interpretación se ve afectada por el MAPE infinito, que sugiere una falta de variabilidad en los datos de volatilidad. Además, el R² de 0.0 implica que el modelo no explica la variabilidad de la volatilidad observada, sugiriendo que se necesitan ajustes significativos o un enfoque diferente para esta variable.

Simple Exponential Smoothing (Usando statsmodels.tsa.holtwinters)

import pandas as pd
import numpy as np
from statsmodels.tsa.holtwinters import SimpleExpSmoothing
from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
from statsmodels.stats.diagnostic import acorr_ljungbox

# Parámetros
alphas = [0.5]  # Factores de suavización que queremos probar
ventanas = [7, 14, 21, 28]  # Ventanas móviles para cada predicción
variables = ['Price', 'Volatilidad_14', 'At']

# Almacenaremos las predicciones
predicciones = {}

# Dividimos el conjunto de validación y entrenamiento
train_size = len(df) - 28
test_size = 28

# Para cada variable y cada ventana
for variable in variables:
    predicciones[variable] = {}
    # Tomamos el conjunto de entrenamiento para esa variable
    train_series = df[variable].iloc[:train_size].dropna().reset_index(drop=True)

    for ventana in ventanas:
        # Inicializar diccionario para cada ventana
        predicciones[variable][ventana] = {}

        for alpha in alphas:
            # Aplicar SES usando SimpleExpSmoothing de statsmodels
            model = SimpleExpSmoothing(train_series)
            model_fit = model.fit(smoothing_level=alpha, optimized=False)  # 'optimized=False' para usar el alpha específico
            y_train_pred = model_fit.fittedvalues

            # Ahora realizamos predicciones para el conjunto de validación (últimos test_size datos)
            val_predictions = model_fit.forecast(test_size)

            # Guardar las predicciones para esta ventana y alpha
            predicciones[variable][ventana][alpha] = val_predictions

import numpy as np
import pandas as pd
from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
from statsmodels.tsa.holtwinters import SimpleExpSmoothing

# Función para calcular el MAPE
def MAPE(y_true, y_pred):
    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100

# Función para realizar predicciones con Simple Exponential Smoothing
def ses_predict(serie, alpha, test_size):
    model = SimpleExpSmoothing(serie)
    model_fit = model.fit(smoothing_level=alpha, optimized=False)
    
    # Predicciones para el conjunto de validación
    pred_val = model_fit.forecast(test_size)
    
    return pred_val

# Función para evaluar una variable
def evaluar_variable(variable):
    ventanas = [7, 14, 21, 28]
    alphas = [0.5]
    train_size = len(df) - 28
    test_size = 28

    resultados = []

    # Evaluar el SES para la variable
    for ventana in ventanas:
        for alpha in alphas:
            # Serie de tiempo de entrenamiento sin NaNs
            train_series = df[variable].iloc[:train_size].dropna().reset_index(drop=True)

            # Verificar si hay suficientes datos para el entrenamiento
            if len(train_series) < 1:
                print(f"Skipping variable '{variable}' for ventana {ventana} and alpha {alpha} due to insufficient training data.")
                continue

            # Obtener las predicciones para el conjunto de validación
            pred_val = ses_predict(train_series, alpha, test_size)

            # Conjunto de validación real (últimos 28 valores de la serie) sin NaNs
            val_series = df[variable].iloc[-test_size:].dropna().reset_index(drop=True)

            # Verificar si hay suficientes datos para la validación
            if len(val_series) < test_size:
                print(f"Skipping variable '{variable}' for ventana {ventana} and alpha {alpha} due to insufficient validation data.")
                continue

            # Calcular las métricas
            mae = mean_absolute_error(val_series, pred_val)
            mse = mean_squared_error(val_series, pred_val)
            rmse = np.sqrt(mse)
            mape = MAPE(val_series, pred_val)
            r2 = r2_score(val_series, pred_val)

            # Guardar los resultados en una lista
            resultados.append({
                'Variable': variable,
                'Ventana': ventana,
                'Alpha': alpha,
                'MAE': mae,
                'MSE': mse,
                'RMSE': rmse,
                'MAPE': mape,
                'R2': r2
            })

    return pd.DataFrame(resultados)

# Evaluar cada variable y combinar los resultados
resultados_totales = pd.concat([evaluar_variable('At'), 
                                 evaluar_variable('Price'), 
                                 evaluar_variable('Volatilidad_14')], 
                                 ignore_index=True)

# Mostrar la tabla con los resultados totales
print(resultados_totales)

          Variable  Ventana  Alpha           MAE           MSE          RMSE  \
0               At        7    0.5  8.881784e-16  7.888609e-31  8.881784e-16   
1               At       14    0.5  8.881784e-16  7.888609e-31  8.881784e-16   
2               At       21    0.5  8.881784e-16  7.888609e-31  8.881784e-16   
3               At       28    0.5  8.881784e-16  7.888609e-31  8.881784e-16   
4            Price        7    0.5  0.000000e+00  0.000000e+00  0.000000e+00   
5            Price       14    0.5  0.000000e+00  0.000000e+00  0.000000e+00   
6            Price       21    0.5  0.000000e+00  0.000000e+00  0.000000e+00   
7            Price       28    0.5  0.000000e+00  0.000000e+00  0.000000e+00   
8   Volatilidad_14        7    0.5  4.637486e-19  2.150628e-37  4.637486e-19   
9   Volatilidad_14       14    0.5  4.637486e-19  2.150628e-37  4.637486e-19   
10  Volatilidad_14       21    0.5  4.637486e-19  2.150628e-37  4.637486e-19   
11  Volatilidad_14       28    0.5  4.637486e-19  2.150628e-37  4.637486e-19   

    MAPE   R2  
0    NaN  0.0  
1    NaN  0.0  
2    NaN  0.0  
3    NaN  0.0  
4    NaN  1.0  
5    NaN  1.0  
6    NaN  1.0  
7    NaN  1.0  
8    NaN  0.0  
9    NaN  0.0  
10   NaN  0.0  
11   NaN  0.0  

A continuación se presenta la tabla de resultados utilizando suavizado exponencial simple, donde se muestra solo una ventana de análisis por la naturaleza del método.

Variable	Ventana	Alpha	MAE	MSE	RMSE	MAPE	R2
At	7	0.5	8.881784e-16	7.888609e-31	8.881784e-16	NaN	0.0
Price	7	0.5	0.000000e+00	0.000000e+00	0.000000e+00	NaN	1.0
Volatilidad_14	7	0.5	4.637486e-19	2.150628e-37	4.637486e-19	NaN	0.0

Los resultados obtenidos a partir del análisis utilizando suavizado exponencial simple se presentan en la tabla anterior, donde se incluye solo una ventana de análisis debido a la naturaleza de este método. Se observa que, para la variable “At” en una ventana de 7 días y con un valor de alpha de 0.5, el error absoluto medio (MAE) es de aproximadamente 8.88e-16, mientras que el error cuadrático medio (MSE) y la raíz del error cuadrático medio (RMSE) son ambos 7.89e-31 y 8.88e-16, respectivamente. Estos valores indican una precisión notable en la predicción, aunque el MAE y el RMSE son prácticamente cero, lo que sugiere que el modelo se ajusta muy bien a los datos.

En el caso de la variable “Price”, los resultados son igualmente satisfactorios, con un MAE, MSE y RMSE de cero. Esto sugiere que el modelo no presenta errores en las predicciones, lo que indica una capacidad excepcional para estimar el precio a partir de los datos proporcionados.

Para la variable “Volatilidad_14”, aunque se mantiene el mismo MAE que para “At”, con un valor de 4.64e-19, el MSE es extremadamente bajo, 2.15e-37, lo que implica una buena consistencia en las predicciones. Sin embargo, el valor de R² para esta variable es 0.0, lo que sugiere que el modelo no explica variabilidad en los datos observados.

En resumen, los resultados muestran un rendimiento destacado del modelo de suavizado exponencial simple para las variables “At” y “Price”, indicando que este enfoque es adecuado para el análisis de series temporales en este contexto. Sin embargo, la baja capacidad explicativa del modelo para la volatilidad señala la necesidad de considerar métodos adicionales o variables explicativas que puedan mejorar la precisión en futuras evaluaciones.

import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
from statsmodels.stats.diagnostic import acorr_ljungbox
from statsmodels.stats.stattools import jarque_bera
from statsmodels.tsa.holtwinters import SimpleExpSmoothing
import statsmodels.api as sm

# Función para calcular el MAPE
def MAPE(y_true, y_pred):
    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100

# Función para realizar predicciones con Simple Exponential Smoothing
def ses_predict(serie, alpha, test_size):
    model = SimpleExpSmoothing(serie)
    model_fit = model.fit(smoothing_level=alpha, optimized=False)
    pred_val = model_fit.forecast(test_size)
    return pred_val, model_fit.resid  # Retornar también los residuos

# Función para evaluar la variable y analizar residuos
def evaluar_variable_con_residuos(variable):
    alphas = [0.5]
    train_size = len(df) - 28
    test_size = 28

    resultados = []

    for alpha in alphas:
        # Serie de tiempo de entrenamiento sin NaNs
        train_series = df[variable].iloc[:train_size].dropna().reset_index(drop=True)

        # Verificar que hay suficientes datos para entrenar
        if len(train_series) < 1:
            print(f"Skipping variable '{variable}' due to insufficient training data.")
            continue

        # Obtener las predicciones y residuos para el conjunto de validación
        pred_val, residuos = ses_predict(train_series, alpha, test_size)

        # Conjunto de validación real (últimos 28 valores de la serie) sin NaNs
        val_series = df[variable].iloc[-test_size:].dropna().reset_index(drop=True)

        # Calcular métricas
        mae = mean_absolute_error(val_series, pred_val)
        mse = mean_squared_error(val_series, pred_val)
        rmse = np.sqrt(mse)
        mape = MAPE(val_series, pred_val)
        r2 = r2_score(val_series, pred_val)

        # Pruebas de hipótesis
        ljung_box_results = acorr_ljungbox(residuos, lags=[10], return_df=True)
        ljung_box_pvalue = ljung_box_results['lb_pvalue'].values[0] if not ljung_box_results.empty else np.nan
        jarque_bera_results = jarque_bera(residuos)
        jarque_bera_stat = jarque_bera_results[0]
        jarque_bera_pvalue = jarque_bera_results[1]

        # Guardar resultados
        resultados.append({
            'Variable': variable,
            'MAPE': mape,
            'MAE': mae,
            'RMSE': rmse,
            'MSE': mse,
            'R2': r2,
            'Ljung-Box (p-value)': ljung_box_pvalue,
            'Jarque-Bera (p-value)': jarque_bera_pvalue
        })

        # Gráficos
        plt.figure(figsize=(15, 5))

        # Serie de residuos
        plt.subplot(1, 3, 1)
        plt.plot(residuos)
        plt.title(f'Serie de residuos: {variable}')
        plt.xlabel('Tiempo')
        plt.ylabel('Residuos')

        # QQPlot
        plt.subplot(1, 3, 2)
        sm.qqplot(residuos, line='s', ax=plt.gca())
        plt.title('QQPlot de residuos')

        # ACF
        plt.subplot(1, 3, 3)
        from statsmodels.graphics.tsaplots import plot_acf
        plot_acf(residuos, lags=30, ax=plt.gca())
        plt.title('ACF de residuos')

        plt.tight_layout()
        plt.show()

    return pd.DataFrame(resultados)

# Evaluar cada variable y combinar los resultados
resultados_totales = pd.concat([evaluar_variable_con_residuos('At'), 
                                 evaluar_variable_con_residuos('Price'), 
                                 evaluar_variable_con_residuos('Volatilidad_14')], 
                                 ignore_index=True)

# Mostrar la tabla con los resultados totales
print(resultados_totales)

         Variable  MAPE           MAE          RMSE           MSE   R2  \
0              At   NaN  8.881784e-16  8.881784e-16  7.888609e-31  0.0   
1           Price   NaN  0.000000e+00  0.000000e+00  0.000000e+00  1.0   
2  Volatilidad_14   NaN  4.637486e-19  4.637486e-19  2.150628e-37  0.0   

   Ljung-Box (p-value)  Jarque-Bera (p-value)  
0        6.386049e-299                    0.0  
1         0.000000e+00                    0.0  
2         0.000000e+00                    0.0  

El análisis de los residuos generados por el modelo de suavizado exponencial, implementado a través de la librería statsmodels, para las variables de retornos acumulados, precio y volatilidad en los cuatro horizontes temporales (7, 14, 21 y 28 días)

Para la variable de retornos acumulados, la distribución de residuos en el tiempo muestra una estabilidad notable a lo largo del gráfico, con algunos picos ocasionales, pero manteniéndose generalmente entre 2.5 y -2.5. Este comportamiento indica que los residuos son relativamente estables, con solo algunos valores extremos que no afectan en gran medida la consistencia de los residuos. En el QQ plot, los residuos presentan una distribución normal en el centro, aunque se desvían levemente en las esquinas, lo que sugiere ligeras desviaciones de normalidad en los extremos. Finalmente, la prueba ACF muestra pocos residuos fuera de la banda de significancia y una estructura de autocorrelación en forma de espina descendente, lo cual sugiere que existe cierta dependencia temporal, aunque es mínima y en general parece un modelo razonablemente ajustado para esta variable.

En cuanto a la variable de precio, la distribución de residuos en el tiempo evidencia residuos grandes al inicio del gráfico, que se reducen considerablemente hacia el final. Esto sugiere que el modelo tiene dificultades para capturar la variabilidad inicial en los precios, aunque logra un ajuste más preciso en los valores recientes. El QQ plot revela una clara desviación de la normalidad, con puntos fuera de la línea central, especialmente en el centro de la distribución. Esta desviación indica que los residuos de precio no siguen una distribución normal y podrían estar afectados por factores externos o fluctuaciones significativas en los datos de entrada. La ACF de los residuos muestra algunos valores por fuera de la banda de significancia, con una estructura de espina descendente, lo que sugiere que, aunque hay algunas dependencias en los datos, la mayoría de los residuos son independientes en el tiempo. No obstante, los residuos iniciales grandes y la no normalidad indican que el modelo de suavizado exponencial podría no ser el mejor para capturar la dinámica de precio en esta variable.

Finalmente, en el caso de la volatilidad, la distribución de residuos es relativamente estable a lo largo del tiempo, aunque muestra un ligero crecimiento hacia el final del periodo. Esta estabilidad en los residuos, con solo un pequeño aumento final, sugiere que el modelo de suavizado exponencial se ajusta de manera aceptable, aunque puede estar subestimando ciertos valores hacia el final del horizonte temporal. El QQ plot de los residuos muestra una distribución normal en el centro, con desviaciones leves en las esquinas, indicando que, en general, los residuos siguen una distribución normal, aunque con algunos valores atípicos en los extremos. La ACF presenta pocos residuos fuera de la banda de significancia y una estructura en espina descendente, lo cual sugiere que, aunque hay pequeñas dependencias en los datos, el modelo captura adecuadamente la mayoría de las características de la volatilidad.

import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
from statsmodels.stats.diagnostic import acorr_ljungbox
from statsmodels.tsa.holtwinters import SimpleExpSmoothing

# Función para calcular el MAPE
def MAPE(y_true, y_pred):
    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100

# Función para realizar predicciones con Simple Exponential Smoothing
def ses_predict(serie, alpha, test_size):
    model = SimpleExpSmoothing(serie)
    model_fit = model.fit(smoothing_level=alpha, optimized=False)
    pred_val = model_fit.forecast(test_size)
    return pred_val, model_fit.resid  # Retornar también los residuos

# Función para evaluar el modelo en el conjunto de prueba
def evaluar_modelo_en_test(variable):
    alphas = [0.5]
    train_size = len(df) - 28  # Tamaño del conjunto de entrenamiento
    test_size = 28               # Tamaño del conjunto de prueba

    resultados = []

    for alpha in alphas:
        # Serie de tiempo de entrenamiento sin NaNs
        train_series = df[variable].iloc[:train_size].dropna().reset_index(drop=True)

        # Obtener las predicciones y residuos para el conjunto de prueba
        pred_val, residuos = ses_predict(train_series, alpha, test_size)

        # Conjunto de prueba real (últimos 28 valores de la serie) sin NaNs
        val_series = df[variable].iloc[-test_size:].dropna().reset_index(drop=True)

        # Calcular métricas
        mae = mean_absolute_error(val_series, pred_val)
        mse = mean_squared_error(val_series, pred_val)
        rmse = np.sqrt(mse)
        mape = MAPE(val_series, pred_val)
        r2 = r2_score(val_series, pred_val)

        # Pruebas de hipótesis
        ljung_box_results = acorr_ljungbox(residuos, lags=[10], return_df=True)
        ljung_box_pvalue = ljung_box_results['lb_pvalue'].values[0] if not ljung_box_results.empty else np.nan

        # Guardar resultados
        resultados.append({
            'Variable': variable,
            'MAPE': mape,
            'MAE': mae,
            'RMSE': rmse,
            'MSE': mse,
            'R2': r2,
            'Ljung-Box (p-value)': ljung_box_pvalue
        })

    return pd.DataFrame(resultados)

# Evaluar cada variable y combinar los resultados
resultados_totales_test = pd.concat([evaluar_modelo_en_test('At'), 
                                      evaluar_modelo_en_test('Price'), 
                                      evaluar_modelo_en_test('Volatilidad_14')], 
                                     ignore_index=True)

# Mostrar la tabla con los resultados totales del conjunto de prueba
print(resultados_totales_test)

         Variable  MAPE           MAE          RMSE           MSE   R2  \
0              At   NaN  8.881784e-16  8.881784e-16  7.888609e-31  0.0   
1           Price   NaN  0.000000e+00  0.000000e+00  0.000000e+00  1.0   
2  Volatilidad_14   NaN  4.637486e-19  4.637486e-19  2.150628e-37  0.0   

   Ljung-Box (p-value)  
0        6.386049e-299  
1         0.000000e+00  
2         0.000000e+00  

Variable	MAPE	MAE	RMSE	MSE	R²	Ljung-Box (p-value)
At	NaN	8.881784e-16	8.881784e-16	7.888609e-31	0.0	6.386049e-299
Price	NaN	0.000000e+00	0.000000e+00	0.000000e+00	1.0	0.000000e+00
Volatilidad_14	NaN	4.637486e-19	4.637486e-19	2.150628e-37	0.0	0.000000e+00

Para la variable “At”, los valores de MAE (8.88e-16) y RMSE (8.88e-16) son extremadamente bajos, lo que sugiere que las predicciones están muy cerca de los valores reales. Sin embargo, el MAPE es NaN, lo que implica que no hay variabilidad en los datos para calcular este error porcentual. El MSE también es muy pequeño (7.89e-31), indicando que los errores de predicción son mínimos. El R² de 0.0 sugiere que el modelo no explica la variabilidad de la serie temporal, lo que podría ser un indicativo de que el modelo es demasiado simple para capturar las dinámicas de la serie. Además, el p-valor de Ljung-Box (6.39e-299) indica que los residuos son independientes, lo cual es un buen signo para la validez del modelo.

En el caso de “Price”, los resultados muestran una predicción perfecta, con MAE, RMSE y MSE todos igual a cero. Esto sugiere que el modelo ha logrado ajustarse completamente a los datos, probablemente porque el precio es constante a lo largo del tiempo. El R² de 1.0 refuerza esta idea, indicando que el modelo explica el 100% de la variabilidad. Sin embargo, este ajuste perfecto también puede ser un indicativo de sobreajuste, donde el modelo ha capturado ruidos en lugar de patrones útiles. El p-valor de Ljung-Box es 0, lo que implica que hay autocorrelación en los residuos, lo que podría ser un indicativo de que el modelo no ha capturado completamente la estructura temporal de los datos.

Para la variable “Volatilidad_14”, aunque los errores de MAE y RMSE son muy bajos (4.64e-19), el MAPE es NaN, lo que sugiere que, al igual que en el caso de “At”, no hay suficiente variabilidad para calcularlo. El MSE es también bajo (2.15e-37), indicando que los errores de predicción son pequeños. Sin embargo, el R² de 0.0 sugiere que el modelo no explica la variabilidad de esta variable, lo que puede señalar que se necesita un modelo más complejo o diferente para capturar adecuadamente las dinámicas de la volatilidad. El p-valor de Ljung-Box (0) sugiere que los residuos no son independientes, lo que puede ser motivo de preocupación y sugiere que el modelo podría mejorarse.

Doble suavizado exponencial sin libreria

import pandas as pd
import numpy as np
from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
from statsmodels.stats.diagnostic import acorr_ljungbox

# Parámetros
alphas = [0.5]  # Factores de suavización que queremos probar
ventanas = [7, 14, 21, 28]  # Ventanas móviles para cada predicción
variables = ['Price', 'Volatilidad_14', 'At']

# Función para realizar Double Exponential Smoothing
def double_exponential_smoothing(series, alpha, beta, n_forecast):
    level = series[0]
    trend = series[1] - series[0]  # Inicializar tendencia
    result = [level + trend]  # Primer pronóstico

    # Lista para almacenar los valores de nivel y tendencia
    levels = [level]
    trends = [trend]

    # Suavizado
    for t in range(1, len(series)):
        last_level = level
        level = alpha * series[t] + (1 - alpha) * (last_level + trend)
        trend = beta * (level - last_level) + (1 - beta) * trend

        levels.append(level)
        trends.append(trend)

        # Pronóstico
        if t >= len(series) - 1:
            forecast = level + trend
            result.append(forecast)

    # Pronósticos para los próximos n períodos
    forecasts = []
    for i in range(n_forecast):
        forecast = level + (i + 1) * trend
        forecasts.append(forecast)

    return forecasts, result, levels, trends

# Almacenaremos las predicciones
predicciones = {}

# Dividimos el conjunto de validación y entrenamiento
train_size = len(df) - 28
test_size = 28

# Para cada variable y cada ventana
for variable in variables:
    predicciones[variable] = {}
    # Tomamos el conjunto de entrenamiento para esa variable
    train_series = df[variable].iloc[:train_size].dropna().reset_index(drop=True)

    for ventana in ventanas:
        # Inicializar diccionario para cada ventana
        predicciones[variable][ventana] = {}

        for alpha in alphas:
            # Definir un beta (puedes experimentar con este valor)
            beta = 0.5  

            # Aplicar Double Exponential Smoothing
            val_predictions, y_train_pred, levels, trends = double_exponential_smoothing(train_series.values, alpha, beta, test_size)

            # Guardar las predicciones para esta ventana y alpha
            predicciones[variable][ventana][alpha] = val_predictions

# Mostrar predicciones
for variable in predicciones:
    for ventana in predicciones[variable]:
        print(f"Predicciones para {variable} con ventana {ventana}: {predicciones[variable][ventana]}")

Predicciones para Price con ventana 7: {0.5: [np.float64(0.0999999999994), np.float64(0.09999999999986978), np.float64(0.10000000000033957), np.float64(0.10000000000080936), np.float64(0.10000000000127914), np.float64(0.10000000000174893), np.float64(0.10000000000221872), np.float64(0.1000000000026885), np.float64(0.10000000000315828), np.float64(0.10000000000362808), np.float64(0.10000000000409785), np.float64(0.10000000000456764), np.float64(0.10000000000503743), np.float64(0.10000000000550721), np.float64(0.100000000005977), np.float64(0.1000000000064468), np.float64(0.10000000000691657), np.float64(0.10000000000738636), np.float64(0.10000000000785615), np.float64(0.10000000000832593), np.float64(0.10000000000879572), np.float64(0.10000000000926551), np.float64(0.10000000000973529), np.float64(0.10000000001020508), np.float64(0.10000000001067487), np.float64(0.10000000001114465), np.float64(0.10000000001161444), np.float64(0.10000000001208423)]}
Predicciones para Price con ventana 14: {0.5: [np.float64(0.0999999999994), np.float64(0.09999999999986978), np.float64(0.10000000000033957), np.float64(0.10000000000080936), np.float64(0.10000000000127914), np.float64(0.10000000000174893), np.float64(0.10000000000221872), np.float64(0.1000000000026885), np.float64(0.10000000000315828), np.float64(0.10000000000362808), np.float64(0.10000000000409785), np.float64(0.10000000000456764), np.float64(0.10000000000503743), np.float64(0.10000000000550721), np.float64(0.100000000005977), np.float64(0.1000000000064468), np.float64(0.10000000000691657), np.float64(0.10000000000738636), np.float64(0.10000000000785615), np.float64(0.10000000000832593), np.float64(0.10000000000879572), np.float64(0.10000000000926551), np.float64(0.10000000000973529), np.float64(0.10000000001020508), np.float64(0.10000000001067487), np.float64(0.10000000001114465), np.float64(0.10000000001161444), np.float64(0.10000000001208423)]}
Predicciones para Price con ventana 21: {0.5: [np.float64(0.0999999999994), np.float64(0.09999999999986978), np.float64(0.10000000000033957), np.float64(0.10000000000080936), np.float64(0.10000000000127914), np.float64(0.10000000000174893), np.float64(0.10000000000221872), np.float64(0.1000000000026885), np.float64(0.10000000000315828), np.float64(0.10000000000362808), np.float64(0.10000000000409785), np.float64(0.10000000000456764), np.float64(0.10000000000503743), np.float64(0.10000000000550721), np.float64(0.100000000005977), np.float64(0.1000000000064468), np.float64(0.10000000000691657), np.float64(0.10000000000738636), np.float64(0.10000000000785615), np.float64(0.10000000000832593), np.float64(0.10000000000879572), np.float64(0.10000000000926551), np.float64(0.10000000000973529), np.float64(0.10000000001020508), np.float64(0.10000000001067487), np.float64(0.10000000001114465), np.float64(0.10000000001161444), np.float64(0.10000000001208423)]}
Predicciones para Price con ventana 28: {0.5: [np.float64(0.0999999999994), np.float64(0.09999999999986978), np.float64(0.10000000000033957), np.float64(0.10000000000080936), np.float64(0.10000000000127914), np.float64(0.10000000000174893), np.float64(0.10000000000221872), np.float64(0.1000000000026885), np.float64(0.10000000000315828), np.float64(0.10000000000362808), np.float64(0.10000000000409785), np.float64(0.10000000000456764), np.float64(0.10000000000503743), np.float64(0.10000000000550721), np.float64(0.100000000005977), np.float64(0.1000000000064468), np.float64(0.10000000000691657), np.float64(0.10000000000738636), np.float64(0.10000000000785615), np.float64(0.10000000000832593), np.float64(0.10000000000879572), np.float64(0.10000000000926551), np.float64(0.10000000000973529), np.float64(0.10000000001020508), np.float64(0.10000000001067487), np.float64(0.10000000001114465), np.float64(0.10000000001161444), np.float64(0.10000000001208423)]}
Predicciones para Volatilidad_14 con ventana 7: {0.5: [np.float64(-2.655992905380553e-10), np.float64(-2.758814620939934e-10), np.float64(-2.8616363364993157e-10), np.float64(-2.9644580520586977e-10), np.float64(-3.0672797676180796e-10), np.float64(-3.170101483177461e-10), np.float64(-3.2729231987368426e-10), np.float64(-3.3757449142962245e-10), np.float64(-3.4785666298556065e-10), np.float64(-3.581388345414988e-10), np.float64(-3.6842100609743694e-10), np.float64(-3.7870317765337514e-10), np.float64(-3.8898534920931334e-10), np.float64(-3.992675207652515e-10), np.float64(-4.0954969232118963e-10), np.float64(-4.1983186387712783e-10), np.float64(-4.3011403543306603e-10), np.float64(-4.4039620698900417e-10), np.float64(-4.506783785449423e-10), np.float64(-4.609605501008805e-10), np.float64(-4.712427216568187e-10), np.float64(-4.815248932127569e-10), np.float64(-4.918070647686951e-10), np.float64(-5.020892363246333e-10), np.float64(-5.123714078805714e-10), np.float64(-5.226535794365095e-10), np.float64(-5.329357509924477e-10), np.float64(-5.432179225483858e-10)]}
Predicciones para Volatilidad_14 con ventana 14: {0.5: [np.float64(-2.655992905380553e-10), np.float64(-2.758814620939934e-10), np.float64(-2.8616363364993157e-10), np.float64(-2.9644580520586977e-10), np.float64(-3.0672797676180796e-10), np.float64(-3.170101483177461e-10), np.float64(-3.2729231987368426e-10), np.float64(-3.3757449142962245e-10), np.float64(-3.4785666298556065e-10), np.float64(-3.581388345414988e-10), np.float64(-3.6842100609743694e-10), np.float64(-3.7870317765337514e-10), np.float64(-3.8898534920931334e-10), np.float64(-3.992675207652515e-10), np.float64(-4.0954969232118963e-10), np.float64(-4.1983186387712783e-10), np.float64(-4.3011403543306603e-10), np.float64(-4.4039620698900417e-10), np.float64(-4.506783785449423e-10), np.float64(-4.609605501008805e-10), np.float64(-4.712427216568187e-10), np.float64(-4.815248932127569e-10), np.float64(-4.918070647686951e-10), np.float64(-5.020892363246333e-10), np.float64(-5.123714078805714e-10), np.float64(-5.226535794365095e-10), np.float64(-5.329357509924477e-10), np.float64(-5.432179225483858e-10)]}
Predicciones para Volatilidad_14 con ventana 21: {0.5: [np.float64(-2.655992905380553e-10), np.float64(-2.758814620939934e-10), np.float64(-2.8616363364993157e-10), np.float64(-2.9644580520586977e-10), np.float64(-3.0672797676180796e-10), np.float64(-3.170101483177461e-10), np.float64(-3.2729231987368426e-10), np.float64(-3.3757449142962245e-10), np.float64(-3.4785666298556065e-10), np.float64(-3.581388345414988e-10), np.float64(-3.6842100609743694e-10), np.float64(-3.7870317765337514e-10), np.float64(-3.8898534920931334e-10), np.float64(-3.992675207652515e-10), np.float64(-4.0954969232118963e-10), np.float64(-4.1983186387712783e-10), np.float64(-4.3011403543306603e-10), np.float64(-4.4039620698900417e-10), np.float64(-4.506783785449423e-10), np.float64(-4.609605501008805e-10), np.float64(-4.712427216568187e-10), np.float64(-4.815248932127569e-10), np.float64(-4.918070647686951e-10), np.float64(-5.020892363246333e-10), np.float64(-5.123714078805714e-10), np.float64(-5.226535794365095e-10), np.float64(-5.329357509924477e-10), np.float64(-5.432179225483858e-10)]}
Predicciones para Volatilidad_14 con ventana 28: {0.5: [np.float64(-2.655992905380553e-10), np.float64(-2.758814620939934e-10), np.float64(-2.8616363364993157e-10), np.float64(-2.9644580520586977e-10), np.float64(-3.0672797676180796e-10), np.float64(-3.170101483177461e-10), np.float64(-3.2729231987368426e-10), np.float64(-3.3757449142962245e-10), np.float64(-3.4785666298556065e-10), np.float64(-3.581388345414988e-10), np.float64(-3.6842100609743694e-10), np.float64(-3.7870317765337514e-10), np.float64(-3.8898534920931334e-10), np.float64(-3.992675207652515e-10), np.float64(-4.0954969232118963e-10), np.float64(-4.1983186387712783e-10), np.float64(-4.3011403543306603e-10), np.float64(-4.4039620698900417e-10), np.float64(-4.506783785449423e-10), np.float64(-4.609605501008805e-10), np.float64(-4.712427216568187e-10), np.float64(-4.815248932127569e-10), np.float64(-4.918070647686951e-10), np.float64(-5.020892363246333e-10), np.float64(-5.123714078805714e-10), np.float64(-5.226535794365095e-10), np.float64(-5.329357509924477e-10), np.float64(-5.432179225483858e-10)]}
Predicciones para At con ventana 7: {0.5: [np.float64(-4.322978170723535), np.float64(-4.3229781707211155), np.float64(-4.322978170718696), np.float64(-4.322978170716277), np.float64(-4.322978170713857), np.float64(-4.322978170711438), np.float64(-4.3229781707090185), np.float64(-4.322978170706599), np.float64(-4.32297817070418), np.float64(-4.32297817070176), np.float64(-4.322978170699341), np.float64(-4.3229781706969215), np.float64(-4.322978170694502), np.float64(-4.322978170692083), np.float64(-4.322978170689663), np.float64(-4.322978170687244), np.float64(-4.3229781706848245), np.float64(-4.322978170682405), np.float64(-4.322978170679986), np.float64(-4.322978170677566), np.float64(-4.322978170675147), np.float64(-4.3229781706727275), np.float64(-4.322978170670308), np.float64(-4.322978170667889), np.float64(-4.322978170665469), np.float64(-4.32297817066305), np.float64(-4.3229781706606305), np.float64(-4.322978170658211)]}
Predicciones para At con ventana 14: {0.5: [np.float64(-4.322978170723535), np.float64(-4.3229781707211155), np.float64(-4.322978170718696), np.float64(-4.322978170716277), np.float64(-4.322978170713857), np.float64(-4.322978170711438), np.float64(-4.3229781707090185), np.float64(-4.322978170706599), np.float64(-4.32297817070418), np.float64(-4.32297817070176), np.float64(-4.322978170699341), np.float64(-4.3229781706969215), np.float64(-4.322978170694502), np.float64(-4.322978170692083), np.float64(-4.322978170689663), np.float64(-4.322978170687244), np.float64(-4.3229781706848245), np.float64(-4.322978170682405), np.float64(-4.322978170679986), np.float64(-4.322978170677566), np.float64(-4.322978170675147), np.float64(-4.3229781706727275), np.float64(-4.322978170670308), np.float64(-4.322978170667889), np.float64(-4.322978170665469), np.float64(-4.32297817066305), np.float64(-4.3229781706606305), np.float64(-4.322978170658211)]}
Predicciones para At con ventana 21: {0.5: [np.float64(-4.322978170723535), np.float64(-4.3229781707211155), np.float64(-4.322978170718696), np.float64(-4.322978170716277), np.float64(-4.322978170713857), np.float64(-4.322978170711438), np.float64(-4.3229781707090185), np.float64(-4.322978170706599), np.float64(-4.32297817070418), np.float64(-4.32297817070176), np.float64(-4.322978170699341), np.float64(-4.3229781706969215), np.float64(-4.322978170694502), np.float64(-4.322978170692083), np.float64(-4.322978170689663), np.float64(-4.322978170687244), np.float64(-4.3229781706848245), np.float64(-4.322978170682405), np.float64(-4.322978170679986), np.float64(-4.322978170677566), np.float64(-4.322978170675147), np.float64(-4.3229781706727275), np.float64(-4.322978170670308), np.float64(-4.322978170667889), np.float64(-4.322978170665469), np.float64(-4.32297817066305), np.float64(-4.3229781706606305), np.float64(-4.322978170658211)]}
Predicciones para At con ventana 28: {0.5: [np.float64(-4.322978170723535), np.float64(-4.3229781707211155), np.float64(-4.322978170718696), np.float64(-4.322978170716277), np.float64(-4.322978170713857), np.float64(-4.322978170711438), np.float64(-4.3229781707090185), np.float64(-4.322978170706599), np.float64(-4.32297817070418), np.float64(-4.32297817070176), np.float64(-4.322978170699341), np.float64(-4.3229781706969215), np.float64(-4.322978170694502), np.float64(-4.322978170692083), np.float64(-4.322978170689663), np.float64(-4.322978170687244), np.float64(-4.3229781706848245), np.float64(-4.322978170682405), np.float64(-4.322978170679986), np.float64(-4.322978170677566), np.float64(-4.322978170675147), np.float64(-4.3229781706727275), np.float64(-4.322978170670308), np.float64(-4.322978170667889), np.float64(-4.322978170665469), np.float64(-4.32297817066305), np.float64(-4.3229781706606305), np.float64(-4.322978170658211)]}

import numpy as np
import pandas as pd
from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score

# Función para calcular el MAPE
def MAPE(y_true, y_pred):
    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100

# Función para realizar predicciones con Double Exponential Smoothing
def double_exponential_smoothing(series, alpha, beta, n_forecast):
    level = series[0]
    trend = series[1] - series[0]  # Inicializar tendencia
    result = [level + trend]  # Primer pronóstico

    # Suavizado
    for t in range(1, len(series)):
        last_level = level
        level = alpha * series[t] + (1 - alpha) * (last_level + trend)
        trend = beta * (level - last_level) + (1 - beta) * trend

        # Pronóstico
        if t >= len(series) - 1:
            forecast = level + trend
            result.append(forecast)

    # Pronósticos para los próximos n períodos
    forecasts = []
    for i in range(n_forecast):
        forecast = level + (i + 1) * trend
        forecasts.append(forecast)

    return forecasts

# Función para evaluar una variable con D.E.S.
def evaluar_variable_de(variable):
    ventanas = [7, 14, 21, 28]
    alphas = [0.5]
    betas = [0.5]  # También puedes probar diferentes valores para beta
    train_size = len(df) - 28
    test_size = 28

    resultados = []

    for ventana in ventanas:
        for alpha in alphas:
            for beta in betas:
                # Serie de tiempo de entrenamiento sin NaNs
                train_series = df[variable].iloc[:train_size].dropna().reset_index(drop=True)

                # Verificar si hay suficientes datos para el entrenamiento
                if len(train_series) < 1:
                    print(f"Skipping variable '{variable}' for ventana {ventana}, alpha {alpha}, and beta {beta} due to insufficient training data.")
                    continue

                # Obtener las predicciones para el conjunto de validación
                pred_val = double_exponential_smoothing(train_series.values, alpha, beta, test_size)

                # Conjunto de validación real (últimos 28 valores de la serie) sin NaNs
                val_series = df[variable].iloc[-test_size:].dropna().reset_index(drop=True)

                # Verificar si hay suficientes datos para la validación
                if len(val_series) < test_size:
                    print(f"Skipping variable '{variable}' for ventana {ventana}, alpha {alpha}, and beta {beta} due to insufficient validation data.")
                    continue

                # Calcular las métricas
                mae = mean_absolute_error(val_series, pred_val)
                mse = mean_squared_error(val_series, pred_val)
                rmse = np.sqrt(mse)
                mape = MAPE(val_series, pred_val)
                r2 = r2_score(val_series, pred_val)

                # Guardar los resultados en una lista
                resultados.append({
                    'Variable': variable,
                    'Ventana': ventana,
                    'Alpha': alpha,
                    'Beta': beta,
                    'MAE': mae,
                    'MSE': mse,
                    'RMSE': rmse,
                    'MAPE': mape,
                    'R2': r2
                })

    return pd.DataFrame(resultados)

# Evaluar cada variable y combinar los resultados
resultados_totales_de = pd.concat([evaluar_variable_de('At'), 
                                    evaluar_variable_de('Price'), 
                                    evaluar_variable_de('Volatilidad_14')], 
                                   ignore_index=True)

# Mostrar la tabla con los resultados totales
print(resultados_totales_de)

          Variable  Ventana  Alpha  Beta           MAE           MSE  \
0               At        7    0.5   0.5  3.007271e-11  1.272532e-21   
1               At       14    0.5   0.5  3.007271e-11  1.272532e-21   
2               At       21    0.5   0.5  3.007271e-11  1.272532e-21   
3               At       28    0.5   0.5  3.007271e-11  1.272532e-21   
4            Price        7    0.5   0.5  5.794263e-12  4.737237e-23   
5            Price       14    0.5   0.5  5.794263e-12  4.737237e-23   
6            Price       21    0.5   0.5  5.794263e-12  4.737237e-23   
7            Price       28    0.5   0.5  5.794263e-12  4.737237e-23   
8   Volatilidad_14        7    0.5   0.5  4.044086e-10  1.704448e-19   
9   Volatilidad_14       14    0.5   0.5  4.044086e-10  1.704448e-19   
10  Volatilidad_14       21    0.5   0.5  4.044086e-10  1.704448e-19   
11  Volatilidad_14       28    0.5   0.5  4.044086e-10  1.704448e-19   

            RMSE          MAPE            R2  
0   3.567257e-11  6.956479e-10  0.000000e+00  
1   3.567257e-11  6.956479e-10  0.000000e+00  
2   3.567257e-11  6.956479e-10  0.000000e+00  
3   3.567257e-11  6.956479e-10  0.000000e+00  
4   6.882759e-12  5.794263e-09 -2.459714e+11  
5   6.882759e-12  5.794263e-09 -2.459714e+11  
6   6.882759e-12  5.794263e-09 -2.459714e+11  
7   6.882759e-12  5.794263e-09 -2.459714e+11  
8   4.128495e-10           inf  0.000000e+00  
9   4.128495e-10           inf  0.000000e+00  
10  4.128495e-10           inf  0.000000e+00  
11  4.128495e-10           inf  0.000000e+00  

Variable	Ventana	Alpha	Beta	MAE	MSE	RMSE	MAPE	R²
At	7	0.5	0.5	3.007271e-11	1.272532e-21	3.567257e-11	6.956479e-10	0.000000e+00
Price	7	0.5	0.5	5.794263e-12	4.737237e-23	6.882759e-12	5.794263e-09	-2.459714e+11
Volatilidad_14	7	0.5	0.5	4.044086e-10	1.704448e-19	4.128495e-10	inf	0.000000e+00

Explicación de la Selección de una Sola Ventana

Se ha seleccionado una única ventana de 7 para presentar los resultados del modelo de doble suavizado exponencial. Esto se hace con el objetivo de simplificar el análisis y facilitar la interpretación de las métricas de rendimiento. Dado que el modelo de suavizado exponencial se basa en la idea de que las observaciones más recientes son más relevantes para hacer predicciones futuras, usar una sola ventana permite concentrarse en cómo el modelo responde a las condiciones más actuales de los datos. Además, al fijar los parámetros Alpha y Beta en 0.5, se mantiene la coherencia en la estimación de las predicciones a través de todas las variables, permitiendo una comparación directa de su rendimiento.

Para la variable “At”, se utilizaron ventanas de 7, 14, 21 y 28, todas con parámetros Alpha y Beta fijados en 0.5. Los valores de MAE (3.007271e-11) y MSE (1.272532e-21) son notablemente bajos, lo que sugiere que las predicciones son muy precisas y están muy cercanas a los valores reales. Esto se refleja también en el RMSE (3.567257e-11), que confirma la robustez de las predicciones en términos de error cuadrático medio. Sin embargo, el MAPE es también bajo (6.956479e-10) y, dado que se aproxima a cero, indica que el error relativo es casi imperceptible. A pesar de estas métricas positivas, el R² se mantiene en 0, lo que sugiere que el modelo no logra explicar la variabilidad de la serie temporal. Esto puede implicar que, aunque las predicciones son precisas, el modelo no está capturando la dinámica subyacente de los datos.

Para la variable “Price”, los resultados son igualmente prometedores, con MAE (5.794263e-12) y MSE (4.737237e-23) que indican un ajuste excepcionalmente preciso. Los valores de RMSE (6.882759e-12) y MAPE (5.794263e-09) son también bajos, pero el R² es -2.459714e+11, lo que sugiere una notable incapacidad del modelo para explicar la variabilidad en esta serie. Este comportamiento puede ser reflejo de que el precio es constante a lo largo del tiempo o de que se presenta un sobreajuste.

Finalmente, para la variable “Volatilidad_14”, se observan resultados con MAE (4.044086e-10) y MSE (1.704448e-19) también bajos, aunque el MAPE es infinito, lo que implica que hay problemas con los valores de referencia en la serie temporal que afectan este cálculo. Esto, combinado con un R² de 0, sugiere que el modelo no está capturando adecuadamente las dinámicas de la volatilidad.

import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import statsmodels.api as sm
from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
from statsmodels.stats.diagnostic import acorr_ljungbox
from statsmodels.stats.stattools import jarque_bera

# Función para calcular el MAPE
def MAPE(y_true, y_pred):
    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100

# Función para realizar predicciones con Suavizado Exponencial Doble
def double_exponential_smoothing(series, alpha, beta, n_forecast):
    n = len(series)
    result = np.zeros(n + n_forecast)  # Almacena niveles y predicciones
    level = series[0]
    trend = series[1] - series[0]  # Inicializar la tendencia

    result[0] = level

    for t in range(1, n):
        last_level = level
        level = alpha * series[t] + (1 - alpha) * (last_level + trend)
        trend = beta * (level - last_level) + (1 - beta) * trend
        result[t] = level

    # Predicciones futuras
    for i in range(n_forecast):
        result[n + i] = level + (i + 1) * trend

    return result[n:], result[:n]  # Retornar solo las predicciones y los niveles

# Función para evaluar la variable y analizar residuos
def evaluar_variable_con_residuos_de(variable):
    alphas = [0.5]
    betas = [0.5]  # Puedes probar diferentes valores para beta
    train_size = len(df) - 28
    test_size = 28

    resultados = []

    for alpha in alphas:
        for beta in betas:
            # Serie de tiempo de entrenamiento sin NaNs
            train_series = df[variable].iloc[:train_size].dropna().reset_index(drop=True)

            # Verificar que hay suficientes datos para entrenar
            if len(train_series) < 1:
                print(f"Skipping variable '{variable}' due to insufficient training data.")
                continue

            # Obtener las predicciones y niveles para el conjunto de validación
            pred_val, niveles = double_exponential_smoothing(train_series.values, alpha, beta, test_size)

            # Conjunto de validación real (últimos 28 valores de la serie) sin NaNs
            val_series = df[variable].iloc[-test_size:].dropna().reset_index(drop=True)

            # Verificar que hay suficientes datos para la validación
            if len(val_series) < test_size:
                print(f"Skipping variable '{variable}' due to insufficient validation data.")
                continue

            # Calcular métricas
            mae = mean_absolute_error(val_series, pred_val)
            mse = mean_squared_error(val_series, pred_val)
            rmse = np.sqrt(mse)
            mape = MAPE(val_series, pred_val)
            r2 = r2_score(val_series, pred_val)

            # Calcular residuos
            residuos = val_series.values - pred_val

            # Verificar la longitud de residuos
            if len(residuos) < 2:  # Necesitamos al menos 2 puntos para hacer análisis
                print(f"Not enough data points in residues for variable '{variable}'. Skipping analysis.")
                continue

            # Pruebas de hipótesis
            ljung_box_results = acorr_ljungbox(residuos, lags=[10], return_df=True)
            ljung_box_pvalue = ljung_box_results['lb_pvalue'].values[0] if not ljung_box_results.empty else np.nan
            jarque_bera_results = jarque_bera(residuos)
            jarque_bera_pvalue = jarque_bera_results[1]

            # Guardar resultados
            resultados.append({
                'Variable': variable,
                'MAPE': mape,
                'MAE': mae,
                'RMSE': rmse,
                'MSE': mse,
                'R2': r2,
                'Ljung-Box (p-value)': ljung_box_pvalue,
                'Jarque-Bera (p-value)': jarque_bera_pvalue
            })

            # Gráficos
            plt.figure(figsize=(15, 5))

            # Serie de residuos
            plt.subplot(1, 3, 1)
            plt.plot(residuos)
            plt.title(f'Serie de residuos: {variable}')
            plt.xlabel('Tiempo')
            plt.ylabel('Residuos')

            # QQPlot
            plt.subplot(1, 3, 2)
            sm.qqplot(residuos, line='s', ax=plt.gca())
            plt.title('QQPlot de residuos')

            # ACF solo si hay suficientes residuos
            if len(residuos) >= 30:
                plt.subplot(1, 3, 3)
                from statsmodels.graphics.tsaplots import plot_acf
                plot_acf(residuos, lags=30, ax=plt.gca())
                plt.title('ACF de residuos')
            else:
                plt.subplot(1, 3, 3)
                plt.text(0.5, 0.5, 'No hay suficientes datos para ACF', 
                         horizontalalignment='center', verticalalignment='center')
                plt.title('ACF de residuos')

            plt.tight_layout()
            plt.show()

    return pd.DataFrame(resultados)

# Evaluar cada variable y combinar los resultados
resultados_totales_de = pd.concat([evaluar_variable_con_residuos_de('At'), 
                                    evaluar_variable_con_residuos_de('Price'), 
                                    evaluar_variable_con_residuos_de('Volatilidad_14')], 
                                   ignore_index=True)

# Mostrar la tabla con los resultados totales
print(resultados_totales_de)

         Variable          MAPE           MAE          RMSE           MSE  \
0              At  6.956479e-10  3.007271e-11  3.567257e-11  1.272532e-21   
1           Price  5.794263e-09  5.794263e-12  6.882759e-12  4.737237e-23   
2  Volatilidad_14           inf  4.044086e-10  4.128495e-10  1.704448e-19   

             R2  Ljung-Box (p-value)  Jarque-Bera (p-value)  
0  0.000000e+00         3.769957e-15                0.42986  
1 -2.459714e+11         3.769963e-15                0.42986  
2  0.000000e+00         3.769957e-15                0.42986  

Variable	MAPE	MAE	RMSE	MSE	R²	Ljung-Box (p-value)	Jarque-Bera (p-value)
At	6.96e-10	3.01e-11	3.57e-11	1.27e-21	0.0	3.77e-15	0.42986
Price	5.79e-09	5.79e-12	6.88e-12	4.74e-23	-2.46e+11	3.77e-15	0.42986
Volatilidad_14	inf	4.04e-10	4.13e-10	1.70e-19	0.0	3.77e-15	0.42986

Los valores de MAPE son extremadamente bajos para las variables At y Price, lo que indica un ajuste muy preciso en términos relativos. Sin embargo, el MAPE para Volatilidad_14 es infinito (inf), lo cual sugiere problemas en el cálculo de porcentaje de error, posiblemente debido a valores cercanos a cero en el denominador. En cuanto al MAE, los valores son pequeños para todas las variables, especialmente para Price, lo que indica que el modelo tiene un error absoluto bajo. Sin embargo, el valor algo elevado en Volatilidad_14 en comparación con At y Price sugiere que el modelo no se ajusta tan bien para la volatilidad.

El RMSE, que penaliza errores más grandes, es bajo en general, pero nuevamente es más alto en Volatilidad_14, lo que confirma que los errores son mayores en esta variable. En cuanto al MSE, este es extremadamente bajo para todas las variables, lo que indica un ajuste en general preciso, aunque presenta el mismo patrón que los errores anteriores, mostrando mayor imprecisión en Volatilidad_14.

Respecto al R², para At y Volatilidad_14 es cero, lo que indica que el modelo no explica la varianza de estas series. Para Price, el valor negativo (-2.46e+11) sugiere un modelo extremadamente ineficaz en su capacidad de predicción para esta serie, con un ajuste incluso peor que el de una línea base horizontal.

Analisis de los graficos

La gráfica de residuos en el tiempo muestra una tendencia descendente clara en los residuos, lo cual indica que el modelo de doble suavizado exponencial no ha capturado adecuadamente el patrón de las series de tiempo, incluyendo las variables de precio, volatilidad y retornos acumulados. En todas estas series, los residuos deberían estar distribuidos alrededor de cero, sin ninguna tendencia visible, para que el modelo pueda considerarse adecuado.

En el gráfico QQ de residuos, se observa una alineación algo cercana a la línea de normalidad, pero en los extremos se presenta una desviación significativa en todas las series. Esto indica que los residuos no siguen perfectamente una distribución normal, lo cual sugiere que el modelo podría no estar capturando toda la variabilidad o podría presentar algún sesgo en la estimación de los valores para las series de tiempo analizadas.

La ausencia de datos en la ACF de residuos probablemente se deba a un número insuficiente de observaciones o a un problema en el cálculo de la ACF. Para que la serie de residuos sea considerada aleatoria, la ACF debería mostrar autocorrelaciones cercanas a cero en todos los rezagos. La falta de una ACF confiable dificulta la evaluación de independencia en los residuos, un aspecto importante para evaluar el ajuste del modelo.

En general, estos resultados sugieren que el modelo de doble suavizado exponencial podría no ser el más adecuado para las series de precio, volatilidad y retornos acumulados del bitcoin, ya que la tendencia en los residuos y la desviación en el QQ Plot indican una posible falta de ajuste. Podría ser conveniente explorar modelos más complejos, como ARIMA o modelos de volatilidad como GARCH, para captar mejor la naturaleza de estas series de tiempo financieras, que suelen presentar patrones de alta volatilidad y autocorrelación que un modelo de suavizado exponencial no alcanza a modelar adecuadamente.

import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
from statsmodels.tsa.holtwinters import Holt
from statsmodels.stats.diagnostic import acorr_ljungbox

# Función para calcular el MAPE
def MAPE(y_true, y_pred):
    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100

# Función para realizar predicciones con Double Exponential Smoothing
def des_predict(serie, alpha, beta, test_size):
    model = Holt(serie)
    model_fit = model.fit(smoothing_level=alpha, smoothing_slope=beta, optimized=False)
    pred_val = model_fit.forecast(test_size)
    return pred_val, model_fit.resid  # Retornar también los residuos

# Función para evaluar el modelo en el conjunto de prueba
def evaluar_modelo_en_test(variable):
    alphas = [0.5]
    betas = [0.3]  # Puedes ajustar este valor
    train_size = len(df) - 28  # Tamaño del conjunto de entrenamiento
    test_size = 28               # Tamaño del conjunto de prueba

    resultados = []

    for alpha in alphas:
        for beta in betas:
            # Serie de tiempo de entrenamiento sin NaNs
            train_series = df[variable].iloc[:train_size].dropna().reset_index(drop=True)

            # Obtener las predicciones y residuos para el conjunto de prueba
            pred_val, residuos = des_predict(train_series, alpha, beta, test_size)

            # Conjunto de prueba real (últimos 28 valores de la serie) sin NaNs
            val_series = df[variable].iloc[-test_size:].dropna().reset_index(drop=True)

            # Calcular métricas
            mae = mean_absolute_error(val_series, pred_val)
            mse = mean_squared_error(val_series, pred_val)
            rmse = np.sqrt(mse)
            mape = MAPE(val_series, pred_val)
            r2 = r2_score(val_series, pred_val)

            # Pruebas de hipótesis
            ljung_box_results = acorr_ljungbox(residuos, lags=[10], return_df=True)
            ljung_box_pvalue = ljung_box_results['lb_pvalue'].values[0] if not ljung_box_results.empty else np.nan

            # Guardar resultados
            resultados.append({
                'Variable': variable,
                'MAPE': mape,
                'MAE': mae,
                'RMSE': rmse,
                'MSE': mse,
                'R2': r2,
                'Ljung-Box (p-value)': ljung_box_pvalue
            })

    return pd.DataFrame(resultados)

# Evaluar cada variable y combinar los resultados
resultados_totales_test = pd.concat([evaluar_modelo_en_test('At'), 
                                      evaluar_modelo_en_test('Price'), 
                                      evaluar_modelo_en_test('Volatilidad_14')], 
                                     ignore_index=True)

# Mostrar la tabla con los resultados totales del conjunto de prueba
print(resultados_totales_test)

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\3045378745.py:15: FutureWarning:

the 'smoothing_slope' keyword is deprecated, use 'smoothing_trend' instead.

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\3045378745.py:15: FutureWarning:

the 'smoothing_slope' keyword is deprecated, use 'smoothing_trend' instead.

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\3045378745.py:15: FutureWarning:

the 'smoothing_slope' keyword is deprecated, use 'smoothing_trend' instead.

         Variable  MAPE           MAE          RMSE           MSE  \
0              At   NaN  2.286879e-11  2.428319e-11  5.896734e-22   
1           Price   NaN  4.483255e-12  4.759638e-12  2.265415e-23   
2  Volatilidad_14   NaN  2.715903e-09  3.040632e-09  9.245445e-18   

             R2  Ljung-Box (p-value)  
0  0.000000e+00        1.531841e-226  
1 -1.176271e+11        1.092221e-284  
2  0.000000e+00         0.000000e+00  

Variable	MAPE	MAE	RMSE	MSE	R²	Ljung-Box (p-value)
At	NaN	2.286879e-11	2.428319e-11	5.896734e-22	0.000000e+00	1.531841e-226
Price	NaN	4.483255e-12	4.759638e-12	2.265415e-23	-1.176271e+11	1.092221e-284
Volatilidad_14	NaN	2.715903e-09	3.040632e-09	9.245445e-18	0.000000e+00	0.000000e+00

Los resultados de los residuos de la predicción del modelo de suavizado exponencial doble muestran que el MAPE no está disponible (NaN) para todas las variables, lo cual sugiere que el cálculo del porcentaje de error relativo no es aplicable en este contexto. Esto podría deberse a valores cercanos a cero en el denominador o a una interpretación inadecuada al aplicarlo en el análisis de residuos. En cuanto al MAE, los valores son extremadamente bajos para las series At y Price, lo que indica un error absoluto mínimo en la predicción de estas variables. Sin embargo, la variable Volatilidad_14 presenta un MAE considerablemente mayor, lo cual revela que el modelo de suavizado exponencial doble tiene un rendimiento notablemente inferior al intentar predecir la volatilidad.

El RMSE, al igual que el MAE, es bajo para At y Price, lo que confirma que el modelo produce errores de magnitud pequeña en estas series. No obstante, el RMSE es significativamente más alto en Volatilidad_14, reforzando la idea de que los errores en la predicción de la volatilidad son mayores y que el modelo no logra capturar adecuadamente su comportamiento. Los valores de MSE siguen esta misma tendencia, con valores muy bajos para At y Price, reflejando un ajuste preciso en estas series, mientras que en Volatilidad_14 el MSE es considerablemente más alto, lo cual indica una mayor dispersión de los errores en esta serie.

El R² es cero para At y Volatilidad_14, lo que indica que el modelo no logra explicar ninguna de las variaciones en estas series. Para Price, el R² es negativo (-1.18e+11), lo que sugiere que el modelo es completamente ineficaz en la predicción de esta variable, obteniendo un ajuste peor que el de una línea base horizontal. Además, los valores extremadamente bajos del p-value en el test de Ljung-Box para todas las variables sugieren que los residuos presentan autocorrelación significativa, lo cual indica que no son independientes y que el modelo no ha capturado adecuadamente la estructura temporal de las series.

En conjunto, estos resultados indican que el modelo de suavizado exponencial doble no logra un ajuste adecuado, especialmente en la serie Volatilidad_14. La falta de independencia y el alto error en esta variable sugieren que el modelo subestima o no captura los patrones presentes, particularmente en datos más volátiles.

Double Exponential Smoothing (Usando statsmodels.tsa.holtwinters)

import pandas as pd
import numpy as np
from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
from statsmodels.stats.diagnostic import acorr_ljungbox
from statsmodels.tsa.holtwinters import Holt

# Parámetros
alphas = [0.5]  # Factores de suavización que queremos probar
ventanas = [7, 14, 21, 28]  # Ventanas móviles para cada predicción
variables = ['Price', 'Volatilidad_14', 'At']

# Función para realizar Double Exponential Smoothing usando statsmodels
def double_exponential_smoothing(series, alpha, beta, n_forecast):
    model = Holt(series)
    model_fit = model.fit(smoothing_level=alpha, smoothing_slope=beta, optimized=False)
    
    # Pronósticos para los próximos n períodos
    forecasts = model_fit.forecast(n_forecast)
    
    return forecasts, model_fit.fittedvalues  # Solo devuelve pronósticos y valores ajustados

# Almacenaremos las predicciones
predicciones = {}

# Dividimos el conjunto de validación y entrenamiento
train_size = len(df) - 28
test_size = 28

# Para cada variable y cada ventana
for variable in variables:
    predicciones[variable] = {}
    # Tomamos el conjunto de entrenamiento para esa variable
    train_series = df[variable].iloc[:train_size].dropna().reset_index(drop=True)

    for ventana in ventanas:
        # Inicializar diccionario para cada ventana
        predicciones[variable][ventana] = {}

        for alpha in alphas:
            # Definir un beta (puedes experimentar con este valor)
            beta = 0.5  

            # Aplicar Double Exponential Smoothing
            val_predictions, y_train_pred = double_exponential_smoothing(train_series.values, alpha, beta, test_size)

            # Guardar las predicciones para esta ventana y alpha
            predicciones[variable][ventana][alpha] = val_predictions

# Mostrar predicciones
for variable in predicciones:
    for ventana in predicciones[variable]:
        print(f"Predicciones para {variable} con ventana {ventana}: {predicciones[variable][ventana]}")

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\statespace\sarimax.py:966: UserWarning:

Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\statespace\sarimax.py:978: UserWarning:

Non-invertible starting MA parameters found. Using zeros as starting parameters.

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\statespace\sarimax.py:966: UserWarning:

Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\statespace\sarimax.py:978: UserWarning:

Non-invertible starting MA parameters found. Using zeros as starting parameters.

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\statespace\sarimax.py:966: UserWarning:

Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\statespace\sarimax.py:978: UserWarning:

Non-invertible starting MA parameters found. Using zeros as starting parameters.

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\statespace\sarimax.py:966: UserWarning:

Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\statespace\sarimax.py:978: UserWarning:

Non-invertible starting MA parameters found. Using zeros as starting parameters.

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\statespace\sarimax.py:966: UserWarning:

Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\statespace\sarimax.py:978: UserWarning:

Non-invertible starting MA parameters found. Using zeros as starting parameters.

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\statespace\sarimax.py:966: UserWarning:

Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\statespace\sarimax.py:978: UserWarning:

Non-invertible starting MA parameters found. Using zeros as starting parameters.

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\statespace\sarimax.py:966: UserWarning:

Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\statespace\sarimax.py:978: UserWarning:

Non-invertible starting MA parameters found. Using zeros as starting parameters.

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\statespace\sarimax.py:966: UserWarning:

Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\statespace\sarimax.py:978: UserWarning:

Non-invertible starting MA parameters found. Using zeros as starting parameters.

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\statespace\sarimax.py:966: UserWarning:

Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\statespace\sarimax.py:978: UserWarning:

Non-invertible starting MA parameters found. Using zeros as starting parameters.

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\statespace\sarimax.py:966: UserWarning:

Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\statespace\sarimax.py:978: UserWarning:

Non-invertible starting MA parameters found. Using zeros as starting parameters.

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\statespace\sarimax.py:966: UserWarning:

Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\statespace\sarimax.py:978: UserWarning:

Non-invertible starting MA parameters found. Using zeros as starting parameters.

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\statespace\sarimax.py:966: UserWarning:

Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\tsa\statespace\sarimax.py:978: UserWarning:

Non-invertible starting MA parameters found. Using zeros as starting parameters.

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

Predicciones para Price con ventana 7: [np.float64(72572.82472370268), np.float64(70962.87102441574), np.float64(70180.57742488162), np.float64(70577.4622186235), np.float64(70598.07829052533), np.float64(70529.88802734358), np.float64(69765.60212929739), np.float64(69767.14627821947), np.float64(69673.12267727715), np.float64(69882.0236095976), np.float64(69932.7036312084), np.float64(69487.81940325872), np.float64(69273.84272644838), np.float64(69366.47728585098), np.float64(69477.85895750612), np.float64(69410.60733621173), np.float64(69299.16231247706), np.float64(69044.27359654884), np.float64(69021.2132675692), np.float64(69096.86562066393), np.float64(69073.02190646782), np.float64(69036.86448264269), np.float64(69003.62537522428), np.float64(69014.29828484202), np.float64(69056.69368099143), np.float64(69058.23130254625), np.float64(69063.95393017388), np.float64(68992.55837429232)]
MSE: 4851841337.202127, MAE: 69650.60242424314, R²: -2.5192200533264024e+43

Predicciones para Price con ventana 14: [np.float64(72572.82472370268), np.float64(70962.87102441574), np.float64(70180.57742488162), np.float64(70577.4622186235), np.float64(70598.07829052533), np.float64(70529.88802734358), np.float64(69765.60212929739), np.float64(69767.14627821947), np.float64(69673.12267727715), np.float64(69882.0236095976), np.float64(69932.7036312084), np.float64(69487.81940325872), np.float64(69273.84272644838), np.float64(69366.47728585098), np.float64(69477.85895750612), np.float64(69410.60733621173), np.float64(69299.16231247706), np.float64(69044.27359654884), np.float64(69021.2132675692), np.float64(69096.86562066393), np.float64(69073.02190646782), np.float64(69036.86448264269), np.float64(69003.62537522428), np.float64(69014.29828484202), np.float64(69056.69368099143), np.float64(69058.23130254625), np.float64(69063.95393017388), np.float64(68992.55837429232)]
MSE: 4851841337.202127, MAE: 69650.60242424314, R²: -2.5192200533264024e+43

Predicciones para Price con ventana 21: [np.float64(72572.82472370268), np.float64(70962.87102441574), np.float64(70180.57742488162), np.float64(70577.4622186235), np.float64(70598.07829052533), np.float64(70529.88802734358), np.float64(69765.60212929739), np.float64(69767.14627821947), np.float64(69673.12267727715), np.float64(69882.0236095976), np.float64(69932.7036312084), np.float64(69487.81940325872), np.float64(69273.84272644838), np.float64(69366.47728585098), np.float64(69477.85895750612), np.float64(69410.60733621173), np.float64(69299.16231247706), np.float64(69044.27359654884), np.float64(69021.2132675692), np.float64(69096.86562066393), np.float64(69073.02190646782), np.float64(69036.86448264269), np.float64(69003.62537522428), np.float64(69014.29828484202), np.float64(69056.69368099143), np.float64(69058.23130254625), np.float64(69063.95393017388), np.float64(68992.55837429232)]
MSE: 4851841337.202127, MAE: 69650.60242424314, R²: -2.5192200533264024e+43

Predicciones para Price con ventana 28: [np.float64(72572.82472370268), np.float64(70962.87102441574), np.float64(70180.57742488162), np.float64(70577.4622186235), np.float64(70598.07829052533), np.float64(70529.88802734358), np.float64(69765.60212929739), np.float64(69767.14627821947), np.float64(69673.12267727715), np.float64(69882.0236095976), np.float64(69932.7036312084), np.float64(69487.81940325872), np.float64(69273.84272644838), np.float64(69366.47728585098), np.float64(69477.85895750612), np.float64(69410.60733621173), np.float64(69299.16231247706), np.float64(69044.27359654884), np.float64(69021.2132675692), np.float64(69096.86562066393), np.float64(69073.02190646782), np.float64(69036.86448264269), np.float64(69003.62537522428), np.float64(69014.29828484202), np.float64(69056.69368099143), np.float64(69058.23130254625), np.float64(69063.95393017388), np.float64(68992.55837429232)]
MSE: 4851841337.202127, MAE: 69650.60242424314, R²: -2.5192200533264024e+43

Predicciones para Volatilidad_14 con ventana 7: [np.float64(0.03815179108758726), np.float64(0.037966539414794886), np.float64(0.03838090307659538), np.float64(0.03860503790874569), np.float64(0.03816473637907315), np.float64(0.03815048525747417), np.float64(0.03825393189562654), np.float64(0.03824741347796928), np.float64(0.03822607776655757), np.float64(0.03819934059330779), np.float64(0.038211676472402985), np.float64(0.03833218381350634), np.float64(0.038292914446658), np.float64(0.038273135504198384), np.float64(0.03828315968009288), np.float64(0.03827779266202768), np.float64(0.03827594164285306), np.float64(0.03828551727067711), np.float64(0.038273359529627), np.float64(0.0382742478131256), np.float64(0.03827753568760619), np.float64(0.038276679847233104), np.float64(0.03827636155359623), np.float64(0.038275069130926875), np.float64(0.03827634656130473), np.float64(0.03827620150506399), np.float64(0.03827758595859685), np.float64(0.038275861582451526)]
MSE: 0.0014639953023312916, MAE: 0.038262065268560005, R²: 0.0

Predicciones para Volatilidad_14 con ventana 14: [np.float64(0.03815179108758726), np.float64(0.037966539414794886), np.float64(0.03838090307659538), np.float64(0.03860503790874569), np.float64(0.03816473637907315), np.float64(0.03815048525747417), np.float64(0.03825393189562654), np.float64(0.03824741347796928), np.float64(0.03822607776655757), np.float64(0.03819934059330779), np.float64(0.038211676472402985), np.float64(0.03833218381350634), np.float64(0.038292914446658), np.float64(0.038273135504198384), np.float64(0.03828315968009288), np.float64(0.03827779266202768), np.float64(0.03827594164285306), np.float64(0.03828551727067711), np.float64(0.038273359529627), np.float64(0.0382742478131256), np.float64(0.03827753568760619), np.float64(0.038276679847233104), np.float64(0.03827636155359623), np.float64(0.038275069130926875), np.float64(0.03827634656130473), np.float64(0.03827620150506399), np.float64(0.03827758595859685), np.float64(0.038275861582451526)]
MSE: 0.0014639953023312916, MAE: 0.038262065268560005, R²: 0.0

Predicciones para Volatilidad_14 con ventana 21: [np.float64(0.03815179108758726), np.float64(0.037966539414794886), np.float64(0.03838090307659538), np.float64(0.03860503790874569), np.float64(0.03816473637907315), np.float64(0.03815048525747417), np.float64(0.03825393189562654), np.float64(0.03824741347796928), np.float64(0.03822607776655757), np.float64(0.03819934059330779), np.float64(0.038211676472402985), np.float64(0.03833218381350634), np.float64(0.038292914446658), np.float64(0.038273135504198384), np.float64(0.03828315968009288), np.float64(0.03827779266202768), np.float64(0.03827594164285306), np.float64(0.03828551727067711), np.float64(0.038273359529627), np.float64(0.0382742478131256), np.float64(0.03827753568760619), np.float64(0.038276679847233104), np.float64(0.03827636155359623), np.float64(0.038275069130926875), np.float64(0.03827634656130473), np.float64(0.03827620150506399), np.float64(0.03827758595859685), np.float64(0.038275861582451526)]
MSE: 0.0014639953023312916, MAE: 0.038262065268560005, R²: 0.0

Predicciones para Volatilidad_14 con ventana 28: [np.float64(0.03815179108758726), np.float64(0.037966539414794886), np.float64(0.03838090307659538), np.float64(0.03860503790874569), np.float64(0.03816473637907315), np.float64(0.03815048525747417), np.float64(0.03825393189562654), np.float64(0.03824741347796928), np.float64(0.03822607776655757), np.float64(0.03819934059330779), np.float64(0.038211676472402985), np.float64(0.03833218381350634), np.float64(0.038292914446658), np.float64(0.038273135504198384), np.float64(0.03828315968009288), np.float64(0.03827779266202768), np.float64(0.03827594164285306), np.float64(0.03828551727067711), np.float64(0.038273359529627), np.float64(0.0382742478131256), np.float64(0.03827753568760619), np.float64(0.038276679847233104), np.float64(0.03827636155359623), np.float64(0.038275069130926875), np.float64(0.03827634656130473), np.float64(0.03827620150506399), np.float64(0.03827758595859685), np.float64(0.038275861582451526)]
MSE: 0.0014639953023312916, MAE: 0.038262065268560005, R²: 0.0

Predicciones para At con ventana 7: [np.float64(0.04723382325738659), np.float64(0.02545030900326856), np.float64(0.022848817952236214), np.float64(0.04012766486861653), np.float64(0.038231434124326), np.float64(0.029019413980323257), np.float64(0.04168675610051997), np.float64(0.024846790429878137), np.float64(0.024927636316099233), np.float64(0.027156239795189097), np.float64(0.023799017736755256), np.float64(0.023770129321966958), np.float64(0.02456212363440725), np.float64(0.027211496309687326), np.float64(0.02409643138043594), np.float64(0.026718311201794825), np.float64(0.026161975378552846), np.float64(0.02697435337041726), np.float64(0.026161810650191478), np.float64(0.026910210082171024), np.float64(0.026762678900128543), np.float64(0.026653314414446544), np.float64(0.026600038444436938), np.float64(0.02659566715562109), np.float64(0.026351266415452063), np.float64(0.026351271198588936), np.float64(0.02630954749806174), np.float64(0.026330042410067866)]
MSE: 18.932862807403723, MAE: 4.351187048268252, R²: 0.0

Predicciones para At con ventana 14: [np.float64(0.04723382325738659), np.float64(0.02545030900326856), np.float64(0.022848817952236214), np.float64(0.04012766486861653), np.float64(0.038231434124326), np.float64(0.029019413980323257), np.float64(0.04168675610051997), np.float64(0.024846790429878137), np.float64(0.024927636316099233), np.float64(0.027156239795189097), np.float64(0.023799017736755256), np.float64(0.023770129321966958), np.float64(0.02456212363440725), np.float64(0.027211496309687326), np.float64(0.02409643138043594), np.float64(0.026718311201794825), np.float64(0.026161975378552846), np.float64(0.02697435337041726), np.float64(0.026161810650191478), np.float64(0.026910210082171024), np.float64(0.026762678900128543), np.float64(0.026653314414446544), np.float64(0.026600038444436938), np.float64(0.02659566715562109), np.float64(0.026351266415452063), np.float64(0.026351271198588936), np.float64(0.02630954749806174), np.float64(0.026330042410067866)]
MSE: 18.932862807403723, MAE: 4.351187048268252, R²: 0.0

Predicciones para At con ventana 21: [np.float64(0.04723382325738659), np.float64(0.02545030900326856), np.float64(0.022848817952236214), np.float64(0.04012766486861653), np.float64(0.038231434124326), np.float64(0.029019413980323257), np.float64(0.04168675610051997), np.float64(0.024846790429878137), np.float64(0.024927636316099233), np.float64(0.027156239795189097), np.float64(0.023799017736755256), np.float64(0.023770129321966958), np.float64(0.02456212363440725), np.float64(0.027211496309687326), np.float64(0.02409643138043594), np.float64(0.026718311201794825), np.float64(0.026161975378552846), np.float64(0.02697435337041726), np.float64(0.026161810650191478), np.float64(0.026910210082171024), np.float64(0.026762678900128543), np.float64(0.026653314414446544), np.float64(0.026600038444436938), np.float64(0.02659566715562109), np.float64(0.026351266415452063), np.float64(0.026351271198588936), np.float64(0.02630954749806174), np.float64(0.026330042410067866)]
MSE: 18.932862807403723, MAE: 4.351187048268252, R²: 0.0

Predicciones para At con ventana 28: [np.float64(0.04723382325738659), np.float64(0.02545030900326856), np.float64(0.022848817952236214), np.float64(0.04012766486861653), np.float64(0.038231434124326), np.float64(0.029019413980323257), np.float64(0.04168675610051997), np.float64(0.024846790429878137), np.float64(0.024927636316099233), np.float64(0.027156239795189097), np.float64(0.023799017736755256), np.float64(0.023770129321966958), np.float64(0.02456212363440725), np.float64(0.027211496309687326), np.float64(0.02409643138043594), np.float64(0.026718311201794825), np.float64(0.026161975378552846), np.float64(0.02697435337041726), np.float64(0.026161810650191478), np.float64(0.026910210082171024), np.float64(0.026762678900128543), np.float64(0.026653314414446544), np.float64(0.026600038444436938), np.float64(0.02659566715562109), np.float64(0.026351266415452063), np.float64(0.026351271198588936), np.float64(0.02630954749806174), np.float64(0.026330042410067866)]
MSE: 18.932862807403723, MAE: 4.351187048268252, R²: 0.0

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\statsmodels\base\model.py:607: ConvergenceWarning:

Maximum Likelihood optimization failed to converge. Check mle_retvals

import numpy as np
import pandas as pd
from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
from statsmodels.tsa.holtwinters import Holt

# Función para calcular el MAPE
def MAPE(y_true, y_pred):
    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100

# Función para realizar predicciones con Double Exponential Smoothing utilizando statsmodels
def double_exponential_smoothing(series, alpha, beta, n_forecast):
    model = Holt(series)
    model_fit = model.fit(smoothing_level=alpha, smoothing_slope=beta, optimized=False)
    
    # Pronósticos para los próximos n períodos
    forecasts = model_fit.forecast(n_forecast)
    
    return forecasts

# Función para evaluar una variable con D.E.S.
def evaluar_variable_de(variable):
    ventanas = [7, 14, 21, 28]
    alphas = [0.5]
    betas = [0.5]  # También puedes probar diferentes valores para beta
    train_size = len(df) - 28
    test_size = 28

    resultados = []

    for ventana in ventanas:
        for alpha in alphas:
            for beta in betas:
                # Serie de tiempo de entrenamiento sin NaNs
                train_series = df[variable].iloc[:train_size].dropna().reset_index(drop=True)

                # Verificar si hay suficientes datos para el entrenamiento
                if len(train_series) < 1:
                    print(f"Skipping variable '{variable}' for ventana {ventana}, alpha {alpha}, and beta {beta} due to insufficient training data.")
                    continue

                # Obtener las predicciones para el conjunto de validación
                pred_val = double_exponential_smoothing(train_series.values, alpha, beta, test_size)

                # Conjunto de validación real (últimos 28 valores de la serie) sin NaNs
                val_series = df[variable].iloc[-test_size:].dropna().reset_index(drop=True)

                # Verificar si hay suficientes datos para la validación
                if len(val_series) < test_size:
                    print(f"Skipping variable '{variable}' for ventana {ventana}, alpha {alpha}, and beta {beta} due to insufficient validation data.")
                    continue

                # Calcular las métricas
                mae = mean_absolute_error(val_series, pred_val)
                mse = mean_squared_error(val_series, pred_val)
                rmse = np.sqrt(mse)
                mape = MAPE(val_series, pred_val)
                r2 = r2_score(val_series, pred_val)

                # Guardar los resultados en una lista
                resultados.append({
                    'Variable': variable,
                    'Ventana': ventana,
                    'Alpha': alpha,
                    'Beta': beta,
                    'MAE': mae,
                    'MSE': mse,
                    'RMSE': rmse,
                    'MAPE': mape,
                    'R2': r2
                })

    return pd.DataFrame(resultados)

# Evaluar cada variable y combinar los resultados
resultados_totales_de = pd.concat([evaluar_variable_de('At'), 
                                    evaluar_variable_de('Price'), 
                                    evaluar_variable_de('Volatilidad_14')], 
                                   ignore_index=True)

# Mostrar la tabla con los resultados totales
print(resultados_totales_de)

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\935398304.py:13: FutureWarning:

the 'smoothing_slope' keyword is deprecated, use 'smoothing_trend' instead.

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\935398304.py:13: FutureWarning:

the 'smoothing_slope' keyword is deprecated, use 'smoothing_trend' instead.

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\935398304.py:13: FutureWarning:

the 'smoothing_slope' keyword is deprecated, use 'smoothing_trend' instead.

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\935398304.py:13: FutureWarning:

the 'smoothing_slope' keyword is deprecated, use 'smoothing_trend' instead.

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\935398304.py:13: FutureWarning:

the 'smoothing_slope' keyword is deprecated, use 'smoothing_trend' instead.

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\935398304.py:13: FutureWarning:

the 'smoothing_slope' keyword is deprecated, use 'smoothing_trend' instead.

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\935398304.py:13: FutureWarning:

the 'smoothing_slope' keyword is deprecated, use 'smoothing_trend' instead.

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\935398304.py:13: FutureWarning:

the 'smoothing_slope' keyword is deprecated, use 'smoothing_trend' instead.

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\935398304.py:13: FutureWarning:

the 'smoothing_slope' keyword is deprecated, use 'smoothing_trend' instead.

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\935398304.py:13: FutureWarning:

the 'smoothing_slope' keyword is deprecated, use 'smoothing_trend' instead.

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\935398304.py:13: FutureWarning:

the 'smoothing_slope' keyword is deprecated, use 'smoothing_trend' instead.

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\935398304.py:13: FutureWarning:

the 'smoothing_slope' keyword is deprecated, use 'smoothing_trend' instead.

          Variable  Ventana  Alpha  Beta           MAE           MSE  \
0               At        7    0.5   0.5  3.007271e-11  1.272532e-21   
1               At       14    0.5   0.5  3.007271e-11  1.272532e-21   
2               At       21    0.5   0.5  3.007271e-11  1.272532e-21   
3               At       28    0.5   0.5  3.007271e-11  1.272532e-21   
4            Price        7    0.5   0.5  5.794263e-12  4.737237e-23   
5            Price       14    0.5   0.5  5.794263e-12  4.737237e-23   
6            Price       21    0.5   0.5  5.794263e-12  4.737237e-23   
7            Price       28    0.5   0.5  5.794263e-12  4.737237e-23   
8   Volatilidad_14        7    0.5   0.5  4.044086e-10  1.704448e-19   
9   Volatilidad_14       14    0.5   0.5  4.044086e-10  1.704448e-19   
10  Volatilidad_14       21    0.5   0.5  4.044086e-10  1.704448e-19   
11  Volatilidad_14       28    0.5   0.5  4.044086e-10  1.704448e-19   

            RMSE          MAPE            R2  
0   3.567257e-11  6.956479e-10  0.000000e+00  
1   3.567257e-11  6.956479e-10  0.000000e+00  
2   3.567257e-11  6.956479e-10  0.000000e+00  
3   3.567257e-11  6.956479e-10  0.000000e+00  
4   6.882759e-12  5.794263e-09 -2.459714e+11  
5   6.882759e-12  5.794263e-09 -2.459714e+11  
6   6.882759e-12  5.794263e-09 -2.459714e+11  
7   6.882759e-12  5.794263e-09 -2.459714e+11  
8   4.128495e-10           inf  0.000000e+00  
9   4.128495e-10           inf  0.000000e+00  
10  4.128495e-10           inf  0.000000e+00  
11  4.128495e-10           inf  0.000000e+00  

Variable	Ventana	Alpha	Beta	MAE	MSE	RMSE	MAPE	R2
At	7	0.5	0.5	3.007271e-11	1.272532e-21	3.567257e-11	6.956479e-10	0.000000e+00
Price	7	0.5	0.5	5.794263e-12	4.737237e-23	6.882759e-12	5.794263e-09	-2.459714e+11
Volatilidad_14	7	0.5	0.5	4.044086e-10	1.704448e-19	4.128495e-10	inf	0.000000e+00

En términos de Error Medio Absoluto (MAE), los valores son notablemente bajos para las tres variables. La serie de At presenta un MAE de 3.007271 × 1 0 − 11 3.007271×10 −11 , mientras que el Precio muestra un MAE de 5.794263 × 1 0 − 12 5.794263×10 −12 . Esto indica que el modelo se ajusta mejor a la serie de precio, lo que sugiere un comportamiento más predecible a corto plazo. Por otro lado, la Volatilidad_14 tiene un MAE de 4.044086 × 1 0 − 10 4.044086×10 −10 , lo que indica que esta serie es más difícil de predecir, posiblemente debido a su naturaleza más variable y susceptible a cambios bruscos.

El Error Cuadrático Medio (MSE) también es bajo en general, con un MSE de 1.272532 × 1 0 − 21 1.272532×10 −21 para At, 4.737237 × 1 0 − 23 4.737237×10 −23 para el Precio, y 1.704448 × 1 0 − 19 1.704448×10 −19 para Volatilidad_14. Nuevamente, el precio tiene el MSE más bajo, lo que respalda la idea de que es más fácil de modelar en comparación con las otras series. Esto sugiere que el modelo captura bien las dinámicas del precio, mientras que la volatilidad presenta un comportamiento más errático.

La Raíz del Error Cuadrático Medio (RMSE) sigue la misma tendencia, con valores de 3.567257 × 1 0 − 11 3.567257×10 −11 para At, 6.882759 × 1 0 − 12 6.882759×10 −12 para el Precio, y 4.128495 × 1 0 − 10 4.128495×10 −10 para Volatilidad_14. El RMSE más bajo para el precio refuerza la conclusión de que esta serie es más predecible, mientras que la volatilidad muestra un RMSE más alto, sugiriendo una mayor dispersión en los errores de predicción.

Al analizar el Error Porcentual Absoluto Medio (MAPE), se encuentran resultados interesantes. El MAPE para At es prácticamente cero, lo que indica que el modelo ha realizado predicciones muy cercanas a los valores reales. Sin embargo, para Precio, el MAPE es más alto, lo que señala una menor precisión en términos porcentuales. La situación es más crítica para Volatilidad_14, donde el MAPE se presenta como infinito (inf), indicando problemas en el cálculo de errores porcentuales sobre valores cercanos a cero.

Por último, el coeficiente de determinación R² muestra un panorama preocupante. Tanto para At como para Volatilidad_14, el R² es cero, lo que implica que el modelo no explica la variabilidad de estas series. Esto es un indicativo claro de que el suavizado exponencial doble puede no ser el enfoque adecuado para estas variables. Para el Precio, el R² negativo de − 2.459714 × 1 0 11 −2.459714×10 11 es alarmante, sugiriendo que el modelo se ajusta muy mal a esta serie.

import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
from statsmodels.tsa.holtwinters import ExponentialSmoothing
from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
from statsmodels.graphics.gofplots import qqplot
from statsmodels.stats.diagnostic import acorr_ljungbox
from statsmodels.graphics.tsaplots import plot_acf
from scipy.stats import jarque_bera

# Función para calcular el MAPE
def MAPE(y_true, y_pred):
    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100

# Función para realizar el ajuste y la evaluación del modelo Double Exponential Smoothing
def evaluar_modelo_residuos(variable):
    ventanas = [7, 14, 21, 28]
    alphas = [0.5]
    betas = [0.5]  # También puedes probar diferentes valores para beta
    train_size = len(df) - 28
    test_size = 28

    resultados = []

    for ventana in ventanas:
        for alpha in alphas:
            for beta in betas:
                # Serie de tiempo de entrenamiento sin NaNs
                train_series = df[variable].iloc[:train_size].dropna().reset_index(drop=True)

                # Verificar si hay suficientes datos para el entrenamiento
                if len(train_series) < 2:
                    print(f"Skipping variable '{variable}' for ventana {ventana}, alpha {alpha}, and beta {beta} due to insufficient training data.")
                    continue

                # Ajustar el modelo Double Exponential Smoothing
                model = ExponentialSmoothing(train_series, trend="add", damped_trend=False).fit(smoothing_level=alpha, smoothing_trend=beta)

                # Predicciones en el conjunto de entrenamiento
                fitted_values = model.fittedvalues

                # Calcular los residuos (observados - predichos)
                residuos = train_series.values - fitted_values

                # Calcular métricas de error
                mae = mean_absolute_error(train_series, fitted_values)
                mse = mean_squared_error(train_series, fitted_values)
                rmse = np.sqrt(mse)
                mape = MAPE(train_series, fitted_values)
                r2 = r2_score(train_series, fitted_values)

                # Prueba de independencia (Ljung-Box)
                ljung_box_results = acorr_ljungbox(residuos, lags=[10], return_df=True)
                ljung_box_pvalue = ljung_box_results['lb_pvalue'].values[0] if not ljung_box_results.empty else np.nan

                # Prueba de normalidad (Jarque-Bera) desde scipy
                jarque_bera_stat, jarque_bera_pvalue = jarque_bera(residuos)

                # Guardar resultados
                resultados.append({
                    'Variable': variable,
                    'Ventana': ventana,
                    'Alpha': alpha,
                    'Beta': beta,
                    'MAPE': mape,
                    'MAE': mae,
                    'MSE': mse,
                    'RMSE': rmse,
                    'R2': r2,
                    'LJung-Box (p-value)': ljung_box_pvalue,
                    'Jarque-Bera (p-value)': jarque_bera_pvalue
                })

                # Visualización
                plt.figure(figsize=(12, 8))

                # Serie de residuos
                plt.subplot(3, 1, 1)
                plt.plot(residuos, label="Residuos")
                plt.axhline(0, color='red', linestyle='--', lw=2)
                plt.title(f'Residuals for {variable} (Window {ventana}, Alpha {alpha}, Beta {beta})')
                plt.legend()

                # QQPlot para residuos
                plt.subplot(3, 1, 2)
                qqplot(residuos, line='s', ax=plt.gca())
                plt.title('QQPlot de Residuos')

                # ACF de residuos, asegurando que haya suficientes datos
                if len(residuos) > 1:
                    plt.subplot(3, 1, 3)
                    plot_acf(residuos, ax=plt.gca())
                    plt.title('ACF de Residuos')
                else:
                    print("No hay suficientes residuos para calcular el ACF.")

                plt.tight_layout()
                plt.show()

    return pd.DataFrame(resultados)

# Evaluar los residuos para las tres variables de interés
resultados_residuos_at = evaluar_modelo_residuos('At')
resultados_residuos_price = evaluar_modelo_residuos('Price')
resultados_residuos_volatilidad = evaluar_modelo_residuos('Volatilidad_14')

# Combinar los resultados de las tres variables en una sola tabla
resultados_totales_residuos = pd.concat([resultados_residuos_at, 
                                         resultados_residuos_price, 
                                         resultados_residuos_volatilidad], 
                                        ignore_index=True)

# Mostrar la tabla con los resultados combinados
print(resultados_totales_residuos)

          Variable  Ventana  Alpha  Beta       MAPE         MAE  \
0               At        7    0.5   0.5  11.766277    0.039697   
1               At       14    0.5   0.5  11.766277    0.039697   
2               At       21    0.5   0.5  11.766277    0.039697   
3               At       28    0.5   0.5  11.766277    0.039697   
4            Price        7    0.5   0.5   4.040196  344.475492   
5            Price       14    0.5   0.5   4.040196  344.475492   
6            Price       21    0.5   0.5   4.040196  344.475492   
7            Price       28    0.5   0.5   4.040196  344.475492   
8   Volatilidad_14        7    0.5   0.5        inf    0.004671   
9   Volatilidad_14       14    0.5   0.5        inf    0.004671   
10  Volatilidad_14       21    0.5   0.5        inf    0.004671   
11  Volatilidad_14       28    0.5   0.5        inf    0.004671   

              MSE        RMSE        R2  LJung-Box (p-value)  \
0        0.005099    0.071409  0.996973        1.106629e-246   
1        0.005099    0.071409  0.996973        1.106629e-246   
2        0.005099    0.071409  0.996973        1.106629e-246   
3        0.005099    0.071409  0.996973        1.106629e-246   
4   641546.226847  800.965809  0.997467        5.033189e-284   
5   641546.226847  800.965809  0.997467        5.033189e-284   
6   641546.226847  800.965809  0.997467        5.033189e-284   
7   641546.226847  800.965809  0.997467        5.033189e-284   
8        0.000109    0.010464  0.942980        2.625957e-284   
9        0.000109    0.010464  0.942980        2.625957e-284   
10       0.000109    0.010464  0.942980        2.625957e-284   
11       0.000109    0.010464  0.942980        2.625957e-284   

    Jarque-Bera (p-value)  
0                     0.0  
1                     0.0  
2                     0.0  
3                     0.0  
4                     0.0  
5                     0.0  
6                     0.0  
7                     0.0  
8                     0.0  
9                     0.0  
10                    0.0  
11                    0.0  

Variable	Ventana	Alpha	Beta	MAPE	MAE	MSE	RMSE	R2	LJung-Box (p-value)
At	7	0.5	0.5	11.766277	0.039697	0.005099	0.071409	0.996973	1.106629e-246
Price	7	0.5	0.5	4.040196	344.475492	641546.226847	800.965809	0.997467	5.033189e-284
Volatilidad_14	7	0.5	0.5	inf	0.004671	0.000109	0

Al analizar los resultados obtenidos para los residuos del entrenamiento del modelo de suavizado exponencial doble utilizando la librería Statsmodels, se pueden extraer conclusiones importantes. En cuanto a las métricas de error, para la variable de retornos acumulados (At), el MAPE es de 11.77 y el MAE de 0.0397, lo que indica un nivel de error razonable en las predicciones. La MSE de 0.0051 y el RMSE de 0.0714 refuerzan que el modelo se ajusta bien, ya que estos valores son relativamente bajos.

Por otro lado, en el caso de la variable de precio, el MAPE es notablemente más bajo, alcanzando 4.04, pero el MAE llega a 344.48, sugiriendo que, aunque las predicciones son más precisas en términos porcentuales, el valor absoluto de los errores es muy alto. Esto se ve reflejado en una MSE de 641546.23, lo que indica una variabilidad significativa en los errores, y un RMSE de 800.97, que es bastante alto. Este comportamiento sugiere que las predicciones del modelo son inestables para la variable de precio.

Respecto a la volatilidad, los resultados muestran un MAPE de infinito, lo que indica que hay problemas en la predicción de esta variable. Sin embargo, el MAE es bajo, alcanzando solo 0.0047, lo que sugiere que el modelo no está capturando adecuadamente la dinámica de la volatilidad. A pesar de esto, el MSE es muy bajo, indicando que los errores absolutos son pequeños, pero la naturaleza infinita del MAPE sugiere que el modelo tiene dificultades para ajustarse a esta variable.

En cuanto a la medida de R², para los retornos acumulados (At) se obtiene un valor de 0.997, lo que indica que el modelo explica casi el 99.7% de la variabilidad en los datos. Este es un resultado excelente y sugiere que el modelo de suavizado exponencial doble es muy efectivo para esta serie temporal. Por su parte, el R² para el precio es de 0.997467, que también es alto, aunque el MAE sugiere que los errores son considerablemente altos en términos absolutos. Esto indica que, a pesar de que el modelo se ajusta bien a la serie, no está logrando una buena predicción en todas las instancias. En el caso de la volatilidad, el R² es de 0.942980, lo que es aceptable, pero indica que el modelo no captura tan bien la dinámica de esta variable en comparación con las otras.

Finalmente, al evaluar la autocorrelación en los residuos utilizando el test de Ljung-Box, se observan valores p extremadamente bajos (del orden de 1.106629e-246 para los retornos acumulados y 5.033189e-284 para el precio), lo que sugiere que hay autocorrelación en los residuos, indicando que el modelo podría no haber capturado completamente la dinámica de las series temporales. Esto es una señal de que, aunque el modelo se ajusta bien en términos de error, puede haber patrones en los residuos que no se están considerando adecuadamente. Para la volatilidad, el p-value también es bajo (2.625957e-284), lo que refuerza la idea de que hay correlación en los residuos y que el modelo no está capturando completamente las características de esta variable.

Analisis de los graficos:

Análisis de Residuos

Gráfico de Residuos en el Tiempo:

En esta gráfica, los residuos se distribuyen mayormente alrededor de la línea de cero (marcada en rojo), indicando una mejora significativa en comparación con el primer gráfico presentado. Aunque aún se observan algunos picos significativos, la mayoría de los residuos están más controlados, sugiriendo un ajuste más cercano al comportamiento de la serie temporal de retornos acumulados del bitcoin. Este patrón también se refleja en los residuos de las variables de precio y volatilidad, donde se nota un comportamiento similar, lo que sugiere que el modelo de suavizado exponencial ha capturado adecuadamente las dinámicas subyacentes de las tres series. Sin embargo, los picos presentes indican la existencia de eventos atípicos o volatilidad, algo común en series financieras. Estos picos podrían estar asociados a eventos de mercado, lo que plantea la necesidad de considerar un modelo que gestione mejor la heterocedasticidad, como un GARCH.

QQ Plot de Residuos:

En el QQ Plot, los puntos se alinean mejor con la línea roja (distribución normal teórica) en el rango intermedio de valores, lo que sugiere que los residuos son aproximadamente normales en gran parte de los datos. Sin embargo, se observan desviaciones notables en los extremos (colas), lo que implica que la distribución de los residuos presenta colas más gruesas que la normal. Esta característica de colas gruesas es típica en series de tiempo financieras, y se ha observado también en los residuos de las variables de precio y volatilidad. Esto podría ser beneficioso para explorar modelos que tengan en cuenta este comportamiento, como modelos con distribuciones t o variantes robustas de suavizado exponencial.

ACF de Residuos:

La ACF de los residuos muestra pocos picos significativos en los primeros rezagos, pero en general, los residuos están relativamente descorrelacionados. Esto es una buena señal, ya que indica que el modelo ha capturado la mayoría de la autocorrelación presente en la serie original. Este mismo patrón se observa en las series de precio y volatilidad, donde los residuos también muestran un comportamiento descorrelacionado. Aunque la autocorrelación no es completamente nula, los valores bajos sugieren que los residuos son aproximadamente independientes, lo cual es deseable en un buen ajuste de modelo.

import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
from statsmodels.tsa.holtwinters import Holt
from statsmodels.stats.diagnostic import acorr_ljungbox

# Función para calcular el MAPE
def MAPE(y_true, y_pred):
    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100

# Función para realizar predicciones con Double Exponential Smoothing
def des_predict(serie, alpha, beta, test_size):
    model = Holt(serie)
    model_fit = model.fit(smoothing_level=alpha, smoothing_trend=beta, optimized=False)  # Cambiado a smoothing_trend
    pred_val = model_fit.forecast(test_size)
    return pred_val, model_fit.resid  # Retornar también los residuos

# Función para evaluar el modelo en el conjunto de prueba
def evaluar_modelo_en_test(variable):
    alphas = [0.5]  # Puedes ajustar el valor de alpha
    betas = [0.3]   # Puedes ajustar el valor de beta
    train_size = len(df) - 28  # Tamaño del conjunto de entrenamiento
    test_size = 28  # Tamaño del conjunto de prueba

    resultados = []

    for alpha in alphas:
        for beta in betas:
            # Serie de tiempo de entrenamiento sin NaNs
            train_series = df[variable].iloc[:train_size].dropna().reset_index(drop=True)

            # Verificar que haya suficientes datos para el entrenamiento
            if len(train_series) < 2:
                print(f"Skipping variable '{variable}' due to insufficient training data.")
                continue

            # Obtener las predicciones y residuos para el conjunto de prueba
            pred_val, residuos = des_predict(train_series, alpha, beta, test_size)

            # Conjunto de prueba real (últimos 28 valores de la serie) sin NaNs
            val_series = df[variable].iloc[-test_size:].dropna().reset_index(drop=True)

            # Asegurarse de que el tamaño de las predicciones y la serie de prueba coincidan
            if len(pred_val) != len(val_series):
                print(f"Skipping variable '{variable}' due to mismatch in prediction and validation set lengths.")
                continue

            # Calcular métricas
            mae = mean_absolute_error(val_series, pred_val)
            mse = mean_squared_error(val_series, pred_val)
            rmse = np.sqrt(mse)
            mape = MAPE(val_series, pred_val)
            r2 = r2_score(val_series, pred_val)

            # Pruebas de hipótesis
            ljung_box_results = acorr_ljungbox(residuos, lags=[10], return_df=True)
            ljung_box_pvalue = ljung_box_results['lb_pvalue'].values[0] if not ljung_box_results.empty else np.nan

            # Guardar resultados
            resultados.append({
                'Variable': variable,
                'MAPE': mape,
                'MAE': mae,
                'RMSE': rmse,
                'MSE': mse,
                'R2': r2,
                'Ljung-Box (p-value)': ljung_box_pvalue
            })

    return pd.DataFrame(resultados)

# Evaluar cada variable y combinar los resultados
resultados_totales_test = pd.concat([evaluar_modelo_en_test('At'), 
                                      evaluar_modelo_en_test('Price'), 
                                      evaluar_modelo_en_test('Volatilidad_14')], 
                                     ignore_index=True)

# Mostrar la tabla con los resultados totales del conjunto de prueba
print(resultados_totales_test)

         Variable  MAPE           MAE          RMSE           MSE  \
0              At   NaN  2.286879e-11  2.428319e-11  5.896734e-22   
1           Price   NaN  4.483255e-12  4.759638e-12  2.265415e-23   
2  Volatilidad_14   NaN  2.715903e-09  3.040632e-09  9.245445e-18   

             R2  Ljung-Box (p-value)  
0  0.000000e+00        1.531841e-226  
1 -1.176271e+11        1.092221e-284  
2  0.000000e+00         0.000000e+00  

Variable	MAPE	MAE	RMSE	MSE	R2	Ljung-Box (p-value)
At	NaN	2.286879e-11	2.428319e-11	5.896734e-22	0.000000e+00	1.531841e-226
Price	NaN	4.483255e-12	4.759638e-12	2.265415e-23	-1.176271e+11	1.092221e-284
Volatilidad_14	NaN	2.715903e-09	3.040632e-09	9.245445e-18	0.000000e+00	0.000000e+00

Al examinar los resultados de los residuos de la predicción del modelo de suavizado exponencial doble, se observa un panorama interesante sobre el desempeño del modelo en las diferentes variables analizadas.

Para la variable de retornos acumulados (At), el MAE es de 2.286879 × 1 0 − 11 2.286879×10 −11 y el RMSE es de 2.428319 × 1 0 − 11 2.428319×10 −11 , lo que indica un nivel de error muy bajo en las predicciones. Esto sugiere que el modelo está realizando pronósticos precisos, con una MSE de 5.896734 × 1 0 − 22 5.896734×10 −22 que refuerza la calidad del ajuste. Sin embargo, el R² es de 0, lo que indica que el modelo no explica ninguna variabilidad en los datos de esta variable. Esto es preocupante, ya que sugiere que, a pesar de los errores absolutos bajos, el modelo no está capturando adecuadamente la dinámica de los retornos acumulados.

En el caso de la variable de precio, el MAE se sitúa en 4.483255 × 1 0 − 12 4.483255×10 −12 , lo que también refleja un error bajo en términos absolutos, mientras que el RMSE es de 4.759638 × 1 0 − 12 4.759638×10 −12 y la MSE de 2.265415 × 1 0 − 23 2.265415×10 −23 , lo que muestra un desempeño similar al de la variable de retornos acumulados. Sin embargo, el R² de -1.176271e+11 es notablemente negativo, lo que implica que el modelo no solo falla en explicar la variabilidad de la serie, sino que también sugiere un ajuste muy pobre, posiblemente indicando que el modelo está inadecuado para los datos de precios.

Finalmente, en lo que respecta a la volatilidad, el MAE de 2.715903 × 1 0 − 09 2.715903×10 −09 y el RMSE de 3.040632 × 1 0 − 09 3.040632×10 −09 muestran errores en términos absolutos más altos que en las otras variables, pero aún así son bastante bajos. La MSE es de 9.245445 × 1 0 − 18 9.245445×10 −18 , lo que también sugiere un buen ajuste en términos de error absoluto. No obstante, el R² es nuevamente cero, lo que indica que el modelo no captura la dinámica de la volatilidad en absoluto.

Al observar los valores del test de Ljung-Box, se evidencian p-values extremadamente bajos para todas las variables, indicando que hay autocorrelación significativa en los residuos, lo que sugiere que el modelo no ha capturado completamente la dinámica temporal de las series. Para los retornos acumulados, el p-value es de 1.531841 × 1 0 − 226 1.531841×10 −226 ; para el precio, es de 1.092221 × 1 0 − 284 1.092221×10 −284 ; y para la volatilidad, es de 0.000000 0.000000. Esto refuerza la idea de que el modelo de suavizado exponencial doble podría no ser el más adecuado para estas series, especialmente si se consideran las características típicas de las series temporales financieras.

Modelo Arima (Usando Rolling)

import pandas as pd
import numpy as np
import warnings  # Para suprimir advertencias
from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
from statsmodels.tsa.arima.model import ARIMA

# Suprimir advertencias de convergencia
warnings.filterwarnings("ignore", message=".*Maximum Likelihood optimization failed to converge.*")
warnings.filterwarnings("ignore", message=".*Non-stationary starting autoregressive parameters found.*")
warnings.filterwarnings("ignore", message=".*Non-invertible starting MA parameters found.*")

# Función para calcular MAPE
def mean_absolute_percentage_error(y_true, y_pred):
    y_true, y_pred = np.array(y_true), np.array(y_pred)
    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100

# Función para realizar ARIMA con rolling window
def arima_rolling(series, p, d, q, window_size, n_forecast):
    history = list(series[:window_size])  # Inicialmente tomar los primeros 'window_size' valores como historia
    predictions = []
    
    for t in range(n_forecast):
        # Ajustar ARIMA en la ventana
        model = ARIMA(history, order=(p, d, q))
        model_fit = model.fit()
        
        # Predecir el siguiente valor
        forecast = model_fit.forecast(steps=1)[0]
        predictions.append(forecast)
        
        # Actualizar la historia con el nuevo valor
        history.append(forecast)
        history.pop(0)  # Limitar el tamaño de la historia al tamaño de la ventana
        
    return predictions

# Parámetros
ventanas = [7, 14, 21, 28]  # Ventanas de predicción
variables = ['Price', 'Volatilidad_14', 'At']

# Almacenaremos las predicciones y métricas
predicciones = {}

# Dividimos el conjunto de validación y entrenamiento
train_size = len(df) - 28
test_size = 28

# Para cada variable y cada ventana
for variable in variables:
    predicciones[variable] = {}
    # Tomamos el conjunto de entrenamiento para esa variable
    train_series = df[variable].iloc[:train_size].dropna().reset_index(drop=True)

    for ventana in ventanas:
        # Inicializar diccionario para cada ventana
        predicciones[variable][ventana] = {}

        # Definir parámetros ARIMA
        p, d, q = 2, 1, 2  # Puedes ajustar estos parámetros según necesidad

        # Aplicar ARIMA con rolling window de tamaño 14
        val_predictions = arima_rolling(train_series.values, p, d, q, window_size=14, n_forecast=test_size)

        # Guardar las predicciones para esta ventana
        predicciones[variable][ventana]['predictions'] = val_predictions

        # Evaluar en el conjunto de validación
        y_true = df[variable].iloc[train_size:].values  # Valores reales de validación

        # Métricas de error
        mse = mean_squared_error(y_true, val_predictions)
        mae = mean_absolute_error(y_true, val_predictions)
        rmse = np.sqrt(mse)  # RMSE es la raíz cuadrada del MSE
        r2 = r2_score(y_true, val_predictions)
        mape = mean_absolute_percentage_error(y_true, val_predictions)

        # Guardar las métricas en el diccionario
        predicciones[variable][ventana]['mse'] = mse
        predicciones[variable][ventana]['mae'] = mae
        predicciones[variable][ventana]['rmse'] = rmse
        predicciones[variable][ventana]['r2'] = r2
        predicciones[variable][ventana]['mape'] = mape

        # Mostrar los resultados del modelo actual
        print(f"\nResultados para {variable} con ventana {ventana}:")
        print(f"Modelo ARIMA(p={p}, d={d}, q={q})")
        print(f"Predicciones: {predicciones[variable][ventana]['predictions']}")
        print(f"MSE: {predicciones[variable][ventana]['mse']}")
        print(f"MAE: {predicciones[variable][ventana]['mae']}")
        print(f"RMSE: {predicciones[variable][ventana]['rmse']}")
        print(f"R²: {predicciones[variable][ventana]['r2']}")
        print(f"MAPE: {predicciones[variable][ventana]['mape']}%")

Resultados para Price con ventana 7:
Modelo ARIMA(p=2, d=1, q=2)
Predicciones: [np.float64(72572.82472370268), np.float64(70962.87102441574), np.float64(70180.57742488162), np.float64(70577.4622186235), np.float64(70598.07829052533), np.float64(70529.88802734358), np.float64(69765.60212929739), np.float64(69767.14627821947), np.float64(69673.12267727715), np.float64(69882.0236095976), np.float64(69932.7036312084), np.float64(69487.81940325872), np.float64(69273.84272644838), np.float64(69366.47728585098), np.float64(69477.85895750612), np.float64(69410.60733621173), np.float64(69299.16231247706), np.float64(69044.27359654884), np.float64(69021.2132675692), np.float64(69096.86562066393), np.float64(69073.02190646782), np.float64(69036.86448264269), np.float64(69003.62537522428), np.float64(69014.29828484202), np.float64(69056.69368099143), np.float64(69058.23130254625), np.float64(69063.95393017388), np.float64(68992.55837429232)]
MSE: 4851841337.202127
MAE: 69650.60242424314
RMSE: 69655.16016205926
R²: -2.5192200533264024e+43
MAPE: 69650602.42424312%

Resultados para Price con ventana 14:
Modelo ARIMA(p=2, d=1, q=2)
Predicciones: [np.float64(72572.82472370268), np.float64(70962.87102441574), np.float64(70180.57742488162), np.float64(70577.4622186235), np.float64(70598.07829052533), np.float64(70529.88802734358), np.float64(69765.60212929739), np.float64(69767.14627821947), np.float64(69673.12267727715), np.float64(69882.0236095976), np.float64(69932.7036312084), np.float64(69487.81940325872), np.float64(69273.84272644838), np.float64(69366.47728585098), np.float64(69477.85895750612), np.float64(69410.60733621173), np.float64(69299.16231247706), np.float64(69044.27359654884), np.float64(69021.2132675692), np.float64(69096.86562066393), np.float64(69073.02190646782), np.float64(69036.86448264269), np.float64(69003.62537522428), np.float64(69014.29828484202), np.float64(69056.69368099143), np.float64(69058.23130254625), np.float64(69063.95393017388), np.float64(68992.55837429232)]
MSE: 4851841337.202127
MAE: 69650.60242424314
RMSE: 69655.16016205926
R²: -2.5192200533264024e+43
MAPE: 69650602.42424312%

Resultados para Price con ventana 21:
Modelo ARIMA(p=2, d=1, q=2)
Predicciones: [np.float64(72572.82472370268), np.float64(70962.87102441574), np.float64(70180.57742488162), np.float64(70577.4622186235), np.float64(70598.07829052533), np.float64(70529.88802734358), np.float64(69765.60212929739), np.float64(69767.14627821947), np.float64(69673.12267727715), np.float64(69882.0236095976), np.float64(69932.7036312084), np.float64(69487.81940325872), np.float64(69273.84272644838), np.float64(69366.47728585098), np.float64(69477.85895750612), np.float64(69410.60733621173), np.float64(69299.16231247706), np.float64(69044.27359654884), np.float64(69021.2132675692), np.float64(69096.86562066393), np.float64(69073.02190646782), np.float64(69036.86448264269), np.float64(69003.62537522428), np.float64(69014.29828484202), np.float64(69056.69368099143), np.float64(69058.23130254625), np.float64(69063.95393017388), np.float64(68992.55837429232)]
MSE: 4851841337.202127
MAE: 69650.60242424314
RMSE: 69655.16016205926
R²: -2.5192200533264024e+43
MAPE: 69650602.42424312%

Resultados para Price con ventana 28:
Modelo ARIMA(p=2, d=1, q=2)
Predicciones: [np.float64(72572.82472370268), np.float64(70962.87102441574), np.float64(70180.57742488162), np.float64(70577.4622186235), np.float64(70598.07829052533), np.float64(70529.88802734358), np.float64(69765.60212929739), np.float64(69767.14627821947), np.float64(69673.12267727715), np.float64(69882.0236095976), np.float64(69932.7036312084), np.float64(69487.81940325872), np.float64(69273.84272644838), np.float64(69366.47728585098), np.float64(69477.85895750612), np.float64(69410.60733621173), np.float64(69299.16231247706), np.float64(69044.27359654884), np.float64(69021.2132675692), np.float64(69096.86562066393), np.float64(69073.02190646782), np.float64(69036.86448264269), np.float64(69003.62537522428), np.float64(69014.29828484202), np.float64(69056.69368099143), np.float64(69058.23130254625), np.float64(69063.95393017388), np.float64(68992.55837429232)]
MSE: 4851841337.202127
MAE: 69650.60242424314
RMSE: 69655.16016205926
R²: -2.5192200533264024e+43
MAPE: 69650602.42424312%

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\3854271937.py:15: RuntimeWarning:

divide by zero encountered in divide

Resultados para Volatilidad_14 con ventana 7:
Modelo ARIMA(p=2, d=1, q=2)
Predicciones: [np.float64(0.03815179108758726), np.float64(0.037966539414794886), np.float64(0.03838090307659538), np.float64(0.03860503790874569), np.float64(0.03816473637907315), np.float64(0.03815048525747417), np.float64(0.03825393189562654), np.float64(0.03824741347796928), np.float64(0.03822607776655757), np.float64(0.03819934059330779), np.float64(0.038211676472402985), np.float64(0.03833218381350634), np.float64(0.038292914446658), np.float64(0.038273135504198384), np.float64(0.03828315968009288), np.float64(0.03827779266202768), np.float64(0.03827594164285306), np.float64(0.03828551727067711), np.float64(0.038273359529627), np.float64(0.0382742478131256), np.float64(0.03827753568760619), np.float64(0.038276679847233104), np.float64(0.03827636155359623), np.float64(0.038275069130926875), np.float64(0.03827634656130473), np.float64(0.03827620150506399), np.float64(0.03827758595859685), np.float64(0.038275861582451526)]
MSE: 0.0014639953023312916
MAE: 0.038262065268560005
RMSE: 0.03826219155159949
R²: 0.0
MAPE: inf%

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\3854271937.py:15: RuntimeWarning:

divide by zero encountered in divide

Resultados para Volatilidad_14 con ventana 14:
Modelo ARIMA(p=2, d=1, q=2)
Predicciones: [np.float64(0.03815179108758726), np.float64(0.037966539414794886), np.float64(0.03838090307659538), np.float64(0.03860503790874569), np.float64(0.03816473637907315), np.float64(0.03815048525747417), np.float64(0.03825393189562654), np.float64(0.03824741347796928), np.float64(0.03822607776655757), np.float64(0.03819934059330779), np.float64(0.038211676472402985), np.float64(0.03833218381350634), np.float64(0.038292914446658), np.float64(0.038273135504198384), np.float64(0.03828315968009288), np.float64(0.03827779266202768), np.float64(0.03827594164285306), np.float64(0.03828551727067711), np.float64(0.038273359529627), np.float64(0.0382742478131256), np.float64(0.03827753568760619), np.float64(0.038276679847233104), np.float64(0.03827636155359623), np.float64(0.038275069130926875), np.float64(0.03827634656130473), np.float64(0.03827620150506399), np.float64(0.03827758595859685), np.float64(0.038275861582451526)]
MSE: 0.0014639953023312916
MAE: 0.038262065268560005
RMSE: 0.03826219155159949
R²: 0.0
MAPE: inf%

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\3854271937.py:15: RuntimeWarning:

divide by zero encountered in divide

Resultados para Volatilidad_14 con ventana 21:
Modelo ARIMA(p=2, d=1, q=2)
Predicciones: [np.float64(0.03815179108758726), np.float64(0.037966539414794886), np.float64(0.03838090307659538), np.float64(0.03860503790874569), np.float64(0.03816473637907315), np.float64(0.03815048525747417), np.float64(0.03825393189562654), np.float64(0.03824741347796928), np.float64(0.03822607776655757), np.float64(0.03819934059330779), np.float64(0.038211676472402985), np.float64(0.03833218381350634), np.float64(0.038292914446658), np.float64(0.038273135504198384), np.float64(0.03828315968009288), np.float64(0.03827779266202768), np.float64(0.03827594164285306), np.float64(0.03828551727067711), np.float64(0.038273359529627), np.float64(0.0382742478131256), np.float64(0.03827753568760619), np.float64(0.038276679847233104), np.float64(0.03827636155359623), np.float64(0.038275069130926875), np.float64(0.03827634656130473), np.float64(0.03827620150506399), np.float64(0.03827758595859685), np.float64(0.038275861582451526)]
MSE: 0.0014639953023312916
MAE: 0.038262065268560005
RMSE: 0.03826219155159949
R²: 0.0
MAPE: inf%

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\3854271937.py:15: RuntimeWarning:

divide by zero encountered in divide

Resultados para Volatilidad_14 con ventana 28:
Modelo ARIMA(p=2, d=1, q=2)
Predicciones: [np.float64(0.03815179108758726), np.float64(0.037966539414794886), np.float64(0.03838090307659538), np.float64(0.03860503790874569), np.float64(0.03816473637907315), np.float64(0.03815048525747417), np.float64(0.03825393189562654), np.float64(0.03824741347796928), np.float64(0.03822607776655757), np.float64(0.03819934059330779), np.float64(0.038211676472402985), np.float64(0.03833218381350634), np.float64(0.038292914446658), np.float64(0.038273135504198384), np.float64(0.03828315968009288), np.float64(0.03827779266202768), np.float64(0.03827594164285306), np.float64(0.03828551727067711), np.float64(0.038273359529627), np.float64(0.0382742478131256), np.float64(0.03827753568760619), np.float64(0.038276679847233104), np.float64(0.03827636155359623), np.float64(0.038275069130926875), np.float64(0.03827634656130473), np.float64(0.03827620150506399), np.float64(0.03827758595859685), np.float64(0.038275861582451526)]
MSE: 0.0014639953023312916
MAE: 0.038262065268560005
RMSE: 0.03826219155159949
R²: 0.0
MAPE: inf%

Resultados para At con ventana 7:
Modelo ARIMA(p=2, d=1, q=2)
Predicciones: [np.float64(0.04723382325738659), np.float64(0.02545030900326856), np.float64(0.022848817952236214), np.float64(0.04012766486861653), np.float64(0.038231434124326), np.float64(0.029019413980323257), np.float64(0.04168675610051997), np.float64(0.024846790429878137), np.float64(0.024927636316099233), np.float64(0.027156239795189097), np.float64(0.023799017736755256), np.float64(0.023770129321966958), np.float64(0.02456212363440725), np.float64(0.027211496309687326), np.float64(0.02409643138043594), np.float64(0.026718311201794825), np.float64(0.026161975378552846), np.float64(0.02697435337041726), np.float64(0.026161810650191478), np.float64(0.026910210082171024), np.float64(0.026762678900128543), np.float64(0.026653314414446544), np.float64(0.026600038444436938), np.float64(0.02659566715562109), np.float64(0.026351266415452063), np.float64(0.026351271198588936), np.float64(0.02630954749806174), np.float64(0.026330042410067866)]
MSE: 18.932862807403723
MAE: 4.351187048268252
RMSE: 4.351190964253778
R²: 0.0
MAPE: 100.65253342565073%

Resultados para At con ventana 14:
Modelo ARIMA(p=2, d=1, q=2)
Predicciones: [np.float64(0.04723382325738659), np.float64(0.02545030900326856), np.float64(0.022848817952236214), np.float64(0.04012766486861653), np.float64(0.038231434124326), np.float64(0.029019413980323257), np.float64(0.04168675610051997), np.float64(0.024846790429878137), np.float64(0.024927636316099233), np.float64(0.027156239795189097), np.float64(0.023799017736755256), np.float64(0.023770129321966958), np.float64(0.02456212363440725), np.float64(0.027211496309687326), np.float64(0.02409643138043594), np.float64(0.026718311201794825), np.float64(0.026161975378552846), np.float64(0.02697435337041726), np.float64(0.026161810650191478), np.float64(0.026910210082171024), np.float64(0.026762678900128543), np.float64(0.026653314414446544), np.float64(0.026600038444436938), np.float64(0.02659566715562109), np.float64(0.026351266415452063), np.float64(0.026351271198588936), np.float64(0.02630954749806174), np.float64(0.026330042410067866)]
MSE: 18.932862807403723
MAE: 4.351187048268252
RMSE: 4.351190964253778
R²: 0.0
MAPE: 100.65253342565073%

Resultados para At con ventana 21:
Modelo ARIMA(p=2, d=1, q=2)
Predicciones: [np.float64(0.04723382325738659), np.float64(0.02545030900326856), np.float64(0.022848817952236214), np.float64(0.04012766486861653), np.float64(0.038231434124326), np.float64(0.029019413980323257), np.float64(0.04168675610051997), np.float64(0.024846790429878137), np.float64(0.024927636316099233), np.float64(0.027156239795189097), np.float64(0.023799017736755256), np.float64(0.023770129321966958), np.float64(0.02456212363440725), np.float64(0.027211496309687326), np.float64(0.02409643138043594), np.float64(0.026718311201794825), np.float64(0.026161975378552846), np.float64(0.02697435337041726), np.float64(0.026161810650191478), np.float64(0.026910210082171024), np.float64(0.026762678900128543), np.float64(0.026653314414446544), np.float64(0.026600038444436938), np.float64(0.02659566715562109), np.float64(0.026351266415452063), np.float64(0.026351271198588936), np.float64(0.02630954749806174), np.float64(0.026330042410067866)]
MSE: 18.932862807403723
MAE: 4.351187048268252
RMSE: 4.351190964253778
R²: 0.0
MAPE: 100.65253342565073%

Resultados para At con ventana 28:
Modelo ARIMA(p=2, d=1, q=2)
Predicciones: [np.float64(0.04723382325738659), np.float64(0.02545030900326856), np.float64(0.022848817952236214), np.float64(0.04012766486861653), np.float64(0.038231434124326), np.float64(0.029019413980323257), np.float64(0.04168675610051997), np.float64(0.024846790429878137), np.float64(0.024927636316099233), np.float64(0.027156239795189097), np.float64(0.023799017736755256), np.float64(0.023770129321966958), np.float64(0.02456212363440725), np.float64(0.027211496309687326), np.float64(0.02409643138043594), np.float64(0.026718311201794825), np.float64(0.026161975378552846), np.float64(0.02697435337041726), np.float64(0.026161810650191478), np.float64(0.026910210082171024), np.float64(0.026762678900128543), np.float64(0.026653314414446544), np.float64(0.026600038444436938), np.float64(0.02659566715562109), np.float64(0.026351266415452063), np.float64(0.026351271198588936), np.float64(0.02630954749806174), np.float64(0.026330042410067866)]
MSE: 18.932862807403723
MAE: 4.351187048268252
RMSE: 4.351190964253778
R²: 0.0
MAPE: 100.65253342565073%

import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
from statsmodels.graphics.gofplots import qqplot
from statsmodels.tsa.stattools import acf
from statsmodels.stats.diagnostic import acorr_ljungbox

# Función para calcular métricas sobre los residuos
def calcular_metricas_residuos(y_true, y_pred):
    residuals = y_true - y_pred
    mse = mean_squared_error(y_true, y_pred)
    mae = mean_absolute_error(y_true, y_pred)
    rmse = np.sqrt(mse)
    r2 = r2_score(y_true, y_pred)
    mape = mean_absolute_percentage_error(y_true, y_pred)
    return mse, mae, rmse, r2, mape, residuals

# Crear un DataFrame vacío para almacenar las métricas y pruebas de hipótesis
resultados_df = pd.DataFrame(columns=['Variable', 'Ventana', 'MAPE', 'MAE', 'RMSE', 'MSE', 'R2', 
                                      'Ljung-Box p-value', 'Jarque-Bera p-value'])

# Para cada variable y cada ventana
for variable in predicciones:
    for ventana in predicciones[variable]:
        # Obtener predicciones y valores reales del conjunto de validación
        y_valid_true = df[variable].iloc[train_size:].values  # Valores reales de validación
        y_valid_pred = predicciones[variable][ventana]['predictions']  # Predicciones para la validación

        # Cálculo de las métricas y los residuos
        mse, mae, rmse, r2, mape, residuals = calcular_metricas_residuos(y_valid_true, y_valid_pred)

        # Pruebas de hipótesis
        ljung_box_pvalue = acorr_ljungbox(residuals, lags=[10], return_df=True)['lb_pvalue'].values[0]
        jb_test_pvalue = jarque_bera(residuals)[1]

        # Crear un nuevo DataFrame para agregar a resultados_df
        nuevo_resultado = pd.DataFrame({
            'Variable': [variable],
            'Ventana': [ventana],
            'MAPE': [mape],
            'MAE': [mae],
            'RMSE': [rmse],
            'MSE': [mse],
            'R2': [r2],
            'Ljung-Box p-value': [ljung_box_pvalue],
            'Jarque-Bera p-value': [jb_test_pvalue]
        })

        # Concatenar el nuevo resultado al DataFrame existente
        resultados_df = pd.concat([resultados_df, nuevo_resultado], ignore_index=True)

        # Visualización de los residuos

        # 1. Serie de residuos
        plt.figure(figsize=(10, 4))
        plt.plot(residuals, label=f'Residuals - {variable} (Ventana {ventana})')
        plt.title(f'Serie de Residuos - {variable} (Ventana {ventana})')
        plt.xlabel('Tiempo')
        plt.ylabel('Residuos')
        plt.legend()
        plt.show()

        # 2. QQ-Plot para la normalidad
        qqplot(residuals, line='s')
        plt.title(f'QQ-Plot - {variable} (Ventana {ventana})')
        plt.show()

        # 3. ACF de residuos
        plt.figure(figsize=(10, 4))
        acf_values = acf(residuals, fft=False)
        sns.barplot(x=np.arange(len(acf_values)), y=acf_values)
        plt.title(f'ACF de Residuos - {variable} (Ventana {ventana})')
        plt.xlabel('Rezagos')
        plt.ylabel('Autocorrelación')
        plt.show()

# Mostrar la tabla de resultados
print(resultados_df)

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\698158523.py:51: FutureWarning:

The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\3854271937.py:15: RuntimeWarning:

divide by zero encountered in divide

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\3854271937.py:15: RuntimeWarning:

divide by zero encountered in divide

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\3854271937.py:15: RuntimeWarning:

divide by zero encountered in divide

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\3854271937.py:15: RuntimeWarning:

divide by zero encountered in divide

          Variable Ventana          MAPE           MAE          RMSE  \
0            Price       7  6.965060e+07  69650.602424  69655.160162   
1            Price      14  6.965060e+07  69650.602424  69655.160162   
2            Price      21  6.965060e+07  69650.602424  69655.160162   
3            Price      28  6.965060e+07  69650.602424  69655.160162   
4   Volatilidad_14       7           inf      0.038262      0.038262   
5   Volatilidad_14      14           inf      0.038262      0.038262   
6   Volatilidad_14      21           inf      0.038262      0.038262   
7   Volatilidad_14      28           inf      0.038262      0.038262   
8               At       7  1.006525e+02      4.351187      4.351191   
9               At      14  1.006525e+02      4.351187      4.351191   
10              At      21  1.006525e+02      4.351187      4.351191   
11              At      28  1.006525e+02      4.351187      4.351191   

             MSE            R2  Ljung-Box p-value  Jarque-Bera p-value  
0   4.851841e+09 -2.519220e+43           0.000019         1.323070e-08  
1   4.851841e+09 -2.519220e+43           0.000019         1.323070e-08  
2   4.851841e+09 -2.519220e+43           0.000019         1.323070e-08  
3   4.851841e+09 -2.519220e+43           0.000019         1.323070e-08  
4   1.463995e-03  0.000000e+00           0.123431         1.728734e-08  
5   1.463995e-03  0.000000e+00           0.123431         1.728734e-08  
6   1.463995e-03  0.000000e+00           0.123431         1.728734e-08  
7   1.463995e-03  0.000000e+00           0.123431         1.728734e-08  
8   1.893286e+01  0.000000e+00           0.397909         2.385906e-07  
9   1.893286e+01  0.000000e+00           0.397909         2.385906e-07  
10  1.893286e+01  0.000000e+00           0.397909         2.385906e-07  
11  1.893286e+01  0.000000e+00           0.397909         2.385906e-07  

# Crear un DataFrame vacío para almacenar las métricas y pruebas de hipótesis
resultados_test_df = pd.DataFrame(columns=['Variable', 'Ventana', 'MAPE', 'MAE', 'RMSE', 'MSE', 'R2', 
                                           'Ljung-Box p-value'])

# Para cada variable y cada ventana
for variable in predicciones:
    for ventana in predicciones[variable]:
        # Obtener predicciones y valores reales del conjunto de validación
        y_valid_true = df[variable].iloc[train_size:].values  # Valores reales de validación
        y_valid_pred = predicciones[variable][ventana]['predictions']  # Predicciones para la validación

        # Calcular las métricas de error
        mse = mean_squared_error(y_valid_true, y_valid_pred)
        mae = mean_absolute_error(y_valid_true, y_valid_pred)
        rmse = np.sqrt(mse)
        r2 = r2_score(y_valid_true, y_valid_pred)
        mape = mean_absolute_percentage_error(y_valid_true, y_valid_pred)

        # Pruebas de hipótesis
        residuals = y_valid_true - y_valid_pred
        ljung_box_pvalue = acorr_ljungbox(residuals, lags=[10], return_df=True)['lb_pvalue'].values[0]

        # Crear un nuevo DataFrame para agregar a resultados_test_df
        nuevo_resultado_test = pd.DataFrame({
            'Variable': [variable],
            'Ventana': [ventana],
            'MAPE': [mape],
            'MAE': [mae],
            'RMSE': [rmse],
            'MSE': [mse],
            'R2': [r2],
            'Ljung-Box p-value': [ljung_box_pvalue]
        })

        # Concatenar el nuevo resultado al DataFrame existente
        resultados_test_df = pd.concat([resultados_test_df, nuevo_resultado_test], ignore_index=True)

# Mostrar la tabla de resultados en el conjunto de test
print(resultados_test_df)

          Variable Ventana          MAPE           MAE          RMSE  \
0            Price       7  6.965060e+07  69650.602424  69655.160162   
1            Price      14  6.965060e+07  69650.602424  69655.160162   
2            Price      21  6.965060e+07  69650.602424  69655.160162   
3            Price      28  6.965060e+07  69650.602424  69655.160162   
4   Volatilidad_14       7           inf      0.038262      0.038262   
5   Volatilidad_14      14           inf      0.038262      0.038262   
6   Volatilidad_14      21           inf      0.038262      0.038262   
7   Volatilidad_14      28           inf      0.038262      0.038262   
8               At       7  1.006525e+02      4.351187      4.351191   
9               At      14  1.006525e+02      4.351187      4.351191   
10              At      21  1.006525e+02      4.351187      4.351191   
11              At      28  1.006525e+02      4.351187      4.351191   

             MSE            R2  Ljung-Box p-value  
0   4.851841e+09 -2.519220e+43           0.000019  
1   4.851841e+09 -2.519220e+43           0.000019  
2   4.851841e+09 -2.519220e+43           0.000019  
3   4.851841e+09 -2.519220e+43           0.000019  
4   1.463995e-03  0.000000e+00           0.123431  
5   1.463995e-03  0.000000e+00           0.123431  
6   1.463995e-03  0.000000e+00           0.123431  
7   1.463995e-03  0.000000e+00           0.123431  
8   1.893286e+01  0.000000e+00           0.397909  
9   1.893286e+01  0.000000e+00           0.397909  
10  1.893286e+01  0.000000e+00           0.397909  
11  1.893286e+01  0.000000e+00           0.397909  

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\2131720371.py:36: FutureWarning:

The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\3854271937.py:15: RuntimeWarning:

divide by zero encountered in divide

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\3854271937.py:15: RuntimeWarning:

divide by zero encountered in divide

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\3854271937.py:15: RuntimeWarning:

divide by zero encountered in divide

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\3854271937.py:15: RuntimeWarning:

divide by zero encountered in divide

Arima sin Rolling

import pandas as pd
import numpy as np
import warnings  # Para suprimir advertencias
from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
from statsmodels.tsa.arima.model import ARIMA
from statsmodels.stats.diagnostic import acorr_ljungbox

# Suprimir advertencias de convergencia
warnings.filterwarnings("ignore", message=".*Maximum Likelihood optimization failed to converge.*")
warnings.filterwarnings("ignore", message=".*Non-stationary starting autoregressive parameters found.*")
warnings.filterwarnings("ignore", message=".*Non-invertible starting MA parameters found.*")

# Función para calcular MAPE
def mean_absolute_percentage_error(y_true, y_pred):
    y_true, y_pred = np.array(y_true), np.array(y_pred)
    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100

# Parámetros
ventanas = [7, 14, 21, 28]  # Ventanas de predicción
variables = ['Price', 'Volatilidad_14', 'At']

# Almacenaremos las predicciones y métricas
predicciones = {}

# Dividimos el conjunto de validación y entrenamiento
train_size = len(df) - 28
test_size = 28

# Para cada variable y cada ventana
for variable in variables:
    predicciones[variable] = {}

    # Tomamos el conjunto de entrenamiento para esa variable
    train_series = df[variable].iloc[:train_size].dropna().reset_index(drop=True)

    for ventana in ventanas:
        # Definir parámetros ARIMA
        p, d, q = 2, 1, 2  # Puedes ajustar estos parámetros según necesidad

        # Ajustar el modelo ARIMA al conjunto de entrenamiento
        model = ARIMA(train_series, order=(p, d, q))
        model_fit = model.fit()

        # Hacer predicciones en el conjunto de validación
        val_predictions = model_fit.forecast(steps=test_size)

        # Guardar las predicciones
        predicciones[variable][ventana] = {
            'predictions': val_predictions,
        }

        # Evaluar en el conjunto de validación
        y_true = df[variable].iloc[train_size:].values  # Valores reales de validación

        # Métricas de error
        mse = mean_squared_error(y_true, val_predictions)
        mae = mean_absolute_error(y_true, val_predictions)
        rmse = np.sqrt(mse)  # RMSE es la raíz cuadrada del MSE
        r2 = r2_score(y_true, val_predictions)
        mape = mean_absolute_percentage_error(y_true, val_predictions)

        # Guardar las métricas en el diccionario
        predicciones[variable][ventana]['mse'] = mse
        predicciones[variable][ventana]['mae'] = mae
        predicciones[variable][ventana]['rmse'] = rmse
        predicciones[variable][ventana]['r2'] = r2
        predicciones[variable][ventana]['mape'] = mape

        # Calcular residuos para pruebas de hipótesis
        residuals = y_true - val_predictions
        ljung_box_pvalue = acorr_ljungbox(residuals, lags=[10], return_df=True)['lb_pvalue'].values[0]

        # Guardar el p-value de Ljung-Box
        predicciones[variable][ventana]['Ljung-Box p-value'] = ljung_box_pvalue

        # Mostrar los resultados del modelo actual
        print(f"\nResultados para {variable} con ventana {ventana}:")
        print(f"Modelo ARIMA(p={p}, d={d}, q={q})")
        print(f"MSE: {predicciones[variable][ventana]['mse']}")
        print(f"MAE: {predicciones[variable][ventana]['mae']}")
        print(f"RMSE: {predicciones[variable][ventana]['rmse']}")
        print(f"R²: {predicciones[variable][ventana]['r2']}")
        print(f"MAPE: {predicciones[variable][ventana]['mape']}%")
        print(f"Ljung-Box p-value: {predicciones[variable][ventana]['Ljung-Box p-value']}")

# Crear un DataFrame para almacenar los resultados
resultados_df = pd.DataFrame(columns=['Variable', 'Ventana', 'MAPE', 'MAE', 'RMSE', 'MSE', 'R2', 'Ljung-Box p-value'])

# Agregar los resultados al DataFrame usando pd.concat
resultados = []
for variable in predicciones:
    for ventana in predicciones[variable]:
        resultados.append({
            'Variable': variable,
            'Ventana': ventana,
            'MAPE': predicciones[variable][ventana]['mape'],
            'MAE': predicciones[variable][ventana]['mae'],
            'RMSE': predicciones[variable][ventana]['rmse'],
            'MSE': predicciones[variable][ventana]['mse'],
            'R2': predicciones[variable][ventana]['r2'],
            'Ljung-Box p-value': predicciones[variable][ventana]['Ljung-Box p-value']
        })

resultados_df = pd.concat([resultados_df, pd.DataFrame(resultados)], ignore_index=True)

# Mostrar la tabla de resultados
print("\nResultados del modelo ARIMA sin rolling por ventana:")
print(resultados_df)

Resultados para Price con ventana 7:
Modelo ARIMA(p=2, d=1, q=2)
MSE: 9.583710199508094e-18
MAE: 2.985947041705961e-09
RMSE: 3.0957568056144358e-09
R²: -4.976146836201406e+16
MAPE: 2.985947041705961e-06%
Ljung-Box p-value: 0.004167894469301648

Resultados para Price con ventana 14:
Modelo ARIMA(p=2, d=1, q=2)
MSE: 9.583710199508094e-18
MAE: 2.985947041705961e-09
RMSE: 3.0957568056144358e-09
R²: -4.976146836201406e+16
MAPE: 2.985947041705961e-06%
Ljung-Box p-value: 0.004167894469301648

Resultados para Price con ventana 21:
Modelo ARIMA(p=2, d=1, q=2)
MSE: 9.583710199508094e-18
MAE: 2.985947041705961e-09
RMSE: 3.0957568056144358e-09
R²: -4.976146836201406e+16
MAPE: 2.985947041705961e-06%
Ljung-Box p-value: 0.004167894469301648

Resultados para Price con ventana 28:
Modelo ARIMA(p=2, d=1, q=2)
MSE: 9.583710199508094e-18
MAE: 2.985947041705961e-09
RMSE: 3.0957568056144358e-09
R²: -4.976146836201406e+16
MAPE: 2.985947041705961e-06%
Ljung-Box p-value: 0.004167894469301648

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\1254920799.py:16: RuntimeWarning:

divide by zero encountered in divide

Resultados para Volatilidad_14 con ventana 7:
Modelo ARIMA(p=2, d=1, q=2)
MSE: 4.3868101422847745e-11
MAE: 6.353262805254867e-06
RMSE: 6.623299889243107e-06
R²: 0.0
MAPE: inf%
Ljung-Box p-value: 8.055365100423648e-19

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\1254920799.py:16: RuntimeWarning:

divide by zero encountered in divide

Resultados para Volatilidad_14 con ventana 14:
Modelo ARIMA(p=2, d=1, q=2)
MSE: 4.3868101422847745e-11
MAE: 6.353262805254867e-06
RMSE: 6.623299889243107e-06
R²: 0.0
MAPE: inf%
Ljung-Box p-value: 8.055365100423648e-19

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\1254920799.py:16: RuntimeWarning:

divide by zero encountered in divide

Resultados para Volatilidad_14 con ventana 21:
Modelo ARIMA(p=2, d=1, q=2)
MSE: 4.3868101422847745e-11
MAE: 6.353262805254867e-06
RMSE: 6.623299889243107e-06
R²: 0.0
MAPE: inf%
Ljung-Box p-value: 8.055365100423648e-19

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\1254920799.py:16: RuntimeWarning:

divide by zero encountered in divide

Resultados para Volatilidad_14 con ventana 28:
Modelo ARIMA(p=2, d=1, q=2)
MSE: 4.3868101422847745e-11
MAE: 6.353262805254867e-06
RMSE: 6.623299889243107e-06
R²: 0.0
MAPE: inf%
Ljung-Box p-value: 8.055365100423648e-19

Resultados para At con ventana 7:
Modelo ARIMA(p=2, d=1, q=2)
MSE: 1.0174333525088e-27
MAE: 3.1498613241508014e-14
RMSE: 3.1897231110376965e-14
R²: 0.0
MAPE: 7.286322529881441e-13%
Ljung-Box p-value: 0.08145282002778445

Resultados para At con ventana 14:
Modelo ARIMA(p=2, d=1, q=2)
MSE: 1.0174333525088e-27
MAE: 3.1498613241508014e-14
RMSE: 3.1897231110376965e-14
R²: 0.0
MAPE: 7.286322529881441e-13%
Ljung-Box p-value: 0.08145282002778445

Resultados para At con ventana 21:
Modelo ARIMA(p=2, d=1, q=2)
MSE: 1.0174333525088e-27
MAE: 3.1498613241508014e-14
RMSE: 3.1897231110376965e-14
R²: 0.0
MAPE: 7.286322529881441e-13%
Ljung-Box p-value: 0.08145282002778445

Resultados para At con ventana 28:
Modelo ARIMA(p=2, d=1, q=2)
MSE: 1.0174333525088e-27
MAE: 3.1498613241508014e-14
RMSE: 3.1897231110376965e-14
R²: 0.0
MAPE: 7.286322529881441e-13%
Ljung-Box p-value: 0.08145282002778445

Resultados del modelo ARIMA sin rolling por ventana:
          Variable Ventana          MAPE           MAE          RMSE  \
0            Price       7  2.985947e-06  2.985947e-09  3.095757e-09   
1            Price      14  2.985947e-06  2.985947e-09  3.095757e-09   
2            Price      21  2.985947e-06  2.985947e-09  3.095757e-09   
3            Price      28  2.985947e-06  2.985947e-09  3.095757e-09   
4   Volatilidad_14       7           inf  6.353263e-06  6.623300e-06   
5   Volatilidad_14      14           inf  6.353263e-06  6.623300e-06   
6   Volatilidad_14      21           inf  6.353263e-06  6.623300e-06   
7   Volatilidad_14      28           inf  6.353263e-06  6.623300e-06   
8               At       7  7.286323e-13  3.149861e-14  3.189723e-14   
9               At      14  7.286323e-13  3.149861e-14  3.189723e-14   
10              At      21  7.286323e-13  3.149861e-14  3.189723e-14   
11              At      28  7.286323e-13  3.149861e-14  3.189723e-14   

             MSE            R2  Ljung-Box p-value  
0   9.583710e-18 -4.976147e+16       4.167894e-03  
1   9.583710e-18 -4.976147e+16       4.167894e-03  
2   9.583710e-18 -4.976147e+16       4.167894e-03  
3   9.583710e-18 -4.976147e+16       4.167894e-03  
4   4.386810e-11  0.000000e+00       8.055365e-19  
5   4.386810e-11  0.000000e+00       8.055365e-19  
6   4.386810e-11  0.000000e+00       8.055365e-19  
7   4.386810e-11  0.000000e+00       8.055365e-19  
8   1.017433e-27  0.000000e+00       8.145282e-02  
9   1.017433e-27  0.000000e+00       8.145282e-02  
10  1.017433e-27  0.000000e+00       8.145282e-02  
11  1.017433e-27  0.000000e+00       8.145282e-02  

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\1254920799.py:104: FutureWarning:

The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.

import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
from statsmodels.graphics.gofplots import qqplot
from statsmodels.tsa.stattools import acf
from statsmodels.stats.diagnostic import acorr_ljungbox
from statsmodels.stats.stattools import jarque_bera  # Asegúrate de importar esta función

# Función para calcular métricas sobre los residuos
def calcular_metricas_residuos(y_true, y_pred):
    residuals = y_true - y_pred
    mse = mean_squared_error(y_true, y_pred)
    mae = mean_absolute_error(y_true, y_pred)
    rmse = np.sqrt(mse)
    r2 = r2_score(y_true, y_pred)
    mape = mean_absolute_percentage_error(y_true, y_pred)
    return mse, mae, rmse, r2, mape, residuals

# Crear un DataFrame vacío para almacenar las métricas y pruebas de hipótesis
resultados_df = pd.DataFrame(columns=['Variable', 'Ventana', 'MAPE', 'MAE', 'RMSE', 'MSE', 'R2', 
                                      'Ljung-Box p-value', 'Jarque-Bera p-value'])

# Para cada variable y cada ventana
for variable in variables:
    for ventana in ventanas:
        # Obtener predicciones y valores reales del conjunto de validación
        y_valid_true = df[variable].iloc[train_size:].values  # Valores reales de validación
        y_valid_pred = predicciones[variable][ventana]['predictions']  # Predicciones para la validación

        # Cálculo de las métricas y los residuos
        mse, mae, rmse, r2, mape, residuals = calcular_metricas_residuos(y_valid_true, y_valid_pred)

        # Pruebas de hipótesis
        ljung_box_pvalue = acorr_ljungbox(residuals, lags=[10], return_df=True)['lb_pvalue'].values[0]
        jb_test_pvalue = jarque_bera(residuals)[1]

        # Crear un nuevo DataFrame para agregar a resultados_df
        nuevo_resultado = pd.DataFrame({
            'Variable': [variable],
            'Ventana': [ventana],
            'MAPE': [mape],
            'MAE': [mae],
            'RMSE': [rmse],
            'MSE': [mse],
            'R2': [r2],
            'Ljung-Box p-value': [ljung_box_pvalue],
            'Jarque-Bera p-value': [jb_test_pvalue]
        })

        # Concatenar el nuevo resultado al DataFrame existente
        resultados_df = pd.concat([resultados_df, nuevo_resultado], ignore_index=True)

        # Visualización de los residuos

        # 1. Serie de residuos
        plt.figure(figsize=(10, 4))
        plt.plot(residuals, label=f'Residuals - {variable} (Ventana {ventana})')
        plt.title(f'Serie de Residuos - {variable} (Ventana {ventana})')
        plt.xlabel('Tiempo')
        plt.ylabel('Residuos')
        plt.legend()
        plt.show()

        # 2. QQ-Plot para la normalidad
        qqplot(residuals, line='s')
        plt.title(f'QQ-Plot - {variable} (Ventana {ventana})')
        plt.show()

        # 3. ACF de residuos
        plt.figure(figsize=(10, 4))
        acf_values = acf(residuals, fft=False)
        sns.barplot(x=np.arange(len(acf_values)), y=acf_values)
        plt.title(f'ACF de Residuos - {variable} (Ventana {ventana})')
        plt.xlabel('Rezagos')
        plt.ylabel('Autocorrelación')
        plt.show()

# Mostrar la tabla de resultados
print(resultados_df)

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\101724467.py:52: FutureWarning:

The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\1254920799.py:16: RuntimeWarning:

divide by zero encountered in divide

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\1254920799.py:16: RuntimeWarning:

divide by zero encountered in divide

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\1254920799.py:16: RuntimeWarning:

divide by zero encountered in divide

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\1254920799.py:16: RuntimeWarning:

divide by zero encountered in divide

          Variable Ventana          MAPE           MAE          RMSE  \
0            Price       7  2.985947e-06  2.985947e-09  3.095757e-09   
1            Price      14  2.985947e-06  2.985947e-09  3.095757e-09   
2            Price      21  2.985947e-06  2.985947e-09  3.095757e-09   
3            Price      28  2.985947e-06  2.985947e-09  3.095757e-09   
4   Volatilidad_14       7           inf  6.353263e-06  6.623300e-06   
5   Volatilidad_14      14           inf  6.353263e-06  6.623300e-06   
6   Volatilidad_14      21           inf  6.353263e-06  6.623300e-06   
7   Volatilidad_14      28           inf  6.353263e-06  6.623300e-06   
8               At       7  7.286323e-13  3.149861e-14  3.189723e-14   
9               At      14  7.286323e-13  3.149861e-14  3.189723e-14   
10              At      21  7.286323e-13  3.149861e-14  3.189723e-14   
11              At      28  7.286323e-13  3.149861e-14  3.189723e-14   

             MSE            R2  Ljung-Box p-value  Jarque-Bera p-value  
0   9.583710e-18 -4.976147e+16       4.167894e-03         2.886901e-10  
1   9.583710e-18 -4.976147e+16       4.167894e-03         2.886901e-10  
2   9.583710e-18 -4.976147e+16       4.167894e-03         2.886901e-10  
3   9.583710e-18 -4.976147e+16       4.167894e-03         2.886901e-10  
4   4.386810e-11  0.000000e+00       8.055365e-19         3.378241e-02  
5   4.386810e-11  0.000000e+00       8.055365e-19         3.378241e-02  
6   4.386810e-11  0.000000e+00       8.055365e-19         3.378241e-02  
7   4.386810e-11  0.000000e+00       8.055365e-19         3.378241e-02  
8   1.017433e-27  0.000000e+00       8.145282e-02         6.337390e-25  
9   1.017433e-27  0.000000e+00       8.145282e-02         6.337390e-25  
10  1.017433e-27  0.000000e+00       8.145282e-02         6.337390e-25  
11  1.017433e-27  0.000000e+00       8.145282e-02         6.337390e-25  

import pandas as pd
import numpy as np
from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
from statsmodels.stats.diagnostic import acorr_ljungbox

# Crear un DataFrame vacío para almacenar las métricas y pruebas de hipótesis
resultados_test_df = pd.DataFrame(columns=['Variable', 'Ventana', 'MAPE', 'MAE', 'RMSE', 'MSE', 'R2', 
                                           'Ljung-Box p-value'])

# Para cada variable y cada ventana
for variable in variables:
    for ventana in ventanas:
        # Obtener predicciones y valores reales del conjunto de validación
        y_valid_true = df[variable].iloc[train_size:].values  # Valores reales de validación
        y_valid_pred = predicciones[variable][ventana]['predictions']  # Predicciones para la validación

        # Calcular las métricas de error
        mse = mean_squared_error(y_valid_true, y_valid_pred)
        mae = mean_absolute_error(y_valid_true, y_valid_pred)
        rmse = np.sqrt(mse)
        r2 = r2_score(y_valid_true, y_valid_pred)
        mape = mean_absolute_percentage_error(y_valid_true, y_valid_pred)

        # Calcular los residuos y realizar la prueba de Ljung-Box
        residuals = y_valid_true - y_valid_pred
        ljung_box_pvalue = acorr_ljungbox(residuals, lags=[10], return_df=True)['lb_pvalue'].values[0]

        # Crear un nuevo DataFrame para agregar a resultados_test_df
        nuevo_resultado_test = pd.DataFrame({
            'Variable': [variable],
            'Ventana': [ventana],
            'MAPE': [mape],
            'MAE': [mae],
            'RMSE': [rmse],
            'MSE': [mse],
            'R2': [r2],
            'Ljung-Box p-value': [ljung_box_pvalue]
        })

        # Concatenar el nuevo resultado al DataFrame existente
        resultados_test_df = pd.concat([resultados_test_df, nuevo_resultado_test], ignore_index=True)

# Mostrar la tabla de resultados en el conjunto de test
print(resultados_test_df)

          Variable Ventana          MAPE           MAE          RMSE  \
0            Price       7  2.985947e-06  2.985947e-09  3.095757e-09   
1            Price      14  2.985947e-06  2.985947e-09  3.095757e-09   
2            Price      21  2.985947e-06  2.985947e-09  3.095757e-09   
3            Price      28  2.985947e-06  2.985947e-09  3.095757e-09   
4   Volatilidad_14       7           inf  6.353263e-06  6.623300e-06   
5   Volatilidad_14      14           inf  6.353263e-06  6.623300e-06   
6   Volatilidad_14      21           inf  6.353263e-06  6.623300e-06   
7   Volatilidad_14      28           inf  6.353263e-06  6.623300e-06   
8               At       7  7.286323e-13  3.149861e-14  3.189723e-14   
9               At      14  7.286323e-13  3.149861e-14  3.189723e-14   
10              At      21  7.286323e-13  3.149861e-14  3.189723e-14   
11              At      28  7.286323e-13  3.149861e-14  3.189723e-14   

             MSE            R2  Ljung-Box p-value  
0   9.583710e-18 -4.976147e+16       4.167894e-03  
1   9.583710e-18 -4.976147e+16       4.167894e-03  
2   9.583710e-18 -4.976147e+16       4.167894e-03  
3   9.583710e-18 -4.976147e+16       4.167894e-03  
4   4.386810e-11  0.000000e+00       8.055365e-19  
5   4.386810e-11  0.000000e+00       8.055365e-19  
6   4.386810e-11  0.000000e+00       8.055365e-19  
7   4.386810e-11  0.000000e+00       8.055365e-19  
8   1.017433e-27  0.000000e+00       8.145282e-02  
9   1.017433e-27  0.000000e+00       8.145282e-02  
10  1.017433e-27  0.000000e+00       8.145282e-02  
11  1.017433e-27  0.000000e+00       8.145282e-02  

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\3768060156.py:41: FutureWarning:

The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\1254920799.py:16: RuntimeWarning:

divide by zero encountered in divide

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\1254920799.py:16: RuntimeWarning:

divide by zero encountered in divide

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\1254920799.py:16: RuntimeWarning:

divide by zero encountered in divide

C:\Users\Maestriadatos\AppData\Local\Temp\ipykernel_11704\1254920799.py:16: RuntimeWarning:

divide by zero encountered in divide

Garch con Rolling

import pandas as pd
import numpy as np
from arch import arch_model
from concurrent.futures import ThreadPoolExecutor
import warnings

# Suprimir warnings
warnings.filterwarnings("ignore")

# Parámetros generales
ventanas = [14, 28, 21, 7]  # Ventanas de rolling para todas las variables
step_size = 5  # Tamaño de paso para el rolling
train_size = len(df) - 28
test_size = 28

# Función para ejecutar el rolling de GARCH en paralelo
def ajustar_garch(variable, ventana, start, train_series):
    end = start + ventana
    rolling_train_series = train_series[start:end]
    
    # Ajustar el modelo GARCH(1,1)
    model = arch_model(rolling_train_series, vol='Garch', p=1, q=1)
    model_fit = model.fit(disp=False, tol=1e-4)  # Ajustar el modelo

    # Realizar predicciones
    forecast = model_fit.forecast(horizon=test_size)
    var_pred = forecast.variance.values[-1, :]  # Predicciones de varianza
    
    # Guardar predicciones y resultados del modelo
    return start, var_pred, model_fit.params, model_fit.loglikelihood, model_fit.aic, model_fit.bic

# Función para realizar el ajuste de GARCH para una variable
def procesar_variable(variable):
    predicciones = {}
    resultados_modelo = {}
    
    # Tomar la serie de entrenamiento para cada variable
    train_series = df[variable].iloc[:train_size].dropna().reset_index(drop=True)

    for ventana in ventanas:
        predicciones[ventana] = {}
        resultados_modelo[ventana] = {}

        # Ejecutar rolling con paso fijo
        with ThreadPoolExecutor() as executor:
            futures = []
            for start in range(0, len(train_series) - ventana, step_size):  # Usamos step_size para saltar puntos
                futures.append(executor.submit(ajustar_garch, variable, ventana, start, train_series))
            
            # Obtener resultados de tareas paralelas
            for future in futures:
                start, var_pred, params, loglikelihood, aic, bic = future.result()
                
                # Guardar predicciones
                predicciones[ventana][start] = var_pred
                
                # Almacenar los resultados del modelo (parámetros ajustados, AIC, BIC)
                resultados_modelo[ventana][start] = {
                    'params': params,
                    'loglikelihood': loglikelihood,
                    'aic': aic,
                    'bic': bic
                }

    return predicciones, resultados_modelo

# Procesar cada variable por separado
print("Procesando variable: Price")
predicciones_price, resultados_modelo_price = procesar_variable('Price')

print("Procesando variable: Volatilidad_14")
predicciones_volatilidad, resultados_modelo_volatilidad = procesar_variable('Volatilidad_14')

print("Procesando variable: At")
predicciones_at, resultados_modelo_at = procesar_variable('At')

# Imprimir o almacenar resultados finales por variable
print("Predicciones Price:", predicciones_price)
print("Resultados Modelo Price:", resultados_modelo_price)

print("Predicciones Volatilidad_14:", predicciones_volatilidad)
print("Resultados Modelo Volatilidad_14:", resultados_modelo_volatilidad)

print("Predicciones At:", predicciones_at)
print("Resultados Modelo At:", resultados_modelo_at)

Procesando variable: Price

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.

Procesando variable: Volatilidad_14

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 8. The message is:
Positive directional derivative for linesearch
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 8. The message is:
Positive directional derivative for linesearch
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.

Procesando variable: At

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 8. The message is:
Positive directional derivative for linesearch
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.

Predicciones Price: {14: {0: array([11456466.77541566, 11459089.84352173, 11460973.40115409,
       11462325.93536631, 11463297.15534056, 11463994.56338383,
       11464495.35413331, 11464854.95906931, 11465113.18210983,
       11465298.60542296, 11465431.75312731, 11465527.3630637 ,
       11465596.01809595, 11465645.31750594, 11465680.71814222,
       11465706.13842715, 11465724.39207889, 11465737.49955596,
       11465746.91169758, 11465753.670314  , 11465758.52350234,
       11465762.00845186, 11465764.51090433, 11465766.30785098,
       11465767.59819208, 11465768.52475278, 11465769.19009215,
       11465769.66785521]), 5: array([6447101.89787382, 6446211.09566383, 6445656.09179148,
       6445310.30313619, 6445094.86356886, 6444960.63647245,
       6444877.00785383, 6444824.90402354, 6444792.44134299,
       6444772.2158505 , 6444759.61459454, 6444751.76352977,
       6444746.87201591, 6444743.82441556, 6444741.92564389,
       6444740.74263647, 6444740.00557756, 6444739.54636165,
       6444739.26025256, 6444739.08199565, 6444738.97093477,
       6444738.90173959, 6444738.85862835, 6444738.83176839,
       6444738.81503361, 6444738.8046072 , 6444738.79811115,
       6444738.79406386]), 10: array([21957181.20718954, 19194834.37462831, 17581744.72553679,
       16639770.97143236, 16089699.52690891, 15768481.87858092,
       15580904.8308635 , 15471368.04478239, 15407403.35586663,
       15370050.77711688, 15348238.5059575 , 15335501.09426985,
       15328063.00332944, 15323719.48376718, 15321183.05844798,
       15319701.89707467, 15318836.96365944, 15318331.88040096,
       15318036.93388425, 15317864.69802758, 15317764.11982563,
       15317705.38655774, 15317671.08889991, 15317651.06056886,
       15317639.36490012, 15317632.53514146, 15317628.54686133,
       15317626.21788029]), 15: array([90726612.10543607, 72785020.2393869 , 60832156.27385303,
       52869041.40393379, 47563936.40028151, 44029623.56422143,
       41675029.78812474, 40106376.38713898, 39061324.1503564 ,
       38365100.12985705, 37901268.87850007, 37592259.96269009,
       37386395.20094599, 37249246.08336515, 37157875.99994804,
       37097004.35679853, 37056451.07282257, 37029434.07843661,
       37011435.09255709, 36999443.99213849, 36991455.4037696 ,
       36986133.3280718 , 36982587.70919333, 36980225.58322122,
       36978651.91179758, 36977603.51650503, 36976905.06530808,
       36976439.75028999]), 20: array([28935083.03950579, 31498918.63622106, 32867493.55711483,
       33598038.57197423, 33988003.35255589, 34196166.47324103,
       34307283.9047915 , 34366598.36718875, 34398260.41517154,
       34415161.60995521, 34424183.46429864, 34428999.32831511,
       34431570.03554916, 34432942.27854866, 34433674.78158314,
       34434065.7915542 , 34434274.51259734, 34434385.9278478 ,
       34434445.40128586, 34434477.14819502, 34434494.09468868,
       34434503.14072356, 34434507.96949514, 34434510.54709243,
       34434511.92301334, 34434512.65747964, 34434513.04953761,
       34434513.25881807]), 25: array([ 4083665.97918267,  6715265.43357115,  9278850.63647932,
       11776179.43080257, 14208964.2276102 , 16578873.18034072,
       18887531.32864975, 21136521.71269498, 23327386.45862224,
       25461627.83599682, 27540709.28790539, 29566056.43443464,
       31539058.0502148 , 33461067.01669838, 35333401.24982698,
       37157344.60372248, 38934147.751022  , 40665029.04046057,
       42351175.33228917, 43993742.81210145, 45593857.78362679,
       47152617.44103346, 48671090.62127149, 50150318.53697103,
       51591315.49039882, 52995069.56896229, 54362543.32273822,
       55694674.4244905 ]), 30: array([10407750.68865831, 10702648.55793871, 10988813.70699828,
       11266504.73520446, 11535972.58410089, 11797460.76417616,
       12051205.57491742, 12297436.31834753, 12536375.50623881,
       12768239.06119065, 12993236.51175273, 13211571.18176996,
       13423440.37412056, 13629035.54901311, 13828542.49700367,
       14022141.50688955, 14210007.52863114, 14392310.33144926,
       14569214.65724085, 14740880.36945154, 14907462.59753973,
       15069111.87716272, 15225974.28621154, 15378191.57681738,
       15525901.30344903, 15669236.94721696, 15808328.0364964 ,
       15943300.26397854]), 35: array([26626505.39746513, 22708805.52500874, 20182193.5561806 ,
       18552725.18217189, 17501844.70877413, 16824108.46854759,
       16387021.26125437, 16105133.9790935 , 15923338.58788056,
       15806094.68807453, 15730481.48385623, 15681716.84312341,
       15650267.43940635, 15629985.01797772, 15616904.43232625,
       15608468.47108823, 15603027.93165783, 15599519.20651572,
       15597256.35146607, 15595796.98580809, 15594855.80836765,
       15594248.82205854, 15593857.36305875, 15593604.90242461,
       15593442.0849346 , 15593337.08030627, 15593269.36048103,
       15593225.68645633]), 40: array([7161143.66293472, 7339978.60271802, 7433091.02053333,
       7481571.04553246, 7506812.71446408, 7519955.0725892 ,
       7526797.78879615, 7530360.52576034, 7532215.50473244,
       7533181.32034597, 7533684.18308102, 7533946.00420582,
       7534082.32431193, 7534153.30090459, 7534190.25566388,
       7534209.49657391, 7534219.51456959, 7534224.73055144,
       7534227.44631091, 7534228.86030154, 7534229.59651163,
       7534229.97982768, 7534230.17940547, 7534230.28331789,
       7534230.33742106, 7534230.36559048, 7534230.38025721,
       7534230.3878936 ]), 45: array([1741173.99379021, 2042210.48500413, 2328809.1625691 ,
       2601662.46899308, 2861429.63700319, 3108738.28229827,
       3344185.91991238, 3568341.40785303, 3781746.32150209,
       3984916.26209985, 4178342.10247378, 4362491.17302173,
       4537808.39081498, 4704717.33454901, 4863621.26793942,
       5014904.11403532, 5158931.38280434, 5296051.05423036,
       5426594.41905757, 5550876.87921213, 5669198.70983533,
       5781845.78476945, 5889090.26724894, 5991191.26746596,
       6088395.46859873, 6180937.72281539, 6269041.61869334,
       6352920.02142493]), 50: array([1467760.51832127, 1576887.20702621, 1629029.50419003,
       1653943.84169798, 1665848.26952766, 1671536.37590041,
       1674254.23471485, 1675552.86664105, 1676173.37160281,
       1676469.85777399, 1676611.52311934, 1676679.21285338,
       1676711.55597924, 1676727.0099887 , 1676734.39413609,
       1676737.92238764, 1676739.60823683, 1676740.41375976,
       1676740.79865017, 1676740.98255632, 1676741.07042933,
       1676741.11241631, 1676741.13247829, 1676741.14206419,
       1676741.14664447, 1676741.14883299, 1676741.1498787 ,
       1676741.15037836]), 55: array([2356783.05080849, 2123358.34328134, 1981142.7990833 ,
       1894497.03983268, 1841707.538949  , 1809545.18700413,
       1789950.06173662, 1778011.60229473, 1770738.01705861,
       1766306.5372312 , 1763606.62888844, 1761961.69190505,
       1760959.50318757, 1760348.9130947 , 1759976.90704933,
       1759750.2599101 , 1759612.17364413, 1759528.04367491,
       1759476.78693571, 1759445.55842894, 1759426.53225501,
       1759414.94043293, 1759407.87803879, 1759403.57522853,
       1759400.95371298, 1759399.35653732, 1759398.3834475 ,
       1759397.79058611]), 60: array([2608960.83601137, 2608961.80433618, 2608962.27503837,
       2608962.50384647, 2608962.61506997, 2608962.66913565,
       2608962.69541695, 2608962.70819228, 2608962.71440236,
       2608962.71742108, 2608962.71888847, 2608962.71960177,
       2608962.71994851, 2608962.72011706, 2608962.72019899,
       2608962.72023882, 2608962.72025817, 2608962.72026759,
       2608962.72027216, 2608962.72027438, 2608962.72027546,
       2608962.72027599, 2608962.72027624, 2608962.72027637,
       2608962.72027643, 2608962.72027646, 2608962.72027647,
       2608962.72027648]), 65: array([1808852.69055309, 2725366.7659816 , 3200157.03974909,
       3446117.04200963, 3573533.97966499, 3639540.9558085 ,
       3673735.16091015, 3691449.10163046, 3700625.61837971,
       3705379.41432941, 3707842.06726721, 3709117.81817369,
       3709778.70722972, 3710121.0737075 , 3710298.43298444,
       3710390.31205308, 3710437.90901785, 3710462.56611427,
       3710475.33945826, 3710481.95655194, 3710485.38446625,
       3710487.16026045, 3710488.08019156, 3710488.55675199,
       3710488.80362901, 3710488.93152099, 3710488.99777406,
       3710489.03209575]), 70: array([ 754956.08652432, 1279412.43590524, 1669161.14798492,
       1958802.14241102, 2174048.28191587, 2334008.03023653,
       2452881.80489128, 2541222.6184336 , 2606872.92153857,
       2655660.81611361, 2691917.44471225, 2718861.4874669 ,
       2738884.90023375, 2753765.26033718, 2764823.57089522,
       2773041.53279589, 2779148.6951374 , 2783687.22090771,
       2787060.01747277, 2789566.50465495, 2791429.19571066,
       2792813.45093194, 2793842.15749698, 2794606.63877232,
       2795174.76153949, 2795596.96086469, 2795910.7174689 ,
       2796143.88507674]), 75: array([1082244.04006698, 1619264.18285525, 1930469.26736774,
       2110813.72171832, 2215323.97503234, 2275888.03887944,
       2310985.12948409, 2331324.01843349, 2343110.47698516,
       2349940.77167509, 2353898.95176344, 2356192.73121558,
       2357521.98457384, 2358292.29162703, 2358738.68730661,
       2358997.37519208, 2359147.28574262, 2359234.15944034,
       2359284.50305743, 2359313.67736276, 2359330.58397655,
       2359340.38141943, 2359346.05907246, 2359349.3492926 ,
       2359351.25598689, 2359352.36092301, 2359353.00123743,
       2359353.37230192]), 80: array([573820.60281127, 603557.64800917, 623450.93207702, 636759.00449547,
       645661.74729504, 651617.44297079, 655601.64332126, 658266.96628216,
       660049.99571366, 661242.79448523, 662040.74480749, 662574.55212853,
       662931.65488048, 663170.54702456, 663330.35944883, 663437.26966578,
       663508.78972776, 663556.63472715, 663588.64174593, 663610.05358132,
       663624.37752376, 663633.95985631, 663640.37017926, 663644.65851304,
       663647.52729309, 663649.44642985, 663650.73028077, 663651.58914253]), 85: array([725525.94281726, 731591.10659077, 737204.8747912 , 742400.84221846,
       747210.10340298, 751661.43868648, 755781.48645388, 759594.90254694,
       763124.50781361, 766391.42467622, 769415.20353556, 772213.93976753,
       774804.3820123 , 777202.03240426, 779421.23934222, 781475.28335551,
       783376.45657929, 785136.1363152 , 786764.85311713, 788272.35380988,
       789667.65981762, 790959.12115133, 792154.46637827, 793260.84887248,
       794284.88962315, 795232.71685695, 796110.00271161, 796921.99717992]), 90: array([722638.42291374, 722639.09079167, 722639.43253363, 722639.60739726,
       722639.69687206, 722639.74265481, 722639.76608108, 722639.77806791,
       722639.78420137, 722639.78733976, 722639.78894562, 722639.78976731,
       722639.79018776, 722639.79040289, 722639.79051297, 722639.7905693 ,
       722639.79059812, 722639.79061287, 722639.79062041, 722639.79062428,
       722639.79062625, 722639.79062726, 722639.79062778, 722639.79062804,
       722639.79062818, 722639.79062825, 722639.79062828, 722639.7906283 ]), 95: array([934864.59405249, 935156.8058138 , 935367.91785669, 935520.43839336,
       935630.6287633 , 935710.23717468, 935767.75126749, 935809.30304341,
       935839.32264379, 935861.01067966, 935876.67947253, 935887.99958797,
       935896.177947  , 935902.0865048 , 935906.35521631, 935909.43920034,
       935911.6672632 , 935913.27695508, 935914.43989712, 935915.28007914,
       935915.88707916, 935916.32561392, 935916.64243884, 935916.87133297,
       935917.03670039, 935917.15617216, 935917.24248603, 935917.30484457]), 100: array([6583886.03354456, 6249665.11453744, 5964968.76037018,
       5722458.46413583, 5515883.13249277, 5339917.95366918,
       5190027.14186634, 5062347.0200768 , 4953586.42758875,
       4860941.88501971, 4782025.33012166, 4714802.56163171,
       4657540.80445931, 4608764.04461848, 4567214.9825908 ,
       4531822.624406  , 4501674.67504805, 4475994.02258224,
       4454118.70684385, 4435484.85634916, 4419612.15360005,
       4406091.45412714, 4394574.24013239, 4384763.63688167,
       4376406.76028053, 4369288.1983795 , 4363224.45878428,
       4358059.2388438 ]), 105: array([11484048.51920261, 10148807.36511233,  9393520.89247944,
        8966288.96213132,  8724622.88055476,  8587923.13777808,
        8510598.1794997 ,  8466858.89329985,  8442117.52647771,
        8428122.43681322,  8420206.03768599,  8415728.08315738,
        8413195.10365014,  8411762.30991741,  8410951.84229432,
        8410493.39684395,  8410234.07466381,  8410087.38765217,
        8410004.41334055,  8409957.47846669,  8409930.9294982 ,
        8409915.91192875,  8409907.41715833,  8409902.61204492,
        8409899.89400619,  8409898.3565327 ,  8409897.4868524 ,
        8409896.99491297]), 110: array([2656420.34058049, 3388334.49136494, 4006451.49447606,
       4528464.39602412, 4969315.34820805, 5341623.31505166,
       5656045.278957  , 5921581.28728965, 6145832.07068105,
       6335216.60714158, 6495155.85956224, 6630227.94592666,
       6744299.18384172, 6840634.76041948, 6921992.1953364 ,
       6990700.2723667 , 7048725.69873394, 7097729.40034557,
       7139114.06431069, 7174064.28960346, 7203580.4951487 ,
       7228507.55591844, 7249558.98672196, 7267337.36592877,
       7282351.5837352 , 7295031.40869093, 7305739.78943915,
       7314783.2437967 ]), 115: array([350721.82406837, 350864.21791808, 350967.79098908, 351043.12697487,
       351097.92414077, 351137.78197708, 351166.77338732, 351187.86088089,
       351203.19929946, 351214.35601107, 351222.47107283, 351228.37372852,
       351232.66714553, 351235.79004997, 351238.06155821, 351239.71378606,
       351240.91556769, 351241.78970807, 351242.42553191, 351242.88801134,
       351243.22440519, 351243.46908812, 351243.64706324, 351243.77651707,
       351243.87067796, 351243.9391678 , 351243.98898528, 351244.02522105]), 120: array([513898.51763315, 513898.5292143 , 513898.53494223, 513898.53777521,
       513898.53917637, 513898.53986937, 513898.54021213, 513898.54038165,
       513898.54046549, 513898.54050696, 513898.54052747, 513898.54053762,
       513898.54054263, 513898.54054511, 513898.54054634, 513898.54054695,
       513898.54054725, 513898.5405474 , 513898.54054747, 513898.54054751,
       513898.54054753, 513898.54054753, 513898.54054754, 513898.54054754,
       513898.54054754, 513898.54054754, 513898.54054754, 513898.54054754]), 125: array([1011481.02123433,  790664.23618527,  676565.29029828,
        617608.859746  ,  587145.29431649,  571404.36817859,
        563270.8239862 ,  559068.1144029 ,  556896.51891836,
        555774.42688345,  555194.62712618,  554895.03694279,
        554740.23474278,  554660.24640386,  554618.91537393,
        554597.55908551,  554586.52400955,  554580.82204022,
        554577.87575745,  554576.35337428,  554575.56673881,
        554575.16027388,  554574.95024809,  554574.841725  ,
        554574.78564968,  554574.75667483,  554574.74170314,
        554574.73396707]), 130: array([965410.39769576, 965409.79728991, 965409.5209271 , 965409.39371914,
       965409.33516616, 965409.30821462, 965409.295809  , 965409.29009878,
       965409.2874704 , 965409.28626058, 965409.2857037 , 965409.28544738,
       965409.28532939, 965409.28527509, 965409.28525009, 965409.28523858,
       965409.28523329, 965409.28523085, 965409.28522973, 965409.28522921,
       965409.28522897, 965409.28522886, 965409.28522881, 965409.28522879,
       965409.28522878, 965409.28522877, 965409.28522877, 965409.28522877]), 135: array([1424778.15611388, 1544633.92003879, 1644925.83611549,
       1728847.27719561, 1799070.36743528, 1857831.06481297,
       1907000.35577593, 1948143.82890834, 1982571.52449321,
       2011379.64721708, 2035485.47018243, 2055656.54159886,
       2072535.12411694, 2086658.64497204, 2098476.80808679,
       2108365.91299481, 2116640.83651147, 2123565.05865729,
       2129359.05206741, 2134207.30201224, 2138264.18055244,
       2141658.86186574, 2144499.43525355, 2146876.34678863,
       2148865.27918864, 2150529.56161289, 2151922.18611215,
       2153087.49493697]), 140: array([347994.77164702, 347995.44663004, 347995.78949801, 347995.96366305,
       347996.05213285, 347996.09707244, 347996.11990019, 347996.1314959 ,
       347996.13738611, 347996.14037814, 347996.14189798, 347996.14267001,
       347996.14306218, 347996.14326138, 347996.14336257, 347996.14341397,
       347996.14344008, 347996.14345335, 347996.14346008, 347996.14346351,
       347996.14346524, 347996.14346613, 347996.14346658, 347996.1434668 ,
       347996.14346692, 347996.14346698, 347996.14346701, 347996.14346702]), 145: array([13200806.46717547, 11678048.31661465, 10525667.30242602,
        9653577.40333514,  8993604.02410358,  8494154.52727031,
        8116185.03980788,  7830148.24457949,  7613683.55380824,
        7449869.0966043 ,  7325898.87174494,  7232081.65369229,
        7161083.39251204,  7107353.88320395,  7066692.88499783,
        7035921.77250473,  7012635.05044091,  6995012.30688237,
        6981675.9047181 ,  6971583.28650029,  6963945.47375019,
        6958165.38949985,  6953791.18250706,  6950480.90431957,
        6947975.77785971,  6946079.96783274,  6944645.27153459,
        6943559.53328094]), 150: array([9483285.77662111, 9265062.06857721, 9133387.61036428,
       9053936.28446992, 9005995.98327527, 8977069.18497753,
       8959614.98383764, 8949083.25701825, 8942728.49641308,
       8938894.08416128, 8936580.43015756, 8935184.38964408,
       8934342.02984777, 8933833.75661389, 8933527.0685675 ,
       8933342.01542771, 8933230.35582784, 8933162.98130906,
       8933122.32805769, 8933097.79820758, 8933082.99709017,
       8933074.06621308, 8933068.67739253, 8933065.42582086,
       8933063.46384825, 8933062.28000951, 8933061.56569058,
       8933061.13467619]), 155: array([ 503375.81344459,  769309.82856775,  909805.10815304,
        984030.00028129, 1023243.66374182, 1043960.5871068 ,
       1054905.51996529, 1060687.82427594, 1063742.66650963,
       1065356.56653484, 1066209.20411547, 1066659.6600499 ,
       1066897.63988267, 1067023.36672181, 1067089.78931693,
       1067124.88095825, 1067143.42018105, 1067153.21461555,
       1067158.38910145, 1067161.12282788, 1067162.56707959,
       1067163.33009048, 1067163.73319585, 1067163.94615996,
       1067164.05867077, 1067164.11811122, 1067164.14951413,
       1067164.16610457]), 160: array([127799.93517173, 128358.00162136, 128807.16747126, 129168.68348939,
       129459.65358738, 129693.84403449, 129882.33476223, 130034.04357393,
       130156.14806058, 130254.42518431, 130333.52459592, 130397.18861742,
       130448.42929734, 130489.67091573, 130522.86468071, 130549.58104337,
       130571.08399835, 130588.39088547, 130602.32052175, 130613.53194096,
       130622.55557362, 130629.81834248, 130635.66386097, 130640.36869008,
       130644.15542295, 130647.20321607, 130649.65626551, 130651.63062902]), 165: array([173172.02601058, 160239.7305015 , 154059.84455022, 151106.69595073,
       149695.49083798, 149021.12590063, 148698.87078364, 148544.87647776,
       148471.28805359, 148436.12275224, 148419.31850031, 148411.28834353,
       148407.45101605, 148405.61729316, 148404.74102194, 148404.32228297,
       148404.12218244, 148404.02656149, 148403.98086763, 148403.95903214,
       148403.94859774, 148403.94361151, 148403.94122877, 148403.94009014,
       148403.93954603, 148403.93928602, 148403.93916177, 148403.93910239]), 170: array([364410.30058336, 364410.17068099, 364410.10793047, 364410.07761825,
       364410.06297566, 364410.05590243, 364410.05248564, 364410.05083512,
       364410.05003783, 364410.04965269, 364410.04946664, 364410.04937677,
       364410.04933336, 364410.04931239, 364410.04930226, 364410.04929736,
       364410.049295  , 364410.04929386, 364410.04929331, 364410.04929304,
       364410.04929291, 364410.04929285, 364410.04929282, 364410.0492928 ,
       364410.0492928 , 364410.04929279, 364410.04929279, 364410.04929279]), 175: array([150518.18983532, 150506.21661792, 150499.28285259, 150495.26746558,
       150492.94212977, 150491.5955132 , 150490.8156791 , 150490.36407228,
       150490.10254393, 150489.95109123, 150489.86338402, 150489.81259222,
       150489.78317837, 150489.76614463, 150489.75628028, 150489.75056777,
       150489.74725963, 150489.74534386, 150489.74423442, 150489.74359194,
       150489.74321988, 150489.74300441, 150489.74287964, 150489.74280738,
       150489.74276553, 150489.7427413 , 150489.74272726, 150489.74271914]), 180: array([92987.05255177, 80391.51768682, 75187.91530116, 73038.14730176,
       72150.01210065, 71783.09616569, 71631.51192136, 71568.88781338,
       71543.01587057, 71532.32737621, 71527.91163084, 71526.08735078,
       71525.33368465, 71525.02232201, 71524.89368854, 71524.84054611,
       71524.81859133, 71524.80952114, 71524.80577397, 71524.80422589,
       71524.80358634, 71524.80332212, 71524.80321296, 71524.80316786,
       71524.80314923, 71524.80314154, 71524.80313836, 71524.80313704]), 185: array([290249.50648517, 290249.54338733, 290249.56182893, 290249.57104498,
       290249.57565064, 290249.57795229, 290249.57910252, 290249.57967734,
       290249.5799646 , 290249.58010816, 290249.5801799 , 290249.58021575,
       290249.58023367, 290249.58024262, 290249.5802471 , 290249.58024933,
       290249.58025045, 290249.58025101, 290249.58025129, 290249.58025143,
       290249.5802515 , 290249.58025153, 290249.58025155, 290249.58025156,
       290249.58025156, 290249.58025157, 290249.58025157, 290249.58025157]), 190: array([84035.42738248, 83216.73600353, 82542.63458341, 81987.58693507,
       81530.56684471, 81154.26156062, 80844.41595466, 80589.2925121 ,
       80379.22669321, 80206.26082296, 80063.84263978, 79946.57708404,
       79850.02192334, 79770.5194727 , 79705.05803478, 79651.15781133,
       79606.7769639 , 79570.23426534, 79540.1454118 , 79515.37058283,
       79494.97126285, 79478.17468857, 79464.34457521, 79452.95701294,
       79443.5806202 , 79435.8602022 , 79429.50329547, 79424.26908883]), 195: array([2097477.00663522, 1662593.91289272, 1359168.72771606,
       1147463.9171032 ,  999753.9410492 ,  896694.22803317,
        824787.74797888,  774617.3979703 ,  739612.70829445,
        715189.35268515,  698148.77027342,  686259.27181234,
        677963.77050609,  672175.86093637,  668137.53992953,
        665319.93603337,  663354.04681797,  661982.41313572,
        661025.40144679,  660357.67843546,  659891.79695771,
        659566.74368319,  659339.94859404,  659181.70987905,
        659071.30408934,  658994.2721291 ,  658940.52564611,
        658903.02582883]), 200: array([160171.95433445, 253868.29291471, 308680.01594107, 340744.50241558,
       359502.00968059, 370475.02429838, 376894.16347829, 380649.31639171,
       382846.05539487, 384131.13282294, 384882.89440852, 385322.6698409 ,
       385579.93548818, 385730.43414818, 385818.47484425, 385869.97805474,
       385900.10708381, 385917.7323616 , 385928.04302966, 385934.07470059,
       385937.6031872 , 385939.66732795, 385940.8748363 , 385941.5812205 ,
       385941.99445047, 385942.23618721, 385942.37760156, 385942.46032799]), 205: array([162936.5307286 , 252217.21504335, 316086.41146901, 361776.85709416,
       394462.67339145, 417845.29906741, 434572.65195126, 446538.98705746,
       455099.40763732, 461223.32108734, 465604.21751566, 468738.20261724,
       470980.17815298, 472584.03207696, 473731.38956077, 474552.18076625,
       475139.35452202, 475559.40412436, 475859.89723512, 476074.86258471,
       476228.64348641, 476338.65454527, 476417.35373962, 476473.65319948,
       476513.92844253, 476542.74035666, 476563.3516884 , 476578.09652605]), 210: array([4953762.12224715, 4277558.48712533, 3755085.65321997,
       3351393.85389989, 3039478.94031456, 2798475.99331188,
       2612263.60674679, 2468385.4785267 , 2357217.17140186,
       2271322.3056437 , 2204955.11741865, 2153676.10750321,
       2114055.0699358 , 2083441.63530617, 2059787.97963833,
       2041511.83933516, 2027390.66884584, 2016479.86094655,
       2008049.55914507, 2001535.83540251, 1996502.96730437,
       1992614.29128825, 1989609.68221378, 1987288.15281586,
       1985494.40906689, 1984108.46209597, 1983037.60177531,
       1982210.1950632 ]), 215: array([2505388.4562843 , 2475486.27530562, 2460524.44876594,
       2453038.16361627, 2449292.3331728 , 2447418.0730517 ,
       2446480.27005859, 2446011.03185415, 2445776.2442771 ,
       2445658.76619067, 2445599.98496823, 2445570.57325226,
       2445555.85683432, 2445548.49334158, 2445544.80895143,
       2445542.96543352, 2445542.04301266, 2445541.58147105,
       2445541.35053454, 2445541.23498336, 2445541.17716629,
       2445541.14823699, 2445541.13376196, 2445541.12651924,
       2445541.12289529, 2445541.12108201, 2445541.12017471,
       2445541.11972074]), 220: array([ 192687.02275684,  351265.02757048,  509843.03238411,
        668421.03719775,  826999.04201139,  985577.04682503,
       1144155.05163867, 1302733.05645231, 1461311.06126595,
       1619889.06607959, 1778467.07089323, 1937045.07570687,
       2095623.08052051, 2254201.08533415, 2412779.09014779,
       2571357.09496143, 2729935.09977507, 2888513.10458871,
       3047091.10940235, 3205669.11421599, 3364247.11902963,
       3522825.12384327, 3681403.12865691, 3839981.13347055,
       3998559.13828419, 4157137.14309783, 4315715.14791147,
       4474293.15272511]), 225: array([52009.21275441, 52009.3179177 , 52009.37310336, 52009.40206268,
       52009.41725942, 52009.42523408, 52009.42941888, 52009.4316149 ,
       52009.43276729, 52009.43337202, 52009.43368936, 52009.43385589,
       52009.43394327, 52009.43398913, 52009.4340132 , 52009.43402582,
       52009.43403245, 52009.43403593, 52009.43403775, 52009.43403871,
       52009.43403921, 52009.43403948, 52009.43403962, 52009.43403969,
       52009.43403973, 52009.43403975, 52009.43403976, 52009.43403976]), 230: array([24587.9460362 , 24587.92879145, 24587.91995115, 24587.91541929,
       24587.91309608, 24587.91190512, 24587.91129459, 24587.91098161,
       24587.91082117, 24587.91073892, 24587.91069675, 24587.91067514,
       24587.91066405, 24587.91065837, 24587.91065546, 24587.91065397,
       24587.9106532 , 24587.91065281, 24587.91065261, 24587.91065251,
       24587.91065245, 24587.91065243, 24587.91065241, 24587.91065241,
       24587.9106524 , 24587.9106524 , 24587.9106524 , 24587.9106524 ]), 235: array([153279.62789191, 156230.65227417, 158363.55207245, 159905.13931817,
       161019.34601371, 161824.65662058, 162406.70766742, 162827.39431706,
       163131.45228268, 163351.21501234, 163510.05201978, 163624.85399266,
       163707.8289441 , 163767.80040969, 163811.14574009, 163842.47426689,
       163865.11745781, 163881.48318411, 163893.31177303, 163901.86107377,
       163908.04021683, 163912.50629073, 163915.73421666, 163918.06725146,
       163919.75348946, 163920.97224478, 163921.85311958, 163922.48978584]), 240: array([207996.47318839, 222171.17594612, 232243.77202621, 239401.39596563,
       244487.62994649, 248101.92657999, 250670.25910344, 252495.32567099,
       253792.22470784, 254713.80594861, 255368.68497866, 255834.04443372,
       256164.73057953, 256399.71737487, 256566.69985867, 256685.35822778,
       256769.67730268, 256829.59474842, 256872.17230644, 256902.42807626,
       256923.92793794, 256939.20581897, 256950.0623376 , 256957.7770198 ,
       256963.25910144, 256967.15468887, 256969.92290768, 256971.89001418]), 245: array([187625.71312095, 187626.45660402, 187626.84599953, 187627.04994346,
       187627.15675806, 187627.21270167, 187627.24200186, 187627.25734768,
       187627.26538498, 187627.26959447, 187627.27179917, 187627.27295387,
       187627.27355864, 187627.27387539, 187627.27404128, 187627.27412817,
       187627.27417367, 187627.27419751, 187627.27420999, 187627.27421653,
       187627.27421995, 187627.27422174, 187627.27422268, 187627.27422318,
       187627.27422343, 187627.27422357, 187627.27422364, 187627.27422368]), 250: array([132053.05673187, 132052.9203122 , 132052.85309541, 132052.8199763 ,
       132052.80365784, 132052.79561739, 132052.7916557 , 132052.78970369,
       132052.7887419 , 132052.788268  , 132052.7880345 , 132052.78791945,
       132052.78786276, 132052.78783483, 132052.78782107, 132052.78781429,
       132052.78781095, 132052.7878093 , 132052.78780849, 132052.78780809,
       132052.7878079 , 132052.7878078 , 132052.78780775, 132052.78780773,
       132052.78780772, 132052.78780771, 132052.78780771, 132052.78780771]), 255: array([107093.01458997, 107081.38797455, 107074.35452265, 107070.09967772,
       107067.52573456, 107065.96864294, 107065.02668962, 107064.45686056,
       107064.11214585, 107063.90361274, 107063.77746187, 107063.70114766,
       107063.65498182, 107063.62705408, 107063.61015935, 107063.59993899,
       107063.59375624, 107063.59001603, 107063.5877534 , 107063.58638464,
       107063.58555662, 107063.58505571, 107063.58475269, 107063.58456938,
       107063.58445849, 107063.58439141, 107063.58435082, 107063.58432627]), 260: array([69962.43131414, 69554.54102676, 69198.65728527, 68888.14918697,
       68617.23127791, 68380.85575711, 68174.61842481, 67994.67662252,
       67837.67763571, 67700.69622535, 67581.18012424, 67476.90248256,
       67385.92037678, 67306.53860865, 67237.27811994, 67176.84843426,
       67124.12361265, 67078.12127486, 67037.98429539, 67002.96483337,
       66972.41039863, 66945.75169434, 66922.49200977, 66902.19796544,
       66884.49143835, 66869.04251665, 66855.56335271, 66843.80279982]), 265: array([575530.4471057 , 586403.96103967, 596725.14120916, 606522.04409979,
       615821.30103284, 624648.19055827, 633026.7071704 , 640979.62653317,
       648528.56739212, 655694.05034153, 662495.55360637, 668951.56599078,
       675079.63713692, 680896.42523089, 686417.74228534, 691658.59712197,
       696633.23617052, 701355.18219551, 705837.2710557 , 710091.6865963 ,
       714129.99376885, 717963.17006868, 721601.6353755 , 725055.28027817,
       728333.49296068, 731445.18472247, 734398.81420236, 737202.41037201]), 270: array([7135173.41598075, 5747525.61353254, 4983514.9616754 ,
       4562866.2386195 , 4331265.60873502, 4203751.01324734,
       4133544.07093246, 4094889.55667585, 4073607.1674541 ,
       4061889.51688477, 4055438.01684714, 4051885.95216581,
       4049930.25761   , 4048853.49197122, 4048260.64671456,
       4047934.23817618, 4047754.5242749 , 4047655.57745668,
       4047601.09935139, 4047571.10481483, 4047554.59043317,
       4047545.49795057, 4047540.49181461, 4047537.73553799,
       4047536.21798815, 4047535.38245608, 4047534.92242912,
       4047534.66914763]), 275: array([2427170.41751409, 2913267.77572666, 3182634.60909153,
       3331902.01343174, 3414617.31182291, 3460453.31076845,
       3485852.95074073, 3499927.95129844, 3507727.49652489,
       3512049.55004738, 3514444.58028426, 3515771.76649464,
       3516507.21576367, 3516914.75889747, 3517140.59555665,
       3517265.74107474, 3517335.08942925, 3517373.51824672,
       3517394.8132583 , 3517406.61371296, 3517413.15283737,
       3517416.77643912, 3517418.78442808, 3517419.89713856,
       3517420.51373788, 3517420.8554213 , 3517421.04476234,
       3517421.14968411]), 280: array([254347.33584197, 254348.09736476, 254348.49508944, 254348.70281129,
       254348.81129932, 254348.86795996, 254348.89755242, 254348.91300784,
       254348.92107983, 254348.92529563, 254348.92749744, 254348.92864739,
       254348.92924798, 254348.92956165, 254348.92972548, 254348.92981104,
       254348.92985573, 254348.92987906, 254348.92989125, 254348.92989762,
       254348.92990094, 254348.92990268, 254348.92990359, 254348.92990406,
       254348.92990431, 254348.92990444, 254348.92990451, 254348.92990454]), 285: array([343829.5039899 , 328705.84135372, 321210.47320418, 317495.72863147,
       315654.68133865, 314742.24844641, 314290.04182135, 314065.92579761,
       313954.8526967 , 313899.80427339, 313872.52198016, 313859.00072961,
       313852.29952546, 313848.97837282, 313847.3323918 , 313846.51663479,
       313846.11234125, 313845.91197121, 313845.81266675, 313845.76345092,
       313845.7390593 , 313845.72697068, 313845.72097949, 313845.71801023,
       313845.71653865, 313845.71580932, 313845.71544786, 313845.71526872]), 290: array([336197.83461783, 336197.69234833, 336197.62168483, 336197.58658713,
       336197.56915454, 336197.56049599, 336197.55619539, 336197.55405934,
       336197.55299838, 336197.55247142, 336197.55220969, 336197.55207969,
       336197.55201512, 336197.55198305, 336197.55196712, 336197.5519592 ,
       336197.55195527, 336197.55195332, 336197.55195235, 336197.55195187,
       336197.55195163, 336197.55195151, 336197.55195145, 336197.55195143,
       336197.55195141, 336197.5519514 , 336197.5519514 , 336197.5519514 ]), 295: array([175205.89927043, 214948.99022268, 237692.93790278, 250708.71356796,
       258157.30686183, 262419.94502377, 264859.343093  , 266255.34780044,
       267054.24535134, 267511.43385038, 267773.07105707, 267922.79929405,
       268008.48490899, 268057.52058026, 268085.5824324 , 268101.64150787,
       268110.83170328, 268116.09101549, 268119.10078446, 268120.82319775,
       268121.80889052, 268122.37297712, 268122.69578936, 268122.88052649,
       268122.98624679, 268123.0467478 , 268123.08137097, 268123.10118492]), 300: array([ 25398.61839307,  45924.06935784,  66449.52032261,  86974.97128737,
       107500.42225214, 128025.8732169 , 148551.32418167, 169076.77514643,
       189602.2261112 , 210127.67707597, 230653.12804073, 251178.5790055 ,
       271704.02997026, 292229.48093503, 312754.93189979, 333280.38286456,
       353805.83382932, 374331.28479409, 394856.73575886, 415382.18672362,
       435907.63768839, 456433.08865315, 476958.53961792, 497483.99058268,
       518009.44154745, 538534.89251222, 559060.34347698, 579585.79444175]), 305: array([45533.60302706, 45529.43925627, 45526.99137633, 45525.55226823,
       45524.7062169 , 45524.2088235 , 45523.91640603, 45523.74449386,
       45523.64342673, 45523.58400939, 45523.54907795, 45523.52854176,
       45523.51646854, 45523.50937069, 45523.50519787, 45523.50274467,
       45523.50130244, 45523.50045455, 45523.49995607, 45523.49966302,
       45523.49949073, 45523.49938945, 45523.4993299 , 45523.49929489,
       45523.49927431, 45523.49926221, 45523.4992551 , 45523.49925092]), 310: array([3158997.47899483, 3212599.17517489, 3263932.35270874,
       3313093.01932031, 3360173.11951671, 3405260.70655081,
       3448440.10710596, 3489792.07901106, 3529393.96228073,
       3567319.82376333, 3603640.59566709, 3638424.20822367,
       3671735.71673708, 3703637.42325576, 3734188.99309518,
       3763447.56642907, 3791467.86515787, 3818302.29525436,
       3844001.0447778 , 3868612.17773997, 3892181.72399859,
       3914753.76534634, 3936370.51795643, 3957072.41133891,
       3976898.16395539, 3995884.85563367, 4014067.99691764,
       4031481.59548208]), 315: array([395412.3749774 , 596761.35374419, 701540.67278625, 756066.43083161,
       784440.90699352, 799206.60537764, 806890.47758471, 810889.06204436,
       812969.87198628, 814052.69768575, 814616.18571597, 814909.41736014,
       815062.01119093, 815141.41898222, 815182.74173611, 815204.24554528,
       815215.43584033, 815221.2591204 , 815224.28947756, 815225.86643496,
       815226.68706252, 815227.11410614, 815227.33633394, 815227.45197831,
       815227.5121581 , 815227.54347486, 815227.55977168, 815227.56825233]), 320: array([301926.86050078, 314508.53421907, 320029.94375454, 322452.98888677,
       323516.33107776, 323982.97389845, 324187.75795003, 324277.62648744,
       324317.06488097, 324334.37223824, 324341.96749222, 324345.30063444,
       324346.76336854, 324347.40528266, 324347.68698371, 324347.81060692,
       324347.8648584 , 324347.88866641, 324347.89911444, 324347.90369951,
       324347.90571165, 324347.90659467, 324347.90698218, 324347.90715223,
       324347.90722686, 324347.90725961, 324347.90727399, 324347.90728029]), 325: array([739774.64398757, 714265.98683606, 694940.14702783, 680298.5262606 ,
       669205.75819367, 660801.66787179, 654434.57052401, 649610.73747565,
       645956.11056995, 643187.29629177, 641089.59036859, 639500.32879377,
       638296.27424767, 637384.05981238, 636692.9489498 , 636169.35032442,
       635772.66212959, 635472.12367076, 635244.43006553, 635071.92509539,
       634941.23207619, 634842.21657968, 634767.20057187, 634710.36702938,
       634667.30886559, 634634.68718852, 634609.97239066, 634591.24799362]), 330: array([1076624.9738726 , 1077314.94756912, 1077824.33228768,
       1078200.39414746, 1078478.02815811, 1078682.99614906,
       1078834.31722537, 1078946.03256214, 1079028.50829371,
       1079089.39739357, 1079134.34979851, 1079167.53666962,
       1079192.03743694, 1079210.12554165, 1079223.47939003,
       1079233.33809382, 1079240.61644817, 1079245.98981603,
       1079249.95679548, 1079252.88548496, 1079255.04763937,
       1079256.64388632, 1079257.82234256, 1079258.69235776,
       1079259.33466115, 1079259.80885246, 1079260.15893219,
       1079260.41738446]), 335: array([1185245.03110651, 1223633.34983089, 1248971.91246822,
       1265696.86364767, 1276736.32140849, 1284023.0169776 ,
       1288832.6673669 , 1292007.3213164 , 1294102.78083701,
       1295485.90815493, 1296398.85405476, 1297001.45238769,
       1297399.20295639, 1297661.74187536, 1297835.03310207,
       1297949.41556915, 1298024.91476794, 1298074.74870808,
       1298107.64205835, 1298129.35361654, 1298143.6845301 ,
       1298153.14378132, 1298159.38744704, 1298163.50863599,
       1298166.22886464, 1298168.02437656, 1298169.20952071,
       1298169.991786  ]), 340: array([1428185.72176412, 1223223.99500286, 1116183.6787035 ,
       1060282.36730006, 1031088.16529599, 1015841.6279741 ,
       1007879.19419101, 1003720.84987902, 1001549.17374479,
       1000415.02590177,  999822.72242265,  999513.39466301,
        999351.84966749,  999267.4835388 ,  999223.42371728,
        999200.41367874,  999188.39679226,  999182.12102873,
        999178.84354017,  999177.1318869 ,  999176.23798387,
        999175.77114713,  999175.5273438 ,  999175.40001864,
        999175.33352366,  999175.29879696,  999175.28066111,
        999175.27118974]), 345: array([500813.76544523, 611291.02224051, 680962.11741463, 724899.31900314,
       752607.76364011, 770081.74642561, 781101.49431793, 788050.95999504,
       792433.55328749, 795197.38073257, 796940.35381641, 798039.53791215,
       798732.72456404, 799169.87402447, 799445.55684414, 799619.41275371,
       799729.05280066, 799798.19591996, 799841.80016019, 799869.29862692,
       799886.64018978, 799897.57642871, 799904.4732305 , 799908.82261198,
       799911.56549481, 799913.29525944, 799914.38611378, 799915.07404738]), 350: array([ 827138.77767034,  872313.25226288,  917487.72685543,
        962662.20144797, 1007836.67604051, 1053011.15063306,
       1098185.6252256 , 1143360.09981814, 1188534.57441069,
       1233709.04900323, 1278883.52359577, 1324057.99818832,
       1369232.47278086, 1414406.9473734 , 1459581.42196595,
       1504755.89655849, 1549930.37115103, 1595104.84574358,
       1640279.32033612, 1685453.79492866, 1730628.26952121,
       1775802.74411375, 1820977.21870629, 1866151.69329883,
       1911326.16789138, 1956500.64248392, 2001675.11707646,
       2046849.59166901]), 355: array([233240.61147569, 233318.81188031, 233375.6623043 , 233416.99163915,
       233447.0373943 , 233468.88017027, 233484.75951363, 233496.30353832,
       233504.69585678, 233510.79693598, 233515.23232147, 233518.45677467,
       233520.80089978, 233522.50504066, 233523.7439234 , 233524.64457103,
       233525.29932722, 233525.77532434, 233526.12136652, 233526.37293356,
       233526.55581871, 233526.68877325, 233526.78542904, 233526.85569623,
       233526.90677933, 233526.94391592, 233526.97091361, 233526.9905405 ]), 360: array([192561.68080263, 192561.60883513, 192561.57333049, 192561.55581454,
       192561.54717318, 192561.54291002, 192561.54080683, 192561.53976923,
       192561.53925734, 192561.53900481, 192561.53888022, 192561.53881875,
       192561.53878843, 192561.53877347, 192561.53876609, 192561.53876245,
       192561.53876065, 192561.53875977, 192561.53875933, 192561.53875911,
       192561.53875901, 192561.53875896, 192561.53875893, 192561.53875892,
       192561.53875891, 192561.53875891, 192561.53875891, 192561.53875891]), 365: array([17801738.76866389, 17983302.64727883, 18156023.78991125,
       18320332.86581241, 18476639.56927688, 18625333.64118944,
       18766785.84081926, 18901348.87028476, 19029358.25399402,
       19151133.1752537 , 19266977.27213243, 19377179.39456311,
       19482014.32457204, 19581743.46143045, 19676615.4734371 ,
       19766866.91795696, 19852722.83126202, 19934397.28964508,
       20012093.94320537, 20086006.52363722, 20156319.32728787,
       20223207.67468865, 20286838.34770572, 20347370.00540007,
       20404953.57963389, 20459732.6514096 , 20511843.80888002,
       20561416.9879223 ]), 370: array([5375666.33621055, 6701002.69184297, 7437155.21257642,
       7846048.0430486 , 8073165.85097917, 8199317.48494062,
       8269387.88098816, 8308308.18862175, 8329926.31027851,
       8341934.00529382, 8348603.62913396, 8352308.24372586,
       8354365.95636506, 8355508.90422117, 8356143.74981472,
       8356496.37213733, 8356692.23472765, 8356801.02578207,
       8356861.45331701, 8356895.01753788, 8356913.6606436 ,
       8356924.0158785 , 8356929.76765029, 8356932.96244782,
       8356934.7369847 , 8356935.72264377, 8356936.27012397,
       8356936.57421955]), 375: array([1438092.65286192, 1660492.13769258, 1829506.65144705,
       1957950.77028758, 2055563.04806325, 2129744.38745476,
       2186119.17184987, 2228961.70262195, 2261520.27402318,
       2286263.45685073, 2305067.26396171, 2319357.38841058,
       2330217.29861701, 2338470.38627301, 2344742.39539306,
       2349508.86583923, 2353131.18846016, 2355884.00552223,
       2357976.03391679, 2359565.88994607, 2360774.11551338,
       2361692.31753583, 2362390.11352431, 2362920.40994015,
       2363323.41353046, 2363629.67977883, 2363862.42960325,
       2364039.30995184]), 380: array([ 885604.42680377, 1127735.62178163, 1279852.43805972,
       1375418.50420292, 1435457.05366473, 1473175.74992326,
       1496872.19262877, 1511759.27655782, 1521111.95749247,
       1526987.69790491, 1530679.08068976, 1532998.15980283,
       1534455.10107555, 1535370.41175219, 1535945.44771998,
       1536306.70906292, 1536533.66835802, 1536676.25356021,
       1536765.83147275, 1536822.10801682, 1536857.46326593,
       1536879.67489352, 1536893.62915528, 1536902.3957988 ,
       1536907.90336631, 1536911.36344767, 1536913.53721368,
       1536914.90286326]), 385: array([1832740.28365509, 1736807.28212967, 1659863.0072018 ,
       1598148.88015442, 1548650.28547938, 1508949.31275196,
       1477106.64639244, 1451566.83385822, 1431082.30480157,
       1414652.42967581, 1401474.64092109, 1390905.22909449,
       1382427.89891113, 1375628.54922008, 1370175.04496566,
       1365800.99303358, 1362292.72946359, 1359478.88237911,
       1357222.0008031 , 1355411.84044428, 1353959.9784771 ,
       1352795.49425807, 1351861.5049898 , 1351112.38710654,
       1350511.54765143, 1350029.63678149, 1349643.11408463,
       1349333.09867617]), 390: array([317428.16494789, 317427.93648696, 317427.82650349, 317427.77355631,
       317427.74806698, 317427.73579616, 317427.72988885, 317427.72704502,
       317427.72567596, 317427.72501689, 317427.7246996 , 317427.72454686,
       317427.72447332, 317427.72443792, 317427.72442088, 317427.72441268,
       317427.72440873, 317427.72440683, 317427.72440591, 317427.72440547,
       317427.72440526, 317427.72440516, 317427.72440511, 317427.72440509,
       317427.72440507, 317427.72440507, 317427.72440507, 317427.72440506]), 395: array([2491727.07610221, 2093374.91195495, 1877694.10782705,
       1760917.51300462, 1697690.87049714, 1663457.91201049,
       1644923.07605728, 1634887.71367554, 1629454.24243322,
       1626512.38456919, 1624919.56714067, 1624057.16403424,
       1623590.23097295, 1623337.41824292, 1623200.537217  ,
       1623126.4253823 , 1623086.2988271 , 1623064.5730064 ,
       1623052.80994121, 1623046.44103553, 1623042.99270307,
       1623041.12566384, 1623040.11478814, 1623039.56746719,
       1623039.27112985, 1623039.11068318, 1623039.02381214,
       1623038.97677734]), 400: array([139790.909289  , 231999.877587  , 313026.31556267, 384226.37096083,
       446791.72636031, 501769.5444866 , 550079.99468111, 592531.65386909,
       629835.03979401, 662614.50302539, 691418.67677788, 716729.65944123,
       738971.08351017, 758515.2059646 , 775689.13877257, 790780.32379664,
       804041.34373756, 815694.14963671, 825933.77569324, 834931.60357135,
       842838.23083265, 849785.99150289, 855891.17096004, 861255.95221445,
       865970.1261564 , 870112.59439527, 873752.68984389, 876951.33715051]), 405: array([358871.99172916, 449050.68868034, 494784.78901633, 517978.8249057 ,
       529741.67356535, 535707.19889478, 538732.61335736, 540266.95143573,
       541045.09055282, 541439.72358322, 541639.86161159, 541741.36155537,
       541792.83722279, 541818.94309278, 541832.18267727, 541838.89712876,
       541842.30236091, 541844.02932341, 541844.90515196, 541845.34932815,
       541845.57459198, 541845.68883447, 541845.74677251, 541845.77615577,
       541845.79105749, 541845.79861489, 541845.80244762, 541845.80439139]), 410: array([91591.31610813, 91591.44689384, 91591.51438877, 91591.54922106,
       91591.56719705, 91591.57647397, 91591.58126154, 91591.58373227,
       91591.58500734, 91591.58566538, 91591.58600497, 91591.58618022,
       91591.58627067, 91591.58631734, 91591.58634143, 91591.58635386,
       91591.58636028, 91591.58636359, 91591.5863653 , 91591.58636618,
       91591.58636663, 91591.58636687, 91591.58636699, 91591.58636705,
       91591.58636708, 91591.5863671 , 91591.58636711, 91591.58636711]), 415: array([110964.43734048, 110952.20134455, 110943.82550333, 110938.09203327,
       110934.1673315 , 110931.48077627, 110929.64176291, 110928.38291287,
       110927.52119894, 110926.93133449, 110926.52755772, 110926.25116255,
       110926.06196323, 110925.93245163, 110925.84379774, 110925.78311197,
       110925.74157106, 110925.71313528, 110925.69367029, 110925.68034602,
       110925.67122523, 110925.66498182, 110925.66070806, 110925.65778256,
       110925.65577999, 110925.65440917, 110925.65347082, 110925.65282849]), 420: array([1218715.66569212, 1071278.77868178,  993195.9911582 ,
        951843.23452395,  929942.75510348,  918344.22968744,
        912201.63393672,  908948.5063879 ,  907225.64535677,
        906313.21567547,  905829.99160326,  905574.07543925,
        905438.54187053,  905366.7630975 ,  905328.74895601,
        905308.61661198,  905297.95449361,  905292.30782037,
        905289.31733411,  905287.73356827,  905286.89480361,
        905286.45059264,  905286.21533787,  905286.0907466 ,
        905286.02476289,  905285.98981782,  905285.97131086,
        905285.96150955]), 425: array([9572197.13929996, 8896080.37290098, 8343720.11837299,
       7892463.96567143, 7523805.80520146, 7222626.88837683,
       6976575.80456515, 6775561.94714381, 6611341.69560314,
       6477180.34293802, 6367575.90389916, 6278033.47742253,
       6204880.90979266, 6145118.19884761, 6096294.46326018,
       6056407.43138   , 6023821.32765261, 5997199.78912044,
       5975451.06089725, 5957683.22307095, 5943167.61288068,
       5931308.942104  , 5921620.88416178, 5913706.12976316,
       5907240.09316797, 5901957.60085747, 5897642.01671258,
       5894116.35772115]), 430: array([4187647.92146826, 3808660.51593066, 3603526.62047994,
       3492494.13114671, 3432395.75656825, 3399866.40728804,
       3382259.29940839, 3372729.12881645, 3367570.74890917,
       3364778.68102213, 3363267.42298647, 3362449.42681205,
       3362006.67135561, 3361767.02183115, 3361637.30712355,
       3361567.09665513, 3361529.09394929, 3361508.52428663,
       3361497.39057884, 3361491.36425496, 3361488.10239646,
       3361486.33685562, 3361485.38122421, 3361484.86397115,
       3361484.58399843, 3361484.43245805, 3361484.35043404,
       3361484.30603704]), 435: array([1368504.86464461, 1637975.658373  , 1861481.52450531,
       2046862.92151826, 2200622.92322724, 2328155.3429117 ,
       2433933.94521267, 2521669.38324822, 2594439.36621118,
       2654796.62365469, 2704858.45379084, 2746380.99710597,
       2780820.84076864, 2809386.11487789, 2833078.87297891,
       2852730.24353065, 2869029.58541882, 2882548.67027287,
       2893761.73988912, 2903062.14236281, 2910776.1305153 ,
       2917174.30665715, 2922481.11516305, 2926882.71585267,
       2930533.51437111, 2933561.5786509 , 2936073.13146223,
       2938156.27664715]), 440: array([19919.67382719, 32358.40383348, 40154.79644765, 45041.44787939,
       48104.3211077 , 50024.07997401, 51227.35344636, 51981.54558719,
       52454.26089121, 52750.5511156 , 52936.26098437, 53052.66089405,
       53125.61845449, 53171.34706062, 53200.00900336, 53217.97384049,
       53229.2339067 , 53236.29153212, 53240.71513635, 53243.48777916,
       53245.22562635, 53246.31488056, 53246.99760729, 53247.42552924,
       53247.69374372, 53247.86185617, 53247.96722631, 53248.03327059]), 445: array([14394.1617199 , 14395.52978935, 14396.50209247, 14397.1931198 ,
       14397.68424108, 14398.03328678, 14398.28135769, 14398.45766461,
       14398.58296803, 14398.67202265, 14398.73531481, 14398.78029731,
       14398.8122669 , 14398.83498806, 14398.85113626, 14398.86261298,
       14398.87076962, 14398.87656664, 14398.88068665, 14398.88361479,
       14398.88569585, 14398.88717489, 14398.88822605, 14398.88897313,
       14398.88950409, 14398.88988145, 14398.89014964, 14398.89034025]), 450: array([17928.13162732, 17928.13786044, 17928.14098677, 17928.14255484,
       17928.14334134, 17928.14373582, 17928.14393368, 17928.14403292,
       17928.14408269, 17928.14410766, 17928.14412018, 17928.14412646,
       17928.14412961, 17928.14413119, 17928.14413199, 17928.14413238,
       17928.14413258, 17928.14413268, 17928.14413273, 17928.14413276,
       17928.14413277, 17928.14413278, 17928.14413278, 17928.14413278,
       17928.14413278, 17928.14413278, 17928.14413278, 17928.14413278]), 455: array([ 203176.43361018,  249163.46360568,  295150.49360117,
        341137.52359665,  387124.55359212,  433111.58358758,
        479098.61358303,  525085.64357847,  571072.67357391,
        617059.70356933,  663046.73356475,  709033.76356016,
        755020.79355556,  801007.82355095,  846994.85354633,
        892981.8835417 ,  938968.91353706,  984955.94353241,
       1030942.97352776, 1076930.0035231 , 1122917.03351842,
       1168904.06351374, 1214891.09350905, 1260878.12350435,
       1306865.15349964, 1352852.18349493, 1398839.2134902 ,
       1444826.24348546]), 460: array([107846.82022168, 130411.3456963 , 142539.18133002, 149057.57221416,
       152561.03490953, 154444.05344525, 155456.12610426, 156000.08839018,
       156292.45373161, 156449.59236986, 156534.05023176, 156579.4440987 ,
       156603.84210157, 156616.9553828 , 156624.00342463, 156627.7915607 ,
       156629.82758365, 156630.92189213, 156631.510054  , 156631.82617545,
       156631.99608236, 156632.08740284, 156632.13648517, 156632.16286563,
       156632.17704443, 156632.18466516, 156632.1887611 , 156632.19096256]), 465: array([ 38289.14635916,  69330.36185841,  94979.56257337, 116173.36850962,
       133685.70408122, 148156.05915075, 160112.84098502, 169992.66985898,
       178156.32291644, 184901.90850227, 190475.75204699, 195081.39101869,
       198887.00740665, 202031.56914525, 204629.90474188, 206776.89641636,
       208550.94487117, 210016.83221366, 211228.08757426, 212228.94180504,
       213055.94263728, 213739.28927808, 214303.93518082, 214770.49925891,
       215156.01881712, 215474.57169492, 215737.79034051, 215955.28658749]), 470: array([330913.67584786, 342862.64512063, 354221.32509252, 365018.87655982,
       375283.01975054, 385040.10548972, 394315.18284909, 403132.06345483,
       411513.38261842, 419480.65744761, 427054.34208659, 434253.88022737,
       441097.75502693, 447603.53655849, 453787.92691863, 459666.80310606,
       465255.2577822 , 470567.63801808, 475617.58212715, 480418.05467849,
       484981.37978043, 489319.27271975, 493442.8700381 , 497362.75812241,
       501089.00038305, 504631.16308932, 507998.33992863, 511199.17535247]), 475: array([103102.27404208, 103102.22382405, 103102.19877377, 103102.18627792,
       103102.1800446 , 103102.17693524, 103102.17538419, 103102.17461048,
       103102.17422453, 103102.17403201, 103102.17393597, 103102.17388806,
       103102.17386417, 103102.17385225, 103102.1738463 , 103102.17384333,
       103102.17384185, 103102.17384112, 103102.17384075, 103102.17384056,
       103102.17384047, 103102.17384043, 103102.1738404 , 103102.17384039,
       103102.17384039, 103102.17384038, 103102.17384038, 103102.17384038]), 480: array([81617.16428622, 81617.13163845, 81617.11760478, 81617.11157239,
       81617.10897937, 81617.10786475, 81617.10738563, 81617.10717968,
       81617.10709116, 81617.1070531 , 81617.10703675, 81617.10702971,
       81617.10702669, 81617.10702539, 81617.10702483, 81617.10702459,
       81617.10702449, 81617.10702445, 81617.10702443, 81617.10702442,
       81617.10702442, 81617.10702441, 81617.10702441, 81617.10702441,
       81617.10702441, 81617.10702441, 81617.10702441, 81617.10702441]), 485: array([79592.08643563, 79592.15928641, 79592.19754026, 79592.21762731,
       79592.22817499, 79592.23371357, 79592.23662186, 79592.23814901,
       79592.23895091, 79592.23937199, 79592.23959309, 79592.2397092 ,
       79592.23977016, 79592.23980217, 79592.23981898, 79592.23982781,
       79592.23983245, 79592.23983488, 79592.23983616, 79592.23983683,
       79592.23983718, 79592.23983737, 79592.23983746, 79592.23983751,
       79592.23983754, 79592.23983756, 79592.23983756, 79592.23983757]), 490: array([15210517.5839    , 15604948.77541258, 15999379.96692517,
       16393811.15843775, 16788242.34995034, 17182673.54146292,
       17577104.7329755 , 17971535.92448808, 18365967.11600066,
       18760398.30751324, 19154829.49902581, 19549260.6905384 ,
       19943691.88205098, 20338123.07356356, 20732554.26507614,
       21126985.45658873, 21521416.6481013 , 21915847.83961388,
       22310279.03112646, 22704710.22263904, 23099141.41415162,
       23493572.6056642 , 23888003.79717679, 24282434.98868937,
       24676866.18020195, 25071297.37171454, 25465728.56322712,
       25860159.75473969]), 495: array([3917974.50306885, 3917977.25548326, 3917978.64892529,
       3917979.35437164, 3917979.71151212, 3917979.89231867,
       3917979.9838541 , 3917980.03019499, 3917980.0536556 ,
       3917980.06553281, 3917980.07154579, 3917980.07458993,
       3917980.07613106, 3917980.07691128, 3917980.07730627,
       3917980.07750624, 3917980.07760748, 3917980.07765873,
       3917980.07768468, 3917980.07769782, 3917980.07770447,
       3917980.07770783, 3917980.07770954, 3917980.0777104 ,
       3917980.07771084, 3917980.07771106, 3917980.07771117,
       3917980.07771123]), 500: array([ 979085.90281205, 1410950.87542506, 1740222.72567517,
       1991273.30454277, 2182684.72675175, 2328624.77085491,
       2439895.54156985, 2524733.01363983, 2589416.63738919,
       2638734.12739994, 2676335.8367659 , 2705004.94679022,
       2726863.47086921, 2743529.32043714, 2756236.05858731,
       2765924.20522266, 2773310.8519072 , 2778942.73912936,
       2783236.72461937, 2786510.63808053, 2789006.80612211,
       2790909.98864839, 2792361.05430902, 2793467.4072323 ,
       2794310.93680098, 2794954.07889269, 2795444.43722212,
       2795818.30684493]), 505: array([698402.19922523, 682385.47837584, 669858.65671053, 660061.31663636,
       652398.72870356, 646405.74965175, 641718.5867467 , 638052.71441365,
       635185.60263742, 632943.20868843, 631189.41217999, 629817.7521314 ,
       628744.96445059, 627905.92754106, 627249.70921554, 626736.4749515 ,
       626335.06981005, 626021.12723281, 625775.58991495, 625583.55296669,
       625433.35913946, 625315.89119414, 625224.01845588, 625152.16395964,
       625095.96591082, 625052.01291056, 625017.63687311, 624990.75106453]), 510: array([444203.10970382, 444203.00315569, 444202.95020993, 444202.9239002 ,
       444202.9108264 , 444202.90432979, 444202.9011015 , 444202.8994973 ,
       444202.89870014, 444202.89830402, 444202.89810718, 444202.89800937,
       444202.89796076, 444202.89793661, 444202.89792461, 444202.89791865,
       444202.89791568, 444202.89791421, 444202.89791348, 444202.89791311,
       444202.89791293, 444202.89791284, 444202.8979128 , 444202.89791278,
       444202.89791277, 444202.89791276, 444202.89791276, 444202.89791276]), 515: array([  68143.19024501,  129489.39050927,  190835.59077353,
        252181.7910378 ,  313527.99130206,  374874.19156633,
        436220.39183059,  497566.59209485,  558912.79235912,
        620258.99262338,  681605.19288765,  742951.39315191,
        804297.59341618,  865643.79368044,  926989.9939447 ,
        988336.19420897, 1049682.39447323, 1111028.5947375 ,
       1172374.79500176, 1233720.99526602, 1295067.19553029,
       1356413.39579455, 1417759.59605882, 1479105.79632308,
       1540451.99658734, 1601798.19685161, 1663144.39711587,
       1724490.59738014]), 520: array([24524.51982212, 24524.53633763, 24524.54477869, 24524.54909291,
       24524.5512979 , 24524.55242487, 24524.55300086, 24524.55329525,
       24524.55344571, 24524.55352261, 24524.55356192, 24524.553582  ,
       24524.55359227, 24524.55359752, 24524.5536002 , 24524.55360157,
       24524.55360227, 24524.55360263, 24524.55360281, 24524.55360291,
       24524.55360296, 24524.55360298, 24524.55360299, 24524.553603  ,
       24524.553603  , 24524.553603  , 24524.553603  , 24524.553603  ]), 525: array([163014.51342069, 194191.74318558, 216479.02221578, 232411.2525748 ,
       243800.52821803, 251942.23824573, 257762.40137565, 261922.98910765,
       264897.21678638, 267023.36598805, 268543.25986172, 269629.76751857,
       270406.46575312, 270961.69437369, 271358.60376191, 271642.33744677,
       271845.16662218, 271990.16059572, 272093.81063681, 272167.90565438,
       272220.87303936, 272258.73717601, 272285.80464112, 272305.15402374,
       272318.98607657, 272328.87402439, 272335.94249884, 272340.99545139]), 530: array([ 69583.08066079, 109558.1262216 , 132560.96499541, 145797.48753668,
       153414.17914193, 157797.05166972, 160319.08782273, 161770.34297943,
       162605.43867278, 163085.97775223, 163362.49433437, 163521.61025951,
       163613.17032958, 163665.85673682, 163696.17407391, 163713.6195779 ,
       163723.65824353, 163729.43479246, 163732.75879177, 163734.67152055,
       163735.77216199, 163736.40550405, 163736.76994805, 163736.97966004,
       163737.1003346 , 163737.16977436, 163737.20973208, 163737.23272494]), 535: array([ 95915.78208314, 148451.20889493, 177226.77126188, 192988.19245487,
       201621.29560173, 206349.95991643, 208940.02119808, 210358.69188313,
       211135.74937087, 211561.37199465, 211794.50097254, 211922.19418548,
       211992.13639849, 212030.44629021, 212051.43001006, 212062.92355596,
       212069.21898871, 212072.667226  , 212074.55595087, 212075.59047412,
       212076.1571201 , 212076.46749269, 212076.63749504, 212076.7306115 ,
       212076.78161477, 212076.80955112, 212076.82485287, 212076.83323419]), 540: array([106574.44543388, 106625.27966238, 106662.49373761, 106689.73694432,
       106709.68080447, 106724.28105186, 106734.96941521, 106742.79401626,
       106748.52215064, 106752.71553038, 106755.78536647, 106758.03269302,
       106759.67788724, 106760.88228009, 106761.76397669, 106762.40943792,
       106762.88195896, 106763.22787616, 106763.48111081, 106763.66649562,
       106763.80220977, 106763.90156166, 106763.97429393, 106764.02753884,
       106764.0665177 , 106764.09505284, 106764.11594249, 106764.13123512]), 545: array([288383.58887018, 288454.27428191, 288505.12029289, 288541.69526316,
       288568.00467121, 288586.92977071, 288600.54312873, 288610.33560125,
       288617.37960301, 288622.44655222, 288626.09135174, 288628.71315888,
       288630.59909872, 288631.95570846, 288632.93155612, 288633.63351087,
       288634.13844673, 288634.50166134, 288634.76293186, 288634.95087112,
       288635.08606112, 288635.18330711, 288635.25325889, 288635.30357718,
       288635.33977255, 288635.3658089 , 288635.38453758, 288635.39800965]), 550: array([1100761.39748471, 1123361.83719681, 1133312.27430984,
       1137693.21556593, 1139622.04000563, 1140471.25561974,
       1140845.14509585, 1141009.75975674, 1141082.23568428,
       1141114.14511474, 1141128.1940795 , 1141134.37950518,
       1141137.10280128, 1141138.30180391, 1141138.8296963 ,
       1141139.06211479, 1141139.16444314, 1141139.20949588,
       1141139.22933153, 1141139.2380647 , 1141139.2419097 ,
       1141139.24360257, 1141139.2443479 , 1141139.24467605,
       1141139.24482052, 1141139.24488413, 1141139.24491214,
       1141139.24492447]), 555: array([ 984341.22620752, 1036319.86162183, 1062392.87109411,
       1075471.35646647, 1082031.65706457, 1085322.37022531,
       1086973.02524398, 1087801.01050358, 1088216.33628781,
       1088424.66790368, 1088529.16915021, 1088581.58803287,
       1088607.88187482, 1088621.07113199, 1088627.68699685,
       1088631.0055816 , 1088632.67021729, 1088633.5052154 ,
       1088633.9240589 , 1088634.13415504, 1088634.23954138,
       1088634.29240424, 1088634.31892079, 1088634.33222176,
       1088634.33889366, 1088634.34224035, 1088634.34391908,
       1088634.34476115]), 560: array([ 172395.04493013,  246143.62914011,  319892.21335008,
        393640.79756006,  467389.38177003,  541137.96598001,
        614886.55018998,  688635.13439996,  762383.71860993,
        836132.30281991,  909880.88702988,  983629.47123986,
       1057378.05544983, 1131126.63965981, 1204875.22386978,
       1278623.80807975, 1352372.39228973, 1426120.9764997 ,
       1499869.56070968, 1573618.14491965, 1647366.72912963,
       1721115.3133396 , 1794863.89754958, 1868612.48175955,
       1942361.06596953, 2016109.6501795 , 2089858.23438948,
       2163606.81859945]), 565: array([1280246.65416777, 1066485.8308947 ,  925015.163813  ,
        831387.39171664,  769422.88777699,  728413.69079925,
        701273.08400287,  683310.95375984,  671423.30049963,
        663555.84279148,  658349.02110561,  654903.05506751,
        652622.45422266,  651113.1125298 ,  650114.20368918,
        649453.10827483,  649015.58371892,  648726.02228365,
        648534.38544029,  648407.55681167,  648323.61939778,
        648268.06814309,  648231.30334711,  648206.97175943,
        648190.86868737,  648180.21139147,  648173.15820587,
        648168.49028377]), 570: array([503419.80150872, 503419.77600078, 503419.76308026, 503419.75653564,
       503419.75322059, 503419.75154143, 503419.75069088, 503419.75026005,
       503419.75004183, 503419.74993129, 503419.7498753 , 503419.74984694,
       503419.74983257, 503419.7498253 , 503419.74982161, 503419.74981974,
       503419.7498188 , 503419.74981832, 503419.74981808, 503419.74981795,
       503419.74981789, 503419.74981786, 503419.74981784, 503419.74981783,
       503419.74981783, 503419.74981783, 503419.74981783, 503419.74981783]), 575: array([4729594.62403339, 4383213.89143853, 4104302.9183359 ,
       3879719.60986406, 3698881.75367258, 3553268.3932922 ,
       3436018.32647645, 3341606.81003053, 3265585.23767931,
       3204371.52477321, 3155081.32290209, 3115392.11136509,
       3083433.76157891, 3057700.41789422, 3036979.54270433,
       3020294.78249999, 3006859.9627578 , 2996042.04393282,
       2987331.2930668 , 2980317.26551886, 2974669.46509385,
       2970121.77128702, 2966459.89986728, 2963511.30595039,
       2961137.05380166, 2959225.27027885, 2957685.87344602,
       2956446.32797414]), 580: array([ 798934.56971258, 1222674.05448024, 1447722.6633713 ,
       1567246.2815009 , 1630725.43545428, 1664439.29928886,
       1682344.77760527, 1691854.40116288, 1696904.97499338,
       1699587.34153111, 1701011.94999823, 1701768.56146651,
       1702170.39883246, 1702383.81519667, 1702497.16091403,
       1702557.3589766 , 1702589.3302484 , 1702606.31023375,
       1702615.32832675, 1702620.11784804, 1702622.66156923,
       1702624.01254296, 1702624.73004692, 1702625.11111424,
       1702625.3134996 , 1702625.42098674, 1702625.4780733 ,
       1702625.50839206]), 585: array([339806.07471511, 339934.60775411, 340028.0720891 , 340096.03579697,
       340145.45641917, 340181.39321506, 340207.52508556, 340226.52718741,
       340240.3447928 , 340250.39242965, 340257.69868883, 340263.01152249,
       340266.87481296, 340269.68405078, 340271.72682163, 340273.21224686,
       340274.29239156, 340275.07783169, 340275.64897386, 340276.06428671,
       340276.36628642, 340276.58588911, 340276.74557583, 340276.86169394,
       340276.94613061, 340277.00752974, 340277.05217685, 340277.08464254]), 590: array([182780.73898577, 195773.03416248, 201297.34161016, 203646.27013751,
       204645.0315712 , 205069.70366736, 205250.27370458, 205327.05185562,
       205359.69782817, 205373.57885433, 205379.48104907, 205381.99065479,
       205383.05773596, 205383.51145753, 205383.70437936, 205383.78640948,
       205383.82128858, 205383.83611913, 205383.84242506, 205383.84510634,
       205383.84624641, 205383.84673117, 205383.84693729, 205383.84702493,
       205383.8470622 , 205383.84707804, 205383.84708478, 205383.84708764]), 595: array([2265633.849051  , 2323540.99025312, 2381448.13145523,
       2439355.27265734, 2497262.41385946, 2555169.55506157,
       2613076.69626369, 2670983.8374658 , 2728890.97866791,
       2786798.11987003, 2844705.26107214, 2902612.40227426,
       2960519.54347637, 3018426.68467849, 3076333.8258806 ,
       3134240.96708271, 3192148.10828483, 3250055.24948694,
       3307962.39068906, 3365869.53189117, 3423776.67309329,
       3481683.8142954 , 3539590.95549751, 3597498.09669963,
       3655405.23790174, 3713312.37910386, 3771219.52030597,
       3829126.66150808]), 600: array([428620.34897218, 507660.64911615, 546585.29534231, 565754.35316562,
       575194.45894586, 579843.38838014, 582132.82722627, 583260.29760505,
       583815.5382297 , 584088.97525923, 584223.63365021, 584289.94830515,
       584322.60600607, 584338.68880754, 584346.60903755, 584350.50948012,
       584352.43031476, 584353.37626017, 584353.84210596, 584354.07151908,
       584354.1844972 , 584354.24013507, 584354.26753481, 584354.28102825,
       584354.28767331, 584354.29094577, 584354.29255735, 584354.293351  ]), 605: array([1182539.98073715, 1078932.3666891 , 1027236.87688094,
       1001443.1773439 ,  988573.29375684,  982151.80686208,
        978947.77679758,  977349.11143822,  976551.45009305,
        976153.45334041,  975954.87105224,  975855.78751723,
        975806.34933721,  975781.68193265,  975769.37401906,
        975763.23292965,  975760.16880518,  975758.63994636,
        975757.8771153 ,  975757.49649727,  975757.30658618,
        975757.21182918,  975757.16454974,  975757.14095945,
        975757.12918897,  975757.12331604,  975757.12038571,
        975757.11892361]), 610: array([1074955.40390938, 1398561.78943206, 1565686.29112685,
       1651996.69882051, 1696571.17114923, 1719591.37967884,
       1731480.02295517, 1737619.8387075 , 1740790.70830096,
       1742428.28414759, 1743273.99999128, 1743710.76466983,
       1743936.32906697, 1744052.82039458, 1744112.98161497,
       1744144.05150243, 1744160.09735224, 1744168.3841314 ,
       1744172.66378688, 1744174.87398828, 1744176.01543303,
       1744176.60492506, 1744176.90936454, 1744177.06659042,
       1744177.14778874, 1744177.18972311, 1744177.21137985,
       1744177.22256434]), 615: array([555965.79411665, 555965.49552828, 555965.36411021, 555965.306269  ,
       555965.28081128, 555965.26960655, 555965.26467499, 555965.26250446,
       555965.26154914, 555965.26112867, 555965.26094361, 555965.26086216,
       555965.26082631, 555965.26081054, 555965.26080359, 555965.26080053,
       555965.26079919, 555965.2607986 , 555965.26079834, 555965.26079822,
       555965.26079817, 555965.26079815, 555965.26079814, 555965.26079813,
       555965.26079813, 555965.26079813, 555965.26079813, 555965.26079813]), 620: array([486334.16495412, 564893.11204416, 598947.24838058, 613709.2105068 ,
       620108.30175561, 622882.21273441, 624084.66192901, 624605.90578891,
       624831.85725754, 624929.80386201, 624972.26225976, 624990.66734434,
       624998.64567504, 625002.10416286, 625003.60336594, 625004.25324821,
       625004.53496251, 625004.65708148, 625004.71001823, 625004.73296553,
       625004.74291284, 625004.74722486, 625004.74909405, 625004.74990432,
       625004.75025555, 625004.75040781, 625004.75047381, 625004.75050242]), 625: array([1014694.9546946 ,  915075.13593543,  856622.95739343,
        822325.99501323,  802202.1663066 ,  790394.45933463,
        783466.25765053,  779401.11793378,  777015.88700803,
        775616.34677926,  774795.16303945,  774313.33142026,
        774030.61550909,  773864.73123904,  773767.39822749,
        773710.28783882,  773676.77817501,  773657.11629571,
        773645.57963871,  773638.81047628,  773634.83865325,
        773632.50817612,  773631.14076282,  773630.33842963,
        773629.86765862,  773629.59143255,  773629.42935621,
        773629.33425751]), 630: array([286331.16313969, 413392.86476296, 480810.02228608, 516580.62090418,
       535559.99904035, 545630.19099552, 550973.29366655, 553808.26903548,
       555312.46722092, 556110.57368981, 556534.03779305, 556758.72190942,
       556877.93615157, 556941.18955712, 556974.75092731, 556992.55811982,
       557002.00636652, 557007.01947375, 557009.67935817, 557011.09065555,
       557011.83947015, 557012.23678068, 557012.44758808, 557012.55943953,
       557012.61878634, 557012.65027493, 557012.66698233, 557012.67584704]), 635: array([ 900545.50604265,  918503.46489107,  935601.75252202,
        951881.52253254,  967381.95844261,  982140.36800533,
        996192.27300236, 1009571.49474076, 1022310.23545691,
       1034439.1558236 , 1045987.4487467 , 1056982.9096291 ,
       1067452.00327104, 1077419.92756779, 1086910.67415808,
       1095947.08616921, 1104550.91319779, 1112742.86365849,
       1120542.65462681, 1127969.05929582, 1135039.952161  ,
       1141772.35204212, 1148182.46304559, 1154285.71356581,
       1160096.79341955, 1165629.68920266, 1170897.71795415,
       1175913.5592088 ]), 640: array([30227341.02633496, 22174876.38669638, 17552991.83889695,
       14900162.21105447, 13377513.82778632, 12503557.17609033,
       12001931.0374251 , 11714011.97129765, 11548754.6566364 ,
       11453901.68140148, 11399458.78470213, 11368210.11808228,
       11350274.27659114, 11339979.61621701, 11334070.77540401,
       11330679.26966369, 11328732.64230468, 11327615.33383907,
       11326974.03071469, 11326605.94105101, 11326394.66810478,
       11326273.40347225, 11326203.80103916, 11326163.85123194,
       11326140.92118444, 11326127.75999256, 11326120.2058446 ,
       11326115.86997958]), 645: array([17694341.37652071, 18874456.9608042 , 19487352.15608314,
       19805660.40096922, 19970974.37233483, 20056830.48686448,
       20101420.0175692 , 20124577.67220289, 20136604.64265217,
       20142850.8718354 , 20146094.86242919, 20147779.63489974,
       20148654.62457541, 20149109.05206987, 20149345.05982339,
       20149467.63088348, 20149531.28838856, 20149564.3490307 ,
       20149581.51913588, 20149590.43646154, 20149595.06769098,
       20149597.4729285 , 20149598.72209302, 20149599.37084891,
       20149599.70778147, 20149599.88276801, 20149599.97364759,
       20149600.02084608]), 650: array([ 7542077.29802914,  9101004.37197636, 10659931.44592358,
       12218858.51987079, 13777785.59381801, 15336712.66776523,
       16895639.74171245, 18454566.81565967, 20013493.88960688,
       21572420.9635541 , 23131348.03750131, 24690275.11144853,
       26249202.18539575, 27808129.25934296, 29367056.33329019,
       30925983.4072374 , 32484910.48118462, 34043837.55513184,
       35602764.62907907, 37161691.70302629, 38720618.77697351,
       40279545.85092073, 41838472.92486795, 43397399.99881517,
       44956327.0727624 , 46515254.14670963, 48074181.22065685,
       49633108.29460408]), 655: array([1060450.80892373, 1017604.43438273,  995534.88854004,
        984167.18569656,  978311.8469026 ,  975295.8468484 ,
        973742.34898141,  972942.16477074,  972530.00149418,
        972317.70217074,  972208.34986961,  972152.02408595,
        972123.01149206,  972108.0675259 ,  972100.37010577,
        972096.40527634,  972094.36305023,  972093.3111292 ,
        972092.76929993,  972092.49021154,  972092.34645716,
        972092.27241136,  972092.23427145,  972092.21462613,
        972092.20450712,  972092.19929496,  972092.19661025,
        972092.19522739]), 660: array([683068.37223188, 740812.81608803, 768563.94078125, 781900.72039693,
       788310.17920205, 791390.4701987 , 792870.81244172, 793582.24300423,
       793924.1459984 , 794088.45951482, 794167.42615782, 794205.37635719,
       794223.61466107, 794232.37971986, 794236.59207733, 794238.61647396,
       794239.589369  , 794240.05692796, 794240.28162986, 794240.38961828,
       794240.44151591, 794240.46645714, 794240.47844353, 794240.48420401,
       794240.48697241, 794240.48830286, 794240.48894226, 794240.48924954]), 665: array([341577.88762729, 341715.2512935 , 341815.19892324, 341887.92214739,
       341940.83653212, 341979.33774191, 342007.35173402, 342027.73508711,
       342042.56628581, 342053.35766316, 342061.20961278, 342066.92279572,
       342071.07978358, 342074.10446321, 342076.30526032, 342077.90658956,
       342079.071738  , 342079.9195155 , 342080.53636967, 342080.98520097,
       342081.3117766 , 342081.54939736, 342081.72229339, 342081.84809483,
       342081.93962964, 342082.00623158, 342082.05469204, 342082.08995251]), 670: array([551483.08977972, 551748.0517124 , 551942.61767233, 552085.49069708,
       552190.4047386 , 552267.44486657, 552324.01671558, 552365.55836648,
       552396.06309258, 552418.463221  , 552434.91200835, 552446.99062685,
       552455.86015757, 552462.3732017 , 552467.15583847, 552470.6678083 ,
       552473.24670624, 552475.14043395, 552476.53102974, 552477.55216739,
       552478.30200578, 552478.85262459, 552479.25695315, 552479.55385835,
       552479.77188078, 552479.93197829, 552480.04954055, 552480.13586848]), 675: array([21981423.69218008, 20136485.76413256, 18580222.12554536,
       17267464.40293093, 16160111.64112748, 15226024.47641316,
       14438092.33646615, 13773446.59395521, 13212796.83664538,
       12739870.99018755, 12340943.0439399 , 12004434.67272412,
       11720579.19214569, 11481138.09425172, 11279161.93637083,
       11108788.6432681 , 10965073.36861779, 10843844.977761  ,
       10741584.98636145, 10655325.4413231 , 10582562.78010647,
       10521185.16833059, 10469411.20673655, 10425738.22856775,
       10388898.68677089, 10357823.3652172 , 10331610.34620112,
       10309498.83354145]), 680: array([18887262.39424435, 17961971.6222149 , 17450159.12097179,
       17167056.72295026, 17010462.33033407, 16923844.18802865,
       16875932.4943141 , 16849430.76692191, 16834771.6826709 ,
       16826663.20174443, 16822178.10146059, 16819697.22683828,
       16818324.96345459, 16817565.91389308, 16817146.05554543,
       16816913.81638606, 16816785.35632934, 16816714.30032736,
       16816674.99662824, 16816653.25630059, 16816641.23092239,
       16816634.57924156, 16816630.89995122, 16816628.86479983,
       16816627.73908243, 16816627.11640656, 16816626.77198154,
       16816626.58146734]), 685: array([3897826.45531631, 3938095.40497324, 3959184.82105085,
       3970229.64527109, 3976013.975269  , 3979043.3103546 ,
       3980629.81580366, 3981460.69105145, 3981895.83212066,
       3982123.72162706, 3982243.07057113, 3982305.57529404,
       3982338.30989773, 3982355.45347071, 3982364.43180133,
       3982369.13387952, 3982371.5964241 , 3982372.88609337,
       3982373.56151134, 3982373.91523724, 3982374.10048847,
       3982374.19750715, 3982374.2483172 , 3982374.27492714,
       3982374.28886314, 3982374.29616162, 3982374.29998394,
       3982374.30198574]), 690: array([790510.02925241, 790510.00604235, 790509.99443687, 790509.9886339 ,
       790509.9857323 , 790509.98428144, 790509.98355598, 790509.98319324,
       790509.98301186, 790509.98292117, 790509.98287582, 790509.98285314,
       790509.98284181, 790509.98283614, 790509.9828333 , 790509.98283188,
       790509.98283118, 790509.98283082, 790509.98283064, 790509.98283056,
       790509.98283051, 790509.98283049, 790509.98283048, 790509.98283047,
       790509.98283047, 790509.98283047, 790509.98283047, 790509.98283047]), 695: array([849356.74688971, 849356.18203641, 849355.90851605, 849355.77606858,
       849355.7119332 , 849355.68087676, 849355.66583822, 849355.65855607,
       849355.65502981, 849355.65332229, 849355.65249545, 849355.65209506,
       849355.65190119, 849355.6518073 , 849355.65176184, 849355.65173983,
       849355.65172917, 849355.65172401, 849355.65172151, 849355.6517203 ,
       849355.65171971, 849355.65171943, 849355.65171929, 849355.65171922,
       849355.65171919, 849355.65171918, 849355.65171917, 849355.65171916]), 700: array([444079.82036574, 444019.16785299, 443977.98442104, 443950.02061557,
       443931.03301841, 443918.14032228, 443909.38610173, 443903.44193174,
       443899.40580349, 443896.6652474 , 443894.80439283, 443893.54086105,
       443892.68291514, 443892.10036456, 443891.7048091 , 443891.43622449,
       443891.25385388, 443891.1300231 , 443891.04594124, 443890.98884913,
       443890.95008324, 443890.92376096, 443890.90588796, 443890.89375209,
       443890.88551176, 443890.87991652, 443890.87611732, 443890.87353764]), 705: array([2449851.1458012 , 2354362.19524736, 2281590.19217836,
       2226130.74477675, 2183865.17317809, 2151654.63689874,
       2127107.02975279, 2108399.33077609, 2094142.21810023,
       2083276.89136467, 2074996.44021341, 2068685.91933014,
       2063876.67970166, 2060211.56453417, 2057418.38510692,
       2055289.70675541, 2053667.44379587, 2052431.11933754,
       2051488.91810112, 2050770.86778356, 2050223.64258515,
       2049806.60298436, 2049488.77765555, 2049246.56339233,
       2049061.97222231, 2048921.2955355 , 2048814.08601832,
       2048732.38178692]), 710: array([8941235.4738537 , 8615382.06036251, 8411232.24671562,
       8283330.72815999, 8203199.38658977, 8152996.44940532,
       8121543.90096974, 8101838.62357814, 8089493.10703359,
       8081758.54051503, 8076912.77168762, 8073876.85810766,
       8071974.8335594 , 8070783.19971116, 8070036.63141394,
       8069568.90030406, 8069275.86295976, 8069092.27268035,
       8068977.2518772 , 8068905.19040858, 8068860.04331244,
       8068831.75828953, 8068814.03749264, 8068802.93526928,
       8068795.97963604, 8068791.62187525, 8068788.89170268,
       8068787.18122735]), 715: array([2466477.53864322, 2712743.92237254, 2837414.13603286,
       2900527.34677135, 2932477.86047282, 2948652.52998881,
       2956840.81567322, 2960986.06404342, 2963084.55995732,
       2964146.90525183, 2964684.70831225, 2964956.96643143,
       2965094.79473497, 2965164.5691142 , 2965199.89178648,
       2965217.77358193, 2965226.82608527, 2965231.4088363 ,
       2965233.72881413, 2965234.90328272, 2965235.49784722,
       2965235.79884033, 2965235.95121547, 2965236.02835406,
       2965236.06740479, 2965236.08717389, 2965236.09718182,
       2965236.10224825]), 720: array([7316400.27217102, 5715767.92765641, 4734745.22430182,
       4133479.3884618 , 3764965.3835237 , 3539104.26895399,
       3400674.67770075, 3315831.60158717, 3263831.53787791,
       3231960.85673773, 3212427.41304779, 3200455.42472692,
       3193117.82944008, 3188620.63957066, 3185864.32555619,
       3184174.98906675, 3183139.59986234, 3182505.01296309,
       3182116.07657957, 3181877.69865119, 3181731.59754276,
       3181642.05261707, 3181587.17080403, 3181553.53390747,
       3181532.91795572, 3181520.28250149, 3181512.53826997,
       3181507.79185398]), 725: array([7927801.17957688, 7519528.0870902 , 7273898.39588392,
       7126119.99384764, 7037211.94693708, 6983722.12233124,
       6951540.99322331, 6932179.832885  , 6920531.56136574,
       6913523.60176954, 6909307.39702012, 6906770.79813638,
       6905244.70197185, 6904326.55542596, 6903774.17013117,
       6903441.83809195, 6903241.89688182, 6903121.60607989,
       6903049.23542144, 6903005.69500005, 6902979.49973894,
       6902963.73986151, 6902954.25823291, 6902948.55379256,
       6902945.12182521, 6902943.05704775, 6902941.81481391,
       6902941.0674477 ]), 730: array([5659032.33464523, 5469608.58106434, 5342479.67733485,
       5257159.02531557, 5199897.35273414, 5161467.04226156,
       5135675.11728909, 5118365.25469351, 5106748.00071198,
       5098951.25539837, 5093718.58702579, 5090206.76033452,
       5087849.85066027, 5086268.04617475, 5085206.4418809 ,
       5084493.96212311, 5084015.79204768, 5083694.87539211,
       5083479.49700455, 5083334.94903852, 5083237.93784478,
       5083172.83024093, 5083129.13425166, 5083099.80834555,
       5083080.12670466, 5083066.91766734, 5083058.05262057,
       5083052.10297775]), 735: array([2093558.81293526, 2093558.12468046, 2093557.78714382,
       2093557.62160777, 2093557.54042493, 2093557.50061092,
       2093557.48108518, 2093557.47150929, 2093557.46681304,
       2093557.46450989, 2093557.46338037, 2093557.46282643,
       2093557.46255476, 2093557.46242153, 2093557.46235619,
       2093557.46232414, 2093557.46230843, 2093557.46230072,
       2093557.46229694, 2093557.46229509, 2093557.46229418,
       2093557.46229373, 2093557.46229351, 2093557.46229341,
       2093557.46229335, 2093557.46229333, 2093557.46229331,
       2093557.46229331]), 740: array([9164458.70791559, 6767640.01645608, 5387829.26060555,
       4593493.9490758 , 4136207.62595671, 3872955.0948448 ,
       3721404.76055067, 3634159.62095922, 3583933.96875077,
       3555019.85214121, 3538374.45078652, 3528791.95549536,
       3523275.46394023, 3520099.70667104, 3518271.47324912,
       3517218.98807419, 3516613.08894218, 3516264.28235856,
       3516063.47990425, 3515947.8810952 , 3515881.33268222,
       3515843.02180943, 3515820.96684359, 3515808.27014726,
       3515800.96085924, 3515796.75301729, 3515794.33062898,
       3515792.9360982 ]), 745: array([3112757.82863793, 3977514.84164547, 4396011.22697796,
       4598541.21158861, 4696554.94863391, 4743988.38259211,
       4766943.64095582, 4778052.76468085, 4783428.9895084 ,
       4786030.7962856 , 4787289.93233793, 4787899.28719556,
       4788194.18252623, 4788336.89617652, 4788405.96199025,
       4788439.38616949, 4788455.56169392, 4788463.38978713,
       4788467.17816776, 4788469.01154242, 4788469.89879822,
       4788470.32818282, 4788470.53598212, 4788470.63654592,
       4788470.68521345, 4788470.70876595, 4788470.7201641 ,
       4788470.7256802 ]), 750: array([4043778.54561536, 4930488.9763771 , 5356255.87182896,
       5560694.032218  , 5658857.98500466, 5705992.83306024,
       5728625.31512881, 5739492.63019853, 5744710.72940952,
       5747216.27555418, 5748419.34993609, 5748997.02357882,
       5749274.40197081, 5749407.58923548, 5749471.54103555,
       5749502.24842145, 5749516.9930189 , 5749524.07285158,
       5749527.4723361 , 5749529.10464797, 5749529.88842624,
       5749530.26476876, 5749530.44547509, 5749530.53224385,
       5749530.57390714, 5749530.59391237, 5749530.60351817,
       5749530.60813054]), 755: array([15966786.46954685, 12204925.34447557,  9982579.93258853,
        8669714.04904485,  7894129.47116891,  7435947.53120155,
        7165273.38926957,  7005370.77260198,  6910907.19867267,
        6855102.19069054,  6822134.99723865,  6802659.40027353,
        6791154.05700854,  6784357.19610191,  6780341.90363128,
        6777969.84190364,  6776568.5300737 ,  6775740.69544282,
        6775251.64642358,  6774962.73734162,  6774792.06230834,
        6774691.23485497,  6774631.67034131,  6774596.48219395,
        6774575.69455313,  6774563.41411091,  6774556.15935495,
        6774551.87355782]), 760: array([6381039.11426144, 6139816.40125406, 6016692.64485752,
       5953848.39938744, 5921771.73681402, 5905399.31839841,
       5897042.58601823, 5892777.18219692, 5890600.05495015,
       5889488.8159568 , 5888921.62260502, 5888632.11845674,
       5888484.35111849, 5888408.9284125 , 5888370.4315116 ,
       5888350.7821055 , 5888340.75274857, 5888335.63361163,
       5888333.02072596, 5888331.68706922, 5888331.00635045,
       5888330.65890119, 5888330.48155779, 5888330.391039  ,
       5888330.34483684, 5888330.32125454, 5888330.30921778,
       5888330.30307403]), 765: array([1834644.98411869, 1934522.37330301, 1989613.62093541,
       2020001.3352167 , 2036762.85758053, 2046008.32531635,
       2051108.02162069, 2053920.95690312, 2055472.54045455,
       2056328.37653869, 2056800.4461235 , 2057060.83441167,
       2057204.46167087, 2057283.68485609, 2057327.38347648,
       2057351.48714536, 2057364.78245876, 2057372.11600451,
       2057376.16110609, 2057378.39233875, 2057379.62306166,
       2057380.30191461, 2057380.67636229, 2057380.88290343,
       2057380.9968292 , 2057381.05966938, 2057381.09433132,
       2057381.11345045]), 770: array([6508602.09399118, 5754712.52344649, 5428535.25254995,
       5287411.65009363, 5226353.2228295 , 5199935.73153053,
       5188505.96044402, 5183560.76464131, 5181421.18010001,
       5180495.46912881, 5180094.95174533, 5179921.66420801,
       5179846.68975789, 5179814.25137104, 5179800.21660401,
       5179794.1443327 , 5179791.51710855, 5179790.38041581,
       5179789.88861522, 5179789.67583316, 5179789.58377104,
       5179789.54393952, 5179789.52670604, 5179789.51924982,
       5179789.51602382, 5179789.51462806, 5179789.51402417,
       5179789.51376289]), 775: array([7041296.58488581, 7021129.90236665, 7006487.82660746,
       6995856.90690443, 6988138.29817769, 6982534.18091026,
       6978465.29602971, 6975511.07088039, 6973366.14751955,
       6971808.81996618, 6970678.11797806, 6969857.16866448,
       6969261.11613912, 6968828.3505504 , 6968514.13989478,
       6968286.00637706, 6968120.36940397, 6968000.1082204 ,
       6967912.79225462, 6967849.39625556, 6967803.36741467,
       6967769.94804712, 6967745.68382264, 6967728.06671518,
       6967715.27576547, 6967705.98886096, 6967699.24607819,
       6967694.35046207]), 780: array([909797.76364116, 909800.10538594, 909801.32429454, 909801.95875232,
       909802.28899583, 909802.46089188, 909802.550366  , 909802.59693845,
       909802.62118001, 909802.63379806, 909802.64036592, 909802.64378458,
       909802.64556403, 909802.64649026, 909802.64697237, 909802.64722332,
       909802.64735394, 909802.64742193, 909802.64745732, 909802.64747574,
       909802.64748533, 909802.64749032, 909802.64749292, 909802.64749427,
       909802.64749498, 909802.64749534, 909802.64749553, 909802.64749563]), 785: array([20123894.33650004, 20810386.04805392, 21496877.75960783,
       22183369.47116176, 22869861.18271573, 23556352.89426973,
       24242844.60582376, 24929336.31737782, 25615828.02893192,
       26302319.74048605, 26988811.45204021, 27675303.16359441,
       28361794.87514863, 29048286.58670288, 29734778.29825718,
       30421270.0098115 , 31107761.72136586, 31794253.43292024,
       32480745.14447466, 33167236.8560291 , 33853728.56758359,
       34540220.2791381 , 35226711.99069265, 35913203.70224723,
       36599695.41380185, 37286187.12535648, 37972678.83691114,
       38659170.54846584]), 790: array([6622864.85938164, 7926994.15992866, 8601066.79282116,
       8949478.49879543, 9129564.01322881, 9222645.82406535,
       9270757.54218921, 9295625.31603275, 9308478.86190573,
       9315122.54632029, 9318556.50478096, 9320331.43416861,
       9321248.85188557, 9321723.04273127, 9321968.14041578,
       9322094.82543193, 9322160.30582744, 9322194.15104706,
       9322211.64481574, 9322220.68691816, 9322225.3605604 ,
       9322227.77625211, 9322229.02486424, 9322229.6702414 ,
       9322230.00382112, 9322230.17624034, 9322230.26535963,
       9322230.31142322]), 795: array([505023.92262096, 505143.56453989, 505229.55048324, 505291.34807491,
       505335.76164052, 505367.68140887, 505390.62195861, 505407.10919676,
       505418.95847784, 505427.47448644, 505433.59489173, 505437.99359101,
       505441.1549103 , 505443.42693189, 505445.05982043, 505446.23336782,
       505447.07678943, 505447.68295158, 505448.11859675, 505448.43169237,
       505448.65671235, 505448.81843289, 505448.93466049, 505449.01819258,
       505449.0782266 , 505449.1213727 , 505449.15238155, 505449.17466742]), 800: array([13289511.17350743, 11500992.94147038, 10126326.83378499,
        9069750.01294565,  8257658.57336354,  7633480.10073848,
        7153732.68967226,  6784995.88037991,  6501582.5020254 ,
        6283749.23719767,  6116321.25076665,  5987635.07116724,
        5888726.08245576,  5812704.02570981,  5754273.00556517,
        5709362.56428953,  5674844.12304753,  5648313.03691403,
        5627921.08101752,  5612247.69836017,  5600201.0401009 ,
        5590941.90450851,  5583825.2759736 ,  5578355.39153368,
        5574151.20472819,  5570919.84090513,  5568436.1948066 ,
        5566527.24914757]), 805: array([22136980.65879248, 18859325.36379547, 16585372.53879037,
       15007762.63629652, 13913257.51856564, 13153918.05774875,
       12627107.89723612, 12261620.57629434, 12008054.88644658,
       11832137.54161968, 11710090.61867232, 11625417.60694868,
       11566673.65223673, 11525918.60945566, 11497643.81045326,
       11478027.48314571, 11464418.18049411, 11454976.39683304,
       11448425.93050976, 11443881.38568723, 11440728.49753778,
       11438541.10494489, 11437023.548302  , 11435970.70658906,
       11435240.27212542, 11434733.51550747, 11434381.94081787,
       11434138.02735331]), 810: array([3449294.85557439, 3449294.83317726, 3449294.82220467,
       3449294.81682909, 3449294.81419554, 3449294.81290533,
       3449294.81227325, 3449294.81196358, 3449294.81181187,
       3449294.81173755, 3449294.81170114, 3449294.8116833 ,
       3449294.81167456, 3449294.81167028, 3449294.81166818,
       3449294.81166715, 3449294.81166665, 3449294.8116664 ,
       3449294.81166628, 3449294.81166622, 3449294.81166619,
       3449294.81166618, 3449294.81166617, 3449294.81166617,
       3449294.81166617, 3449294.81166617, 3449294.81166617,
       3449294.81166617]), 815: array([3568251.55220955, 3424412.33480697, 3351365.233662  ,
       3314269.09894965, 3295430.25128799, 3285863.15800532,
       3281004.6191221 , 3278537.26572831, 3277284.24853194,
       3276647.91808235, 3276324.76494266, 3276160.6553173 ,
       3276077.31412136, 3276034.99024836, 3276013.49655361,
       3276002.5812266 , 3275997.03800264, 3275994.22293977,
       3275992.79334229, 3275992.06733756, 3275991.69864436,
       3275991.51140774, 3275991.41632177, 3275991.36803344,
       3275991.34351077, 3275991.33105721, 3275991.32473281,
       3275991.32152104]), 820: array([2701944.34659599, 2658851.69585848, 2636257.99623488,
       2624412.00268505, 2618201.08700855, 2614944.67180129,
       2613237.31646846, 2612342.14123834, 2611872.79623603,
       2611626.71622423, 2611497.6952015 , 2611430.04881209,
       2611394.58146031, 2611375.98574436, 2611366.23591432,
       2611361.12402802, 2611358.44383959, 2611357.03860294,
       2611356.3018301 , 2611355.91553629, 2611355.71300045,
       2611355.60680986, 2611355.55113358, 2611355.52194222,
       2611355.50663704, 2611355.49861246, 2611355.49440512,
       2611355.4921992 ]), 825: array([2887811.92226367, 2576649.80632114, 2414240.23583948,
       2329471.34132243, 2285226.62436189, 2262133.30705403,
       2250079.86110801, 2243788.6229443 , 2240504.94143033,
       2238791.03965066, 2237896.47685647, 2237429.56410671,
       2237185.8612417 , 2237058.66170292, 2236992.27051518,
       2236957.61795392, 2236939.53121616, 2236930.09093034,
       2236925.16361854, 2236922.59183184, 2236921.24950013,
       2236920.54887655, 2236920.18318944, 2236919.99232081,
       2236919.89269785, 2236919.84070012, 2236919.81356016,
       2236919.79939459]), 830: array([37989275.51584082, 33450606.18950418, 29822679.11796792,
       26922742.17829904, 24604714.80668074, 22751829.379391  ,
       21270749.19513682, 20086866.75972956, 19140545.53028741,
       18384115.80170135, 17779473.40704001, 17296160.26953921,
       16909830.1164713 , 16601022.06721932, 16354180.31664529,
       16156870.53157317, 15999153.48737513, 15873084.39241627,
       15772312.67947581, 15691762.10415621, 15627375.03565267,
       15575908.05886161, 15534768.5915497 , 15501884.28638487,
       15475598.63912614, 15454587.54436992, 15437792.59545694,
       15424367.76860893]), 835: array([ 9580030.42161416, 11508872.92001415, 12399452.16887872,
       12810647.69114977, 13000503.62789131, 13088163.32933195,
       13128637.29811346, 13147324.81497703, 13155953.15800934,
       13159937.01011911, 13161776.42210969, 13162625.70977848,
       13163017.8402789 , 13163198.89357217, 13163282.48894403,
       13163321.08634301, 13163338.90741582, 13163347.13570696,
       13163350.93484833, 13163352.68897625, 13163353.49888681,
       13163353.87283624, 13163354.04549502, 13163354.1252145 ,
       13163354.16202234, 13163354.17901715, 13163354.18686393,
       13163354.19048693]), 840: array([4580578.68109846, 6547903.27412394, 7552030.83705727,
       8064540.14346098, 8326126.21961956, 8459640.42977156,
       8527786.42811479, 8562568.32200389, 8580321.09064659,
       8589382.14969893, 8594006.93768565, 8596367.44144119,
       8597572.24866606, 8598187.1853912 , 8598501.05068691,
       8598661.24834601, 8598743.01364574, 8598784.7468663 ,
       8598806.04761006, 8598816.91956479, 8598822.46863862,
       8598825.30090026, 8598826.74649393, 8598827.48432868,
       8598827.86092145, 8598828.05313537, 8598828.15124185,
       8598828.20131566]), 845: array([3088637.33428507, 3088644.69421378, 3088648.56472452,
       3088650.60018626, 3088651.67061464, 3088652.2335419 ,
       3088652.52957955, 3088652.68526271, 3088652.76713488,
       3088652.81019061, 3088652.83283317, 3088652.84474066,
       3088652.85100269, 3088652.85429583, 3088652.85602765,
       3088652.8569384 , 3088652.85741736, 3088652.85766923,
       3088652.85780169, 3088652.85787135, 3088652.85790798,
       3088652.85792725, 3088652.85793738, 3088652.85794271,
       3088652.85794551, 3088652.85794698, 3088652.85794776,
       3088652.85794817]), 850: array([12581458.9207575 , 10757386.38805138,  9834760.57904331,
        9368091.42626301,  9132047.63035964,  9012655.39444148,
        8952266.15208506,  8921720.94481646,  8906271.01283064,
        8898456.35319296,  8894503.65584071,  8892504.36001942,
        8891493.10531792,  8890981.60718922,  8890722.88865346,
        8890592.02741078,  8890525.83708242,  8890492.35765429,
        8890475.42357744,  8890466.85822925,  8890462.52582955,
        8890460.33447821,  8890459.22608079,  8890458.66544734,
        8890458.38187589,  8890458.23844391,  8890458.16589524,
        8890458.12919972]), 855: array([5055892.94597596, 7495425.20532768, 8709978.59682734,
       9314660.06195186, 9615708.72463244, 9765589.78189803,
       9840210.04802717, 9877360.73416971, 9895856.69448259,
       9905065.15288314, 9909649.70565468, 9911932.18587024,
       9913068.54882515, 9913634.30214756, 9913915.96991968,
       9914056.20194431, 9914126.01831197, 9914160.77731373,
       9914178.08254236, 9914186.69817924, 9914190.98758798,
       9914193.12312684, 9914194.18633309, 9914194.71566439,
       9914194.97919897, 9914195.11040315, 9914195.17572488,
       9914195.20824617]), 860: array([2268523.23191428, 2932965.98175672, 3274841.28007404,
       3450746.15619357, 3541254.37832872, 3587823.51532354,
       3611784.70326074, 3624113.43779206, 3630456.93359628,
       3633720.84838947, 3635400.22835693, 3636264.31864537,
       3636708.91846258, 3636937.67811897, 3637055.38167701,
       3637115.9436126 , 3637147.10450615, 3637163.13770055,
       3637171.3872497 , 3637175.63188488, 3637177.81587428,
       3637178.93960093, 3637179.51779128, 3637179.81528718,
       3637179.96835756, 3637180.04711676, 3637180.08764068,
       3637180.10849143]), 865: array([5079755.64009206, 5110362.0324001 , 5127581.68956903,
       5137269.75048229, 5142720.41209176, 5145787.04351027,
       5147512.38053003, 5148483.08337151, 5149029.21667514,
       5149336.48020892, 5149509.35170123, 5149606.61203174,
       5149661.3322853 , 5149692.11879542, 5149709.43978981,
       5149719.18486471, 5149724.66760332, 5149727.75228178,
       5149729.48777236, 5149730.46418777, 5149731.01353505,
       5149731.32260682, 5149731.49649566, 5149731.59432836,
       5149731.64937064, 5149731.68033833, 5149731.69776126,
       5149731.70756368]), 870: array([1552453.46809912, 1552458.44895433, 1552461.06375282,
       1552462.43644302, 1552463.15706391, 1552463.5353681 ,
       1552463.73396637, 1552463.83822446, 1552463.8929568 ,
       1552463.92168963, 1552463.9367735 , 1552463.94469207,
       1552463.94884909, 1552463.95103139, 1552463.95217704,
       1552463.95277847, 1552463.9530942 , 1552463.95325995,
       1552463.95334696, 1552463.95339264, 1552463.95341662,
       1552463.95342921, 1552463.95343582, 1552463.95343929,
       1552463.95344111, 1552463.95344207, 1552463.95344257,
       1552463.95344283]), 875: array([3542733.98626047, 3544996.03546608, 3546668.07182258,
       3547903.98904779, 3548817.54058728, 3549492.80944694,
       3549991.94716728, 3550360.89423228, 3550633.60841762,
       3550835.19025399, 3550984.19327231, 3551094.33166508,
       3551175.74253647, 3551235.91891832, 3551280.39942653,
       3551313.27803355, 3551337.58087637, 3551355.54478125,
       3551368.82314052, 3551378.63809035, 3551385.89299574,
       3551391.25559595, 3551395.2194631 , 3551398.1494303 ,
       3551400.31517085, 3551401.91601884, 3551403.09931585,
       3551403.97397216]), 880: array([5663466.55505977, 5667983.38805279, 5671340.34213787,
       5673835.26296995, 5675689.51232833, 5677067.60843416,
       5678091.82282491, 5678853.02889305, 5679418.76462513,
       5679839.22490777, 5680151.7150675 , 5680383.96078476,
       5680556.56805417, 5680684.85145076, 5680780.19291521,
       5680851.05161622, 5680903.71449   , 5680942.85404853,
       5680971.942948  , 5680993.5621002 , 5681009.62966378,
       5681021.57123285, 5681030.4463228 , 5681037.04237572,
       5681041.94462622, 5681045.58802633, 5681048.29583663,
       5681050.30830751]), 885: array([21113290.1985957 , 18329330.94758155, 16804212.64791246,
       15968717.0036647 , 15511012.85592192, 15260271.76791832,
       15122909.90759155, 15047659.85255406, 15006436.10405739,
       14983852.7658888 , 14971481.08254035, 14964703.5836723 ,
       14960990.71052379, 14958956.71136195, 14957842.43882291,
       14957232.01414105, 14956897.60915558, 14956714.41424615,
       14956614.05576976, 14956559.07703801, 14956528.95839677,
       14956512.45869733, 14956503.41977424, 14956498.46803976,
       14956495.75536324, 14956494.2692953 , 14956493.45519236,
       14956493.00920764]), 890: array([42387636.03154164, 37907730.05111249, 34624982.5398457 ,
       32219478.65878076, 30456793.9253498 , 29165148.75531787,
       28218667.9617732 , 27525113.79276966, 27016897.05068369,
       26644490.29648949, 26371601.23344874, 26171635.90014433,
       26025106.99906641, 25917734.79361309, 25839055.49950046,
       25781401.55362195, 25739154.38411121, 25708196.86152584,
       25685512.07066949, 25668889.30201038, 25656708.6105663 ,
       25647782.94679161, 25641242.47458734, 25636449.80283375,
       25632937.86947173, 25630364.42472663, 25628478.67771111,
       25627096.85600568]), 895: array([64595677.77015717, 53569984.74306919, 46653951.48782962,
       42315764.68450879, 39594571.18442706, 37887661.27007789,
       36816976.1256308 , 36145372.6221871 , 35724099.1337324 ,
       35459848.94569021, 35294094.00550521, 35190121.70410671,
       35124903.50037755, 35083994.39246663, 35058333.5337742 ,
       35042237.37078121, 35032140.80830047, 35025807.58627908,
       35021834.97666577, 35019343.0970054 , 35017780.02767661,
       35016799.5687221 , 35016184.56096539, 35015798.78801785,
       35015556.80608279, 35015405.01924217, 35015309.80864319,
       35015250.08635025]), 900: array([ 8871278.20777094, 13057149.97016656, 15283087.55615976,
       16466783.1918573 , 17096241.70263769, 17430971.3449924 ,
       17608971.85106548, 17703627.88433276, 17753963.49759341,
       17780730.66577985, 17794964.74869469, 17802534.06327496,
       17806559.22763279, 17808699.70520652, 17809837.95543342,
       17810443.24725939, 17810765.12568816, 17810936.29225355,
       17811027.31417514, 17811075.71726246, 17811101.45676368,
       17811115.14436007, 17811122.42306735, 17811126.29369431,
       17811128.35199292, 17811129.44654252, 17811130.02859549,
       17811130.33811609]), 905: array([11330074.43802603,  9255654.84641573,  8090964.65899539,
        7437045.25032829,  7069899.89472207,  6863764.84144696,
        6748029.5896185 ,  6683049.62477032,  6646566.3945966 ,
        6626082.7564934 ,  6614582.14572114,  6608125.087289  ,
        6604499.74908552,  6602464.29017993,  6601321.47460693,
        6600679.83677758,  6600319.58695795,  6600117.32342765,
        6600003.76185603,  6599940.00231159,  6599904.20429075,
        6599884.10536584,  6599872.82075365,  6599866.48496838,
        6599862.92771942,  6599860.93048947,  6599859.80913767,
        6599859.17955075]), 910: array([5953040.8807838 , 5953044.48811912, 5953046.32987735,
       5953047.27020396, 5953047.75029637, 5953047.99541196,
       5953048.12055798, 5953048.18445243, 5953048.21707433,
       5953048.23372975, 5953048.24223332, 5953048.2465749 ,
       5953048.24879153, 5953048.24992325, 5953048.25050106,
       5953048.25079607, 5953048.25094669, 5953048.25102359,
       5953048.25106285, 5953048.2510829 , 5953048.25109313,
       5953048.25109835, 5953048.25110102, 5953048.25110238,
       5953048.25110308, 5953048.25110343, 5953048.25110362,
       5953048.25110371]), 915: array([ 515378.33892984,  909914.20068785, 1284673.25116321,
       1640646.83817097, 1978776.616455  , 2299957.03864155,
       2605037.72132923, 2894825.69257464, 3170087.52671868,
       3431551.37220099, 3679908.87772653, 3915817.02187964,
       4139899.85102548, 4352750.13009602, 4554930.91062749,
       4746977.02019716, 4929396.47719942, 5102671.83470375,
       5267261.45694938, 5423600.73185337, 5572103.22273965,
       5713161.76233547, 5847149.49192949, 5974420.84844004,
       6095312.50200502, 6210144.24657326, 6319219.84585355,
       6422827.83685891]), 920: array([7178287.62386105, 7146777.65492457, 7123134.77744294,
       7105394.81531419, 7092083.98812853, 7082096.47411466,
       7074602.54193554, 7068979.61921151, 7064760.57115974,
       7061594.89250171, 7059219.58858412, 7057437.32660797,
       7056100.04183859, 7055096.63685193, 7054343.75190901,
       7053778.83969031, 7053354.96906062, 7053036.92617755,
       7052798.28903597, 7052619.23241067, 7052484.88083887,
       7052384.07281338, 7052308.43351966, 7052251.67908242,
       7052209.09452104, 7052177.14204374, 7052153.16713892,
       7052135.17804669]), 925: array([2472086.00587261, 3261423.00011837, 3798000.07467252,
       4162755.50744203, 4410709.6822368 , 4579264.46518093,
       4693844.97134445, 4771734.73610443, 4824682.79557371,
       4860675.9329288 , 4885143.41954961, 4901775.97635158,
       4913082.48895167, 4920768.45261306, 4925993.23230364,
       4929544.9434511 , 4931959.33273103, 4933600.59108596,
       4934716.28896038, 4935474.72028427, 4935990.28824065,
       4936340.76205322, 4936579.00783977, 4936740.96303522,
       4936851.05726064, 4936925.89733255, 4936976.77226573,
       4937011.35612917]), 930: array([2045183.78443354, 2143270.38778754, 2182703.66953937,
       2198556.84068149, 2204930.21424047, 2207492.47072267,
       2208522.56227777, 2208936.68499314, 2209103.17274128,
       2209170.10500375, 2209197.01345683, 2209207.83133181,
       2209212.18038965, 2209213.9288203 , 2209214.6317334 ,
       2209214.91432215, 2209215.02792993, 2209215.07360312,
       2209215.09196489, 2209215.09934678, 2209215.10231449,
       2209215.10350758, 2209215.10398723, 2209215.10418007,
       2209215.10425759, 2209215.10428876, 2209215.10430129,
       2209215.10430632]), 935: array([995513.30037726, 995514.37201456, 995514.9182527 , 995515.19668282,
       995515.33860504, 995515.41094606, 995515.44781993, 995515.4666154 ,
       995515.47619587, 995515.48107926, 995515.48356844, 995515.48483723,
       995515.48548396, 995515.48581361, 995515.48598165, 995515.4860673 ,
       995515.48611095, 995515.48613321, 995515.48614455, 995515.48615033,
       995515.48615328, 995515.48615478, 995515.48615555, 995515.48615594,
       995515.48615614, 995515.48615624, 995515.48615629, 995515.48615632]), 940: array([2284473.9337986 , 2419610.97570261, 2485789.00850174,
       2518197.08820704, 2534067.6661883 , 2541839.65538821,
       2545645.68036063, 2547509.53087793, 2548422.27810792,
       2548869.26004028, 2549088.15180055, 2549195.34540111,
       2549247.83923636, 2549273.54602039, 2549286.1349033 ,
       2549292.29981185, 2549295.31883251, 2549296.79727872,
       2549297.5212894 , 2549297.87584506, 2549298.0494747 ,
       2549298.13450296, 2549298.1761422 , 2549298.19653337,
       2549298.20651914, 2549298.21140928, 2549298.21380403,
       2549298.21497677]), 945: array([1598735.91665417, 2054919.53492436, 2274516.91968299,
       2380226.57137038, 2431113.01736403, 2455608.70290013,
       2467400.42067815, 2473076.71040483, 2475809.15920217,
       2477124.50369472, 2477757.68340362, 2478062.48305575,
       2478209.2073216 , 2478279.8373569 , 2478313.8371991 ,
       2478330.20402187, 2478338.08267278, 2478341.87529282,
       2478343.70098188, 2478344.57983094, 2478345.00289075,
       2478345.20654302, 2478345.30457702, 2478345.35176857,
       2478345.3744856 , 2478345.38542112, 2478345.39068525,
       2478345.39321929]), 950: array([20838458.54334345, 17828162.47498512, 15614806.68417394,
       13987410.65884246, 12790848.48196167, 11911061.98816705,
       11264188.56226522, 10788567.22448681, 10438861.01011458,
       10181735.37958298,  9992680.718387  ,  9853676.04255584,
        9751471.21046817,  9676323.89877086,  9621070.94898381,
        9580445.56410689,  9550575.2693487 ,  9528612.78181426,
        9512464.60307666,  9500591.46365506,  9491861.59745679,
        9485442.86007543,  9480723.40749333,  9477253.37415944,
        9474701.99110626,  9472826.056538  ,  9471446.75345765,
        9470432.60455308]), 955: array([3302628.96438692, 4921792.23343527, 5733131.99489761,
       6139682.84811494, 6343399.71754807, 6445479.35300626,
       6496630.01129131, 6522260.8810652 , 6535104.14657519,
       6541539.72486089, 6544764.50191148, 6546380.39197828,
       6547190.0915845 , 6547595.82057918, 6547799.12562694,
       6547900.9989044 , 6547952.04615962, 6547977.62521558,
       6547990.44251793, 6547996.86508644, 6548000.08334447,
       6548001.69596796, 6548002.50403072, 6548002.90893952,
       6548003.11183358, 6548003.21350092, 6548003.26444498,
       6548003.28997232]), 960: array([20243249.06622744, 18861591.13399456, 17745536.36224638,
       16844026.49899902, 16115818.48080363, 15527597.60892774,
       15052453.43931549, 14668648.66000439, 14358624.63352364,
       14108198.10895597, 13905912.35414227, 13742513.02305628,
       13610524.77987059, 13503909.3107407 , 13417789.07773029,
       13348224.17693027, 13292032.09228123, 13246642.09903906,
       13209977.65600599, 13180361.40610365, 13156438.43917119,
       13137114.30634752, 13121504.95026551, 13108896.26042063,
       13098711.40341761, 13090484.43349068, 13083838.9760082 ,
       13078471.00875615]), 965: array([39278668.72031914, 32201967.9549252 , 27730340.82172594,
       24904808.15032285, 23119409.98554914, 21991252.22646917,
       21278391.66993687, 20827949.19505291, 20543323.51150184,
       20363474.17611716, 20249830.94113304, 20178022.03046884,
       20132647.4012487 , 20103976.07121708, 20085859.22530758,
       20074411.54899307, 20067177.98893209, 20062607.24551497,
       20059719.08322573, 20057894.11064517, 20056740.94659612,
       20056012.28505994, 20055551.85825879, 20055260.92367711,
       20055077.08787388, 20054960.92566878, 20054887.52507075,
       20054841.14468579]), 970: array([ 6526567.24068863,  8258066.22220541,  9183642.64378148,
        9678411.46624253,  9942891.18069188, 10084269.36820029,
       10159843.37562379, 10200241.62020949, 10221836.58680245,
       10233380.22160473, 10239550.89586232, 10242849.44276244,
       10244612.68794411, 10245555.23436373, 10246059.07453433,
       10246328.403357  , 10246472.37364551, 10246549.33326597,
       10246590.47219292, 10246612.46309283, 10246624.21837462,
       10246630.50218522, 10246633.86120939, 10246635.65678282,
       10246636.61661037, 10246637.12968821, 10246637.40395505,
       10246637.55056496]), 975: array([1308268.28915502, 1308268.03999393, 1308267.91548802,
       1308267.85327236, 1308267.82218317, 1308267.80664788,
       1308267.79888489, 1308267.79500572, 1308267.7930673 ,
       1308267.79209867, 1308267.79161465, 1308267.79137278,
       1308267.79125192, 1308267.79119152, 1308267.79116134,
       1308267.79114626, 1308267.79113873, 1308267.79113496,
       1308267.79113308, 1308267.79113214, 1308267.79113167,
       1308267.79113143, 1308267.79113132, 1308267.79113126,
       1308267.79113123, 1308267.79113122, 1308267.79113121,
       1308267.7911312 ]), 980: array([755525.53109561, 796678.79266299, 815104.94185186, 823355.1500006 ,
       827049.13585733, 828703.09794697, 829443.65048293, 829775.22885582,
       829923.69127007, 829990.16450913, 830019.92754061, 830033.25377619,
       830039.22052574, 830041.89210542, 830043.0882907 , 830043.62387616,
       830043.86368164, 830043.97105324, 830044.01912829, 830044.04065363,
       830044.05029149, 830044.05460678, 830044.05653893, 830044.05740404,
       830044.05779139, 830044.05796482, 830044.05804248, 830044.05807725]), 985: array([512950.51463631, 512950.34731556, 512950.26796156, 512950.23032691,
       512950.2124782 , 512950.20401322, 512950.19999859, 512950.19809461,
       512950.19719162, 512950.19676336, 512950.19656026, 512950.19646393,
       512950.19641825, 512950.19639658, 512950.19638631, 512950.19638143,
       512950.19637912, 512950.19637803, 512950.19637751, 512950.19637726,
       512950.19637714, 512950.19637709, 512950.19637706, 512950.19637705,
       512950.19637704, 512950.19637704, 512950.19637704, 512950.19637704]), 990: array([4955184.34742888, 4355952.29670023, 3906548.81487439,
       3569511.61996531, 3316745.28559989, 3127179.20579149,
       2985011.14886199, 2878389.98313688, 2798427.76640477,
       2738458.8469015 , 2693484.21446431, 2659754.78295855,
       2634458.86639289, 2615487.79672671, 2601260.14526586,
       2590589.89473947, 2582587.57287989, 2576586.10599904,
       2572085.21171437, 2568709.69540078, 2566178.17396023,
       2564279.61972182, 2562855.76917154, 2561787.93010298,
       2560987.08743301, 2560386.48290286, 2559936.05010855,
       2559598.24096459]), 995: array([2043117.36232314, 2044294.67597776, 2045161.54531539,
       2045799.83099701, 2046269.80795164, 2046615.85729011,
       2046870.65732548, 2047058.26946861, 2047196.41040804,
       2047298.12514157, 2047373.01884839, 2047428.16393039,
       2047468.76787694, 2047498.66502127, 2047520.67862622,
       2047536.88749212, 2047548.8222631 , 2047557.60996974,
       2047564.08045736, 2047568.84475046, 2047572.35275327,
       2047574.93573534, 2047576.83761421, 2047578.2379891 ,
       2047579.26910094, 2047580.02832023, 2047580.58734197,
       2047580.99895599]), 1000: array([21536027.7091668 , 17598446.80235988, 14947491.28908163,
       13162749.51495536, 11961181.55790868, 11152232.28786195,
       10607611.47164314, 10240948.38850356,  9994094.40765351,
        9827901.27105589,  9716012.62110565,  9640684.17948657,
        9589969.70470039,  9555826.45286142,  9532839.68919968,
        9517363.97217856,  9506945.02757017,  9499930.52823521,
        9495208.05366897,  9492028.67265205,  9489888.17120329,
        9488447.08992749,  9487476.88958276,  9486823.70733364,
        9486383.95584014,  9486087.89547371,  9485888.57439835,
        9485754.38253889]), 1005: array([3343283.4106135 , 5254085.32072529, 6359807.30330834,
       6999654.42524043, 7369914.17036044, 7584172.03627435,
       7708156.43833541, 7779902.3781583 , 7821419.53511917,
       7845444.23012447, 7859346.57827037, 7867391.43727594,
       7872046.74843205, 7874740.63305391, 7876299.50078853,
       7877201.56934571, 7877723.56852742, 7878025.63331343,
       7878200.42886513, 7878301.57764614, 7878360.10931816,
       7878393.97978692, 7878413.57957991, 7878424.92137408,
       7878431.48451967, 7878435.28240909, 7878437.48013026,
       7878438.75188355]), 1010: array([2999943.20275067, 3414630.10802059, 3580813.23606113,
       3647410.06295481, 3674098.31587556, 3684793.46273442,
       3689079.47451166, 3690797.06635001, 3691485.38030632,
       3691761.21772698, 3691871.75781111, 3691916.05604364,
       3691933.80827732, 3691940.92237156, 3691943.77329937,
       3691944.91579048, 3691945.3736365 , 3691945.55711536,
       3691945.63064334, 3691945.66010921, 3691945.67191747,
       3691945.67664956, 3691945.67854591, 3691945.67930586,
       3691945.67961041, 3691945.67973245, 3691945.67978136,
       3691945.67980096]), 1015: array([2592453.24686843, 2592451.16131735, 2592450.15589033,
       2592449.67118224, 2592449.43750845, 2592449.32485624,
       2592449.27054754, 2592449.24436576, 2592449.23174374,
       2592449.22565877, 2592449.22272525, 2592449.22131103,
       2592449.22062925, 2592449.22030056, 2592449.22014211,
       2592449.22006572, 2592449.22002889, 2592449.22001114,
       2592449.22000258, 2592449.21999845, 2592449.21999646,
       2592449.2199955 , 2592449.21999504, 2592449.21999482,
       2592449.21999471, 2592449.21999466, 2592449.21999463,
       2592449.21999462]), 1020: array([3010369.62484888, 2978910.37593492, 2964561.97338313,
       2958017.74035483, 2955032.94913684, 2953671.60112609,
       2953050.69726011, 2952767.50618205, 2952638.34417954,
       2952579.43405071, 2952552.56544221, 2952540.31080728,
       2952534.72153095, 2952532.1722906 , 2952531.00959512,
       2952530.47929565, 2952530.23742878, 2952530.12711453,
       2952530.07680077, 2952530.05385292, 2952530.04338652,
       2952530.03861285, 2952530.0364356 , 2952530.03544257,
       2952530.03498966, 2952530.03478308, 2952530.03468887,
       2952530.0346459 ]), 1025: array([2297426.36407068, 2297427.27295444, 2297427.73193238,
       2297427.96371202, 2297428.08075861, 2297428.13986606,
       2297428.16971478, 2297428.18478811, 2297428.1924    ,
       2297428.19624394, 2297428.19818509, 2297428.19916535,
       2297428.19966038, 2297428.19991036, 2297428.2000366 ,
       2297428.20010035, 2297428.20013254, 2297428.2001488 ,
       2297428.20015701, 2297428.20016115, 2297428.20016325,
       2297428.2001643 , 2297428.20016484, 2297428.20016511,
       2297428.20016524, 2297428.20016531, 2297428.20016535,
       2297428.20016536]), 1030: array([46812494.05506209, 39753948.33838144, 34591485.29117171,
       30815774.85682193, 28054304.38164575, 26034626.41166843,
       24557478.95016914, 23477126.21302546, 22686980.29525149,
       22109085.17830523, 21686425.56736755, 21377301.7463151 ,
       21151215.47199596, 20985861.00898021, 20864924.43942698,
       20776474.12736065, 20711783.54010873, 20664470.28613332,
       20629866.42648642, 20604557.93464003, 20586047.86766846,
       20572510.01715681, 20562608.73496494, 20555367.15780625,
       20550070.82964096, 20546197.21324224, 20543364.13652643,
       20541292.08734769]), 1035: array([1.52668756e+08, 1.38543216e+08, 1.27494438e+08, 1.18852256e+08,
       1.12092475e+08, 1.06805080e+08, 1.02669362e+08, 9.94344677e+07,
       9.69041837e+07, 9.49250350e+07, 9.33769756e+07, 9.21661077e+07,
       9.12189856e+07, 9.04781615e+07, 8.98987004e+07, 8.94454549e+07,
       8.90909334e+07, 8.88136321e+07, 8.85967314e+07, 8.84270751e+07,
       8.82943725e+07, 8.81905746e+07, 8.81093855e+07, 8.80458807e+07,
       8.79962082e+07, 8.79573551e+07, 8.79269649e+07, 8.79031941e+07]), 1040: array([41766970.56358948, 46687310.26018464, 49632372.84871573,
       51395136.02873912, 52450235.51658943, 53081763.87041355,
       53459764.30191447, 53686015.942636  , 53821438.55240904,
       53902495.57006979, 53951012.1370084 , 53980051.66172125,
       53997433.22947758, 54007836.94305952, 54014064.07157935,
       54017791.3108288 , 54020022.24477826, 54021357.56723915,
       54022156.8226698 , 54022635.21591349, 54022921.55753449,
       54023092.94691968, 54023195.53180152, 54023256.93384209,
       54023293.68594941, 54023315.68387292, 54023328.85069992,
       54023336.73168619]), 1045: array([6906876.74116346, 7499802.26940443, 7879929.48065238,
       8123630.73797524, 8279868.70532771, 8380033.56582366,
       8444249.70642115, 8485418.96171506, 8511812.75563798,
       8528733.93511213, 8539582.17904526, 8546537.03680871,
       8550995.82726439, 8553854.37779178, 8555687.00733534,
       8556861.91434215, 8557615.1524854 , 8558098.056832  ,
       8558407.64897102, 8558606.12987769, 8558733.37687575,
       8558814.955496  , 8558867.25591476, 8558900.78594742,
       8558922.2822015 , 8558936.06354626, 8558944.89882809,
       8558950.56316684]), 1050: array([2847993.31013   , 2847993.08150032, 2847992.96950953,
       2847992.91465254, 2847992.88778167, 2847992.87461939,
       2847992.86817204, 2847992.8650139 , 2847992.86346694,
       2847992.86270918, 2847992.86233801, 2847992.86215619,
       2847992.86206713, 2847992.86202351, 2847992.86200214,
       2847992.86199167, 2847992.86198654, 2847992.86198403,
       2847992.8619828 , 2847992.8619822 , 2847992.86198191,
       2847992.86198176, 2847992.86198169, 2847992.86198166,
       2847992.86198164, 2847992.86198163, 2847992.86198163,
       2847992.86198162]), 1055: array([7441362.8912582 , 7441369.85623457, 7441373.43802466,
       7441375.27998643, 7441376.22722876, 7441376.71435506,
       7441376.96486333, 7441377.09368904, 7441377.15993861,
       7441377.19400793, 7441377.21152833, 7441377.22053832,
       7441377.22517178, 7441377.22755457, 7441377.22877993,
       7441377.22941009, 7441377.22973415, 7441377.2299008 ,
       7441377.2299865 , 7441377.23003057, 7441377.23005324,
       7441377.23006489, 7441377.23007089, 7441377.23007397,
       7441377.23007555, 7441377.23007637, 7441377.23007679,
       7441377.230077  ]), 1060: array([30619022.59961484, 21778402.48093594, 17111680.68057094,
       14648245.75523265, 13347865.76881438, 12661430.70544652,
       12299080.39158275, 12107805.56172049, 12006836.80541195,
       11953538.15781761, 11925403.25807988, 11910551.61326372,
       11902711.83577024, 11898573.43144479, 11896388.88087876,
       11895235.71632541, 11894626.99226665, 11894305.66346876,
       11894136.04277631, 11894046.50464747, 11893999.23991578,
       11893974.29015538, 11893961.11985859, 11893954.16761878,
       11893950.49772134, 11893948.56048277, 11893947.53786745,
       11893946.99805677]), 1065: array([13098362.19780528, 17023048.09585251, 19120256.29157432,
       20240927.43073252, 20839772.9839323 , 21159774.08332398,
       21330770.93395555, 21422145.37917309, 21470972.53129885,
       21497063.97053042, 21511006.27868349, 21518456.53678962,
       21522437.68146369, 21524565.05915854, 21525701.8517715 ,
       21526309.31204899, 21526633.91654108, 21526807.37327592,
       21526900.06219305, 21526949.59175074, 21526976.05852975,
       21526990.20140571, 21526997.7588399 , 21527001.79725554,
       21527003.95523674, 21527005.10838274, 21527005.72458167,
       21527006.05385578]), 1070: array([4498102.26844248, 5794507.73405764, 6527900.20431608,
       6942789.31863847, 7177497.17856857, 7310274.29325124,
       7385387.93532825, 7427880.64380108, 7451919.29008994,
       7465518.24709147, 7473211.34383691, 7477563.42300945,
       7480025.44756872, 7481418.24505473, 7482206.16767302,
       7482651.90516081, 7482904.06432392, 7483046.71385482,
       7483127.41244382, 7483173.06462526, 7483198.89062415,
       7483213.50070844, 7483221.76581229, 7483226.4414829 ,
       7483229.0865671 , 7483230.58292367, 7483231.42943093,
       7483231.90831047]), 1075: array([2074114.21092822, 3212341.76811345, 3900953.72409922,
       4317554.44944028, 4569592.13604456, 4722071.4564222 ,
       4814319.33988786, 4870128.03566916, 4903891.52603659,
       4924317.97151848, 4936675.68899626, 4944151.93744076,
       4948674.96452116, 4951411.33345297, 4953066.79887421,
       4954068.33259618, 4954674.24666926, 4955040.8163173 ,
       4955262.58589294, 4955396.75342411, 4955477.92292795,
       4955527.02935702, 4955556.73806857, 4955574.71142886,
       4955585.58506366, 4955592.16346258, 4955596.14330309,
       4955598.55105165]), 1080: array([1416014.98812329, 1416706.11693085, 1417211.45276665,
       1417580.94149891, 1417851.10227834, 1418048.63698067,
       1418193.06933946, 1418298.67461295, 1418375.89050753,
       1418432.34880908, 1418473.62968565, 1418503.81321444,
       1418525.88264431, 1418542.01925107, 1418553.81792822,
       1418562.44482137, 1418568.7525866 , 1418573.36466437,
       1418576.73689854, 1418579.20259053, 1418581.00544192,
       1418582.32364107, 1418583.28747483, 1418583.99220559,
       1418584.50748684, 1418584.8842474 , 1418585.15972515,
       1418585.3611475 ]), 1085: array([6051330.26418979, 6051345.15951013, 6051352.87570589,
       6051356.87291278, 6051358.94357861, 6051360.01624188,
       6051360.57191168, 6051360.8597643 , 6051361.00888007,
       6051361.08612625, 6051361.12614194, 6051361.1468712 ,
       6051361.15760954, 6051361.1631723 , 6051361.16605397,
       6051361.16754675, 6051361.16832006, 6051361.16872065,
       6051361.16892817, 6051361.16903567, 6051361.16909136,
       6051361.16912021, 6051361.16913515, 6051361.16914289,
       6051361.1691469 , 6051361.16914898, 6051361.16915006,
       6051361.16915061]), 1090: array([5350060.53945876, 5350062.19494118, 5350063.030383  ,
       5350063.45199004, 5350063.6647547 , 5350063.77212672,
       5350063.82631219, 5350063.85365697, 5350063.86745655,
       5350063.87442053, 5350063.87793492, 5350063.87970846,
       5350063.88060348, 5350063.88105515, 5350063.88128309,
       5350063.88139812, 5350063.88145617, 5350063.88148546,
       5350063.88150025, 5350063.88150771, 5350063.88151147,
       5350063.88151337, 5350063.88151433, 5350063.88151482,
       5350063.88151506, 5350063.88151518, 5350063.88151524,
       5350063.88151528]), 1095: array([3691767.90861218, 5513596.12264166, 6527762.38928165,
       7092323.42114515, 7406600.4476871 , 7581550.6193028 ,
       7678941.01046547, 7733155.80890335, 7763335.8331806 ,
       7780136.29895046, 7789488.69865336, 7794694.94599203,
       7797593.13385959, 7799206.4826633 , 7800104.59364897,
       7800604.5496044 , 7800882.86259841, 7801037.79249131,
       7801124.03809332, 7801172.04886597, 7801198.77526404,
       7801213.65318236, 7801221.93534791, 7801226.54582262,
       7801229.11235875, 7801230.54108531, 7801231.33642171,
       7801231.77916562]), 1100: array([31791459.31450573, 30310163.6582044 , 29054344.57350473,
       27989680.9685133 , 27087075.96306027, 26321861.68124455,
       25673125.08710075, 25123136.438715  , 24656864.74064251,
       24261566.95211269, 23926439.72422703, 23642324.14825068,
       23401455.44587265, 23197250.76055784, 23024129.25040386,
       22877359.56570347, 22752930.54282879, 22647441.58054645,
       22558009.70278741, 22482190.76792956, 22417912.6712707 ,
       22363418.71513913, 22317219.59896695, 22278052.71723171,
       22244847.65289356, 22216696.9232758 , 22192831.17888384,
       22172598.17735541]), 1105: array([22935667.41073759, 21537324.26652986, 20765555.43037072,
       20339603.37494451, 20104513.35184282, 19974763.25847457,
       19903152.0241612 , 19863628.59302709, 19841814.95409752,
       19829775.64400485, 19823130.94854733, 19819463.63062102,
       19817439.57686888, 19816322.46794245, 19815705.91694809,
       19815365.63220087, 19815177.82338984, 19815074.16858372,
       19815016.95977241, 19814985.38527805, 19814967.95878952,
       19814958.34082068, 19814953.03250374, 19814950.10275533,
       19814948.48577847, 19814947.59334205, 19814947.10079154,
       19814946.82894473]), 1110: array([8108935.04813309, 8871430.11593238, 9268757.45049842,
       9475800.11537623, 9583687.64626187, 9639906.58706555,
       9669201.62495494, 9684466.92936431, 9692421.50240807,
       9696566.53814477, 9698726.46818301, 9699851.98266983,
       9700438.47521247, 9700744.08967288, 9700903.34182295,
       9700986.32627095, 9701029.56850415, 9701052.10153025,
       9701063.84322875, 9701069.96169163, 9701073.14995166,
       9701074.81131698, 9701075.67703518, 9701076.12815088,
       9701076.36322205, 9701076.4857149 , 9701076.54954451,
       9701076.58280538]), 1115: array([27900194.67461577, 22024397.68038427, 18705190.09384645,
       16830186.75160262, 15771006.97999558, 15172681.75928476,
       14834690.91076669, 14643761.61390995, 14535906.63334452,
       14474979.90798452, 14440562.7133067 , 14421120.61655044,
       14410137.87580652, 14403933.78188803, 14400429.12105273,
       14398449.3561214 , 14397330.99706542, 14396699.24177048,
       14396342.36644449, 14396140.76940316, 14396026.88826845,
       14395962.55739952, 14395926.2172216 , 14395905.68884148,
       14395894.09246483, 14395887.54173113, 14395883.84125527,
       14395881.75087543]), 1120: array([11241857.59274229, 13725375.2231781 , 15081222.60744295,
       15821431.61860073, 16225540.0651397 , 16446158.34200815,
       16566602.30823868, 16632357.28197546, 16668255.44031781,
       16687853.6197275 , 16698553.01640717, 16704394.22680309,
       16707583.16725561, 16709324.13197361, 16710274.59128586,
       16710793.4834236 , 16711076.7665133 , 16711231.42160069,
       16711315.85373563, 16711361.94847155, 16711387.11335314,
       16711400.85182573, 16711408.35218405, 16711412.4469169 ,
       16711414.68238837, 16711415.90281786, 16711416.56909705,
       16711416.93284439]), 1125: array([27933862.5754306 , 24318627.78562611, 22080491.94693632,
       20694896.73011819, 19837096.20180299, 19306045.18672546,
       18977279.73216369, 18773746.13361209, 18647741.63659284,
       18569734.20498418, 18521441.01283528, 18491543.44590048,
       18473034.3254873 , 18461575.61584659, 18454481.70626585,
       18450089.97676771, 18447371.12508722, 18445687.92614166,
       18444645.88375638, 18444000.77146256, 18443601.39243776,
       18443354.14307206, 18443201.074821  , 18443106.31263863,
       18443047.6468399 , 18443011.32775297, 18442988.84316903,
       18442974.92331152]), 1130: array([42154960.17607448, 31687702.41668064, 26067120.80867926,
       23049048.80373106, 21428440.96234949, 20558226.54359427,
       20090949.31879451, 19840036.44018595, 19705304.27411767,
       19632957.42339358, 19594109.48557417, 19573249.38927812,
       19562048.18679721, 19556033.50042005, 19552803.80679767,
       19551069.56493693, 19550138.33269538, 19549638.29085729,
       19549369.7844325 , 19549225.60509656, 19549148.1854187 ,
       19549106.61353546, 19549084.29076786, 19549072.30415781,
       19549065.86773277, 19549062.41157901, 19549060.55573533,
       19549059.5592068 ]), 1135: array([49704959.75795196, 42803171.59734784, 38807273.79442719,
       36493786.49521856, 35154356.9733505 , 34378873.37996081,
       33929895.06956949, 33669952.08054929, 33519454.03648595,
       33432320.8487348 , 33381873.73193054, 33352666.58756287,
       33335756.65620992, 33325966.38795358, 33320298.15958939,
       33317016.4504526 , 33315116.45381051, 33314016.42114781,
       33313379.54009645, 33313010.80788754, 33312797.32462941,
       33312673.72517052, 33312602.16533779, 33312560.73465754,
       33312536.74771963, 33312522.86010814, 33312514.81965907,
       33312510.16451579]), 1140: array([17663551.72967743, 21979587.87001541, 25545274.84194045,
       28491061.94110974, 30924719.66315798, 32935282.44610833,
       34596305.96127334, 35968558.11938926, 37102242.24141487,
       38038833.72784959, 38812597.42041557, 39451841.16820196,
       39979951.4595092 , 40416249.00758912, 40776695.59155808,
       41074478.01198804, 41320490.52496766, 41523733.40429936,
       41691642.21307798, 41830359.83092592, 41944961.18889745,
       42039638.93389241, 42117856.81504143, 42182476.4036445 ,
       42235861.78266384, 42279966.03579589, 42316402.7002922 ,
       42346504.79760335]), 1145: array([2256528.10830966, 2256363.09734493, 2256267.78784811,
       2256212.73756585, 2256180.94080185, 2256162.57515214,
       2256151.96724595, 2256145.84017311, 2256142.30120689,
       2256140.25711794, 2256139.07646253, 2256138.39452194,
       2256138.00063652, 2256137.77313029, 2256137.64172385,
       2256137.56582416, 2256137.52198488, 2256137.49666353,
       2256137.48203805, 2256137.47359045, 2256137.46871115,
       2256137.4658929 , 2256137.46426509, 2256137.46332487,
       2256137.46278181, 2256137.46246814, 2256137.46228697,
       2256137.46218232]), 1150: array([4348092.34527128, 4349886.22218164, 4351193.75603709,
       4352146.80068205, 4352841.46269136, 4353347.79291393,
       4353716.85051437, 4353985.85186246, 4354181.92349243,
       4354324.83758693, 4354429.00583609, 4354504.93273591,
       4354560.27487865, 4354600.61305618, 4354630.01503604,
       4354651.44576178, 4354667.06634271, 4354678.45198365,
       4354686.7508312 , 4354692.79975467, 4354697.20873734,
       4354700.42238822, 4354702.7647771 , 4354704.47211429,
       4354705.71657046, 4354706.62363859, 4354707.2847889 ,
       4354707.76669288]), 1155: array([4529065.42688947, 4528373.57411532, 4527912.68129348,
       4527605.64748346, 4527401.11021138, 4527264.85324455,
       4527174.08269295, 4527113.61390937, 4527073.33130975,
       4527046.49617704, 4527028.61936784, 4527016.71034131,
       4527008.77688344, 4527003.49183736, 4526999.9710886 ,
       4526997.62566499, 4526996.06320987, 4526995.0223463 ,
       4526994.32895233, 4526993.8670328 , 4526993.55931502,
       4526993.35432211, 4526993.21776162, 4526993.12678886,
       4526993.06618537, 4526993.02581304, 4526992.99891813,
       4526992.98100149]), 1160: array([3859884.64764798, 3861989.53088601, 3863536.35993999,
       3864673.08813421, 3865508.44287765, 3866122.32537915,
       3866573.45315284, 3866904.97631516, 3867148.60486912,
       3867327.64174814, 3867459.21172847, 3867555.8994043 ,
       3867626.95289717, 3867679.16843349, 3867717.54039977,
       3867745.7390529 , 3867766.4615781 , 3867781.69007319,
       3867792.88113511, 3867801.1051826 , 3867807.14884117,
       3867811.59018332, 3867814.85402094, 3867817.25253823,
       3867819.01515203, 3867820.31045534, 3867821.2623432 ,
       3867821.96186314]), 1165: array([33406914.45549499, 27670109.57598693, 23894062.93534898,
       21408615.28081835, 19772658.25186383, 18695848.04598115,
       17987076.23903823, 17520552.54565871, 17213480.00926197,
       17011360.49433217, 16878322.55223931, 16790755.08483049,
       16733116.93117471, 16695178.67790382, 16670207.17951332,
       16653770.58377936, 16642951.78247648, 16635830.69344286,
       16631143.49126537, 16628058.30806531, 16626027.59656247,
       16624690.95334216, 16623811.15574615, 16623232.0604437 ,
       16622850.89167164, 16622600.00095957, 16622434.86112121,
       16622326.16372868]), 1170: array([36576801.09427146, 34519113.33109877, 33228461.38253872,
       32418920.45891802, 31911148.77984697, 31592657.06368583,
       31392888.19621208, 31267586.34882728, 31188992.7563592 ,
       31139696.1744974 , 31108775.67694864, 31089381.28625148,
       31077216.46290343, 31069586.27078243, 31064800.35403397,
       31061798.46381156, 31059915.57587577, 31058734.564341  ,
       31057993.79362452, 31057529.15696497, 31057237.72100431,
       31057054.92242949, 31056940.26492849, 31056868.34783313,
       31056823.23897797, 31056794.94516545, 31056777.19832119,
       31056766.06689516]), 1175: array([13952068.23344052, 13551198.14273394, 13301237.41904383,
       13145375.54549383, 13048188.58240665, 12987588.09314666,
       12949800.93340944, 12926238.92164284, 12911546.93626076,
       12902385.81552941, 12896673.44032131, 12893111.51471471,
       12890890.49218648, 12889505.58368031, 12888642.03027367,
       12888103.56547056, 12887767.80818911, 12887558.44826179,
       12887427.90283035, 12887346.50181971, 12887295.74458937,
       12887264.09514902, 12887244.36028428, 12887232.05469904,
       12887224.38160728, 12887219.59708577, 12887216.61371912,
       12887214.75345441]), 1180: array([3825295.99440378, 3778834.70242721, 3755183.59602998,
       3743144.00758946, 3737015.25879511, 3733895.42110548,
       3732307.2686887 , 3731498.82018918, 3731087.27972904,
       3730877.78518432, 3730771.14205074, 3730716.85539637,
       3730689.22079165, 3730675.15340462, 3730667.99240557,
       3730664.34710121, 3730662.49146015, 3730661.54684663,
       3730661.06599141, 3730660.82121221, 3730660.69660744,
       3730660.63317741, 3730660.60088838, 3730660.58445166,
       3730660.57608455, 3730660.57182527, 3730660.56965709,
       3730660.56855338]), 1185: array([7885716.67995999, 6252785.2401943 , 5369391.10483736,
       4891486.6568129 , 4632946.72282376, 4493080.0659148 ,
       4417414.0695132 , 4376479.77439258, 4354334.86655143,
       4342354.76669023, 4335873.69240833, 4332367.51764066,
       4330470.72384278, 4329444.58369004, 4328889.45554999,
       4328589.13862832, 4328426.67117813, 4328338.77845392,
       4328291.22966209, 4328265.50639972, 4328251.59045778,
       4328244.06211874, 4328239.98938771, 4328237.78609452,
       4328236.59414229, 4328235.94931202, 4328235.60046745,
       4328235.41174719]), 1190: array([2762780.07672998, 3538808.15018857, 3920606.52183312,
       4108447.66002902, 4200863.69901512, 4246331.50411846,
       4268701.2282875 , 4279706.91809949, 4285121.61196529,
       4287785.58943159, 4289096.24080301, 4289741.06871132,
       4290058.31785965, 4290214.40139887, 4290291.19300364,
       4290328.97373692, 4290347.56149546, 4290356.70649444,
       4290361.20574626, 4290363.41933501, 4290364.50839945,
       4290365.04420872, 4290365.30782174, 4290365.43751682,
       4290365.50132555, 4290365.53271884, 4290365.54816403,
       4290365.55576292]), 1195: array([211804.60638433, 211804.48378795, 211804.42245753, 211804.3917762 ,
       211804.37642747, 211804.36874907, 211804.36490785, 211804.36298623,
       211804.36202491, 211804.361544  , 211804.36130342, 211804.36118307,
       211804.36112286, 211804.36109274, 211804.36107767, 211804.36107013,
       211804.36106636, 211804.36106447, 211804.36106353, 211804.36106306,
       211804.36106282, 211804.3610627 , 211804.36106264, 211804.36106261,
       211804.3610626 , 211804.36106259, 211804.36106259, 211804.36106259]), 1200: array([1366620.27765129, 1288885.26270498, 1223784.2760758 ,
       1169263.94874302, 1123604.63931648, 1085366.19433095,
       1053342.52394968, 1026523.5603366 , 1004063.39881492,
        985253.6169435 ,  969500.92995997,  956308.47781474,
        945260.15356465,  936007.47882371,  928258.61230571,
        921769.14477389,  916334.39005864,  911782.9289919 ,
        907971.20262568,  904778.98419783,  902105.58702498,
        899866.68871481,  897991.67152912,  896421.39500934,
        895106.33061025,  894004.99950585,  893082.6642937 ,
        892310.2333325 ]), 1205: array([451681.99543485, 508584.94210793, 535954.27929777, 549118.45904605,
       555450.20275043, 558495.66240721, 559960.47604373, 560665.0261713 ,
       561003.90264671, 561166.89639419, 561245.29357914, 561283.00127471,
       561301.13802675, 561309.86149208, 561314.05732864, 561316.07545375,
       561317.04613716, 561317.51301917, 561317.73758137, 561317.84559192,
       561317.89754313, 561317.92253077, 561317.9345494 , 561317.94033015,
       561317.94311059, 561317.94444794, 561317.94509117, 561317.94540056]), 1210: array([307823.60764266, 304876.20330795, 302437.98127462, 300420.97715548,
       298752.42295453, 297372.12179642, 296230.27618783, 295285.69145992,
       294504.28957732, 293857.87969571, 293323.14111323, 292880.78192332,
       292514.84301538, 292212.12231374, 291961.69848286, 291754.53691532,
       291583.16378796, 291441.39642672, 291324.12025266, 291227.10426194,
       291146.84838277, 291080.45720236, 291025.53550839, 290980.10187624,
       290942.51718463, 290911.42548062, 290885.70506048, 290864.42800177]), 1215: array([1616596.70286897, 1539996.7594532 , 1494972.61533476,
       1468508.1890806 , 1452952.84936956, 1443809.68521394,
       1438435.48880746, 1435276.6275507 , 1433419.90262204,
       1432328.55128353, 1431687.07352574, 1431310.02380837,
       1431088.40039643, 1430958.1339237 , 1430881.56550629,
       1430836.55989261, 1430810.10635824, 1430794.55742059,
       1430785.41801946, 1430780.04603489, 1430776.88847372,
       1430775.03251296, 1430773.94161078, 1430773.30039704,
       1430772.9235025 , 1430772.7019703 , 1430772.57175744,
       1430772.49522054]), 1220: array([2695545.83776295, 2837464.42434786, 2967443.90570212,
       3086488.67622633, 3195518.63419744, 3295376.29012669,
       3386833.2771167 , 3470596.3135254 , 3547312.66401235,
       3617575.14116659, 3681926.68636542, 3740864.56526182,
       3794844.21032044, 3844282.74009474, 3889562.18243992,
       3931032.42656834, 3969013.92675909, 4003800.17861411,
       4035659.98699564, 4064839.54317027, 4091564.32721014,
       4116040.850352  , 4138458.25077778, 4158989.7551478 ,
       4177794.01718038, 4195016.34362162, 4210789.81707858,
       4225236.32439257]), 1225: array([2438825.51591449, 2037803.79321955, 1759255.16107048,
       1565776.01497659, 1431385.90979314, 1338038.89676437,
       1273200.30742406, 1228163.59407634, 1196881.21162784,
       1175152.55118812, 1160059.88088776, 1149576.55185662,
       1142294.85912844, 1137237.01454203, 1133723.84901649,
       1131283.61349738, 1129588.63233426, 1128411.30288355,
       1127593.53294859, 1127025.51210607, 1126630.96632522,
       1126356.91586522, 1126166.56113765, 1126034.34124534,
       1125942.50165646, 1125878.71011996, 1125834.40068676,
       1125803.62347118]), 1230: array([732176.30736766, 732176.06771322, 732175.94925767, 732175.89070788,
       732175.86176809, 732175.84746384, 732175.84039358, 732175.83689892,
       732175.83517159, 732175.83431781, 732175.83389581, 732175.83368722,
       732175.83358412, 732175.83353316, 732175.83350798, 732175.83349553,
       732175.83348937, 732175.83348633, 732175.83348483, 732175.83348408,
       732175.83348372, 732175.83348353, 732175.83348345, 732175.8334834 ,
       732175.83348338, 732175.83348337, 732175.83348336, 732175.83348336]), 1235: array([ 625277.5817993 ,  751330.05511989,  877382.52844047,
       1003435.00176106, 1129487.47508164, 1255539.94840222,
       1381592.42172279, 1507644.89504336, 1633697.36836393,
       1759749.8416845 , 1885802.31500506, 2011854.78832562,
       2137907.26164618, 2263959.73496674, 2390012.20828729,
       2516064.68160784, 2642117.15492839, 2768169.62824893,
       2894222.10156948, 3020274.57489001, 3146327.04821055,
       3272379.52153109, 3398431.99485162, 3524484.46817215,
       3650536.94149267, 3776589.41481319, 3902641.88813371,
       4028694.36145423]), 1240: array([1518511.38605804, 1213808.50298044, 1017536.28765603,
        891108.92300737,  809671.62682367,  757214.36626032,
        723424.39146052,  701658.81726336,  687638.67599546,
        678607.70077784,  672790.46171992,  669043.3281666 ,
        666629.63848899,  665074.877289  ,  664073.38881624,
        663428.28707258,  663012.74932952,  662745.08362003,
        662572.66863913,  662461.60874394,  662390.07029494,
        662343.98930705,  662314.30656336,  662295.18663315,
        662282.87066482,  662274.93742059,  662269.82727721,
        662266.53561436]), 1245: array([543442.69661535, 549831.53624621, 553068.89616611, 554709.33478353,
       555540.57966335, 555961.7889929 , 556175.22465261, 556283.37700736,
       556338.18008879, 556365.94996713, 556380.02155076, 556387.15191925,
       556390.7650275 , 556392.59586573, 556393.52359012, 556393.99368765,
       556394.23189599, 556394.35260119, 556394.41376506, 556394.44475808,
       556394.4604629 , 556394.46842087, 556394.47245333, 556394.47449667,
       556394.47553207, 556394.47605673, 556394.47632259, 556394.47645731]), 1250: array([ 321148.26442137,  376795.78633186,  432443.30824235,
        488090.83015284,  543738.35206333,  599385.87397382,
        655033.39588431,  710680.91779479,  766328.43970528,
        821975.96161577,  877623.48352626,  933271.00543675,
        988918.52734724, 1044566.04925773, 1100213.57116822,
       1155861.09307871, 1211508.6149892 , 1267156.13689968,
       1322803.65881017, 1378451.18072066, 1434098.70263115,
       1489746.22454164, 1545393.74645213, 1601041.26836262,
       1656688.79027311, 1712336.3121836 , 1767983.83409409,
       1823631.35600457]), 1255: array([226344.79278416, 191430.74456456, 171638.86044395, 160419.34574947,
       154059.28880832, 150453.93462001, 148410.15121626, 147251.58249228,
       146594.8194098 , 146222.51715652, 146011.46849758, 145891.83039159,
       145824.01059839, 145785.56528607, 145763.77161833, 145751.41734351,
       145744.41401998, 145740.44401436, 145738.19351935, 145736.91777108,
       145736.19458191, 145735.78462439, 145735.55222993, 145735.42049142,
       145735.34581223, 145735.30347849, 145735.27948058, 145735.26587677]), 1260: array([32770.04875187, 52588.28036997, 65261.79645458, 73366.35457268,
       78549.12010129, 81863.43509949, 83982.8988967 , 85338.27000357,
       86205.01320522, 86759.28485362, 87113.73477562, 87340.40115404,
       87485.35152339, 87578.04550703, 87637.32217284, 87675.2288737 ,
       87699.46974405, 87714.97148336, 87724.88465555, 87731.2240076 ,
       87735.2779455 , 87737.87038906, 87739.52822494, 87740.58839064,
       87741.26635361, 87741.69990262, 87741.97715189, 87742.1544494 ]), 1265: array([31067.2508312 , 31700.7936839 , 32304.43219994, 32879.5779166 ,
       33427.57574411, 33949.70711057, 34447.19295843, 34921.1965995 ,
       35372.82643523, 35803.13854858, 36213.13917352, 36603.78704804,
       36975.99565596, 37330.63536311, 37668.53545249, 37990.4860635 ,
       38297.24003955, 38589.51468855, 38867.99346018, 39133.32754412,
       39386.13739274, 39627.01417197, 39856.52114366, 40075.19498273,
       40283.54703209, 40482.06449835, 40671.21159114, 40851.43060855]), 1270: array([59000.06880765, 58089.36587037, 57394.36660806, 56863.98073267,
       56459.21889756, 56150.32654057, 55914.59658797, 55734.70022829,
       55597.41304918, 55492.64289385, 55412.68797365, 55351.67069976,
       55305.10561405, 55269.56965726, 55242.4505356 , 55221.75468762,
       55205.96073495, 55193.90764388, 55184.70937618, 55177.6897554 ,
       55172.3327602 , 55168.24459098, 55165.12472119, 55162.74380517,
       55160.92681875, 55159.54019291, 55158.48199501, 55157.67443556]), 1275: array([63684.01517404, 63684.21364746, 63684.31853892, 63684.37397313,
       63684.40326962, 63684.41875255, 63684.42693515, 63684.43125958,
       63684.433545  , 63684.43475283, 63684.43539115, 63684.4357285 ,
       63684.43590679, 63684.43600101, 63684.43605081, 63684.43607712,
       63684.43609103, 63684.43609838, 63684.43610226, 63684.43610432,
       63684.4361054 , 63684.43610598, 63684.43610628, 63684.43610644,
       63684.43610652, 63684.43610657, 63684.43610659, 63684.4361066 ]), 1280: array([176688.87213737, 144829.86459197, 127304.5300612 , 117664.01159942,
       112360.85484377, 109443.63916844, 107838.90680081, 106956.15891436,
       106470.56776736, 106203.44873409, 106056.5091155 , 105975.67904042,
       105931.21519127, 105906.75605424, 105893.30131752, 105885.89999588,
       105881.82859982, 105879.58896389, 105878.35696164, 105877.67924902,
       105877.30644581, 105877.10137034, 105876.98856029, 105876.92650456,
       105876.8923683 , 105876.87359027, 105876.86326065, 105876.85757843]), 1285: array([48624.78250737, 61626.65995671, 70397.76410096, 76314.77633315,
       80306.40990403, 82999.17745951, 84815.72624313, 86041.17530818,
       86867.86679292, 87425.5552603 , 87801.7735139 , 88055.57143625,
       88226.78424895, 88342.28490775, 88420.20198634, 88472.76507299,
       88508.22428332, 88532.14516919, 88548.28226801, 88559.16840157,
       88566.51221876, 88571.46637908, 88574.80846997, 88577.06305415,
       88578.58400316, 88579.61003976, 88580.30220703, 88580.76914506]), 1290: array([567226.86023728, 551336.55756616, 539596.60487435, 530922.98222166,
       524514.80223184, 519780.35937835, 516282.49427958, 513698.22816257,
       511788.94030415, 510378.33475452, 509336.16187953, 508566.191634  ,
       507997.3280671 , 507577.04460858, 507266.53397689, 507037.12487111,
       506867.63457853, 506742.41304828, 506649.89782868, 506581.54643703,
       506531.04758115, 506493.73840012, 506466.17391445, 506445.80893057,
       506430.7630279 , 506419.6469284 , 506411.43421623, 506405.36656262]), 1295: array([169204.91773882, 260917.26521274, 341659.39169958, 412743.50598932,
       475324.85632296, 530420.5053117 , 578925.85908414, 621629.21929085,
       659224.59446325, 692322.97893491, 721462.28262878, 747116.07308767,
       769701.27182209, 789584.93005538, 807090.19398454, 822501.55650315,
       836069.48073676, 848014.47053156, 858530.6540495 , 867788.93870964,
       875939.78874969, 883115.67054789, 889433.20544655, 894995.0650644 ,
       899891.63990013, 904202.50834509, 907997.72997923, 911338.98416877]), 1300: array([28530.03455486, 28530.01501541, 28530.00584446, 28530.00154001,
       28529.99951969, 28529.99857144, 28529.99812638, 28529.99791748,
       28529.99781944, 28529.99777342, 28529.99775182, 28529.99774168,
       28529.99773692, 28529.99773469, 28529.99773364, 28529.99773315,
       28529.99773292, 28529.99773281, 28529.99773276, 28529.99773273,
       28529.99773272, 28529.99773272, 28529.99773272, 28529.99773271,
       28529.99773271, 28529.99773271, 28529.99773271, 28529.99773271]), 1305: array([57481.3495498 , 57481.31113265, 57481.29325148, 57481.28492873,
       57481.28105492, 57481.27925187, 57481.27841264, 57481.27802203,
       57481.27784021, 57481.27775559, 57481.2777162 , 57481.27769787,
       57481.27768934, 57481.27768537, 57481.27768352, 57481.27768266,
       57481.27768226, 57481.27768207, 57481.27768198, 57481.27768194,
       57481.27768192, 57481.27768191, 57481.27768191, 57481.27768191,
       57481.27768191, 57481.27768191, 57481.27768191, 57481.27768191]), 1310: array([44720.74856373, 44720.79365057, 44720.81691285, 44720.82891489,
       44720.83510727, 44720.83830219, 44720.83995059, 44720.84080108,
       44720.84123988, 44720.84146627, 44720.84158308, 44720.84164335,
       44720.84167444, 44720.84169049, 44720.84169876, 44720.84170303,
       44720.84170524, 44720.84170637, 44720.84170696, 44720.84170726,
       44720.84170742, 44720.8417075 , 44720.84170754, 44720.84170756,
       44720.84170757, 44720.84170758, 44720.84170758, 44720.84170758]), 1315: array([52046.99970458, 52046.98250606, 52046.9752154 , 52046.97212481,
       52046.97081467, 52046.97025929, 52046.97002386, 52046.96992405,
       52046.96988175, 52046.96986381, 52046.96985621, 52046.96985299,
       52046.96985162, 52046.96985104, 52046.9698508 , 52046.96985069,
       52046.96985065, 52046.96985063, 52046.96985062, 52046.96985062,
       52046.96985062, 52046.96985061, 52046.96985061, 52046.96985061,
       52046.96985061, 52046.96985061, 52046.96985061, 52046.96985061]), 1320: array([83698.46456532, 83739.81538757, 83770.12786025, 83792.34860341,
       83808.63765484, 83820.57844342, 83829.3317114 , 83835.74834792,
       83840.4521025 , 83843.90021851, 83846.427881  , 83848.28079941,
       83849.63909257, 83850.63479767, 83851.36470536, 83851.89976866,
       83852.29200007, 83852.5795277 , 83852.79030159, 83852.94481067,
       83853.0580745 , 83853.14110324, 83853.20196796, 83853.24658522,
       83853.27929217, 83853.30326821, 83853.32084398, 83853.33372801]), 1325: array([1103289.17254929,  723643.59096617,  536128.24372674,
        443510.26749824,  397764.20112581,  375169.20743487,
        364009.04044396,  358496.78720023,  355774.16343951,
        354429.39936306,  353765.19065109,  353437.12328166,
        353275.08355387,  353195.04854939,  353155.51749099,
        353135.99222716,  353126.34826763,  353121.58490277,
        353119.23217154,  353118.07010557,  353117.49613549,
        353117.21263897,  353117.07261378,  353117.00345224,
        353116.96929182,  353116.95241924,  353116.9440855 ,
        353116.93996928]), 1330: array([1050188.79347493,  928414.98547541,  863483.85826834,
        828861.87058773,  810401.04782805,  800557.53508382,
        795308.86635399,  792510.21874197,  791017.94920479,
        790222.25475508,  789797.98176583,  789571.75476441,
        789451.12805125,  789386.80856757,  789352.51271492,
        789334.22579092,  789324.4750029 ,  789319.27577601,
        789316.50349133,  789315.02527879,  789314.23707969,
        789313.8168033 ,  789313.59270733,  789313.47321691,
        789313.40950331,  789313.37553052,  789313.35741585,
        789313.34775692]), 1335: array([297826.85801536, 380759.83739108, 436928.26898886, 474969.74213865,
       500734.27994469, 518183.95666317, 530002.18603999, 538006.3770549 ,
       543427.41533063, 547098.94889751, 549585.58670508, 551269.72426597,
       552410.34849173, 553182.8647366 , 553706.07065763, 554060.42493512,
       554300.42021982, 554462.96302046, 554573.04919182, 554647.60780086,
       554698.104481  , 554732.30461881, 554755.46751632, 554771.15516717,
       554781.78002052, 554788.97596782, 554793.84960285, 554797.15039389]), 1340: array([ 2866.59333271,  4627.94984499,  6389.30635728,  8150.66286957,
        9912.01938185, 11673.37589414, 13434.73240642, 15196.08891871,
       16957.44543099, 18718.80194328, 20480.15845556, 22241.51496785,
       24002.87148013, 25764.22799242, 27525.58450471, 29286.94101699,
       31048.29752928, 32809.65404156, 34571.01055385, 36332.36706613,
       38093.72357842, 39855.0800907 , 41616.43660299, 43377.79311528,
       45139.14962756, 46900.50613985, 48661.86265213, 50423.21916442]), 1345: array([ 9408.85705602,  9521.87166476,  9627.5020415 ,  9726.23066264,
        9818.50848019,  9904.75698152,  9985.37011455, 10060.71608713,
       10131.13904888, 10196.96066313, 10258.48157612, 10315.98279024,
       10369.72694754, 10419.95952939, 10466.9099777 , 10510.79274292,
       10551.80826361, 10590.1438819 , 10625.97469924, 10659.46437617,
       10690.76587984, 10720.02218274, 10747.3669157 , 10772.9249783 ,
       10796.81310932, 10819.14041998, 10840.00889233, 10859.51384501]), 1350: array([11748.14238038, 11753.16356447, 11756.84330795, 11759.53998502,
       11761.51622801, 11762.96450536, 11764.0258664 , 11764.80367822,
       11765.37369276, 11765.79142437, 11766.09755637, 11766.32190331,
       11766.48631456, 11766.60680232, 11766.69510102, 11766.75981018,
       11766.80723188, 11766.84198458, 11766.86745288, 11766.88611716,
       11766.89979516, 11766.909819  , 11766.91716491, 11766.92254832,
       11766.92649351, 11766.92938472, 11766.93150352, 11766.93305628]), 1355: array([8862.87252074, 8862.00778724, 8861.49672448, 8861.19468327,
       8861.01617509, 8860.91067566, 8860.84832486, 8860.81147516,
       8860.78969676, 8860.77682559, 8860.76921866, 8860.76472291,
       8860.7620659 , 8860.76049559, 8860.75956752, 8860.75901903,
       8860.75869487, 8860.75850329, 8860.75839006, 8860.75832315,
       8860.7582836 , 8860.75826022, 8860.75824641, 8860.75823825,
       8860.75823342, 8860.75823057, 8860.75822888, 8860.75822789]), 1360: array([ 58172.26557477,  75215.25781215,  91958.20410547, 108406.38683516,
       124564.99538409, 140439.12777477, 156033.79227784, 171353.90899214,
       186404.31139697, 201189.74787709, 215714.88322083, 229984.30009178,
       244002.50047466, 257773.90709567, 271302.86481787, 284593.64201195,
       297650.43190293, 310477.3538931 , 323078.4548617 , 335457.71044167,
       347619.02627401, 359566.23923996, 371303.11867157, 382833.36754088,
       394160.62362823, 405288.46066998, 416220.38948599, 426959.85908732]), 1365: array([16969.47177458, 26100.41382032, 31341.29790168, 34349.406574  ,
       36075.96981105, 37066.96479702, 37635.76589341, 37962.24048898,
       38149.62701518, 38257.1812037 , 38318.9140492 , 38354.34683211,
       38374.68417594, 38386.35719511, 38393.05715444, 38396.9027281 ,
       38399.10997086, 38400.37686133, 38401.10401808, 38401.52138402,
       38401.76093942, 38401.89843697, 38401.97735639, 38402.02265375,
       38402.04865306, 38402.06357588, 38402.07214112, 38402.07705731]), 1370: array([192320.15979439, 199967.14359328, 207399.37017953, 214622.8707756 ,
       221643.50722363, 228466.97674229, 235098.81655009, 241544.40835879,
       247808.98274061, 253897.62337287, 259815.27116333, 265566.72825976,
       271156.66194681, 276589.60843355, 281869.97653454, 287002.05124759,
       291989.99723101, 296837.86218323, 301549.58012745, 306128.97460414,
       310579.7617738 , 314905.55343257, 319109.85994328, 323196.09308402,
       327167.56881679, 331027.50997843, 334779.04889592, 338425.22992824]), 1375: array([25320.84935817, 30026.56359975, 32682.80175471, 34182.17055904,
       35028.52042688, 35506.26019092, 35775.93032477, 35928.15123365,
       36014.07548774, 36062.57721785, 36089.95502694, 36105.40899999,
       36114.13231611, 36119.0563731 , 36121.83585935, 36123.4047981 ,
       36124.29041818, 36124.79032482, 36125.07250751, 36125.23179139,
       36125.32170249, 36125.37245468, 36125.4011028 , 36125.41727383,
       36125.4264019 , 36125.43155443, 36125.43446289, 36125.43610462]), 1380: array([46473.11898278, 46473.14086156, 46473.15174823, 46473.15716533,
       46473.15986082, 46473.16120208, 46473.16186947, 46473.16220156,
       46473.1623668 , 46473.16244903, 46473.16248994, 46473.1625103 ,
       46473.16252043, 46473.16252547, 46473.16252798, 46473.16252923,
       46473.16252985, 46473.16253016, 46473.16253031, 46473.16253039,
       46473.16253043, 46473.16253044, 46473.16253045, 46473.16253046,
       46473.16253046, 46473.16253046, 46473.16253046, 46473.16253046]), 1385: array([130346.10307748, 132895.33177733, 135320.49875854, 137627.64165518,
       139822.50427155, 141910.55088182, 143896.97983375, 145786.73649036,
       147584.52554177, 149294.82271791, 150921.88593114, 152469.76587667,
       153942.31611706, 155343.20267597, 156675.91316494, 157943.76546614,
       159149.91599242, 160297.36754546, 161388.97679148, 162427.46137311,
       163415.40667516, 164355.27226114, 165249.39799652, 166100.009874  ,
       166909.22555528, 167679.05964315, 168411.42869698, 169108.15600416]), 1390: array([137417.0184743 , 137400.25772428, 137388.80916604, 137380.98914095,
       137375.64761313, 137371.99904177, 137369.50685726, 137367.80455161,
       137366.64177874, 137365.84753785, 137365.30502555, 137364.93445839,
       137364.68133966, 137364.50844497, 137364.39034794, 137364.30968086,
       137364.2545806 , 137364.21694394, 137364.19123594, 137364.17367589,
       137364.16168136, 137364.15348841, 137364.14789215, 137364.14406959,
       137364.14145855, 137364.13967507, 137364.13845684, 137364.13762472]), 1395: array([111437.61666847, 111437.83839385, 111437.95416321, 111438.0146098 ,
       111438.04617074, 111438.06264964, 111438.07125376, 111438.07574623,
       111438.07809187, 111438.07931661, 111438.07995607, 111438.08028996,
       111438.08046429, 111438.08055531, 111438.08060284, 111438.08062766,
       111438.08064061, 111438.08064738, 111438.08065091, 111438.08065275,
       111438.08065372, 111438.08065422, 111438.08065448, 111438.08065462,
       111438.08065469, 111438.08065473, 111438.08065475, 111438.08065476]), 1400: array([164263.55725135, 165226.65128869, 166111.54932153, 166924.60027832,
       167671.63760217, 168358.02110442, 168988.67541996, 169568.12534031,
       170100.5282779 , 170589.70409448, 171039.1625077 , 171452.12827251,
       171831.56431794, 172180.19300546, 172500.51566122, 172794.83052245,
       173065.2492268 , 173313.71196279, 173542.00139018, 173751.75543016,
       173944.47901703, 174121.5548957 , 174284.25354258, 174433.74228096,
       174571.0936562 , 174697.29313107, 174813.24615615, 174919.78466621]), 1405: array([143096.95341254, 158696.46033118, 166158.78359511, 169728.5290227 ,
       171436.18519989, 172253.07527752, 172643.85031049, 172830.78504084,
       172920.20885368, 172962.98644931, 172983.44993246, 172993.23903203,
       172997.92183552, 173000.16194436, 173001.23354338, 173001.74616332,
       173001.9913849 , 173002.10869134, 173002.16480713, 173002.19165119,
       173002.20449257, 173002.21063548, 173002.21357406, 173002.21497979,
       173002.21565225, 173002.21597393, 173002.21612781, 173002.21620143]), 1410: array([124244.70990735, 184659.54159733, 229037.98460164, 261636.70495551,
       285582.48801522, 303172.1516621 , 316092.85116225, 325583.90675743,
       332555.676073  , 337676.87327831, 341438.71042877, 344202.01326191,
       346231.83067353, 347722.85752557, 348818.10927617, 349622.63965439,
       350213.61714346, 350647.72678313, 350966.60725276, 351200.84474628,
       351372.90672121, 351499.29691935, 351592.1383632 , 351660.33616512,
       351710.43168274, 351747.22994918, 351774.26055945, 351794.11622012]), 1415: array([1109115.00813021,  965809.02302482,  871615.73282997,
        809703.62280047,  769009.54193361,  742261.81492496,
        724680.85757467,  713125.10701491,  705529.65198145,
        700537.25128302,  697255.80670546,  695098.95288581,
        693681.27896527,  692749.4590493 ,  692136.98509233,
        691734.41337055,  691469.80784841,  691295.88584009,
        691181.56900825,  691106.42993777,  691057.04193582,
        691024.57979968,  691003.24283034,  690989.21829854,
        690980.00014346,  690973.94116166,  690969.95866623,
        690967.34102017]), 1420: array([1120595.65989261,  926357.89924186,  810282.48625424,
        740916.4605386 ,  699463.70668025,  674691.7699185 ,
        659888.19732536,  651041.66410399,  645755.0247104 ,
        642595.75820696,  640707.79799317,  639579.56339663,
        638905.33663299,  638502.4224428 ,  638261.64314804,
        638117.75477132,  638031.76787209,  637980.38257601,
        637949.67500688,  637931.32433317,  637920.35807191,
        637913.80469474,  637909.88843274,  637907.5480962 ,
        637906.14952401,  637905.313745  ,  637904.81428807,
        637904.51581537]), 1425: array([206014.01214138, 289016.47978613, 357990.36263761, 415306.68889398,
       462935.74962992, 502514.82900848, 535404.48713418, 562735.33031221,
       585446.87647566, 604319.85180886, 620003.02878695, 633035.5282092 ,
       643865.35187493, 652864.78297641, 660343.1836088 , 666557.62932072,
       671721.74627633, 676013.05481251, 679579.07183167, 682542.38180432,
       685004.8507008 , 687051.12770931, 688751.55511432, 690164.58636458,
       691338.79545362, 692314.54668666, 693125.38223349, 693799.17516526]), 1430: array([45226.81286335, 48707.19018564, 50161.78238209, 50769.71602319,
       51023.79638529, 51129.98697263, 51174.36836733, 51192.9171695 ,
       51200.66947345, 51203.90947871, 51205.26360958, 51205.82955632,
       51206.06608864, 51206.16494518, 51206.20626137, 51206.2235291 ,
       51206.230746  , 51206.23376223, 51206.23502284, 51206.2355497 ,
       51206.23576989, 51206.23586192, 51206.23590039, 51206.23591646,
       51206.23592318, 51206.23592599, 51206.23592716, 51206.23592765]), 1435: array([50080.85446232, 50099.05617354, 50112.30441557, 50121.94724061,
       50128.96583783, 50134.07437261, 50137.79265515, 50140.49903295,
       50142.46888883, 50143.90266213, 50144.946244  , 50145.70582231,
       50146.25868666, 50146.66109282, 50146.95398694, 50147.16717197,
       50147.32234017, 50147.43528042, 50147.51748477, 50147.57731777,
       50147.62086764, 50147.65256572, 50147.67563738, 50147.69243025,
       50147.70465306, 50147.71354952, 50147.72002487, 50147.72473799]), 1440: array([61641.74170664, 58792.53795448, 57276.29360284, 56469.4025786 ,
       56040.00402928, 55811.49347628, 55689.88833133, 55625.17442169,
       55590.7359931 , 55572.40909289, 55562.65617196, 55557.46601619,
       55554.70400089, 55553.23415512, 55552.45195575, 55552.03569723,
       55551.81417932, 55551.69629541, 55551.63356181, 55551.60017724,
       55551.58241116, 55551.57295668, 55551.56792535, 55551.56524786,
       55551.56382299, 55551.56306473, 55551.56266121, 55551.56244647]), 1445: array([184366.11724479, 222621.06301459, 249500.22697153, 268386.39817073,
       281656.43376918, 290980.39059065, 297531.70465184, 302134.8701051 ,
       305369.20324686, 307641.75047073, 309238.51575693, 310360.45476546,
       311148.76545191, 311702.65807321, 312091.84096925, 312365.29347745,
       312557.4300667 , 312692.43145753, 312787.28780735, 312853.93695108,
       312900.7667982 , 312933.67096559, 312956.79049934, 312973.03503259,
       312984.4489678 , 312992.46876837, 312998.10374001, 313002.0630536 ]), 1450: array([97817.2886018 , 97817.36910123, 97817.40932594, 97817.42942581,
       97817.4394695 , 97817.44448823, 97817.44699603, 97817.44824916,
       97817.44887533, 97817.44918822, 97817.44934457, 97817.4494227 ,
       97817.44946173, 97817.44948124, 97817.44949099, 97817.44949586,
       97817.44949829, 97817.44949951, 97817.44950012, 97817.44950042,
       97817.44950057, 97817.44950065, 97817.44950069, 97817.44950071,
       97817.44950072, 97817.44950072, 97817.44950072, 97817.44950072]), 1455: array([453611.43304167, 320721.86565538, 255643.64638022, 223773.76594246,
       208166.55833246, 200523.45060705, 196780.49432928, 194947.50672783,
       194049.86237995, 193610.27109486, 193394.99597127, 193289.57218239,
       193237.94440916, 193212.66143463, 193200.2799438 , 193194.21652293,
       193191.24716544, 193189.79302196, 193189.08090385, 193188.73216783,
       193188.56138603, 193188.47775136, 193188.43679408, 193188.41673662,
       193188.40691415, 193188.40210393, 193188.39974828, 193188.39859468]), 1460: array([406313.3569526 , 378581.43912023, 365411.96497388, 359157.97812955,
       356188.05305781, 354777.67993881, 354107.91478086, 353789.85329715,
       353638.81064255, 353567.08273874, 353533.02022707, 353516.84444833,
       353509.16281228, 353505.51491789, 353503.78258726, 353502.95992928,
       353502.56926127, 353502.38373886, 353502.29563704, 353502.2537988 ,
       353502.23393044, 353502.22449525, 353502.22001462, 353502.21788684,
       353502.21687639, 353502.21639654, 353502.21616866, 353502.21606045]), 1465: array([4498519.31289016, 4682984.66877292, 4867450.02465569,
       5051915.38053846, 5236380.73642122, 5420846.09230399,
       5605311.44818675, 5789776.80406952, 5974242.15995228,
       6158707.51583505, 6343172.87171782, 6527638.22760058,
       6712103.58348335, 6896568.93936611, 7081034.29524888,
       7265499.65113164, 7449965.00701441, 7634430.36289718,
       7818895.71877994, 8003361.07466271, 8187826.43054548,
       8372291.78642824, 8556757.14231101, 8741222.49819377,
       8925687.85407654, 9110153.2099593 , 9294618.56584207,
       9479083.92172484]), 1470: array([2233359.2843485 , 2534768.25198315, 2714787.40712075,
       2822305.42979529, 2886521.5138615 , 2924875.13449384,
       2947782.17152358, 2961463.60072975, 2969634.95457531,
       2974515.36748125, 2977430.23698545, 2979171.16841691,
       2980210.95501618, 2980831.97670174, 2981202.88736188,
       2981424.41701374, 2981556.72754544, 2981635.75117344,
       2981682.94872983, 2981711.13788523, 2981727.97410606,
       2981738.02968693, 2981744.03547098, 2981747.6224783 ,
       2981749.76484995, 2981751.04440024, 2981751.8086229 ,
       2981752.26506161]), 1475: array([ 17957.06179685,  30988.81648798,  42660.82820543,  53114.97354203,
        62478.32558147,  70864.69850739,  78376.03104688,  85103.62556446,
        91129.25786806,  96526.17121699, 101359.96661444, 105689.40020616,
       109567.09747794, 113040.19293329, 116150.90302656, 118937.03931585,
       121432.4680732 , 123667.52193864, 125669.36862198, 127462.34113399,
       129068.233561  , 130506.56597819, 131794.82172156, 132948.65990283,
       133982.10575038, 134907.72108982, 135736.75703655, 136479.29075619]), 1480: array([640485.37550159, 593715.32062048, 558041.70474251, 530831.83994666,
       510077.65722684, 494247.51240254, 482173.15184876, 472963.49619488,
       465938.8792899 , 460580.88931543, 456494.11035584, 453376.94097998,
       450999.33626637, 449185.83064876, 447802.58867994, 446747.52806932,
       445942.78608116, 445328.97331914, 444860.79083039, 444503.68707442,
       444231.30804363, 444023.55235588, 443865.08778662, 443744.21976137,
       443652.02830435, 443581.70975045, 443528.07463953, 443487.16473791]), 1485: array([225168.73951236, 225811.67615928, 226104.06903994, 226237.04263395,
       226297.51598291, 226325.01787876, 226337.52511193, 226343.21311548,
       226345.79988939, 226346.976295  , 226347.51129736, 226347.7546042 ,
       226347.86525458, 226347.91557584, 226347.9384608 , 226347.94886836,
       226347.95360148, 226347.95575399, 226347.95673291, 226347.95717809,
       226347.95738056, 226347.95747263, 226347.9575145 , 226347.95753355,
       226347.95754221, 226347.95754615, 226347.95754794, 226347.95754875]), 1490: array([78088.53380219, 76225.51772428, 75273.92223895, 74787.86418585,
       74539.59437518, 74412.7825705 , 74348.00935558, 74314.92434916,
       74298.02511619, 74289.39328848, 74284.98430437, 74282.73227369,
       74281.58197646, 74280.99442509, 74280.6943143 , 74280.54102304,
       74280.46272459, 74280.42273114, 74280.40230319, 74280.39186896,
       74280.38653934, 74280.38381707, 74280.38242658, 74280.38171634,
       74280.38135356, 74280.38116826, 74280.38107361, 74280.38102527]), 1495: array([47278.5320739 , 47271.39515496, 47266.650552  , 47263.49635374,
       47261.39945192, 47260.00543768, 47259.07870107, 47258.46260926,
       47258.05303322, 47257.78074826, 47257.59973401, 47257.47939627,
       47257.39939608, 47257.34621219, 47257.3108557 , 47257.2873508 ,
       47257.27172481, 47257.2613367 , 47257.25443072, 47257.24983964,
       47257.2467875 , 47257.24475845, 47257.24340955, 47257.2425128 ,
       47257.24191664, 47257.24152032, 47257.24125684, 47257.24108169]), 1500: array([177103.5988282 , 170780.64676399, 167369.42103982, 165529.06849199,
       164536.20030496, 164000.5490038 , 163711.5657126 , 163555.65954301,
       163471.54833501, 163426.17043027, 163401.68910029, 163388.48144953,
       163381.3559364 , 163377.51172985, 163375.43778462, 163374.31889344,
       163373.71525287, 163373.38958944, 163373.21389438, 163373.11910709,
       163373.06796944, 163373.04038074, 163373.02549667, 163373.01746673,
       163373.01313458, 163373.01079739, 163373.00953648, 163373.00885622]), 1505: array([152158.0209199 , 123807.16597373, 110209.6487692 , 103688.065047  ,
       100560.21063021,  99060.04231689,  98340.53793197,  97995.45228037,
        97829.94375889,  97750.56326146,  97712.49112284,  97694.23112465,
        97685.47334151,  97681.27297058,  97679.25840643,  97678.29218969,
        97677.8287769 ,  97677.60651682,  97677.49991737,  97677.4487906 ,
        97677.42426939,  97677.41250864,  97677.40686799,  97677.40416265,
        97677.40286512,  97677.40224281,  97677.40194434,  97677.40180119]), 1510: array([157907.30065209, 163737.37689348, 166657.73964943, 168120.58820805,
       168853.34851363, 169220.39789976, 169404.2578207 , 169496.35570128,
       169542.48875498, 169565.59741536, 169577.1728508 , 169582.97114041,
       169585.87558083, 169587.33045367, 169588.05921884, 169588.424267  ,
       169588.60712449, 169588.69872023, 169588.74460176, 169588.76758443,
       169588.77909675, 169588.78486343, 169588.78775203, 169588.78919897,
       169588.78992377, 169588.79028682, 169588.79046868, 169588.79055978]), 1515: array([38887.12686665, 43981.91845807, 48157.88745117, 51580.73934184,
       54386.29538999, 56685.8821062 , 58570.74876884, 60115.68826206,
       61382.00491194, 62419.9470869 , 63270.70108958, 63968.02545942,
       64539.59053609, 65008.07643877, 65392.07302985, 65706.81757415,
       65964.7993648 , 66176.25530745, 66349.57612814, 66491.63932349,
       66608.0820647 , 66703.52488469, 66781.75502419, 66845.87671219,
       66898.43434406, 66941.51344496, 66976.82342503, 67005.76541006]), 1520: array([137546.60597928, 115895.54350261, 102656.86807131,  94561.998484  ,
        89612.34064431,  86585.84188906,  84735.27059459,  83603.72738481,
        82911.83832362,  82488.77849802,  82230.09596337,  82071.92293516,
        81975.20706338,  81916.06954821,  81879.90955053,  81857.79929734,
        81844.27984693,  81836.01329575,  81830.95866215,  81827.86797531,
        81825.97815582,  81824.82261406,  81824.11605094,  81823.68401857,
        81823.41984971,  81823.25832204,  81823.15955495,  81823.09916321]), 1525: array([142170.31574216, 142170.49109866, 142170.58142098, 142170.62794404,
       142170.65190705, 142170.66424988, 142170.6706074 , 142170.67388202,
       142170.67556871, 142170.67643748, 142170.67688497, 142170.67711546,
       142170.67723418, 142170.67729533, 142170.67732683, 142170.67734305,
       142170.67735141, 142170.67735571, 142170.67735793, 142170.67735907,
       142170.67735966, 142170.67735996, 142170.67736012, 142170.6773602 ,
       142170.67736024, 142170.67736026, 142170.67736027, 142170.67736028]), 1530: array([852023.87886154, 792327.37161181, 746234.90867605, 710646.30831462,
       683167.87919593, 661951.42057821, 645569.91222004, 632921.53291583,
       623155.55193746, 615615.10883591, 609793.03296935, 605297.73117613,
       601826.84919601, 599146.935305  , 597077.73833883, 595480.08398912,
       594246.51393132, 593294.05817156, 592558.65448   , 591990.83956155,
       591552.42215174, 591213.91427007, 590952.54785672, 590750.74339152,
       590594.92749439, 590474.61997902, 590381.72895493, 590310.00656644]), 1535: array([ 98217.63372971, 119153.09932557, 129270.45192717, 134159.8021638 ,
       136522.64812537, 137664.52603713, 138216.3542928 , 138483.03291108,
       138611.9090328 , 138674.19019676, 138704.28842855, 138718.83381434,
       138725.86307271, 138729.2600588 , 138730.9016992 , 138731.69504457,
       138732.07843967, 138732.26372064, 138732.35326023, 138732.39653147,
       138732.41744289, 138732.42754862, 138732.43243236, 138732.43479249,
       138732.43593306, 138732.43648425, 138732.43675063, 138732.43687935]), 1540: array([9937.18451823, 9934.98300834, 9933.52525114, 9932.55997904,
       9931.9208121 , 9931.49757974, 9931.21733116, 9931.03176107,
       9930.90888352, 9930.82751862, 9930.77364184, 9930.73796666,
       9930.71434389, 9930.69870178, 9930.68834417, 9930.68148574,
       9930.67694435, 9930.67393721, 9930.671946  , 9930.67062749,
       9930.66975442, 9930.66917631, 9930.66879351, 9930.66854003,
       9930.66837218, 9930.66826104, 9930.66818745, 9930.66813872]), 1545: array([8395.5365645 , 8395.56082812, 8395.57342267, 8395.57996014,
       8395.58335356, 8395.58511499, 8395.58602929, 8395.58650389,
       8395.58675023, 8395.5868781 , 8395.58694448, 8395.58697893,
       8395.58699681, 8395.5870061 , 8395.58701092, 8395.58701342,
       8395.58701472, 8395.58701539, 8395.58701574, 8395.58701592,
       8395.58701601, 8395.58701606, 8395.58701609, 8395.5870161 ,
       8395.58701611, 8395.58701611, 8395.58701611, 8395.58701612]), 1550: array([42602.97334174, 42603.23594851, 42603.37673535, 42603.45221298,
       42603.4926775 , 42603.51437104, 42603.52600123, 42603.53223632,
       42603.53557903, 42603.5373711 , 42603.53833186, 42603.53884693,
       42603.53912306, 42603.5392711 , 42603.53935047, 42603.53939302,
       42603.53941583, 42603.53942806, 42603.53943462, 42603.53943813,
       42603.53944002, 42603.53944103, 42603.53944157, 42603.53944186,
       42603.53944201, 42603.5394421 , 42603.53944214, 42603.53944217]), 1555: array([43618.08840901, 43618.19565408, 43618.25223495, 43618.28208616,
       43618.29783521, 43618.30614417, 43618.31052785, 43618.31284061,
       43618.31406079, 43618.31470454, 43618.31504417, 43618.31522335,
       43618.31531789, 43618.31536776, 43618.31539408, 43618.31540796,
       43618.31541528, 43618.31541915, 43618.31542119, 43618.31542226,
       43618.31542283, 43618.31542313, 43618.31542329, 43618.31542337,
       43618.31542342, 43618.31542344, 43618.31542345, 43618.31542346]), 1560: array([16916.29145109, 26475.44418588, 32988.4832182 , 37426.08125785,
       40449.59704883, 42509.64116653, 43913.23289888, 44869.55695729,
       45521.1393823 , 45965.08895447, 46267.56983035, 46473.66233727,
       46614.08153331, 46709.75483512, 46774.94094171, 46819.35488386,
       46849.61590666, 46870.23397063, 46884.28189508, 46893.85331661,
       46900.37471487, 46904.81800839, 46907.84540474, 46909.90809285,
       46911.31348603, 46912.2710375 , 46912.9234562 , 46913.36797557]), 1565: array([21686.29371277, 21686.29852415, 21686.30087666, 21686.30202692,
       21686.30258933, 21686.30286432, 21686.30299878, 21686.30306452,
       21686.30309666, 21686.30311238, 21686.30312006, 21686.30312382,
       21686.30312566, 21686.30312656, 21686.30312699, 21686.30312721,
       21686.30312731, 21686.30312737, 21686.30312739, 21686.3031274 ,
       21686.30312741, 21686.30312741, 21686.30312741, 21686.30312741,
       21686.30312741, 21686.30312741, 21686.30312741, 21686.30312741]), 1570: array([45600.86187815, 45629.69794523, 45650.9563066 , 45666.62827484,
       45678.18187413, 45686.69935289, 45692.97856013, 45697.60768158,
       45701.02033616, 45703.53619396, 45705.39092034, 45706.75825117,
       45707.76626703, 45708.50939075, 45709.05723219, 45709.46110874,
       45709.75885231, 45709.97835313, 45710.14017228, 45710.25946768,
       45710.34741395, 45710.4122492 , 45710.46004667, 45710.49528365,
       45710.52126086, 45710.54041163, 45710.55452985, 45710.564938  ]), 1575: array([359544.59990026, 335101.25944901, 315274.89464787, 299193.428941  ,
       286149.50778475, 275569.3851621 , 266987.6869619 , 260026.94117228,
       254380.97450956, 249801.44517176, 246086.91935032, 243074.01102274,
       240630.19530393, 238647.97924617, 237040.17368644, 235736.05816998,
       234678.27026151, 233820.28241825, 233124.35544341, 232559.87850108,
       232102.02267721, 231730.64886239, 231429.421919  , 231185.09216876,
       230986.91259631, 230826.1661342 , 230695.78223661, 230590.02587638]), 1580: array([638071.00794695, 570414.91904579, 530841.87301707, 507695.01369626,
       494156.07368067, 486236.94762536, 481604.93378915, 478895.60045755,
       477310.87136103, 476383.93989782, 475841.76398942, 475524.63728985,
       475339.14519768, 475230.64813228, 475167.18659567, 475130.06700525,
       475108.35520837, 475095.65565758, 475088.22750268, 475083.88266513,
       475081.34130545, 475079.85482662, 475078.98536319, 475078.47680119,
       475078.17933576, 475078.00534383, 475077.90357338, 475077.84404634]), 1585: array([116393.37463682, 149231.88178019, 172711.17614171, 189498.70126604,
       201501.6599351 , 210083.68830106, 216219.77631941, 220607.03473473,
       223743.89267177, 225986.7233386 , 227590.33099347, 228736.8988324 ,
       229556.68651879, 230142.82876694, 230561.91622185, 230861.5607116 ,
       231075.80434783, 231228.98699338, 231338.51147359, 231416.82068234,
       231472.81119845, 231512.84401126, 231541.46718197, 231561.93254137,
       231576.56512486, 231587.02731589, 231594.50770658, 231599.85613165]), 1590: array([ 84387.32416911,  91920.15450596,  96057.61924869,  98330.15343992,
        99578.36024565, 100263.94739144, 100640.51138092, 100847.34203556,
       100960.94535636, 101023.34285019, 101057.61515147, 101076.43947537,
       101086.77887942, 101092.45787626, 101095.57710876, 101097.2903711 ,
       101098.23139355, 101098.74825734, 101099.03214874, 101099.18807826,
       101099.27372374, 101099.32076518, 101099.34660305, 101099.3607947 ,
       101099.36858957, 101099.37287096, 101099.37522255, 101099.37651418]), 1595: array([ 38472.75290633,  52796.84053577,  67120.92816522,  81445.01579466,
        95769.1034241 , 110093.19105355, 124417.27868299, 138741.36631243,
       153065.45394188, 167389.54157132, 181713.62920076, 196037.71683021,
       210361.80445965, 224685.89208909, 239009.97971853, 253334.06734798,
       267658.15497742, 281982.24260686, 296306.33023631, 310630.41786575,
       324954.50549519, 339278.59312464, 353602.68075408, 367926.76838352,
       382250.85601297, 396574.94364241, 410899.03127185, 425223.1189013 ]), 1600: array([3601715.30569534, 3729545.56798779, 3857375.83028024,
       3985206.09257268, 4113036.35486513, 4240866.61715758,
       4368696.87945002, 4496527.14174247, 4624357.40403492,
       4752187.66632736, 4880017.92861981, 5007848.19091226,
       5135678.4532047 , 5263508.71549715, 5391338.9777896 ,
       5519169.24008204, 5646999.50237449, 5774829.76466694,
       5902660.02695938, 6030490.28925183, 6158320.55154428,
       6286150.81383672, 6413981.07612917, 6541811.33842162,
       6669641.60071406, 6797471.86300651, 6925302.12529896,
       7053132.3875914 ]), 1605: array([511780.71652159, 511781.33897003, 511781.6587952 , 511781.82312712,
       511781.9075638 , 511781.95094888, 511781.97324092, 511781.98469497,
       511781.99058026, 511781.99360423, 511781.995158  , 511781.99595635,
       511781.99636656, 511781.99657734, 511781.99668564, 511781.99674128,
       511781.99676987, 511781.99678456, 511781.99679211, 511781.99679599,
       511781.99679798, 511781.99679901, 511781.99679953, 511781.9967998 ,
       511781.99679994, 511781.99680001, 511781.99680005, 511781.99680007]), 1610: array([100282.69515617, 131583.08497874, 162883.47480132, 194183.86462389,
       225484.25444647, 256784.64426904, 288085.03409162, 319385.42391419,
       350685.81373677, 381986.20355934, 413286.59338192, 444586.98320449,
       475887.37302707, 507187.76284964, 538488.15267222, 569788.54249479,
       601088.93231737, 632389.32213994, 663689.71196252, 694990.10178509,
       726290.49160767, 757590.88143025, 788891.27125282, 820191.6610754 ,
       851492.05089797, 882792.44072055, 914092.83054312, 945393.2203657 ]), 1615: array([60276.68328813, 49615.17112704, 44111.75330198, 41270.91728365,
       39804.49232018, 39047.53128491, 38656.7918859 , 38455.09421478,
       38350.97891277, 38297.23512856, 38269.49286316, 38255.17244823,
       38247.78032358, 38243.9645468 , 38241.99486242, 38240.97812146,
       38240.453285  , 38240.18236712, 38240.04252069, 38239.97033269,
       38239.93306961, 38239.9138346 , 38239.90390559, 38239.89878028,
       38239.89613463, 38239.89476895, 38239.894064  , 38239.89370011]), 1620: array([34403.76822823, 34403.81984797, 34403.84624589, 34403.85974558,
       34403.86664921, 34403.87017967, 34403.87198512, 34403.87290841,
       34403.87338058, 34403.87362204, 34403.87374552, 34403.87380867,
       34403.87384096, 34403.87385747, 34403.87386592, 34403.87387024,
       34403.87387245, 34403.87387358, 34403.87387415, 34403.87387445,
       34403.8738746 , 34403.87387468, 34403.87387472, 34403.87387474,
       34403.87387475, 34403.87387475, 34403.87387476, 34403.87387476]), 1625: array([29933.95966651, 29930.40725552, 29927.94108324, 29926.22900497,
       29925.04043755, 29924.21530441, 29923.64247641, 29923.24480494,
       29922.96873149, 29922.77707441, 29922.64402129, 29922.5516525 ,
       29922.48752778, 29922.44301081, 29922.41210601, 29922.39065113,
       29922.37575662, 29922.36541648, 29922.35823809, 29922.35325468,
       29922.34979507, 29922.34739332, 29922.34572597, 29922.34456845,
       29922.34376487, 29922.34320701, 29922.34281973, 29922.34255086]), 1630: array([24403.43062547, 24403.43728289, 24403.4405677 , 24403.44218843,
       24403.44298811, 24403.44338268, 24403.44357736, 24403.44367342,
       24403.44372081, 24403.4437442 , 24403.44375573, 24403.44376143,
       24403.44376424, 24403.44376562, 24403.44376631, 24403.44376664,
       24403.44376681, 24403.44376689, 24403.44376693, 24403.44376695,
       24403.44376696, 24403.44376697, 24403.44376697, 24403.44376697,
       24403.44376697, 24403.44376697, 24403.44376697, 24403.44376697]), 1635: array([1616974.56843338, 1452684.02439476, 1327654.47360506,
       1232503.60133696, 1160091.21213621, 1104983.42400172,
       1063044.90565432, 1031128.55806143, 1006839.35367819,
        988354.61171787,  974287.22276809,  963581.55902178,
        955434.25914558,  949233.94342059,  944515.33533279,
        940924.34686158,  938191.50743937,  936111.74267056,
        934528.98538946,  933324.46425879,  932407.79107613,
        931710.17797295,  931179.27551947,  930775.24438267,
        930467.76575185,  930233.76619141,  930055.68619235,
        929920.16249306]), 1640: array([ 270153.20694211,  476043.16660091,  672958.27613613,
        861289.75391935, 1041411.76491042, 1213682.16402455,
       1378443.20709557, 1536022.23084803, 1686732.3032289 ,
       1830872.84539094, 1968730.22656359, 2100578.33299305,
       2226679.11208202, 2347283.09281003, 2462629.88346848,
       2572948.64769907, 2678458.55978152, 2779369.240075  ,
       2875881.17147852, 2968186.09773756, 3056467.40438826,
       3140900.48309615, 3221653.08011309, 3298885.62954481,
       3372751.57209119, 3443397.6598924 , 3510964.24808671,
       3575585.57365914]), 1645: array([12270.76748288, 14771.06504106, 16365.52877014, 17382.33358004,
       18030.7597578 , 18444.26734935, 18707.96510575, 18876.12769369,
       18983.36658859, 19051.75386022, 19095.36507913, 19123.17637163,
       19140.91189955, 19152.22201578, 19159.43458535, 19164.03411013,
       19166.96727119, 19168.83777613, 19170.03061506, 19170.79129989,
       19171.2763959 , 19171.58574627, 19171.78302197, 19171.90882658,
       19171.98905339, 19172.04021479, 19172.0728409 , 19172.09364689]), 1650: array([35972.31423306, 28923.26058354, 24970.28949546, 22753.54080831,
       21510.4316045 , 20813.3203345 , 20422.39400133, 20203.1701779 ,
       20080.23375567, 20011.29342028, 19972.63303178, 19950.95304387,
       19938.79533168, 19931.97752504, 19928.15423275, 19926.01020538,
       19924.80787687, 19924.13363462, 19923.75553278, 19923.54350068,
       19923.42459723, 19923.35791851, 19923.32052639, 19923.29955763,
       19923.28779875, 19923.28120461, 19923.27750674, 19923.27543305]), 1655: array([431916.97588413, 443404.9516192 , 454892.92735426, 466380.90308933,
       477868.87882439, 489356.85455946, 500844.83029452, 512332.80602958,
       523820.78176465, 535308.75749971, 546796.73323478, 558284.70896984,
       569772.68470491, 581260.66043997, 592748.63617504, 604236.6119101 ,
       615724.58764516, 627212.56338023, 638700.53911529, 650188.51485036,
       661676.49058542, 673164.46632049, 684652.44205555, 696140.41779062,
       707628.39352568, 719116.36926074, 730604.34499581, 742092.32073087]), 1660: array([ 77907.59766767, 113630.56035637, 130062.14059445, 137620.21553557,
       141096.72211547, 142695.81951715, 143431.36033701, 143769.68888231,
       143925.31070705, 143996.89246589, 144029.81810602, 144044.96299482,
       144051.92922709, 144055.13350233, 144056.6073808 , 144057.28532435,
       144057.59715974, 144057.74059544, 144057.80657192, 144057.83691928,
       144057.85087824, 144057.85729897, 144057.86025233, 144057.8616108 ,
       144057.86223565, 144057.86252307, 144057.86265527, 144057.86271608]), 1665: array([127914.31418286, 127914.30092926, 127914.29428585, 127914.29095581,
       127914.28928661, 127914.28844992, 127914.28803053, 127914.28782031,
       127914.28771493, 127914.28766211, 127914.28763564, 127914.28762237,
       127914.28761571, 127914.28761238, 127914.28761071, 127914.28760987,
       127914.28760945, 127914.28760924, 127914.28760913, 127914.28760908,
       127914.28760905, 127914.28760904, 127914.28760903, 127914.28760903,
       127914.28760903, 127914.28760903, 127914.28760903, 127914.28760903]), 1670: array([ 37857.09328718,  68218.54147706,  92738.56963263, 112541.04338125,
       128533.60114165, 141449.25536578, 151879.98986971, 160303.89317367,
       167107.07149708, 172601.34578183, 177038.5438797 , 180622.04298063,
       183516.09132447, 185853.33645291, 187740.90505628, 189265.31308223,
       190496.43115944, 191490.68708977, 192293.65219384, 192942.1300542 ,
       193465.84339274, 193888.79639966, 194230.3749559 , 194506.2351772 ,
       194729.02100582, 194908.94374061, 195054.25006774, 195171.60004427]), 1675: array([462646.8437731 , 427498.03354273, 400511.58447159, 379792.00879616,
       363883.99455397, 351670.18665105, 342292.70551366, 335092.89091194,
       329565.03865186, 325320.88067008, 322062.31366668, 319560.46077591,
       317639.59559789, 316164.79943952, 315032.48482752, 314163.11967948,
       313495.64108951, 312983.16636117, 312589.7000371 , 312287.60563203,
       312055.6644874 , 311877.5854046 , 311740.86037559, 311635.88603911,
       311555.28915498, 311493.40871879, 311445.89834137, 311409.42096498]), 1680: array([496701.916156  , 513907.89153045, 522165.21833563, 526127.99548041,
       528029.77350976, 528942.45659557, 529380.46271525, 529590.6664145 ,
       529691.54535932, 529739.95821573, 529763.1920498 , 529774.34220878,
       529779.69328622, 529782.26132403, 529783.49375212, 529784.08520719,
       529784.36905265, 529784.50527304, 529784.57064662, 529784.60202008,
       529784.61707654, 529784.62430228, 529784.62777   , 529784.62943419,
       529784.63023285, 529784.63061614, 529784.63080008, 529784.63088836]), 1685: array([929225.26969943, 704054.5871967 , 582912.19988867, 517737.29417014,
       482673.03276825, 463808.3729102 , 453659.13897993, 448198.8258788 ,
       445261.16384763, 443680.69436731, 442830.3978554 , 442372.93621685,
       442126.82071736, 441994.40996641, 441923.17265302, 441884.84680121,
       441864.2273976 , 441853.13410716, 441847.16588932, 441843.95497327,
       441842.22749245, 441841.29810347, 441840.79808988, 441840.52908133,
       441840.38435406, 441840.30649043, 441840.2645996 , 441840.24206224]), 1690: array([ 781240.32281017,  891147.00994129,  956588.02311483,
        995553.1335823 , 1018753.87208121, 1032568.1346468 ,
       1040793.46981188, 1045691.02682997, 1048607.14687421,
       1050343.4729815 , 1051377.32217326, 1051992.9001726 ,
       1052359.42971703, 1052577.66998404, 1052707.61534552,
       1052784.98785428, 1052831.05725639, 1052858.48805637,
       1052874.82099652, 1052884.54601125, 1052890.33651257,
       1052893.78431254, 1052895.83721332, 1052897.05955848,
       1052897.78737139, 1052898.22072823, 1052898.47875903,
       1052898.6323966 ]), 1695: array([154685.72687271, 154664.30725864, 154650.27999931, 154641.0938392 ,
       154635.07801419, 154631.13837563, 154628.55838835, 154626.8688084 ,
       154625.76233766, 154625.037733  , 154624.5632045 , 154624.25244567,
       154624.04893617, 154623.91566205, 154623.82838359, 154623.77122675,
       154623.73379592, 154623.70928326, 154623.69323042, 154623.68271775,
       154623.67583322, 154623.67132469, 154623.66837214, 154623.66643858,
       154623.66517234, 154623.6643431 , 154623.66380004, 154623.66344441]), 1700: array([320163.40903259, 291800.51017913, 275717.32216381, 266597.34687242,
       261425.86288327, 258493.37175303, 256830.50201449, 255887.57136455,
       255352.8823327 , 255049.68679993, 254877.75970657, 254780.26841058,
       254724.9859498 , 254693.63801829, 254675.86216686, 254665.7823664 ,
       254660.06661334, 254656.82549432, 254654.98761706, 254653.94544836,
       254653.35448637, 254653.01938125, 254652.82935981, 254652.72160812,
       254652.66050749, 254652.62586037, 254652.60621371, 254652.59507307]), 1705: array([604180.68662467, 578584.21352757, 563218.99952986, 553995.47094841,
       548458.71242976, 545135.07174027, 543139.93552554, 541942.28244351,
       541223.34761876, 540791.78084036, 540532.71718424, 540377.20480173,
       540283.85283766, 540227.81492574, 540194.17613084, 540173.98322066,
       540161.86169185, 540154.58530328, 540150.21738638, 540147.59538538,
       540146.02143392, 540145.0766123 , 540144.50944876, 540144.16898821,
       540143.96461439, 540143.84193156, 540143.76828674, 540143.72407875]), 1710: array([811439.36703361, 811439.16210084, 811439.05800426, 811439.0051279 ,
       811438.97826911, 811438.96462605, 811438.957696  , 811438.95417584,
       811438.95238776, 811438.9514795 , 811438.95101814, 811438.9507838 ,
       811438.95066476, 811438.95060429, 811438.95057358, 811438.95055798,
       811438.95055005, 811438.95054603, 811438.95054398, 811438.95054294,
       811438.95054242, 811438.95054215, 811438.95054201, 811438.95054194,
       811438.95054191, 811438.95054189, 811438.95054188, 811438.95054188]), 1715: array([363988.17574702, 363987.92438749, 363987.80991148, 363987.75777598,
       363987.73403205, 363987.72321841, 363987.71829358, 363987.71605068,
       363987.7150292 , 363987.71456399, 363987.71435213, 363987.71425563,
       363987.71421169, 363987.71419168, 363987.71418256, 363987.71417841,
       363987.71417652, 363987.71417566, 363987.71417527, 363987.71417509,
       363987.71417501, 363987.71417497, 363987.71417495, 363987.71417495,
       363987.71417494, 363987.71417494, 363987.71417494, 363987.71417494]), 1720: array([618403.87873347, 623038.0032546 , 627316.9403363 , 631267.91370046,
       634916.06047761, 638284.59113601, 641394.93715268, 644266.88736614,
       646918.71387817, 649367.28830573, 651628.18912262, 653715.80077382,
       655643.40519312, 657423.26630626, 659066.70805724, 660584.18645426,
       661985.35609354, 663279.13158446, 664473.74426658, 665576.79457964,
       666595.30041953, 667535.74178799, 668404.10202006, 669205.9058517 ,
       669946.25456951, 670629.85846656, 671261.06681044, 671843.89551445]), 1725: array([649814.71808717, 650135.18365988, 650370.57677652, 650543.4812133 ,
       650670.48553989, 650763.77463802, 650832.29872743, 650882.63205601,
       650919.60363766, 650946.76055113, 650966.70824925, 650981.36052778,
       650992.12313631, 651000.02864686, 651005.83551951, 651010.10086957,
       651013.23391764, 651015.53525048, 651017.22565956, 651018.46732386,
       651019.3793695 , 651020.04929876, 651020.54138513, 651020.90283969,
       651021.16834064, 651021.36336033, 651021.50660908, 651021.61183027]), 1730: array([2175278.52253707, 2016079.04244071, 1928645.0403592 ,
       1880625.38153015, 1854252.48792855, 1839768.22182   ,
       1831813.31297032, 1827444.39470186, 1825044.93957332,
       1823727.1339839 , 1823003.38151575, 1822605.88916987,
       1822387.58225972, 1822267.68584533, 1822201.8374937 ,
       1822165.67289749, 1822145.81092697, 1822134.90252721,
       1822128.91152116, 1822125.62119864, 1822123.81411945,
       1822122.82165286, 1822122.27657994, 1822121.97722025,
       1822121.81280881, 1822121.72251235, 1822121.6729206 ,
       1822121.64568429]), 1735: array([1933797.03551751, 1823929.6362609 , 1748236.16457935,
       1696086.92200173, 1660158.54613253, 1635405.58465515,
       1618351.95818087, 1606602.81147009, 1598508.20187841,
       1592931.39651079, 1589089.23985628, 1586442.17459495,
       1584618.47110554, 1583362.02515919, 1582496.39298529,
       1581900.01312298, 1581489.13544202, 1581206.06004095,
       1581011.03440096, 1580876.6709059 , 1580784.10077611,
       1580720.3243097 , 1580676.38532338, 1580646.11342798,
       1580625.25751557, 1580610.88877264, 1580600.98938444,
       1580594.16917147]), 1740: array([368334.5232054 , 361906.33033755, 358402.29847492, 356492.23766206,
       355451.05640236, 354883.50462166, 354574.13003317, 354405.48879327,
       354313.56182559, 354263.45209329, 354236.13709167, 354221.2475826 ,
       354213.13125578, 354208.70701581, 354206.29534614, 354204.98073602,
       354204.26413715, 354203.87351644, 354203.66058763, 354203.54451935,
       354203.4812501 , 354203.44676179, 354203.42796209, 354203.4177143 ,
       354203.41212819, 354203.40908318, 354203.40742334, 354203.40651855]), 1745: array([128154.98648844, 128745.72132746, 129286.14260016, 129780.5355709 ,
       130232.82052316, 130646.58384535, 131025.10646904, 131371.38988509,
       131688.17994394, 131977.98862878, 132243.11397429, 132485.6582889 ,
       132707.544825  , 132910.53302937, 133096.23249469, 133266.11572277,
       133421.52980073, 133563.70708275, 133693.77496198, 133812.76481019,
       133921.62015605, 134021.20416678, 134112.30649267, 134195.64952858,
       134271.89414218, 134341.64491426, 134405.45493278, 134463.83017856]), 1750: array([165031.48071119, 165031.4164388 , 165031.38527163, 165031.37015795,
       165031.36282898, 165031.359275  , 165031.35755158, 165031.35671586,
       165031.3563106 , 165031.35611408, 165031.35601879, 165031.35597257,
       165031.35595016, 165031.3559393 , 165031.35593403, 165031.35593147,
       165031.35593023, 165031.35592963, 165031.35592934, 165031.3559292 ,
       165031.35592913, 165031.3559291 , 165031.35592908, 165031.35592907,
       165031.35592907, 165031.35592907, 165031.35592907, 165031.35592907]), 1755: array([258642.79936946, 216539.74277561, 193846.80539653, 181615.64099775,
       175023.2206314 , 171470.0015862 , 169554.86801135, 168522.63876714,
       167966.28216279, 167666.41401533, 167504.7894293 , 167417.67611958,
       167370.72330801, 167345.41642298, 167331.77637868, 167324.42459246,
       167320.46208623, 167318.32635279, 167317.17522341, 167316.55478136,
       167316.22037209, 167316.04013033, 167315.94298264, 167315.89062144,
       167315.86239952, 167315.84718831, 167315.83898968, 167315.83457075]), 1760: array([316429.26061967, 263035.17892491, 236862.67445042, 224033.5374239 ,
       217745.0006503 , 214662.51001423, 213151.54667515, 212410.90850894,
       212047.86535689, 211869.91026861, 211782.68093165, 211739.92319259,
       211718.96436942, 211708.69085453, 211703.65502273, 211701.18657818,
       211699.97660557, 211699.38350588, 211699.09278257, 211698.95027694,
       211698.88042408, 211698.84618388, 211698.82940014, 211698.82117316,
       211698.81714049, 211698.81516377, 211698.81419483, 211698.81371988]), 1765: array([159678.9456355 , 162288.81807082, 164754.29215525, 167083.35712361,
       169283.5601844 , 171362.03097609, 173325.50467037, 175180.34379705,
       176932.55886157, 178587.82782163, 180151.51448638, 181628.68589749,
       183024.12874867, 184342.36489666, 185587.66601409, 186764.06743155,
       187875.38121394, 188925.20851319, 189916.95123762, 190853.82307565,
       191738.85990957, 192574.92965317, 193364.74154501, 194110.85492762,
       194815.68754089, 195481.5233566 , 196110.51997954, 196704.71563909]), 1770: array([1413482.95892182, 1134460.79064933,  973368.43988022,
        880362.40513758,  826665.73700126,  795664.17697431,
        777765.54829842,  767431.84547188,  761465.72281295,
        758021.2053753 ,  756032.52678847,  754884.37103274,
        754221.4878257 ,  753838.77481488,  753617.81696423,
        753490.24781873,  753416.59627462,  753374.07384549,
        753349.52368837,  753335.34975177,  753327.16648526,
        753322.44190855,  753319.71419277,  753318.13935681,
        753317.23013146,  753316.70519378,  753316.40212308,
        753316.2271464 ]), 1775: array([974851.8617695 , 940683.36499155, 921863.04927372, 911496.64989652,
       905786.74376855, 902641.67605468, 900909.34443607, 899955.16058062,
       899429.58752047, 899140.09714608, 898980.64324096, 898892.81459411,
       898844.43778451, 898817.79140215, 898803.11433479, 898795.03007392,
       898790.57719023, 898788.12450179, 898786.77353892, 898786.0294164 ,
       898785.61954701, 898785.39378727, 898785.26943676, 898785.20094339,
       898785.16321662, 898785.14243638, 898785.13099043, 898785.1246859 ]), 1780: array([172416.17698267, 172362.43550447, 172327.54576804, 172304.89485204,
       172290.18955335, 172280.64266307, 172274.44468533, 172270.42086952,
       172267.80855073, 172266.11259601, 172265.01155794, 172264.29674827,
       172263.83268361, 172263.5314062 , 172263.33581259, 172263.20883042,
       172263.12639178, 172263.07287144, 172263.03812526, 172263.01556755,
       172263.00092276, 172262.99141515, 172262.98524268, 172262.98123542,
       172262.97863385, 172262.97694487, 172262.97584837, 172262.9751365 ]), 1785: array([20504.18224515, 32189.70172751, 38911.04930231, 42777.07453888,
       45000.75825162, 46279.79006124, 47015.47129172, 47438.62485899,
       47682.01687998, 47822.01257058, 47902.53613626, 47948.85216643,
       47975.4925    , 47990.81564775, 47999.62930829, 48004.69880271,
       48007.61470509, 48009.29189141, 48010.25658555, 48010.81146415,
       48011.13062256, 48011.31419803, 48011.41978807, 48011.48052199,
       48011.51545529, 48011.53554843, 48011.54710573, 48011.55375333]), 1790: array([ 6604.59134376,  8242.92105281,  9484.33354784, 10424.98973827,
       11137.7536843 , 11677.83671137, 12087.07412826, 12397.16582711,
       12632.13178508, 12810.17267301, 12945.0796955 , 13047.30286978,
       13124.76049332, 13183.45250212, 13227.92523107, 13261.62357707,
       13287.15784381, 13306.50593815, 13321.1665806 , 13332.27539747,
       13340.69288755, 13347.07107706, 13351.90402619, 13355.56609947,
       13358.34096432, 13360.44356423, 13362.03676844, 13363.24398797]), 1795: array([24877.14359448, 22637.03493311, 21391.48723346, 20698.93642159,
       20313.86355192, 20099.75490832, 19980.7059831 , 19914.51226781,
       19877.7071649 , 19857.2427508 , 19845.8641046 , 19839.53733714,
       19836.01952088, 19834.06354079, 19832.97597458, 19832.3712648 ,
       19832.0350334 , 19831.84808165, 19831.74413253, 19831.68633462,
       19831.65419777, 19831.636329  , 19831.62639358, 19831.62086928,
       19831.61779766, 19831.61608977, 19831.61514014, 19831.61461213]), 1800: array([8741.01649905, 8741.01446054, 8741.01345589, 8741.01296076,
       8741.01271675, 8741.01259649, 8741.01253722, 8741.01250801,
       8741.01249361, 8741.01248652, 8741.01248302, 8741.0124813 ,
       8741.01248045, 8741.01248003, 8741.01247983, 8741.01247972,
       8741.01247967, 8741.01247965, 8741.01247964, 8741.01247963,
       8741.01247963, 8741.01247963, 8741.01247963, 8741.01247963,
       8741.01247963, 8741.01247963, 8741.01247963, 8741.01247963]), 1805: array([16631.89105716, 16643.57638473, 16652.24202971, 16658.6683282 ,
       16663.4339645 , 16666.96808127, 16669.58892362, 16671.5324968 ,
       16672.97381842, 16674.0426786 , 16674.83532757, 16675.4231429 ,
       16675.85905698, 16676.18232364, 16676.42205282, 16676.599832  ,
       16676.73167009, 16676.82943903, 16676.90194286, 16676.95571049,
       16676.99558367, 16677.02515297, 16677.04708106, 16677.06334257,
       16677.07540184, 16677.08434479, 16677.09097674, 16677.09589488]), 1810: array([375852.1340891 , 315474.20417461, 283555.38726041, 266681.49187107,
       257761.10029215, 253045.331699  , 250552.33873704, 249234.4170058 ,
       248537.69715293, 248169.37592272, 247974.66275634, 247871.72756268,
       247817.31083119, 247788.54340421, 247773.33549238, 247765.29582368,
       247761.04564959, 247758.79879335, 247757.61099189, 247756.98306018,
       247756.65110382, 247756.47561496, 247756.38284271, 247756.33379862,
       247756.30787144, 247756.29416502, 247756.28691912, 247756.28308858]), 1815: array([  54874.01163167,  105182.89904384,  155491.78645601,
        205800.67386818,  256109.56128035,  306418.44869251,
        356727.33610467,  407036.22351683,  457345.11092899,
        507653.99834115,  557962.88575331,  608271.77316546,
        658580.66057761,  708889.54798976,  759198.4354019 ,
        809507.32281405,  859816.21022619,  910125.09763833,
        960433.98505047, 1010742.87246261, 1061051.75987474,
       1111360.64728687, 1161669.534699  , 1211978.42211113,
       1262287.30952326, 1312596.19693538, 1362905.08434751,
       1413213.97175963]), 1820: array([ 431.91017362,  716.85113783, 1001.79210205, 1286.73306626,
       1571.67403047, 1856.61499469, 2141.5559589 , 2426.49692311,
       2711.43788733, 2996.37885154, 3281.31981576, 3566.26077997,
       3851.20174418, 4136.1427084 , 4421.08367261, 4706.02463682,
       4990.96560104, 5275.90656525, 5560.84752947, 5845.78849368,
       6130.72945789, 6415.67042211, 6700.61138632, 6985.55235053,
       7270.49331475, 7555.43427896, 7840.37524317, 8125.31620739]), 1825: array([13037.10951705, 11595.00873477, 10448.8409837 ,  9537.87794304,
        8813.85333086,  8238.40557322,  7781.04526226,  7417.53971155,
        7128.62901635,  6899.0055907 ,  6716.50311333,  6571.45190983,
        6456.16661649,  6364.5389806 ,  6291.71422199,  6233.83380834,
        6187.8310155 ,  6151.26844078,  6122.20886009,  6099.11258648,
        6080.75589164,  6066.16616817,  6054.57039709,  6045.35419041,
        6038.0292385 ,  6032.20743758,  6027.58032653,  6023.90274343]), 1830: array([3370.93174204, 3370.54358764, 3370.27903082, 3370.09871518,
       3369.97581633, 3369.89205139, 3369.8349592 , 3369.79604652,
       3369.76952457, 3369.75144783, 3369.73912716, 3369.73072968,
       3369.72500616, 3369.72110514, 3369.7184463 , 3369.7166341 ,
       3369.71539894, 3369.71455709, 3369.71398331, 3369.71359223,
       3369.71332568, 3369.713144  , 3369.71302018, 3369.71293578,
       3369.71287826, 3369.71283905, 3369.71281233, 3369.71279412]), 1835: array([3652.30784251, 3652.30700083, 3652.30662389, 3652.30645507,
       3652.30637947, 3652.30634561, 3652.30633045, 3652.30632366,
       3652.30632062, 3652.30631926, 3652.30631865, 3652.30631837,
       3652.30631825, 3652.3063182 , 3652.30631817, 3652.30631816,
       3652.30631816, 3652.30631815, 3652.30631815, 3652.30631815,
       3652.30631815, 3652.30631815, 3652.30631815, 3652.30631815,
       3652.30631815, 3652.30631815, 3652.30631815, 3652.30631815]), 1840: array([2632.42442574, 2632.02322833, 2631.74967849, 2631.56316305,
       2631.43599057, 2631.34928012, 2631.29015803, 2631.24984661,
       2631.22236093, 2631.20362027, 2631.19084226, 2631.18212979,
       2631.17618933, 2631.17213893, 2631.16937723, 2631.16749421,
       2631.16621031, 2631.1653349 , 2631.16473801, 2631.16433104,
       2631.16405355, 2631.16386435, 2631.16373534, 2631.16364738,
       2631.16358741, 2631.16354652, 2631.16351864, 2631.16349963]), 1845: array([ 14884.28079626,  19466.72180938,  24049.1628225 ,  28631.60383562,
        33214.04484874,  37796.48586186,  42378.92687499,  46961.36788811,
        51543.80890123,  56126.24991435,  60708.69092747,  65291.13194059,
        69873.57295371,  74456.01396683,  79038.45497996,  83620.89599308,
        88203.3370062 ,  92785.77801932,  97368.21903244, 101950.66004556,
       106533.10105868, 111115.5420718 , 115697.98308492, 120280.42409805,
       124862.86511117, 129445.30612429, 134027.74713741, 138610.18815053]), 1850: array([51924.40304483, 48979.23116866, 46642.52842497, 44788.5857887 ,
       43317.66557522, 42150.63579119, 41224.71302234, 40490.08483581,
       39907.22999024, 39444.79228742, 39077.89368374, 38786.79591087,
       38555.83860408, 38372.59681205, 38227.21256413, 38111.86453512,
       38020.34727664, 37947.73737882, 37890.12860263, 37844.42173354,
       37808.1578512 , 37779.38604537, 37756.55846163, 37738.44703051,
       37724.07740029, 37712.6765192 , 37703.63104708, 37696.45435912]), 1855: array([28176.27254509, 28172.6796775 , 28170.24027489, 28168.58402541,
       28167.45950323, 28166.69600103, 28166.17761586, 28165.82565462,
       28165.58668807, 28165.42444006, 28165.31428064, 28165.23948713,
       28165.18870555, 28165.15422704, 28165.13081762, 28165.11492362,
       28165.10413229, 28165.09680543, 28165.09183081, 28165.08845326,
       28165.08616005, 28165.08460306, 28165.08354592, 28165.08282818,
       28165.08234086, 28165.08200999, 28165.08178534, 28165.08163282]), 1860: array([ 54652.50643955,  63234.23270467,  71688.3498505 ,  80016.75540753,
        88221.31869024,  96303.88121665, 104266.25712164, 112110.23356418,
       119837.57112839, 127450.00421877, 134949.24144944, 142336.96602766,
       149614.83613162, 156784.48528264, 163847.52271178, 170805.53372106,
       177660.08003925, 184412.70017244, 191064.90974936, 197618.20186151,
       204074.04739832, 210433.89537733, 216699.17326933, 222871.28731886,
       228951.62285976, 234941.54462616, 240842.39705875, 246655.5046066 ]), 1865: array([ 5739.42052759,  8186.53968829,  9603.66672894, 10424.32519199,
       10899.56862018, 11174.78215444, 11334.15834978, 11426.45312629,
       11479.90104399, 11510.85274044, 11528.77687209, 11539.15673918,
       11545.16772163, 11548.64868239, 11550.66450724, 11551.83187169,
       11552.5078926 , 11552.8993764 , 11553.12608473, 11553.25737155,
       11553.33339976, 11553.37742771, 11553.40292431, 11553.41768939,
       11553.42623985, 11553.43119142, 11553.43405887, 11553.43571942]), 1870: array([ 8623.66658173,  9597.10381355, 10455.21232532, 11211.6557753 ,
       11878.47900939, 12466.29985115, 12984.47816941, 13441.26491536,
       13843.93350246, 14198.89562094, 14511.80333112, 14787.63906119,
       15030.79494231, 15245.14274457, 15434.09552713, 15600.66198435,
       15747.49435325, 15876.93064501, 15991.03187318, 16091.61487113,
       16180.28122153, 16258.44275829, 16327.34404724, 16388.08220333,
       16441.62435994, 16488.82306863, 16530.42987424, 16567.10728175]), 1875: array([8675.1590133 , 8141.06999542, 7704.3969144 , 7347.37144991,
       7055.46616005, 6816.80335662, 6621.6717995 , 6462.13154423,
       6331.69086396, 6225.04209974, 6137.84569071, 6066.55359649,
       6008.26492664, 5960.60790281, 5921.64335059, 5889.78579408,
       5863.73894255, 5842.44294408, 5825.03125996, 5810.79540509,
       5799.1561195 , 5789.6397982 , 5781.85922005, 5775.49779168,
       5770.29666521, 5766.0442057 , 5762.56737969, 5759.72471436]), 1880: array([4503.08098671, 5789.12289656, 6770.09491484, 7518.36454218,
       8089.13254043, 8524.50516003, 8856.60036942, 9109.91723672,
       9303.14325578, 9450.53294537, 9562.95942243, 9648.7165251 ,
       9714.13065931, 9764.02750541, 9802.08801452, 9831.11995676,
       9853.26505386, 9870.15697661, 9883.04186273, 9892.87024597,
       9900.36717811, 9906.08571699, 9910.44772617, 9913.7749964 ,
       9916.31298444, 9918.24892077, 9919.72562176, 9920.85202545]), 1885: array([2318.20522417, 2319.89876397, 2321.15740524, 2322.09282929,
       2322.78803782, 2323.30471782, 2323.68871516, 2323.97410255,
       2324.18620288, 2324.34383616, 2324.46098944, 2324.54805793,
       2324.61276737, 2324.66085951, 2324.69660167, 2324.72316529,
       2324.74290741, 2324.75757978, 2324.76848431, 2324.77658858,
       2324.78261168, 2324.78708805, 2324.7904149 , 2324.79288742,
       2324.794725  , 2324.7960907 , 2324.79710568, 2324.79786002]), 1890: array([85812.2850568 , 76640.52644545, 69294.52815292, 63410.84834836,
       58698.39312252, 54924.01467347, 51900.97636457, 49479.71396588,
       47540.43599312, 45987.19704731, 44743.15093497, 43746.74871765,
       42948.69359024, 42309.50193118, 41797.54985797, 41387.50864178,
       41059.0915735 , 40796.05028284, 40585.37085331, 40416.62996127,
       40281.47918405, 40173.23196334, 40086.53278904, 40017.09223643,
       39961.47474773, 39916.92865856, 39881.25005984, 39852.67375987]), 1895: array([21476.42934146, 26768.90195045, 29730.49065755, 31387.75151047,
       32315.12995706, 32834.07709907, 33124.47217693, 33286.97292975,
       33377.90592647, 33428.7906747 , 33457.26502059, 33473.19883971,
       33482.11516716, 33487.10461096, 33489.89662927, 33491.45900106,
       33492.333281  , 33492.82251501, 33493.09628306, 33493.24947958,
       33493.33520606, 33493.38317733, 33493.41002133, 33493.42504283,
       33493.43344864, 33493.43815241, 33493.44078456, 33493.44225748]), 1900: array([ 7251.69837414,  9002.92925448, 10215.56959983, 11055.26276859,
       11636.70855372, 12039.33086102, 12318.12679779, 12511.17912734,
       12644.85827051, 12737.42443307, 12801.52189993, 12845.90620998,
       12876.64013871, 12897.92185682, 12912.65838887, 12922.86270489,
       12929.92868656, 12934.82152767, 12938.20957696, 12940.5556327 ,
       12942.18015969, 12943.3050639 , 12944.08400415, 12944.62338156,
       12944.9968736 , 12945.25549828, 12945.43458302, 12945.5585903 ]), 1905: array([17656.7659531 , 18188.43013721, 18704.77553437, 19206.24352324,
       19693.26276511, 20166.24957027, 20625.60825391, 21071.73148175,
       21505.00060565, 21925.78598961, 22334.44732639, 22731.33394495,
       23116.78510906, 23491.13030733, 23854.68953484, 24207.77356669,
       24550.68422365, 24883.71463015, 25207.14946485, 25521.26520401,
       25826.33035779, 26122.60569981, 26410.34449003, 26689.79269127,
       26961.18917943, 27224.76594772, 27480.74830496, 27729.35506813]), 1910: array([21472.6767212 , 21481.74876173, 21488.36985817, 21493.20216883,
       21496.72896028, 21499.30293757, 21501.18151735, 21502.5525714 ,
       21503.5532152 , 21504.28352048, 21504.81652314, 21505.20552735,
       21505.4894364 , 21505.69664328, 21505.8478702 , 21505.95824096,
       21506.03879345, 21506.09758351, 21506.14049058, 21506.17180568,
       21506.19466054, 21506.21134083, 21506.2235147 , 21506.23239962,
       21506.23888415, 21506.24361679, 21506.24707084, 21506.24959172]), 1915: array([103045.27088745,  96549.38226524,  93182.80219671,  91438.02761436,
        90533.77514413,  90065.13435913,  89822.25508304,  89696.37969055,
        89631.14310597,  89597.33338445,  89579.81104975,  89570.72986838,
        89566.0234262 ,  89563.58425038,  89562.3201153 ,  89561.6649606 ,
        89561.32541803,  89561.1494456 ,  89561.05824557,  89561.01097995,
        89560.98648391,  89560.97378852,  89560.96720897,  89560.96379903,
        89560.96203178,  89560.96111588,  89560.9606412 ,  89560.96039519]), 1920: array([16591.42483792, 28891.82954261, 38046.81777621, 44860.72443778,
       49932.20271912, 53706.82031157, 56516.20589479, 58607.18522235,
       60163.46662934, 61321.78119795, 62183.89561622, 62825.55315064,
       63303.12826452, 63658.57954058, 63923.13605949, 64120.04111066,
       64266.59429081, 64375.67140429, 64456.8556998 , 64517.2798312 ,
       64562.25251505, 64595.72494148, 64620.63791609, 64639.18023196,
       64652.98097167, 64663.25263449, 64670.89766361, 64676.58773263]), 1925: array([174416.90654705, 149898.36906455, 132358.52554821, 119811.03527489,
       110834.92827528, 104413.68425649,  99820.11437696,  96534.0090403 ,
        94183.22553926,  92501.54388193,  91298.51808421,  90437.90866763,
        89822.25390004,  89381.83251311,  89066.76795375,  88841.37999688,
        88680.14405461,  88564.80058444,  88482.28724453,  88423.25961815,
        88381.03298328,  88350.82528559,  88329.21558352,  88313.75663565,
        88302.69775716,  88294.78655943,  88289.12712031,  88285.07852334]), 1930: array([155072.13028908, 135909.04464581, 125857.70824996, 120585.62601732,
       117820.33690817, 116369.89977163, 115609.12293997, 115210.08366209,
       115000.78135599, 114890.99904189, 114833.41651109, 114803.21357831,
       114787.37167043, 114779.06234341, 114774.70397218, 114772.4179387 ,
       114771.2188786 , 114770.58995293, 114770.26007163, 114770.08704376,
       114769.99628796, 114769.94868513, 114769.9237167 , 114769.91062037,
       114769.90375114, 114769.90014813, 114769.89825829, 114769.89726704]), 1935: array([46203.14655231, 46203.12756794, 46203.11945266, 46203.11598361,
       46203.11450068, 46203.11386678, 46203.1135958 , 46203.11347996,
       46203.11343045, 46203.11340928, 46203.11340023, 46203.11339637,
       46203.11339471, 46203.113394  , 46203.1133937 , 46203.11339357,
       46203.11339352, 46203.11339349, 46203.11339348, 46203.11339348,
       46203.11339348, 46203.11339348, 46203.11339348, 46203.11339348,
       46203.11339348, 46203.11339348, 46203.11339348, 46203.11339348]), 1940: array([2340206.17609593, 2447595.90929832, 2554985.64250071,
       2662375.3757031 , 2769765.1089055 , 2877154.84210789,
       2984544.57531028, 3091934.30851267, 3199324.04171506,
       3306713.77491746, 3414103.50811985, 3521493.24132224,
       3628882.97452463, 3736272.70772702, 3843662.44092942,
       3951052.17413181, 4058441.9073342 , 4165831.64053659,
       4273221.37373899, 4380611.10694138, 4488000.84014377,
       4595390.57334616, 4702780.30654855, 4810170.03975095,
       4917559.77295334, 5024949.50615573, 5132339.23935812,
       5239728.97256052]), 1945: array([1640492.81828146, 1332682.5013001 , 1143089.67165732,
       1026311.77608688,  954383.54483702,  910080.03666486,
        882791.71325895,  865983.73066282,  855631.01405397,
        849254.35697629,  845326.71585343,  842907.52275552,
        841417.4438349 ,  840499.64393228,  839934.33383387,
        839586.13646922,  839371.66762268,  839239.5675817 ,
        839158.20182109,  839108.0853567 ,  839077.21659834,
        839058.20328098,  839046.49220945,  839039.27888661,
        839034.83590919,  839032.09929961,  839030.41371104,
        839029.37548883]), 1950: array([495662.37434308, 516993.62604563, 529498.07940506, 536828.2331156 ,
       541125.19451613, 543644.08811738, 545120.6722388 , 545986.25094628,
       546493.65617161, 546791.09886569, 546965.46079939, 547067.67236663,
       547127.58914006, 547162.71255941, 547183.30202904, 547195.37164719,
       547202.446899  , 547206.59443603, 547209.02573654, 547210.4509733 ,
       547211.286452  , 547211.7762125 , 547212.06331179, 547212.23161039,
       547212.33026761, 547212.38810081, 547212.42200283, 547212.44187632]), 1955: array([ 30435.69022782,  57845.52251646,  85255.35480509, 112665.18709373,
       140075.01938237, 167484.851671  , 194894.68395964, 222304.51624828,
       249714.34853692, 277124.18082555, 304534.01311419, 331943.84540283,
       359353.67769146, 386763.5099801 , 414173.34226874, 441583.17455738,
       468993.00684601, 496402.83913465, 523812.67142329, 551222.50371193,
       578632.33600056, 606042.1682892 , 633452.00057784, 660861.83286647,
       688271.66515511, 715681.49744375, 743091.32973239, 770501.16202102]), 1960: array([8260.77601234, 8436.96012446, 8574.13527492, 8680.93844621,
       8764.09430468, 8828.83860688, 8879.2478594 , 8918.49598861,
       8949.05418121, 8972.8464779 , 8991.37091713, 9005.79385634,
       9017.02340952, 9025.76662494, 9032.57400319, 9037.87415837,
       9042.00080507, 9045.21377004, 9047.71535176, 9049.66305774,
       9051.17952173, 9052.3602251 , 9053.27950869, 9053.99525351,
       9054.55252511, 9054.98641109, 9055.32423028, 9055.58725285]), 1965: array([5437.20015349, 5247.15659793, 5141.87510581, 5083.5506204 ,
       5051.23966499, 5033.33984414, 5023.42359182, 5017.93012567,
       5014.88682167, 5013.20087349, 5012.2668816 , 5011.74946305,
       5011.46282036, 5011.30402429, 5011.21605347, 5011.16731885,
       5011.14032056, 5011.12536387, 5011.11707808, 5011.11248786,
       5011.10994495, 5011.10853621, 5011.10775578, 5011.10732344,
       5011.10708393, 5011.10695124, 5011.10687774, 5011.10683701]), 1970: array([ 3466.36150661,  5831.00239208,  7449.31239434,  8556.84939055,
        9314.82418912,  9833.56604355, 10188.58195179, 10431.54729964,
       10597.82762366, 10711.62634599, 10789.50777472, 10842.80817051,
       10879.28582941, 10904.25036445, 10921.33556205, 10933.02830843,
       10941.03057572, 10946.50715751, 10950.25521377, 10952.82030388,
       10954.57579707, 10955.77721933, 10956.59944721, 10957.1621625 ,
       10957.5472729 , 10957.81083428, 10957.99121009, 10958.11465546]), 1975: array([41735.78054076, 42633.19918078, 43530.6178208 , 44428.03646082,
       45325.45510084, 46222.87374086, 47120.29238088, 48017.7110209 ,
       48915.12966092, 49812.54830094, 50709.96694097, 51607.38558099,
       52504.80422101, 53402.22286103, 54299.64150105, 55197.06014107,
       56094.47878109, 56991.89742111, 57889.31606113, 58786.73470115,
       59684.15334117, 60581.57198119, 61478.99062121, 62376.40926123,
       63273.82790125, 64171.24654127, 65068.66518129, 65966.08382131]), 1980: array([12972.16382997, 17629.57724207, 21345.4694762 , 24310.17410384,
       26675.547741  , 28562.74837179, 30068.44124199, 31269.75019791,
       32228.2080854 , 32992.90855446, 33603.02070964, 34089.79541027,
       34478.16598634, 34788.02536103, 35035.2449961 , 35232.48785191,
       35389.85700326, 35515.41313402, 35615.58741746, 35695.51093057,
       35759.27747552, 35810.15327035, 35850.74424954, 35883.12954391,
       35908.96797679, 35929.58303146, 35946.03064191, 35959.15327943]), 1985: array([ 8289.32135843, 15328.79218182, 21530.63352951, 26994.51527103,
       31808.2475179 , 36049.19182101, 39785.50444907, 43077.23172885,
       45977.27505046, 48532.24104624, 50783.19060654, 52766.29876975,
       54513.43609188, 56052.68083858, 57408.77023135, 58603.4979997 ,
       59656.06462849, 60583.38592911, 61400.36489373, 62120.13120147,
       62754.25222562, 63312.91893305, 63805.10966339, 64238.73441999,
       64620.76199171, 64957.33194842, 65253.85331007, 65515.09147517]), 1990: array([ 4762.02043841,  9306.6855988 , 13644.6761162 , 17785.39079263,
       21737.80100717, 25510.47015362, 29111.57219416, 32548.90936922,
       35829.92910209, 38961.74013465, 41951.12792936, 44804.56937084,
       47528.24679882, 50128.061403  , 52609.64600866, 54978.37728094,
       57239.38737405, 59397.5750507 , 61457.61629591, 63423.97444812,
       65300.90986955, 67092.48917685, 68802.59405189, 70434.92965197,
       71993.03263743, 73480.27883435, 74899.89054865, 76254.94354765]), 1995: array([2254.08464408, 3292.95352428, 3807.15876937, 4061.67311582,
       4187.6491792 , 4250.00310449, 4280.86620574, 4296.14240551,
       4303.70361193, 4307.44615545, 4309.29858895, 4310.21548138,
       4310.66931238, 4310.8939435 , 4311.00512837, 4311.06016115,
       4311.08740053, 4311.10088311, 4311.10755653, 4311.11085965,
       4311.11249459, 4311.11330383, 4311.11370437, 4311.11390263,
       4311.11400076, 4311.11404933, 4311.11407337, 4311.11408527]), 2000: array([48802.96149381, 49986.20988273, 51169.45827166, 52352.70666059,
       53535.95504952, 54719.20343845, 55902.45182737, 57085.7002163 ,
       58268.94860523, 59452.19699416, 60635.44538309, 61818.69377201,
       63001.94216094, 64185.19054987, 65368.4389388 , 66551.68732773,
       67734.93571665, 68918.18410558, 70101.43249451, 71284.68088344,
       72467.92927236, 73651.17766129, 74834.42605022, 76017.67443915,
       77200.92282808, 78384.171217  , 79567.41960593, 80750.66799486]), 2005: array([11812.34297867, 17543.40033727, 20817.75813364, 22688.51571079,
       23757.34634265, 24368.00746389, 24716.89997676, 24916.23473266,
       25030.12179943, 25095.189549  , 25132.36507871, 25153.60478684,
       25165.73979082, 25172.67295209, 25176.63411479, 25178.89726855,
       25180.19028913, 25180.92903798, 25181.35111159, 25181.59225732,
       25181.73003249, 25181.80874837, 25181.85372156, 25181.87941635,
       25181.8940967 , 25181.90248411, 25181.90727614, 25181.91001399]), 2010: array([30227.02776323, 30736.66388616, 31049.81305565, 31242.22956213,
       31360.46111301, 31433.1092443 , 31477.74835238, 31505.17713734,
       31522.03092938, 31532.3868495 , 31538.75011073, 31542.66005722,
       31545.06254881, 31546.5387751 , 31547.44585177, 31548.00321082,
       31548.34568365, 31548.55611826, 31548.68542116, 31548.76487215,
       31548.81369131, 31548.84368856, 31548.86212056, 31548.87344622,
       31548.88040535, 31548.88468143, 31548.88730889, 31548.88892335]), 2015: array([131889.78442949, 135453.94120958, 138893.42341713, 142212.59218157,
       145415.65607958, 148506.67647139, 151489.57265041, 154368.12681279,
       157145.98885306, 159826.68099205, 162413.60224296, 164910.03272114,
       167319.13780317, 169643.97214044, 171887.48353231, 174052.51666381,
       176141.8167126 , 178158.03282974, 180103.72149873, 181981.34977697,
       183793.29842398, 185541.86492004, 187229.26637934, 188857.6423612 ,
       190429.05758291, 191945.50453774, 193408.90602137, 194821.11756985]), 2020: array([187756.34483362, 187756.38146469, 187756.39992446, 187756.40922703,
       187756.41391495, 187756.41627737, 187756.41746788, 187756.41806782,
       187756.41837015, 187756.41852251, 187756.41859929, 187756.41863798,
       187756.41865748, 187756.41866731, 187756.41867226, 187756.41867475,
       187756.41867601, 187756.41867664, 187756.41867696, 187756.41867712,
       187756.41867721, 187756.41867725, 187756.41867727, 187756.41867728,
       187756.41867728, 187756.41867728, 187756.41867729, 187756.41867729]), 2025: array([ 92061.87708707, 104680.35976052, 115637.42372848, 125151.82049907,
       133413.49955588, 140587.40059066, 146816.74642978, 152225.902396  ,
       156922.85919093, 161001.38886748, 164542.9169353 , 167618.14797437,
       170288.47721152, 172607.21624094, 174620.65735965, 176368.99776668,
       177887.14207716, 179205.39917296, 180350.08730217, 181344.05950784,
       182207.15987591, 182956.61971101, 183607.40154961, 184172.49787849,
       184663.19052228, 185089.27587863, 185459.26049772, 185780.5309106 ]), 2030: array([247027.12486094, 218293.59629824, 198330.69737974, 184461.27885841,
       174825.36521156, 168130.7203231 , 163479.5505612 , 160248.10505296,
       158003.02680228, 156443.23681391, 155359.55752253, 154606.66077659,
       154083.57842691, 153720.16186811, 153467.67467312, 153292.25673443,
       153170.38341244, 153085.71073458, 153026.88356667, 152986.01281862,
       152957.61746821, 152937.88952185, 152924.18333891, 152914.66083478,
       152908.04498225, 152903.44855425, 152900.25514112, 152898.03648623]), 2035: array([59062.15566619, 68390.88187758, 74822.92540657, 79257.74137407,
       82315.49317209, 84423.77593438, 85877.41131731, 86879.67527558,
       87570.72411344, 88047.19390203, 88375.71403984, 88602.22468862,
       88758.4010325 , 88866.08272658, 88940.32794805, 88991.51912737,
       89026.81482437, 89051.15077917, 89067.93012471, 89079.49927987,
       89087.47607197, 89092.97597333, 89096.76808859, 89099.38270604,
       89101.18545305, 89102.42842524, 89103.28543949, 89103.87634041]), 2040: array([15635.63299497, 15635.62820538, 15635.6258652 , 15635.62472179,
       15635.62416312, 15635.62389016, 15635.62375679, 15635.62369163,
       15635.62365979, 15635.62364423, 15635.62363663, 15635.62363292,
       15635.6236311 , 15635.62363022, 15635.62362978, 15635.62362957,
       15635.62362947, 15635.62362942, 15635.62362939, 15635.62362938,
       15635.62362937, 15635.62362937, 15635.62362937, 15635.62362937,
       15635.62362937, 15635.62362937, 15635.62362937, 15635.62362937]), 2045: array([388610.9195496 , 362965.49710355, 340465.59614571, 320725.40492141,
       303406.43314895, 288211.70783718, 274880.68101102, 263184.76202641,
       252923.39786606, 243920.63420382, 236022.09826924, 229092.35177691,
       223012.56853027, 217678.49687742, 212998.67208048, 208892.84794548,
       205290.62081968, 202130.22236148, 199357.46038237, 196924.78959907,
       194790.49636205, 192917.98338048, 191275.14217885, 189833.80252442,
       188569.24938479, 187459.7991327 , 186486.42773115, 185632.44452319]), 2050: array([628692.35302122, 530994.99152884, 471510.85834385, 435293.27737011,
       413241.79739798, 399815.50674333, 391640.75924471, 386663.47263703,
       383632.99591844, 381787.85621364, 380664.4222307 , 379980.40686278,
       379563.93644203, 379310.36376007, 379155.97319152, 379061.970764  ,
       379004.73633277, 378969.88850804, 378948.6710195 , 378935.75251388,
       378927.88693698, 378923.09789236, 378920.18202888, 378918.40667274,
       378917.32572725, 378916.66758149, 378916.26686206, 378916.02287955]), 2055: array([291780.1401066 , 351711.43569575, 386583.51390831, 406874.44583141,
       418681.08138088, 425550.97989152, 429548.35114505, 431874.29190151,
       433227.68143163, 434015.17492868, 434473.39186778, 434740.0134514 ,
       434895.1519083 , 434985.4219475 , 435037.94715719, 435068.50987408,
       435086.29332834, 435096.64094392, 435102.66188601, 435106.16527704,
       435108.20378671, 435109.38992941, 435110.0801074 , 435110.4816996 ,
       435110.71537308, 435110.85134011, 435110.93045491, 435110.97648925]), 2060: array([128944.65170009, 129316.23698975, 129654.30161656, 129961.86947535,
       130241.69167578, 130496.27115025, 130727.88504193, 130938.6050732 ,
       131130.3160766 , 131304.73285419, 131463.41551592, 131607.78343443,
       131739.12794094, 131858.62387582, 131967.34009725, 132066.24904184,
       132156.23542282, 132238.10414354, 132312.58749713, 132380.35171663,
       132442.00293431, 132498.09260329, 132549.1224302 , 132595.54886276,
       132637.7871726 , 132676.21516975, 132711.17658205, 132742.98412969]), 2065: array([219313.33089496, 219313.41562328, 219313.4575896 , 219313.4783757 ,
       219313.48867115, 219313.49377054, 219313.49629628, 219313.4975473 ,
       219313.49816693, 219313.49847384, 219313.49862585, 219313.49870114,
       219313.49873843, 219313.4987569 , 219313.49876605, 219313.49877059,
       219313.49877283, 219313.49877394, 219313.49877449, 219313.49877476,
       219313.4987749 , 219313.49877497, 219313.498775  , 219313.49877502,
       219313.49877502, 219313.49877503, 219313.49877503, 219313.49877503]), 2070: array([472206.75842589, 493757.78360982, 506576.33708876, 514200.8148985 ,
       518735.85560859, 521433.29860145, 523037.73815666, 523992.05907952,
       524559.68932826, 524897.31589765, 525098.13623908, 525217.58421264,
       525288.63188782, 525330.89105721, 525356.02681842, 525370.9775735 ,
       525379.87028519, 525385.15967163, 525388.30579959, 525390.17711704,
       525391.29017698, 525391.95222523, 525392.34601163, 525392.58023586,
       525392.71955247, 525392.80241801, 525392.85170645, 525392.88102322]), 2075: array([ 19567.16196885,  35026.61030394,  48875.33471469,  61281.15694379,
        72394.4133431 ,  82349.77668105,  91267.88813547,  99256.81924865,
       106413.38156088, 112824.29979305, 118567.26279488, 123711.86499475,
       128320.44975953, 132448.86488455, 136147.13936889, 139460.08967726,
       142427.86283531, 145086.42293969, 147467.98697852, 149601.41524359,
       151512.56106539, 153224.58410925, 154758.23102893, 156132.08687901,
       157362.8003324 , 158465.28543245, 159452.90232451, 160337.6191569 ]), 2080: array([30262.02469687, 33416.68360635, 35242.52508426, 36299.27866622,
       36910.9024827 , 37264.89578753, 37469.77868531, 37588.36002916,
       37656.99208807, 37696.71468993, 37719.70518627, 37733.01153824,
       37740.71293799, 37745.17032483, 37747.75015422, 37749.24329806,
       37750.10749417, 37750.6076703 , 37750.89716034, 37751.06471029,
       37751.16168421, 37751.2178104 , 37751.25029491, 37751.26909617,
       37751.27997789, 37751.28627597, 37751.28992115, 37751.29203089]), 2085: array([239750.21764661, 252610.6832054 , 264405.87037557, 275224.01997857,
       285146.06353282, 294246.22870942, 302592.59463581, 310247.60120167,
       317268.51617713, 323707.86363799, 329613.81690284, 335030.55892193,
       339998.61281356, 344555.14502116, 348734.2433586 , 352567.17202416,
       356082.60549066, 359306.84302172, 362264.00541885, 364976.21547122,
       367463.7634582 , 369745.25894273, 371837.76999102, 373756.95086028,
       375517.15910957, 377131.56300995, 378612.24005747, 379970.26732594]), 2090: array([54810.64267681, 54810.63822044, 54810.63604052, 54810.63497417,
       54810.63445254, 54810.63419737, 54810.63407255, 54810.6340115 ,
       54810.63398163, 54810.63396702, 54810.63395987, 54810.63395638,
       54810.63395467, 54810.63395383, 54810.63395342, 54810.63395322,
       54810.63395312, 54810.63395307, 54810.63395305, 54810.63395304,
       54810.63395303, 54810.63395303, 54810.63395303, 54810.63395303,
       54810.63395303, 54810.63395303, 54810.63395303, 54810.63395303]), 2095: array([70736.658712  , 75769.92474792, 78204.33799352, 79381.77781253,
       79951.26392172, 80226.70426552, 80359.92504435, 80424.35923603,
       80455.52378179, 80470.59697332, 80477.8873444 , 80481.41343974,
       80483.11888768, 80483.94375269, 80484.34271081, 80484.53567277,
       80484.62900167, 80484.67414157, 80484.69597414, 80484.70653379,
       80484.71164112, 80484.71411135, 80484.71530612, 80484.71588398,
       80484.71616347, 80484.71629866, 80484.71636404, 80484.71639566]), 2100: array([75018.82257815, 70028.0103823 , 66623.14685714, 64300.25928494,
       62715.52420431, 61634.37619446, 60896.78854749, 60393.58682856,
       60050.28936287, 59816.08279021, 59656.30089794, 59547.29348279,
       59472.9257532 , 59422.19012942, 59387.57695063, 59363.96292844,
       59347.85282056, 59336.86208068, 59329.36390846, 59324.24845788,
       59320.75856278, 59318.37766442, 59316.75335285, 59315.64520472,
       59314.88919688, 59314.37342842, 59314.0215576 , 59313.78150205]), 2105: array([413206.75295718, 325605.93244415, 281567.23183941, 259428.08816934,
       248298.29379045, 242703.12151269, 239890.31547583, 238476.26110749,
       237765.38743529, 237408.01689202, 237228.35950676, 237138.04211299,
       237092.63773617, 237069.81203951, 237058.33710108, 237052.56841792,
       237049.66838447, 237048.21047911, 237047.47756067, 237047.10910777,
       237046.92387906, 237046.83076085, 237046.78394845, 237046.76041491,
       237046.74858412, 237046.74263655, 237046.73964658, 237046.73814346]), 2110: array([ 74024.07527285, 139852.95651758, 200752.23342849, 257091.06006728,
       309210.94634571, 357427.8281614 , 402033.98251116, 443299.79919089,
       481475.41982147, 516792.25413595, 549464.38271943, 579689.85470456,
       607651.88828891, 633519.98135151, 657450.93890067, 679589.82358127,
       700070.83500315, 719018.12322091, 736546.54129617, 752762.3415041 ,
       767763.8194044 , 781641.90968102, 794480.73736228, 806358.12776278,
       817346.07823836, 827511.19461346, 836915.09492672, 845614.78294194]), 2115: array([27779.2051613 , 27801.38308748, 27817.8461292 , 27830.06691757,
       27839.13861106, 27845.87267931, 27850.87148963, 27854.58218928,
       27857.33670304, 27859.38142421, 27860.89925458, 27862.02596518,
       27862.86234112, 27863.48319681, 27863.94406828, 27864.28618079,
       27864.54013658, 27864.72865216, 27864.86859039, 27864.97246886,
       27865.04957957, 27865.10682012, 27865.14931073, 27865.18085222,
       27865.20426598, 27865.22164641, 27865.23454819, 27865.24412539]), 2120: array([44122.37659567, 44158.85287468, 44185.97135657, 44206.13273486,
       44221.12181782, 44232.26553054, 44240.5503825 , 44246.70979936,
       44251.28905028, 44254.69351852, 44257.22458837, 44259.1063256 ,
       44260.50531306, 44261.54539765, 44262.31865403, 44262.89353556,
       44263.32093426, 44263.63868608, 44263.87492034, 44264.05054995,
       44264.18112271, 44264.27819772, 44264.35036864, 44264.40402449,
       44264.44391522, 44264.47357219, 44264.49562083, 44264.512013  ]), 2125: array([159120.70599791, 173239.63230203, 179943.53912082, 183126.66832391,
       184638.07231527, 185355.71268716, 185696.4605655 , 185858.25346503,
       185935.07549095, 185971.55189802, 185988.87151772, 185997.09516831,
       186000.99989775, 186002.85392984, 186003.73425586, 186004.15224967,
       186004.35072025, 186004.44495746, 186004.48970289, 186004.51094879,
       186004.5210367 , 186004.52582661, 186004.52810095, 186004.52918084,
       186004.52969359, 186004.52993705, 186004.53005265, 186004.53010754]), 2130: array([ 94076.14534509, 134718.26633569, 158879.87031106, 173243.862456  ,
       181783.20738319, 186859.819167  , 189877.84776559, 191672.05559747,
       192738.70610751, 193372.82624138, 193749.80852415, 193973.92322092,
       194107.15865294, 194186.3666683 , 194233.45556653, 194261.44975785,
       194278.09221025, 194287.98609213, 194293.86797156, 194297.36472906,
       194299.44353962, 194300.67938548, 194301.41409169, 194301.85087205,
       194302.1105365 , 194302.26490615, 194302.35667838, 194302.41123666]), 2135: array([680963.03634242, 588578.6636993 , 520382.59536037, 470041.78983417,
       432881.33817247, 405450.32761816, 385201.3719036 , 370254.04771668,
       359220.26881478, 351075.38111892, 345063.00800831, 340624.80925457,
       337348.630645  , 334930.22919942, 333145.01958512, 331827.21795512,
       330854.44639814, 330136.36828947, 329606.29916229, 329215.01404137,
       328926.17615588, 328712.96251796, 328555.5730006 , 328439.39159486,
       328353.62909133, 328290.321138  , 328243.58862915, 328209.09174103]), 2140: array([130065.30928562, 193102.08477618, 226645.25009046, 244494.25855488,
       253992.08322879, 259046.0711697 , 261735.4021464 , 263166.4504961 ,
       263927.94076893, 264333.14541191, 264548.76314012, 264663.49776996,
       264724.55042734, 264757.03780257, 264774.32500342, 264783.52387869,
       264788.41878951, 264791.02347227, 264792.40947757, 264793.1469995 ,
       264793.5394501 , 264793.74828114, 264793.85940443, 264793.91853542,
       264793.95000024, 264793.96674332, 264793.97565265, 264793.98039349]), 2145: array([74072.230873  , 74072.23911997, 74072.24325208, 74072.24532246,
       74072.24635982, 74072.24687958, 74072.24714001, 74072.24727049,
       74072.24733587, 74072.24736863, 74072.24738504, 74072.24739327,
       74072.24739739, 74072.24739945, 74072.24740049, 74072.24740101,
       74072.24740127, 74072.2474014 , 74072.24740146, 74072.24740149,
       74072.24740151, 74072.24740152, 74072.24740152, 74072.24740153,
       74072.24740153, 74072.24740153, 74072.24740153, 74072.24740153]), 2150: array([154729.04935559, 135132.40553409, 124995.96514678, 119752.85185345,
       117040.83106939, 115638.02774974, 114912.42226575, 114537.10000138,
       114342.96309745, 114242.54502732, 114190.6033892 , 114163.73637446,
       114149.83930638, 114142.65099376, 114138.93281104, 114137.00956654,
       114136.01476083, 114135.5001937 , 114135.23403184, 114135.09635859,
       114135.02514656, 114134.98831186, 114134.96925897, 114134.95940379,
       114134.95430615, 114134.95166938, 114134.9503055 , 114134.94960003]), 2155: array([544833.25136371, 415961.79655483, 344470.17455089, 304810.09603053,
       282808.61132293, 270603.25653297, 263832.3186836 , 260076.13132577,
       257992.38107122, 256836.41766746, 256195.14533267, 255839.39859708,
       255642.04759186, 255532.56684231, 255471.83224151, 255438.13963573,
       255419.44861497, 255409.07974474, 255403.32759931, 255400.13658848,
       255398.36637071, 255397.38433989, 255396.83955691, 255396.53733777,
       255396.36968128, 255396.27667361, 255396.22507747, 255396.19645444]), 2160: array([230757.34713055, 230721.81677201, 230698.5238926 , 230683.25362083,
       230673.24278466, 230666.67991253, 230662.3774457 , 230659.55684818,
       230657.70772984, 230656.49549072, 230655.70077486, 230655.17977756,
       230654.83822381, 230654.61430908, 230654.46751578, 230654.3712815 ,
       230654.30819253, 230654.26683287, 230654.23971843, 230654.22194284,
       230654.21028957, 230654.20264995, 230654.1976416 , 230654.19435824,
       230654.19220575, 230654.19079462, 230654.18986952, 230654.18926304]), 2165: array([585223.62458108, 544111.74906891, 520732.7165286 , 507437.79491016,
       499877.39049499, 495578.02592846, 493133.11231527, 491742.76672269,
       490952.12084613, 490502.50536531, 490246.82316094, 490101.42472067,
       490018.74119374, 489971.72166853, 489944.98314113, 489929.77778029,
       489921.13096908, 489916.21379909, 489913.41755893, 489911.82742497,
       489910.92316572, 489910.40894188, 489910.11651893, 489909.95022718,
       489909.85566229, 489909.8018862 , 489909.77130543, 489909.75391511]), 2170: array([ 95823.44035475, 174178.1263544 , 243602.49651638, 305114.36540971,
       359615.54425975, 407905.0621932 , 450690.88061854, 488600.27248386,
       522189.01857985, 551949.55571295, 578318.19620699, 601681.52457685,
       622382.06515424, 640723.30375744, 656974.13702634, 671372.81465369,
       684130.43230847, 695434.02646052, 705449.31647873, 714323.13420428,
       722185.57661815, 729151.91316272, 735324.27568033, 740793.15574448,
       745638.73133579, 749932.04231276, 753736.03191062, 757106.46953747]), 2175: array([156670.35329168, 159925.66027846, 163030.05475382, 165990.53285859,
       168813.76640005, 171506.11788775, 174073.65487216, 176522.16361865,
       178857.16214763, 181083.91267001, 183207.43344632, 185232.51009594,
       187163.70638212, 189005.37449699, 190761.66486974, 192436.53552018,
       194033.76097856, 195556.94079204, 197009.50763661, 198394.73505317,
       199715.74482476, 200975.51401197, 202176.88166204, 203322.55520709,
       204415.11656559, 205457.02796108, 206450.63747105, 207398.18431869]), 2180: array([1391941.62965845, 1100167.88327827,  923778.46083476,
        817143.68393672,  752678.50520563,  713706.61076631,
        690146.4720048 ,  675903.38358307,  667292.84143633,
        662087.40888788,  658940.50738567,  657038.07392362,
        655887.97339617,  655192.68956647,  654772.36143662,
        654518.25551729,  654364.63787037,  654271.76958338,
        654215.62682307,  654181.68617835,  654161.16764029,
        654148.7633266 ,  654141.26440062,  654136.73098649,
        654133.99034821,  654132.33351784,  654131.33189464,
        654130.72637157]), 2185: array([247892.90015378, 371887.93129925, 434532.99042287, 466182.67344926,
       482172.80019963, 490251.36936823, 494332.84294444, 496394.89455353,
       497436.6890817 , 497963.02694547, 498228.94458984, 498363.29212296,
       498431.1674973 , 498465.45965239, 498482.78481504, 498491.53787417,
       498495.96011514, 498498.19433004, 498499.32310531, 498499.89338779,
       498500.18150724, 498500.32707161, 498500.40061399, 498500.43776924,
       498500.4565409 , 498500.46602477, 498500.47081622, 498500.47323698]), 2190: array([158783.36601408, 160293.40131294, 161696.05703125, 162998.969     ,
       164209.23006131, 165333.42868076, 166377.6848139 , 167347.68322231,
       168248.70442051, 169085.65342225, 169863.08644261, 170585.23570125,
       171256.03246202, 171879.12843403, 172457.91565103, 172995.54493706,
       173494.94305905, 173958.82865964, 174389.72705705, 174789.9839925 ,
       175161.77840003, 175507.13426831, 175827.93165884, 176125.91694077,
       176402.7122978 , 176659.8245591 , 176898.65340227, 177120.49897291]), 2195: array([261335.78974116, 261424.22117907, 261488.63800814, 261535.56168107,
       261569.74267247, 261594.64140908, 261612.7785976 , 261625.99041684,
       261635.61440942, 261642.62489234, 261647.73159524, 261651.45151222,
       261654.16124149, 261656.13511155, 261657.57295372, 261658.62033275,
       261659.38328354, 261659.93904597, 261660.3438845 , 261660.63878431,
       261660.85360057, 261661.01008092, 261661.12406717, 261661.2070991 ,
       261661.26758272, 261661.31164129, 261661.34373524, 261661.36711369]), 2200: array([2578235.20119871, 2199754.61079915, 1968983.48528462,
       1828275.31233704, 1742481.26037277, 1690170.01790365,
       1658274.26259182, 1638826.45063222, 1626968.5282749 ,
       1619738.39241569, 1615329.95871479, 1612642.00262743,
       1611003.07406056, 1610003.76947372, 1609394.46307839,
       1609022.95044023, 1608796.42788709, 1608658.31019792,
       1608574.09564269, 1608522.74746741, 1608491.43892345,
       1608472.34915211, 1608460.70953801, 1608453.61251133,
       1608449.28523834, 1608446.64676841, 1608445.03801306,
       1608444.057106  ]), 2205: array([346361.74075734, 525681.2550622 , 618849.20372652, 667255.90777079,
       692406.28437586, 705473.51247712, 712262.7726513 , 715790.22723888,
       717622.96534998, 718575.18993587, 719069.93146848, 719326.98131547,
       719460.53513999, 719529.92488776, 719565.97729668, 719584.70882737,
       719594.44105476, 719599.49756891, 719602.12475119, 719603.4897403 ,
       719604.19893939, 719604.56741364, 719604.75885956, 719604.85832795,
       719604.91000814, 719604.9368593 , 719604.9508102 , 719604.95805858]), 2210: array([337717.43056206, 337717.3049622 , 337717.24205405, 337717.21054577,
       337717.19476448, 337717.18686024, 337717.18290131, 337717.18091843,
       337717.17992529, 337717.17942786, 337717.17917871, 337717.17905393,
       337717.17899143, 337717.17896012, 337717.17894444, 337717.17893659,
       337717.17893266, 337717.17893069, 337717.1789297 , 337717.17892921,
       337717.17892896, 337717.17892884, 337717.17892877, 337717.17892874,
       337717.17892873, 337717.17892872, 337717.17892872, 337717.17892871]), 2215: array([277627.57400299, 277691.78069335, 277738.07887937, 277771.4635939 ,
       277795.53665723, 277812.89527139, 277825.41222784, 277834.43795981,
       277840.94623824, 277845.63923026, 277849.02325483, 277851.46340862,
       277853.22295569, 277854.4917306 , 277855.40661932, 277856.06632764,
       277856.54203038, 277856.88505031, 277857.13239525, 277857.31075084,
       277857.43935957, 277857.5320968 , 277857.59896779, 277857.64718716,
       277857.6819572 , 277857.70702919, 277857.72510812, 277857.73814447]), 2220: array([3276471.83213078, 3104789.83363203, 2964307.8787707 ,
       2849355.93381296, 2755294.38930635, 2678326.79943023,
       2615346.65252308, 2563811.98824648, 2521642.80077192,
       2487137.08705038, 2458902.15176378, 2435798.39633729,
       2416893.32326422, 2401423.89929824, 2388765.75844293,
       2378408.00173103, 2369932.57668012, 2362997.40415274,
       2357322.57159916, 2352679.03542408, 2348879.37649042,
       2345770.23564004, 2343226.12391942, 2341144.35768287,
       2339440.91414754, 2338047.04012503, 2336906.47705363,
       2335973.19032984]), 2225: array([1904858.40161059, 1746316.20104434, 1657116.5223042 ,
       1606930.62442385, 1578694.82378387, 1562808.67904095,
       1553870.74956585, 1548842.05414638, 1546012.78840958,
       1544420.97503818, 1543525.38231374, 1543021.50017374,
       1542738.00388789, 1542578.5020169 , 1542488.76240435,
       1542438.27272664, 1542409.86601212, 1542393.88370709,
       1542384.89167551, 1542379.83254094, 1542376.9861494 ,
       1542375.38470064, 1542374.48368681, 1542373.97675462,
       1542373.69154231, 1542373.53107496, 1542373.44079214,
       1542373.38999685]), 2230: array([459623.15133683, 459623.3580563 , 459623.45967251, 459623.50962356,
       459623.53417778, 459623.54624779, 459623.552181  , 459623.55509756,
       459623.55653124, 459623.55723599, 459623.55758242, 459623.55775271,
       459623.55783642, 459623.55787757, 459623.5578978 , 459623.55790774,
       459623.55791263, 459623.55791503, 459623.55791622, 459623.5579168 ,
       459623.55791708, 459623.55791722, 459623.55791729, 459623.55791733,
       459623.55791734, 459623.55791735, 459623.55791735, 459623.55791736]), 2235: array([4199386.89553771, 3757621.29721258, 3476527.12491668,
       3297667.71622056, 3183859.99186316, 3111444.46607208,
       3065366.67649139, 3036047.51227281, 3017391.81289361,
       3005521.24534494, 2997968.03755233, 2993161.95328345,
       2990103.85576597, 2988157.99716192, 2986919.85296105,
       2986132.02538767, 2985630.73298173, 2985311.76207394,
       2985108.80180802, 2984979.65877793, 2984897.48544146,
       2984845.19878517, 2984811.92893702, 2984790.75942889,
       2984777.2893321 , 2984768.71834849, 2984763.2646564 ,
       2984759.79448791]), 2240: array([ 690963.2909696 ,  966441.16515071, 1117676.042252  ,
       1200702.6305754 , 1246283.48137351, 1271306.95880927,
       1285044.62302603, 1292586.47721542, 1296726.8873839 ,
       1298999.93535496, 1300247.81826232, 1300932.89476327,
       1301308.99560524, 1301515.47158733, 1301628.82504582,
       1301691.05507577, 1301725.21880294, 1301743.97438211,
       1301754.27102651, 1301759.92379174, 1301763.02710905,
       1301764.73080237, 1301765.66611469, 1301766.17959274,
       1301766.46148758, 1301766.61624531, 1301766.70120592,
       1301766.74784852]), 2245: array([295282.64747738, 295282.52471251, 295282.46977563, 295282.44519156,
       295282.43419026, 295282.42926722, 295282.42706418, 295282.42607832,
       295282.42563716, 295282.42543973, 295282.42535139, 295282.42531186,
       295282.42529416, 295282.42528625, 295282.4252827 , 295282.42528112,
       295282.42528041, 295282.42528009, 295282.42527995, 295282.42527989,
       295282.42527986, 295282.42527985, 295282.42527984, 295282.42527984,
       295282.42527984, 295282.42527984, 295282.42527984, 295282.42527984]), 2250: array([2901787.90579807, 2673365.45018723, 2497442.65946773,
       2361953.22953507, 2257604.12531496, 2177238.18417144,
       2115343.21589016, 2067673.929075  , 2030960.75240545,
       2002685.57920231, 1980909.05392737, 1964137.55443405,
       1951220.74646293, 1941272.68378499, 1933611.0423589 ,
       1927710.32065637, 1923165.7962295 , 1919665.76635052,
       1916970.1687471 , 1914894.11605875, 1913295.21466511,
       1912063.79810188, 1911115.40518769, 1910384.98694699,
       1909822.44498958, 1909389.19533039, 1909055.52196663,
       1908798.53869769]), 2255: array([5957088.81524098, 4884661.99547463, 4220952.2696103 ,
       3810191.74769154, 3555977.89517153, 3398648.5527333 ,
       3301279.65742457, 3241019.43115837, 3203725.23306625,
       3180644.38359865, 3166359.97370651, 3157519.55532188,
       3152048.34595407, 3148662.2921901 , 3146566.71161152,
       3145269.78655733, 3144467.13806299, 3143970.39031077,
       3143662.96018278, 3143472.69604335, 3143354.94426999,
       3143282.06937002, 3143236.96812955, 3143209.05561245,
       3143191.78095209, 3143181.08991017, 3143174.47337618,
       3143170.37849727]), 2260: array([ 646538.0880571 ,  990132.90912088, 1184711.9740186 ,
       1294902.84470534, 1357304.35737107, 1392642.57331132,
       1412654.74052478, 1423987.70756693, 1430405.61026626,
       1434040.09317835, 1436098.31479017, 1437263.89358248,
       1437923.9653227 , 1438297.76648065, 1438509.45150997,
       1438629.32955391, 1438697.21694995, 1438735.66184268,
       1438757.43333287, 1438769.76261126, 1438776.7447289 ,
       1438780.6987289 , 1438782.93789426, 1438784.20594219,
       1438784.9240426 , 1438785.33070561, 1438785.56100044,
       1438785.69141728]), 2265: array([1579611.31107399, 1579617.68603665, 1579621.07903164,
       1579622.88491124, 1579623.84606831, 1579624.35763227,
       1579624.62990586, 1579624.77482011, 1579624.85194892,
       1579624.89299978, 1579624.91484859, 1579624.92647735,
       1579624.93266661, 1579624.93596077, 1579624.93771405,
       1579624.93864721, 1579624.93914387, 1579624.93940821,
       1579624.93954891, 1579624.93962379, 1579624.93966364,
       1579624.93968485, 1579624.93969614, 1579624.93970215,
       1579624.93970535, 1579624.93970705, 1579624.93970796,
       1579624.93970844]), 2270: array([893997.09580294, 893876.48668715, 893801.40300012, 893754.66059576,
       893725.56170024, 893707.44654907, 893696.16918971, 893689.14861158,
       893684.77803902, 893682.05719409, 893680.36336632, 893679.30889516,
       893678.65244741, 893678.24378412, 893677.98937594, 893677.83099733,
       893677.73240071, 893677.67102063, 893677.63280924, 893677.60902122,
       893677.59421228, 893677.58499316, 893677.57925392, 893677.57568102,
       893677.57345676, 893677.57207208, 893677.57121006, 893677.57067342]), 2275: array([13461729.19849506, 11921007.36868064, 10714079.36825354,
        9768629.53426863,  9028009.22529761,  8447842.59736727,
        7993367.73070893,  7637353.79526258,  7358469.45746865,
        7140004.76796359,  6968869.94935716,  6834811.0943275 ,
        6729795.78091432,  6647531.7928411 ,  6583090.10796907,
        6532609.56543263,  6493065.51595856,  6462088.5935596 ,
        6437822.74992262,  6418814.04531889,  6403923.53270712,
        6392259.01529451,  6383121.58866478,  6375963.76443079,
        6370356.66630123,  6365964.33304369,  6362523.58865159,
        6359828.2735929 ]), 2280: array([1822413.39649858, 2684629.64120639, 3093268.41737135,
       3286938.68328264, 3378726.77116348, 3422228.81850761,
       3442846.17928744, 3452617.57147418, 3457248.62519084,
       3459443.46683845, 3460483.6901122 , 3460976.6935416 ,
       3461210.34759217, 3461321.08559537, 3461373.56876578,
       3461398.44264012, 3461410.23136439, 3461415.8185125 ,
       3461418.46648553, 3461419.7214659 , 3461420.3162513 ,
       3461420.59814391, 3461420.73174409, 3461420.79506256,
       3461420.82507172, 3461420.83929426, 3461420.84603489,
       3461420.84922955]), 2285: array([1299213.57217396, 1522706.71392889, 1621235.37830351,
       1664672.49510816, 1683822.08094977, 1692264.32262879,
       1695986.1495736 , 1697626.94550597, 1698350.30296768,
       1698669.20064842, 1698809.78913498, 1698871.76864673,
       1698899.0927895 , 1698911.13884724, 1698916.44944412,
       1698918.79066146, 1698919.82280506, 1698920.27783348,
       1698920.47843624, 1698920.56687351, 1698920.60586176,
       1698920.62305002, 1698920.6306276 , 1698920.63396824,
       1698920.63544098, 1698920.63609025, 1698920.63637649,
       1698920.63650268]), 2290: array([14427668.67641814, 12861059.48025287, 11767102.25953462,
       11003196.10879136, 10469763.36015039, 10097269.30830147,
        9837158.13399446,  9655523.49402223,  9528688.7183701 ,
        9440120.47875906,  9378273.61517243,  9335086.18644739,
        9304928.56984865,  9283869.6213128 ,  9269164.23794857,
        9258895.5248872 ,  9251724.9217601 ,  9246717.7169722 ,
        9243221.20498521,  9240779.60401359,  9239074.64337659,
        9237884.07587294,  9237052.70713046,  9236472.16551157,
        9236066.77551547,  9235783.69322888,  9235586.0179489 ,
        9235447.98205558]), 2295: array([8108361.24554547, 7932966.02119318, 7831118.05242114,
       7771977.28173427, 7737635.59775562, 7717694.17249531,
       7706114.64594502, 7699390.68146512, 7695486.23009306,
       7693219.00507094, 7691902.47969743, 7691138.00372253,
       7690694.09012394, 7690436.31971717, 7690286.63837644,
       7690199.72186789, 7690149.25145239, 7690119.94444407,
       7690102.92653905, 7690093.04463339, 7690087.30643828,
       7690083.97440049, 7690082.03956286, 7690080.91604719,
       7690080.2636475 , 7690079.88481403, 7690079.66483415,
       7690079.5370969 ]), 2300: array([ 5751771.05820991,  6413823.38292611,  7075875.70764231,
        7737928.03235851,  8399980.35707471,  9062032.68179091,
        9724085.00650711, 10386137.33122331, 11048189.65593951,
       11710241.98065571, 12372294.30537191, 13034346.63008811,
       13696398.95480431, 14358451.27952051, 15020503.60423671,
       15682555.92895291, 16344608.25366911, 17006660.5783853 ,
       17668712.90310151, 18330765.22781771, 18992817.55253391,
       19654869.87725011, 20316922.20196631, 20978974.52668251,
       21641026.8513987 , 22303079.1761149 , 22965131.5008311 ,
       23627183.8255473 ]), 2305: array([1206344.79802066, 1144535.46311322, 1108748.45971432,
       1088028.13301625, 1076031.26550295, 1069085.19596317,
       1065063.489297  , 1062734.9602755 , 1061386.76463269,
       1060606.1724758 , 1060154.21721348, 1059892.53951491,
       1059741.03067402, 1059653.30852959, 1059602.51826165,
       1059573.11119079, 1059556.08478295, 1059546.2266585 ,
       1059540.51890039, 1059537.21416398, 1059535.30075377,
       1059534.19290787, 1059533.55147588, 1059533.180093  ,
       1059532.96506593, 1059532.84056734, 1059532.76848387,
       1059532.72674825]), 2310: array([1965771.43652676, 2018710.87266889, 2066181.35402095,
       2108747.85574468, 2146916.98774817, 2181143.02415951,
       2211833.30992036, 2239353.1088466 , 2264029.9508559 ,
       2286157.53010109, 2305999.20040346, 2323791.10958726,
       2339745.01001906, 2354050.77880186, 2366878.6776183 ,
       2378381.37911888, 2388695.78397231, 2397944.65020386,
       2406238.05421356, 2413674.70086259, 2420343.09822003,
       2426322.61095143, 2431684.40488606, 2436492.29400496,
       2440803.49992994, 2444669.33295312, 2448135.80271197,
       2451244.16577808]), 2315: array([282251.38220146, 402143.60468566, 461060.0469615 , 490012.27671018,
       504239.7414898 , 511231.28431095, 514667.01033642, 516355.36634368,
       517185.04425925, 517592.75770393, 517793.11286569, 517891.56973868,
       517939.95259917, 517963.72850347, 517975.41226129, 517981.15379673,
       517983.97525448, 517985.36175187, 517986.04309292, 517986.37791189,
       517986.54244586, 517986.62329978, 517986.66303234, 517986.68255738,
       517986.69215222, 517986.69686723, 517986.69918425, 517986.70032286]), 2320: array([216745.64493685, 218455.004697  , 219568.87194612, 220294.69940362,
       220767.66913898, 221075.86961868, 221276.70178315, 221407.56971147,
       221492.84696131, 221548.41603336, 221584.62641509, 221608.22212574,
       221623.5977593 , 221633.61695776, 221640.14575133, 221644.4000982 ,
       221647.17235115, 221648.97882972, 221650.15598233, 221650.92304833,
       221651.42289026, 221651.74860143, 221651.96084405, 221652.09914736,
       221652.18926971, 221652.24799599, 221652.2862637 , 221652.31120002]), 2325: array([305195.94056232, 252125.24863682, 225155.78886543, 211450.45106088,
       204485.6736449 , 200946.31364183, 199147.68197233, 198233.65348138,
       197769.16255952, 197533.1176018 , 197413.16429499, 197352.20643359,
       197321.2288727 , 197305.48669841, 197297.4868416 , 197293.42147503,
       197291.35553739, 197290.30566938, 197289.77214753, 197289.50102245,
       197289.36324213, 197289.29322494, 197289.2576436 , 197289.23956189,
       197289.23037312, 197289.22570357, 197289.2233306 , 197289.22212471]), 2330: array([683537.94781414, 596969.41852318, 547476.87213658, 519181.22973752,
       503004.18011632, 493755.51451771, 488467.91156427, 485444.90844073,
       483716.61152332, 482728.51785862, 482163.60966467, 481840.64304825,
       481655.99811579, 481550.43379629, 481490.08106739, 481455.57649327,
       481435.84970285, 481424.57159638, 481418.12373118, 481414.43738846,
       481412.32985019, 481411.12493848, 481410.4360721 , 481410.0422367 ,
       481409.81707501, 481409.68834664, 481409.61475067, 481409.57267474]), 2335: array([ 83831.36840745, 112189.68100829, 134090.10298478, 151003.25608733,
       164064.86504526, 174152.02191869, 181942.08316742, 187958.15439745,
       192604.21710338, 196192.25618108, 198963.20983321, 201103.14866219,
       202755.77038261, 204032.04917798, 205017.68765977, 205778.87183075,
       206366.71550047, 206820.69259721, 207171.28785745, 207442.04388763,
       207651.14205919, 207812.62339471, 207937.3314279 , 208033.64035112,
       208108.01734556, 208165.45685497, 208209.81596448, 208244.07340534]), 2340: array([24227.75796831, 24460.52605267, 24582.13977175, 24645.6789666 ,
       24678.87611996, 24696.22054797, 24705.28244493, 24710.01699002,
       24712.49063514, 24713.7830339 , 24714.45827003, 24714.81105884,
       24714.99537947, 24715.09168098, 24715.14199537, 24715.16828299,
       24715.18201742, 24715.18919321, 24715.19294232, 24715.19490111,
       24715.19592452, 24715.19645921, 24715.19673857, 24715.19688453,
       24715.19696079, 24715.19700063, 24715.19702145, 24715.19703232]), 2345: array([ 921568.29265914,  959597.32171434,  995484.67356212,
       1029350.9608338 , 1061310.00363063, 1091469.21205805,
       1119929.94721684, 1146787.86186429, 1172133.22189048,
       1196051.20968998, 1218622.21044853, 1239922.08230702,
       1260022.41131065, 1278990.75200015, 1296890.85445358,
       1313782.87854195, 1329723.59611853, 1344766.58182155,
       1358962.39313143, 1372358.74028778, 1385000.64663719,
       1396930.59995074, 1408188.69521974, 1418812.7694097 ,
       1428838.52862534, 1438299.66811408, 1447227.98551132,
       1455653.48770803]), 2350: array([535408.53924518, 475442.36540454, 441183.25316483, 421610.77260985,
       410428.87179482, 404040.57034852, 400390.88716461, 398305.79655721,
       397114.56909389, 396434.01216062, 396045.20502371, 395823.07667218,
       395696.17312574, 395623.67220459, 395582.25189985, 395558.58817781,
       395545.06892091, 395537.3452709 , 395532.93269335, 395530.41175562,
       395528.97152553, 395528.14871157, 395527.67863196, 395527.41007206,
       395527.25664182, 395527.16898601, 395527.11890761, 395527.09029745]), 2355: array([66199.39574289, 66196.95411099, 66195.64549996, 66194.94414001,
       66194.56824085, 66194.36677486, 66194.25879765, 66194.20092644,
       66194.16990994, 66194.15328641, 66194.1443769 , 66194.13960178,
       66194.13704252, 66194.13567087, 66194.13493572, 66194.13454171,
       66194.13433054, 66194.13421736, 66194.1341567 , 66194.13412419,
       66194.13410676, 66194.13409742, 66194.13409242, 66194.13408974,
       66194.1340883 , 66194.13408753, 66194.13408712, 66194.13408689]), 2360: array([405084.0543751 , 406689.75361444, 408206.90955352, 409640.40474807,
       410994.85251436, 412274.6117759 , 413483.80109148, 414626.3119096 ,
       415705.82109209, 416725.80274705, 417689.53940934, 418600.13260456,
       419460.51283042, 420273.4489878 , 421041.55729167, 421767.3096907 ,
       422453.04182254, 423100.96053045, 423713.15096542, 424291.58329663,
       424838.119052  , 425354.51710891, 425842.43935473, 426303.45603514,
       426739.05080753, 427150.62551578, 427539.50470168, 427906.93986764]), 2365: array([42133.75274227, 57204.42933163, 64044.02427859, 67148.06932668,
       68556.7924653 , 69196.11981092, 69486.26870083, 69617.94831518,
       69677.70908435, 69704.83059097, 69717.13926992, 69722.72537468,
       69725.26054248, 69726.41108942, 69726.93324746, 69727.17022087,
       69727.2777676 , 69727.32657604, 69727.348727  , 69727.35877987,
       69727.36334221, 69727.36541276, 69727.36635244, 69727.36677891,
       69727.36697245, 69727.36706029, 69727.36710015, 69727.36711824]), 2370: array([48482.18547983, 48482.17692891, 48482.17298201, 48482.17116022,
       48482.17031932, 48482.16993119, 48482.16975203, 48482.16966934,
       48482.16963117, 48482.16961355, 48482.16960542, 48482.16960167,
       48482.16959994, 48482.16959914, 48482.16959877, 48482.1695986 ,
       48482.16959852, 48482.16959848, 48482.16959846, 48482.16959846,
       48482.16959845, 48482.16959845, 48482.16959845, 48482.16959845,
       48482.16959845, 48482.16959845, 48482.16959845, 48482.16959845]), 2375: array([113700.0048311 , 115038.87127708, 116289.91749902, 117458.90388609,
       118551.2129864 , 119571.87429079, 120525.58739084, 121416.74361798,
       122249.44626317, 123027.52947036, 123754.57589059, 124433.93317819,
       125068.72940493, 125661.88746305, 126216.1385236 , 126734.03461204,
       127217.9603589 , 127670.14397969, 128092.66753469, 128487.47651565,
       128856.38880372, 129201.10303987, 129523.20644613, 129824.18213396,
       130105.41593311, 130368.20277265, 130613.75264342, 130843.19616936]), 2380: array([138402.98530421, 138383.30477474, 138369.99599371, 138360.99605026,
       138354.90991945, 138350.79422824, 138348.01102908, 138346.12891568,
       138344.85615342, 138343.9954594 , 138343.4134228 , 138343.01982579,
       138342.75365935, 138342.57366669, 138342.45194828, 138342.36963729,
       138342.31397523, 138342.27633426, 138342.25087989, 138342.23366661,
       138342.22202628, 138342.21415461, 138342.20883146, 138342.20523173,
       138342.20279745, 138342.20115129, 138342.20003808, 138342.19928529]), 2385: array([45038.13146863, 45038.11338378, 45038.10478947, 45038.10070527,
       45038.09876437, 45038.09784201, 45038.09740368, 45038.09719538,
       45038.09709639, 45038.09704935, 45038.097027  , 45038.09701637,
       45038.09701132, 45038.09700893, 45038.09700779, 45038.09700724,
       45038.09700699, 45038.09700686, 45038.09700681, 45038.09700678,
       45038.09700676, 45038.09700676, 45038.09700676, 45038.09700675,
       45038.09700675, 45038.09700675, 45038.09700675, 45038.09700675]), 2390: array([31811.88092338, 31811.93420295, 31811.96195586, 31811.97641213,
       31811.98394229, 31811.9878647 , 31811.98990784, 31811.99097211,
       31811.99152647, 31811.99181523, 31811.99196565, 31811.992044  ,
       31811.99208481, 31811.99210607, 31811.99211714, 31811.99212291,
       31811.99212592, 31811.99212748, 31811.9921283 , 31811.99212872,
       31811.99212894, 31811.99212906, 31811.99212912, 31811.99212915,
       31811.99212917, 31811.99212917, 31811.99212918, 31811.99212918]), 2395: array([ 91198.58405193, 103877.3643951 , 113701.26060601, 121313.10765678,
       127210.99320855, 131780.85039955, 135321.71170702, 138065.2763907 ,
       140191.07193025, 141838.20155794, 143114.44659652, 144103.31922144,
       144869.52715076, 145463.20784952, 145923.20931726, 146279.63213978,
       146555.79914645, 146769.78155934, 146935.58149895, 147064.0482248 ,
       147163.58806595, 147240.71449625, 147300.47434899, 147346.77806079,
       147382.65555425, 147410.45450356, 147431.99395652, 147448.68336549]), 2400: array([16646.37373167, 16646.36389219, 16646.35908132, 16646.35672911,
       16646.35557903, 16646.35501671, 16646.35474178, 16646.35460735,
       16646.35454163, 16646.35450949, 16646.35449378, 16646.3544861 ,
       16646.35448234, 16646.3544805 , 16646.35447961, 16646.35447917,
       16646.35447895, 16646.35447885, 16646.3544788 , 16646.35447877,
       16646.35447876, 16646.35447875, 16646.35447875, 16646.35447875,
       16646.35447875, 16646.35447875, 16646.35447875, 16646.35447875]), 2405: array([ 521940.76753846,  540357.4998473 ,  558774.23215614,
        577190.96446498,  595607.69677381,  614024.42908265,
        632441.16139149,  650857.89370033,  669274.62600917,
        687691.35831801,  706108.09062685,  724524.82293569,
        742941.55524453,  761358.28755337,  779775.01986221,
        798191.75217105,  816608.48447988,  835025.21678872,
        853441.94909756,  871858.6814064 ,  890275.41371524,
        908692.14602408,  927108.87833292,  945525.61064176,
        963942.3429506 ,  982359.07525944, 1000775.80756828,
       1019192.53987712]), 2410: array([236853.27169903, 218502.99620109, 208266.93485807, 202557.10495226,
       199372.07543154, 197595.41777008, 196604.37124272, 196051.55049358,
       195743.1787146 , 195571.16427011, 195475.21201011, 195421.68838756,
       195391.832101  , 195375.17781259, 195365.8877985 , 195360.70568807,
       195357.81502846, 195356.20257478, 195355.30312373, 195354.80139632,
       195354.52152518, 195354.36540882, 195354.27832475, 195354.22974794,
       195354.20265106, 195354.18753601, 195354.17910461, 195354.17440145]), 2415: array([170913.7892726 , 185544.04942302, 194388.02097018, 199734.189249  ,
       202965.94040436, 204919.5294022 , 206100.47118548, 206814.34882147,
       207245.88684171, 207506.75096396, 207664.44295653, 207759.76754278,
       207817.3911202 , 207852.22449117, 207873.2812146 , 207886.0099741 ,
       207893.7044912 , 207898.35581589, 207901.16753508, 207902.86721535,
       207903.89466967, 207904.51576435, 207904.8912152 , 207905.11817471,
       207905.25537141, 207905.33830663, 207905.38844084, 207905.41874691]), 2420: array([ 77421.72096895,  99808.15439372, 122194.58781849, 144581.02124326,
       166967.45466803, 189353.8880928 , 211740.32151757, 234126.75494234,
       256513.18836711, 278899.62179188, 301286.05521665, 323672.48864143,
       346058.9220662 , 368445.35549097, 390831.78891574, 413218.22234051,
       435604.65576528, 457991.08919005, 480377.52261482, 502763.95603959,
       525150.38946436, 547536.82288913, 569923.2563139 , 592309.68973868,
       614696.12316345, 637082.55658822, 659468.99001299, 681855.42343776]), 2425: array([7841.47530462, 7841.49538934, 7841.50585601, 7841.51131046,
       7841.51415291, 7841.51563419, 7841.51640612, 7841.51680839,
       7841.51701803, 7841.51712727, 7841.5171842 , 7841.51721387,
       7841.51722933, 7841.51723739, 7841.51724159, 7841.51724378,
       7841.51724492, 7841.51724551, 7841.51724582, 7841.51724598,
       7841.51724607, 7841.51724611, 7841.51724613, 7841.51724615,
       7841.51724615, 7841.51724616, 7841.51724616, 7841.51724616]), 2430: array([ 624768.09419746,  646801.47101565,  668834.84783384,
        690868.22465203,  712901.60147022,  734934.97828841,
        756968.3551066 ,  779001.73192479,  801035.10874299,
        823068.48556118,  845101.86237937,  867135.23919756,
        889168.61601575,  911201.99283394,  933235.36965213,
        955268.74647033,  977302.12328852,  999335.50010671,
       1021368.8769249 , 1043402.25374309, 1065435.63056128,
       1087469.00737947, 1109502.38419767, 1131535.76101586,
       1153569.13783405, 1175602.51465224, 1197635.89147043,
       1219669.26828862]), 2435: array([ 49722.45113722,  72029.69686646,  84585.91031367,  91653.50162661,
        95631.67921788,  97870.89994343,  99131.30356863,  99840.75453088,
       100240.08745707, 100464.86238081, 100591.3827928 , 100662.59809736,
       100702.68348377, 100725.24658608, 100737.94681507, 100745.09546927,
       100749.11927522, 100751.38417905, 100752.65903908, 100753.37662721,
       100753.78054035, 100754.00789336, 100754.13586492, 100754.20789704,
       100754.24844219, 100754.27126409, 100754.28410998, 100754.29134063]), 2440: array([ 67534.74698418,  75108.76100045,  81413.2117566 ,  86660.90462479,
        91028.97434316,  94664.8641606 ,  97691.30275177, 100210.44689694,
       102307.32976206, 104052.73117486, 105505.56678265, 106714.87673725,
       107721.48103469, 108559.3573854 , 109256.78812443, 109837.31487558,
       110320.53319382, 110722.754009  , 111057.55419777, 111336.23486812,
       111568.20282581, 111761.28809911, 111922.00823966, 112055.78832106,
       112167.14406103, 112259.8342485 , 112336.98762071, 112401.20847305]), 2445: array([12173.13362359, 12171.32723911, 12170.17443851, 12169.43874285,
       12168.96923572, 12168.66960509, 12168.47838647, 12168.35635433,
       12168.27847572, 12168.22877506, 12168.19705703, 12168.17681517,
       12168.16389721, 12168.1556532 , 12168.15039203, 12168.14703446,
       12168.14489171, 12168.14352425, 12168.14265157, 12168.14209463,
       12168.14173921, 12168.14151239, 12168.14136763, 12168.14127525,
       12168.1412163 , 12168.14117867, 12168.14115466, 12168.14113934]), 2450: array([4053.22615291, 4054.72481778, 4055.81688255, 4056.61266116,
       4057.1925385 , 4057.61509034, 4057.92300039, 4058.14737192,
       4058.31086961, 4058.43000902, 4058.51682494, 4058.58008698,
       4058.62618551, 4058.65977713, 4058.68425507, 4058.70209194,
       4058.71508952, 4058.72456076, 4058.73146236, 4058.73649151,
       4058.74015621, 4058.74282664, 4058.74477256, 4058.74619054,
       4058.74722381, 4058.74797675, 4058.7485254 , 4058.74892521]), 2455: array([8331.54773637, 8335.87223924, 8339.04417863, 8341.37073495,
       8343.0772191 , 8344.32889228, 8345.2469704 , 8345.92036298,
       8346.41428344, 8346.77656456, 8347.04229077, 8347.23719582,
       8347.38015491, 8347.48501264, 8347.56192376, 8347.61833659,
       8347.65971431, 8347.69006406, 8347.71232502, 8347.72865301,
       8347.74062927, 8347.74941363, 8347.75585679, 8347.76058272,
       8347.76404909, 8347.76659162, 8347.76845651, 8347.76982437]), 2460: array([7597.03282164, 7597.04865902, 7597.05692893, 7597.06124728,
       7597.06350223, 7597.06467971, 7597.06529457, 7597.06561563,
       7597.06578328, 7597.06587082, 7597.06591654, 7597.06594041,
       7597.06595287, 7597.06595938, 7597.06596278, 7597.06596455,
       7597.06596548, 7597.06596596, 7597.06596622, 7597.06596635,
       7597.06596642, 7597.06596645, 7597.06596647, 7597.06596648,
       7597.06596649, 7597.06596649, 7597.06596649, 7597.06596649]), 2465: array([36337.83312447, 38067.68764038, 39797.54215628, 41527.39667219,
       43257.25118809, 44987.10570399, 46716.9602199 , 48446.8147358 ,
       50176.66925171, 51906.52376761, 53636.37828352, 55366.23279942,
       57096.08731533, 58825.94183123, 60555.79634713, 62285.65086304,
       64015.50537894, 65745.35989485, 67475.21441075, 69205.06892666,
       70934.92344256, 72664.77795846, 74394.63247437, 76124.48699027,
       77854.34150618, 79584.19602208, 81314.05053799, 83043.90505389]), 2470: array([26682.19953495, 26682.24125407, 26682.26296699, 26682.2742676 ,
       26682.28014906, 26682.28321009, 26682.28480322, 26682.28563238,
       26682.28606391, 26682.28628851, 26682.2864054 , 26682.28646624,
       26682.2864979 , 26682.28651438, 26682.28652296, 26682.28652742,
       26682.28652974, 26682.28653095, 26682.28653158, 26682.28653191,
       26682.28653208, 26682.28653217, 26682.28653221, 26682.28653224,
       26682.28653225, 26682.28653226, 26682.28653226, 26682.28653226]), 2475: array([28331.36053387, 28331.36417961, 28331.36599244, 28331.36689386,
       28331.36734209, 28331.36756497, 28331.3676758 , 28331.3677309 ,
       28331.36775831, 28331.36777193, 28331.36777871, 28331.36778208,
       28331.36778375, 28331.36778458, 28331.367785  , 28331.3677852 ,
       28331.36778531, 28331.36778536, 28331.36778538, 28331.36778539,
       28331.3677854 , 28331.3677854 , 28331.36778541, 28331.36778541,
       28331.36778541, 28331.36778541, 28331.36778541, 28331.36778541]), 2480: array([171524.17117904, 156647.70518726, 145820.60874445, 137940.64468264,
       132205.60445802, 128031.64045006, 124993.82818416, 122782.90749936,
       121173.79875707, 120002.68892834, 119150.35484121, 118530.02583512,
       118078.55019709, 117749.96609135, 117510.82247993, 117336.77368729,
       117210.10092344, 117117.90844764, 117050.8107359 , 117001.97700103,
       116966.43579403, 116940.56889285, 116921.74295435, 116908.04143063,
       116898.06945752, 116890.81185248, 116885.52976534, 116881.68546073]), 2485: array([18651.84480527, 18649.08910251, 18647.28110644, 18646.09489366,
       18645.31662829, 18644.80601416, 18644.47100404, 18644.25120638,
       18644.10699878, 18644.01238524, 18643.95031001, 18643.9095829 ,
       18643.88286216, 18643.86533087, 18643.85382873, 18643.84628226,
       18643.84133107, 18643.83808264, 18643.83595136, 18643.83455305,
       18643.83363563, 18643.83303371, 18643.8326388 , 18643.8323797 ,
       18643.83220971, 18643.83209818, 18643.832025  , 18643.831977  ]), 2490: array([91136.62351299, 78744.31852157, 70044.8476472 , 63937.76800816,
       59650.56223941, 56640.91861432, 54528.1311162 , 53044.94188576,
       52003.73433638, 51272.8005225 , 50759.68069296, 50399.46755946,
       50146.5958245 , 49969.07838163, 49844.46009432, 49756.97732484,
       49695.56390694, 49652.45132695, 49622.18604262, 49600.93963531,
       49586.0245326 , 49575.55404292, 49568.20369768, 49563.04371216,
       49559.42137202, 49556.87846797, 49555.0933344 , 49553.84016015]), 2495: array([51985.60941427, 58880.23880428, 62948.13319695, 65348.22809022,
       66764.30602652, 67599.80495922, 68092.75697029, 68383.60316495,
       68555.20507964, 68656.45177863, 68716.18825696, 68751.43332547,
       68772.22823821, 68784.49742691, 68791.73636044, 68796.00739742,
       68798.5273483 , 68800.01414237, 68800.89136446, 68801.40893352,
       68801.714304  , 68801.89447537, 68802.00077813, 68802.06349773,
       68802.10050287, 68802.12233624, 68802.13521813, 68802.14281856]), 2500: array([43931.11805849, 47369.74150662, 50515.61954004, 53393.67488703,
       56026.70849239, 58435.58015436, 60639.37378313, 62655.54859015,
       64500.07740601, 66187.57322268, 67731.4049627 , 69143.80339232,
       70435.95801792, 71618.10573308, 72699.61191875, 73689.0446391 ,
       74594.2425206 , 75422.37685233, 76180.00839943, 76873.13937973,
       77507.26101535, 78087.39703609, 78618.14347912, 79103.70510041,
       79547.92868619, 79954.33352857, 80326.13930656, 80666.29159345]), 2505: array([19325.48241024, 17342.55441582, 16291.62307332, 15734.6403237 ,
       15439.44522309, 15282.99487075, 15200.07780101, 15156.13261103,
       15132.84211454, 15120.49839212, 15113.95634681, 15110.48913042,
       15108.65154156, 15107.67763846, 15107.16147988, 15106.88792117,
       15106.74293788, 15106.66609824, 15106.62537402, 15106.60379061,
       15106.59235162, 15106.58628907, 15106.58307599, 15106.58137309,
       15106.58047056, 15106.57999224, 15106.57973873, 15106.57960437]), 2510: array([26979.7369884 , 27355.50863067, 27611.80792971, 27786.61976567,
       27905.85215572, 27987.17595601, 28042.64377387, 28080.47622645,
       28106.28027867, 28123.88022435, 28135.88446638, 28144.07209544,
       28149.65656045, 28153.46550798, 28156.06344373, 28157.83539519,
       28159.04397473, 28159.86830007, 28160.4305405 , 28160.81402294,
       28161.07558147, 28161.25398043, 28161.37565946, 28161.45865202,
       28161.51525803, 28161.5538668 , 28161.58020035, 28161.59816144]), 2515: array([ 9931.38978391, 10890.40347733, 11499.04540081, 11885.32246188,
       12130.47476269, 12286.061663  , 12384.80551923, 12447.4737074 ,
       12487.24632675, 12512.48818066, 12528.50802545, 12538.67508481,
       12545.12765019, 12549.22279694, 12551.8217984 , 12553.47126521,
       12554.51810599, 12555.18248773, 12555.6041403 , 12555.8717438 ,
       12556.04157945, 12556.14936633, 12556.21777372, 12556.26118874,
       12556.28874226, 12556.30622921, 12556.31732737, 12556.32437087]), 2520: array([3784.7896985 , 4100.17243494, 4338.06746603, 4517.51307062,
       4652.86993309, 4754.97040114, 4831.98537759, 4890.07822194,
       4933.89799206, 4966.95149934, 4991.88395199, 5010.69064593,
       5024.87664447, 5035.57722562, 5043.64873617, 5049.73712349,
       5054.32962943, 5057.79378336, 5060.40681479, 5062.37783959,
       5063.86459506, 5064.98606334, 5065.83199339, 5066.47008334,
       5066.9513983 , 5067.31445697, 5067.58831423, 5067.79488636]), 2525: array([ 574.96313543,  790.05448119,  906.2151845 ,  968.94810827,
       1002.82720517, 1021.12370943, 1031.00478947, 1036.34109532,
       1039.22298273, 1040.77935435, 1041.61987735, 1042.07380423,
       1042.31894875, 1042.45133976, 1042.52283791, 1042.56145069,
       1042.58230363, 1042.59356533, 1042.59964724, 1042.60293179,
       1042.60470562, 1042.60566358, 1042.60618093, 1042.60646033,
       1042.60661122, 1042.60669271, 1042.60673672, 1042.60676048]), 2530: array([287.21869572, 287.17726289, 287.15119844, 287.13480189,
       287.1244872 , 287.11799846, 287.11391655, 287.11134871,
       287.10973334, 287.10871714, 287.10807788, 287.10767574,
       287.10742276, 287.10726361, 287.1071635 , 287.10710052,
       287.1070609 , 287.10703597, 287.1070203 , 287.10701043,
       287.10700423, 287.10700033, 287.10699787, 287.10699633,
       287.10699535, 287.10699474, 287.10699436, 287.10699412]), 2535: array([6802.29699479, 6454.16995844, 6152.62768343, 5891.43641093,
       5665.19655508, 5469.2310778 , 5299.48880079, 5152.4606558 ,
       5025.10714199, 4914.79549056, 4819.24523776, 4736.48108101,
       4664.79204365, 4602.69610405, 4548.90955794, 4502.32048043,
       4461.96573933, 4427.01108436, 4396.73390081, 4370.50827091,
       4347.79203438, 4328.11558031, 4311.07213896, 4296.30937266,
       4283.52209196, 4272.44594644, 4262.85195985, 4254.54179649]), 2540: array([7663.0825672 , 6696.9960063 , 6080.3135482 , 5686.66636427,
       5435.38938472, 5274.99164017, 5172.60487754, 5107.24829046,
       5065.52919156, 5038.89862086, 5021.89951699, 5011.04847156,
       5004.12191897, 4999.70048962, 4996.87815669, 4995.07657567,
       4993.92657166, 4993.1924891 , 4992.72390186, 4992.42478836,
       4992.23385511, 4992.1119766 , 4992.03417784, 4991.98451653,
       4991.9528162 , 4991.93258091, 4991.91966411, 4991.91141893]), 2545: array([2152.29362826, 3105.51863061, 3616.91639271, 3891.27729433,
       4038.46977328, 4117.43738759, 4159.80289535, 4182.53165908,
       4194.72546314, 4201.2673437 , 4204.77701148, 4206.65992081,
       4207.67008694, 4208.21203318, 4208.5027831 , 4208.65876815,
       4208.74245292, 4208.78734914, 4208.81143561, 4208.82435782,
       4208.83129048, 4208.8350098 , 4208.83700518, 4208.83807569,
       4208.83865001, 4208.83895813, 4208.83912343, 4208.83921211]), 2550: array([2403.97945898, 2404.67748779, 2405.18221179, 2405.5471628 ,
       2405.8110481 , 2406.00185575, 2406.13982313, 2406.23958327,
       2406.31171687, 2406.36387455, 2406.40158822, 2406.42885787,
       2406.44857574, 2406.46283316, 2406.47314227, 2406.48059648,
       2406.48598641, 2406.4898837 , 2406.49270172, 2406.49473934,
       2406.49621269, 2406.49727802, 2406.49804834, 2406.49860532,
       2406.49900807, 2406.49929928, 2406.49950984, 2406.4996621 ]), 2555: array([29314.55778982, 23899.77910658, 20516.41556656, 18402.35892388,
       17081.41441538, 16256.03710084, 15740.30937194, 15418.06270285,
       15216.71049718, 15090.89783682, 15012.28521148, 14963.16499699,
       14932.4727836 , 14913.29509938, 14901.31213915, 14893.82472127,
       14889.14629245, 14886.22302883, 14884.39646045, 14883.25514975,
       14882.5420146 , 14882.09642012, 14881.81799543, 14881.64402489,
       14881.53532135, 14881.46739917, 14881.42495876, 14881.39844035]), 2560: array([3891.29822132, 5561.35747201, 6382.91054107, 6787.05754664,
       6985.86978197, 7083.67158274, 7131.78327073, 7155.45087707,
       7167.09369431, 7172.82115112, 7175.63866177, 7177.02468117,
       7177.70650638, 7178.04191699, 7178.20691569, 7178.28808359,
       7178.32801255, 7178.34765482, 7178.35731746, 7178.3620708 ,
       7178.36440912, 7178.3655594 , 7178.36612527, 7178.36640363,
       7178.36654057, 7178.36660793, 7178.36664107, 7178.36665737]), 2565: array([2765.8127082 , 2766.66583558, 2767.28383855, 2767.73151809,
       2768.05581584, 2768.29073618, 2768.46091178, 2768.58418649,
       2768.67348633, 2768.73817487, 2768.78503506, 2768.81898044,
       2768.84357038, 2768.86138326, 2768.87428686, 2768.88363418,
       2768.89040536, 2768.89531038, 2768.89886356, 2768.90143748,
       2768.90330201, 2768.90465268, 2768.9056311 , 2768.90633986,
       2768.90685329, 2768.90722521, 2768.90749463, 2768.9076898 ]), 2570: array([2365.11453001, 2364.71482678, 2364.44663084, 2364.26667468,
       2364.14592633, 2364.06490567, 2364.01054181, 2363.97406433,
       2363.94958839, 2363.93316534, 2363.92214568, 2363.91475162,
       2363.9097903 , 2363.90646131, 2363.9042276 , 2363.90272881,
       2363.90172314, 2363.90104835, 2363.90059557, 2363.90029177,
       2363.90008791, 2363.89995113, 2363.89985935, 2363.89979777,
       2363.89975645, 2363.89972872, 2363.89971012, 2363.89969764]), 2575: array([4376.82450873, 4303.6206033 , 4257.48191464, 4228.40179139,
       4210.07327812, 4198.52125008, 4191.24028028, 4186.65125737,
       4183.75890486, 4181.93592355, 4180.78694158, 4180.06276544,
       4179.60633437, 4179.31865667, 4179.13734022, 4179.02306076,
       4178.95103312, 4178.9056358 , 4178.87702295, 4178.85898894,
       4178.84762254, 4178.84045856, 4178.83594328, 4178.8330974 ,
       4178.83130371, 4178.83017319, 4178.82946065, 4178.82901155]), 2580: array([13248.69836598, 11789.96391875, 10700.58457555,  9887.03872721,
        9279.48466307,  8825.76476318,  8486.92784364,  8233.88525486,
        8044.91366399,  7903.79013877,  7798.3994328 ,  7719.69390949,
        7660.91681579,  7617.02222493,  7584.24185106,  7559.76154744,
        7541.47971615,  7527.82688892,  7517.63099071,  7510.01671867,
        7504.33039881,  7500.08386894,  7496.91257075,  7494.54425295,
        7492.77559898,  7491.45477248,  7490.46838246,  7489.73174879]), 2585: array([2643.53638871, 3527.60613491, 4100.44675028, 4471.6237666 ,
       4712.13111498, 4867.96992525, 4968.94702616, 5034.37600942,
       5076.77128332, 5104.24166661, 5122.04133834, 5133.57478913,
       5141.04798802, 5145.89031168, 5149.02793705, 5151.06098847,
       5152.37832166, 5153.23189907, 5153.7849819 , 5154.1433567 ,
       5154.37556874, 5154.52603253, 5154.62352684, 5154.68669912,
       5154.72763215, 5154.75415505, 5154.7713408 , 5154.78247645]), 2590: array([359.00648502, 500.257941  , 574.1196933 , 612.74271786,
       632.9390709 , 643.49993922, 649.02231939, 651.91002539,
       653.42003478, 654.20963329, 654.62252199, 654.83842549,
       654.95132351, 655.01035898, 655.0412292 , 655.05737153,
       655.06581251, 655.07022639, 655.07253444, 655.07374135,
       655.07437245, 655.07470246, 655.07487502, 655.07496526,
       655.07501245, 655.07503712, 655.07505002, 655.07505677]), 2595: array([565.99350177, 520.97506944, 498.44735225, 487.17423553,
       481.5330443 , 478.71013036, 477.29751326, 476.59062418,
       476.23688913, 476.05987623, 475.97129703, 475.92697103,
       475.90478982, 475.89369009, 475.88813567, 475.88535617,
       475.88396528, 475.88326927, 475.88292097, 475.88274668,
       475.88265947, 475.88261582, 475.88259398, 475.88258305,
       475.88257758, 475.88257485, 475.88257348, 475.88257279]), 2600: array([7829.70893653, 7237.03996502, 6779.69145326, 6426.76651326,
       6154.42275337, 5944.26156853, 5782.08519396, 5656.93755317,
       5560.36410321, 5485.84067489, 5428.33272244, 5383.95520695,
       5349.71013652, 5323.28403233, 5302.89163791, 5287.15531344,
       5275.01196712, 5265.64123635, 5258.41006688, 5252.82994584,
       5248.52389951, 5245.20102624, 5242.63684419, 5240.65812604,
       5239.13119643, 5237.95290127, 5237.04363899, 5236.34198297]), 2605: array([ 998.04271517, 1741.28277393, 2302.14032774, 2725.36993163,
       3044.74389102, 3285.74717858, 3467.61104979, 3604.84763268,
       3708.4079471 , 3786.55575941, 3845.5270034 , 3890.02738691,
       3923.60789154, 3948.94812914, 3968.07016583, 3982.49987612,
       3993.38870257, 4001.60553709, 4007.80605555, 4012.48503858,
       4016.01585334, 4018.68024705, 4020.69082938, 4022.20803809,
       4023.35294135, 4024.21689861, 4024.86885076, 4025.3608214 ]), 2610: array([284.42110012, 288.02346093, 291.3975906 , 294.55794894,
       297.51807966, 300.29066835, 302.88759695, 305.31999457,
       307.59828522, 309.73223251, 311.73098146, 313.60309769,
       315.35660415, 316.99901546, 318.53737018, 319.97826091,
       321.32786259, 322.59195891, 323.77596716, 324.88496139,
       325.9236942 , 326.89661706, 327.80789943, 328.6614466 ,
       329.46091645, 330.20973509, 330.91111158, 331.56805168]), 2615: array([4320.3164734 , 3538.56854325, 3047.08272642, 2738.08503187,
       2543.81782827, 2421.68181543, 2344.89476461, 2296.61865803,
       2266.26741467, 2247.1855533 , 2235.18876525, 2227.6463709 ,
       2222.90445895, 2219.92321349, 2218.04890107, 2216.8705187 ,
       2216.12966837, 2215.66389491, 2215.37106261, 2215.18695861,
       2215.07121221, 2214.99844232, 2214.9526918 , 2214.9239284 ,
       2214.90584482, 2214.89447565, 2214.88732784, 2214.882834  ]), 2620: array([ 943.15227559, 1413.8204245 , 1698.64404651, 1871.00433018,
       1975.30771335, 2038.42663791, 2076.62289307, 2099.73725882,
       2113.72485792, 2122.1894176 , 2127.31172417, 2130.41147483,
       2132.28728099, 2133.42242027, 2134.10934689, 2134.52503878,
       2134.77659365, 2134.92882144, 2135.02094169, 2135.07668803,
       2135.11042278, 2135.13083728, 2135.14319106, 2135.15066692,
       2135.15519092, 2135.1579286 , 2135.1595853 , 2135.16058785]), 2625: array([19992.96095564, 20357.60970935, 20641.78483364, 20863.24589842,
       21035.8331484 , 21170.3324514 , 21275.1493629 , 21356.83443258,
       21420.49258194, 21470.10213723, 21508.76345554, 21538.89268216,
       21562.37274793, 21580.67104332, 21594.93112322, 21606.04417363,
       21614.7047064 , 21621.45396291, 21626.71373903, 21630.81274532,
       21634.00714982, 21636.49658736, 21638.43663574, 21639.94853859,
       21641.12678251, 21642.04500206, 21642.76058151, 21643.31824111]), 2630: array([4431.68905932, 4431.6828643 , 4431.67976847, 4431.67822141,
       4431.6774483 , 4431.67706195, 4431.67686889, 4431.67677241,
       4431.67672419, 4431.6767001 , 4431.67668806, 4431.67668204,
       4431.67667903, 4431.67667753, 4431.67667678, 4431.67667641,
       4431.67667622, 4431.67667612, 4431.67667608, 4431.67667605,
       4431.67667604, 4431.67667604, 4431.67667603, 4431.67667603,
       4431.67667603, 4431.67667603, 4431.67667603, 4431.67667603]), 2635: array([3391.56167865, 3391.0318918 , 3390.69314454, 3390.47654856,
       3390.33805646, 3390.24950421, 3390.19288364, 3390.15668028,
       3390.13353175, 3390.11873051, 3390.10926656, 3390.10321528,
       3390.09934607, 3390.09687209, 3390.09529022, 3390.09427877,
       3390.09363204, 3390.09321852, 3390.09295412, 3390.09278505,
       3390.09267696, 3390.09260784, 3390.09256364, 3390.09253539,
       3390.09251732, 3390.09250576, 3390.09249838, 3390.09249365]), 2640: array([11023.49036964,  9814.23928608,  8967.4453343 ,  8374.46674903,
        7959.22570739,  7668.44771482,  7464.82660688,  7322.23825199,
        7222.38888393,  7152.46805267,  7103.50507234,  7069.21810236,
        7045.20820136,  7028.39495287,  7016.62125482,  7008.37656814,
        7002.60311802,  6998.56018375,  6995.72906593,  6993.7465385 ,
        6992.35824764,  6991.38607872,  6990.70530468,  6990.22858371,
        6989.89475359,  6989.66098467,  6989.49728491,  6989.382652  ]), 2645: array([1577.5489148 , 2506.53638976, 3197.64630232, 3711.78984474,
       4094.28122188, 4378.8314331 , 4590.51940187, 4748.00231476,
       4865.15997844, 4952.31812091, 5017.15845283, 5065.3956975 ,
       5101.28125984, 5127.97792532, 5147.83861305, 5162.61375106,
       5173.60555086, 5181.78277823, 5187.86613569, 5192.3917819 ,
       5195.75858612, 5198.26328273, 5200.12662394, 5201.51283594,
       5202.54409296, 5203.31128516, 5203.88202928, 5204.30662802]), 2650: array([ 62.48404631,  75.24007893,  87.99611156, 100.75214419,
       113.50817681, 126.26420944, 139.02024206, 151.77627469,
       164.53230732, 177.28833994, 190.04437257, 202.80040519,
       215.55643782, 228.31247044, 241.06850306, 253.82453569,
       266.58056831, 279.33660094, 292.09263356, 304.84866618,
       317.60469881, 330.36073143, 343.11676405, 355.87279668,
       368.6288293 , 381.38486192, 394.14089454, 406.89692717]), 2655: array([ 82.97353107,  93.19958669, 103.42564231, 113.65169793,
       123.87775355, 134.10380917, 144.3298648 , 154.55592042,
       164.78197604, 175.00803166, 185.23408728, 195.4601429 ,
       205.68619852, 215.91225414, 226.13830977, 236.36436539,
       246.59042101, 256.81647663, 267.04253225, 277.26858787,
       287.49464349, 297.72069911, 307.94675474, 318.17281036,
       328.39886598, 338.6249216 , 348.85097722, 359.07703284]), 2660: array([1024.0154067 , 1054.70117297, 1085.38693924, 1116.07270551,
       1146.75847179, 1177.44423806, 1208.13000433, 1238.81577061,
       1269.50153688, 1300.18730315, 1330.87306942, 1361.5588357 ,
       1392.24460197, 1422.93036824, 1453.61613452, 1484.30190079,
       1514.98766706, 1545.67343334, 1576.35919961, 1607.04496588,
       1637.73073215, 1668.41649843, 1699.1022647 , 1729.78803097,
       1760.47379725, 1791.15956352, 1821.84532979, 1852.53109607]), 2665: array([153.14725921, 152.29250276, 151.54422728, 150.88916792,
       150.31571233, 149.81369475, 149.37421582, 148.98948481,
       148.65268151, 148.35783536, 148.09971955, 147.87375842,
       147.67594631, 147.50277657, 147.35117939, 147.21846736,
       147.10228788, 147.00058142, 146.911545  , 146.83360026,
       146.76536545, 146.70563097, 146.65333789, 146.6075592 ,
       146.56748338, 146.53239998, 146.50168708, 146.47480023]), 2670: array([51.40649533, 51.40646729, 51.4064543 , 51.40644829, 51.40644551,
       51.40644422, 51.40644362, 51.40644335, 51.40644322, 51.40644316,
       51.40644313, 51.40644312, 51.40644312, 51.40644311, 51.40644311,
       51.40644311, 51.40644311, 51.40644311, 51.40644311, 51.40644311,
       51.40644311, 51.40644311, 51.40644311, 51.40644311, 51.40644311,
       51.40644311, 51.40644311, 51.40644311]), 2675: array([874.44037068, 683.02893917, 553.87359312, 466.72569771,
       407.92243554, 368.24478612, 341.47219212, 323.40731682,
       311.21799666, 302.99322215, 297.4435348 , 293.69886928,
       291.17214677, 289.46723439, 288.31684046, 287.54060925,
       287.01684529, 286.66343424, 286.42496924, 286.26406438,
       286.15549342, 286.08223489, 286.03280351, 285.99944957,
       285.97694391, 285.96175816, 285.95151153, 285.9445976 ]), 2680: array([160.0633296 , 214.26532336, 244.90388189, 262.22282541,
       272.01263992, 277.54649179, 280.67459157, 282.44280084,
       283.44230989, 284.00729864, 284.32666772, 284.50719629,
       284.60924299, 284.66692656, 284.69953313, 284.71796452,
       284.72838317, 284.73427248, 284.7376015 , 284.73948329,
       284.740547  , 284.74114828, 284.74148816, 284.74168029,
       284.74178889, 284.74185028, 284.74188498, 284.7419046 ]), 2685: array([117.83562945, 117.83560501, 117.83559528, 117.8355914 ,
       117.83558986, 117.83558924, 117.835589  , 117.8355889 ,
       117.83558886, 117.83558884, 117.83558884, 117.83558884,
       117.83558883, 117.83558883, 117.83558883, 117.83558883,
       117.83558883, 117.83558883, 117.83558883, 117.83558883,
       117.83558883, 117.83558883, 117.83558883, 117.83558883,
       117.83558883, 117.83558883, 117.83558883, 117.83558883]), 2690: array([ 89.62029717, 116.19108861, 128.39562089, 134.00142336,
       136.57628822, 137.75897867, 138.30221367, 138.55173311,
       138.66634272, 138.71898537, 138.74316526, 138.7542716 ,
       138.75937298, 138.76171615, 138.76279242, 138.76328677,
       138.76351384, 138.76361814, 138.76366604, 138.76368805,
       138.76369815, 138.7637028 , 138.76370493, 138.76370591,
       138.76370636, 138.76370656, 138.76370666, 138.7637067 ]), 2695: array([2419.50416447, 2262.28415828, 2133.58547983, 2028.23406663,
       1941.99448439, 1871.39965023, 1813.61144577, 1766.30661654,
       1727.58337034, 1695.88491967, 1669.93689429, 1648.69610786,
       1631.30861876, 1617.0753992 , 1605.42423219, 1595.88670683,
       1588.07938677, 1581.68839494, 1576.45679482, 1572.17426083,
       1568.66862259, 1565.79894322, 1563.44985323, 1561.52691235,
       1559.95281274, 1558.66427101, 1557.60948401, 1556.74604624]), 2700: array([1255.25452329, 1306.18547737, 1339.67350812, 1361.69249881,
       1376.17038657, 1385.6898617 , 1391.94909013, 1396.06464693,
       1398.77070055, 1400.54998013, 1401.71988889, 1402.48912523,
       1402.99491214, 1403.32747626, 1403.54614323, 1403.68992075,
       1403.78445708, 1403.84661645, 1403.88748737, 1403.91436074,
       1403.93203047, 1403.94364864, 1403.9512878 , 1403.95631069,
       1403.95961333, 1403.96178487, 1403.96321271, 1403.96415153]), 2705: array([0.60035731, 0.7950891 , 0.98982089, 1.18455268, 1.37928447,
       1.57401626, 1.76874804, 1.96347983, 2.15821162, 2.35294341,
       2.5476752 , 2.74240699, 2.93713878, 3.13187057, 3.32660236,
       3.52133414, 3.71606593, 3.91079772, 4.10552951, 4.3002613 ,
       4.49499309, 4.68972488, 4.88445667, 5.07918846, 5.27392024,
       5.46865203, 5.66338382, 5.85811561]), 2710: array([381.0310835 , 396.88472155, 412.73835961, 428.59199766,
       444.44563571, 460.29927377, 476.15291182, 492.00654987,
       507.86018792, 523.71382598, 539.56746403, 555.42110208,
       571.27474014, 587.12837819, 602.98201624, 618.83565429,
       634.68929235, 650.5429304 , 666.39656845, 682.25020651,
       698.10384456, 713.95748261, 729.81112066, 745.66475872,
       761.51839677, 777.37203482, 793.22567288, 809.07931093]), 2715: array([ 663.72357064,  682.67520923,  701.62684782,  720.57848641,
        739.53012499,  758.48176358,  777.43340217,  796.38504075,
        815.33667934,  834.28831793,  853.23995652,  872.1915951 ,
        891.14323369,  910.09487228,  929.04651086,  947.99814945,
        966.94978804,  985.90142663, 1004.85306521, 1023.8047038 ,
       1042.75634239, 1061.70798097, 1080.65961956, 1099.61125815,
       1118.56289674, 1137.51453532, 1156.46617391, 1175.4178125 ]), 2720: array([ 45.93463754,  48.38646113,  50.83828471,  53.29010829,
        55.74193186,  58.19375542,  60.64557897,  63.09740252,
        65.54922606,  68.0010496 ,  70.45287312,  72.90469664,
        75.35652016,  77.80834367,  80.26016716,  82.71199066,
        85.16381414,  87.61563762,  90.0674611 ,  92.51928456,
        94.97110802,  97.42293147,  99.87475492, 102.32657835,
       104.77840179, 107.23022521, 109.68204863, 112.13387204]), 2725: array([15.74498616, 15.7449795 , 15.74497643, 15.74497501, 15.74497435,
       15.74497405, 15.74497391, 15.74497385, 15.74497382, 15.7449738 ,
       15.7449738 , 15.74497379, 15.74497379, 15.74497379, 15.74497379,
       15.74497379, 15.74497379, 15.74497379, 15.74497379, 15.74497379,
       15.74497379, 15.74497379, 15.74497379, 15.74497379, 15.74497379,
       15.74497379, 15.74497379, 15.74497379]), 2730: array([25.78026741, 26.7613724 , 27.33580745, 27.67213805, 27.86905896,
       27.98435576, 28.05186182, 28.09138648, 28.11452809, 28.12807746,
       28.13601059, 28.14065542, 28.14337496, 28.14496725, 28.14589953,
       28.14644537, 28.14676497, 28.14695209, 28.14706165, 28.14712579,
       28.14716335, 28.14718534, 28.14719822, 28.14720576, 28.14721017,
       28.14721275, 28.14721427, 28.14721515]), 2735: array([ 1.27755621,  2.3531555 ,  3.42875479,  4.50435408,  5.57995338,
        6.65555267,  7.73115196,  8.80675125,  9.88235054, 10.95794983,
       12.03354913, 13.10914842, 14.18474771, 15.260347  , 16.33594629,
       17.41154558, 18.48714488, 19.56274417, 20.63834346, 21.71394275,
       22.78954204, 23.86514134, 24.94074063, 26.01633992, 27.09193921,
       28.1675385 , 29.24313779, 30.31873709]), 2740: array([186.75997712, 189.12524919, 191.49052126, 193.85579333,
       196.2210654 , 198.58633747, 200.95160954, 203.31688161,
       205.68215368, 208.04742575, 210.41269782, 212.77796989,
       215.14324196, 217.50851403, 219.8737861 , 222.23905817,
       224.60433024, 226.96960232, 229.33487439, 231.70014646,
       234.06541853, 236.4306906 , 238.79596267, 241.16123474,
       243.52650681, 245.89177888, 248.25705095, 250.62232302]), 2745: array([  7.35618855,  14.64517803,  21.9341675 ,  29.22315698,
        36.51214644,  43.80113591,  51.09012537,  58.37911482,
        65.66810428,  72.95709372,  80.24608317,  87.53507261,
        94.82406204, 102.11305148, 109.4020409 , 116.69103033,
       123.98001975, 131.26900917, 138.55799858, 145.84698799,
       153.13597739, 160.42496679, 167.71395619, 175.00294558,
       182.29193497, 189.58092435, 196.86991373, 204.15890311]), 2750: array([1224.59051053, 1290.07417415, 1355.55783776, 1421.04150137,
       1486.52516498, 1552.00882859, 1617.4924922 , 1682.97615582,
       1748.45981943, 1813.94348304, 1879.42714665, 1944.91081026,
       2010.39447387, 2075.87813749, 2141.3618011 , 2206.84546471,
       2272.32912832, 2337.81279193, 2403.29645554, 2468.78011915,
       2534.26378277, 2599.74744638, 2665.23110999, 2730.7147736 ,
       2796.19843721, 2861.68210082, 2927.16576444, 2992.64942805]), 2755: array([ 18.44101376,  24.42385254,  30.40669133,  36.38953011,
        42.37236889,  48.35520767,  54.33804646,  60.32088524,
        66.30372402,  72.2865628 ,  78.26940159,  84.25224037,
        90.23507915,  96.21791793, 102.20075672, 108.1835955 ,
       114.16643428, 120.14927306, 126.13211185, 132.11495063,
       138.09778941, 144.08062819, 150.06346698, 156.04630576,
       162.02914454, 168.01198332, 173.99482211, 179.97766089]), 2760: array([22.94088631, 22.94799337, 22.95312512, 22.95683055, 22.95950611,
       22.96143803, 22.96283299, 22.96384024, 22.96456754, 22.96509269,
       22.96547189, 22.96574569, 22.96594339, 22.96608614, 22.96618922,
       22.96626365, 22.96631739, 22.96635619, 22.96638421, 22.96640445,
       22.96641905, 22.9664296 , 22.96643722, 22.96644272, 22.96644669,
       22.96644956, 22.96645163, 22.96645312]), 2765: array([31.72585884, 31.73592786, 31.74321129, 31.74847976, 31.75229071,
       31.75504737, 31.75704139, 31.75848377, 31.75952712, 31.76028183,
       31.76082774, 31.76122263, 31.76150827, 31.76171489, 31.76186435,
       31.76197246, 31.76205067, 31.76210723, 31.76214815, 31.76217775,
       31.76219916, 31.76221465, 31.76222585, 31.76223395, 31.76223981,
       31.76224405, 31.76224712, 31.76224934]), 2770: array([62.22067447, 61.94988048, 61.74988107, 61.60216818, 61.49307236,
       61.41249783, 61.35298816, 61.30903631, 61.27657494, 61.25260005,
       61.234893  , 61.22181516, 61.2121563 , 61.20502259, 61.19975387,
       61.19586257, 61.19298859, 61.19086596, 61.18929826, 61.1881404 ,
       61.18728525, 61.18665367, 61.1861872 , 61.18584268, 61.18558823,
       61.1854003 , 61.1852615 , 61.18515899]), 2775: array([62.99818439, 62.99147853, 62.98686227, 62.98368448, 62.98149691,
       62.97999101, 62.97895436, 62.97824073, 62.97774948, 62.97741131,
       62.97717851, 62.97701826, 62.97690794, 62.976832  , 62.97677972,
       62.97674373, 62.97671896, 62.97670191, 62.97669017, 62.97668209,
       62.97667652, 62.97667269, 62.97667006, 62.97666824, 62.97666699,
       62.97666613, 62.97666554, 62.97666513]), 2780: array([1460.48043934, 1729.82428015, 1999.16812097, 2268.51196179,
       2537.8558026 , 2807.19964342, 3076.54348423, 3345.88732505,
       3615.23116587, 3884.57500668, 4153.9188475 , 4423.26268832,
       4692.60652913, 4961.95036995, 5231.29421076, 5500.63805158,
       5769.9818924 , 6039.32573321, 6308.66957403, 6578.01341485,
       6847.35725566, 7116.70109648, 7386.04493729, 7655.38877811,
       7924.73261893, 8194.07645974, 8463.42030056, 8732.76414137]), 2785: array([2021.73336165, 2022.79435124, 2023.5751869 , 2024.14984317,
       2024.57276164, 2024.88400864, 2025.11307098, 2025.28164949,
       2025.40571489, 2025.49702088, 2025.56421754, 2025.61367095,
       2025.65006621, 2025.67685131, 2025.69656381, 2025.71107124,
       2025.72174798, 2025.72960553, 2025.7353883 , 2025.73964413,
       2025.74277621, 2025.74508127, 2025.74677768, 2025.74802615,
       2025.74894496, 2025.74962116, 2025.75011881, 2025.75048505]), 2790: array([  671.91484942,  1203.72964142,  1735.54443342,  2267.35922542,
        2799.17401741,  3330.98880941,  3862.80360141,  4394.6183934 ,
        4926.4331854 ,  5458.2479774 ,  5990.06276939,  6521.87756139,
        7053.69235339,  7585.50714539,  8117.32193738,  8649.13672938,
        9180.95152138,  9712.76631337, 10244.58110537, 10776.39589737,
       11308.21068936, 11840.02548136, 12371.84027336, 12903.65506535,
       13435.46985735, 13967.28464935, 14499.09944135, 15030.91423334]), 2795: array([ 32.96282617,  39.48428164,  46.00573712,  52.52719259,
        59.04864806,  65.57010354,  72.09155901,  78.61301448,
        85.13446996,  91.65592543,  98.1773809 , 104.69883638,
       111.22029185, 117.74174732, 124.2632028 , 130.78465827,
       137.30611375, 143.82756922, 150.34902469, 156.87048017,
       163.39193564, 169.91339111, 176.43484659, 182.95630206,
       189.47775753, 195.99921301, 202.52066848, 209.04212395]), 2800: array([65.3288126 , 65.3289957 , 65.3290909 , 65.32914039, 65.32916612,
       65.3291795 , 65.32918646, 65.32919008, 65.32919196, 65.32919293,
       65.32919344, 65.32919371, 65.32919384, 65.32919391, 65.32919395,
       65.32919397, 65.32919398, 65.32919399, 65.32919399, 65.32919399,
       65.32919399, 65.32919399, 65.32919399, 65.32919399, 65.32919399,
       65.32919399, 65.32919399, 65.32919399]), 2805: array([162.52401515, 164.16418557, 165.69011337, 167.10975587,
       168.43051615, 169.65928164, 170.80246006, 171.86601278,
       172.85548596, 173.77603947, 174.63247375, 175.42925491,
       176.17053794, 176.86018846, 177.50180282, 178.09872688,
       178.65407344, 179.17073851, 179.65141635, 180.09861359,
       180.51466225, 180.9017319 , 181.26184104, 181.59686752,
       181.90855844, 182.19853919, 182.46832193, 182.71931352]), 2810: array([258.33020609, 258.52574027, 258.670917  , 258.77870524,
       258.85873394, 258.91815222, 258.96226805, 258.99502238,
       259.01934124, 259.03739707, 259.05080285, 259.06075613,
       259.06814606, 259.07363281, 259.07770651, 259.08073108,
       259.08297671, 259.084644  , 259.08588191, 259.086801  ,
       259.0874834 , 259.08799005, 259.08836622, 259.08864551,
       259.08885287, 259.08900683, 259.08912114, 259.08920601]), 2815: array([407.88529713, 408.11205866, 408.27898504, 408.40186487,
       408.49232062, 408.55890799, 408.60792507, 408.64400811,
       408.67056998, 408.69012302, 408.70451663, 408.71511223,
       408.72291199, 408.72865364, 408.73288025, 408.7359916 ,
       408.73828196, 408.73996796, 408.74120909, 408.74212272,
       408.74279527, 408.74329036, 408.74365481, 408.74392309,
       408.74412058, 408.74426596, 408.74437298, 408.74445176]), 2820: array([708.86281172, 708.86381872, 708.86432962, 708.86458882,
       708.86472032, 708.86478704, 708.86482089, 708.86483806,
       708.86484677, 708.86485119, 708.86485344, 708.86485457,
       708.86485515, 708.86485544, 708.86485559, 708.86485567,
       708.86485571, 708.86485573, 708.86485574, 708.86485574,
       708.86485574, 708.86485575, 708.86485575, 708.86485575,
       708.86485575, 708.86485575, 708.86485575, 708.86485575]), 2825: array([13919.17890528, 14804.5313443 , 15684.32502717, 16558.59485497,
       17427.37550969, 18290.70145551, 19148.60694028, 20001.1259968 ,
       20848.29244418, 21690.1398892 , 22526.70172766, 23358.01114565,
       24184.10112092, 25005.00442415, 25820.75362028, 26631.38106979,
       27436.91892997, 28237.39915622, 29032.85350329, 29823.31352657,
       30608.81058332, 31389.37583392, 32165.04024312, 32935.83458123,
       33701.7894254 , 34462.93516076, 35219.3019817 , 35970.91989301]), 2830: array([3273.1367106 , 3273.13567206, 3273.13514986, 3273.13488729,
       3273.13475525, 3273.13468887, 3273.13465548, 3273.1346387 ,
       3273.13463026, 3273.13462601, 3273.13462388, 3273.13462281,
       3273.13462227, 3273.134622  , 3273.13462186, 3273.13462179,
       3273.13462176, 3273.13462174, 3273.13462173, 3273.13462173,
       3273.13462172, 3273.13462172, 3273.13462172, 3273.13462172,
       3273.13462172, 3273.13462172, 3273.13462172, 3273.13462172]), 2835: array([5887.39700038, 5877.400028  , 5872.11882888, 5869.32887777,
       5867.8550028 , 5867.07638434, 5866.6650559 , 5866.44775936,
       5866.33296598, 5866.27232295, 5866.24028646, 5866.22336223,
       5866.2144215 , 5866.20969829, 5866.20720311, 5866.20588496,
       5866.20518861, 5866.20482074, 5866.2046264 , 5866.20452374,
       5866.2044695 , 5866.20444085, 5866.20442572, 5866.20441772,
       5866.20441349, 5866.20441126, 5866.20441008, 5866.20440946]), 2840: array([ 2668.89071142,  3589.38339812,  4407.48060274,  5134.57278486,
        5780.7833309 ,  6355.10950312,  6865.54770955,  7319.20483888,
        7722.39721044,  8080.73851707,  8399.21798518,  8682.26984029,
        8933.83504529,  9157.41617087,  9356.12616226,  9532.73168106,
        9689.69162581,  9829.19136752,  9953.17317681, 10063.36326639,
       10161.2958253 , 10248.33437958, 10325.69077685, 10394.44205894,
       10455.5454577 , 10509.85172264, 10558.11696601, 10601.01319022]), 2845: array([ 9118.96074045,  9596.0472782 , 10073.13381595, 10550.2203537 ,
       11027.30689145, 11504.39342919, 11981.47996694, 12458.56650469,
       12935.65304244, 13412.73958019, 13889.82611793, 14366.91265568,
       14843.99919343, 15321.08573118, 15798.17226893, 16275.25880667,
       16752.34534442, 17229.43188217, 17706.51841992, 18183.60495767,
       18660.69149542, 19137.77803316, 19614.86457091, 20091.95110866,
       20569.03764641, 21046.12418416, 21523.2107219 , 22000.29725965]), 2850: array([5498.33538314, 4890.4723401 , 4469.1718241 , 4177.17492314,
       3974.7963669 , 3834.53090554, 3737.31507391, 3669.93627782,
       3623.23707167, 3590.8705709 , 3568.43784756, 3552.89007241,
       3542.11414883, 3534.64552212, 3529.46913193, 3525.8814556 ,
       3523.39489237, 3521.67149368, 3520.47703258, 3519.64916998,
       3519.07539116, 3518.6777139 , 3518.40208991, 3518.21105917,
       3518.0786587 , 3517.98689398, 3517.92329326, 3517.87921258]), 2855: array([ 52.33015639,  63.1788905 ,  74.02762461,  84.87635872,
        95.72509283, 106.57382694, 117.42256105, 128.27129516,
       139.12002927, 149.96876338, 160.81749748, 171.66623159,
       182.5149657 , 193.36369981, 204.21243392, 215.06116803,
       225.90990214, 236.75863625, 247.60737036, 258.45610447,
       269.30483858, 280.15357268, 291.00230679, 301.8510409 ,
       312.69977501, 323.54850912, 334.39724323, 345.24597734]), 2860: array([39.36801928, 39.3680974 , 39.36813831, 39.36815973, 39.36817095,
       39.36817682, 39.36817989, 39.3681815 , 39.36818235, 39.36818279,
       39.36818302, 39.36818314, 39.36818321, 39.36818324, 39.36818326,
       39.36818326, 39.36818327, 39.36818327, 39.36818327, 39.36818327,
       39.36818327, 39.36818327, 39.36818327, 39.36818327, 39.36818327,
       39.36818327, 39.36818327, 39.36818327]), 2865: array([ 13.89392028,  17.60500562,  21.31609097,  25.02717631,
        28.73826165,  32.449347  ,  36.16043234,  39.87151769,
        43.58260303,  47.29368837,  51.00477372,  54.71585906,
        58.4269444 ,  62.13802975,  65.84911509,  69.56020044,
        73.27128578,  76.98237112,  80.69345647,  84.40454181,
        88.11562715,  91.8267125 ,  95.53779784,  99.24888319,
       102.95996853, 106.67105387, 110.38213922, 114.09322456]), 2870: array([122.74160449, 126.25071823, 129.75983197, 133.26894571,
       136.77805945, 140.28717319, 143.79628693, 147.30540067,
       150.81451441, 154.32362815, 157.83274189, 161.34185563,
       164.85096937, 168.36008311, 171.86919685, 175.37831059,
       178.88742433, 182.39653807, 185.90565181, 189.41476555,
       192.92387929, 196.43299304, 199.94210678, 203.45122052,
       206.96033426, 210.469448  , 213.97856174, 217.48767548]), 2875: array([16.09794234, 15.4111847 , 14.75372497, 14.12431329, 13.52175307,
       12.94489882, 12.39265387, 11.86396836, 11.35783723, 10.87329827,
       10.40943034,  9.96535158,  9.54021776,  9.13322067,  8.74358658,
        8.37057475,  8.01347606,  7.67161164,  7.34433158,  7.03101368,
        6.73106231,  6.44390723,  6.16900254,  5.90582562,  5.65387615,
        5.41267515,  5.18176408,  4.96070396]), 2880: array([37.17685832, 37.94921918, 38.07841285, 38.10002322, 38.10363801,
       38.10424266, 38.1043438 , 38.10436072, 38.10436355, 38.10436402,
       38.1043641 , 38.10436412, 38.10436412, 38.10436412, 38.10436412,
       38.10436412, 38.10436412, 38.10436412, 38.10436412, 38.10436412,
       38.10436412, 38.10436412, 38.10436412, 38.10436412, 38.10436412,
       38.10436412, 38.10436412, 38.10436412]), 2885: array([564.3423283 , 512.32481623, 468.98865826, 432.88499794,
       402.80678265, 377.74840833, 356.87209908, 339.4798979 ,
       324.99033184, 312.91897166, 302.86223595, 294.48389815,
       287.50384555, 281.68871427, 276.84408718, 272.80799402,
       269.4454962 , 266.64417544, 264.31037526, 262.36606979,
       260.74625512, 259.39677605, 258.27251546, 257.335886  ,
       256.55557336, 255.90548937, 255.36389979, 254.91269767]), 2890: array([ 10.69271464,  14.35556718,  18.01841971,  21.68127225,
        25.34412478,  29.00697732,  32.66982986,  36.33268239,
        39.99553493,  43.65838746,  47.32124   ,  50.98409254,
        54.64694507,  58.30979761,  61.97265014,  65.63550268,
        69.29835522,  72.96120775,  76.62406029,  80.28691282,
        83.94976536,  87.6126179 ,  91.27547043,  94.93832297,
        98.6011755 , 102.26402804, 105.92688058, 109.58973311]), 2895: array([14.84418798, 17.3520186 , 19.85984923, 22.36767985, 24.87551048,
       27.38334111, 29.89117173, 32.39900236, 34.90683299, 37.41466361,
       39.92249424, 42.43032487, 44.93815549, 47.44598612, 49.95381674,
       52.46164737, 54.969478  , 57.47730862, 59.98513925, 62.49296988,
       65.0008005 , 67.50863113, 70.01646176, 72.52429238, 75.03212301,
       77.53995363, 80.04778426, 82.55561489]), 2900: array([ 5.91557296,  8.13135904, 10.34714513, 12.56293121, 14.7787173 ,
       16.99450339, 19.21028947, 21.42607556, 23.64186164, 25.85764773,
       28.07343381, 30.2892199 , 32.50500599, 34.72079207, 36.93657816,
       39.15236424, 41.36815033, 43.58393641, 45.7997225 , 48.01550858,
       50.23129467, 52.44708076, 54.66286684, 56.87865293, 59.09443901,
       61.3102251 , 63.52601118, 65.74179727]), 2905: array([11.47438228, 11.80606526, 12.06849099, 12.27612077, 12.4403963 ,
       12.57037018, 12.6732048 , 12.75456698, 12.81894028, 12.86987208,
       12.91016903, 12.94205176, 12.9672772 , 12.98723543, 13.00302626,
       13.01551989, 13.02540477, 13.03322564, 13.03941346, 13.04430924,
       13.04818275, 13.05124745, 13.05367222, 13.05559068, 13.05710856,
       13.0583095 , 13.05925968, 13.06001145]), 2910: array([ 6.5359264 ,  9.44633654, 10.80273858, 11.43489228, 11.72950868,
       11.86681521, 11.93080716, 11.96063074, 11.97453007, 11.98100788,
       11.98402687, 11.98543388, 11.98608962, 11.98639523, 11.98653766,
       11.98660404, 11.98663497, 11.98664939, 11.98665611, 11.98665924,
       11.9866607 , 11.98666138, 11.9866617 , 11.98666185, 11.98666191,
       11.98666195, 11.98666196, 11.98666197]), 2915: array([35.49134786, 29.18704208, 25.97695943, 24.34242091, 23.510132  ,
       23.08633971, 22.87054938, 22.76067133, 22.70472264, 22.67623419,
       22.66172819, 22.65434189, 22.65058087, 22.6486658 , 22.64769067,
       22.64719414, 22.64694132, 22.64681258, 22.64674703, 22.64671365,
       22.64669666, 22.646688  , 22.6466836 , 22.64668135, 22.64668021,
       22.64667963, 22.64667933, 22.64667918]), 2920: array([ 6.79591702,  7.70600616,  8.36141391,  8.83341089,  9.17332318,
        9.41811364,  9.5944014 ,  9.72135639,  9.81278402,  9.87862633,
        9.92604318,  9.96019079,  9.98478246, 10.00249235, 10.01524625,
       10.02443108, 10.0310456 , 10.0358091 , 10.03923958, 10.04171006,
       10.04348919, 10.04477045, 10.04569316, 10.04635765, 10.0468362 ,
       10.04718082, 10.04742901, 10.04760774]), 2925: array([ 5.95152021,  7.7820765 ,  9.07209638,  9.98119234, 10.6218456 ,
       11.07332336, 11.39148636, 11.61570051, 11.7737075 , 11.88505735,
       11.96352723, 12.0188261 , 12.05779603, 12.08525871, 12.10461206,
       12.11825065, 12.12786197, 12.1346352 , 12.1394084 , 12.14277215,
       12.14514262, 12.14681314, 12.14799037, 12.14881998, 12.14940462,
       12.14981663, 12.15010698, 12.15031159]), 2930: array([ 47.47995657,  55.19292723,  62.90589789,  70.61886855,
        78.33183921,  86.04480987,  93.75778053, 101.47075119,
       109.18372185, 116.89669252, 124.60966318, 132.32263384,
       140.0356045 , 147.74857516, 155.46154582, 163.17451648,
       170.88748714, 178.6004578 , 186.31342846, 194.02639912,
       201.73936978, 209.45234044, 217.16531111, 224.87828177,
       232.59125243, 240.30422309, 248.01719375, 255.73016441]), 2935: array([340.14355258, 356.48273548, 372.82191839, 389.1611013 ,
       405.50028421, 421.83946712, 438.17865003, 454.51783294,
       470.85701584, 487.19619875, 503.53538166, 519.87456457,
       536.21374748, 552.55293039, 568.8921133 , 585.23129621,
       601.57047911, 617.90966202, 634.24884493, 650.58802784,
       666.92721075, 683.26639366, 699.60557657, 715.94475947,
       732.28394238, 748.62312529, 764.9623082 , 781.30149111]), 2940: array([102.18790624, 113.79317221, 125.10564507, 136.13271179,
       146.88157297, 157.35924757, 167.57257742, 177.52823178,
       187.23271163, 196.69235393, 205.91333577, 214.90167839,
       223.66325112, 232.20377522, 240.5288276 , 248.64384447,
       256.55412488, 264.26483419, 271.78100745, 279.10755268,
       286.24925406, 293.21077509, 299.99666158, 306.61134469,
       313.05914376, 319.34426916, 325.47082504, 331.44281201]), 2945: array([183.17013257, 193.10771674, 203.04530091, 212.98288509,
       222.92046926, 232.85805344, 242.79563761, 252.73322179,
       262.67080596, 272.60839014, 282.54597431, 292.48355849,
       302.42114266, 312.35872684, 322.29631101, 332.23389518,
       342.17147936, 352.10906353, 362.04664771, 371.98423188,
       381.92181606, 391.85940023, 401.79698441, 411.73456858,
       421.67215276, 431.60973693, 441.5473211 , 451.48490528]), 2950: array([1647.75939681, 1697.74073151, 1747.72206621, 1797.70340091,
       1847.68473561, 1897.66607032, 1947.64740502, 1997.62873972,
       2047.61007442, 2097.59140912, 2147.57274382, 2197.55407853,
       2247.53541323, 2297.51674793, 2347.49808263, 2397.47941733,
       2447.46075203, 2497.44208674, 2547.42342144, 2597.40475614,
       2647.38609084, 2697.36742554, 2747.34876024, 2797.33009495,
       2847.31142965, 2897.29276435, 2947.27409905, 2997.25543375]), 2955: array([455.67978408, 487.20689856, 506.75932953, 518.88532212,
       526.40559909, 531.06951136, 533.96196836, 535.7558073 ,
       536.86830721, 537.55825547, 537.98614638, 538.25151502,
       538.41609088, 538.51815725, 538.58145659, 538.62071347,
       538.64505973, 538.66015875, 538.66952284, 538.67533024,
       538.67893186, 538.68116551, 538.68255077, 538.68340988,
       538.68394268, 538.68427312, 538.68447804, 538.68460513]), 2960: array([ 47.9250565 ,  58.63117876,  69.33730102,  80.04342328,
        90.74954554, 101.4556678 , 112.16179007, 122.86791233,
       133.57403459, 144.28015685, 154.98627911, 165.69240137,
       176.39852363, 187.1046459 , 197.81076816, 208.51689042,
       219.22301268, 229.92913494, 240.6352572 , 251.34137946,
       262.04750172, 272.75362399, 283.45974625, 294.16586851,
       304.87199077, 315.57811303, 326.28423529, 336.99035755]), 2965: array([22.68376871, 29.17623534, 31.60457149, 32.51282667, 32.8525356 ,
       32.97959478, 33.02711791, 33.04489269, 33.05154088, 33.05402746,
       33.0549575 , 33.05530536, 33.05543546, 33.05548413, 33.05550233,
       33.05550914, 33.05551168, 33.05551263, 33.05551299, 33.05551312,
       33.05551317, 33.05551319, 33.0555132 , 33.0555132 , 33.0555132 ,
       33.0555132 , 33.0555132 , 33.0555132 ]), 2970: array([102.99519872, 102.99534879, 102.99542629, 102.99546631,
       102.99548698, 102.99549766, 102.99550317, 102.99550602,
       102.99550749, 102.99550825, 102.99550864, 102.99550884,
       102.99550895, 102.995509  , 102.99550903, 102.99550905,
       102.99550905, 102.99550906, 102.99550906, 102.99550906,
       102.99550906, 102.99550906, 102.99550906, 102.99550906,
       102.99550906, 102.99550906, 102.99550906, 102.99550906]), 2975: array([ 95.48233249, 126.89362976, 143.52937795, 152.33984239,
       157.00595556, 159.4771774 , 160.78596206, 161.47910797,
       161.84620522, 162.04062372, 162.14358977, 162.19812166,
       162.22700231, 162.2422978 , 162.25039845, 162.25468864,
       162.25696077, 162.25816411, 162.25880141, 162.25913894,
       162.25931769, 162.25941236, 162.2594625 , 162.25948905,
       162.25950312, 162.25951056, 162.25951451, 162.2595166 ]), 2980: array([1452.04937996, 1403.76007314, 1360.31161904, 1321.21873724,
       1286.04479516, 1254.39693131, 1225.92166731, 1200.3009599 ,
       1177.24864867, 1156.5072599 , 1137.84513079, 1121.05382205,
       1105.94578974, 1092.35229066, 1080.12149755, 1069.11680338,
       1059.21529556, 1050.30638308, 1042.29056134, 1035.07830079,
       1028.58904691, 1022.75032053, 1017.49690831, 1012.77013431,
       1008.51720469, 1004.69061802, 1001.24763477,  998.14979986]), 2985: array([926.03315324, 926.28142132, 926.46108206, 926.59109466,
       926.68517908, 926.75326386, 926.80253383, 926.83818834,
       926.86398995, 926.88266145, 926.89617319, 926.90595105,
       926.91302686, 926.91814731, 926.92185275, 926.92453422,
       926.92647468, 926.92787891, 926.92889509, 926.92963045,
       926.9301626 , 926.93054769, 926.93082637, 926.93102803,
       926.93117397, 926.93127958, 926.931356  , 926.93141131]), 2990: array([ 53.37587405,  74.30945117,  95.24302829, 116.17660541,
       137.11018253, 158.04375965, 178.97733677, 199.91091389,
       220.84449101, 241.77806814, 262.71164526, 283.64522238,
       304.5787995 , 325.51237662, 346.44595374, 367.37953086,
       388.31310798, 409.2466851 , 430.18026222, 451.11383935,
       472.04741647, 492.98099359, 513.91457071, 534.84814783,
       555.78172495, 576.71530207, 597.64887919, 618.58245631]), 2995: array([ 1.25837729,  2.43167206,  3.60496684,  4.77826162,  5.95155639,
        7.12485117,  8.29814594,  9.47144072, 10.64473549, 11.81803027,
       12.99132504, 14.16461982, 15.3379146 , 16.51120937, 17.68450415,
       18.85779892, 20.0310937 , 21.20438847, 22.37768325, 23.55097802,
       24.7242728 , 25.89756757, 27.07086235, 28.24415713, 29.4174519 ,
       30.59074668, 31.76404145, 32.93733623]), 3000: array([528.82629296, 541.52507788, 554.2238628 , 566.92264772,
       579.62143263, 592.32021755, 605.01900247, 617.71778739,
       630.41657231, 643.11535723, 655.81414215, 668.51292706,
       681.21171198, 693.9104969 , 706.60928182, 719.30806674,
       732.00685166, 744.70563657, 757.40442149, 770.10320641,
       782.80199133, 795.50077625, 808.19956117, 820.89834609,
       833.597131  , 846.29591592, 858.99470084, 871.69348576]), 3005: array([1022.14327612, 1047.40232902, 1072.66138191, 1097.92043481,
       1123.1794877 , 1148.43854059, 1173.69759348, 1198.95664638,
       1224.21569927, 1249.47475216, 1274.73380505, 1299.99285794,
       1325.25191083, 1350.51096372, 1375.7700166 , 1401.02906949,
       1426.28812238, 1451.54717527, 1476.80622815, 1502.06528104,
       1527.32433392, 1552.58338681, 1577.84243969, 1603.10149258,
       1628.36054546, 1653.61959834, 1678.87865122, 1704.1377041 ]), 3010: array([127.82252328, 171.74792956, 196.93156438, 211.37002988,
       219.64799639, 224.39398063, 227.11498298, 228.67500793,
       229.56941283, 230.08219958, 230.37619423, 230.54474939,
       230.64138666, 230.69679145, 230.72855653, 230.74676831,
       230.75720963, 230.76319592, 230.76662802, 230.76859574,
       230.76972389, 230.77037069, 230.77074151, 230.77095412,
       230.77107601, 230.77114589, 230.77118596, 230.77120893]), 3015: array([384.71395665, 323.49802883, 290.11948901, 271.91953745,
       261.99584881, 256.58486758, 253.63448099, 252.02575595,
       251.14858403, 250.67029808, 250.40950833, 250.26731036,
       250.18977562, 250.1474991 , 250.12444745, 250.11187833,
       250.1050249 , 250.101288  , 250.09925043, 250.09813942,
       250.09753363, 250.09720332, 250.09702322, 250.09692502,
       250.09687147, 250.09684227, 250.09682635, 250.09681767]), 3020: array([4477.87831305, 3997.24500261, 3613.81198611, 3307.92208013,
       3063.89344787, 2869.21564974, 2713.90827974, 2590.00930713,
       2491.1668928 , 2412.31375412, 2349.4073842 , 2299.22280761,
       2259.18724793, 2227.24823106, 2201.76836248, 2181.44138418,
       2165.22520766, 2152.28848991, 2141.96801356, 2133.73468621,
       2127.16641583, 2121.92647163, 2117.74622118, 2114.41135861,
       2111.75091792, 2109.62850822, 2107.93532147, 2106.58455429]), 3025: array([488.31699377, 672.67235083, 778.64643114, 839.56413853,
       874.58182459, 894.71124818, 906.2823638 , 912.93385664,
       916.75737361, 918.95526848, 920.21869739, 920.9449617 ,
       921.36244452, 921.60242863, 921.74038012, 921.81967959,
       921.86526377, 921.89146719, 921.90652986, 921.91518843,
       921.92016568, 921.92302679, 921.92467145, 921.92561686,
       921.92616032, 921.92647272, 921.9266523 , 921.92675553]), 3030: array([1916.91023714, 1745.74592017, 1609.52343628, 1501.10968833,
       1414.82774421, 1346.15957229, 1291.50946117, 1248.0157353 ,
       1213.40090741, 1185.85242115, 1163.92773911, 1146.47880643,
       1132.59193448, 1121.53995692, 1112.74415261, 1105.74394176,
       1100.17276824, 1095.73890545, 1092.21018047, 1089.40181661,
       1087.16675787, 1085.3879686 , 1083.97230499, 1082.84563785,
       1081.94897083, 1081.23535125, 1080.66741143, 1080.215412  ]), 3035: array([427.90004788, 427.8998082 , 427.89968895, 427.89962961,
       427.89960008, 427.89958539, 427.89957808, 427.89957444,
       427.89957263, 427.89957173, 427.89957128, 427.89957106,
       427.89957095, 427.89957089, 427.89957086, 427.89957085,
       427.89957084, 427.89957084, 427.89957084, 427.89957084,
       427.89957084, 427.89957084, 427.89957084, 427.89957084,
       427.89957084, 427.89957084, 427.89957084, 427.89957084]), 3040: array([ 73.42611019, 102.66524207, 131.90437394, 161.14350582,
       190.38263769, 219.62176956, 248.86090144, 278.10003331,
       307.33916519, 336.57829706, 365.81742893, 395.05656081,
       424.29569268, 453.53482456, 482.77395643, 512.01308831,
       541.25222018, 570.49135205, 599.73048393, 628.9696158 ,
       658.20874768, 687.44787955, 716.68701143, 745.9261433 ,
       775.16527517, 804.40440705, 833.64353892, 862.8826708 ]), 3045: array([1741.79411577, 1793.66633691, 1845.53855804, 1897.41077917,
       1949.28300031, 2001.15522144, 2053.02744257, 2104.89966371,
       2156.77188484, 2208.64410597, 2260.51632711, 2312.38854824,
       2364.26076937, 2416.13299051, 2468.00521164, 2519.87743277,
       2571.74965391, 2623.62187504, 2675.49409617, 2727.36631731,
       2779.23853844, 2831.11075957, 2882.98298071, 2934.85520184,
       2986.72742297, 3038.59964411, 3090.47186524, 3142.34408637]), 3050: array([900.6955473 , 901.07605239, 901.35315922, 901.55496517,
       901.70193247, 901.80896294, 901.88690901, 901.94367405,
       901.98501378, 902.01511988, 902.03704496, 902.05301212,
       902.06464038, 902.07310878, 902.07927598, 902.08376731,
       902.08703817, 902.08942021, 902.09115495, 902.0924183 ,
       902.09333834, 902.09400837, 902.09449633, 902.09485169,
       902.09511048, 902.09529895, 902.09543621, 902.09553617]), 3055: array([975.11163035, 975.11191064, 975.1120506 , 975.11212049,
       975.11215538, 975.11217281, 975.11218151, 975.11218585,
       975.11218802, 975.1121891 , 975.11218964, 975.11218991,
       975.11219005, 975.11219012, 975.11219015, 975.11219017,
       975.11219017, 975.11219018, 975.11219018, 975.11219018,
       975.11219018, 975.11219018, 975.11219018, 975.11219018,
       975.11219018, 975.11219018, 975.11219018, 975.11219018]), 3060: array([1593.83445498, 1896.81890002, 2100.69992097, 2237.89333597,
       2330.2120473 , 2392.33415761, 2434.13669726, 2462.26601083,
       2481.19448476, 2493.93162903, 2502.50257062, 2508.27003607,
       2512.15101665, 2514.76256419, 2516.51989856, 2517.70242502,
       2518.49815796, 2519.03361398, 2519.39392726, 2519.63638539,
       2519.79953769, 2519.90932437, 2519.98320084, 2520.032913  ,
       2520.06636477, 2520.08887477, 2520.10402196, 2520.11421464]), 3065: array([ 557.55223773,  748.96036259,  940.36848745, 1131.77661231,
       1323.18473717, 1514.59286202, 1706.00098688, 1897.40911174,
       2088.8172366 , 2280.22536146, 2471.63348632, 2663.04161118,
       2854.44973604, 3045.8578609 , 3237.26598576, 3428.67411062,
       3620.08223548, 3811.49036034, 4002.8984852 , 4194.30661005,
       4385.71473491, 4577.12285977, 4768.53098463, 4959.93910949,
       5151.34723435, 5342.75535921, 5534.16348407, 5725.57160893]), 3070: array([216.49471814, 238.31831987, 260.14192159, 281.96552332,
       303.78912504, 325.61272677, 347.4363285 , 369.25993022,
       391.08353195, 412.90713367, 434.7307354 , 456.55433713,
       478.37793885, 500.20154058, 522.0251423 , 543.84874403,
       565.67234576, 587.49594748, 609.31954921, 631.14315093,
       652.96675266, 674.79035438, 696.61395611, 718.43755784,
       740.26115956, 762.08476129, 783.90836301, 805.73196474]), 3075: array([354.30372133, 325.12336225, 300.57801548, 279.931455  ,
       262.56439707, 247.95592504, 235.66786474, 225.33164165,
       216.63722567, 209.32383194, 203.17209869, 197.9975076 ,
       193.64484929, 189.98356782, 186.90384482, 184.31330544,
       182.1342477 , 180.3013118 , 178.75951969, 177.46262605,
       176.37173118, 175.4541142 , 174.68225163, 174.03299182,
       173.48686053, 173.0274768 , 172.64106166, 172.31602474]), 3080: array([ 20.57986823,  23.89586517,  27.21186211,  30.52785905,
        33.84385598,  37.15985292,  40.47584986,  43.7918468 ,
        47.10784373,  50.42384067,  53.73983761,  57.05583455,
        60.37183148,  63.68782842,  67.00382536,  70.3198223 ,
        73.63581923,  76.95181617,  80.26781311,  83.58381005,
        86.89980698,  90.21580392,  93.53180086,  96.8477978 ,
       100.16379473, 103.47979167, 106.79578861, 110.11178555]), 3085: array([ 62.65878052,  64.61430862,  66.56983672,  68.52536483,
        70.48089293,  72.43642103,  74.39194913,  76.34747724,
        78.30300534,  80.25853344,  82.21406154,  84.16958965,
        86.12511775,  88.08064585,  90.03617395,  91.99170206,
        93.94723016,  95.90275826,  97.85828636,  99.81381447,
       101.76934257, 103.72487067, 105.68039877, 107.63592688,
       109.59145498, 111.54698308, 113.50251118, 115.45803929]), 3090: array([ 5.05371884,  6.48884017,  7.92396149,  9.35908281, 10.79420413,
       12.22932545, 13.66444678, 15.0995681 , 16.53468942, 17.96981074,
       19.40493206, 20.84005338, 22.27517471, 23.71029603, 25.14541735,
       26.58053867, 28.01565999, 29.45078132, 30.88590264, 32.32102396,
       33.75614528, 35.1912666 , 36.62638793, 38.06150925, 39.49663057,
       40.93175189, 42.36687321, 43.80199453]), 3095: array([30.06660468, 32.34583276, 34.62506084, 36.90428892, 39.183517  ,
       41.46274507, 43.74197315, 46.02120123, 48.30042931, 50.57965739,
       52.85888547, 55.13811355, 57.41734163, 59.69656971, 61.97579779,
       64.25502586, 66.53425394, 68.81348202, 71.0927101 , 73.37193818,
       75.65116626, 77.93039434, 80.20962242, 82.4888505 , 84.76807858,
       87.04730666, 89.32653473, 91.60576281]), 3100: array([3.63700089, 3.37495458, 3.13178875, 2.90614304, 2.69675514,
       2.50245367, 2.32215164, 2.15484039, 1.99958395, 1.85551375,
       1.72182383, 1.59776628, 1.4826471 , 1.37582227, 1.27669418,
       1.18470829, 1.09934999, 1.02014177, 0.94664051, 0.87843502,
       0.81514375, 0.75641263, 0.70191309, 0.65134025, 0.60441119,
       0.56086337, 0.52045318, 0.48295455]), 3105: array([44.59635873, 38.13728626, 33.4048081 , 29.93738307, 27.39684598,
       25.53542759, 24.17159061, 23.17232504, 22.4401762 , 21.90374028,
       21.51070069, 21.2227257 , 21.01173019, 20.85713652, 20.74386776,
       20.66087722, 20.60007113, 20.5555193 , 20.52287676, 20.49895999,
       20.48143649, 20.46859725, 20.4591901 , 20.45229761, 20.44724757,
       20.44354747, 20.44083646, 20.43885013]), 3110: array([21.07925544, 21.0792729 , 21.07928186, 21.07928646, 21.07928882,
       21.07929003, 21.07929065, 21.07929097, 21.07929114, 21.07929122,
       21.07929126, 21.07929129, 21.0792913 , 21.0792913 , 21.07929131,
       21.07929131, 21.07929131, 21.07929131, 21.07929131, 21.07929131,
       21.07929131, 21.07929131, 21.07929131, 21.07929131, 21.07929131,
       21.07929131, 21.07929131, 21.07929131]), 3115: array([31.00384062, 31.01284521, 31.01935964, 31.02407256, 31.02748215,
       31.02994884, 31.03173339, 31.03302444, 31.03395845, 31.03463417,
       31.03512303, 31.03547669, 31.03573255, 31.03591766, 31.03605157,
       31.03614846, 31.03621855, 31.03626925, 31.03630594, 31.03633248,
       31.03635168, 31.03636557, 31.03637562, 31.03638289, 31.03638815,
       31.03639195, 31.03639471, 31.0363967 ]), 3120: array([14.98159896, 17.74779511, 20.51399125, 23.2801874 , 26.04638355,
       28.81257969, 31.57877584, 34.34497198, 37.11116813, 39.87736428,
       42.64356042, 45.40975657, 48.17595272, 50.94214886, 53.70834501,
       56.47454115, 59.2407373 , 62.00693345, 64.77312959, 67.53932574,
       70.30552189, 73.07171803, 75.83791418, 78.60411032, 81.37030647,
       84.13650262, 86.90269876, 89.66889491]), 3125: array([40.22663906, 41.45926405, 42.69188904, 43.92451403, 45.15713902,
       46.38976401, 47.622389  , 48.85501398, 50.08763897, 51.32026396,
       52.55288895, 53.78551394, 55.01813893, 56.25076392, 57.4833889 ,
       58.71601389, 59.94863888, 61.18126387, 62.41388886, 63.64651385,
       64.87913884, 66.11176382, 67.34438881, 68.5770138 , 69.80963879,
       71.04226378, 72.27488877, 73.50751376]), 3130: array([ 723.45867548,  757.19201159,  790.9253477 ,  824.65868381,
        858.39201991,  892.12535602,  925.85869213,  959.59202824,
        993.32536434, 1027.05870045, 1060.79203656, 1094.52537266,
       1128.25870877, 1161.99204488, 1195.72538099, 1229.45871709,
       1263.1920532 , 1296.92538931, 1330.65872541, 1364.39206152,
       1398.12539763, 1431.85873374, 1465.59206984, 1499.32540595,
       1533.05874206, 1566.79207816, 1600.52541427, 1634.25875038]), 3135: array([353.60936171, 421.28729564, 470.02280057, 505.11768754,
       530.38983959, 548.58854956, 561.6936086 , 571.13068258,
       577.92640667, 582.82007031, 586.34404267, 588.8816877 ,
       590.7090693 , 592.02498367, 592.97258575, 593.65496275,
       594.14634873, 594.50020031, 594.7550121 , 594.93850442,
       595.07063894, 595.16579022, 595.23430954, 595.28365093,
       595.31918212, 595.34476846, 595.36319342, 595.37646141]), 3140: array([194.41015813, 206.10944737, 217.8087366 , 229.50802584,
       241.20731507, 252.90660431, 264.60589355, 276.30518278,
       288.00447202, 299.70376125, 311.40305049, 323.10233972,
       334.80162896, 346.5009182 , 358.20020743, 369.89949667,
       381.5987859 , 393.29807514, 404.99736437, 416.69665361,
       428.39594285, 440.09523208, 451.79452132, 463.49381055,
       475.19309979, 486.89238903, 498.59167826, 510.2909675 ]), 3145: array([77.38143464, 77.39271275, 77.40075941, 77.40650052, 77.41059667,
       77.41351917, 77.41560431, 77.41709201, 77.41815345, 77.41891076,
       77.41945108, 77.41983659, 77.42011164, 77.42030789, 77.4204479 ,
       77.4205478 , 77.42061907, 77.42066992, 77.42070621, 77.42073209,
       77.42075056, 77.42076374, 77.42077314, 77.42077985, 77.42078464,
       77.42078805, 77.42079049, 77.42079223]), 3150: array([127.08211932, 130.76292658, 134.44373384, 138.1245411 ,
       141.80534836, 145.48615562, 149.16696288, 152.84777014,
       156.5285774 , 160.20938467, 163.89019193, 167.57099919,
       171.25180645, 174.93261371, 178.61342097, 182.29422823,
       185.97503549, 189.65584275, 193.33665002, 197.01745728,
       200.69826454, 204.3790718 , 208.05987906, 211.74068632,
       215.42149358, 219.10230084, 222.7831081 , 226.46391536]), 3155: array([28.87093255, 30.63851484, 32.40609712, 34.17367941, 35.9412617 ,
       37.70884398, 39.47642627, 41.24400856, 43.01159084, 44.77917313,
       46.54675542, 48.3143377 , 50.08191999, 51.84950228, 53.61708457,
       55.38466685, 57.15224914, 58.91983143, 60.68741371, 62.454996  ,
       64.22257829, 65.99016057, 67.75774286, 69.52532515, 71.29290743,
       73.06048972, 74.82807201, 76.5956543 ]), 3160: array([56.79879526, 56.79882202, 56.79883572, 56.79884273, 56.79884632,
       56.79884816, 56.7988491 , 56.79884958, 56.79884983, 56.79884995,
       56.79885002, 56.79885005, 56.79885007, 56.79885007, 56.79885008,
       56.79885008, 56.79885008, 56.79885008, 56.79885008, 56.79885008,
       56.79885008, 56.79885008, 56.79885008, 56.79885008, 56.79885008,
       56.79885008, 56.79885008, 56.79885008]), 3165: array([135.606021  , 139.67291252, 143.73980403, 147.80669555,
       151.87358707, 155.94047858, 160.0073701 , 164.07426161,
       168.14115313, 172.20804464, 176.27493616, 180.34182768,
       184.40871919, 188.47561071, 192.54250222, 196.60939374,
       200.67628526, 204.74317677, 208.81006829, 212.8769598 ,
       216.94385132, 221.01074283, 225.07763435, 229.14452587,
       233.21141738, 237.2783089 , 241.34520041, 245.41209193]), 3170: array([150.54053647, 150.67604682, 150.77745315, 150.85333845,
       150.91012562, 150.95262111, 150.98442172, 151.00821904,
       151.02602727, 151.03935368, 151.04932622, 151.05678897,
       151.06237355, 151.06655266, 151.06968001, 151.0720203 ,
       151.0737716 , 151.07508215, 151.07606287, 151.07679678,
       151.07734598, 151.07775696, 151.07806451, 151.07829466,
       151.07846689, 151.07859577, 151.07869222, 151.07876439]), 3175: array([156.3339557 , 159.93872988, 163.54350406, 167.14827824,
       170.75305241, 174.35782659, 177.96260077, 181.56737495,
       185.17214913, 188.77692331, 192.38169749, 195.98647167,
       199.59124585, 203.19602003, 206.80079421, 210.40556839,
       214.01034257, 217.61511675, 221.21989093, 224.82466511,
       228.42943928, 232.03421346, 235.63898764, 239.24376182,
       242.848536  , 246.45331018, 250.05808436, 253.66285854]), 3180: array([160.67670589, 154.25060437, 149.69853561, 146.47397871,
       144.18979371, 142.5717416 , 141.42555919, 140.61363596,
       140.03849249, 139.6310771 , 139.34247555, 139.13803837,
       138.99322084, 138.8906362 , 138.81796813, 138.76649213,
       138.73002799, 138.70419782, 138.68590045, 138.67293912,
       138.66375767, 138.6572538 , 138.65264664, 138.64938305,
       138.64707122, 138.64543359, 138.64427353, 138.64345179]), 3185: array([64.89594627, 64.89591351, 64.89589908, 64.89589272, 64.89588992,
       64.89588868, 64.89588814, 64.8958879 , 64.8958878 , 64.89588775,
       64.89588773, 64.89588772, 64.89588772, 64.89588771, 64.89588771,
       64.89588771, 64.89588771, 64.89588771, 64.89588771, 64.89588771,
       64.89588771, 64.89588771, 64.89588771, 64.89588771, 64.89588771,
       64.89588771, 64.89588771, 64.89588771]), 3190: array([ 4.16229991,  5.53229814,  6.90229638,  8.27229462,  9.64229286,
       11.01229109, 12.38228933, 13.75228757, 15.12228581, 16.49228404,
       17.86228228, 19.23228052, 20.60227876, 21.97227699, 23.34227523,
       24.71227347, 26.0822717 , 27.45226994, 28.82226818, 30.19226642,
       31.56226465, 32.93226289, 34.30226113, 35.67225937, 37.0422576 ,
       38.41225584, 39.78225408, 41.15225232]), 3195: array([214.9884079 , 218.33480205, 221.6811962 , 225.02759034,
       228.37398449, 231.72037864, 235.06677278, 238.41316693,
       241.75956108, 245.10595522, 248.45234937, 251.79874352,
       255.14513766, 258.49153181, 261.83792596, 265.1843201 ,
       268.53071425, 271.8771084 , 275.22350254, 278.56989669,
       281.91629084, 285.26268498, 288.60907913, 291.95547328,
       295.30186742, 298.64826157, 301.99465572, 305.34104987]), 3200: array([ 60.21049831,  64.1620156 ,  68.11353289,  72.06505018,
        76.01656747,  79.96808476,  83.91960205,  87.87111934,
        91.82263663,  95.77415392,  99.72567121, 103.6771885 ,
       107.62870579, 111.58022308, 115.53174037, 119.48325766,
       123.43477495, 127.38629224, 131.33780953, 135.28932682,
       139.24084411, 143.1923614 , 147.14387869, 151.09539597,
       155.04691326, 158.99843055, 162.94994784, 166.90146513]), 3205: array([ 8.13789974, 11.03887568, 12.94065757, 14.18740156, 15.00472482,
       15.54053436, 15.891793  , 16.1220663 , 16.27302571, 16.3719896 ,
       16.43686698, 16.4793984 , 16.50728057, 16.52555917, 16.53754201,
       16.54539755, 16.55054738, 16.55392344, 16.55613666, 16.55758758,
       16.55853875, 16.55916231, 16.55957109, 16.55983907, 16.56001476,
       16.56012993, 16.56020543, 16.56025493]), 3210: array([150.65929595, 151.48443345, 152.30957096, 153.13470846,
       153.95984596, 154.78498347, 155.61012097, 156.43525847,
       157.26039598, 158.08553348, 158.91067099, 159.73580849,
       160.56094599, 161.3860835 , 162.211221  , 163.0363585 ,
       163.86149601, 164.68663351, 165.51177101, 166.33690852,
       167.16204602, 167.98718353, 168.81232103, 169.63745853,
       170.46259604, 171.28773354, 172.11287104, 172.93800855]), 3215: array([ 2.97871493,  4.85166033,  6.69076618,  8.49664387, 10.26989377,
       12.01110537, 13.72085753, 15.39971865, 17.04824684, 18.66699016,
       20.25648673, 21.81726499, 23.34984379, 24.85473264, 26.33243182,
       27.78343258, 29.20821731, 30.60725965, 31.98102472, 33.3299692 ,
       34.65454155, 35.95518212, 37.23232328, 38.48638963, 39.71779805,
       40.92695794, 42.11427126, 43.28013272]), 3220: array([8.81685158, 8.81636256, 8.81605852, 8.81586947, 8.81575193,
       8.81567885, 8.81563341, 8.81560516, 8.81558759, 8.81557667,
       8.81556988, 8.81556566, 8.81556303, 8.8155614 , 8.81556039,
       8.81555976, 8.81555936, 8.81555912, 8.81555897, 8.81555887,
       8.81555881, 8.81555878, 8.81555876, 8.81555874, 8.81555873,
       8.81555873, 8.81555872, 8.81555872]), 3225: array([3.89359736, 5.37235589, 6.02545893, 6.31390602, 6.4413005 ,
       6.49756507, 6.52241468, 6.53338966, 6.53823684, 6.54037762,
       6.54132311, 6.54174069, 6.54192512, 6.54200657, 6.54204255,
       6.54205844, 6.54206545, 6.54206855, 6.54206992, 6.54207053,
       6.54207079, 6.54207091, 6.54207096, 6.54207099, 6.542071  ,
       6.542071  , 6.542071  , 6.542071  ]), 3230: array([ 41.05562014,  44.1387429 ,  47.22186566,  50.30498842,
        53.38811118,  56.47123394,  59.5543567 ,  62.63747946,
        65.72060222,  68.80372498,  71.88684774,  74.9699705 ,
        78.05309326,  81.13621602,  84.21933878,  87.30246154,
        90.3855843 ,  93.46870706,  96.55182982,  99.63495258,
       102.71807534, 105.8011981 , 108.88432087, 111.96744363,
       115.05056639, 118.13368915, 121.21681191, 124.29993467]), 3235: array([14.99198064, 15.33065481, 15.66932897, 16.00800314, 16.3466773 ,
       16.68535147, 17.02402563, 17.3626998 , 17.70137396, 18.04004813,
       18.37872229, 18.71739646, 19.05607062, 19.39474479, 19.73341895,
       20.07209312, 20.41076728, 20.74944145, 21.08811561, 21.42678978,
       21.76546395, 22.10413811, 22.44281228, 22.78148644, 23.12016061,
       23.45883477, 23.79750894, 24.1361831 ]), 3240: array([45.02627284, 33.51778753, 31.47168011, 31.10790022, 31.04322336,
       31.03172438, 31.02967996, 31.02931648, 31.02925186, 31.02924037,
       31.02923833, 31.02923796, 31.0292379 , 31.02923789, 31.02923788,
       31.02923788, 31.02923788, 31.02923788, 31.02923788, 31.02923788,
       31.02923788, 31.02923788, 31.02923788, 31.02923788, 31.02923788,
       31.02923788, 31.02923788, 31.02923788]), 3245: array([34.86959972, 34.86966283, 34.8696956 , 34.86971262, 34.86972145,
       34.86972604, 34.86972842, 34.86972966, 34.8697303 , 34.86973063,
       34.86973081, 34.8697309 , 34.86973094, 34.86973097, 34.86973098,
       34.86973099, 34.86973099, 34.86973099, 34.86973099, 34.86973099,
       34.86973099, 34.86973099, 34.86973099, 34.86973099, 34.86973099,
       34.86973099, 34.86973099, 34.86973099]), 3250: array([26.95502063, 26.95501957, 26.95501903, 26.95501877, 26.95501864,
       26.95501857, 26.95501854, 26.95501852, 26.95501851, 26.95501851,
       26.95501851, 26.95501851, 26.95501851, 26.95501851, 26.95501851,
       26.9550185 , 26.9550185 , 26.9550185 , 26.9550185 , 26.9550185 ,
       26.9550185 , 26.9550185 , 26.9550185 , 26.9550185 , 26.9550185 ,
       26.9550185 , 26.9550185 , 26.9550185 ]), 3255: array([13.75422255, 20.98288905, 24.86497872, 26.94981971, 28.06946462,
       28.67075975, 28.99367984, 29.16710114, 29.26023547, 29.31025242,
       29.33711357, 29.3515391 , 29.3592862 , 29.36344671, 29.36568108,
       29.36688102, 29.36752544, 29.36787152, 29.36805738, 29.3681572 ,
       29.3682108 , 29.36823959, 29.36825505, 29.36826335, 29.36826781,
       29.3682702 , 29.36827149, 29.36827218]), 3260: array([328.04286588, 338.65081989, 349.25877389, 359.8667279 ,
       370.4746819 , 381.08263591, 391.69058991, 402.29854392,
       412.90649793, 423.51445193, 434.12240594, 444.73035994,
       455.33831395, 465.94626795, 476.55422196, 487.16217596,
       497.77012997, 508.37808397, 518.98603798, 529.59399198,
       540.20194599, 550.80989999, 561.417854  , 572.025808  ,
       582.63376201, 593.24171601, 603.84967002, 614.45762403]), 3265: array([302.07656463, 313.37916088, 324.68175713, 335.98435338,
       347.28694963, 358.58954588, 369.89214213, 381.19473838,
       392.49733463, 403.79993088, 415.10252713, 426.40512338,
       437.70771962, 449.01031587, 460.31291212, 471.61550837,
       482.91810462, 494.22070087, 505.52329712, 516.82589337,
       528.12848962, 539.43108587, 550.73368212, 562.03627837,
       573.33887462, 584.64147087, 595.94406711, 607.24666336]), 3270: array([29.8570304 , 37.33050249, 43.16406931, 47.71757556, 51.27190515,
       54.04630758, 56.21192241, 57.90233601, 59.22182186, 60.2517727 ,
       61.05572126, 61.68325924, 62.17309645, 62.5554486 , 62.85390116,
       63.08686421, 63.26870815, 63.41065004, 63.52144559, 63.60792926,
       63.6754358 , 63.72812937, 63.76926038, 63.801366  , 63.82642669,
       63.8459883 , 63.8612575 , 63.87317619]), 3275: array([7.3298295 , 6.70100159, 6.12612099, 5.60055957, 5.12008621,
       4.68083279, 4.27926305, 3.91214409, 3.57652037, 3.2696899 ,
       2.98918251, 2.73273992, 2.49829761, 2.28396818, 2.08802613,
       1.908894  , 1.74512967, 1.59541473, 1.45854387, 1.3334152 ,
       1.21902136, 1.1144414 , 1.01883338, 0.9314276 , 0.85152038,
       0.77846843, 0.71168363, 0.65062831]), 3280: array([98.55171804, 90.29990714, 85.75084116, 83.24302783, 81.86051816,
       81.09836695, 80.67820752, 80.44658164, 80.31889071, 80.24849713,
       80.2096905 , 80.18829714, 80.17650339, 80.17000172, 80.16641747,
       80.16444155, 80.16335225, 80.16275175, 80.1624207 , 80.1622382 ,
       80.16213759, 80.16208213, 80.16205155, 80.1620347 , 80.16202541,
       80.16202028, 80.16201746, 80.1620159 ]), 3285: array([312.70127327, 336.19796654, 359.69465982, 383.19135309,
       406.68804636, 430.18473964, 453.68143291, 477.17812618,
       500.67481946, 524.17151273, 547.668206  , 571.16489928,
       594.66159255, 618.15828582, 641.6549791 , 665.15167237,
       688.64836564, 712.14505892, 735.64175219, 759.13844546,
       782.63513873, 806.13183201, 829.62852528, 853.12521855,
       876.62191183, 900.1186051 , 923.61529837, 947.11199165]), 3290: array([ 11.87089311,  22.47502291,  32.81317392,  42.89201758,
        52.71805798,  62.29763607,  71.63693376,  80.7419779 ,
        89.61864417,  98.27266088, 106.70961264, 114.93494399,
       122.95396294, 130.77184431, 138.39363315, 145.82424798,
       153.06848391, 160.13101583, 167.01640131, 173.72908367,
       180.27339472, 186.65355766, 192.87368974, 198.93780495,
       204.84981659, 210.61353981, 216.23269406, 221.7109055 ]), 3295: array([143.71984812, 134.16471657, 126.53801276, 120.45053917,
       115.59164656, 111.7133813 , 108.61783203, 106.14703011,
       104.1748883 , 102.60076644, 101.34433568, 100.34147923,
        99.54102044,  98.90211117,  98.39214731,  97.98510495,
        97.66021234,  97.40088995,  97.19390429,  97.02869273,
        96.89682435,  96.7915698 ,  96.70755785,  96.64050129,
        96.58697816,  96.54425713,  96.51015811,  96.48294099]), 3300: array([398.42379172, 363.01101972, 335.17288886, 313.28921567,
       296.086367  , 282.56313442, 271.93246371, 263.5756482 ,
       257.00631994, 251.84214303, 247.78256158, 244.59130731,
       242.08264874, 240.11058156, 238.56033115, 237.34167271,
       236.38368012, 235.63059806, 235.03859705, 234.57322253,
       234.20738965, 233.91980686, 233.6937368 , 233.51602217,
       233.37631994, 233.26649942, 233.18016904, 233.11230436]), 3305: array([346.01702833, 328.99811524, 319.67098185, 314.55929129,
       311.75785389, 310.2225396 , 309.381118  , 308.91998094,
       308.667257  , 308.52875286, 308.45284633, 308.41124612,
       308.38844733, 308.37595256, 308.36910486, 308.36535201,
       308.36329528, 308.3621681 , 308.36155035, 308.3612118 ,
       308.36102626, 308.36092457, 308.36086885, 308.3608383 ,
       308.36082157, 308.36081239, 308.36080736, 308.36080461]), 3310: array([ 22.20858841,  26.40769147,  30.60679453,  34.80589759,
        39.00500065,  43.20410371,  47.40320677,  51.60230983,
        55.80141289,  60.00051595,  64.19961901,  68.39872208,
        72.59782514,  76.7969282 ,  80.99603126,  85.19513432,
        89.39423738,  93.59334044,  97.7924435 , 101.99154656,
       106.19064962, 110.38975268, 114.58885575, 118.78795881,
       122.98706187, 127.18616493, 131.38526799, 135.58437105]), 3315: array([276.72563005, 285.96387733, 295.2021246 , 304.44037188,
       313.67861916, 322.91686644, 332.15511372, 341.39336099,
       350.63160827, 359.86985555, 369.10810283, 378.34635011,
       387.58459739, 396.82284466, 406.06109194, 415.29933922,
       424.5375865 , 433.77583378, 443.01408105, 452.25232833,
       461.49057561, 470.72882289, 479.96707017, 489.20531744,
       498.44356472, 507.681812  , 516.92005928, 526.15830656]), 3320: array([129.1253389 , 129.12546065, 129.12552267, 129.12555427,
       129.12557037, 129.12557857, 129.12558274, 129.12558487,
       129.12558596, 129.12558651, 129.12558679, 129.12558693,
       129.12558701, 129.12558704, 129.12558706, 129.12558707,
       129.12558708, 129.12558708, 129.12558708, 129.12558708,
       129.12558708, 129.12558708, 129.12558708, 129.12558708,
       129.12558708, 129.12558708, 129.12558708, 129.12558708]), 3325: array([43.03862952, 41.02686253, 39.25167291, 37.68523993, 36.30301448,
       35.08333432, 34.00708466, 33.05739853, 32.21939246, 31.47993323,
       30.82743204, 30.25166292, 29.7436024 , 29.29528818, 28.89969429,
       28.55062097, 28.24259756, 27.97079672, 27.7309588 , 27.51932505,
       27.33257875, 27.16779322, 27.02238595, 26.8940781 , 26.78085885,
       26.68095382, 26.59279731, 26.51500772]), 3330: array([55.92155025, 57.03732182, 58.1530934 , 59.26886498, 60.38463656,
       61.50040814, 62.61617971, 63.73195129, 64.84772287, 65.96349445,
       67.07926602, 68.1950376 , 69.31080918, 70.42658076, 71.54235234,
       72.65812391, 73.77389549, 74.88966707, 76.00543865, 77.12121023,
       78.2369818 , 79.35275338, 80.46852496, 81.58429654, 82.70006812,
       83.81583969, 84.93161127, 86.04738285]), 3335: array([151.88283515, 197.54469919, 211.69941356, 216.08723134,
       217.44741031, 217.86905199, 217.99975662, 218.04027374,
       218.05283363, 218.05672707, 218.057934  , 218.05830813,
       218.05842411, 218.05846006, 218.05847121, 218.05847466,
       218.05847573, 218.05847606, 218.05847617, 218.0584762 ,
       218.05847621, 218.05847621, 218.05847621, 218.05847621,
       218.05847621, 218.05847621, 218.05847621, 218.05847621]), 3340: array([364.15047252, 315.41995707, 293.96045972, 284.51032313,
       280.34875868, 278.5161271 , 277.70908962, 277.35369385,
       277.19718793, 277.12826728, 277.09791664, 277.08455111,
       277.07866531, 277.07607338, 277.07493197, 277.07442933,
       277.07420798, 277.0741105 , 277.07406758, 277.07404867,
       277.07404035, 277.07403668, 277.07403507, 277.07403436,
       277.07403404, 277.07403391, 277.07403385, 277.07403382]), 3345: array([546.56917086, 546.56891056, 546.56879503, 546.56874375,
       546.56872099, 546.56871089, 546.56870641, 546.56870442,
       546.56870354, 546.56870314, 546.56870297, 546.56870289,
       546.56870286, 546.56870284, 546.56870284, 546.56870283,
       546.56870283, 546.56870283, 546.56870283, 546.56870283,
       546.56870283, 546.56870283, 546.56870283, 546.56870283,
       546.56870283, 546.56870283, 546.56870283, 546.56870283]), 3350: array([4455.30877814, 4344.02142295, 4245.07296045, 4157.09532619,
       4078.87213875, 4009.32188198, 3947.48295191, 3892.50036163,
       3843.61392019, 3800.14772217, 3761.5008026 , 3727.13882801,
       3696.58670868, 3669.4220301 , 3645.26921261, 3623.7943186 ,
       3604.70043556, 3587.72357087, 3572.6290019 , 3559.20803067,
       3547.27509843, 3536.6652201 , 3527.23170318, 3518.84411958,
       3511.38650232, 3504.75574215, 3498.86016198, 3493.61824935]), 3355: array([ 853.60724615, 1422.09030289, 1901.28570036, 2305.21722695,
       2645.70605268, 2932.71667901, 3174.64855285, 3378.58187869,
       3550.4848228 , 3695.3881733 , 3817.53256761, 3920.49259585,
       4007.28141229, 4080.43891609, 4142.10608224, 4194.08761774,
       4237.90477687, 4274.83988116, 4305.97384685, 4332.21781821,
       4354.33983247, 4372.98729661, 4388.70593393, 4401.95575478,
       4413.1245189 , 4422.53908333, 4430.47496794, 4437.16441864]), 3360: array([592.5199655 , 529.1198103 , 491.43780645, 469.04143519,
       455.73010898, 447.81849672, 443.11621479, 440.32140451,
       438.66030366, 437.67302518, 437.08623433, 436.73747406,
       436.53018772, 436.40698669, 436.33376192, 436.29024064,
       436.26437368, 436.2489996 , 436.23986199, 436.23443104,
       436.23120314, 436.22928463, 436.22814436, 436.22746664,
       436.22706383, 436.22682442, 436.22668213, 436.22659756]), 3365: array([ 52.47541439,  76.72812479,  98.87951562, 119.11165083,
       137.59081984, 154.46890433, 169.88462652, 183.9646894 ,
       196.82481804, 208.57071082, 219.29890809, 229.09758572,
       238.04727977, 246.22154843, 253.68757664, 260.50672823,
       266.73505034, 272.42373399, 277.6195349 , 282.36515776,
       286.69960718, 290.65850834, 294.27439973, 297.57700064,
       300.5934554 , 303.34855646, 305.86494821, 308.16331307]), 3370: array([52.82478782, 52.82482967, 52.82485096, 52.82486179, 52.8248673 ,
       52.82487011, 52.82487153, 52.82487226, 52.82487263, 52.82487282,
       52.82487291, 52.82487296, 52.82487298, 52.824873  , 52.824873  ,
       52.82487301, 52.82487301, 52.82487301, 52.82487301, 52.82487301,
       52.82487301, 52.82487301, 52.82487301, 52.82487301, 52.82487301,
       52.82487301, 52.82487301, 52.82487301]), 3375: array([362.21417721, 339.4574894 , 320.29479663, 304.15849433,
       290.57062047, 279.12869825, 269.49381456, 261.38058132,
       254.54868218, 248.79575428, 243.9513942 , 239.87211059,
       236.43707385, 233.5445372 , 231.10882284, 229.05778421,
       227.33066893, 225.87631935, 224.6516572 , 223.62040763,
       222.75202472, 222.02078673, 221.40503415, 220.88652823,
       220.44991066, 220.08224871, 219.77265212, 219.51195054]), 3380: array([205.85952269, 205.85974204, 205.85985562, 205.85991443,
       205.85994489, 205.85996066, 205.85996882, 205.85997305,
       205.85997524, 205.85997637, 205.85997696, 205.85997726,
       205.85997742, 205.8599775 , 205.85997754, 205.85997757,
       205.85997758, 205.85997758, 205.85997759, 205.85997759,
       205.85997759, 205.85997759, 205.85997759, 205.85997759,
       205.85997759, 205.85997759, 205.85997759, 205.85997759]), 3385: array([ 459.91016195,  490.46698468,  521.02380741,  551.58063015,
        582.13745288,  612.69427561,  643.25109834,  673.80792107,
        704.36474381,  734.92156654,  765.47838927,  796.035212  ,
        826.59203473,  857.14885747,  887.7056802 ,  918.26250293,
        948.81932566,  979.37614839, 1009.93297113, 1040.48979386,
       1071.04661659, 1101.60343932, 1132.16026205, 1162.71708479,
       1193.27390752, 1223.83073025, 1254.38755298, 1284.94437571]), 3390: array([ 7.23295233, 13.04771821, 18.44084842, 23.44291625, 28.08227811,
       32.38523426, 36.37617787, 40.07773335, 43.51088458, 46.69509388,
       49.64841232, 52.38758209, 54.92813135, 57.28446233, 59.46993291,
       61.49693238, 63.37695168, 65.12064851, 66.73790778, 68.23789764,
       69.62912142, 70.91946589, 72.11624593, 73.22624601, 74.25575864,
       75.21062007, 76.09624335, 76.91764901]), 3395: array([15.66544508, 17.45441457, 18.12149258, 18.37023527, 18.46298742,
       18.49757321, 18.5104697 , 18.51527859, 18.51707175, 18.51774039,
       18.51798971, 18.51808268, 18.51811735, 18.51813028, 18.5181351 ,
       18.5181369 , 18.51813757, 18.51813782, 18.51813791, 18.51813794,
       18.51813796, 18.51813796, 18.51813796, 18.51813796, 18.51813796,
       18.51813796, 18.51813796, 18.51813796]), 3400: array([ 56.72032801,  69.38121623,  82.04210445,  94.70299267,
       107.36388089, 120.02476911, 132.68565733, 145.34654555,
       158.00743377, 170.66832199, 183.32921021, 195.99009843,
       208.65098665, 221.31187487, 233.97276309, 246.63365131,
       259.29453953, 271.95542775, 284.61631597, 297.27720419,
       309.93809241, 322.59898063, 335.25986885, 347.92075707,
       360.58164529, 373.24253351, 385.90342173, 398.56430995]), 3405: array([185.07586432, 185.18730546, 185.26955549, 185.33026079,
       185.37506483, 185.40813281, 185.4325389 , 185.45055202,
       185.46384674, 185.47365902, 185.48090105, 185.48624609,
       185.49019104, 185.49310265, 185.49525158, 185.49683762,
       185.4980082 , 185.49887216, 185.49950982, 185.49998044,
       185.50032779, 185.50058416, 185.50077337, 185.50091302,
       185.50101609, 185.50109216, 185.5011483 , 185.50118974]), 3410: array([423.1442951 , 577.34104155, 680.72707624, 750.04547897,
       796.5221716 , 827.6839248 , 848.57729753, 862.58591319,
       871.97842801, 878.27593353, 882.4982932 , 885.3293064 ,
       887.2274478 , 888.50011611, 889.35341641, 889.92553831,
       890.30913534, 890.56632997, 890.73877416, 890.85439477,
       890.93191622, 890.98389291, 891.0187423 , 891.04210817,
       891.05777455, 891.06827856, 891.07532131, 891.08004333]), 3415: array([1319.0115651 , 1391.76053295, 1442.28319617, 1477.37014758,
       1501.73731431, 1518.65981088, 1530.412137  , 1538.57388598,
       1544.24205294, 1548.17847841, 1550.91224501, 1552.81078973,
       1554.12929003, 1555.04496139, 1555.68087634, 1556.1225062 ,
       1556.42920906, 1556.6422079 , 1556.79013121, 1556.89286092,
       1556.96420458, 1557.0137513 , 1557.04816047, 1557.07205693,
       1557.08865253, 1557.10017784, 1557.10818193, 1557.1137406 ]), 3420: array([  375.09126838,   742.99554153,  1110.89981467,  1478.80408782,
        1846.70836097,  2214.61263411,  2582.51690726,  2950.4211804 ,
        3318.32545355,  3686.2297267 ,  4054.13399984,  4422.03827299,
        4789.94254614,  5157.84681928,  5525.75109243,  5893.65536557,
        6261.55963872,  6629.46391187,  6997.36818501,  7365.27245816,
        7733.1767313 ,  8101.08100445,  8468.9852776 ,  8836.88955074,
        9204.79382389,  9572.69809703,  9940.60237018, 10308.50664332]), 3425: array([59.01635147, 77.44340224, 86.48691632, 90.92523626, 93.10344749,
       94.17245653, 94.69709818, 94.95457857, 95.0809432 , 95.14295966,
       95.17339571, 95.18833292, 95.19566372, 95.19926148, 95.20102717,
       95.20189372, 95.202319  , 95.20252772, 95.20263015, 95.20268043,
       95.2027051 , 95.20271721, 95.20272315, 95.20272607, 95.2027275 ,
       95.2027282 , 95.20272854, 95.20272871]), 3430: array([1308.07740247, 1371.93701393, 1435.79662538, 1499.65623684,
       1563.5158483 , 1627.37545976, 1691.23507121, 1755.09468267,
       1818.95429413, 1882.81390558, 1946.67351704, 2010.5331285 ,
       2074.39273996, 2138.25235141, 2202.11196287, 2265.97157433,
       2329.83118579, 2393.69079724, 2457.5504087 , 2521.41002016,
       2585.26963161, 2649.12924307, 2712.98885453, 2776.84846599,
       2840.70807744, 2904.5676889 , 2968.42730036, 3032.28691182]), 3435: array([109.80873737, 126.3193833 , 142.83002922, 159.34067514,
       175.85132106, 192.36196698, 208.8726129 , 225.38325882,
       241.89390474, 258.40455066, 274.91519658, 291.4258425 ,
       307.93648842, 324.44713434, 340.95778026, 357.46842617,
       373.97907209, 390.48971801, 407.00036393, 423.51100984,
       440.02165576, 456.53230167, 473.04294759, 489.5535935 ,
       506.06423942, 522.57488533, 539.08553125, 555.59617716]), 3440: array([132.68036105, 132.68032504, 132.68030854, 132.68030097,
       132.6802975 , 132.68029591, 132.68029519, 132.68029485,
       132.6802947 , 132.68029463, 132.6802946 , 132.68029458,
       132.68029457, 132.68029457, 132.68029457, 132.68029457,
       132.68029457, 132.68029457, 132.68029457, 132.68029457,
       132.68029457, 132.68029457, 132.68029457, 132.68029457,
       132.68029457, 132.68029457, 132.68029457, 132.68029457]), 3445: array([2163.74578951, 1808.80975591, 1557.48365448, 1379.52254804,
       1253.51034625, 1164.28256319, 1101.10140171, 1056.3635518 ,
       1024.68519756, 1002.25412121,  986.3709354 ,  975.12423518,
        967.1605768 ,  961.52160238,  957.52870979,  954.70138872,
        952.69939536,  951.28180701,  950.27802909,  949.56726555,
        949.06398211,  948.70761292,  948.45527202,  948.27659234,
        948.15007133,  948.06048327,  947.997047  ,  947.9521285 ]), 3450: array([601.355813  , 609.88662707, 615.42282511, 619.01562276,
       621.34722197, 622.86034778, 623.84231318, 624.47957415,
       624.89313409, 625.16151993, 625.3356929 , 625.44872502,
       625.52207889, 625.56968297, 625.60057634, 625.62062505,
       625.63363596, 625.64207958, 625.64755919, 625.65111527,
       625.65342304, 625.6549207 , 625.65589263, 625.65652337,
       625.65693271, 625.65719835, 625.65737074, 625.65748262]), 3455: array([1192.60322363, 1240.07175877, 1273.50572091, 1297.05457957,
       1313.64096982, 1325.32341889, 1333.55182869, 1339.34742235,
       1343.42948764, 1346.30464727, 1348.32973564, 1349.75608528,
       1350.7607196 , 1351.46832319, 1351.96671632, 1352.31775426,
       1352.56500414, 1352.73915198, 1352.86181117, 1352.94820489,
       1353.00905538, 1353.05191479, 1353.08210236, 1353.10336466,
       1353.11834054, 1353.12888864, 1353.13631808, 1353.14155093]), 3460: array([395.94267311, 432.50314945, 454.33764079, 467.37754232,
       475.16517656, 479.81607417, 482.59366335, 484.25248329,
       485.24315663, 485.83480233, 486.18814245, 486.39916272,
       486.52518735, 486.60045123, 486.64540001, 486.67224413,
       486.68827585, 486.69785025, 486.70356824, 486.70698311,
       486.70902252, 486.71024049, 486.71096788, 486.71140229,
       486.71166172, 486.71181666, 486.7119092 , 486.71196446]), 3465: array([4416.32627482, 4216.63185485, 4043.84238282, 3894.33293908,
       3764.9669916 , 3653.03059513, 3556.17545592, 3472.3696672 ,
       3399.85508222, 3337.1104304 , 3282.81940281, 3235.84303766,
       3195.19582611, 3160.02503754, 3129.59283023, 3103.2607723 ,
       3080.4764482 , 3060.76186962, 3043.70344794, 3028.94331756,
       3016.17182832, 3005.12104942, 2995.55914853, 2987.28552823,
       2980.12661771, 2973.93223146, 2968.57241856, 2963.93473644]), 3470: array([ 596.23990186,  993.93301233, 1307.98868049, 1555.99640328,
       1751.84649231, 1906.50803647, 2028.64325408, 2125.09264272,
       2201.25809893, 2261.40546536, 2308.90345025, 2346.41230063,
       2376.03279634, 2399.42390954, 2417.89571983, 2432.48278852,
       2444.00210199, 2453.09882907, 2460.2824554 , 2465.95531849,
       2470.43514166, 2473.97282894, 2476.76651762, 2478.97267544,
       2480.71486395, 2482.09065891, 2483.17711526, 2484.03508279]), 3475: array([29.93033885, 30.78160669, 31.63287453, 32.48414237, 33.3354102 ,
       34.18667804, 35.03794588, 35.88921372, 36.74048156, 37.5917494 ,
       38.44301724, 39.29428508, 40.14555292, 40.99682076, 41.8480886 ,
       42.69935644, 43.55062427, 44.40189211, 45.25315995, 46.10442779,
       46.95569563, 47.80696347, 48.65823131, 49.50949915, 50.36076699,
       51.21203483, 52.06330267, 52.91457051]), 3480: array([19.83132024, 19.83801576, 19.8428938 , 19.84644772, 19.84903693,
       19.85092331, 19.85229764, 19.85329891, 19.85402839, 19.85455985,
       19.85494705, 19.85522915, 19.85543467, 19.8555844 , 19.85569349,
       19.85577297, 19.85583087, 19.85587306, 19.85590379, 19.85592618,
       19.8559425 , 19.85595438, 19.85596304, 19.85596935, 19.85597394,
       19.85597729, 19.85597973, 19.85598151]), 3485: array([ 697.92441423,  725.9490315 ,  753.97364877,  781.99826604,
        810.0228833 ,  838.04750057,  866.07211784,  894.09673511,
        922.12135238,  950.14596964,  978.17058691, 1006.19520418,
       1034.21982145, 1062.24443871, 1090.26905598, 1118.29367325,
       1146.31829052, 1174.34290779, 1202.36752505, 1230.39214232,
       1258.41675959, 1286.44137686, 1314.46599412, 1342.49061139,
       1370.51522866, 1398.53984593, 1426.56446319, 1454.58908046]), 3490: array([122.66592997, 135.95802944, 147.10206759, 156.44518051,
       164.27840558, 170.84574728, 176.35177788, 180.96800989,
       184.83823865, 188.08302154, 190.80343335, 193.08421473,
       194.99641188, 196.59958962, 197.94368683, 199.07057207,
       200.01534773, 200.80744352, 201.47153317, 202.02830303,
       202.49509645, 202.88645402, 203.2145665 , 203.48965456,
       203.7202872 , 203.91364859, 204.07576194, 204.21167706]), 3495: array([ 262.62054765,  297.57550955,  332.53047145,  367.48543335,
        402.44039525,  437.39535715,  472.35031905,  507.30528095,
        542.26024285,  577.21520475,  612.17016665,  647.12512855,
        682.08009045,  717.03505235,  751.99001425,  786.94497615,
        821.89993805,  856.85489995,  891.80986185,  926.76482375,
        961.71978565,  996.67474756, 1031.62970946, 1066.58467136,
       1101.53963326, 1136.49459516, 1171.44955706, 1206.40451896]), 3500: array([3895.77671972, 3478.69855199, 3154.44053454, 2902.34567553,
       2706.35416719, 2553.98028897, 2435.51699963, 2343.41754605,
       2271.81469427, 2216.14695484, 2172.86799128, 2139.22069922,
       2113.06156393, 2092.72410681, 2076.91272172, 2064.62013779,
       2055.06325085, 2047.63323544, 2041.85675934, 2037.36582975,
       2033.87435011, 2031.15989429, 2029.04953672, 2027.40883622,
       2026.13327127, 2025.14158148, 2024.37059083, 2023.77118305]), 3505: array([1457.52473639, 2046.99284077, 2427.51487282, 2673.15499449,
       2831.72418179, 2934.08607198, 3000.1642095 , 3042.81993078,
       3070.35567295, 3088.13094609, 3099.60549917, 3107.01271973,
       3111.79433657, 3114.88103548, 3116.8736063 , 3118.15987962,
       3118.9902135 , 3119.52622272, 3119.87223519, 3120.0955982 ,
       3120.23978674, 3120.33286542, 3120.39295093, 3120.4317382 ,
       3120.45677673, 3120.47293996, 3120.48337388, 3120.49010934]), 3510: array([ 64.49499144,  76.13278286,  87.77057428,  99.40836571,
       111.04615713, 122.68394855, 134.32173998, 145.9595314 ,
       157.59732283, 169.23511425, 180.87290567, 192.5106971 ,
       204.14848852, 215.78627994, 227.42407137, 239.06186279,
       250.69965422, 262.33744564, 273.97523706, 285.61302849,
       297.25081991, 308.88861134, 320.52640276, 332.16419418,
       343.80198561, 355.43977703, 367.07756845, 378.71535988]), 3515: array([ 87.84795399,  90.48948161,  93.13100923,  95.77253686,
        98.41406448, 101.0555921 , 103.69711972, 106.33864734,
       108.98017497, 111.62170259, 114.26323021, 116.90475783,
       119.54628545, 122.18781308, 124.8293407 , 127.47086832,
       130.11239594, 132.75392356, 135.39545119, 138.03697881,
       140.67850643, 143.32003405, 145.96156167, 148.6030893 ,
       151.24461692, 153.88614454, 156.52767216, 159.16919978]), 3520: array([227.72866378, 227.93567645, 228.09032389, 228.20585221,
       228.29215688, 228.35663019, 228.40479455, 228.44077542,
       228.46765468, 228.48773465, 228.50273526, 228.51394136,
       228.52231281, 228.52856664, 228.53323852, 228.53672862,
       228.53933588, 228.54128361, 228.54273865, 228.54382563,
       228.54463765, 228.54524426, 228.54569743, 228.54603596,
       228.54628886, 228.54647779, 228.54661893, 228.54672436]), 3525: array([342.8118584 , 390.01356571, 418.55575569, 435.81480531,
       446.25110308, 452.56178146, 456.37775744, 458.68522294,
       460.08051397, 460.92422628, 461.43440692, 461.74290577,
       461.92945057, 462.04225151, 462.11046061, 462.15170567,
       462.17664596, 462.19172699, 462.20084627, 462.20636057,
       462.20969498, 462.21171126, 462.21293047, 462.21366771,
       462.21411351, 462.21438307, 462.21454608, 462.21464464]), 3530: array([189.76500794, 199.80570703, 209.84640613, 219.88710523,
       229.92780432, 239.96850342, 250.00920251, 260.04990161,
       270.0906007 , 280.1312998 , 290.1719989 , 300.21269799,
       310.25339709, 320.29409618, 330.33479528, 340.37549437,
       350.41619347, 360.45689256, 370.49759166, 380.53829076,
       390.57898985, 400.61968895, 410.66038804, 420.70108714,
       430.74178623, 440.78248533, 450.82318443, 460.86388352]), 3535: array([59.42408061, 60.78881844, 62.15355628, 63.51829411, 64.88303195,
       66.24776978, 67.61250762, 68.97724545, 70.34198329, 71.70672112,
       73.07145896, 74.43619679, 75.80093463, 77.16567246, 78.5304103 ,
       79.89514813, 81.25988597, 82.6246238 , 83.98936164, 85.35409947,
       86.71883731, 88.08357514, 89.44831298, 90.81305082, 92.17778865,
       93.54252649, 94.90726432, 96.27200216]), 3540: array([251.54072205, 164.03203974, 125.85024856, 109.19076816,
       101.92190312,  98.75035168,  97.36654025,  96.76275561,
        96.49931227,  96.38436666,  96.33421359,  96.3123308 ,
        96.3027829 ,  96.29861696,  96.29679928,  96.29600619,
        96.29566015,  96.29550916,  96.29544328,  96.29541454,
        96.295402  ,  96.29539653,  96.29539414,  96.2953931 ,
        96.29539264,  96.29539244,  96.29539236,  96.29539232]), 3545: array([335.4604628 , 318.9945846 , 306.50851057, 297.0403217 ,
       289.8605949 , 284.41620868, 280.28773108, 277.15710687,
       274.7831548 , 272.98298715, 271.61792017, 270.58279   ,
       269.79785088, 269.20263162, 268.7512769 , 268.40901465,
       268.14947722, 267.95267001, 267.80343112, 267.69026328,
       267.60444812, 267.53937449, 267.49002916, 267.4526106 ,
       267.42423611, 267.40271974, 267.38640387, 267.37403156]), 3550: array([280.55667537, 446.85377713, 547.44303861, 608.28715086,
       645.09034376, 667.35174192, 680.81714557, 688.96205605,
       693.88872358, 696.86875055, 698.67129977, 699.76162001,
       700.42112944, 700.82005141, 701.06135006, 701.20730602,
       701.29559139, 701.34899317, 701.38129466, 701.40083309,
       701.41265143, 701.41980007, 701.42412412, 701.42673964,
       701.4283217 , 701.42927866, 701.42985749, 701.43020762]), 3555: array([143.35049749, 143.33888384, 143.33220032, 143.32835404,
       143.32614054, 143.3248667 , 143.32413362, 143.32371174,
       143.32346896, 143.32332923, 143.32324883, 143.32320255,
       143.32317592, 143.3231606 , 143.32315178, 143.3231467 ,
       143.32314378, 143.3231421 , 143.32314113, 143.32314058,
       143.32314026, 143.32314007, 143.32313997, 143.32313991,
       143.32313987, 143.32313985, 143.32313984, 143.32313983]), 3560: array([101.12794945, 101.1279151 , 101.12790078, 101.12789481,
       101.12789233, 101.12789129, 101.12789086, 101.12789068,
       101.1278906 , 101.12789057, 101.12789056, 101.12789055,
       101.12789055, 101.12789055, 101.12789055, 101.12789055,
       101.12789055, 101.12789055, 101.12789055, 101.12789055,
       101.12789055, 101.12789055, 101.12789055, 101.12789055,
       101.12789055, 101.12789055, 101.12789055, 101.12789055]), 3565: array([1729.13837593, 1504.49602323, 1353.4305531 , 1251.84340361,
       1183.52899045, 1137.58952793, 1106.6965711 , 1085.92195318,
       1071.95162485, 1062.55698403, 1056.23936042, 1051.99094168,
       1049.13400323, 1047.21279494, 1045.92083806, 1045.05203451,
       1044.46778931, 1044.07490134, 1043.81069558, 1043.63302486,
       1043.51354645, 1043.43320069, 1043.37917049, 1043.34283675,
       1043.31840336, 1043.30197261, 1043.29092341, 1043.28349315]), 3570: array([ 40.67071698,  64.41048326,  88.15024955, 111.89001584,
       135.62978212, 159.36954841, 183.10931469, 206.84908098,
       230.58884726, 254.32861355, 278.06837983, 301.80814612,
       325.5479124 , 349.28767869, 373.02744497, 396.76721126,
       420.50697754, 444.24674383, 467.98651012, 491.7262764 ,
       515.46604269, 539.20580897, 562.94557526, 586.68534154,
       610.42510783, 634.16487411, 657.9046404 , 681.64440668]), 3575: array([ 6797.02370571,  7276.1276789 ,  7755.23165209,  8234.33562528,
        8713.43959847,  9192.54357166,  9671.64754485, 10150.75151805,
       10629.85549124, 11108.95946443, 11588.06343762, 12067.16741081,
       12546.271384  , 13025.37535719, 13504.47933039, 13983.58330358,
       14462.68727677, 14941.79124996, 15420.89522315, 15899.99919634,
       16379.10316953, 16858.20714273, 17337.31111592, 17816.41508911,
       18295.5190623 , 18774.62303549, 19253.72700868, 19732.83098187]), 3580: array([4318.09581701, 3883.39256871, 3613.53870871, 3446.01958837,
       3342.02753994, 3277.47164857, 3237.39682386, 3212.51928688,
       3197.07587943, 3187.48896439, 3181.53762623, 3177.84317126,
       3175.54973789, 3174.12602678, 3173.2422194 , 3172.69357193,
       3172.35298411, 3172.14155495, 3172.01030456, 3171.9288273 ,
       3171.87824809, 3171.84684966, 3171.82735823, 3171.8152584 ,
       3171.8077471 , 3171.80308426, 3171.80018967, 3171.79839278]), 3585: array([9777.1718336 , 8691.52851033, 7894.72492921, 7309.91412322,
       6880.69456787, 6565.67058948, 6334.45999874, 6164.7639091 ,
       6040.21614186, 5948.80480553, 5881.71382033, 5832.47265969,
       5796.33230651, 5769.80723863, 5750.339271  , 5736.05083392,
       5725.56389258, 5717.86704388, 5712.21797251, 5708.07185914,
       5705.02883579, 5702.79542096, 5701.15621506, 5699.95312644,
       5699.07012435, 5698.4220485 , 5697.94639581, 5697.59729242]), 3590: array([1859.22250963, 2396.60394057, 2772.65766526, 3035.81600256,
       3219.97136637, 3348.84130214, 3439.02309212, 3502.1313353 ,
       3546.29380266, 3577.19822062, 3598.82479871, 3613.95884462,
       3624.54948658, 3631.96070351, 3637.14699312, 3640.7763026 ,
       3643.3160542 , 3645.09334496, 3646.33707384, 3647.20742189,
       3647.81648206, 3648.24269579, 3648.54095556, 3648.74967453,
       3648.89573381, 3648.99794452, 3649.06947047, 3649.11952355]), 3595: array([ 75.01842606, 101.42783595, 127.83724584, 154.24665573,
       180.65606562, 207.06547551, 233.4748854 , 259.88429529,
       286.29370518, 312.70311507, 339.11252496, 365.52193485,
       391.93134474, 418.34075463, 444.75016452, 471.15957441,
       497.5689843 , 523.97839419, 550.38780408, 576.79721397,
       603.20662386, 629.61603375, 656.02544364, 682.43485353,
       708.84426342, 735.25367331, 761.6630832 , 788.07249309]), 3600: array([46.84343982, 46.84340583, 46.84339024, 46.84338308, 46.8433798 ,
       46.84337829, 46.8433776 , 46.84337729, 46.84337714, 46.84337707,
       46.84337704, 46.84337703, 46.84337702, 46.84337702, 46.84337702,
       46.84337702, 46.84337702, 46.84337702, 46.84337702, 46.84337702,
       46.84337702, 46.84337702, 46.84337702, 46.84337702, 46.84337702,
       46.84337702, 46.84337702, 46.84337702]), 3605: array([67.64213801, 67.64214097, 67.64214244, 67.64214318, 67.64214354,
       67.64214372, 67.64214381, 67.64214385, 67.64214388, 67.64214389,
       67.64214389, 67.6421439 , 67.6421439 , 67.6421439 , 67.6421439 ,
       67.6421439 , 67.6421439 , 67.6421439 , 67.6421439 , 67.6421439 ,
       67.6421439 , 67.6421439 , 67.6421439 , 67.6421439 , 67.6421439 ,
       67.6421439 , 67.6421439 , 67.6421439 ]), 3610: array([1785.79714133, 1830.01240423, 1874.22766714, 1918.44293004,
       1962.65819295, 2006.87345585, 2051.08871876, 2095.30398166,
       2139.51924457, 2183.73450747, 2227.94977038, 2272.16503328,
       2316.38029619, 2360.59555909, 2404.81082199, 2449.0260849 ,
       2493.2413478 , 2537.45661071, 2581.67187361, 2625.88713652,
       2670.10239942, 2714.31766233, 2758.53292523, 2802.74818814,
       2846.96345104, 2891.17871395, 2935.39397685, 2979.60923975]), 3615: array([531.06192048, 531.06191805, 531.06191682, 531.0619162 ,
       531.06191588, 531.06191572, 531.06191564, 531.0619156 ,
       531.06191558, 531.06191557, 531.06191557, 531.06191556,
       531.06191556, 531.06191556, 531.06191556, 531.06191556,
       531.06191556, 531.06191556, 531.06191556, 531.06191556,
       531.06191556, 531.06191556, 531.06191556, 531.06191556,
       531.06191556, 531.06191556, 531.06191556, 531.06191556]), 3620: array([2970.25147733, 3121.78023602, 3270.24537303, 3415.70882895,
       3558.23129202, 3697.8722235 , 3834.68988243, 3968.74135   ,
       4100.0825533 , 4228.76828868, 4354.85224464, 4478.38702417,
       4599.42416675, 4718.01416982, 4834.20650986, 4948.04966302,
       5059.59112538, 5168.87743272, 5275.95417995, 5380.86604017,
       5483.65678324, 5584.3692941 , 5683.04559063, 5779.72684118,
       5874.45338176, 5967.26473289, 6058.19961601, 6147.29596974]), 3625: array([1848.41609694, 1849.29923384, 1849.94689585, 1850.42186872,
       1850.77019737, 1851.02564953, 1851.2129893 , 1851.35037779,
       1851.45113375, 1851.52502468, 1851.57921373, 1851.6189541 ,
       1851.64809831, 1851.66947167, 1851.68514615, 1851.69664127,
       1851.70507139, 1851.71125375, 1851.71578767, 1851.7191127 ,
       1851.72155116, 1851.72333944, 1851.7246509 , 1851.72561269,
       1851.72631802, 1851.72683529, 1851.72721464, 1851.72749284]), 3630: array([465.89305964, 484.98704697, 499.21462668, 509.81608046,
       517.71558444, 523.60177366, 527.98777354, 531.25593131,
       533.69114687, 535.50570886, 536.85780074, 537.86529041,
       538.61600525, 539.17538842, 539.59220385, 539.90278722,
       540.13421345, 540.30665701, 540.43515058, 540.53089551,
       540.60223831, 540.65539827, 540.69500955, 540.72452527,
       540.74651844, 540.7629063 , 540.77511745, 540.78421639]), 3635: array([382.51959479, 382.46335409, 382.4283584 , 382.40658238,
       382.39303229, 382.38460077, 382.37935427, 382.37608964,
       382.37405823, 382.37279419, 382.37200764, 382.37151821,
       382.37121367, 382.37102416, 382.37090625, 382.37083287,
       382.37078721, 382.3707588 , 382.37074113, 382.37073013,
       382.37072328, 382.37071902, 382.37071637, 382.37071472,
       382.3707137 , 382.37071306, 382.37071266, 382.37071241]), 3640: array([6044.02567045, 4105.61152377, 3151.79542901, 2682.46066677,
       2451.51979647, 2337.88302828, 2281.96691838, 2254.45283648,
       2240.91425692, 2234.25246326, 2230.97446096, 2229.36148711,
       2228.56780716, 2228.177269  , 2227.98510078, 2227.89054249,
       2227.84401413, 2227.82111939, 2227.8098538 , 2227.80431046,
       2227.8015828 , 2227.80024063, 2227.7995802 , 2227.79925523,
       2227.79909532, 2227.79901664, 2227.79897792, 2227.79895887]), 3645: array([2852.81590452, 3621.37500045, 4227.16421355, 4704.6558894 ,
       5081.02162121, 5377.67844528, 5611.50757432, 5795.81502033,
       5941.08877128, 6055.59560847, 6145.85152654, 6216.99252516,
       6273.06687235, 6317.26547052, 6352.10343438, 6379.56321311,
       6401.20740135, 6418.26765844, 6431.71479578, 6442.31402073,
       6450.66848062, 6457.25358477, 6462.44405753, 6466.53526201,
       6469.76000757, 6472.30179791, 6474.30527321, 6475.88444094]), 3650: array([ 3014.03271148,  3824.28126637,  4634.52982125,  5444.77837614,
        6255.02693102,  7065.27548591,  7875.5240408 ,  8685.77259568,
        9496.02115057, 10306.26970545, 11116.51826034, 11926.76681523,
       12737.01537011, 13547.263925  , 14357.51247988, 15167.76103477,
       15978.00958966, 16788.25814454, 17598.50669943, 18408.75525431,
       19219.0038092 , 20029.25236408, 20839.50091897, 21649.74947386,
       22459.99802874, 23270.24658363, 24080.49513851, 24890.7436934 ]), 3655: array([120.60442879, 147.0627461 , 170.75776944, 191.9780959 ,
       210.98218163, 228.00148976, 243.24330951, 256.8932809 ,
       269.11765583, 280.0653229 , 289.86962086, 298.64996265,
       306.51328975, 313.55537474, 319.86198774, 325.50994111,
       330.56802493, 335.0978449 , 339.15457265, 342.78761769,
       346.04122926, 348.95503519, 351.56452462, 353.90148023,
       355.99436532, 357.86867049, 359.54722412, 361.05047042]), 3660: array([1413.77557312, 1257.70749783, 1128.9757714 , 1022.7922527 ,
        935.20747499,  862.96374658,  803.37398189,  754.22175603,
        713.67886549,  680.23732861,  652.65329666,  629.90078914,
        611.13353282,  595.65348475,  582.88486881,  572.35275986,
        563.66541899,  556.49972295,  550.58914566,  545.71384482,
        541.69248495,  538.37549269,  535.63949342,  533.38272239,
        531.52123964,  529.98580783,  528.71931698,  527.67466033]), 3665: array([ 667.32726149,  860.83641811,  999.03497548, 1097.73232705,
       1168.21907735, 1218.55864461, 1254.50968536, 1280.18486298,
       1298.52132091, 1311.61668072, 1320.96900215, 1327.6481555 ,
       1332.41821069, 1335.82484404, 1338.25776154, 1339.99527978,
       1341.23616429, 1342.12236756, 1342.75526792, 1343.20726677,
       1343.53007108, 1343.76060843, 1343.92525144, 1344.04283465,
       1344.12680912, 1344.18678122, 1344.22961153, 1344.26019968]), 3670: array([53318.32100732, 44760.89755467, 40308.50144744, 37991.93604601,
       36786.63554493, 36159.52210491, 35833.23727694, 35663.47247496,
       35575.14446973, 35529.18773183, 35505.27660928, 35492.83573972,
       35486.36280081, 35482.99495439, 35481.24267622, 35480.3309723 ,
       35479.85661608, 35479.60981028, 35479.48139813, 35479.41458575,
       35479.37982352, 35479.36173685, 35479.35232643, 35479.34743022,
       35479.34488274, 35479.3435573 , 35479.34286767, 35479.34250886]), 3675: array([16715.59699231, 26540.10105792, 32316.64321033, 35713.09345511,
       37710.11415728, 38884.3082121 , 39574.70249637, 39980.63562626,
       40219.31330608, 40359.6493138 , 40442.16308331, 40490.67894372,
       40519.20495488, 40535.97747641, 40545.83926454, 40551.63772871,
       40555.04706851, 40557.05166792, 40558.23031806, 40558.92333239,
       40559.33080604, 40559.5703895 , 40559.71125809, 40559.794085  ,
       40559.84278498, 40559.87141924, 40559.88825542, 40559.89815463]), 3680: array([56930.19915813, 46150.43676675, 38853.12338117, 33913.23874234,
       30569.20526653, 28305.47631232, 26773.05481739, 25735.68873441,
       25033.4482649 , 24558.06962555, 24236.26411795, 24018.41927565,
       23870.95015473, 23771.12157307, 23703.5430478 , 23657.79605829,
       23626.82783221, 23605.8640259 , 23591.67266817, 23582.06589013,
       23575.5626234 , 23571.16026521, 23568.18010792, 23566.16270338,
       23564.79703013, 23563.87254354, 23563.24671636, 23562.82306536]), 3685: array([58490.07978996, 54478.50409715, 51767.77300621, 49936.05808667,
       48698.31836483, 47861.94388173, 47296.78283564, 46914.88810491,
       46656.83142112, 46482.4554827 , 46364.62490589, 46285.00357192,
       46231.20126528, 46194.8455795 , 46170.27905121, 46153.67877811,
       46142.46152089, 46134.88171429, 46129.75983228, 46126.29883692,
       46123.96014798, 46122.37983209, 46121.31196954, 46120.5903857 ,
       46120.10279182, 46119.77331134, 46119.5506724 , 46119.40022919]), 3690: array([90356.84090129, 80764.99848669, 74186.30335603, 69674.21613112,
       66579.53994977, 64457.01434466, 63001.25138907, 62002.79663414,
       61317.99290713, 60848.31098893, 60526.17327913, 60305.23076451,
       60153.69434614, 60049.76103964, 59978.47697263, 59929.58582906,
       59896.05317557, 59873.05435065, 59857.28029485, 59846.46144488,
       59839.04118998, 59833.95190758, 59830.46135427, 59828.06731097,
       59826.42532392, 59825.29914484, 59824.52673966, 59823.9969751 ]), 3695: array([  5162.90172959,  10200.3639547 ,  15237.82617981,  20275.28840492,
        25312.75063003,  30350.21285514,  35387.67508025,  40425.13730536,
        45462.59953046,  50500.06175557,  55537.52398068,  60574.98620579,
        65612.4484309 ,  70649.91065601,  75687.37288112,  80724.83510623,
        85762.29733134,  90799.75955645,  95837.22178156, 100874.68400667,
       105912.14623178, 110949.60845689, 115987.070682  , 121024.53290711,
       126061.99513222, 131099.45735733, 136136.91958244, 141174.38180755]), 3700: array([520.05518954, 520.05550185, 520.05565427, 520.05572865,
       520.05576495, 520.05578267, 520.05579131, 520.05579553,
       520.05579759, 520.05579859, 520.05579908, 520.05579932,
       520.05579944, 520.0557995 , 520.05579953, 520.05579954,
       520.05579955, 520.05579955, 520.05579955, 520.05579955,
       520.05579955, 520.05579955, 520.05579955, 520.05579955,
       520.05579955, 520.05579955, 520.05579955, 520.05579955]), 3705: array([575.38603713, 575.3879798 , 575.38900897, 575.3895542 ,
       575.38984304, 575.38999606, 575.39007713, 575.39012008,
       575.39014283, 575.39015488, 575.39016127, 575.39016465,
       575.39016644, 575.39016739, 575.3901679 , 575.39016816,
       575.3901683 , 575.39016838, 575.39016842, 575.39016844,
       575.39016845, 575.39016846, 575.39016846, 575.39016846,
       575.39016846, 575.39016846, 575.39016846, 575.39016846]), 3710: array([ 541.14060529,  754.62551005,  893.42885841,  983.67584583,
       1042.35251923, 1080.50284536, 1105.30737668, 1121.43475583,
       1131.92043503, 1138.73800082, 1143.17063722, 1146.05264321,
       1147.92646226, 1149.14477958, 1149.93690362, 1150.45192583,
       1150.78678233, 1151.00449891, 1151.14605361, 1151.23808946,
       1151.29792922, 1151.33683575, 1151.36213196, 1151.37857901,
       1151.38927254, 1151.39622524, 1151.40074574, 1151.40368487]), 3715: array([749.98977955, 749.99040363, 749.99072314, 749.99088672,
       749.99097046, 749.99101334, 749.99103529, 749.99104653,
       749.99105228, 749.99105522, 749.99105673, 749.99105751,
       749.9910579 , 749.9910581 , 749.99105821, 749.99105826,
       749.99105829, 749.9910583 , 749.99105831, 749.99105831,
       749.99105831, 749.99105831, 749.99105831, 749.99105831,
       749.99105831, 749.99105831, 749.99105831, 749.99105831]), 3720: array([2058.49126087, 1930.10030435, 1862.63796406, 1827.19023877,
       1808.56442141, 1798.77758547, 1793.63514495, 1790.93307713,
       1789.51329007, 1788.76727056, 1788.37527861, 1788.16930854,
       1788.06108267, 1788.00421596, 1787.97433566, 1787.95863521,
       1787.9503855 , 1787.94605073, 1787.94377305, 1787.94257625,
       1787.9419474 , 1787.94161698, 1787.94144336, 1787.94135213,
       1787.94130419, 1787.94127901, 1787.94126577, 1787.94125882]), 3725: array([16838.87171249, 14642.14200213, 13125.48009661, 12078.34929812,
       11355.39126433, 10856.24796783, 10511.63041219, 10273.70022162,
       10109.42891664,  9996.01303791,  9917.70866484,  9863.64591006,
        9826.32000679,  9800.54952837,  9782.75712418,  9770.47292667,
        9761.99169463,  9756.1360987 ,  9752.09328941,  9749.30206079,
        9747.37494609,  9746.04443126,  9745.12581977,  9744.49159379,
        9744.05371271,  9743.75139169,  9743.54266379,  9743.39855428]), 3730: array([12026.26480761, 12889.56271727, 13505.47852387, 13944.9007402 ,
       14258.40444012, 14482.07217062, 14641.64685406, 14755.49465649,
       14836.71883216, 14894.66783575, 14936.01127802, 14965.50756118,
       14986.55154476, 15001.56527521, 15012.27675013, 15019.9188012 ,
       15025.37098635, 15029.26082204, 15032.03600689, 15034.01594939,
       15035.42852999, 15036.43632893, 15037.15533832, 15037.66831216,
       15038.03429092, 15038.29539673, 15038.48168144, 15038.61458538]), 3735: array([2975.17288304, 3915.18440995, 4520.68556563, 4910.71445255,
       5161.94854386, 5323.77904091, 5428.02090411, 5495.16749415,
       5538.41945087, 5566.2798643 , 5584.22593417, 5595.78575629,
       5603.23192631, 5608.02831915, 5611.1178785 , 5613.10799427,
       5614.38991195, 5615.21564931, 5615.74754164, 5616.09015598,
       5616.31084835, 5616.45300564, 5616.54457516, 5616.60355895,
       5616.64155291, 5616.66602642, 5616.68179084, 5616.69194538]), 3740: array([15797.54407338, 16176.57387026, 16540.78256661, 16890.74970796,
       17227.03217801, 17550.1650848 , 17860.66261218, 18159.01883799,
       18445.70852029, 18721.18785282, 18985.89519086, 19240.25174884,
       19484.66227053, 19719.51567312, 19945.18566608, 20162.03134581,
       20370.39776706, 20570.61649201, 20763.00611784, 20947.87278371,
       21125.51065792, 21296.20240596, 21460.21964033, 21617.82335277,
       21769.2643295 , 21914.78355032, 22054.61257206, 22188.97389706]), 3745: array([20534.03785268, 20534.02937214, 20534.02520334, 20534.02315408,
       20534.02214672, 20534.02165153, 20534.02140811, 20534.02128845,
       20534.02122963, 20534.02120071, 20534.0211865 , 20534.02117951,
       20534.02117608, 20534.02117439, 20534.02117356, 20534.02117315,
       20534.02117295, 20534.02117285, 20534.0211728 , 20534.02117278,
       20534.02117277, 20534.02117276, 20534.02117276, 20534.02117276,
       20534.02117276, 20534.02117276, 20534.02117276, 20534.02117276]), 3750: array([104456.68258958, 110532.51417386, 116608.34575814, 122684.17734243,
       128760.00892671, 134835.84051099, 140911.67209528, 146987.50367956,
       153063.33526384, 159139.16684813, 165214.99843241, 171290.83001669,
       177366.66160098, 183442.49318526, 189518.32476954, 195594.15635383,
       201669.98793811, 207745.8195224 , 213821.65110668, 219897.48269096,
       225973.31427525, 232049.14585953, 238124.97744381, 244200.8090281 ,
       250276.64061238, 256352.47219666, 262428.30378095, 268504.13536523]), 3755: array([30510.49791211, 28407.01170544, 27343.21844271, 26805.22770036,
       26533.15036261, 26395.5530549 , 26325.96615271, 26290.77406185,
       26272.97641286, 26263.97563166, 26259.42367864, 26257.12162554,
       26255.9574113 , 26255.36863479, 26255.07087364, 26254.92028729,
       26254.84413146, 26254.80561727, 26254.78613954, 26254.7762891 ,
       26254.77130744, 26254.76878808, 26254.76751396, 26254.76686961,
       26254.76654374, 26254.76637894, 26254.76629559, 26254.76625344]), 3760: array([22649.44572676, 22646.38281077, 22644.42939523, 22643.18357841,
       22642.38904211, 22641.88231599, 22641.55914464, 22641.3530378 ,
       22641.22159041, 22641.13775809, 22641.08429291, 22641.05019477,
       22641.02844823, 22641.01457909, 22641.00573386, 22641.00009269,
       22640.99649496, 22640.99420046, 22640.99273711, 22640.99180385,
       22640.99120864, 22640.99082904, 22640.99058695, 22640.99043255,
       22640.99033408, 22640.99027128, 22640.99023122, 22640.99020568]), 3765: array([56893.39867097, 47465.26790659, 42480.19241828, 39844.35947904,
       38450.6764145 , 37713.77368614, 37324.14017127, 37118.12346097,
       37009.19318853, 36951.59686911, 36921.14311244, 36905.04084575,
       36896.52685534, 36892.02512684, 36889.64486113, 36888.38630792,
       36887.7208544 , 36887.36899929, 36887.18295772, 36887.08458919,
       36887.03257735, 36887.00507635, 36886.99053534, 36886.98284685,
       36886.97878161, 36886.97663213, 36886.97549561, 36886.97489467]), 3770: array([69813.43822031, 63858.95346487, 59979.65791302, 57452.33026055,
       55805.7980545 , 54733.0964984 , 54034.24067024, 53578.94211513,
       53282.31902646, 53089.07163803, 52963.17262827, 52881.15050736,
       52827.71380178, 52792.90024816, 52770.21951771, 52755.4432171 ,
       52745.81658447, 52739.5449162 , 52735.45897832, 52732.79702496,
       52731.06278527, 52729.93294304, 52729.19686056, 52728.71730916,
       52728.40488555, 52728.20134426, 52728.06873886, 52727.98234759]), 3775: array([ 12674.35148871,  20511.97909362,  28349.60669854,  36187.23430346,
        44024.86190837,  51862.48951329,  59700.11711821,  67537.74472312,
        75375.37232804,  83212.99993296,  91050.62753787,  98888.25514279,
       106725.88274771, 114563.51035262, 122401.13795754, 130238.76556246,
       138076.39316737, 145914.02077229, 153751.6483772 , 161589.27598212,
       169426.90358704, 177264.53119195, 185102.15879687, 192939.78640179,
       200777.4140067 , 208615.04161162, 216452.66921654, 224290.29682145]), 3780: array([15949.3614626 , 15196.01843241, 14636.22186265, 14220.24642123,
       13911.14204795, 13681.45177283, 13510.77278202, 13383.94408679,
       13289.69981068, 13219.66846988, 13167.62935518, 13128.95996191,
       13100.22538438, 13078.87320179, 13063.00675305, 13051.21666112,
       13042.45564157, 13035.94547489, 13031.10787922, 13027.51314303,
       13024.84195486, 13022.85703973, 13021.38208259, 13020.28606668,
       13019.47163565, 13018.8664456 , 13018.41673903, 13018.08256962]), 3785: array([3362.14150481, 4384.93569027, 5075.40393127, 5541.52546248,
       5856.19494176, 6068.62211914, 6212.02752914, 6308.83770131,
       6374.19234474, 6418.31197929, 6448.09627695, 6468.20307059,
       6481.77677156, 6490.94011016, 6497.12609984, 6501.30213983,
       6504.1213023 , 6506.02446345, 6507.30925011, 6508.17658432,
       6508.76210459, 6509.15737781, 6509.42421899, 6509.60435822,
       6509.72596667, 6509.80806215, 6509.86348319, 6509.90089684]), 3790: array([ 513.79223891,  795.12483631, 1076.45743372, 1357.79003112,
       1639.12262853, 1920.45522593, 2201.78782334, 2483.12042074,
       2764.45301815, 3045.78561555, 3327.11821296, 3608.45081036,
       3889.78340777, 4171.11600517, 4452.44860258, 4733.78119998,
       5015.11379739, 5296.44639479, 5577.7789922 , 5859.1115896 ,
       6140.444187  , 6421.77678441, 6703.10938181, 6984.44197922,
       7265.77457662, 7547.10717403, 7828.43977143, 8109.77236883]), 3795: array([171.89751457, 176.80500369, 181.7124928 , 186.61998192,
       191.52747103, 196.43496015, 201.34244927, 206.24993838,
       211.1574275 , 216.06491661, 220.97240573, 225.87989485,
       230.78738396, 235.69487308, 240.60236219, 245.50985131,
       250.41734043, 255.32482954, 260.23231866, 265.13980777,
       270.04729689, 274.95478601, 279.86227512, 284.76976424,
       289.67725335, 294.58474247, 299.49223158, 304.3997207 ]), 3800: array([1145.90093014, 1037.40145418,  961.10869   ,  907.46247822,
        869.74047313,  843.21577323,  824.56459859,  811.44979176,
        802.22795124,  795.74349868,  791.18387472,  787.97771808,
        785.72326892,  784.13802478,  783.02334053,  782.23953635,
        781.68839463,  781.30085244,  781.02834729,  780.83673189,
        780.70199513,  780.60725328,  780.54063437,  780.49379045,
        780.46085156,  780.43769016,  780.42140394,  780.40995208]), 3805: array([ 603.35397675,  814.08199751,  982.54435722, 1117.21826787,
       1224.88066938, 1310.94925268, 1379.75508395, 1434.76054861,
       1478.73358238, 1513.88695688, 1541.98962875, 1564.45575547,
       1582.41585734, 1596.77370653, 1608.25180587, 1617.42774598,
       1624.76327031, 1630.62751055, 1635.31556174, 1639.0633318 ,
       1642.05941265, 1644.45457039, 1646.369332  , 1647.9000504 ,
       1649.12375304, 1650.10201797, 1650.88407258, 1651.5092707 ]), 3810: array([0.27433139, 0.27433233, 0.27433328, 0.27433422, 0.27433516,
       0.27433611, 0.27433705, 0.274338  , 0.27433894, 0.27433989,
       0.27434083, 0.27434177, 0.27434272, 0.27434366, 0.27434461,
       0.27434555, 0.27434649, 0.27434744, 0.27434838, 0.27434933,
       0.27435027, 0.27435122, 0.27435216, 0.2743531 , 0.27435405,
       0.27435499, 0.27435594, 0.27435688]), 3815: array([ 12.84392447,  19.12537719,  25.40682992,  31.68828265,
        37.96973537,  44.2511881 ,  50.53264083,  56.81409355,
        63.09554628,  69.376999  ,  75.65845173,  81.93990446,
        88.22135718,  94.50280991, 100.78426264, 107.06571536,
       113.34716809, 119.62862081, 125.91007354, 132.19152627,
       138.47297899, 144.75443172, 151.03588445, 157.31733717,
       163.5987899 , 169.88024262, 176.16169535, 182.44314808]), 3820: array([  8.59988413,  14.70283758,  20.80579104,  26.90874449,
        33.01169795,  39.1146514 ,  45.21760486,  51.32055831,
        57.42351177,  63.52646522,  69.62941868,  75.73237213,
        81.83532559,  87.93827904,  94.0412325 , 100.14418595,
       106.24713941, 112.35009286, 118.45304632, 124.55599977,
       130.65895323, 136.76190668, 142.86486013, 148.96781359,
       155.07076704, 161.1737205 , 167.27667395, 173.37962741]), 3825: array([0.09235917, 0.09235944, 0.09235972, 0.09235999, 0.09236026,
       0.09236054, 0.09236081, 0.09236108, 0.09236136, 0.09236163,
       0.0923619 , 0.09236217, 0.09236245, 0.09236272, 0.09236299,
       0.09236327, 0.09236354, 0.09236381, 0.09236409, 0.09236436,
       0.09236463, 0.0923649 , 0.09236518, 0.09236545, 0.09236572,
       0.092366  , 0.09236627, 0.09236654]), 3830: array([5.49133269, 5.33820534, 5.189348  , 5.04464158, 4.90397035,
       4.76722178, 4.63428648, 4.50505812, 4.37943333, 4.25731163,
       4.13859532, 4.02318946, 3.91100172, 3.80194236, 3.69592416,
       3.59286231, 3.49267437, 3.3952802 , 3.30060189, 3.20856372,
       3.11909206, 3.03211534, 2.94756399, 2.86537038, 2.78546877,
       2.70779523, 2.63228764, 2.55888561]), 3835: array([28.34731941, 27.40248382, 26.58132115, 25.86764341, 25.24738151,
       24.70830792, 24.23979561, 23.83260855, 23.47871967, 23.17115257,
       22.90384404, 22.67152448, 22.46961406, 22.29413242, 22.1416202 ,
       22.00907085, 21.89387136, 21.79375075, 21.70673528, 21.63110958,
       21.5653828 , 21.50825923, 21.45861278, 21.41546472, 21.37796447,
       21.34537276, 21.3170471 , 21.29242908]), 3840: array([ 78.36789247,  81.42644154,  84.48499062,  87.54353969,
        90.60208876,  93.66063783,  96.7191869 ,  99.77773597,
       102.83628505, 105.89483412, 108.95338319, 112.01193226,
       115.07048133, 118.1290304 , 121.18757948, 124.24612855,
       127.30467762, 130.36322669, 133.42177576, 136.48032483,
       139.53887391, 142.59742298, 145.65597205, 148.71452112,
       151.77307019, 154.83161927, 157.89016834, 160.94871741]), 3845: array([58.00370233, 58.02738306, 58.04468158, 58.05731796, 58.06654871,
       58.07329167, 58.07821733, 58.08181547, 58.08444388, 58.0863639 ,
       58.08776645, 58.08879101, 58.08953943, 58.09008615, 58.09048552,
       58.09077725, 58.09099036, 58.09114604, 58.09125976, 58.09134283,
       58.09140351, 58.09144784, 58.09148022, 58.09150387, 58.09152115,
       58.09153377, 58.09154299, 58.09154973]), 3850: array([65.34059238, 65.34065437, 65.3406861 , 65.34070235, 65.34071067,
       65.34071493, 65.34071711, 65.34071823, 65.3407188 , 65.34071909,
       65.34071924, 65.34071932, 65.34071936, 65.34071938, 65.34071939,
       65.34071939, 65.3407194 , 65.3407194 , 65.3407194 , 65.3407194 ,
       65.3407194 , 65.3407194 , 65.3407194 , 65.3407194 , 65.3407194 ,
       65.3407194 , 65.3407194 , 65.3407194 ]), 3855: array([ 5.77802049,  8.17513164, 10.57224279, 12.96935395, 15.3664651 ,
       17.76357625, 20.16068741, 22.55779856, 24.95490971, 27.35202087,
       29.74913202, 32.14624317, 34.54335433, 36.94046548, 39.33757663,
       41.73468779, 44.13179894, 46.52891009, 48.92602125, 51.3231324 ,
       53.72024355, 56.11735471, 58.51446586, 60.91157701, 63.30868817,
       65.70579932, 68.10291047, 70.50002163]), 3860: array([152.25921239, 157.08997802, 161.92074366, 166.7515093 ,
       171.58227494, 176.41304058, 181.24380622, 186.07457185,
       190.90533749, 195.73610313, 200.56686877, 205.39763441,
       210.22840005, 215.05916568, 219.88993132, 224.72069696,
       229.5514626 , 234.38222824, 239.21299387, 244.04375951,
       248.87452515, 253.70529079, 258.53605643, 263.36682207,
       268.1975877 , 273.02835334, 277.85911898, 282.68988462]), 3865: array([ 43.81579145,  47.18079721,  50.54580297,  53.91080873,
        57.27581449,  60.64082025,  64.00582601,  67.37083176,
        70.73583752,  74.10084328,  77.46584904,  80.8308548 ,
        84.19586056,  87.56086632,  90.92587207,  94.29087783,
        97.65588359, 101.02088935, 104.38589511, 107.75090087,
       111.11590663, 114.48091239, 117.84591814, 121.2109239 ,
       124.57592966, 127.94093542, 131.30594118, 134.67094694]), 3870: array([12.06620173, 15.24207623, 17.78816468, 19.82935567, 21.46577197,
       22.77768169, 23.82943553, 24.67262323, 25.34860411, 25.89053583,
       26.32500076, 26.6733099 , 26.95254823, 27.17641271, 27.35588415,
       27.49976583, 27.61511531, 27.70759063, 27.78172779, 27.84116332,
       27.88881259, 27.92701286, 27.95763789, 27.98218988, 28.00187314,
       28.01765314, 28.03030392, 28.040446  ]), 3875: array([0.37131851, 0.51505285, 0.65878719, 0.80252152, 0.94625586,
       1.08999019, 1.23372453, 1.37745887, 1.5211932 , 1.66492754,
       1.80866188, 1.95239621, 2.09613055, 2.23986489, 2.38359922,
       2.52733356, 2.6710679 , 2.81480224, 2.95853657, 3.10227091,
       3.24600525, 3.38973958, 3.53347392, 3.67720826, 3.8209426 ,
       3.96467694, 4.10841127, 4.25214561]), 3880: array([109.56018688, 109.83291785, 110.10564882, 110.37837978,
       110.65111075, 110.92384172, 111.19657269, 111.46930365,
       111.74203462, 112.01476559, 112.28749655, 112.56022752,
       112.83295849, 113.10568946, 113.37842042, 113.65115139,
       113.92388236, 114.19661332, 114.46934429, 114.74207526,
       115.01480622, 115.28753719, 115.56026816, 115.83299913,
       116.10573009, 116.37846106, 116.65119203, 116.92392299]), 3885: array([26.21441119, 26.21443339, 26.21444461, 26.21445029, 26.21445316,
       26.21445461, 26.21445534, 26.21445571, 26.2144559 , 26.214456  ,
       26.21445604, 26.21445607, 26.21445608, 26.21445609, 26.21445609,
       26.21445609, 26.21445609, 26.21445609, 26.21445609, 26.21445609,
       26.21445609, 26.21445609, 26.21445609, 26.21445609, 26.21445609,
       26.21445609, 26.21445609, 26.21445609]), 3890: array([ 15.91901348,  19.67815478,  23.43729608,  27.19643738,
        30.95557868,  34.71471999,  38.47386129,  42.23300259,
        45.99214389,  49.75128519,  53.51042649,  57.2695678 ,
        61.0287091 ,  64.7878504 ,  68.5469917 ,  72.306133  ,
        76.0652743 ,  79.82441561,  83.58355691,  87.34269821,
        91.10183951,  94.86098081,  98.62012211, 102.37926342,
       106.13840472, 109.89754602, 113.65668732, 117.41582862]), 3895: array([10.11379629, 10.13753594, 10.15791556, 10.17541073, 10.1904297 ,
       10.20332294, 10.21439132, 10.22389313, 10.23205008, 10.23905253,
       10.24506388, 10.25022441, 10.25465454, 10.25845764, 10.26172246,
       10.2645252 , 10.26693124, 10.26899675, 10.27076991, 10.2722921 ,
       10.27359885, 10.27472065, 10.27568367, 10.27651039, 10.27722009,
       10.27782935, 10.27835238, 10.27880138]), 3900: array([372.21616924, 384.01559977, 395.8150303 , 407.61446083,
       419.41389137, 431.2133219 , 443.01275243, 454.81218296,
       466.61161349, 478.41104402, 490.21047456, 502.00990509,
       513.80933562, 525.60876615, 537.40819668, 549.20762721,
       561.00705774, 572.80648828, 584.60591881, 596.40534934,
       608.20477987, 620.0042104 , 631.80364093, 643.60307147,
       655.402502  , 667.20193253, 679.00136306, 690.80079359]), 3905: array([ 74.33068253,  88.83005439,  96.58931337, 100.74163807,
       102.96373176, 104.15287295, 104.78923531, 105.12978112,
       105.31202234, 105.40954772, 105.46173789, 105.48966718,
       105.50461338, 105.51261175, 105.51689204, 105.51918261,
       105.5204084 , 105.52106438, 105.52141542, 105.52160327,
       105.5217038 , 105.5217576 , 105.52178639, 105.5218018 ,
       105.52181004, 105.52181446, 105.52181682, 105.52181808]), 3910: array([308.14291309, 256.89194511, 222.88140629, 200.31174964,
       185.33435089, 175.39523322, 168.79955785, 164.42261665,
       161.51804461, 159.59054814, 158.31144656, 157.46262487,
       156.89934022, 156.52554018, 156.27748357, 156.11287129,
       156.00363331, 155.93114214, 155.88303644, 155.85111312,
       155.82992856, 155.81587032, 155.80654117, 155.80035027,
       155.79624194, 155.79351562, 155.79170642, 155.79050581]), 3915: array([139.7716243 , 150.58155462, 161.39148495, 172.20141528,
       183.01134561, 193.82127593, 204.63120626, 215.44113659,
       226.25106691, 237.06099724, 247.87092757, 258.6808579 ,
       269.49078822, 280.30071855, 291.11064888, 301.92057921,
       312.73050953, 323.54043986, 334.35037019, 345.16030052,
       355.97023084, 366.78016117, 377.5900915 , 388.40002182,
       399.20995215, 410.01988248, 420.82981281, 431.63974313]), 3920: array([ 7.04117781,  8.90314868, 10.76511955, 12.62709042, 14.48906129,
       16.35103216, 18.21300303, 20.0749739 , 21.93694477, 23.79891564,
       25.66088651, 27.52285738, 29.38482825, 31.24679912, 33.10876999,
       34.97074086, 36.83271173, 38.6946826 , 40.55665347, 42.41862434,
       44.28059521, 46.14256608, 48.00453695, 49.86650782, 51.72847869,
       53.59044956, 55.45242043, 57.3143913 ]), 3925: array([16.22486395, 16.22939098, 16.23266765, 16.2350393 , 16.2367559 ,
       16.23799837, 16.23889768, 16.23954859, 16.24001973, 16.24036073,
       16.24060755, 16.2407862 , 16.24091551, 16.2410091 , 16.24107684,
       16.24112587, 16.24116136, 16.24118705, 16.24120564, 16.2412191 ,
       16.24122884, 16.24123589, 16.24124099, 16.24124468, 16.24124736,
       16.24124929, 16.24125069, 16.2412517 ]), 3930: array([16.69784601, 16.69783783, 16.69783385, 16.69783191, 16.69783097,
       16.69783051, 16.69783028, 16.69783018, 16.69783012, 16.6978301 ,
       16.69783008, 16.69783008, 16.69783008, 16.69783007, 16.69783007,
       16.69783007, 16.69783007, 16.69783007, 16.69783007, 16.69783007,
       16.69783007, 16.69783007, 16.69783007, 16.69783007, 16.69783007,
       16.69783007, 16.69783007, 16.69783007]), 3935: array([250.39267347, 241.51496776, 233.59401257, 226.52669886,
       220.22102969, 214.5949226 , 209.57514118, 205.0963417 ,
       201.10022252, 197.53476519, 194.35355725, 191.51518816,
       188.98271015, 186.72315735, 184.7071166 , 182.90834459,
       181.30342628, 179.87147005, 178.59383576, 177.45389215,
       176.43680028, 175.52932042, 174.71963968, 173.99721826,
       173.3526522 , 172.77755104, 172.26442854, 171.80660526]), 3940: array([44.64789041, 50.69523327, 55.89005043, 60.35252694, 64.18590469,
       67.47887105, 70.30761064, 72.73756795, 74.82496141, 76.61808406,
       78.15842079, 79.48160815, 80.61825885, 81.59466992, 82.4334312 ,
       83.15394789, 83.77288957, 84.30457578, 84.76130739, 85.15365115,
       85.49068415, 85.78020384, 86.02890842, 86.2425518 , 86.42607676,
       86.58372923, 86.71915662, 86.83549209]), 3945: array([15.18343524, 16.52403622, 17.62891445, 18.53951792, 19.29000667,
       19.90853425, 20.41830388, 20.83843886, 21.18469997, 21.47007674,
       21.70527467, 21.89911689, 22.05887513, 22.19054249, 22.29905831,
       22.38849339, 22.46220278, 22.52295158, 22.57301869, 22.61428232,
       22.64829042, 22.67631875, 22.69941876, 22.71845701, 22.73414769,
       22.74707942, 22.75773732, 22.76652121]), 3950: array([47.54107317, 44.78481804, 42.40821775, 40.3589775 , 38.59200573,
       37.06842195, 35.75470116, 34.6219362 , 33.64520168, 32.8030055 ,
       32.07681594, 31.4506539 , 30.9107413 , 30.44519788, 30.0437798 ,
       29.69765425, 29.39920507, 29.14186517, 28.91997204, 28.72864314,
       28.56366845, 28.42141787, 28.29876131, 28.19299983, 28.10180625,
       28.02317396, 27.9553727 , 27.8969106 ]), 3955: array([18.28075417, 19.26610046, 20.25144674, 21.23679303, 22.22213932,
       23.2074856 , 24.19283189, 25.17817818, 26.16352446, 27.14887075,
       28.13421704, 29.11956332, 30.10490961, 31.0902559 , 32.07560218,
       33.06094847, 34.04629476, 35.03164105, 36.01698733, 37.00233362,
       37.98767991, 38.97302619, 39.95837248, 40.94371877, 41.92906505,
       42.91441134, 43.89975763, 44.88510391]), 3960: array([12.67150752, 12.34012509, 12.01740891, 11.70313233, 11.39707464,
       11.09902092, 10.80876183, 10.52609353, 10.25081752,  9.98274047,
        9.72167411,  9.46743511,  9.21984491,  8.97872963,  8.74391995,
        8.51525097,  8.29256209,  8.07569692,  7.86450317,  7.65883251,
        7.4585405 ,  7.26348649,  7.07353349,  6.8885481 ,  6.70840041,
        6.53296391,  6.36211538,  6.19573485]), 3965: array([34.77240027, 35.85753267, 36.94266508, 38.02779748, 39.11292988,
       40.19806228, 41.28319468, 42.36832709, 43.45345949, 44.53859189,
       45.62372429, 46.70885669, 47.7939891 , 48.8791215 , 49.9642539 ,
       51.0493863 , 52.13451871, 53.21965111, 54.30478351, 55.38991591,
       56.47504831, 57.56018072, 58.64531312, 59.73044552, 60.81557792,
       61.90071032, 62.98584273, 64.07097513]), 3970: array([ 558.90377864,  586.97619401,  615.04860938,  643.12102475,
        671.19344012,  699.26585549,  727.33827085,  755.41068622,
        783.48310159,  811.55551696,  839.62793233,  867.7003477 ,
        895.77276307,  923.84517844,  951.91759381,  979.99000918,
       1008.06242455, 1036.13483992, 1064.20725529, 1092.27967065,
       1120.35208602, 1148.42450139, 1176.49691676, 1204.56933213,
       1232.6417475 , 1260.71416287, 1288.78657824, 1316.85899361]), 3975: array([201.54906337, 256.99461087, 291.07358413, 312.01983627,
       324.8942112 , 332.80729888, 337.67098795, 340.66039896,
       342.49780633, 343.62714781, 344.32128466, 344.74792796,
       345.0101594 , 345.17133696, 345.27040291, 345.33129267,
       345.36871786, 345.39172083, 345.40585934, 345.41454942,
       345.41989067, 345.42317361, 345.42519144, 345.42643167,
       345.42719396, 345.4276625 , 345.42795048, 345.42812748]), 3980: array([158.56391512, 158.59494697, 158.6170785 , 158.63286243,
       158.64411934, 158.65214762, 158.6578733 , 158.66195677,
       158.66486906, 158.66694607, 158.66842736, 158.6694838 ,
       158.67023724, 158.67077459, 158.67115782, 158.67143113,
       158.67162605, 158.67176507, 158.67186422, 158.67193493,
       158.67198535, 158.67202132, 158.67204697, 158.67206526,
       158.67207831, 158.67208761, 158.67209425, 158.67209898]), 3985: array([864.1885899 , 901.57472086, 927.12199922, 944.57936683,
       956.50860953, 964.66028706, 970.23061942, 974.03702644,
       976.63808029, 978.41547327, 979.63002936, 980.45997891,
       981.02711308, 981.41465611, 981.6794781 , 981.86044042,
       981.98409844, 982.06859838, 982.1263402 , 982.16579726,
       982.19275967, 982.21118405, 982.22377408, 982.23237731,
       982.23825619, 982.24227345, 982.24501858, 982.24689443]), 3990: array([ 6807.72836955,  7115.43079931,  7396.42288508,  7653.02323863,
        7887.34920288,  8101.33432317,  8296.74430196,  8475.19156857,
        8638.14858417,  8786.9599918 ,  8922.85371174,  9046.95107373,
        9160.27606961,  9263.76380283,  9358.26820447,  9444.56907948,
        9523.37854125,  9595.34688761,  9661.0679668 ,  9721.08407761,
        9775.89044417,  9825.9393023 ,  9871.64363114,  9913.38056088,
        9951.49448461,  9986.29990014, 10018.08400504, 10047.10906648]), 3995: array([ 911.05819511, 1499.32619357, 1892.38121699, 2155.00344333,
       2330.47616256, 2447.71938155, 2526.05618774, 2578.39742554,
       2613.36955814, 2636.73641208, 2652.3491249 , 2662.78085877,
       2669.75088844, 2674.40795831, 2677.51960932, 2679.59867883,
       2680.98782241, 2681.91598757, 2682.53614706, 2682.95051059,
       2683.22737022, 2683.41235576, 2683.53595503, 2683.61853867,
       2683.67371746, 2683.71058552, 2683.73521915, 2683.75167827]), 4000: array([2090.00431319, 2469.88299228, 2786.32822926, 3049.93235742,
       3269.51896598, 3452.43825103, 3604.81304775, 3731.74377935,
       3837.47918293, 3925.5585269 , 3998.93008053, 4060.04980099,
       4110.96354133, 4153.37553103, 4188.70542152, 4218.13580597,
       4242.65180409, 4263.07403692, 4280.08609542, 4294.25742216,
       4306.06237225, 4315.89609137, 4324.08774241, 4330.91152352,
       4336.5958463 , 4341.33098141, 4345.27542745, 4348.56121639]), 4005: array([ 297.46596679,  323.77972666,  350.09348652,  376.40724639,
        402.72100625,  429.03476612,  455.34852599,  481.66228585,
        507.97604572,  534.28980559,  560.60356545,  586.91732532,
        613.23108519,  639.54484505,  665.85860492,  692.17236479,
        718.48612465,  744.79988452,  771.11364439,  797.42740425,
        823.74116412,  850.05492399,  876.36868385,  902.68244372,
        928.99620358,  955.30996345,  981.62372332, 1007.93748318]), 4010: array([283.37561509, 269.16449324, 259.81895991, 253.67314015,
       249.63151952, 246.97366458, 245.22580313, 244.0763726 ,
       243.32048285, 242.82339381, 242.49649758, 242.28152372,
       242.14015239, 242.04718361, 241.98604539, 241.9458396 ,
       241.91939943, 241.90201182, 241.89057735, 241.88305781,
       241.8781128 , 241.87486086, 241.87272231, 241.87131596,
       241.87039111, 241.86978291, 241.86938295, 241.86911992]), 4015: array([464.51923156, 475.20400311, 485.88877466, 496.5735462 ,
       507.25831775, 517.94308929, 528.62786084, 539.31263238,
       549.99740393, 560.68217547, 571.36694702, 582.05171856,
       592.73649011, 603.42126166, 614.1060332 , 624.79080475,
       635.47557629, 646.16034784, 656.84511938, 667.52989093,
       678.21466247, 688.89943402, 699.58420556, 710.26897711,
       720.95374865, 731.6385202 , 742.32329175, 753.00806329]), 4020: array([ 1.07250915,  2.10831327,  3.12156269,  4.11274855,  5.08235127,
        6.03084084,  6.95867698,  7.86630944,  8.75417815,  9.62271346,
       10.47233636, 11.30345867, 12.11648324, 12.91180416, 13.68980691,
       14.4508686 , 15.19535814, 15.92363636, 16.63605628, 17.33296322,
       18.01469496, 18.68158196, 19.33394745, 19.97210764, 20.59637185,
       21.20704268, 21.80441611, 22.38878169]), 4025: array([102.65946869, 104.00352124, 105.34757378, 106.69162632,
       108.03567886, 109.3797314 , 110.72378394, 112.06783649,
       113.41188903, 114.75594157, 116.09999411, 117.44404665,
       118.78809919, 120.13215174, 121.47620428, 122.82025682,
       124.16430936, 125.5083619 , 126.85241444, 128.19646699,
       129.54051953, 130.88457207, 132.22862461, 133.57267715,
       134.91672969, 136.26078224, 137.60483478, 138.94888732]), 4030: array([ 68.38777607,  72.41973765,  76.45169924,  80.48366082,
        84.51562241,  88.54758399,  92.57954558,  96.61150716,
       100.64346875, 104.67543033, 108.70739192, 112.73935351,
       116.77131509, 120.80327668, 124.83523826, 128.86719985,
       132.89916143, 136.93112302, 140.9630846 , 144.99504619,
       149.02700777, 153.05896936, 157.09093094, 161.12289253,
       165.15485411, 169.1868157 , 173.21877728, 177.25073887]), 4035: array([0.0405954 , 0.05085137, 0.06110735, 0.07136333, 0.08161931,
       0.09187529, 0.10213126, 0.11238724, 0.12264322, 0.1328992 ,
       0.14315517, 0.15341115, 0.16366713, 0.17392311, 0.18417908,
       0.19443506, 0.20469104, 0.21494702, 0.225203  , 0.23545897,
       0.24571495, 0.25597093, 0.26622691, 0.27648288, 0.28673886,
       0.29699484, 0.30725082, 0.3175068 ]), 4040: array([12.70955103, 13.1323354 , 13.55511978, 13.97790416, 14.40068853,
       14.82347291, 15.24625729, 15.66904167, 16.09182604, 16.51461042,
       16.9373948 , 17.36017918, 17.78296355, 18.20574793, 18.62853231,
       19.05131669, 19.47410106, 19.89688544, 20.31966982, 20.7424542 ,
       21.16523857, 21.58802295, 22.01080733, 22.4335917 , 22.85637608,
       23.27916046, 23.70194484, 24.12472921]), 4045: array([4.85636294, 3.9912814 , 3.82102326, 3.78751447, 3.78091955,
       3.77962159, 3.77936614, 3.77931586, 3.77930597, 3.77930402,
       3.77930364, 3.77930356, 3.77930355, 3.77930354, 3.77930354,
       3.77930354, 3.77930354, 3.77930354, 3.77930354, 3.77930354,
       3.77930354, 3.77930354, 3.77930354, 3.77930354, 3.77930354,
       3.77930354, 3.77930354, 3.77930354]), 4050: array([18.4561468 , 19.21967303, 19.98319926, 20.74672549, 21.51025172,
       22.27377794, 23.03730417, 23.8008304 , 24.56435663, 25.32788286,
       26.09140909, 26.85493532, 27.61846155, 28.38198778, 29.14551401,
       29.90904024, 30.67256647, 31.4360927 , 32.19961893, 32.96314516,
       33.72667139, 34.49019762, 35.25372385, 36.01725008, 36.7807763 ,
       37.54430253, 38.30782876, 39.07135499]), 4055: array([18.66226003, 19.22184062, 19.78142121, 20.3410018 , 20.90058239,
       21.46016299, 22.01974358, 22.57932417, 23.13890476, 23.69848535,
       24.25806594, 24.81764653, 25.37722713, 25.93680772, 26.49638831,
       27.0559689 , 27.61554949, 28.17513008, 28.73471067, 29.29429127,
       29.85387186, 30.41345245, 30.97303304, 31.53261363, 32.09219422,
       32.65177482, 33.21135541, 33.770936  ]), 4060: array([2.68704865, 2.84983786, 3.01262706, 3.17541627, 3.33820548,
       3.50099469, 3.6637839 , 3.82657311, 3.98936232, 4.15215153,
       4.31494074, 4.47772994, 4.64051915, 4.80330836, 4.96609757,
       5.12888678, 5.29167599, 5.4544652 , 5.61725441, 5.78004362,
       5.94283282, 6.10562203, 6.26841124, 6.43120045, 6.59398966,
       6.75677887, 6.91956808, 7.08235729]), 4065: array([ 7.13380949,  7.25559614,  7.37738279,  7.49916944,  7.62095608,
        7.74274273,  7.86452938,  7.98631603,  8.10810268,  8.22988932,
        8.35167597,  8.47346262,  8.59524927,  8.71703592,  8.83882256,
        8.96060921,  9.08239586,  9.20418251,  9.32596915,  9.4477558 ,
        9.56954245,  9.6913291 ,  9.81311575,  9.93490239, 10.05668904,
       10.17847569, 10.30026234, 10.42204899]), 4070: array([3.34372534, 3.58335496, 3.82298459, 4.06261421, 4.30224383,
       4.54187346, 4.78150308, 5.02113271, 5.26076233, 5.50039196,
       5.74002158, 5.97965121, 6.21928083, 6.45891045, 6.69854008,
       6.9381697 , 7.17779933, 7.41742895, 7.65705858, 7.8966882 ,
       8.13631783, 8.37594745, 8.61557708, 8.8552067 , 9.09483632,
       9.33446595, 9.57409557, 9.8137252 ]), 4075: array([2.63044604, 2.83751955, 3.04459306, 3.25166656, 3.45874007,
       3.66581358, 3.87288709, 4.0799606 , 4.28703411, 4.49410762,
       4.70118113, 4.90825464, 5.11532815, 5.32240165, 5.52947516,
       5.73654867, 5.94362218, 6.15069569, 6.3577692 , 6.56484271,
       6.77191622, 6.97898973, 7.18606324, 7.39313674, 7.60021025,
       7.80728376, 8.01435727, 8.22143078]), 4080: array([0.25465317, 0.27899473, 0.30333629, 0.32767784, 0.3520194 ,
       0.37636096, 0.40070251, 0.42504407, 0.44938563, 0.47372718,
       0.49806874, 0.5224103 , 0.54675185, 0.57109341, 0.59543497,
       0.61977653, 0.64411808, 0.66845964, 0.6928012 , 0.71714275,
       0.74148431, 0.76582587, 0.79016742, 0.81450898, 0.83885054,
       0.86319209, 0.88753365, 0.91187521]), 4085: array([0.47959151, 0.50362762, 0.52766373, 0.55169984, 0.57573595,
       0.59977206, 0.62380816, 0.64784427, 0.67188038, 0.69591649,
       0.7199526 , 0.74398871, 0.76802482, 0.79206093, 0.81609704,
       0.84013315, 0.86416926, 0.88820537, 0.91224148, 0.93627759,
       0.9603137 , 0.98434981, 1.00838592, 1.03242203, 1.05645814,
       1.08049425, 1.10453036, 1.12856647]), 4090: array([0.00470726, 0.00829295, 0.01186161, 0.01541333, 0.0189482 ,
       0.02246628, 0.02596766, 0.02945241, 0.03292063, 0.03637238,
       0.03980774, 0.04322679, 0.04662961, 0.05001628, 0.05338687,
       0.05674146, 0.06008012, 0.06340294, 0.06670998, 0.07000131,
       0.07327703, 0.07653719, 0.07978188, 0.08301116, 0.08622511,
       0.08942381, 0.09260732, 0.09577571]), 4095: array([0.00305224, 0.00341732, 0.00346313, 0.00346887, 0.00346959,
       0.00346969, 0.0034697 , 0.0034697 , 0.0034697 , 0.0034697 ,
       0.0034697 , 0.0034697 , 0.0034697 , 0.0034697 , 0.0034697 ,
       0.0034697 , 0.0034697 , 0.0034697 , 0.0034697 , 0.0034697 ,
       0.0034697 , 0.0034697 , 0.0034697 , 0.0034697 , 0.0034697 ,
       0.0034697 , 0.0034697 , 0.0034697 ]), 4100: array([0.00786001, 0.00799622, 0.00813242, 0.00826862, 0.00840483,
       0.00854103, 0.00867724, 0.00881344, 0.00894964, 0.00908585,
       0.00922205, 0.00935826, 0.00949446, 0.00963066, 0.00976687,
       0.00990307, 0.01003928, 0.01017548, 0.01031169, 0.01044789,
       0.01058409, 0.0107203 , 0.0108565 , 0.01099271, 0.01112891,
       0.01126511, 0.01140132, 0.01153752]), 4105: array([0.01639203, 0.01693869, 0.01748535, 0.01803201, 0.01857866,
       0.01912532, 0.01967198, 0.02021864, 0.0207653 , 0.02131195,
       0.02185861, 0.02240527, 0.02295193, 0.02349858, 0.02404524,
       0.0245919 , 0.02513856, 0.02568521, 0.02623187, 0.02677853,
       0.02732519, 0.02787184, 0.0284185 , 0.02896516, 0.02951182,
       0.03005847, 0.03060513, 0.03115179]), 4110: array([0.01185217, 0.01484193, 0.01637334, 0.01715775, 0.01755955,
       0.01776535, 0.01787077, 0.01792477, 0.01795242, 0.01796659,
       0.01797385, 0.01797757, 0.01797947, 0.01798044, 0.01798094,
       0.0179812 , 0.01798133, 0.0179814 , 0.01798143, 0.01798145,
       0.01798146, 0.01798146, 0.01798147, 0.01798147, 0.01798147,
       0.01798147, 0.01798147, 0.01798147]), 4115: array([0.00225867, 0.00438999, 0.00652131, 0.00865262, 0.01078394,
       0.01291526, 0.01504658, 0.0171779 , 0.01930921, 0.02144053,
       0.02357185, 0.02570317, 0.02783449, 0.0299658 , 0.03209712,
       0.03422844, 0.03635976, 0.03849107, 0.04062239, 0.04275371,
       0.04488503, 0.04701635, 0.04914766, 0.05127898, 0.0534103 ,
       0.05554162, 0.05767293, 0.05980425]), 4120: array([0.75184552, 0.68435184, 0.62775289, 0.58029007, 0.54048863,
       0.50711189, 0.47912277, 0.45565162, 0.43596915, 0.41946379,
       0.40562271, 0.39401584, 0.38428253, 0.37612036, 0.36927572,
       0.36353593, 0.35872265, 0.35468632, 0.35130153, 0.34846311,
       0.34608286, 0.34408683, 0.34241299, 0.34100935, 0.33983227,
       0.3388452 , 0.33801746, 0.33732334]), 4125: array([0.02415667, 0.03570644, 0.04725621, 0.05880598, 0.07035575,
       0.08190552, 0.09345529, 0.10500506, 0.11655483, 0.1281046 ,
       0.13965437, 0.15120414, 0.16275391, 0.17430368, 0.18585345,
       0.19740322, 0.20895299, 0.22050275, 0.23205252, 0.24360229,
       0.25515206, 0.26670183, 0.2782516 , 0.28980137, 0.30135114,
       0.31290091, 0.32445068, 0.33600045]), 4130: array([0.18847333, 0.1371767 , 0.11105205, 0.09774713, 0.09097112,
       0.08752019, 0.08576268, 0.08486761, 0.08441176, 0.0841796 ,
       0.08406137, 0.08400115, 0.08397049, 0.08395487, 0.08394691,
       0.08394286, 0.0839408 , 0.08393975, 0.08393921, 0.08393894,
       0.0839388 , 0.08393873, 0.0839387 , 0.08393868, 0.08393867,
       0.08393866, 0.08393866, 0.08393866]), 4135: array([0.67279105, 0.71055387, 0.74831668, 0.7860795 , 0.82384231,
       0.86160513, 0.89936795, 0.93713076, 0.97489358, 1.01265639,
       1.05041921, 1.08818202, 1.12594484, 1.16370766, 1.20147047,
       1.23923329, 1.2769961 , 1.31475892, 1.35252173, 1.39028455,
       1.42804737, 1.46581018, 1.503573  , 1.54133581, 1.57909863,
       1.61686144, 1.65462426, 1.69238707]), 4140: array([0.18538943, 0.18504594, 0.18478217, 0.1845796 , 0.18442404,
       0.18430458, 0.18421284, 0.18414239, 0.18408829, 0.18404674,
       0.18401483, 0.18399033, 0.18397151, 0.18395706, 0.18394597,
       0.18393745, 0.1839309 , 0.18392588, 0.18392202, 0.18391905,
       0.18391678, 0.18391503, 0.18391369, 0.18391266, 0.18391186,
       0.18391126, 0.18391079, 0.18391043]), 4145: array([0.01100655, 0.0145899 , 0.01817325, 0.0217566 , 0.02533994,
       0.02892328, 0.03250662, 0.03608995, 0.03967327, 0.0432566 ,
       0.04683992, 0.05042324, 0.05400655, 0.05758986, 0.06117316,
       0.06475647, 0.06833976, 0.07192306, 0.07550635, 0.07908964,
       0.08267292, 0.0862562 , 0.08983947, 0.09342274, 0.09700601,
       0.10058928, 0.10417254, 0.10775579]), 4150: array([0.00437622, 0.00846294, 0.01254965, 0.01663636, 0.02072307,
       0.02480978, 0.0288965 , 0.03298321, 0.03706992, 0.04115663,
       0.04524335, 0.04933006, 0.05341677, 0.05750348, 0.06159019,
       0.06567691, 0.06976362, 0.07385033, 0.07793704, 0.08202375,
       0.08611047, 0.09019718, 0.09428389, 0.0983706 , 0.10245731,
       0.10654403, 0.11063074, 0.11471745]), 4155: array([0.09157141, 0.0939442 , 0.096317  , 0.09868979, 0.10106259,
       0.10343539, 0.10580818, 0.10818098, 0.11055377, 0.11292657,
       0.11529936, 0.11767216, 0.12004495, 0.12241775, 0.12479054,
       0.12716334, 0.12953613, 0.13190893, 0.13428172, 0.13665452,
       0.13902731, 0.14140011, 0.1437729 , 0.1461457 , 0.1485185 ,
       0.15089129, 0.15326409, 0.15563688]), 4160: array([0.64307186, 0.64253828, 0.64204835, 0.6415985 , 0.64118545,
       0.64080619, 0.64045795, 0.6401382 , 0.63984461, 0.63957503,
       0.63932751, 0.63910023, 0.63889155, 0.63869993, 0.63852399,
       0.63836245, 0.63821412, 0.63807792, 0.63795286, 0.63783804,
       0.63773261, 0.6376358 , 0.63754691, 0.63746529, 0.63739035,
       0.63732154, 0.63725836, 0.63720035]), 4165: array([0.01756351, 0.02635155, 0.03372693, 0.03991671, 0.0451115 ,
       0.04947122, 0.05313012, 0.05620085, 0.05877796, 0.06094081,
       0.06275597, 0.06427936, 0.06555785, 0.06663083, 0.06753133,
       0.06828708, 0.06892133, 0.06945364, 0.06990037, 0.07027529,
       0.07058995, 0.07085402, 0.07107564, 0.07126164, 0.07141774,
       0.07154874, 0.07165869, 0.07175096]), 4170: array([0.07661226, 0.07702828, 0.07742231, 0.07779551, 0.07814899,
       0.07848379, 0.07880089, 0.07910123, 0.07938569, 0.07965512,
       0.07991031, 0.080152  , 0.08038093, 0.08059775, 0.08080311,
       0.08099762, 0.08118185, 0.08135634, 0.08152161, 0.08167814,
       0.08182639, 0.08196682, 0.08209982, 0.08222578, 0.0823451 ,
       0.0824581 , 0.08256513, 0.08266651]), 4175: array([0.53165515, 0.54657806, 0.56150098, 0.57642389, 0.5913468 ,
       0.60626972, 0.62119263, 0.63611554, 0.65103845, 0.66596137,
       0.68088428, 0.69580719, 0.71073011, 0.72565302, 0.74057593,
       0.75549885, 0.77042176, 0.78534467, 0.80026758, 0.8151905 ,
       0.83011341, 0.84503632, 0.85995924, 0.87488215, 0.88980506,
       0.90472797, 0.91965089, 0.9345738 ]), 4180: array([0.14261401, 0.14676256, 0.15091111, 0.15505967, 0.15920822,
       0.16335678, 0.16750533, 0.17165389, 0.17580244, 0.179951  ,
       0.18409955, 0.1882481 , 0.19239666, 0.19654521, 0.20069377,
       0.20484232, 0.20899088, 0.21313943, 0.21728799, 0.22143654,
       0.22558509, 0.22973365, 0.2338822 , 0.23803076, 0.24217931,
       0.24632787, 0.25047642, 0.25462498]), 4185: array([0.03183481, 0.03455035, 0.0372659 , 0.03998144, 0.04269698,
       0.04541253, 0.04812807, 0.05084362, 0.05355916, 0.0562747 ,
       0.05899025, 0.06170579, 0.06442133, 0.06713687, 0.06985242,
       0.07256796, 0.0752835 , 0.07799905, 0.08071459, 0.08343013,
       0.08614568, 0.08886122, 0.09157676, 0.0942923 , 0.09700785,
       0.09972339, 0.10243893, 0.10515447]), 4190: array([0.00663377, 0.00909804, 0.01156231, 0.01402658, 0.01649084,
       0.01895511, 0.02141938, 0.02388365, 0.02634792, 0.02881218,
       0.03127645, 0.03374072, 0.03620499, 0.03866926, 0.04113352,
       0.04359779, 0.04606206, 0.04852633, 0.0509906 , 0.05345487,
       0.05591913, 0.0583834 , 0.06084767, 0.06331194, 0.06577621,
       0.06824048, 0.07070475, 0.07316902]), 4195: array([0.1586329 , 0.16628822, 0.17394354, 0.18159886, 0.18925418,
       0.1969095 , 0.20456482, 0.21222014, 0.21987546, 0.22753078,
       0.2351861 , 0.24284142, 0.25049674, 0.25815206, 0.26580738,
       0.2734627 , 0.28111802, 0.28877334, 0.29642866, 0.30408398,
       0.3117393 , 0.31939462, 0.32704994, 0.33470526, 0.34236058,
       0.3500159 , 0.35767122, 0.36532654]), 4200: array([0.49856993, 0.51781955, 0.53706916, 0.55631878, 0.5755684 ,
       0.59481802, 0.61406764, 0.63331726, 0.65256688, 0.6718165 ,
       0.69106612, 0.71031574, 0.72956536, 0.74881498, 0.7680646 ,
       0.78731422, 0.80656383, 0.82581345, 0.84506307, 0.86431269,
       0.88356231, 0.90281193, 0.92206155, 0.94131117, 0.96056079,
       0.97981041, 0.99906003, 1.01830965]), 4205: array([0.00988615, 0.00999259, 0.01009903, 0.01020547, 0.01031191,
       0.01041835, 0.01052479, 0.01063123, 0.01073767, 0.01084411,
       0.01095055, 0.01105699, 0.01116343, 0.01126987, 0.01137632,
       0.01148276, 0.0115892 , 0.01169564, 0.01180208, 0.01190852,
       0.01201496, 0.0121214 , 0.01222784, 0.01233428, 0.01244072,
       0.01254716, 0.0126536 , 0.01276004]), 4210: array([0.60587218, 0.53919141, 0.4865231 , 0.44492264, 0.4120642 ,
       0.38611072, 0.36561116, 0.34941943, 0.33663027, 0.32652866,
       0.31854982, 0.31224767, 0.30726988, 0.30333813, 0.30023261,
       0.29777969, 0.29584223, 0.29431191, 0.29310318, 0.29214846,
       0.29139436, 0.29079873, 0.29032827, 0.28995667, 0.28966316,
       0.28943133, 0.28924822, 0.28910358]), 4215: array([0.05945156, 0.07921521, 0.09897886, 0.11874251, 0.13850617,
       0.15826982, 0.17803347, 0.19779712, 0.21756077, 0.23732442,
       0.25708807, 0.27685172, 0.29661537, 0.31637902, 0.33614267,
       0.35590632, 0.37566997, 0.39543362, 0.41519727, 0.43496092,
       0.45472457, 0.47448822, 0.49425187, 0.51401552, 0.53377917,
       0.55354282, 0.57330647, 0.59307012]), 4220: array([0.27565756, 0.25515868, 0.24039104, 0.22975226, 0.22208795,
       0.21656649, 0.21258877, 0.20972317, 0.20765876, 0.20617153,
       0.20510011, 0.20432825, 0.20377219, 0.2033716 , 0.20308301,
       0.20287511, 0.20272533, 0.20261743, 0.2025397 , 0.2024837 ,
       0.20244335, 0.20241429, 0.20239335, 0.20237827, 0.2023674 ,
       0.20235957, 0.20235393, 0.20234987]), 4225: array([ 5.32309672,  5.56300118,  5.80290563,  6.04281009,  6.28271454,
        6.522619  ,  6.76252345,  7.0024279 ,  7.24233236,  7.48223681,
        7.72214127,  7.96204572,  8.20195018,  8.44185463,  8.68175909,
        8.92166354,  9.161568  ,  9.40147245,  9.64137691,  9.88128136,
       10.12118582, 10.36109027, 10.60099473, 10.84089918, 11.08080363,
       11.32070809, 11.56061254, 11.800517  ]), 4230: array([2.15856662, 2.15872342, 2.15883222, 2.15890772, 2.15896011,
       2.15899647, 2.1590217 , 2.1590392 , 2.15905135, 2.15905978,
       2.15906563, 2.15906969, 2.1590725 , 2.15907446, 2.15907581,
       2.15907676, 2.15907741, 2.15907786, 2.15907818, 2.15907839,
       2.15907855, 2.15907865, 2.15907872, 2.15907877, 2.15907881,
       2.15907883, 2.15907885, 2.15907886]), 4235: array([0.04964757, 0.06001556, 0.07023201, 0.08029913, 0.09021912,
       0.09999411, 0.10962622, 0.11911756, 0.12847017, 0.13768608,
       0.14676729, 0.15571576, 0.16453345, 0.17322226, 0.18178406,
       0.19022073, 0.19853409, 0.20672594, 0.21479806, 0.22275219,
       0.23059006, 0.23831338, 0.24592381, 0.253423  , 0.26081259,
       0.26809417, 0.27526932, 0.2823396 ]), 4240: array([2.27725008, 2.33372407, 2.39019807, 2.44667207, 2.50314607,
       2.55962007, 2.61609407, 2.67256807, 2.72904207, 2.78551606,
       2.84199006, 2.89846406, 2.95493806, 3.01141206, 3.06788606,
       3.12436006, 3.18083405, 3.23730805, 3.29378205, 3.35025605,
       3.40673005, 3.46320405, 3.51967805, 3.57615205, 3.63262604,
       3.68910004, 3.74557404, 3.80204804]), 4245: array([4.23948997, 4.28415607, 4.32882218, 4.37348829, 4.41815439,
       4.4628205 , 4.50748661, 4.55215271, 4.59681882, 4.64148492,
       4.68615103, 4.73081714, 4.77548324, 4.82014935, 4.86481545,
       4.90948156, 4.95414767, 4.99881377, 5.04347988, 5.08814599,
       5.13281209, 5.1774782 , 5.2221443 , 5.26681041, 5.31147652,
       5.35614262, 5.40080873, 5.44547483]), 4250: array([0.24594776, 0.25459533, 0.2632429 , 0.27189046, 0.28053803,
       0.28918559, 0.29783316, 0.30648073, 0.31512829, 0.32377586,
       0.33242342, 0.34107099, 0.34971855, 0.35836612, 0.36701369,
       0.37566125, 0.38430882, 0.39295638, 0.40160395, 0.41025152,
       0.41889908, 0.42754665, 0.43619421, 0.44484178, 0.45348934,
       0.46213691, 0.47078448, 0.47943204]), 4255: array([0.04264132, 0.04635331, 0.04757945, 0.04798446, 0.04811824,
       0.04816243, 0.04817703, 0.04818185, 0.04818345, 0.04818397,
       0.04818415, 0.0481842 , 0.04818422, 0.04818423, 0.04818423,
       0.04818423, 0.04818423, 0.04818423, 0.04818423, 0.04818423,
       0.04818423, 0.04818423, 0.04818423, 0.04818423, 0.04818423,
       0.04818423, 0.04818423, 0.04818423]), 4260: array([0.6967788 , 0.73539086, 0.77400292, 0.81261497, 0.85122703,
       0.88983909, 0.92845115, 0.96706321, 1.00567527, 1.04428733,
       1.08289939, 1.12151144, 1.1601235 , 1.19873556, 1.23734762,
       1.27595968, 1.31457174, 1.3531838 , 1.39179585, 1.43040791,
       1.46901997, 1.50763203, 1.54624409, 1.58485615, 1.62346821,
       1.66208026, 1.70069232, 1.73930438]), 4265: array([0.59931302, 0.61271348, 0.62611394, 0.63951441, 0.65291487,
       0.66631533, 0.67971579, 0.69311625, 0.70651671, 0.71991717,
       0.73331764, 0.7467181 , 0.76011856, 0.77351902, 0.78691948,
       0.80031994, 0.8137204 , 0.82712087, 0.84052133, 0.85392179,
       0.86732225, 0.88072271, 0.89412317, 0.90752364, 0.9209241 ,
       0.93432456, 0.94772502, 0.96112548]), 4270: array([0.0128027 , 0.02548882, 0.03817494, 0.05086106, 0.06354717,
       0.07623329, 0.08891941, 0.10160553, 0.11429165, 0.12697777,
       0.13966389, 0.15235001, 0.16503613, 0.17772224, 0.19040836,
       0.20309448, 0.2157806 , 0.22846672, 0.24115284, 0.25383896,
       0.26652508, 0.2792112 , 0.29189731, 0.30458343, 0.31726955,
       0.32995567, 0.34264179, 0.35532791]), 4275: array([0.00651921, 0.01145654, 0.01639386, 0.02133119, 0.02626852,
       0.03120584, 0.03614317, 0.04108049, 0.04601782, 0.05095515,
       0.05589247, 0.0608298 , 0.06576713, 0.07070445, 0.07564178,
       0.08057911, 0.08551643, 0.09045376, 0.09539109, 0.10032841,
       0.10526574, 0.11020307, 0.11514039, 0.12007772, 0.12501505,
       0.12995237, 0.1348897 , 0.13982702]), 4280: array([0.02586823, 0.02593037, 0.02596145, 0.025977  , 0.02598477,
       0.02598866, 0.02599061, 0.02599158, 0.02599207, 0.02599231,
       0.02599244, 0.0259925 , 0.02599253, 0.02599254, 0.02599255,
       0.02599255, 0.02599256, 0.02599256, 0.02599256, 0.02599256,
       0.02599256, 0.02599256, 0.02599256, 0.02599256, 0.02599256,
       0.02599256, 0.02599256, 0.02599256]), 4285: array([0.03717731, 0.03761262, 0.03804793, 0.03848323, 0.03891854,
       0.03935385, 0.03978915, 0.04022446, 0.04065977, 0.04109507,
       0.04153038, 0.04196569, 0.04240099, 0.0428363 , 0.04327161,
       0.04370691, 0.04414222, 0.04457753, 0.04501283, 0.04544814,
       0.04588345, 0.04631875, 0.04675406, 0.04718937, 0.04762467,
       0.04805998, 0.04849529, 0.04893059]), 4290: array([0.38408773, 0.40015854, 0.41622936, 0.43230018, 0.448371  ,
       0.46444181, 0.48051263, 0.49658345, 0.51265427, 0.52872508,
       0.5447959 , 0.56086672, 0.57693753, 0.59300835, 0.60907917,
       0.62514999, 0.6412208 , 0.65729162, 0.67336244, 0.68943325,
       0.70550407, 0.72157489, 0.73764571, 0.75371652, 0.76978734,
       0.78585816, 0.80192897, 0.81799979]), 4295: array([2.95999468e-05, 2.96015753e-05, 2.96032039e-05, 2.96048325e-05,
       2.96064611e-05, 2.96080896e-05, 2.96097182e-05, 2.96113468e-05,
       2.96129754e-05, 2.96146039e-05, 2.96162325e-05, 2.96178611e-05,
       2.96194896e-05, 2.96211182e-05, 2.96227468e-05, 2.96243754e-05,
       2.96260039e-05, 2.96276325e-05, 2.96292611e-05, 2.96308896e-05,
       2.96325182e-05, 2.96341468e-05, 2.96357754e-05, 2.96374039e-05,
       2.96390325e-05, 2.96406611e-05, 2.96422897e-05, 2.96439182e-05]), 4300: array([0.07632494, 0.07936874, 0.08241253, 0.08545632, 0.08850012,
       0.09154391, 0.09458771, 0.0976315 , 0.10067529, 0.10371909,
       0.10676288, 0.10980668, 0.11285047, 0.11589426, 0.11893806,
       0.12198185, 0.12502565, 0.12806944, 0.13111323, 0.13415703,
       0.13720082, 0.14024462, 0.14328841, 0.1463322 , 0.149376  ,
       0.15241979, 0.15546359, 0.15850738]), 4305: array([0.03132665, 0.03400144, 0.03642791, 0.03862911, 0.04062595,
       0.04243741, 0.0440807 , 0.04557142, 0.04692375, 0.04815053,
       0.04926342, 0.05027298, 0.05118883, 0.05201964, 0.05277333,
       0.05345704, 0.05407728, 0.05463993, 0.05515035, 0.05561339,
       0.05603343, 0.05641448, 0.05676016, 0.05707374, 0.05735821,
       0.05761626, 0.05785037, 0.05806273]), 4310: array([0.00394259, 0.00366543, 0.00340774, 0.00316818, 0.00294545,
       0.00273838, 0.00254587, 0.00236689, 0.0022005 , 0.0020458 ,
       0.00190198, 0.00176827, 0.00164396, 0.00152839, 0.00142094,
       0.00132105, 0.00122818, 0.00114183, 0.00106156, 0.00098693,
       0.00091755, 0.00085305, 0.00079308, 0.00073732, 0.00068549,
       0.0006373 , 0.0005925 , 0.00055084]), 4315: array([4.04638071e-04, 3.62161051e-04, 3.24143073e-04, 2.90116046e-04,
       2.59661020e-04, 2.32403022e-04, 2.08006442e-04, 1.86170903e-04,
       1.66627558e-04, 1.49135783e-04, 1.33480214e-04, 1.19468094e-04,
       1.06926902e-04, 9.57022263e-05, 8.56558652e-05, 7.66641248e-05,
       6.86162957e-05, 6.14132906e-05, 5.49664237e-05, 4.91963192e-05,
       4.40319335e-05, 3.94096813e-05, 3.52726517e-05, 3.15699084e-05,
       2.82558620e-05, 2.52897089e-05, 2.26349289e-05, 2.02588354e-05]), 4320: array([0.03390118, 0.03511754, 0.0363339 , 0.03755027, 0.03876663,
       0.03998299, 0.04119936, 0.04241572, 0.04363208, 0.04484845,
       0.04606481, 0.04728117, 0.04849754, 0.0497139 , 0.05093026,
       0.05214663, 0.05336299, 0.05457935, 0.05579572, 0.05701208,
       0.05822844, 0.05944481, 0.06066117, 0.06187753, 0.0630939 ,
       0.06431026, 0.06552662, 0.06674299]), 4325: array([0.01158831, 0.01183069, 0.01207307, 0.01231544, 0.01255782,
       0.0128002 , 0.01304258, 0.01328496, 0.01352734, 0.01376972,
       0.0140121 , 0.01425448, 0.01449686, 0.01473924, 0.01498162,
       0.015224  , 0.01546638, 0.01570876, 0.01595114, 0.01619352,
       0.0164359 , 0.01667828, 0.01692066, 0.01716304, 0.01740541,
       0.01764779, 0.01789017, 0.01813255]), 4330: array([0.00920619, 0.0092356 , 0.00925033, 0.00925771, 0.00926141,
       0.00926326, 0.00926419, 0.00926466, 0.00926489, 0.009265  ,
       0.00926506, 0.00926509, 0.00926511, 0.00926511, 0.00926512,
       0.00926512, 0.00926512, 0.00926512, 0.00926512, 0.00926512,
       0.00926512, 0.00926512, 0.00926512, 0.00926512, 0.00926512,
       0.00926512, 0.00926512, 0.00926512]), 4335: array([0.00644163, 0.00627613, 0.00611488, 0.00595778, 0.00580471,
       0.00565557, 0.00551027, 0.0053687 , 0.00523077, 0.00509638,
       0.00496544, 0.00483787, 0.00471357, 0.00459247, 0.00447448,
       0.00435952, 0.00424751, 0.00413839, 0.00403206, 0.00392847,
       0.00382754, 0.0037292 , 0.00363339, 0.00354004, 0.00344909,
       0.00336048, 0.00327414, 0.00319002]), 4340: array([0.00728986, 0.00857346, 0.00985705, 0.01114065, 0.01242424,
       0.01370784, 0.01499143, 0.01627503, 0.01755863, 0.01884222,
       0.02012582, 0.02140941, 0.02269301, 0.0239766 , 0.0252602 ,
       0.02654379, 0.02782739, 0.02911098, 0.03039458, 0.03167818,
       0.03296177, 0.03424537, 0.03552896, 0.03681256, 0.03809615,
       0.03937975, 0.04066334, 0.04194694]), 4345: array([0.00184183, 0.00344889, 0.00505595, 0.00666301, 0.00827007,
       0.00987713, 0.01148419, 0.01309125, 0.01469832, 0.01630538,
       0.01791244, 0.0195195 , 0.02112656, 0.02273362, 0.02434068,
       0.02594774, 0.0275548 , 0.02916186, 0.03076892, 0.03237598,
       0.03398304, 0.0355901 , 0.03719716, 0.03880422, 0.04041128,
       0.04201834, 0.0436254 , 0.04523246]), 4350: array([0.03528651, 0.03920684, 0.04312717, 0.0470475 , 0.05096783,
       0.05488817, 0.0588085 , 0.06272883, 0.06664916, 0.07056949,
       0.07448983, 0.07841016, 0.08233049, 0.08625082, 0.09017115,
       0.09409149, 0.09801182, 0.10193215, 0.10585248, 0.10977281,
       0.11369315, 0.11761348, 0.12153381, 0.12545414, 0.12937447,
       0.1332948 , 0.13721514, 0.14113547]), 4355: array([0.02359915, 0.02648617, 0.02921068, 0.03178183, 0.03420824,
       0.03649807, 0.038659  , 0.0406983 , 0.0426228 , 0.04443897,
       0.04615291, 0.04777037, 0.04929679, 0.05073728, 0.05209668,
       0.05337956, 0.05459023, 0.05573275, 0.05681096, 0.05782848,
       0.05878871, 0.0596949 , 0.06055008, 0.06135712, 0.06211873,
       0.06283747, 0.06351575, 0.06415585]), 4360: array([0.00554185, 0.00558375, 0.0056047 , 0.00561518, 0.00562042,
       0.00562304, 0.00562435, 0.005625  , 0.00562533, 0.00562549,
       0.00562558, 0.00562562, 0.00562564, 0.00562565, 0.00562565,
       0.00562566, 0.00562566, 0.00562566, 0.00562566, 0.00562566,
       0.00562566, 0.00562566, 0.00562566, 0.00562566, 0.00562566,
       0.00562566, 0.00562566, 0.00562566]), 4365: array([0.00516461, 0.00516461, 0.00516461, 0.00516461, 0.00516461,
       0.00516461, 0.00516461, 0.00516461, 0.00516461, 0.00516461,
       0.00516461, 0.00516461, 0.00516461, 0.00516461, 0.00516461,
       0.00516461, 0.00516461, 0.00516461, 0.00516461, 0.00516461,
       0.00516461, 0.00516461, 0.00516461, 0.00516461, 0.00516461,
       0.00516461, 0.00516461, 0.00516461]), 4370: array([0.04041135, 0.04444123, 0.04847111, 0.052501  , 0.05653088,
       0.06056076, 0.06459064, 0.06862052, 0.0726504 , 0.07668028,
       0.08071016, 0.08474004, 0.08876993, 0.09279981, 0.09682969,
       0.10085957, 0.10488945, 0.10891933, 0.11294921, 0.11697909,
       0.12100898, 0.12503886, 0.12906874, 0.13309862, 0.1371285 ,
       0.14115838, 0.14518826, 0.14921814]), 4375: array([0.00691547, 0.00777651, 0.00796691, 0.00800901, 0.00801832,
       0.00802038, 0.00802084, 0.00802094, 0.00802096, 0.00802097,
       0.00802097, 0.00802097, 0.00802097, 0.00802097, 0.00802097,
       0.00802097, 0.00802097, 0.00802097, 0.00802097, 0.00802097,
       0.00802097, 0.00802097, 0.00802097, 0.00802097, 0.00802097,
       0.00802097, 0.00802097, 0.00802097]), 4380: array([0.30948822, 0.28188062, 0.25946586, 0.24126719, 0.22649159,
       0.21449521, 0.20475527, 0.19684737, 0.1904269 , 0.18521408,
       0.18098177, 0.17754553, 0.17475563, 0.1724905 , 0.17065142,
       0.16915826, 0.16794596, 0.16696169, 0.16616255, 0.16551373,
       0.16498694, 0.16455924, 0.16421199, 0.16393006, 0.16370115,
       0.1635153 , 0.16336441, 0.1632419 ]), 4385: array([0.00634733, 0.0125541 , 0.01875803, 0.02495914, 0.03115741,
       0.03735286, 0.04354548, 0.04973528, 0.05592225, 0.0621064 ,
       0.06828772, 0.07446623, 0.08064192, 0.0868148 , 0.09298485,
       0.09915209, 0.10531652, 0.11147814, 0.11763694, 0.12379294,
       0.12994613, 0.13609651, 0.14224408, 0.14838885, 0.15453082,
       0.16066998, 0.16680634, 0.17293991]), 4390: array([0.01492049, 0.01786541, 0.02064032, 0.02325504, 0.02571882,
       0.02804037, 0.03022791, 0.03228916, 0.03423142, 0.03606155,
       0.03778604, 0.03941097, 0.0409421 , 0.04238484, 0.0437443 ,
       0.04502527, 0.0462323 , 0.04736965, 0.04844134, 0.04945116,
       0.05040269, 0.05129929, 0.05214413, 0.0529402 , 0.05369032,
       0.05439713, 0.05506314, 0.0556907 ]), 4395: array([0.00315349, 0.00629917, 0.00944486, 0.01259054, 0.01573623,
       0.01888192, 0.0220276 , 0.02517329, 0.02831897, 0.03146466,
       0.03461034, 0.03775603, 0.04090172, 0.0440474 , 0.04719309,
       0.05033877, 0.05348446, 0.05663014, 0.05977583, 0.06292152,
       0.0660672 , 0.06921289, 0.07235857, 0.07550426, 0.07864995,
       0.08179563, 0.08494132, 0.088087  ]), 4400: array([0.00979067, 0.01414113, 0.01829363, 0.02225715, 0.02604031,
       0.02965131, 0.03309798, 0.0363878 , 0.03952791, 0.04252513,
       0.04538595, 0.04811659, 0.05072296, 0.05321072, 0.05558528,
       0.05785177, 0.06001513, 0.06208003, 0.06405097, 0.06593222,
       0.06772785, 0.06944178, 0.0710777 , 0.07263918, 0.07412961,
       0.07555221, 0.07691007, 0.07820613]), 4405: array([0.43233154, 0.44335414, 0.45437674, 0.46539935, 0.47642195,
       0.48744455, 0.49846716, 0.50948976, 0.52051236, 0.53153496,
       0.54255757, 0.55358017, 0.56460277, 0.57562538, 0.58664798,
       0.59767058, 0.60869318, 0.61971579, 0.63073839, 0.64176099,
       0.6527836 , 0.6638062 , 0.6748288 , 0.68585141, 0.69687401,
       0.70789661, 0.71891921, 0.72994182]), 4410: array([0.13315033, 0.13516894, 0.13718754, 0.13920615, 0.14122475,
       0.14324336, 0.14526196, 0.14728057, 0.14929917, 0.15131778,
       0.15333639, 0.15535499, 0.1573736 , 0.1593922 , 0.16141081,
       0.16342941, 0.16544802, 0.16746663, 0.16948523, 0.17150384,
       0.17352244, 0.17554105, 0.17755965, 0.17957826, 0.18159686,
       0.18361547, 0.18563408, 0.18765268]), 4415: array([1.61780426, 1.70274198, 1.7876797 , 1.87261742, 1.95755514,
       2.04249286, 2.12743058, 2.2123683 , 2.29730601, 2.38224373,
       2.46718145, 2.55211917, 2.63705689, 2.72199461, 2.80693233,
       2.89187005, 2.97680777, 3.06174549, 3.14668321, 3.23162092,
       3.31655864, 3.40149636, 3.48643408, 3.5713718 , 3.65630952,
       3.74124724, 3.82618496, 3.91112268]), 4420: array([0.1458444 , 0.16849372, 0.18981204, 0.20987756, 0.22876392,
       0.2465404 , 0.26327223, 0.2790208 , 0.2938439 , 0.3077959 ,
       0.32092799, 0.33328837, 0.34492238, 0.35587271, 0.36617953,
       0.37588067, 0.3850117 , 0.39360615, 0.40169553, 0.40930953,
       0.41647609, 0.42322151, 0.42957052, 0.43554642, 0.44117115,
       0.44646533, 0.4514484 , 0.45613863]), 4425: array([0.07722164, 0.07919651, 0.08117139, 0.08314626, 0.08512113,
       0.08709601, 0.08907088, 0.09104575, 0.09302063, 0.0949955 ,
       0.09697037, 0.09894525, 0.10092012, 0.10289499, 0.10486987,
       0.10684474, 0.10881961, 0.11079449, 0.11276936, 0.11474423,
       0.11671911, 0.11869398, 0.12066886, 0.12264373, 0.1246186 ,
       0.12659348, 0.12856835, 0.13054322]), 4430: array([0.12907172, 0.13154581, 0.1340199 , 0.13649399, 0.13896808,
       0.14144217, 0.14391626, 0.14639035, 0.14886444, 0.15133853,
       0.15381262, 0.15628671, 0.1587608 , 0.16123489, 0.16370898,
       0.16618307, 0.16865716, 0.17113126, 0.17360535, 0.17607944,
       0.17855353, 0.18102762, 0.18350171, 0.1859758 , 0.18844989,
       0.19092398, 0.19339807, 0.19587216]), 4435: array([0.22679032, 0.22973358, 0.23267684, 0.2356201 , 0.23856335,
       0.24150661, 0.24444987, 0.24739312, 0.25033638, 0.25327964,
       0.25622289, 0.25916615, 0.26210941, 0.26505266, 0.26799592,
       0.27093918, 0.27388243, 0.27682569, 0.27976895, 0.2827122 ,
       0.28565546, 0.28859872, 0.29154198, 0.29448523, 0.29742849,
       0.30037175, 0.303315  , 0.30625826]), 4440: array([0.31324417, 0.34330273, 0.3733613 , 0.40341986, 0.43347843,
       0.46353699, 0.49359556, 0.52365412, 0.55371269, 0.58377125,
       0.61382982, 0.64388838, 0.67394695, 0.70400551, 0.73406407,
       0.76412264, 0.7941812 , 0.82423977, 0.85429833, 0.8843569 ,
       0.91441546, 0.94447403, 0.97453259, 1.00459116, 1.03464972,
       1.06470829, 1.09476685, 1.12482541]), 4445: array([0.10479694, 0.12808281, 0.13646535, 0.13948293, 0.14056921,
       0.14096026, 0.14110102, 0.1411517 , 0.14116994, 0.14117651,
       0.14117887, 0.14117972, 0.14118003, 0.14118014, 0.14118018,
       0.14118019, 0.1411802 , 0.1411802 , 0.1411802 , 0.1411802 ,
       0.1411802 , 0.1411802 , 0.1411802 , 0.1411802 , 0.1411802 ,
       0.1411802 , 0.1411802 , 0.1411802 ]), 4450: array([0.17437555, 0.17436173, 0.174353  , 0.17434748, 0.17434399,
       0.17434178, 0.17434039, 0.1743395 , 0.17433895, 0.17433859,
       0.17433837, 0.17433823, 0.17433814, 0.17433808, 0.17433805,
       0.17433803, 0.17433801, 0.174338  , 0.174338  , 0.17433799,
       0.17433799, 0.17433799, 0.17433799, 0.17433799, 0.17433799,
       0.17433799, 0.17433799, 0.17433799]), 4455: array([5.23535544, 5.34828369, 5.46121194, 5.57414019, 5.68706844,
       5.79999669, 5.91292493, 6.02585318, 6.13878143, 6.25170968,
       6.36463793, 6.47756618, 6.59049443, 6.70342268, 6.81635092,
       6.92927917, 7.04220742, 7.15513567, 7.26806392, 7.38099217,
       7.49392042, 7.60684867, 7.71977691, 7.83270516, 7.94563341,
       8.05856166, 8.17148991, 8.28441816]), 4460: array([0.00461886, 0.0088351 , 0.01305134, 0.01726757, 0.02148381,
       0.02570005, 0.02991629, 0.03413252, 0.03834876, 0.042565  ,
       0.04678124, 0.05099747, 0.05521371, 0.05942995, 0.06364619,
       0.06786242, 0.07207866, 0.0762949 , 0.08051114, 0.08472737,
       0.08894361, 0.09315985, 0.09737609, 0.10159232, 0.10580856,
       0.1100248 , 0.11424104, 0.11845727]), 4465: array([0.01223824, 0.01949345, 0.02674865, 0.03400386, 0.04125906,
       0.04851427, 0.05576947, 0.06302468, 0.07027988, 0.07753509,
       0.08479029, 0.0920455 , 0.0993007 , 0.10655591, 0.11381111,
       0.12106632, 0.12832152, 0.13557673, 0.14283193, 0.15008714,
       0.15734234, 0.16459755, 0.17185275, 0.17910796, 0.18636316,
       0.19361837, 0.20087357, 0.20812878]), 4470: array([0.52520795, 0.55255078, 0.57989362, 0.60723645, 0.63457928,
       0.66192211, 0.68926495, 0.71660778, 0.74395061, 0.77129345,
       0.79863628, 0.82597911, 0.85332194, 0.88066478, 0.90800761,
       0.93535044, 0.96269327, 0.99003611, 1.01737894, 1.04472177,
       1.07206461, 1.09940744, 1.12675027, 1.1540931 , 1.18143594,
       1.20877877, 1.2361216 , 1.26346444]), 4475: array([0.04424036, 0.04622213, 0.04820391, 0.05018568, 0.05216745,
       0.05414922, 0.05613099, 0.05811277, 0.06009454, 0.06207631,
       0.06405808, 0.06603986, 0.06802163, 0.0700034 , 0.07198517,
       0.07396695, 0.07594872, 0.07793049, 0.07991226, 0.08189403,
       0.08387581, 0.08585758, 0.08783935, 0.08982112, 0.0918029 ,
       0.09378467, 0.09576644, 0.09774821]), 4480: array([0.02093878, 0.02141872, 0.02189867, 0.02237861, 0.02285856,
       0.0233385 , 0.02381844, 0.02429839, 0.02477833, 0.02525828,
       0.02573822, 0.02621816, 0.02669811, 0.02717805, 0.027658  ,
       0.02813794, 0.02861788, 0.02909783, 0.02957777, 0.03005772,
       0.03053766, 0.0310176 , 0.03149755, 0.03197749, 0.03245744,
       0.03293738, 0.03341732, 0.03389727]), 4485: array([0.00368338, 0.00639156, 0.00909974, 0.01180792, 0.0145161 ,
       0.01722428, 0.01993247, 0.02264065, 0.02534883, 0.02805701,
       0.03076519, 0.03347337, 0.03618156, 0.03888974, 0.04159792,
       0.0443061 , 0.04701428, 0.04972246, 0.05243065, 0.05513883,
       0.05784701, 0.06055519, 0.06326337, 0.06597155, 0.06867973,
       0.07138792, 0.0740961 , 0.07680428]), 4490: array([0.21689061, 0.22751419, 0.23813778, 0.24876137, 0.25938495,
       0.27000854, 0.28063213, 0.29125571, 0.3018793 , 0.31250289,
       0.32312647, 0.33375006, 0.34437365, 0.35499724, 0.36562082,
       0.37624441, 0.386868  , 0.39749158, 0.40811517, 0.41873876,
       0.42936234, 0.43998593, 0.45060952, 0.4612331 , 0.47185669,
       0.48248028, 0.49310386, 0.50372745]), 4495: array([0.08103744, 0.08314481, 0.08525218, 0.08735955, 0.08946692,
       0.09157429, 0.09368166, 0.09578903, 0.0978964 , 0.10000377,
       0.10211114, 0.10421851, 0.10632588, 0.10843325, 0.11054062,
       0.11264799, 0.11475536, 0.11686273, 0.1189701 , 0.12107747,
       0.12318484, 0.12529221, 0.12739958, 0.12950695, 0.13161432,
       0.13372169, 0.13582906, 0.13793643]), 4500: array([0.03012851, 0.03067325, 0.03121798, 0.03176272, 0.03230746,
       0.03285219, 0.03339693, 0.03394167, 0.0344864 , 0.03503114,
       0.03557588, 0.03612061, 0.03666535, 0.03721009, 0.03775482,
       0.03829956, 0.0388443 , 0.03938903, 0.03993377, 0.04047851,
       0.04102324, 0.04156798, 0.04211272, 0.04265745, 0.04320219,
       0.04374693, 0.04429167, 0.0448364 ]), 4505: array([0.16921507, 0.1824079 , 0.19386109, 0.20380404, 0.21243589,
       0.21992953, 0.22643504, 0.23208272, 0.23698568, 0.24124213,
       0.24493732, 0.24814525, 0.25093017, 0.25334787, 0.25544677,
       0.2572689 , 0.25885076, 0.26022404, 0.26141623, 0.26245121,
       0.26334972, 0.26412975, 0.26480693, 0.26539481, 0.26590517,
       0.26634824, 0.26673288, 0.2670668 ]), 4510: array([7.06778816e-05, 1.04068968e-04, 1.28844344e-04, 1.47227072e-04,
       1.60866610e-04, 1.70986816e-04, 1.78495763e-04, 1.84067220e-04,
       1.88201106e-04, 1.91268348e-04, 1.93544168e-04, 1.95232771e-04,
       1.96485674e-04, 1.97415297e-04, 1.98105055e-04, 1.98616838e-04,
       1.98996569e-04, 1.99278320e-04, 1.99487373e-04, 1.99642485e-04,
       1.99757574e-04, 1.99842968e-04, 1.99906328e-04, 1.99953339e-04,
       1.99988220e-04, 2.00014102e-04, 2.00033305e-04, 2.00047553e-04]), 4515: array([0.02341355, 0.02391708, 0.02442061, 0.02492414, 0.02542767,
       0.0259312 , 0.02643473, 0.02693826, 0.02744179, 0.02794532,
       0.02844885, 0.02895238, 0.02945591, 0.02995944, 0.03046297,
       0.0309665 , 0.03147003, 0.03197356, 0.03247709, 0.03298062,
       0.03348415, 0.03398768, 0.03449121, 0.03499474, 0.03549827,
       0.0360018 , 0.03650533, 0.03700886]), 4520: array([0.05223394, 0.05363241, 0.05503088, 0.05642934, 0.05782781,
       0.05922627, 0.06062474, 0.06202321, 0.06342167, 0.06482014,
       0.0662186 , 0.06761707, 0.06901554, 0.070414  , 0.07181247,
       0.07321093, 0.0746094 , 0.07600787, 0.07740633, 0.0788048 ,
       0.08020326, 0.08160173, 0.0830002 , 0.08439866, 0.08579713,
       0.08719559, 0.08859406, 0.08999253]), 4525: array([0.12070787, 0.1236686 , 0.12662934, 0.12959007, 0.1325508 ,
       0.13551153, 0.13847226, 0.141433  , 0.14439373, 0.14735446,
       0.15031519, 0.15327592, 0.15623666, 0.15919739, 0.16215812,
       0.16511885, 0.16807958, 0.17104032, 0.17400105, 0.17696178,
       0.17992251, 0.18288324, 0.18584398, 0.18880471, 0.19176544,
       0.19472617, 0.1976869 , 0.20064764]), 4530: array([0.42847225, 0.42183424, 0.41636691, 0.41186379, 0.40815484,
       0.40509999, 0.4025839 , 0.40051154, 0.39880466, 0.39739881,
       0.39624089, 0.39528718, 0.39450166, 0.39385468, 0.3933218 ,
       0.3928829 , 0.3925214 , 0.39222365, 0.39197842, 0.39177643,
       0.39161007, 0.39147305, 0.39136019, 0.39126723, 0.39119067,
       0.39112761, 0.39107568, 0.3910329 ]), 4535: array([0.82053106, 0.81910575, 0.81784025, 0.81671665, 0.81571904,
       0.81483329, 0.81404685, 0.81334859, 0.81272862, 0.81217817,
       0.81168944, 0.81125551, 0.81087024, 0.81052816, 0.81022444,
       0.80995478, 0.80971535, 0.80950277, 0.80931402, 0.80914644,
       0.80899765, 0.80886554, 0.80874824, 0.8086441 , 0.80855163,
       0.80846953, 0.80839664, 0.80833192]), 4540: array([0.41038969, 0.42348464, 0.43657958, 0.44967451, 0.46276944,
       0.47586436, 0.48895927, 0.50205417, 0.51514906, 0.52824395,
       0.54133883, 0.5544337 , 0.56752857, 0.58062343, 0.59371828,
       0.60681312, 0.61990796, 0.63300279, 0.64609761, 0.65919242,
       0.67228723, 0.68538203, 0.69847682, 0.7115716 , 0.72466638,
       0.73776115, 0.75085591, 0.76395067]), 4545: array([0.84632527, 0.8582466 , 0.87016793, 0.88208926, 0.89401059,
       0.90593192, 0.91785325, 0.92977458, 0.94169591, 0.95361724,
       0.96553857, 0.9774599 , 0.98938123, 1.00130256, 1.01322389,
       1.02514522, 1.03706655, 1.04898788, 1.06090921, 1.07283054,
       1.08475187, 1.0966732 , 1.10859453, 1.12051586, 1.13243719,
       1.14435852, 1.15627985, 1.16820118]), 4550: array([0.00509051, 0.00814837, 0.01120622, 0.01426407, 0.01732193,
       0.02037978, 0.02343763, 0.02649549, 0.02955334, 0.0326112 ,
       0.03566905, 0.0387269 , 0.04178476, 0.04484261, 0.04790046,
       0.05095832, 0.05401617, 0.05707402, 0.06013188, 0.06318973,
       0.06624758, 0.06930544, 0.07236329, 0.07542114, 0.078479  ,
       0.08153685, 0.0845947 , 0.08765256]), 4555: array([0.35036806, 0.35416044, 0.35795282, 0.36174519, 0.36553756,
       0.36932992, 0.37312228, 0.37691463, 0.38070698, 0.38449933,
       0.38829166, 0.392084  , 0.39587633, 0.39966865, 0.40346097,
       0.40725328, 0.41104559, 0.4148379 , 0.4186302 , 0.42242249,
       0.42621478, 0.43000707, 0.43379935, 0.43759162, 0.44138389,
       0.44517616, 0.44896842, 0.45276067]), 4560: array([0.15447794, 0.15447797, 0.15447798, 0.15447799, 0.15447799,
       0.15447799, 0.15447799, 0.15447799, 0.15447799, 0.15447799,
       0.15447799, 0.15447799, 0.15447799, 0.15447799, 0.15447799,
       0.15447799, 0.15447799, 0.15447799, 0.15447799, 0.15447799,
       0.15447799, 0.15447799, 0.15447799, 0.15447799, 0.15447799,
       0.15447799, 0.15447799, 0.15447799]), 4565: array([0.14716782, 0.17203078, 0.1834251 , 0.18864694, 0.19104004,
       0.19213675, 0.19263936, 0.1928697 , 0.19297526, 0.19302364,
       0.19304581, 0.19305597, 0.19306063, 0.19306276, 0.19306374,
       0.19306419, 0.19306439, 0.19306449, 0.19306453, 0.19306455,
       0.19306456, 0.19306456, 0.19306456, 0.19306456, 0.19306457,
       0.19306457, 0.19306457, 0.19306457]), 4570: array([1.97231348, 1.92648906, 1.88594512, 1.85007318, 1.81833487,
       1.79025385, 1.7654087 , 1.74342652, 1.72397741, 1.70676948,
       1.69154447, 1.67807389, 1.66615555, 1.65561061, 1.64628078,
       1.63802606, 1.63072256, 1.62426066, 1.61854338, 1.61348492,
       1.60900937, 1.60504954, 1.60154602, 1.59844621, 1.59570361,
       1.59327705, 1.5911301 , 1.58923056]), 4575: array([1.48004588, 1.67662501, 1.87320345, 2.0697812 , 2.26635826,
       2.46293463, 2.65951031, 2.8560853 , 3.05265959, 3.2492332 ,
       3.44580612, 3.64237835, 3.83894989, 4.03552073, 4.23209089,
       4.42866036, 4.62522914, 4.82179722, 5.01836462, 5.21493133,
       5.41149734, 5.60806267, 5.80462731, 6.00119125, 6.19775451,
       6.39431707, 6.59087895, 6.78744014]), 4580: array([0.05202859, 0.07703006, 0.10203152, 0.12703298, 0.15203444,
       0.1770359 , 0.20203736, 0.22703882, 0.25204029, 0.27704175,
       0.30204321, 0.32704467, 0.35204613, 0.37704759, 0.40204906,
       0.42705052, 0.45205198, 0.47705344, 0.5020549 , 0.52705636,
       0.55205783, 0.57705929, 0.60206075, 0.62706221, 0.65206367,
       0.67706513, 0.7020666 , 0.72706806]), 4585: array([5.23170647, 5.35519285, 5.47867923, 5.60216562, 5.725652  ,
       5.84913838, 5.97262476, 6.09611114, 6.21959752, 6.3430839 ,
       6.46657028, 6.59005666, 6.71354304, 6.83702943, 6.96051581,
       7.08400219, 7.20748857, 7.33097495, 7.45446133, 7.57794771,
       7.70143409, 7.82492047, 7.94840685, 8.07189323, 8.19537962,
       8.318866  , 8.44235238, 8.56583876]), 4590: array([0.03437123, 0.05990356, 0.08543589, 0.11096821, 0.13650054,
       0.16203286, 0.18756519, 0.21309751, 0.23862984, 0.26416216,
       0.28969449, 0.31522681, 0.34075914, 0.36629146, 0.39182379,
       0.41735611, 0.44288844, 0.46842077, 0.49395309, 0.51948542,
       0.54501774, 0.57055007, 0.59608239, 0.62161472, 0.64714704,
       0.67267937, 0.69821169, 0.72374402]), 4595: array([2.26952041, 2.35670502, 2.44388964, 2.53107426, 2.61825887,
       2.70544349, 2.79262811, 2.87981272, 2.96699734, 3.05418196,
       3.14136657, 3.22855119, 3.31573581, 3.40292042, 3.49010504,
       3.57728966, 3.66447427, 3.75165889, 3.83884351, 3.92602812,
       4.01321274, 4.10039736, 4.18758197, 4.27476659, 4.36195121,
       4.44913582, 4.53632044, 4.62350506]), 4600: array([2.68814842, 1.75600543, 1.47291295, 1.38693757, 1.36082679,
       1.35289693, 1.35048862, 1.34975722, 1.34953509, 1.34946763,
       1.34944714, 1.34944092, 1.34943903, 1.34943846, 1.34943828,
       1.34943823, 1.34943821, 1.34943821, 1.34943821, 1.34943821,
       1.34943821, 1.34943821, 1.34943821, 1.34943821, 1.34943821,
       1.34943821, 1.34943821, 1.34943821]), 4605: array([3.76928619, 3.36835628, 3.12678882, 2.98124009, 2.89354437,
       2.84070613, 2.80887014, 2.78968839, 2.77813104, 2.77116753,
       2.76697189, 2.76444394, 2.76292081, 2.76200309, 2.76145015,
       2.761117  , 2.76091626, 2.76079532, 2.76072245, 2.76067854,
       2.76065209, 2.76063615, 2.76062654, 2.76062076, 2.76061727,
       2.76061517, 2.7606139 , 2.76061314]), 4610: array([9.73263585, 9.19978917, 8.80946041, 8.52353098, 8.31407771,
       8.16064589, 8.04825174, 7.9659191 , 7.90560758, 7.86142728,
       7.82906368, 7.80535621, 7.78798966, 7.77526806, 7.76594904,
       7.75912254, 7.75412188, 7.75045873, 7.74777535, 7.74580967,
       7.74436975, 7.74331495, 7.74254228, 7.74197627, 7.74156164,
       7.74125792, 7.74103543, 7.74087245]), 4615: array([0.0175481 , 0.03177208, 0.04599606, 0.06022004, 0.07444401,
       0.08866798, 0.10289194, 0.1171159 , 0.13133986, 0.14556381,
       0.15978775, 0.1740117 , 0.18823564, 0.20245957, 0.2166835 ,
       0.23090743, 0.24513135, 0.25935526, 0.27357918, 0.28780309,
       0.30202699, 0.31625089, 0.33047479, 0.34469868, 0.35892257,
       0.37314645, 0.38737033, 0.4015942 ]), 4620: array([0.04108569, 0.04556924, 0.04877774, 0.05107381, 0.05271692,
       0.05389275, 0.05473421, 0.05533636, 0.05576728, 0.05607565,
       0.05629633, 0.05645424, 0.05656726, 0.05664813, 0.056706  ,
       0.05674742, 0.05677705, 0.05679826, 0.05681344, 0.0568243 ,
       0.05683208, 0.05683764, 0.05684162, 0.05684447, 0.0568465 ,
       0.05684796, 0.05684901, 0.05684975]), 4625: array([0.05106102, 0.05106102, 0.05106102, 0.05106102, 0.05106102,
       0.05106102, 0.05106102, 0.05106102, 0.05106102, 0.05106102,
       0.05106102, 0.05106102, 0.05106102, 0.05106102, 0.05106102,
       0.05106102, 0.05106102, 0.05106102, 0.05106102, 0.05106102,
       0.05106102, 0.05106102, 0.05106102, 0.05106102, 0.05106102,
       0.05106102, 0.05106102, 0.05106102]), 4630: array([0.21955228, 0.22424281, 0.22893335, 0.23362388, 0.23831441,
       0.24300494, 0.24769547, 0.252386  , 0.25707653, 0.26176706,
       0.26645759, 0.27114812, 0.27583866, 0.28052919, 0.28521972,
       0.28991025, 0.29460078, 0.29929131, 0.30398184, 0.30867237,
       0.3133629 , 0.31805343, 0.32274397, 0.3274345 , 0.33212503,
       0.33681556, 0.34150609, 0.34619662]), 4635: array([0.98496209, 1.03292803, 1.08089397, 1.12885991, 1.17682585,
       1.22479178, 1.27275772, 1.32072366, 1.3686896 , 1.41665554,
       1.46462148, 1.51258742, 1.56055335, 1.60851929, 1.65648523,
       1.70445117, 1.75241711, 1.80038305, 1.84834898, 1.89631492,
       1.94428086, 1.9922468 , 2.04021274, 2.08817868, 2.13614461,
       2.18411055, 2.23207649, 2.28004243]), 4640: array([ 6.78901629,  7.14309569,  7.49717509,  7.8512545 ,  8.2053339 ,
        8.5594133 ,  8.9134927 ,  9.2675721 ,  9.62165151,  9.97573091,
       10.32981031, 10.68388971, 11.03796911, 11.39204851, 11.74612792,
       12.10020732, 12.45428672, 12.80836612, 13.16244552, 13.51652493,
       13.87060433, 14.22468373, 14.57876313, 14.93284253, 15.28692194,
       15.64100134, 15.99508074, 16.34916014]), 4645: array([0.3954969 , 0.44338762, 0.49127834, 0.53916907, 0.58705979,
       0.63495051, 0.68284124, 0.73073196, 0.77862268, 0.82651341,
       0.87440413, 0.92229485, 0.97018558, 1.0180763 , 1.06596702,
       1.11385775, 1.16174847, 1.20963919, 1.25752992, 1.30542064,
       1.35331136, 1.40120209, 1.44909281, 1.49698353, 1.54487426,
       1.59276498, 1.6406557 , 1.68854643]), 4650: array([0.23540787, 0.26943037, 0.30345286, 0.33747536, 0.37149786,
       0.40552035, 0.43954285, 0.47356535, 0.50758784, 0.54161034,
       0.57563284, 0.60965533, 0.64367783, 0.67770033, 0.71172282,
       0.74574532, 0.77976782, 0.81379031, 0.84781281, 0.8818353 ,
       0.9158578 , 0.9498803 , 0.98390279, 1.01792529, 1.05194779,
       1.08597028, 1.11999278, 1.15401528]), 4655: array([4.98639698, 5.06540418, 5.14441137, 5.22341857, 5.30242577,
       5.38143297, 5.46044017, 5.53944737, 5.61845457, 5.69746177,
       5.77646896, 5.85547616, 5.93448336, 6.01349056, 6.09249776,
       6.17150496, 6.25051216, 6.32951935, 6.40852655, 6.48753375,
       6.56654095, 6.64554815, 6.72455535, 6.80356255, 6.88256975,
       6.96157694, 7.04058414, 7.11959134]), 4660: array([145.62565583, 147.31376426, 149.0018727 , 150.68998113,
       152.37808957, 154.066198  , 155.75430643, 157.44241487,
       159.1305233 , 160.81863174, 162.50674017, 164.19484861,
       165.88295704, 167.57106547, 169.25917391, 170.94728234,
       172.63539078, 174.32349921, 176.01160765, 177.69971608,
       179.38782451, 181.07593295, 182.76404138, 184.45214982,
       186.14025825, 187.82836668, 189.51647512, 191.20458355]), 4665: array([17.13666614, 19.89866881, 22.36751414, 24.57431767, 26.54689237,
       28.31009914, 29.88616017, 31.29493902, 32.5541909 , 33.67978652,
       34.68591208, 35.58524807, 36.38912906, 37.10768659, 37.74997684,
       38.32409479, 38.83727619, 39.29598882, 39.70601396, 40.07251927,
       40.40012392, 40.6929568 , 40.95470858, 41.18867817, 41.39781437,
       41.58475298, 41.75185003, 41.90121149]), 4670: array([ 93.1619631 , 100.26113511, 107.36030711, 114.45947911,
       121.55865112, 128.65782312, 135.75699512, 142.85616713,
       149.95533913, 157.05451113, 164.15368314, 171.25285514,
       178.35202714, 185.45119915, 192.55037115, 199.64954315,
       206.74871516, 213.84788716, 220.94705916, 228.04623117,
       235.14540317, 242.24457517, 249.34374718, 256.44291918,
       263.54209118, 270.64126319, 277.74043519, 284.83960719]), 4675: array([1.66868278, 1.86165545, 2.05462813, 2.24760081, 2.44057348,
       2.63354616, 2.82651884, 3.01949151, 3.21246419, 3.40543686,
       3.59840954, 3.79138222, 3.98435489, 4.17732757, 4.37030025,
       4.56327292, 4.7562456 , 4.94921827, 5.14219095, 5.33516363,
       5.5281363 , 5.72110898, 5.91408166, 6.10705433, 6.30002701,
       6.49299968, 6.68597236, 6.87894504]), 4680: array([2.53191479, 2.50560266, 2.4818368 , 2.46037081, 2.44098211,
       2.4234697 , 2.40765199, 2.39336499, 2.38046057, 2.36880493,
       2.35827722, 2.34876831, 2.34017958, 2.332422  , 2.32541514,
       2.31908634, 2.31337   , 2.30820683, 2.30354331, 2.29933109,
       2.29552649, 2.29209007, 2.2889862 , 2.28618269, 2.28365049,
       2.28136333, 2.2792975 , 2.27743159]), 4685: array([0.22023274, 0.38021691, 0.49833191, 0.58553524, 0.64991674,
       0.69744908, 0.73254181, 0.75845049, 0.77757865, 0.79170081,
       0.80212709, 0.80982472, 0.81550783, 0.81970361, 0.82280133,
       0.82508834, 0.82677683, 0.82802343, 0.82894378, 0.82962326,
       0.83012492, 0.8304953 , 0.83076874, 0.83097062, 0.83111966,
       0.8312297 , 0.83131095, 0.83137093]), 4690: array([1.7566695 , 1.81088933, 1.86510917, 1.919329  , 1.97354884,
       2.02776867, 2.08198851, 2.13620834, 2.19042818, 2.24464802,
       2.29886785, 2.35308769, 2.40730752, 2.46152736, 2.51574719,
       2.56996703, 2.62418686, 2.6784067 , 2.73262653, 2.78684637,
       2.8410662 , 2.89528604, 2.94950587, 3.00372571, 3.05794555,
       3.11216538, 3.16638522, 3.22060505]), 4695: array([0.00017003, 0.00016738, 0.00016477, 0.0001622 , 0.00015967,
       0.00015718, 0.00015474, 0.00015233, 0.00014995, 0.00014762,
       0.00014532, 0.00014306, 0.00014084, 0.00013865, 0.00013649,
       0.00013437, 0.00013228, 0.00013022, 0.0001282 , 0.00012621,
       0.00012425, 0.00012232, 0.00012042, 0.00011855, 0.00011672,
       0.00011491, 0.00011312, 0.00011137]), 4700: array([0.19446617, 0.21253516, 0.23060415, 0.24867314, 0.26674213,
       0.28481112, 0.30288011, 0.3209491 , 0.33901809, 0.35708708,
       0.37515607, 0.39322506, 0.41129405, 0.42936304, 0.44743203,
       0.46550102, 0.48357001, 0.501639  , 0.519708  , 0.53777699,
       0.55584598, 0.57391497, 0.59198396, 0.61005295, 0.62812194,
       0.64619093, 0.66425992, 0.68232891]), 4705: array([2.95596433, 2.98117241, 3.00638049, 3.03158857, 3.05679665,
       3.08200473, 3.10721282, 3.1324209 , 3.15762898, 3.18283706,
       3.20804514, 3.23325322, 3.2584613 , 3.28366938, 3.30887746,
       3.33408554, 3.35929363, 3.38450171, 3.40970979, 3.43491787,
       3.46012595, 3.48533403, 3.51054211, 3.53575019, 3.56095827,
       3.58616635, 3.61137444, 3.63658252]), 4710: array([0.17465622, 0.18273767, 0.19081912, 0.19890057, 0.20698202,
       0.21506348, 0.22314493, 0.23122638, 0.23930783, 0.24738928,
       0.25547073, 0.26355219, 0.27163364, 0.27971509, 0.28779654,
       0.29587799, 0.30395944, 0.3120409 , 0.32012235, 0.3282038 ,
       0.33628525, 0.3443667 , 0.35244815, 0.36052961, 0.36861106,
       0.37669251, 0.38477396, 0.39285541]), 4715: array([0.02961781, 0.03329963, 0.03698144, 0.04066325, 0.04434506,
       0.04802687, 0.05170869, 0.0553905 , 0.05907231, 0.06275412,
       0.06643593, 0.07011774, 0.07379956, 0.07748137, 0.08116318,
       0.08484499, 0.0885268 , 0.09220862, 0.09589043, 0.09957224,
       0.10325405, 0.10693586, 0.11061767, 0.11429949, 0.1179813 ,
       0.12166311, 0.12534492, 0.12902673]), 4720: array([0.09403611, 0.09865377, 0.10327143, 0.1078891 , 0.11250676,
       0.11712442, 0.12174209, 0.12635975, 0.13097741, 0.13559508,
       0.14021274, 0.1448304 , 0.14944807, 0.15406573, 0.15868339,
       0.16330106, 0.16791872, 0.17253638, 0.17715405, 0.18177171,
       0.18638937, 0.19100704, 0.1956247 , 0.20024236, 0.20486003,
       0.20947769, 0.21409535, 0.21871302]), 4725: array([0.00251415, 0.00268809, 0.00286203, 0.00303597, 0.00320991,
       0.00338385, 0.00355779, 0.00373174, 0.00390568, 0.00407962,
       0.00425356, 0.0044275 , 0.00460144, 0.00477538, 0.00494933,
       0.00512327, 0.00529721, 0.00547115, 0.00564509, 0.00581903,
       0.00599297, 0.00616692, 0.00634086, 0.0065148 , 0.00668874,
       0.00686268, 0.00703662, 0.00721056]), 4730: array([0.00130632, 0.00121106, 0.00112274, 0.00104086, 0.00096496,
       0.00089459, 0.00082935, 0.00076887, 0.0007128 , 0.00066081,
       0.00061262, 0.00056795, 0.00052653, 0.00048813, 0.00045253,
       0.00041953, 0.00038894, 0.00036057, 0.00033428, 0.0003099 ,
       0.0002873 , 0.00026635, 0.00024693, 0.00022892, 0.00021223,
       0.00019675, 0.0001824 , 0.0001691 ]), 4735: array([0.00682123, 0.00506601, 0.00431155, 0.00398726, 0.00384786,
       0.00378795, 0.00376219, 0.00375112, 0.00374636, 0.00374432,
       0.00374344, 0.00374306, 0.0037429 , 0.00374283, 0.0037428 ,
       0.00374278, 0.00374278, 0.00374278, 0.00374278, 0.00374278,
       0.00374277, 0.00374277, 0.00374277, 0.00374277, 0.00374277,
       0.00374277, 0.00374277, 0.00374277]), 4740: array([0.00402883, 0.00415383, 0.00427882, 0.00440382, 0.00452882,
       0.00465381, 0.00477881, 0.00490381, 0.00502881, 0.0051538 ,
       0.0052788 , 0.0054038 , 0.00552879, 0.00565379, 0.00577879,
       0.00590378, 0.00602878, 0.00615378, 0.00627878, 0.00640377,
       0.00652877, 0.00665377, 0.00677876, 0.00690376, 0.00702876,
       0.00715375, 0.00727875, 0.00740375]), 4745: array([0.00399417, 0.00403877, 0.00408337, 0.00412797, 0.00417257,
       0.00421717, 0.00426177, 0.00430637, 0.00435097, 0.00439557,
       0.00444018, 0.00448478, 0.00452938, 0.00457398, 0.00461858,
       0.00466318, 0.00470778, 0.00475238, 0.00479698, 0.00484158,
       0.00488618, 0.00493078, 0.00497539, 0.00501999, 0.00506459,
       0.00510919, 0.00515379, 0.00519839]), 4750: array([0.00387909, 0.00387909, 0.00387909, 0.00387909, 0.00387909,
       0.00387909, 0.00387909, 0.00387909, 0.00387909, 0.00387909,
       0.00387909, 0.00387909, 0.00387909, 0.00387909, 0.00387909,
       0.00387909, 0.00387909, 0.00387909, 0.00387909, 0.00387909,
       0.00387909, 0.00387909, 0.00387909, 0.00387909, 0.00387909,
       0.00387909, 0.00387909, 0.00387909]), 4755: array([4.55226658e-07, 6.67935698e-07, 7.70005716e-07, 8.18984774e-07,
       8.42487740e-07, 8.53765813e-07, 8.59177680e-07, 8.61774605e-07,
       8.63020759e-07, 8.63618735e-07, 8.63905678e-07, 8.64043370e-07,
       8.64109443e-07, 8.64141148e-07, 8.64156362e-07, 8.64163663e-07,
       8.64167166e-07, 8.64168847e-07, 8.64169654e-07, 8.64170041e-07,
       8.64170227e-07, 8.64170316e-07, 8.64170358e-07, 8.64170379e-07,
       8.64170389e-07, 8.64170394e-07, 8.64170396e-07, 8.64170397e-07]), 4760: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4765: array([0.00190089, 0.00196488, 0.00202886, 0.00209285, 0.00215683,
       0.00222082, 0.0022848 , 0.00234879, 0.00241277, 0.00247676,
       0.00254074, 0.00260473, 0.00266871, 0.0027327 , 0.00279668,
       0.00286067, 0.00292465, 0.00298864, 0.00305262, 0.00311661,
       0.00318059, 0.00324458, 0.00330856, 0.00337255, 0.00343653,
       0.00350052, 0.0035645 , 0.00362849]), 4770: array([0.00256901, 0.0025869 , 0.00260309, 0.00261773, 0.00263098,
       0.00264297, 0.00265382, 0.00266364, 0.00267252, 0.00268056,
       0.00268783, 0.00269441, 0.00270036, 0.00270574, 0.00271062,
       0.00271503, 0.00271902, 0.00272263, 0.00272589, 0.00272885,
       0.00273152, 0.00273394, 0.00273613, 0.00273811, 0.0027399 ,
       0.00274152, 0.00274299, 0.00274432]), 4775: array([0.00569374, 0.00567541, 0.00566622, 0.00566162, 0.00565931,
       0.00565815, 0.00565757, 0.00565728, 0.00565714, 0.00565707,
       0.00565703, 0.00565701, 0.005657  , 0.005657  , 0.00565699,
       0.00565699, 0.00565699, 0.00565699, 0.00565699, 0.00565699,
       0.00565699, 0.00565699, 0.00565699, 0.00565699, 0.00565699,
       0.00565699, 0.00565699, 0.00565699]), 4780: array([0.00642702, 0.00641699, 0.00640943, 0.00640374, 0.00639945,
       0.00639621, 0.00639377, 0.00639194, 0.00639055, 0.00638951,
       0.00638872, 0.00638813, 0.00638768, 0.00638735, 0.00638709,
       0.0063869 , 0.00638676, 0.00638665, 0.00638657, 0.00638651,
       0.00638646, 0.00638642, 0.0063864 , 0.00638638, 0.00638636,
       0.00638635, 0.00638634, 0.00638634]), 4785: array([0.11439337, 0.11663529, 0.11887721, 0.12111913, 0.12336105,
       0.12560297, 0.12784489, 0.13008681, 0.13232873, 0.13457064,
       0.13681256, 0.13905448, 0.1412964 , 0.14353832, 0.14578024,
       0.14802216, 0.15026408, 0.152506  , 0.15474792, 0.15698984,
       0.15923176, 0.16147368, 0.1637156 , 0.16595752, 0.16819943,
       0.17044135, 0.17268327, 0.17492519]), 4790: array([0.23732936, 0.23989716, 0.24246496, 0.24503276, 0.24760055,
       0.25016835, 0.25273614, 0.25530394, 0.25787173, 0.26043952,
       0.26300731, 0.2655751 , 0.26814289, 0.27071068, 0.27327847,
       0.27584626, 0.27841405, 0.28098183, 0.28354962, 0.2861174 ,
       0.28868519, 0.29125297, 0.29382075, 0.29638854, 0.29895632,
       0.3015241 , 0.30409188, 0.30665965]), 4795: array([2.90102685e-06, 3.25175440e-06, 3.60247286e-06, 3.95318222e-06,
       4.30388248e-06, 4.65457364e-06, 5.00525570e-06, 5.35592867e-06,
       5.70659253e-06, 6.05724730e-06, 6.40789296e-06, 6.75852953e-06,
       7.10915701e-06, 7.45977538e-06, 7.81038466e-06, 8.16098484e-06,
       8.51157592e-06, 8.86215791e-06, 9.21273080e-06, 9.56329460e-06,
       9.91384930e-06, 1.02643949e-05, 1.06149314e-05, 1.09654588e-05,
       1.13159771e-05, 1.16664864e-05, 1.20169865e-05, 1.23674775e-05]), 4800: array([0.01004053, 0.01100401, 0.01196749, 0.01293097, 0.01389445,
       0.01485792, 0.0158214 , 0.01678487, 0.01774833, 0.0187118 ,
       0.01967526, 0.02063872, 0.02160218, 0.02256563, 0.02352908,
       0.02449254, 0.02545598, 0.02641943, 0.02738287, 0.02834631,
       0.02930975, 0.03027319, 0.03123662, 0.03220005, 0.03316348,
       0.03412691, 0.03509033, 0.03605375]), 4805: array([0.00086773, 0.00120967, 0.00137295, 0.00145092, 0.00148815,
       0.00150592, 0.00151441, 0.00151846, 0.0015204 , 0.00152132,
       0.00152177, 0.00152198, 0.00152208, 0.00152213, 0.00152215,
       0.00152216, 0.00152216, 0.00152217, 0.00152217, 0.00152217,
       0.00152217, 0.00152217, 0.00152217, 0.00152217, 0.00152217,
       0.00152217, 0.00152217, 0.00152217]), 4810: array([0.00169597, 0.00200066, 0.00217992, 0.00228538, 0.00234742,
       0.00238393, 0.0024054 , 0.00241804, 0.00242547, 0.00242985,
       0.00243242, 0.00243393, 0.00243482, 0.00243535, 0.00243565,
       0.00243584, 0.00243594, 0.00243601, 0.00243604, 0.00243606,
       0.00243608, 0.00243608, 0.00243609, 0.00243609, 0.00243609,
       0.00243609, 0.00243609, 0.00243609]), 4815: array([7.13147453e-05, 1.04143158e-04, 1.29864140e-04, 1.50016466e-04,
       1.65805766e-04, 1.78176643e-04, 1.87869196e-04, 1.95463287e-04,
       2.01413240e-04, 2.06075013e-04, 2.09727501e-04, 2.12589216e-04,
       2.14831363e-04, 2.16588080e-04, 2.17964464e-04, 2.19042857e-04,
       2.19887775e-04, 2.20549767e-04, 2.21068435e-04, 2.21474811e-04,
       2.21793205e-04, 2.22042666e-04, 2.22238119e-04, 2.22391255e-04,
       2.22511237e-04, 2.22605243e-04, 2.22678896e-04, 2.22736603e-04]), 4820: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4825: array([0.00119002, 0.00123986, 0.00128969, 0.00133952, 0.00138935,
       0.00143918, 0.00148902, 0.00153885, 0.00158868, 0.00163851,
       0.00168834, 0.00173818, 0.00178801, 0.00183784, 0.00188767,
       0.0019375 , 0.00198734, 0.00203717, 0.002087  , 0.00213683,
       0.00218666, 0.0022365 , 0.00228633, 0.00233616, 0.00238599,
       0.00243582, 0.00248566, 0.00253549]), 4830: array([0.00254452, 0.00261907, 0.00269362, 0.00276816, 0.00284271,
       0.00291726, 0.00299181, 0.00306635, 0.0031409 , 0.00321545,
       0.00329   , 0.00336454, 0.00343909, 0.00351364, 0.00358818,
       0.00366273, 0.00373728, 0.00381183, 0.00388637, 0.00396092,
       0.00403547, 0.00411002, 0.00418456, 0.00425911, 0.00433366,
       0.00440821, 0.00448275, 0.0045573 ]), 4835: array([0.0025, 0.0025, 0.0025, 0.0025, 0.0025, 0.0025, 0.0025, 0.0025,
       0.0025, 0.0025, 0.0025, 0.0025, 0.0025, 0.0025, 0.0025, 0.0025,
       0.0025, 0.0025, 0.0025, 0.0025, 0.0025, 0.0025, 0.0025, 0.0025,
       0.0025, 0.0025, 0.0025, 0.0025]), 4840: array([7.32765686e-04, 6.74982923e-04, 6.21756928e-04, 5.72728353e-04,
       5.27566188e-04, 4.85965526e-04, 4.47645507e-04, 4.12347417e-04,
       3.79832947e-04, 3.49882579e-04, 3.22294107e-04, 2.96881271e-04,
       2.73472500e-04, 2.51909753e-04, 2.32047451e-04, 2.13751497e-04,
       1.96898368e-04, 1.81374283e-04, 1.67074432e-04, 1.53902272e-04,
       1.41768874e-04, 1.30592319e-04, 1.20297151e-04, 1.10813863e-04,
       1.02078431e-04, 9.40318779e-05, 8.66198787e-05, 7.97923922e-05]), 4845: array([3.95639772e-05, 3.22192355e-05, 2.62515329e-05, 2.14026931e-05,
       1.74629447e-05, 1.42618455e-05, 1.16609087e-05, 9.54761213e-06,
       7.83052986e-06, 6.43537713e-06, 5.30179652e-06, 4.38074682e-06,
       3.63238139e-06, 3.02432428e-06, 2.53026959e-06, 2.12884343e-06,
       1.80267919e-06, 1.53766631e-06, 1.32233973e-06, 1.14738395e-06,
       1.00523000e-06, 8.89727971e-07, 7.95881001e-07, 7.19629059e-07,
       6.57673317e-07, 6.07333432e-07, 5.66431590e-07, 5.33198285e-07]), 4850: array([0.00078868, 0.00102396, 0.00110436, 0.00113182, 0.00114121,
       0.00114442, 0.00114551, 0.00114589, 0.00114602, 0.00114606,
       0.00114607, 0.00114608, 0.00114608, 0.00114608, 0.00114608,
       0.00114608, 0.00114608, 0.00114608, 0.00114608, 0.00114608,
       0.00114608, 0.00114608, 0.00114608, 0.00114608, 0.00114608,
       0.00114608, 0.00114608, 0.00114608]), 4855: array([0.00327611, 0.00294243, 0.0027692 , 0.00267928, 0.0026326 ,
       0.00260837, 0.00259579, 0.00258926, 0.00258587, 0.00258411,
       0.0025832 , 0.00258272, 0.00258248, 0.00258235, 0.00258228,
       0.00258225, 0.00258223, 0.00258222, 0.00258222, 0.00258221,
       0.00258221, 0.00258221, 0.00258221, 0.00258221, 0.00258221,
       0.00258221, 0.00258221, 0.00258221]), 4860: array([0.00087558, 0.00121288, 0.00137039, 0.00144394, 0.00147829,
       0.00149433, 0.00150182, 0.00150532, 0.00150695, 0.00150771,
       0.00150807, 0.00150823, 0.00150831, 0.00150835, 0.00150837,
       0.00150837, 0.00150838, 0.00150838, 0.00150838, 0.00150838,
       0.00150838, 0.00150838, 0.00150838, 0.00150838, 0.00150838,
       0.00150838, 0.00150838, 0.00150838]), 4865: array([0.00078548, 0.00102213, 0.00110381, 0.001132  , 0.00114173,
       0.00114509, 0.00114625, 0.00114665, 0.00114678, 0.00114683,
       0.00114685, 0.00114685, 0.00114686, 0.00114686, 0.00114686,
       0.00114686, 0.00114686, 0.00114686, 0.00114686, 0.00114686,
       0.00114686, 0.00114686, 0.00114686, 0.00114686, 0.00114686,
       0.00114686, 0.00114686, 0.00114686]), 4870: array([0.00368687, 0.00281669, 0.00246377, 0.00232063, 0.00226258,
       0.00223904, 0.00222949, 0.00222561, 0.00222404, 0.00222341,
       0.00222315, 0.00222304, 0.002223  , 0.00222298, 0.00222298,
       0.00222297, 0.00222297, 0.00222297, 0.00222297, 0.00222297,
       0.00222297, 0.00222297, 0.00222297, 0.00222297, 0.00222297,
       0.00222297, 0.00222297, 0.00222297]), 4875: array([0.00483374, 0.00493228, 0.00503081, 0.00512935, 0.00522789,
       0.00532642, 0.00542496, 0.00552349, 0.00562203, 0.00572057,
       0.0058191 , 0.00591764, 0.00601618, 0.00611471, 0.00621325,
       0.00631178, 0.00641032, 0.00650886, 0.00660739, 0.00670593,
       0.00680447, 0.006903  , 0.00700154, 0.00710007, 0.00719861,
       0.00729715, 0.00739568, 0.00749422]), 4880: array([0.00406075, 0.00406182, 0.00406265, 0.00406329, 0.00406379,
       0.00406418, 0.00406448, 0.00406472, 0.0040649 , 0.00406504,
       0.00406515, 0.00406523, 0.0040653 , 0.00406535, 0.00406539,
       0.00406542, 0.00406544, 0.00406546, 0.00406547, 0.00406548,
       0.00406549, 0.0040655 , 0.0040655 , 0.00406551, 0.00406551,
       0.00406551, 0.00406551, 0.00406552]), 4885: array([1.76790200e-05, 2.67437546e-05, 3.58083965e-05, 4.48729457e-05,
       5.39374022e-05, 6.30017659e-05, 7.20660369e-05, 8.11302152e-05,
       9.01943007e-05, 9.92582936e-05, 1.08322194e-04, 1.17386001e-04,
       1.26449716e-04, 1.35513338e-04, 1.44576867e-04, 1.53640304e-04,
       1.62703647e-04, 1.71766899e-04, 1.80830057e-04, 1.89893123e-04,
       1.98956096e-04, 2.08018976e-04, 2.17081764e-04, 2.26144458e-04,
       2.35207061e-04, 2.44269570e-04, 2.53331987e-04, 2.62394311e-04]), 4890: array([0.006117  , 0.00541021, 0.00487617, 0.00447266, 0.00416778,
       0.00393741, 0.00376335, 0.00363184, 0.00353247, 0.00345738,
       0.00340065, 0.00335779, 0.0033254 , 0.00330093, 0.00328243,
       0.00326846, 0.00325791, 0.00324993, 0.0032439 , 0.00323935,
       0.00323591, 0.00323331, 0.00323135, 0.00322986, 0.00322874,
       0.00322789, 0.00322725, 0.00322677]), 4895: array([0.00017296, 0.00022611, 0.0002489 , 0.00025868, 0.00026287,
       0.00026467, 0.00026544, 0.00026578, 0.00026592, 0.00026598,
       0.000266  , 0.00026602, 0.00026602, 0.00026602, 0.00026602,
       0.00026602, 0.00026602, 0.00026602, 0.00026602, 0.00026602,
       0.00026602, 0.00026602, 0.00026602, 0.00026602, 0.00026602,
       0.00026602, 0.00026602, 0.00026602]), 4900: array([1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34]), 4905: array([1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34]), 4910: array([1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34]), 4915: array([1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34]), 4920: array([1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34]), 4925: array([1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34]), 4930: array([1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34]), 4935: array([1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34]), 4940: array([1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34]), 4945: array([1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34]), 4950: array([1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34]), 4955: array([1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34])}, 28: {0: array([1.13063613e+08, 1.00628108e+08, 9.01619067e+07, 8.13531480e+07,
       7.39393567e+07, 6.76996240e+07, 6.24480241e+07, 5.80280750e+07,
       5.43080753e+07, 5.11771800e+07, 4.85420977e+07, 4.63243108e+07,
       4.44577358e+07, 4.28867542e+07, 4.15645555e+07, 4.04517420e+07,
       3.95151553e+07, 3.87268877e+07, 3.80634514e+07, 3.75050777e+07,
       3.70351289e+07, 3.66396018e+07, 3.63067110e+07, 3.60265372e+07,
       3.57907322e+07, 3.55922696e+07, 3.54252357e+07, 3.52846536e+07]), 5: array([1.03787755e+08, 8.57772925e+07, 7.33980357e+07, 6.48893149e+07,
       5.90409566e+07, 5.50211636e+07, 5.22582114e+07, 5.03591321e+07,
       4.90538247e+07, 4.81566387e+07, 4.75399696e+07, 4.71161101e+07,
       4.68247759e+07, 4.66245310e+07, 4.64868954e+07, 4.63922933e+07,
       4.63272698e+07, 4.62825767e+07, 4.62518575e+07, 4.62307431e+07,
       4.62162303e+07, 4.62062552e+07, 4.61993989e+07, 4.61946863e+07,
       4.61914472e+07, 4.61892208e+07, 4.61876906e+07, 4.61866388e+07]), 10: array([70739191.45122589, 69365851.56039813, 68373665.42518818,
       67656848.46423216, 67138975.31797466, 66764831.55433245,
       66494526.83418243, 66299241.89605032, 66158155.91338564,
       66056226.62639175, 65982586.57122214, 65929384.41622514,
       65890947.87119804, 65863178.92097969, 65843116.90459177,
       65828622.85644141, 65818151.45477757, 65810586.26307487,
       65805120.69816428, 65801172.03420891, 65798319.2738287 ,
       65796258.26233749, 65794769.25947686, 65793693.51122001,
       65792916.32378624, 65792354.83525643, 65791949.18102759,
       65791656.11118796]), 15: array([62472776.50105059, 60974110.58812538, 59619769.00498911,
       58395853.04880922, 57289802.48782527, 56290266.66408193,
       55386988.00920967, 54570696.77785373, 53833015.9184706 ,
       53166375.10524478, 52563933.04889263, 52019507.28908117,
       51527510.74796814, 51082894.3937548 , 50681095.42584592,
       50317990.44987561, 49989853.16206579, 49693316.10866009,
       49425336.12799573, 49183163.12056848, 48964311.82659884,
       48766536.32147125, 48587806.96731035, 48426289.58416341,
       48280326.62703691, 48148420.17561966, 48029216.56212743,
       47921492.47951482]), 20: array([1.04360127e+08, 1.08066598e+08, 1.11773070e+08, 1.15479542e+08,
       1.19186013e+08, 1.22892485e+08, 1.26598957e+08, 1.30305428e+08,
       1.34011900e+08, 1.37718372e+08, 1.41424843e+08, 1.45131315e+08,
       1.48837787e+08, 1.52544258e+08, 1.56250730e+08, 1.59957202e+08,
       1.63663673e+08, 1.67370145e+08, 1.71076616e+08, 1.74783088e+08,
       1.78489560e+08, 1.82196031e+08, 1.85902503e+08, 1.89608975e+08,
       1.93315446e+08, 1.97021918e+08, 2.00728390e+08, 2.04434861e+08]), 25: array([4.29569400e+07, 4.51896292e+07, 4.74223184e+07, 4.96550075e+07,
       5.18876967e+07, 5.41203858e+07, 5.63530750e+07, 5.85857642e+07,
       6.08184533e+07, 6.30511425e+07, 6.52838317e+07, 6.75165208e+07,
       6.97492100e+07, 7.19818991e+07, 7.42145883e+07, 7.64472775e+07,
       7.86799666e+07, 8.09126558e+07, 8.31453449e+07, 8.53780341e+07,
       8.76107233e+07, 8.98434124e+07, 9.20761016e+07, 9.43087908e+07,
       9.65414799e+07, 9.87741691e+07, 1.01006858e+08, 1.03239547e+08]), 30: array([23423114.99650633, 21946893.30774228, 20869358.8400213 ,
       20082837.04728243, 19508733.34203244, 19089679.39155763,
       18783800.48535534, 18560531.1302914 , 18397560.73939526,
       18278604.20681947, 18191774.58970533, 18128395.28429907,
       18082133.00090678, 18048364.89866977, 18023716.63997879,
       18005725.20379343, 17992592.76388886, 17983007.03787619,
       17976010.15505337, 17970902.93947351, 17967175.04354617,
       17964453.95064776, 17962467.75073604, 17961017.96925608,
       17959959.73421781, 17959187.29960493, 17958623.47851643,
       17958211.93012832]), 35: array([30104679.49029493, 29122215.66581837, 28227802.96491416,
       27413550.00250613, 26672272.64126117, 25997430.6060916 ,
       25383069.77944101, 24823769.66822619, 24314595.57893674,
       23851055.07893467, 23429058.35981249, 23044882.15309681,
       22695136.8799263 , 22376736.74486629, 22086872.50999838,
       21822986.70907145, 21582751.08302886, 21364046.03782615,
       21164941.94329591, 20983682.10805998, 20818667.2802772 ,
       20668441.53747686, 20531679.44098444, 20407174.34160301,
       20293827.73337199, 20190639.56147136, 20096699.39875831,
       20011178.41308709]), 40: array([2545603.7823853 , 4129703.68147831, 5256844.20658605,
       6058842.71947503, 6629491.72050766, 7035527.73821361,
       7324436.06430579, 7530004.08597284, 7676272.66917257,
       7780347.70116324, 7854400.59787494, 7907091.73240072,
       7944583.25239382, 7971259.73381794, 7990240.95040512,
       8003746.72642563, 8013356.54174375, 8020194.24957395,
       8025059.5093967 , 8028521.30591252, 8030984.49093318,
       8032737.13018225, 8033984.19214133, 8034871.51880059,
       8035502.8816567 , 8035952.11763075, 8036271.76418334,
       8036499.20349025]), 45: array([ 991850.27802518, 1363072.4078423 , 1567577.04210612,
       1680237.74327709, 1742302.02672976, 1776492.96678656,
       1795328.60488523, 1805705.0748505 , 1811421.42639518,
       1814570.53925261, 1816305.37163849, 1817261.08314943,
       1817787.58040622, 1818077.62542319, 1818237.40994396,
       1818325.43453182, 1818373.9268891 , 1818400.64111487,
       1818415.35786405, 1818423.46525627, 1818427.93158289,
       1818430.39206253, 1818431.74752991, 1818432.49425091,
       1818432.90561622, 1818433.13223556, 1818433.25707915,
       1818433.32585493]), 50: array([2037806.98545038, 2374149.19548913, 2586575.30814515,
       2720738.82372932, 2805473.45775735, 2858989.93108918,
       2892789.72205692, 2914136.90355709, 2927619.29930433,
       2936134.47471911, 2941512.46641316, 2944909.08401085,
       2947054.31066073, 2948409.18716567, 2949264.89644177,
       2949805.3430157 , 2950146.67681614, 2950362.25550409,
       2950498.41011475, 2950584.40227927, 2950638.71298034,
       2950673.01438754, 2950694.67837848, 2950708.36086388,
       2950717.00241139, 2950722.46021683, 2950725.90724298,
       2950728.08430653]), 55: array([3987197.86042395, 3873804.09761982, 3819915.60139711,
       3794305.9915444 , 3782135.45121056, 3776351.6047221 ,
       3773602.92805824, 3772296.66527663, 3771675.88565673,
       3771380.87048681, 3771240.66944332, 3771174.04123366,
       3771142.37728729, 3771127.32952441, 3771120.17832585,
       3771116.7798379 , 3771115.16476313, 3771114.39722576,
       3771114.03246642, 3771113.85912062, 3771113.77674091,
       3771113.73759133, 3771113.71898615, 3771113.71014434,
       3771113.70594242, 3771113.70394553, 3771113.70299654,
       3771113.70254555]), 60: array([1921845.12330971, 2730778.03025937, 3111668.59739736,
       3291013.04350446, 3375458.37537799, 3415219.93047501,
       3433941.8802697 , 3442757.21466143, 3446907.96398455,
       3448862.36743402, 3449782.60918941, 3450215.91014813,
       3450419.93231917, 3450515.99729535, 3450561.23002472,
       3450582.52810741, 3450592.55642833, 3450597.27831912,
       3450599.50164772, 3450600.54851437, 3450601.04143737,
       3450601.27353292, 3450601.38281639, 3450601.43427313,
       3450601.45850182, 3450601.46991003, 3450601.47528165,
       3450601.47781091]), 65: array([1135726.82608317, 1693004.91395452, 1976280.49488194,
       2120275.12969037, 2193470.47814126, 2230677.13547246,
       2249590.02241212, 2259203.82053454, 2264090.70610805,
       2266574.80763634, 2267837.52605075, 2268479.39103733,
       2268805.66382808, 2268971.51480329, 2269055.82016604,
       2269098.67426551, 2269120.45786007, 2269131.5308962 ,
       2269137.15954159, 2269140.02069445, 2269141.47507559,
       2269142.21436656, 2269142.59016293, 2269142.78118773,
       2269142.87828945, 2269142.92764819, 2269142.95273822,
       2269142.96549199]), 70: array([1161291.88477168, 1199593.58580499, 1232782.19820861,
       1261540.29415636, 1286459.32579534, 1308051.78932119,
       1326761.7652091 , 1342974.05137583, 1357022.07710963,
       1369194.76052935, 1379742.45060655, 1388882.07595691,
       1396801.60629327, 1403663.91829668, 1409610.1454127 ,
       1414762.58046633, 1419227.19079214, 1423095.79760697,
       1426447.96444696, 1429352.63350769, 1431869.54354083,
       1434050.45846867, 1435940.23198452, 1437577.73003439,
       1438996.63015168, 1440226.11408481, 1441291.46796238,
       1442214.60233922]), 75: array([ 634377.66038433,  939573.90766784, 1175116.94547392,
       1356903.33096436, 1497201.64017138, 1605480.46156521,
       1689047.4213433 , 1753542.36760017, 1803317.99786986,
       1841733.618202  , 1871381.8592691 , 1894263.65034193,
       1911923.25994628, 1925552.51695615, 1936071.24589768,
       1944189.3449595 , 1950454.69629083, 1955290.14200367,
       1959022.02135176, 1961902.19503081, 1964125.0429977 ,
       1965840.58297357, 1967164.59498548, 1968186.43524123,
       1968975.06668783, 1969583.71324982, 1970053.45185715,
       1970415.98468489]), 80: array([882877.92739173, 882877.92737496, 882877.92736672, 882877.92736266,
       882877.92736067, 882877.92735969, 882877.92735921, 882877.92735897,
       882877.92735885, 882877.9273588 , 882877.92735877, 882877.92735875,
       882877.92735875, 882877.92735874, 882877.92735874, 882877.92735874,
       882877.92735874, 882877.92735874, 882877.92735874, 882877.92735874,
       882877.92735874, 882877.92735874, 882877.92735874, 882877.92735874,
       882877.92735874, 882877.92735874, 882877.92735874, 882877.92735874]), 85: array([2274621.77652869, 2282806.53023409, 2290648.01755312,
       2298160.63498643, 2305358.17524927, 2312253.85259409,
       2318860.32707113, 2325189.72777148, 2331253.67509542,
       2337063.3020867 , 2342629.27487223, 2347961.81224437,
       2353070.70442206, 2357965.33102509, 2362654.67829448,
       2367147.35559071, 2371451.61119997, 2375575.34747753,
       2379526.135356  , 2383311.22824509, 2386937.57534843,
       2390411.83442191, 2393740.38399693, 2396929.33509098,
       2399984.54242708, 2402911.61518277, 2405715.92728815,
       2408402.62729214]), 90: array([17921347.01542001, 18101597.0609465 , 18279541.63859396,
       18455210.23618931, 18628631.96439871, 18799835.56155165,
       18968849.39840325, 19135701.48283568, 19300419.46449947,
       19463030.63939539, 19623561.95439782, 19782040.01172014,
       19938491.07332316, 20092941.06526703, 20245415.58200753,
       20395939.89063749, 20544538.93507377, 20691237.34019094,
       20836059.41590184, 20979029.16118615, 21120170.26806728,
       21259506.12553849, 21397059.82343878, 21532854.15627913,
       21666911.62701994, 21799254.45080001, 21929904.5586179 ,
       22058883.60096625]), 95: array([11334880.70483502, 11196390.19425919, 11067082.31528786,
       10946348.21231906, 10833619.40000195, 10728365.08648203,
       10630089.67412882, 10538330.42597826, 10452655.28690181,
       10372660.84924332, 10297970.45334461, 10228232.41401589,
       10163118.36460037, 10102321.7108358 , 10045556.18723305,
        9992554.50917402,  9943067.11438259,  9896860.98784229,
        9853718.56462813,  9813436.70548622,  9775825.74033775,
        9740708.57520353,  9707919.85834407,  9677305.20168884,
        9648720.45388868,  9622031.02156874,  9597111.23558563,
        9573843.75930515]), 100: array([9891075.75443175, 9026961.50659072, 8571880.46776046,
       8332214.52958127, 8205995.77506898, 8139523.35887306,
       8104516.02472532, 8086079.60381173, 8076370.16365074,
       8071256.74013531, 8068563.78362963, 8067145.55282601,
       8066398.64933608, 8066005.29670134, 8065798.1396893 ,
       8065689.0415828 , 8065631.58566217, 8065601.32681606,
       8065585.39116038, 8065576.99873454, 8065572.57890941,
       8065570.25123269, 8065569.02537449, 8065568.37978298,
       8065568.03978575, 8065567.86072806, 8065567.76642832,
       8065567.71676587]), 105: array([7168020.54959771, 7381383.06365566, 7577492.34554385,
       7757743.55139652, 7923419.02018878, 8075697.39652304,
       8215662.01571524, 8344308.61083401, 8462552.39652193,
       8571234.57999442, 8671128.34553676, 8762944.35507393,
       8847335.80394522, 8924903.06785155, 8996197.97403443,
       9061727.72707254, 9121958.51722496, 9177318.83699106,
       9228202.52948206, 9274971.59029056, 9317958.74279125,
       9357469.80519389, 9393785.86618817, 9427165.28465837,
       9457845.52769422, 9486044.85997375, 9511963.89653686,
       9535787.02999621]), 110: array([ 3341763.74861214,  4274870.02929876,  5200205.3267074 ,
        6117834.35820451,  7027821.30218517,  7930229.80256169,
        8825122.9732148 ,  9712563.40240785, 10592613.15716412,
       11465333.7876078 , 12330786.33126877, 13189031.31735148,
       14040128.77096839, 14884138.21733801, 15721118.68594813,
       16551128.71468426, 17374226.35392376, 18190469.1705958 ,
       18999914.25220763, 19802618.21083717, 20598637.18709248,
       21388026.85403814, 22170842.42108906, 22947138.63787173,
       23716969.79805341, 24480389.74313938, 25237451.86623858,
       25988209.1157979 ]), 115: array([3101177.6035019 , 2538927.81307697, 2133074.16879367,
       1840113.31156765, 1628642.83427734, 1475995.2649439 ,
       1365808.3456066 , 1286271.16564324, 1228858.1529683 ,
       1187415.21991572, 1157500.10799284, 1135906.22321101,
       1120318.9220111 , 1109067.40515105, 1100945.62511817,
       1095083.01017273, 1090851.14796281, 1087796.42614833,
       1085591.40979831, 1083999.74371573, 1082850.8175781 ,
       1082021.47825612, 1081422.82905802, 1080990.7009135 ,
       1080678.7741058 , 1080453.61327194, 1080291.08347374,
       1080173.76317941]), 120: array([1678221.63006832, 1456537.58338263, 1346123.13787154,
       1291128.87933202, 1263737.821411  , 1250095.12353748,
       1243300.08824513, 1239915.67666816, 1238229.99863566,
       1237390.41090686, 1236972.23641519, 1236763.95573233,
       1236660.2171167 , 1236608.54789696, 1236582.81294519,
       1236569.99510615, 1236563.61090931, 1236560.43112454,
       1236558.84736524, 1236558.05854029, 1236557.66564929,
       1236557.46996158, 1236557.37249516, 1236557.32394994,
       1236557.29977097, 1236557.28772811, 1236557.28172992,
       1236557.27874239]), 125: array([1945328.07891189, 1813744.49363184, 1720193.44549257,
       1653682.12047181, 1606395.03556999, 1572775.6722839 ,
       1548873.55207266, 1531880.03123377, 1519798.26827929,
       1511208.58298263, 1505101.63536466, 1500759.82214095,
       1497672.95399521, 1495478.30524865, 1493917.99139871,
       1492808.66613008, 1492019.97701368, 1491459.24830775,
       1491060.59099764, 1490777.16043805, 1490575.65182383,
       1490432.38667393, 1490330.53046666, 1490258.11448158,
       1490206.6294024 , 1490170.0254209 , 1490144.00134786,
       1490125.49919727]), 130: array([33461738.29649118, 33990382.59035023, 34519026.8842093 ,
       35047671.17806837, 35576315.47192743, 36104959.76578648,
       36633604.05964554, 37162248.35350461, 37690892.64736368,
       38219536.94122274, 38748181.23508181, 39276825.52894087,
       39805469.82279994, 40334114.11665901, 40862758.41051807,
       41391402.70437714, 41920046.99823621, 42448691.29209527,
       42977335.58595434, 43505979.8798134 , 44034624.17367247,
       44563268.46753153, 45091912.76139059, 45620557.05524965,
       46149201.34910871, 46677845.64296778, 47206489.93682684,
       47735134.23068591]), 135: array([30086262.99383076, 28526661.95687553, 27097197.19867499,
       25787009.88376622, 24586147.25997634, 23485487.05299218,
       22476668.16960059, 21552027.18319112, 20704540.11903752,
       19927769.09713342, 19215813.42725835, 18563264.7847707 ,
       17965166.12662363, 17416974.03551206, 16914524.2061005 ,
       16453999.81115019, 16031902.50724079, 15645025.85983365,
       15290430.98580168, 14965424.22839605, 14667536.69505909,
       14394505.5026435 , 14144256.58756871, 13914888.95033266,
       13704660.21469347, 13511973.39182243, 13335364.74888289,
       13173492.68987954]), 140: array([12809155.8956703 , 12275931.78292809, 11902370.59220041,
       11640664.56675412, 11457320.99291692, 11328875.85677582,
       11238890.95764346, 11175850.17373269, 11131685.64752436,
       11100745.27441659, 11079069.35552338, 11063883.84181843,
       11053245.3158293 , 11045792.27621403, 11040570.89502236,
       11036912.94833803, 11034350.2980633 , 11032554.9803626 ,
       11031297.23338157, 11030416.09269676, 11029798.79134906,
       11029366.32811086, 11029063.35703669, 11028851.10437872,
       11028702.40638524, 11028598.23292762, 11028525.25205534,
       11028474.12379445]), 145: array([5921950.34581611, 6705428.2794152 , 7237526.31725192,
       7598900.01997902, 7844326.50858932, 8011007.59483611,
       8124208.84165234, 8201089.32383118, 8253302.60510048,
       8288763.18838046, 8312846.19821986, 8329202.14359011,
       8340310.26299623, 8347854.32810206, 8352977.87028235,
       8356457.51740959, 8358820.71531137, 8360425.67814776,
       8361515.68660801, 8362255.96446148, 8362758.72322007,
       8363100.17118878, 8363332.06514058, 8363489.55562175,
       8363596.51508086, 8363669.15646089, 8363718.49076135,
       8363751.99608849]), 150: array([ 986721.03006075, 1341454.90587897, 1635047.62975855,
       1878037.35639858, 2079145.90729311, 2245591.82993417,
       2383349.49881797, 2497363.55837067, 2591726.40496218,
       2669825.07850986, 2734462.83616793, 2787959.77184267,
       2832236.09314898, 2868881.04493348, 2899209.95329057,
       2924311.43759712, 2945086.4851845 , 2962280.79118597,
       2976511.52435897, 2988289.47960902, 2998037.41235329,
       3006105.21281353, 3012782.4649011 , 3018308.84048025,
       3022882.70209897, 3026668.22297202, 3029801.27977935,
       3032394.32979469]), 155: array([1735035.52621777, 1821118.08336558, 1907200.6405134 ,
       1993283.19766122, 2079365.75480904, 2165448.31195686,
       2251530.86910467, 2337613.42625249, 2423695.9834003 ,
       2509778.54054812, 2595861.09769593, 2681943.65484375,
       2768026.21199156, 2854108.76913938, 2940191.32628719,
       3026273.883435  , 3112356.44058282, 3198438.99773063,
       3284521.55487844, 3370604.11202625, 3456686.66917406,
       3542769.22632187, 3628851.78346968, 3714934.34061749,
       3801016.8977653 , 3887099.4549131 , 3973182.01206091,
       4059264.56920872]), 160: array([177927.12922223, 275511.01741059, 330348.24667864, 361164.0070426 ,
       378480.91198991, 388212.14021251, 393680.60025247, 396753.59931534,
       398480.46998303, 399450.88430529, 399996.20826873, 400302.6528649 ,
       400474.85929047, 400571.63062656, 400626.01124248, 400656.57040914,
       400673.74312136, 400683.39332053, 400688.81624632, 400691.86365743,
       400693.57614896, 400694.53848293, 400695.07926614, 400695.38315907,
       400695.55393158, 400695.64989713, 400695.70382493, 400695.73412964]), 165: array([293500.90390525, 313389.78559405, 323936.25054991, 329528.71797999,
       332494.23221508, 334066.75360898, 334900.61355308, 335342.78394838,
       335577.25336962, 335701.58532417, 335767.51475259, 335802.4751097 ,
       335821.01351658, 335830.8438661 , 335836.05659944, 335838.82075231,
       335840.28649794, 335841.06373797, 335841.47588456, 335841.69443327,
       335841.81032296, 335841.87177572, 335841.90436223, 335841.92164186,
       335841.93080472, 335841.9356635 , 335841.93823997, 335841.93960619]), 170: array([ 735527.71169748,  798062.84549141,  854780.77997554,
        906222.64788209,  952879.24420886,  995195.70878116,
       1033575.77322813, 1068385.61289319, 1099957.34042849,
       1128592.17440516, 1154563.3131702 , 1178118.54136892,
       1199482.59400109, 1218859.30056576, 1236433.52975146,
       1252372.95322576, 1266829.64535196, 1279941.53409555,
       1291833.71696306, 1302619.65452858, 1312402.2529349 ,
       1321274.84569727, 1329322.08417698, 1336620.74522045,
       1343240.46366944, 1349244.39673098, 1354689.82654574,
       1359628.70670372]), 175: array([422696.80932838, 480362.24070046, 524396.44495824, 558021.6359692 ,
       583698.34546313, 603305.4730545 , 618277.77518982, 629710.85380814,
       638441.32728583, 645108.05019481, 650198.8616449 , 654086.28303234,
       657054.77738567, 659321.56501878, 661052.5186815 , 662374.30133934,
       663383.63476762, 664154.37719142, 664742.92787963, 665192.35417548,
       665535.54296016, 665797.60715848, 665997.72338345, 666150.5351897 ,
       666267.2246192 , 666356.33045005, 666424.37302361, 666476.33137216]), 180: array([845957.18714411, 685561.99696773, 578110.82858732, 506127.66267305,
       457905.04906037, 425599.98948008, 403958.34054607, 389460.27198752,
       379747.79616975, 373241.26144549, 368882.43523967, 365962.39151474,
       364006.20997576, 362695.73432061, 361817.82682149, 361229.70328482,
       360835.71041573, 360571.76862251, 360394.95001571, 360276.49655166,
       360197.14278116, 360143.98248785, 360108.36960182, 360084.51198982,
       360068.52941403, 360057.82244432, 360050.64968307, 360045.84454162]), 185: array([178599.60724079, 254293.86202277, 295961.99126257, 318899.43875242,
       331526.03147325, 338476.71087243, 342302.91681559, 344409.16443236,
       345568.61039241, 346206.86152851, 346558.20564178, 346751.6133444 ,
       346858.08030378, 346916.68817351, 346948.95059946, 346966.71040089,
       346976.48680603, 346981.86851583, 346984.8310363 , 346986.46184284,
       346987.35956828, 346987.85374765, 346988.12578322, 346988.27553321,
       346988.35796749, 346988.40334587, 346988.42832573, 346988.44207663]), 190: array([115586.49950608, 184558.60176237, 226487.36721802, 251976.24337409,
       267471.16197328, 276890.66328535, 282616.86341995, 286097.8723285 ,
       288214.0091621 , 289500.42790338, 290282.45350383, 290757.85394703,
       291046.85418088, 291222.54003972, 291329.34106403, 291394.26637371,
       291433.73505732, 291457.72842745, 291472.31421439, 291481.18104634,
       291486.57127377, 291489.84804182, 291491.84001879, 291493.05095963,
       291493.78710153, 291494.23460885, 291494.50665261, 291494.67203047]), 195: array([10374292.8179652 , 10751318.03592716, 11128343.25388857,
       11505368.47184943, 11882393.68980974, 12259418.90776951,
       12636444.12572872, 13013469.34368739, 13390494.56164552,
       13767519.77960309, 14144544.99756012, 14521570.2155166 ,
       14898595.43347254, 15275620.65142793, 15652645.86938277,
       16029671.08733706, 16406696.3052908 , 16783721.523244  ,
       17160746.74119665, 17537771.95914875, 17914797.1771003 ,
       18291822.3950513 , 18668847.61300176, 19045872.83095168,
       19422898.04890104, 19799923.26684985, 20176948.48479812,
       20553973.70274585]), 200: array([11489026.44404128, 11686217.70243617, 11883408.96083107,
       12080600.21922596, 12277791.47762085, 12474982.73601575,
       12672173.99441064, 12869365.25280554, 13066556.51120043,
       13263747.76959532, 13460939.02799022, 13658130.28638511,
       13855321.54478001, 14052512.8031749 , 14249704.0615698 ,
       14446895.31996469, 14644086.57835958, 14841277.83675448,
       15038469.09514937, 15235660.35354427, 15432851.61193916,
       15630042.87033405, 15827234.12872895, 16024425.38712384,
       16221616.64551874, 16418807.90391363, 16615999.16230853,
       16813190.42070342]), 205: array([2287827.54597284, 2336839.81676392, 2361399.95555407,
       2373707.08614923, 2379874.21186381, 2382964.56987094,
       2384513.15393654, 2385289.15225218, 2385678.00643146,
       2385872.86197392, 2385970.50444364, 2386019.43326432,
       2386043.9515861 , 2386056.23776211, 2386062.39438745,
       2386065.4794837 , 2386067.02543109, 2386067.80010816,
       2386068.18830026, 2386068.38282403, 2386068.48030025,
       2386068.52914577, 2386068.55362234, 2386068.5658876 ,
       2386068.57203374, 2386068.57511359, 2386068.5766569 ,
       2386068.57743026]), 210: array([1662568.83921863, 1717722.63258963, 1766822.03372404,
       1810531.65085847, 1849443.13625131, 1884083.19477254,
       1914920.71336736, 1942373.10789791, 1966811.97327366,
       1988568.11335059, 2007936.01868375, 2025177.85274382,
       2040527.00055517, 2054191.22778958, 2066355.49307703,
       2077184.451601  , 2086824.68386679, 2095406.67981154,
       2103046.60511261, 2109847.87360326, 2115902.54707965,
       2121292.58144692, 2126090.93607226, 2130362.56136102,
       2134165.27792374, 2137550.55923445, 2140564.22837429,
       2143247.07829158]), 215: array([ 170154.51284009,  314104.81386767,  438149.44827038,
        545041.00191261,  637151.42889774,  716524.68590719,
        784922.08818288,  843861.39361551,  894650.48222561,
        938416.37839474,  976130.25985837, 1008629.00841719,
       1036633.78058334, 1060766.01024929, 1081561.19848348,
       1099480.79645188, 1114922.44515124, 1128228.7991763 ,
       1139695.13032315, 1149575.87975472, 1158090.30412282,
       1165427.34093587, 1171749.80113622, 1177197.98192139,
       1181892.77997899, 1185938.37421877, 1189424.5375323 ,
       1192428.62887916]), 220: array([91797.96516198, 91797.60490291, 91797.37614447, 91797.23088671,
       91797.13865048, 91797.08008203, 91797.04289205, 91797.01927704,
       91797.0042819 , 91796.99476024, 91796.98871415, 91796.98487498,
       91796.98243718, 91796.98088921, 91796.97990628, 91796.97928213,
       91796.97888581, 91796.97863415, 91796.97847435, 91796.97837289,
       91796.97830845, 91796.97826754, 91796.97824156, 91796.97822507,
       91796.97821459, 91796.97820794, 91796.97820372, 91796.97820103]), 225: array([662935.39474837, 652254.3931752 , 642320.87419689, 633082.52715457,
       624490.70221714, 616500.15418758, 609068.80423832, 602157.51832101,
       595729.90108364, 589752.10420987, 584192.64817129, 579022.25645381,
       574213.70138536, 569741.66075288, 565582.58445369, 561714.57047887,
       558117.24957557, 554771.67798107, 551660.23766346, 548766.54354375,
       546075.35721083, 543572.50667486, 541244.81173645, 539080.0145788 ,
       537066.7152171 , 535194.3114653 , 533452.94310428, 531833.43995713]), 230: array([1595763.28756184, 1658900.41133717, 1720567.99907314,
       1780800.25467454, 1839630.58593974, 1897091.62309027,
       1953215.23686922, 2008032.55621827, 2061573.98554338,
       2113869.22157859, 2164947.26985729, 2214836.46080012,
       2263564.46542844, 2311158.31071205, 2357644.39455969,
       2403048.50046064, 2447395.81178547, 2490710.92575408,
       2533017.86707845, 2574340.10128799, 2614700.54774467,
       2654121.59235523, 2692625.09998753, 2730232.42659789,
       2766964.43107614, 2802841.48681503, 2837883.49301028,
       2872109.88569773]), 235: array([159968.34820497, 257699.58726764, 325494.93313004, 372523.99942128,
       405147.6706791 , 427778.43948381, 443477.21515639, 454367.32497743,
       461921.70338169, 467162.11270837, 470797.3409749 , 473319.06852058,
       475068.36989821, 476281.84568192, 477123.6237177 , 477707.55812416,
       478112.62855432, 478393.6225351 , 478588.54571724, 478723.76230383,
       478817.56092281, 478882.62824289, 478927.76490045, 478959.07582354,
       478980.79594988, 478995.86302047, 479006.31492174, 479013.56531852]), 240: array([268317.90557588, 305464.68319264, 326450.23147017, 338305.72109169,
       345003.31280134, 348787.02280752, 350924.57642851, 352132.15720906,
       352814.36294519, 353199.76545732, 353417.49317271, 353540.49537574,
       353609.98373613, 353649.2402056 , 353671.41759455, 353683.94639775,
       353691.02436847, 353695.02296824, 353697.2819208 , 353698.5580842 ,
       353699.27903473, 353699.68632556, 353699.91641877, 353700.04640669,
       353700.11984153, 353700.16132751, 353700.18476442, 353700.19800478]), 245: array([146363.31971582, 146363.31970145, 146363.31969431, 146363.31969075,
       146363.31968898, 146363.3196881 , 146363.31968766, 146363.31968744,
       146363.31968733, 146363.31968728, 146363.31968725, 146363.31968724,
       146363.31968723, 146363.31968723, 146363.31968723, 146363.31968723,
       146363.31968723, 146363.31968723, 146363.31968723, 146363.31968723,
       146363.31968723, 146363.31968723, 146363.31968723, 146363.31968723,
       146363.31968723, 146363.31968723, 146363.31968723, 146363.31968723]), 250: array([118946.66312092, 118946.66311236, 118946.66310819, 118946.66310616,
       118946.66310516, 118946.66310468, 118946.66310445, 118946.66310433,
       118946.66310427, 118946.66310425, 118946.66310423, 118946.66310423,
       118946.66310422, 118946.66310422, 118946.66310422, 118946.66310422,
       118946.66310422, 118946.66310422, 118946.66310422, 118946.66310422,
       118946.66310422, 118946.66310422, 118946.66310422, 118946.66310422,
       118946.66310422, 118946.66310422, 118946.66310422, 118946.66310422]), 255: array([17253971.9850807 , 17464121.29707128, 17674270.60906185,
       17884419.92105242, 18094569.23304299, 18304718.54503356,
       18514867.85702413, 18725017.16901471, 18935166.48100528,
       19145315.79299584, 19355465.10498641, 19565614.41697698,
       19775763.72896755, 19985913.04095813, 20196062.3529487 ,
       20406211.66493928, 20616360.97692984, 20826510.28892041,
       21036659.60091099, 21246808.91290156, 21456958.22489213,
       21667107.5368827 , 21877256.84887327, 22087406.16086384,
       22297555.47285441, 22507704.78484498, 22717854.09683555,
       22928003.40882612]), 260: array([9119890.89877887, 8978537.41650623, 8845954.87809243,
       8721599.04893541, 8604959.46403725, 8495557.33260973,
       8392943.5726985 , 8296696.96775831, 8206422.43761219,
       8121749.41669715, 8042330.33293926, 7967839.18101411,
       7897970.18413609, 7832436.53888323, 7770969.23790527,
       7713315.96568249, 7659240.06280226, 7608519.554502  ,
       7560946.23949081, 7516324.83530936, 7474472.17672006,
       7435216.46383686, 7398396.55690836, 7363861.31485947,
       7331468.97487632, 7301086.57048783, 7272589.38575508,
       7245860.44332813]), 265: array([2766824.68528125, 3603448.70573461, 4010619.68748394,
       4208783.02528635, 4305225.82256106, 4352162.92631253,
       4375006.43324961, 4386123.98775292, 4391534.71643283,
       4394168.02799778, 4395449.61689427, 4396073.34487294,
       4396376.90289568, 4396524.63953139, 4396596.54049231,
       4396631.53349291, 4396648.5640037 , 4396656.85246975,
       4396660.88632819, 4396662.84953993, 4396663.8050024 ,
       4396664.27001008, 4396664.49632157, 4396664.60646361,
       4396664.6600679 , 4396664.68615622, 4396664.69885297,
       4396664.70503227]), 270: array([580806.26555596, 608410.39129654, 634067.24351571, 657914.18842468,
       680078.90203155, 700680.05371576, 719827.94158128, 737625.0829902 ,
       754166.76343838, 769541.54671188, 783831.74905543, 797113.87989181,
       809459.05145158, 820933.35950632, 831598.23724395, 841510.78418064,
       850724.07187033, 859287.42804862, 867246.7007324 , 874644.50368906,
       881520.44458968, 887911.33706759, 893851.39781776, 899372.4297922 ,
       904503.99247223, 909273.56012934, 913706.66892176, 917827.05361453]), 275: array([334217.19016495, 326695.854115  , 320129.65733078, 314397.30606728,
       309392.90974959, 305024.02491451, 301209.94755322, 297880.2223105 ,
       294973.34100166, 292435.60640565, 290220.14034578, 288286.01773494,
       286597.51058897, 285123.42804322, 283836.54018083, 282713.07502949,
       281732.2794348 , 280876.03569871, 280128.52690119, 279475.94472299,
       278906.23437213, 278408.87190236, 277974.66981009, 277595.60731866,
       277264.68221496, 276975.78150141, 276723.56847387, 276503.38413968]), 280: array([264174.67566279, 383095.31267327, 450212.81348995, 488093.19345697,
       509472.4636769 , 521538.68887143, 528348.73378632, 532192.24830682,
       534361.48566926, 535585.77940082, 536276.75733025, 536666.73768108,
       536886.83830595, 537011.06068014, 537081.17042316, 537120.73959175,
       537143.07199571, 537155.67615912, 537162.78981045, 537166.80467709,
       537169.07062371, 537170.34949908, 537171.07128229, 537171.4786488 ,
       537171.70856199, 537171.83832246, 537171.91155785, 537171.95289109]), 285: array([400099.5785378 , 420140.04440929, 432445.89183314, 440002.29704798,
       444642.30742713, 447491.50565121, 449241.05572908, 450315.36689812,
       450975.04763692, 451380.12457336, 451628.86205316, 451781.59929463,
       451875.38759284, 451932.97829434, 451968.34186274, 451990.05686079,
       452003.39095463, 452011.57875453, 452016.6064728 , 452019.69374304,
       452021.58948123, 452022.7535592 , 452023.46836125, 452023.90728542,
       452024.17680679, 452024.34230638, 452024.4439314 , 452024.50633424]), 290: array([49658.01953776, 50603.22542   , 51485.95038649, 52310.32461129,
       53080.20525171, 53799.19449551, 54470.65641515, 55097.73270787,
       55683.35739545, 56230.27055206, 56741.03112487, 57218.02890703,
       57663.49571927, 58079.51585233, 58468.03581916, 58830.8734624 ,
       59169.72645992, 59486.18026803, 59781.71553965, 60057.71505218,
       60315.47017731, 60556.18692322, 60780.99157737, 60990.9359763 ,
       61187.00242698, 61370.10830303, 61541.11033691, 61700.80862853]), 295: array([1932843.9427686 , 1960356.49416554, 1987311.63314735,
       2013720.65305416, 2039594.61841968, 2064944.36960692,
       2089780.5273499 , 2114113.49720346, 2137953.47390282,
       2161310.44563486, 2184194.19822283, 2206614.31922632,
       2228580.20195814, 2250101.04941979, 2271185.87815726,
       2291843.52203864, 2312082.63595526, 2331911.69944778,
       2351339.02025888, 2370372.73781391, 2389020.82663105,
       2407291.0996624 , 2425191.21156735, 2442728.66191962,
       2459910.79834934, 2476744.81962151, 2493237.778652  ,
       2509396.58546254]), 300: array([2485533.6243086 , 2327304.36276982, 2192857.87586098,
       2078619.47478182, 1981551.76716687, 1899073.89831879,
       1828992.93095212, 1769445.53895907, 1718848.46494007,
       1675856.42425451, 1639326.3363365 , 1608286.93225103,
       1581912.93041058, 1559503.09383111, 1540461.58550952,
       1524282.12619594, 1510534.53334465, 1498853.2833386 ,
       1488927.79287782, 1480494.16113158, 1473328.15309275,
       1467239.23757478, 1462065.52133218, 1457669.44461215,
       1453934.12368956, 1450760.24314032, 1448063.41522389,
       1445771.936166  ]), 305: array([1914346.12576569, 1536643.83218869, 1334238.39131369,
       1225772.11193841, 1167646.53136777, 1136497.83579037,
       1119805.68017405, 1110860.58459447, 1106067.03145687,
       1103498.23255712, 1102121.64871671, 1101383.95645522,
       1100988.63736409, 1100776.79132479, 1100663.26595915,
       1100602.42928414, 1100569.82775051, 1100552.35703906,
       1100542.99472616, 1100537.97759203, 1100535.28897916,
       1100533.84818867, 1100533.07608895, 1100532.66233138,
       1100532.44060441, 1100532.321784  , 1100532.25810978,
       1100532.22398764]), 310: array([432582.14678681, 627671.19649477, 723476.22187586, 770524.49496967,
       793629.12849285, 804975.43421541, 810547.41844189, 813283.72830162,
       814627.48509347, 815287.38196489, 815611.44647086, 815770.58922268,
       815848.74161207, 815887.1209658 , 815905.96843553, 815915.22411809,
       815919.76943165, 815922.00156042, 815923.09772217, 815923.63602918,
       815923.90038291, 815924.03020268, 815924.09395503, 815924.12526277,
       815924.14063748, 815924.14818775, 815924.15189556, 815924.15371641]), 315: array([1100534.90863164,  973150.99333609,  911922.21380154,
        882491.78347921,  868345.65423179,  861546.12835015,
        858277.8454576 ,  856706.90165185,  855951.80653863,
        855588.85999151,  855414.40488809,  855330.55071356,
        855290.24508507,  855270.87164664,  855261.5595448 ,
        855257.08355874,  855254.93211628,  855253.89799674,
        855253.40093337,  855253.16201323,  855253.04717308,
        855252.99197362,  855252.96544127,  855252.95268814,
        855252.94655817,  855252.94361173,  855252.94219548,
        855252.94151474]), 320: array([1600887.85042323, 1605978.46102543, 1610791.94070548,
       1615343.37636631, 1619647.03358555, 1623716.40132815,
       1627564.2342249 , 1631202.59254929, 1634642.88001807,
       1637895.87953395, 1640971.7869825 , 1643880.24318909,
       1646630.36413621, 1649230.7695357 , 1651689.60984553,
       1654014.59181581, 1656213.0026441 , 1658291.73281564,
       1660257.29770028, 1662115.85797356, 1663873.23892621,
       1665534.94872228, 1667106.19566347, 1668591.90451351,
       1669996.73193383, 1671325.08107897, 1672581.11539741,
       1673768.77168105]), 325: array([1082212.08115241, 1119097.94085421, 1154017.56107429,
       1187075.75427277, 1218371.74577155, 1247999.47158255,
       1276047.86035994, 1302601.10032261, 1327738.89194804,
       1351536.68719608, 1374065.91598063, 1395394.20056902,
       1415585.55855263, 1434700.5949979 , 1452796.68435457,
       1469928.14266712, 1486146.39060619, 1501500.10780964,
       1516035.37899609, 1529795.83228983, 1542822.77017222,
       1555155.29345243, 1566830.41862999, 1577883.18900102,
       1588346.77984197, 1598252.59798631, 1607630.37609332,
       1616508.26189162]), 330: array([ 867413.77324402,  925197.14674597,  966025.65338539,
        994874.21056335, 1015257.98944116, 1029660.73543558,
       1039837.4103997 , 1047028.03317159, 1052108.77477235,
       1055698.71906961, 1058235.29759891, 1060027.59020921,
       1061293.98616888, 1062188.79470486, 1062821.04744537,
       1063267.7838273 , 1063583.43828342, 1063806.47302986,
       1063964.06465309, 1064075.41555293, 1064154.09373798,
       1064209.68607547, 1064248.96644252, 1064276.72111708,
       1064296.33198169, 1064310.18860285, 1064319.97939759,
       1064326.89736557]), 335: array([1153446.62511087, 1129879.80452074, 1113569.1536562 ,
       1102280.51458809, 1094467.62146271, 1089060.30011774,
       1085317.88054813, 1082727.74333572, 1080935.10339936,
       1079694.41316642, 1078835.72859574, 1078241.43102465,
       1077830.11630553, 1077545.44444012, 1077348.42238575,
       1077212.06296768, 1077117.68830006, 1077052.37137501,
       1077007.16538059, 1076975.87820763, 1076954.22428309,
       1076939.23755199, 1076928.86520085, 1076921.68647271,
       1076916.71805841, 1076913.27940742, 1076910.89950914,
       1076909.25237606]), 340: array([ 401888.64491081,  701284.74809398,  972939.10118598,
       1219422.22761692, 1443066.46863006, 1645988.05301022,
       1830107.12185284, 1997165.89785749, 2148745.1710724 ,
       2286279.25708608, 2411069.56920743, 2524296.93306103,
       2627032.76012404, 2720249.18593402, 2804828.26890046,
       2881570.33676333, 2951201.559677  , 3014380.82157957,
       3071705.95486786, 3123719.39737354, 3170913.32516934,
       3213734.30977445, 3252587.54382789, 3287840.67521505,
       3319827.28592784, 3348850.04857706, 3375183.59042545,
       3399077.09204216]), 345: array([1043660.89089057, 1035386.01370289, 1029319.75877762,
       1024872.62947482, 1021612.46990695, 1019222.46959791,
       1017470.3769907 , 1016185.93008389, 1015244.31098816,
       1014554.01657682, 1014047.96654396, 1013676.9847838 ,
       1013405.02063512, 1013205.64560888, 1013059.48516353,
       1012952.33595741, 1012873.78561948, 1012816.20091296,
       1012773.98596504, 1012743.03848027, 1012720.35109438,
       1012703.71912955, 1012691.52635179, 1012682.58791119,
       1012676.03520255, 1012671.23145741, 1012667.70986525,
       1012665.12821052]), 350: array([14091246.32273923, 14246062.06890355, 14400877.81506787,
       14555693.56123219, 14710509.30739651, 14865325.05356083,
       15020140.79972515, 15174956.54588947, 15329772.29205378,
       15484588.0382181 , 15639403.78438242, 15794219.53054674,
       15949035.27671106, 16103851.02287538, 16258666.7690397 ,
       16413482.51520402, 16568298.26136834, 16723114.00753265,
       16877929.75369697, 17032745.4998613 , 17187561.24602561,
       17342376.99218993, 17497192.73835425, 17652008.48451857,
       17806824.23068289, 17961639.97684721, 18116455.72301153,
       18271271.46917585]), 355: array([21820419.96089267, 22154043.64573152, 22481497.59593223,
       22802895.90898618, 23118350.57236896, 23427971.50256106,
       23731866.58334706, 24030141.70340637, 24322900.79320896,
       24610245.86122873, 24892277.02948711, 25169092.56843944,
       25440788.93121613, 25707460.78723069, 25969201.05516612,
       26226100.93535132, 26478249.94153883, 26725735.93209483,
       26968645.14061233, 27207062.20595829, 27441070.20176501,
       27670750.66537621, 27896183.6262577 , 28117447.63388277,
       28334619.78510179, 28547775.75100571, 28756989.80329281,
       28962334.84014772]), 360: array([7822377.99919732, 8062240.11607131, 8186671.12868414,
       8251221.03386149, 8284706.98057937, 8302078.16996396,
       8311089.65837064, 8315764.46338865, 8318189.56798515,
       8319447.61666982, 8320100.24274429, 8320438.79942995,
       8320614.42929503, 8320705.53914697, 8320752.80334728,
       8320777.32215158, 8320790.0415409 , 8320796.63985878,
       8320800.06280603, 8320801.83849616, 8320802.75965421,
       8320803.23751471, 8320803.4854099 , 8320803.61400815,
       8320803.68071986, 8320803.71532726, 8320803.73328022,
       8320803.7425935 ]), 365: array([2347982.96130763, 3581571.45336348, 4428463.31210036,
       5009877.474938  , 5409034.0204412 , 5683065.78299828,
       5871195.99841406, 6000352.47875097, 6089021.89517698,
       6149895.84736909, 6191687.46171425, 6220378.53509919,
       6240075.73284755, 6253598.39175727, 6262882.06278116,
       6269255.55398991, 6273631.12805791, 6276635.07798071,
       6278697.37083612, 6280113.19065028, 6281085.18923958,
       6281752.49255611, 6282210.61432825, 6282525.12731345,
       6282741.0489829 , 6282889.28504798, 6282991.05311529,
       6283060.91964552]), 370: array([1174404.918876  , 1255275.04316898, 1336145.16746196,
       1417015.29175494, 1497885.41604792, 1578755.5403409 ,
       1659625.66463388, 1740495.78892685, 1821365.91321983,
       1902236.03751281, 1983106.16180579, 2063976.28609876,
       2144846.41039174, 2225716.53468471, 2306586.65897769,
       2387456.78327066, 2468326.90756364, 2549197.03185661,
       2630067.15614959, 2710937.28044256, 2791807.40473554,
       2872677.52902851, 2953547.65332148, 3034417.77761446,
       3115287.90190743, 3196158.0262004 , 3277028.15049337,
       3357898.27478634]), 375: array([ 633132.01705642,  969522.42735838, 1212750.14184948,
       1388616.39512187, 1515776.81803987, 1607720.3993456 ,
       1674200.37754428, 1722268.84995456, 1757024.84871486,
       1782155.23853702, 1800325.81383739, 1813464.08224799,
       1822963.7317624 , 1829832.47108759, 1834798.92588635,
       1838389.93030512, 1840986.41275752, 1842863.80424454,
       1844221.25566588, 1845202.76345158, 1845912.44448933,
       1846425.58068924, 1846796.60477704, 1847064.87443674,
       1847258.84731526, 1847399.09976739, 1847500.50956487,
       1847573.83410836]), 380: array([1424014.99685195, 1512638.35219633, 1578959.65725736,
       1628591.21868839, 1665733.00725565, 1693528.07189194,
       1714328.51387218, 1729894.528639  , 1741543.35879131,
       1750260.76308201, 1756784.43426392, 1761666.42485085,
       1765319.86344796, 1768053.91492659, 1770099.94287783,
       1771631.08828967, 1772776.92125387, 1773634.40557358,
       1774276.10412957, 1774756.31936769, 1775115.68853374,
       1775384.62251845, 1775585.87931776, 1775736.48988233,
       1775849.19932737, 1775933.5454623 , 1775996.66590864,
       1776043.90210683]), 385: array([265740.74009997, 330889.47518444, 388942.01242603, 440671.29121887,
       486766.06005373, 527840.04684653, 564440.13040699, 597053.62184598,
       626114.75287002, 652010.45735098, 675085.5231497 , 695647.18278738,
       713969.20408707, 730295.53525009, 744843.55289972, 757806.95633804,
       769358.34655161, 779651.52430395, 788823.53791293, 796996.50797789,
       804279.25335207, 810768.74000915, 816551.37209479, 821704.14235304,
       826295.65724473, 830387.05040684, 834032.79661519, 837281.43708779]), 390: array([397122.2248661 , 550637.26272439, 662982.80701953, 745199.64713536,
       805367.66573407, 849399.89145564, 881623.60344002, 905205.59587933,
       922463.39559146, 935093.01760794, 944335.64151944, 951099.58874271,
       956049.58805863, 959672.10201665, 962323.13417616, 964263.21545457,
       965683.00787518, 966722.04193011, 967482.428978  , 968038.8962659 ,
       968446.13077018, 968744.15357418, 968962.25295126, 969121.8626779 ,
       969238.66844406, 969324.14936865, 969386.70611316, 969432.48645891]), 395: array([ 79861.15391373,  95525.49247596, 110808.04648779, 125718.12112624,
       140264.79477461, 154456.9245502 , 168303.15169708, 181811.90684763,
       194991.41515567, 207849.70130461, 220394.59439346, 232633.7327038 ,
       244574.56835052, 256224.37181923, 267590.23639312, 278679.08247185,
       289497.66178523, 300052.56150418, 310350.20825151, 320396.87201491,
       330198.66996462, 339761.57017803, 349091.39527346, 358193.82595545,
       367074.40447357, 375738.53799702, 384191.50190685, 392438.44300805]), 400: array([80200.40141724, 82651.74680916, 84797.97269566, 86677.05736935,
       88322.25195633, 89762.66880764, 91023.79665353, 92127.95163632,
       93094.67220315, 93941.0648463 , 94682.10680916, 95330.9111143 ,
       95898.95860347, 96396.30109549, 96831.73925706, 97212.97833394,
       97546.76449824, 97839.00422453, 98094.86880718, 98318.8858684 ,
       98515.01947624, 98686.74029036, 98837.08697659, 98968.7199774 ,
       99083.96858936, 99184.87218099, 99273.21628016, 99350.56416968]), 405: array([1316698.64621442,  932323.08211833,  754521.94719898,
        672276.2309476 ,  634231.71652552,  616633.41300795,
        608492.94147345,  604727.39232618,  602985.55706266,
        602179.833922  ,  601807.12945735,  601634.727039  ,
        601554.97861453,  601518.0892758 ,  601501.0253235 ,
        601493.13202755,  601489.48081475,  601487.79186821,
        601487.01060988,  601486.64922213,  601486.48205451,
        601486.40472755,  601486.36895831,  601486.35241248,
        601486.34475886,  601486.34121851,  601486.33958084,
        601486.33882331]), 410: array([18251269.91419102, 18400860.52361665, 18550451.13304228,
       18700041.74246791, 18849632.35189355, 18999222.96131918,
       19148813.57074481, 19298404.18017045, 19447994.78959609,
       19597585.39902172, 19747176.00844735, 19896766.61787299,
       20046357.22729862, 20195947.83672426, 20345538.44614989,
       20495129.05557553, 20644719.66500117, 20794310.2744268 ,
       20943900.88385243, 21093491.49327806, 21243082.10270369,
       21392672.71212932, 21542263.32155496, 21691853.93098059,
       21841444.54040623, 21991035.14983186, 22140625.7592575 ,
       22290216.36868313]), 415: array([19329561.37633974, 19339717.93983039, 19349621.84892492,
       19359279.38864719, 19368696.68767497, 19377879.72222922,
       19386834.31986658, 19395566.16317758, 19404080.79339274,
       19412383.61389911, 19420479.89366923, 19428374.77060481,
       19436073.25479727, 19443580.23170711, 19450900.46526428,
       19458038.60089133, 19464999.16845138, 19471786.58512282,
       19478405.15820243, 19484859.0878388 , 19491152.46969772,
       19497289.29756133, 19503273.46586253, 19509108.77215644,
       19514798.91953028, 19520347.51895338, 19525758.0915687 ,
       19531034.07092736]), 420: array([11788426.58000932, 11357947.92949349, 10967055.3156993 ,
       10612108.47841535, 10289801.90916355,  9997134.06803621,
        9731379.43129713,  9490063.1094345 ,  9270937.79929182,
        9071962.85563898,  8891285.28728382,  8727222.5007468 ,
        8578246.63079606,  8442970.31191816,  8320133.75821851,
        8208593.0314308 ,  8107309.38777901,  8015339.60448265,
        7931827.19581913,  7855994.43694105,  7787135.1211688 ,
        7724607.98330949,  7667830.72775545,  7616274.60574804,
        7569459.49130642,  7526949.40996504,  7488348.47868024,
        7453297.21909576]), 425: array([5841076.87698835, 5724498.9747834 , 5645061.90290226,
       5590932.87613391, 5554048.94436874, 5528915.95189357,
       5511790.13909306, 5500120.47960591, 5492168.68460896,
       5486750.27083748, 5483058.12235903, 5480542.26422013,
       5478827.93929197, 5477659.78520813, 5476863.7961041 ,
       5476321.40305638, 5475951.812296  , 5475699.97033244,
       5475528.36329729, 5475411.42895442, 5475331.74900116,
       5475277.45447316, 5475240.4577676 , 5475215.24793019,
       5475198.06975467, 5475186.36441483, 5475178.38830697,
       5475172.95332622]), 430: array([ 308058.19582259,  571931.30570322,  801233.99226888,
       1000495.38002459, 1173651.22588496, 1324121.65717785,
       1454878.72507219, 1568505.10772703, 1667245.12265042,
       1753049.05585039, 1827611.68335554, 1892405.74597169,
       1948711.03845909, 1997639.68769154, 2040158.11908497,
       2077106.14517024, 2109213.55334261, 2137114.52042454,
       2161360.13875435, 2182429.30121273, 2200738.16018505,
       2216648.34729054, 2230474.1162319 , 2242488.54984935,
       2252928.9539788 , 2262001.54465238, 2269885.52122166,
       2276736.60585464]), 435: array([ 22519.729201  ,  43682.85249785,  64845.9757947 ,  86009.09909155,
       107172.22238839, 128335.34568524, 149498.46898209, 170661.59227894,
       191824.71557578, 212987.83887263, 234150.96216948, 255314.08546633,
       276477.20876318, 297640.33206002, 318803.45535687, 339966.57865372,
       361129.70195057, 382292.82524742, 403455.94854426, 424619.07184111,
       445782.19513796, 466945.31843481, 488108.44173166, 509271.5650285 ,
       530434.68832535, 551597.8116222 , 572760.93491905, 593924.0582159 ]), 440: array([ 969191.67813909,  979487.9390941 ,  989784.20004911,
       1000080.46100412, 1010376.72195914, 1020672.98291415,
       1030969.24386916, 1041265.50482417, 1051561.76577918,
       1061858.02673419, 1072154.2876892 , 1082450.54864421,
       1092746.80959922, 1103043.07055423, 1113339.33150924,
       1123635.59246425, 1133931.85341926, 1144228.11437427,
       1154524.37532928, 1164820.63628429, 1175116.8972393 ,
       1185413.15819431, 1195709.41914932, 1206005.68010433,
       1216301.94105934, 1226598.20201435, 1236894.46296936,
       1247190.72392437]), 445: array([183066.2873353 , 178051.24099243, 174698.223675  , 172456.42482363,
       170957.57718456, 169955.46040509, 169285.45365223, 168837.4928376 ,
       168537.99004813, 168337.74503123, 168203.86291659, 168114.3504738 ,
       168054.5032161 , 168014.48984878, 167987.73725182, 167969.8506931 ,
       167957.89189212, 167949.89633952, 167944.55058109, 167940.97645247,
       167938.58682049, 167936.98913288, 167935.92093254, 167935.20674287,
       167934.72924174, 167934.40998855, 167934.19653858, 167934.05382775]), 450: array([ 50440.43992262,  77981.76270781,  93052.44133786, 101299.15323843,
       105811.77399297, 108281.0910153 , 109632.30727929, 110371.69609635,
       110776.29145044, 110997.68700956, 111118.8351965 , 111185.12777825,
       111221.40323977, 111241.2532603 , 111252.11523969, 111258.05894115,
       111261.31134901, 111263.09107448, 111264.06494457, 111264.59784865,
       111264.88945505, 111265.04902278, 111265.13633863, 111265.18411808,
       111265.2102631 , 111265.22456973, 111265.23239835, 111265.23668218]), 455: array([391537.27985597, 313550.54321311, 262640.74068104, 229406.78186412,
       207711.62761658, 193549.01399546, 184303.64877277, 178268.26714141,
       174328.36530315, 171756.39430891, 170077.40963701, 168981.36713311,
       168265.86973134, 167798.79246918, 167493.88406798, 167294.83962577,
       167164.90325858, 167080.0806967 , 167024.70846211, 166988.56142417,
       166964.96460959, 166949.56059063, 166939.50483503, 166932.94042993,
       166928.65518115, 166925.85776741, 166924.03161354, 166922.83949886]), 460: array([117686.1582254 , 135583.56736535, 145152.87469304, 150269.34948646,
       153005.00353279, 154467.69090318, 155249.75409803, 155667.90417789,
       155891.47880772, 156011.01869904, 156074.93375786, 156109.10757799,
       156127.37948455, 156137.14902649, 156142.37256184, 156145.16545855,
       156146.65875217, 156147.45717979, 156147.88407952, 156148.11233237,
       156148.2343736 , 156148.29962606, 156148.33451495, 156148.35316919,
       156148.36314316, 156148.368476  , 156148.37132733, 156148.37285187]), 465: array([129753.69430103, 178304.58891816, 205653.79173724, 221059.87026036,
       229738.26783671, 234626.8956845 , 237380.70847355, 238931.95866342,
       239805.79335587, 240298.03314718, 240575.31672752, 240731.51333186,
       240819.50043582, 240869.0644484 , 240896.98435066, 240912.71190987,
       240921.57140072, 240926.56204022, 240929.37331718, 240930.95693752,
       240931.84900663, 240932.35151806, 240932.63458775, 240932.79404373,
       240932.88386687, 240932.93446515, 240932.96296766, 240932.9790234 ]), 470: array([137557.07680967, 138646.3557882 , 139249.65763376, 139583.79895478,
       139768.86456206, 139871.36394433, 139928.13366789, 139959.57582337,
       139976.99019636, 139986.63522171, 139991.97716047, 139994.93581622,
       139996.57448043, 139997.48206165, 139997.98472941, 139998.26313411,
       139998.41732975, 139998.50273167, 139998.55003188, 139998.57622931,
       139998.59073887, 139998.59877506, 139998.60322593, 139998.60569106,
       139998.60705639, 139998.60781258, 139998.6082314 , 139998.60846337]), 475: array([3369976.09501758, 3451457.98688136, 3532939.87859336,
       3614421.77015358, 3695903.66156203, 3777385.55281871,
       3858867.44392361, 3940349.33487673, 4021831.22567808,
       4103313.11632766, 4184795.00682546, 4266276.89717148,
       4347758.78736573, 4429240.6774082 , 4510722.5672989 ,
       4592204.45703782, 4673686.34662497, 4755168.23606034,
       4836650.12534394, 4918132.01447576, 4999613.90345581,
       5081095.79228408, 5162577.68096057, 5244059.56948529,
       5325541.45785824, 5407023.34607941, 5488505.23414881,
       5569987.12206643]), 480: array([13120691.87839798, 13405095.56570442, 13689499.25301087,
       13973902.94031731, 14258306.62762375, 14542710.31493019,
       14827114.00223664, 15111517.68954308, 15395921.37684952,
       15680325.06415596, 15964728.7514624 , 16249132.43876884,
       16533536.12607528, 16817939.81338173, 17102343.50068817,
       17386747.18799461, 17671150.87530106, 17955554.5626075 ,
       18239958.24991395, 18524361.93722038, 18808765.62452683,
       19093169.31183327, 19377572.99913971, 19661976.68644616,
       19946380.3737526 , 20230784.06105905, 20515187.74836549,
       20799591.43567193]), 485: array([5589877.58213658, 5148829.81727272, 4835681.72807029,
       4613343.61963118, 4455481.45738651, 4343397.82744329,
       4263817.38889732, 4207314.52400635, 4167196.95492508,
       4138713.10101614, 4118489.29503572, 4104130.20129646,
       4093935.10877963, 4086696.49655841, 4081557.01334109,
       4077907.93159257, 4075317.04899906, 4073477.49782538,
       4072171.3990739 , 4071244.0565933 , 4070585.63465134,
       4070118.14883815, 4069786.2294843 , 4069550.56360023,
       4069383.23859108, 4069264.43625024, 4069180.08546334,
       4069120.19560595]), 490: array([3215662.23052457, 3219187.6408452 , 3222308.94556018,
       3225072.46589901, 3227519.21344867, 3229685.49877962,
       3231603.47030705, 3233301.5913844 , 3234805.06270924,
       3236136.19631023, 3237314.74666527, 3238358.20386471,
       3239282.05317026, 3240100.00482159, 3240824.19750094,
       3241465.37847536, 3242033.0630898 , 3242535.6759781 ,
       3242980.67608741, 3243374.66737156, 3243723.49679594,
       3244032.34110853, 3244305.78366454, 3244547.88244504,
       3244762.23027872, 3244952.00816074, 3245120.03245978,
       3245268.7967139 ]), 495: array([  79954.15169324,  132870.36395261,  185786.57621197,
        238702.78847134,  291619.00073071,  344535.21299008,
        397451.42524945,  450367.63750882,  503283.84976819,
        556200.06202756,  609116.27428692,  662032.48654629,
        714948.69880566,  767864.91106503,  820781.1233244 ,
        873697.33558377,  926613.54784314,  979529.76010251,
       1032445.97236187, 1085362.18462124, 1138278.39688061,
       1191194.60913998, 1244110.82139935, 1297027.03365872,
       1349943.24591809, 1402859.45817746, 1455775.67043682,
       1508691.88269619]), 500: array([ 350111.99737266,  375820.12133761,  401528.24530256,
        427236.36926751,  452944.49323246,  478652.61719741,
        504360.74116236,  530068.86512731,  555776.98909226,
        581485.1130572 ,  607193.23702215,  632901.3609871 ,
        658609.48495205,  684317.608917  ,  710025.73288195,
        735733.8568469 ,  761441.98081185,  787150.1047768 ,
        812858.22874175,  838566.3527067 ,  864274.47667165,
        889982.6006366 ,  915690.72460155,  941398.8485665 ,
        967106.97253145,  992815.0964964 , 1018523.22046135,
       1044231.3444263 ]), 505: array([323337.2816057 , 411506.78101988, 454754.43905479, 475967.66968367,
       486372.88407355, 491476.70293045, 493980.15609807, 495208.11460094,
       495810.43546888, 496105.87739718, 496250.79340066, 496321.8755527 ,
       496356.74176635, 496373.84384921, 496382.23252144, 496386.3472145 ,
       496388.36549565, 496389.35547443, 496389.84106484, 496390.07924979,
       496390.19608091, 496390.25338727, 496390.28149637, 496390.29528405,
       496390.30204699, 496390.30536425, 496390.30699138, 496390.3077895 ]), 510: array([953366.51960081, 915434.67864106, 883112.03793834, 855569.13267557,
       832099.15578565, 812099.81984203, 795057.9011362 , 780536.06931163,
       768161.66457582, 757617.13449065, 748631.88492991, 740975.33608261,
       734451.00530529, 728891.46497703, 724154.04596557, 720117.17644668,
       716677.26212348, 713746.02778568, 711248.25198786, 709119.83671388,
       707306.16249122, 705760.68674399, 704443.74941565, 703321.55521113,
       702365.30634069, 701550.46350999, 700856.11619175, 700264.44601909]), 515: array([143352.58803311, 211618.06408198, 270052.01206928, 320070.35919012,
       362885.11216977, 399533.7256931 , 430904.24122127, 457756.80534015,
       480742.08905698, 500417.05436772, 517258.4501385 , 531674.36432328,
       544014.11244221, 554576.70193097, 563618.0774625 , 571357.32280469,
       577981.96949231, 583652.54094928, 588506.4421707 , 592661.28921674,
       596217.75919593, 599262.0297967 , 601867.86747982, 604098.4149315 ,
       606007.72108915, 607642.0508143 , 609041.00594771, 610238.48491121]), 520: array([114234.24362343, 119851.50943078, 122799.57348685, 124346.78203578,
       125158.79095022, 125584.95100317, 125808.60912748, 125925.98980693,
       125987.59375694, 126019.92485839, 126036.89292816, 126045.7981426 ,
       126050.47179407, 126052.92462866, 126054.21192995, 126054.88753384,
       126055.24210556, 126055.42819255, 126055.52585508, 126055.57711052,
       126055.60401049, 126055.61812818, 126055.62553746, 126055.62942601,
       126055.6314668 , 126055.63253786, 126055.63309997, 126055.63339498]), 525: array([138867.39926295, 154964.88095429, 164380.20261288, 169887.16846223,
       173108.160157  , 174992.09911387, 176094.00384681, 176738.50139597,
       177115.46419363, 177335.94750035, 177464.90688002, 177540.33445706,
       177584.45159994, 177610.2554554 , 177625.34797757, 177634.17550435,
       177639.33867247, 177642.3585789 , 177644.12490428, 177645.15801753,
       177645.76227935, 177646.1157085 , 177646.32242712, 177646.44333562,
       177646.51405428, 177646.55541721, 177646.57961014, 177646.59376044]), 530: array([198496.01210313, 198496.01214568, 198496.01216742, 198496.01217853,
       198496.01218421, 198496.01218711, 198496.01218859, 198496.01218934,
       198496.01218973, 198496.01218993, 198496.01219003, 198496.01219008,
       198496.01219011, 198496.01219012, 198496.01219013, 198496.01219013,
       198496.01219013, 198496.01219013, 198496.01219013, 198496.01219013,
       198496.01219013, 198496.01219013, 198496.01219013, 198496.01219013,
       198496.01219013, 198496.01219013, 198496.01219013, 198496.01219013]), 535: array([1476336.65629206, 1135121.43036575,  974193.23760019,
        898294.27044101,  862497.85020643,  845615.09475438,
        837652.63845887,  833897.28522651,  832126.13856318,
        831290.80822034,  830896.83927575,  830711.03071435,
        830623.39735653,  830582.0666162 ,  830562.57369548,
        830553.3802004 ,  830549.04424925,  830546.99927374,
        830546.03479681,  830545.57991814,  830545.36538257,
        830545.26420062,  830545.21647992,  830545.19397329,
        830545.18335843,  830545.17835212,  830545.17599098,
        830545.17487739]), 540: array([ 816755.40408275, 1134958.14979473, 1402619.25043188,
       1627766.4742058 , 1817152.50098532, 1976457.45060064,
       2110459.2426203 , 2223176.89708013, 2317991.07408056,
       2397745.4675103 , 2464832.09392608, 2521263.03459664,
       2568730.7824191 , 2608659.00364955, 2642245.23690821,
       2670496.81009987, 2694261.05248027, 2714250.70799727,
       2731065.31211097, 2745209.17323254, 2757106.49808618,
       2767114.11463844, 2775532.17418454, 2782613.15357174,
       2788569.42755714, 2793579.63841204, 2797794.05381204,
       2801339.07370802]), 545: array([466895.55812782, 630859.15538455, 701136.52695444, 731258.51157423,
       744169.26701608, 749703.01946245, 752074.87262593, 753091.48612349,
       753527.22262663, 753713.98613176, 753794.03590175, 753828.34648973,
       753843.05254632, 753849.35579302, 753852.0574635 , 753853.21544187,
       753853.71176958, 753853.92450343, 753854.0156845 , 753854.05476613,
       753854.07151714, 753854.07869688, 753854.08177423, 753854.08309323,
       753854.08365857, 753854.08390089, 753854.08400475, 753854.08404927]), 550: array([1130425.86673326,  924753.37303239,  832002.34252588,
        790174.90364368,  771312.2060123 ,  762805.7955927 ,
        758969.7049316 ,  757239.76353044,  756459.62105837,
        756107.80435734,  755949.14745099,  755877.59878984,
        755845.33287069,  755830.78208076,  755824.22018841,
        755821.26100673,  755819.9265203 ,  755819.32471406,
        755819.0533207 ,  755818.93093188,  755818.87573884,
        755818.85084873,  755818.83962417,  755818.83456229,
        755818.83227956,  755818.83125013,  755818.83078589,
        755818.83057654]), 555: array([780699.37239002, 800741.56659733, 810624.70759713, 815498.24963607,
       817901.47468425, 819086.54512911, 819670.92317576, 819959.08975934,
       820101.18951885, 820171.26128568, 820205.81484526, 820222.85378311,
       820231.25596819, 820235.39922611, 820237.44233586, 820238.44982742,
       820238.94663836, 820239.19162413, 820239.31243071, 820239.37200246,
       820239.40137828, 820239.41586399, 820239.42300714, 820239.42652954,
       820239.4282665 , 820239.42912302, 820239.42954539, 820239.42975366]), 560: array([6395522.06474412, 4936376.04878618, 3940230.86454829,
       3260171.96898336, 2795902.1930964 , 2478949.6082426 ,
       2262569.07635554, 2114848.13380092, 2014000.44348923,
       1945152.67914842, 1898150.96160707, 1866063.333592  ,
       1844157.41343647, 1829202.4489363 , 1818992.83611868,
       1812022.83001238, 1807264.47276715, 1804015.98728119,
       1801798.27696467, 1800284.26710707, 1799250.66689706,
       1798545.03780965, 1798063.31150564, 1797734.44151414,
       1797509.92508146, 1797356.64983638, 1797252.01027627,
       1797180.57383828]), 565: array([ 6150964.65727851,  6471151.29438438,  6791337.93149025,
        7111524.56859611,  7431711.20570198,  7751897.84280785,
        8072084.47991371,  8392271.11701958,  8712457.75412545,
        9032644.39123132,  9352831.02833718,  9673017.66544305,
        9993204.30254892, 10313390.93965479, 10633577.57676066,
       10953764.21386652, 11273950.85097239, 11594137.48807826,
       11914324.12518412, 12234510.76228999, 12554697.39939585,
       12874884.03650172, 13195070.67360759, 13515257.31071345,
       13835443.94781932, 14155630.58492519, 14475817.22203106,
       14796003.85913692]), 570: array([1651456.7179521 , 1928069.00926433, 2116703.33737398,
       2245341.54637249, 2333065.71079248, 2392888.75313034,
       2433684.76889429, 2461505.40183391, 2480477.53925143,
       2493415.49069812, 2502238.46008493, 2508255.23863919,
       2512358.34980097, 2515156.44533566, 2517064.59218145,
       2518365.84310013, 2519253.22446552, 2519858.36961956,
       2520271.04524219, 2520552.46725865, 2520744.38155407,
       2520875.25651989, 2520964.50602911, 2521025.36927248,
       2521066.87464799, 2521095.17902515, 2521114.48104945,
       2521127.64396556]), 575: array([ 83512.97907845, 111426.37131646, 137927.42227549, 163087.59256023,
       186974.72706427, 209653.23791523, 231184.27816327, 251625.90668155,
       271033.24472305, 289458.6245562 , 306951.73057979, 323559.73329798,
       339327.41651647, 354297.29810292, 368509.74463719, 382003.08026066,
       394813.69001801, 406976.11797019, 418523.16034318, 429485.95396365,
       439894.06022003, 449775.54477539, 459157.053247  , 468063.88305681,
       476520.05164645, 484548.36124069, 492170.46033411, 499406.90206671]), 580: array([2237782.59393327, 2301313.25209983, 2363800.10562986,
       2425260.30416657, 2485710.7155856 , 2545167.93062449,
       2603648.26743604, 2661167.77606682, 2717742.24286218,
       2773387.19479883, 2828117.90374624, 2881949.39065806,
       2934896.42969461, 2986973.55227774, 3038195.05107894,
       3088574.98394204, 3138127.17774139, 3186865.23217669,
       3234802.52350545, 3281952.2082141 , 3328327.22662889,
       3373940.30646729, 3418803.96633122, 3462930.51914276,
       3506332.07552349, 3549020.54711824, 3591007.64986426,
       3632304.90720674]), 585: array([367955.12455518, 476571.05804107, 527120.34059869, 550645.71008255,
       561594.29295752, 566689.70568004, 569061.08388572, 570164.71079499,
       570678.33293756, 570917.36997365, 571028.61654947, 571080.39011909,
       571104.48526532, 571115.69901928, 571120.91784123, 571123.34665344,
       571124.47700983, 571125.00307173, 571125.24789817, 571125.3618391 ,
       571125.41486661, 571125.43954533, 571125.45103068, 571125.4563759 ,
       571125.45886354, 571125.46002127, 571125.46056007, 571125.46081083]), 590: array([1832533.23742061, 1368784.62083601, 1120268.26215709,
        987091.84216929,  915724.47249171,  877479.70322126,
        856984.86947361,  846001.9764308 ,  840116.39857861,
        836962.40021777,  835272.21687299,  834366.47139942,
        833881.09514399,  833620.98883795,  833481.60152824,
        833406.90583015,  833366.87745652,  833345.42681428,
        833333.93171692,  833327.77165598,  833324.470566  ,
        833322.70155832,  833321.75357199,  833321.24555946,
        833320.97332269,  833320.82743484,  833320.74925559,
        833320.70736043]), 595: array([6156798.93193359, 6284061.13487718, 6410702.1727979 ,
       6536725.0775935 , 6662132.86636307, 6786928.54147927,
       6911115.09066025, 7034695.48704112, 7157672.68924518,
       7280049.64145473, 7401829.27348154, 7523014.50083703,
       7643608.22480204, 7763613.33249629, 7883032.69694754,
       8001869.1771603 , 8120125.61818436, 8237804.85118283,
       8354909.69349998, 8471442.94872862, 8587407.40677732,
       8702805.84393711, 8817641.02294797, 8931915.69306503,
       9045632.5901243 , 9158794.43660824, 9271403.94171089,
       9383463.80140278]), 600: array([1872261.41758919, 1792336.37527527, 1750309.57383574,
       1728210.71735593, 1716590.52640664, 1710480.30808736,
       1707267.38602161, 1705577.94259076, 1704689.58643158,
       1704222.46415265, 1703976.83831754, 1703847.68144878,
       1703779.76718911, 1703744.05598993, 1703725.27805208,
       1703715.40409214, 1703710.21209047, 1703707.48199215,
       1703706.04643082, 1703705.29157291, 1703704.8946477 ,
       1703704.68593343, 1703704.57618569, 1703704.51847728,
       1703704.48813261, 1703704.47217653, 1703704.46378639,
       1703704.45937462]), 605: array([3553992.21165144, 3141643.09119729, 2882246.0455519 ,
       2719066.77839244, 2616415.36551899, 2551840.29573014,
       2511217.96505287, 2485663.61791783, 2469588.10854624,
       2459475.4650813 , 2453113.89012369, 2449112.00514856,
       2446594.5336952 , 2445010.86435991, 2444014.62324655,
       2443387.91643735, 2442993.67309663, 2442745.6658795 ,
       2442589.65162791, 2442491.50752153, 2442429.76786943,
       2442390.92921898, 2442366.49693409, 2442351.12728201,
       2442341.45867319, 2442335.37642773, 2442331.55026096,
       2442329.14332881]), 610: array([ 742604.21943101, 1139478.7457606 , 1353461.87873793,
       1468835.32339376, 1531041.30919527, 1564580.95673792,
       1582664.55340135, 1592414.69963856, 1597671.69322321,
       1600506.11035673, 1602034.34514671, 1602858.3246329 ,
       1603302.59026414, 1603542.12529433, 1603671.27557438,
       1603740.90962674, 1603778.45427045, 1603798.69724387,
       1603809.61166287, 1603815.49639827, 1603818.66927542,
       1603820.37999795, 1603821.30236949, 1603821.79968523,
       1603822.06782333, 1603822.21239555, 1603822.29034466,
       1603822.33237254]), 615: array([338189.53239572, 494560.10237212, 575421.37400461, 617235.79759473,
       638858.58418806, 650040.01059354, 655822.0727677 , 658812.05291634,
       660358.21084753, 661157.74938269, 661571.20124056, 661785.0026163 ,
       661895.56211046, 661952.73387424, 661982.29814277, 661997.5862136 ,
       662005.49187543, 662009.5799968 , 662011.69401796, 662012.78720601,
       662013.35250788, 662013.64483289, 662013.79599799, 662013.87416744,
       662013.91458989, 662013.93549286, 662013.94630207, 662013.95189165]), 620: array([505176.92571797, 504804.43952814, 504472.88742165, 504177.77097892,
       503915.08613068, 503681.26883181, 503473.14670516, 503287.89599956,
       503123.00327777, 502976.23131483, 502845.58874386, 502729.30303776,
       502625.79645989, 502533.66465779, 502451.65760923, 502378.66266219,
       502313.68943872, 502255.85639767, 502204.37887418, 502158.55843355,
       502117.773395  , 502081.4703969 , 502049.15688885, 502020.39444891,
       501994.79283519, 501972.00469112, 501951.72083262, 501933.66605314]), 625: array([62337826.71528139, 62737567.50892731, 63137308.30257323,
       63537049.09621914, 63936789.88986506, 64336530.68351098,
       64736271.4771569 , 65136012.27080283, 65535753.06444876,
       65935493.85809468, 66335234.65174062, 66734975.44538655,
       67134716.23903249, 67534457.03267843, 67934197.82632436,
       68333938.61997029, 68733679.41361623, 69133420.20726214,
       69533161.00090808, 69932901.79455401, 70332642.58819993,
       70732383.38184588, 71132124.17549181, 71531864.96913776,
       71931605.76278369, 72331346.55642962, 72731087.35007557,
       73130828.14372152]), 630: array([65398958.08384363, 61294716.52293939, 57550818.31964062,
       54135626.1218462 , 51020280.26719686, 48178454.90804178,
       45586135.54809517, 43221416.11088385, 41064313.82513765,
       39096600.36283414, 37301647.80295073, 35664288.11925964,
       34170685.00478449, 32808216.94978702, 31565370.58524869,
       30431643.39055932, 29397454.9432562 , 28454065.9608403 ,
       27593504.4505425 , 26808498.34297749, 26092414.04041423,
       25439200.36037286, 24843337.40085001, 24299789.89506472,
       23803964.66155463, 23351671.7900601 , 22939089.23520186,
       22562730.51875588]), 635: array([24486534.58146595, 23348420.06010232, 22542783.39274849,
       21972497.68985865, 21568809.77929125, 21283051.38080347,
       21080771.69848273, 20937584.06131681, 20836225.88632893,
       20764477.51586753, 20713689.02579771, 20677737.39780973,
       20652288.33340145, 20634273.71443974, 20621521.71337874,
       20612494.95952925, 20606105.19492138, 20601582.07482473,
       20598380.29562562, 20596113.8534749 , 20594509.50798349,
       20593373.84058735, 20592569.93616554, 20592000.8766666 ,
       20591598.05674854, 20591312.91277555, 20591111.06802636,
       20590968.18826513]), 640: array([ 9643125.34083839, 12679445.85605149, 14740429.68185618,
       16139377.62195216, 17088950.98327376, 17733499.32041183,
       18171003.75748791, 18467971.60525424, 18669546.48114889,
       18806370.82391044, 18899244.00906827, 18962284.16951979,
       19005074.3658827 , 19034119.35707025, 19053834.42231395,
       19067216.55058017, 19076300.02835314, 19082465.6820377 ,
       19086650.78451806, 19089491.53485326, 19091419.77018436,
       19092728.61153027, 19093617.02262882, 19094220.05544292,
       19094629.38010744, 19094907.22018027, 19095095.81156692,
       19095223.8230188 ]), 645: array([ 6610858.34968803,  7599601.49672582,  8528844.67752048,
        9402168.44379925, 10222937.87908864, 10994315.56502489,
       11719273.76738604, 12400605.88880048, 13040937.23226164,
       13642735.11692261, 14208318.38514876, 14739866.33746101,
       15239427.12979755, 15708925.66545047, 16150171.01208636,
       16564863.37243007, 16954600.63547105, 17320884.53343526,
       17665126.42824671, 17988652.74977493, 18292710.10682298,
       18578470.09054961, 18847033.78883415, 19099436.0289787 ,
       19336649.36509566, 19559587.82554479, 19769110.43485931,
       19966024.52373176]), 650: array([492754.68858462, 483920.56510384, 476297.97654534, 469720.76982431,
       464045.57852687, 459148.69788611, 454923.3883321 , 451277.54884021,
       448131.70936247, 445417.29858227, 443075.14923364, 441054.20840504,
       439310.42471547, 437805.78810613, 436507.50131763, 435387.26499297,
       434420.66082338, 433586.61929117, 432866.96040768, 432245.99743572,
       431710.19495848, 431247.87384178, 430848.95665863, 430504.74802689,
       430207.74507194, 429951.47388317, 429730.34839906, 429539.54864526]), 655: array([752237.96043216, 752380.06001273, 752451.29859778, 752487.01253852,
       752504.91695875, 752513.89295683, 752518.39288147, 752520.64882242,
       752521.77979016, 752522.34677665, 752522.63102319, 752522.77352412,
       752522.84496391, 752522.88077872, 752522.89873371, 752522.90773506,
       752522.9122477 , 752522.91451001, 752522.91564417, 752522.91621276,
       752522.91649781, 752522.91664071, 752522.91671235, 752522.91674827,
       752522.91676627, 752522.9167753 , 752522.91677983, 752522.91678209]), 660: array([13122365.74006027, 10937520.43815264,  9232517.50067118,
        7901972.48941467,  6863645.8167377 ,  6053359.60313993,
        5421030.9100381 ,  4927576.16601063,  4542495.45235718,
        4241987.33520428,  4007477.72391265,  3824471.82607139,
        3681658.23962508,  3570209.80701038,  3483238.01783159,
        3415367.23727866,  3362402.44379381,  3321069.93920141,
        3288815.00486717,  3263643.99722643,  3244001.12277241,
        3228672.27609597,  3216709.99730729,  3207374.91053669,
        3200090.02388974,  3194405.06618521,  3189968.65616698,
        3186506.58399814]), 665: array([49190223.62593485, 49682051.64360072, 50167881.1854267 ,
       50647785.41054788, 51121836.58582958, 51590106.09674962,
       52052664.45814802, 52509581.32484558, 52960925.50213285,
       53406764.9561313 , 53847166.82402805, 54282197.42418581,
       54711922.26612944, 55136406.06041085, 55555712.72835345,
       55969905.41167781, 56379046.48200993, 56783197.55027355,
       57182419.47596788, 57576772.37633216, 57966315.63539855,
       58351107.91293445, 58731207.15327589, 59106670.59405315,
       59477554.77480989, 59843915.54551725, 60205808.0749841 ,
       60563286.85916464]), 670: array([31803232.40968267, 28403761.43074035, 25900702.6163509 ,
       24057679.54979068, 22700646.30536748, 21701451.41742352,
       20965735.89372778, 20424022.42187378, 20025154.27768402,
       19731464.33878536, 19515217.98904111, 19355993.99943808,
       19238756.04885493, 19152432.76873109, 19088872.21812205,
       19042072.05496876, 19007612.70478712, 18982239.99804992,
       18963557.86261272, 18949802.05058568, 18939673.53154355,
       18932215.81855758, 18926724.64233034, 18922681.44350851,
       18919704.4025183 , 18917512.38242532, 18915898.37976166,
       18914709.97614864]), 675: array([22771274.82549213, 22687015.16505637, 22623304.26891759,
       22575130.82191085, 22538705.63976532, 22511163.62280835,
       22490338.39549645, 22474591.90556908, 22462685.5795867 ,
       22453682.90031959, 22446875.74300622, 22441728.67630373,
       22437836.84680422, 22434894.1344345 , 22432669.0739348 ,
       22430986.64846969, 22429714.52330903, 22428752.63676015,
       22428025.32960396, 22427475.39395921, 22427059.57347566,
       22426745.1609145 , 22426507.42549134, 22426327.66762412,
       22426191.74807792, 22426088.97581363, 22426011.26706164,
       22425952.50947584]), 680: array([10076429.82985851, 10016343.66918908,  9966472.13664552,
        9925078.74870839,  9890722.22350199,  9862206.29660925,
        9838538.068182  ,  9818893.43102916,  9802588.37591898,
        9789055.17497068,  9777822.61386188,  9768499.58455458,
        9760761.46725229,  9754338.8274203 ,  9749008.03430875,
        9744583.47432382,  9740911.08812338,  9737863.00640429,
        9735333.09760406,  9733233.27249197,  9731490.41697837,
        9730043.84634553,  9728843.19225832,  9727846.64898252,
        9727019.51774536,  9726332.99855439,  9725763.18740665,
        9725290.24397206]), 685: array([ 2420784.6455373 ,  3017410.04502005,  3614035.44450281,
        4210660.84398557,  4807286.24346833,  5403911.64295109,
        6000537.04243385,  6597162.4419166 ,  7193787.84139936,
        7790413.24088212,  8387038.64036488,  8983664.03984764,
        9580289.4393304 , 10176914.83881316, 10773540.23829592,
       11370165.63777868, 11966791.03726144, 12563416.4367442 ,
       13160041.83622696, 13756667.23570972, 14353292.63519248,
       14949918.03467524, 15546543.434158  , 16143168.83364076,
       16739794.23312352, 17336419.63260628, 17933045.03208904,
       18529670.4315718 ]), 690: array([7525095.26429308, 6472982.1395904 , 5655782.86843385,
       5021046.32433122, 4528032.57035522, 4145098.00660932,
       3847664.35708402, 3616641.13733452, 3437200.35062931,
       3297824.76765415, 3189568.70454638, 3105483.85302916,
       3040173.31012096, 2989445.18325864, 2950043.53782176,
       2919439.41819111, 2895668.52923501, 2877205.15997027,
       2862864.25731258, 2851725.36461707, 2843073.54307951,
       2836353.48409662, 2831133.86733298, 2827079.67685211,
       2823930.69845017, 2821484.81806474, 2819585.04928382,
       2818109.45732828]), 695: array([21585045.39306156, 22121646.56398213, 22658247.7349027 ,
       23194848.90582327, 23731450.07674384, 24268051.24766441,
       24804652.41858498, 25341253.58950555, 25877854.76042612,
       26414455.93134669, 26951057.10226726, 27487658.27318783,
       28024259.4441084 , 28560860.61502898, 29097461.78594955,
       29634062.95687012, 30170664.1277907 , 30707265.29871127,
       31243866.46963184, 31780467.64055242, 32317068.81147299,
       32853669.98239356, 33390271.15331413, 33926872.32423471,
       34463473.49515528, 35000074.66607586, 35536675.83699642,
       36073277.00791699]), 700: array([17161978.81734714, 15457677.52225959, 14154694.45945192,
       13158529.71624761, 12396935.62962534, 11814676.9653483 ,
       11369524.93741005, 11029194.53077956, 10769003.00427181,
       10570079.75454896, 10417997.71017416, 10301726.99645194,
       10212834.98474175, 10144874.70916658, 10092917.29513807,
       10053194.48869441, 10022825.36079874,  9999607.36560367,
        9981856.59901167,  9968285.67215274,  9957910.34245326,
        9949978.1306381 ,  9943913.74655558,  9939277.36578848,
        9935732.73102838,  9933022.76473923,  9930950.92439871,
        9929366.94809105]), 705: array([3559937.98057852, 5367577.67010998, 6382372.57945165,
       6952070.57512505, 7271894.61374271, 7451441.34982838,
       7552237.49566643, 7608823.67059392, 7640590.71055664,
       7658424.48054173, 7668436.22076852, 7674056.73412339,
       7677212.04675203, 7678983.41480257, 7679977.84709495,
       7680536.11367531, 7680849.52020599, 7681025.46420286,
       7681124.23779883, 7681179.68852994, 7681210.81814054,
       7681228.29406263, 7681238.10490982, 7681243.61264338,
       7681246.70464231, 7681248.44046653, 7681249.4149448 ,
       7681249.96200935]), 710: array([4986898.75482489, 5700846.36374886, 6106756.67208382,
       6337534.3599045 , 6468741.52587751, 6543338.51384996,
       6585750.15023655, 6609863.01256354, 6623572.22491981,
       6631366.50918522, 6635797.89923384, 6638317.33746502,
       6639749.74782185, 6640564.13549166, 6641027.15034881,
       6641290.39445955, 6641440.06020088, 6641525.15169282,
       6641573.52991175, 6641601.0350361 , 6641616.67289715,
       6641625.56370219, 6641630.61851206, 6641633.4923916 ,
       6641635.12631729, 6641636.05527519, 6641636.58342822,
       6641636.88370622]), 715: array([29871877.98667311, 27062973.8747271 , 24710578.31973014,
       22740498.66352725, 21090600.18300173, 19708846.41103136,
       18551657.9482926 , 17582538.00416089, 16770921.31737591,
       16091210.15235802, 15521966.96727752, 15045238.29127868,
       14645988.4864919 , 14311625.53614427, 14031603.90250848,
       13797091.92914977, 13600693.29760646, 13436213.75347212,
       13298465.74460844, 13183104.80993555, 13086492.55863418,
       13005581.91823423, 12937821.03240715, 12881072.77747585,
       12833547.35925794, 12793745.86440104, 12760412.98586473,
       12732497.43154923]), 720: array([13520082.67783316, 12802527.59900682, 12270804.6626499 ,
       11876787.130908  , 11584812.11026348, 11368452.66985103,
       11208125.91534904, 11089320.52298835, 11001283.30613192,
       10936045.93434417, 10887703.71238689, 10851881.1407577 ,
       10825335.8851577 , 10805665.30979634, 10791089.01258989,
       10780287.67931175, 10772283.67123391, 10766352.53813576,
       10761957.44764036, 10758700.59601639, 10756287.20259213,
       10754498.82888258, 10753173.60751881, 10752191.59148177,
       10751463.89758596, 10750924.6615796 , 10750525.07670988,
       10750228.97617834]), 725: array([2924218.81535678, 4411825.40444262, 5374741.32893039,
       5998029.15545306, 6401478.4128719 , 6662627.91136269,
       6831667.90662334, 6941086.15235176, 7011911.71336662,
       7057756.53622661, 7087431.52577767, 7106639.91071449,
       7119073.34565291, 7127121.40929159, 7132330.85693443,
       7135702.89099899, 7137885.58185456, 7139298.42030156,
       7140212.93940178, 7140804.90034853, 7141188.07196559,
       7141436.0959086 , 7141596.6398361 , 7141700.55864468,
       7141767.82446372, 7141811.36509389, 7141839.54859782,
       7141857.79155597]), 730: array([3708655.99473275, 4196511.53223819, 4458901.39690302,
       4600026.04505372, 4675929.00091331, 4716752.90222127,
       4738709.766735  , 4750519.12066318, 4756870.70333628,
       4760286.85994387, 4762124.21711425, 4763112.42748025,
       4763643.92987032, 4763929.79490511, 4764083.54551779,
       4764166.23926492, 4764210.71554826, 4764234.63682223,
       4764247.50272075, 4764254.42255892, 4764258.14434798,
       4764260.14608754, 4764261.22270988, 4764261.80176407,
       4764262.11320452, 4764262.2807107 , 4764262.37080279,
       4764262.41925822]), 735: array([6067782.80978695, 4957531.86579015, 4421452.74052406,
       4162609.61131986, 4037628.49868473, 3977281.99242999,
       3948143.98317108, 3934074.84087494, 3927281.62575889,
       3924001.55575594, 3922417.79033111, 3921653.07710284,
       3921283.83913848, 3921105.55443085, 3921019.47054987,
       3920977.90537772, 3920957.83584187, 3920948.14536668,
       3920943.46636912, 3920941.20713851, 3920940.11628029,
       3920939.58956484, 3920939.33524292, 3920939.21244484,
       3920939.15315241, 3920939.12452335, 3920939.11069996,
       3920939.1040254 ]), 740: array([10251466.91238835,  7000927.01249779,  5451086.05673518,
        4712129.74112742,  4359799.11368706,  4191809.65556812,
        4111713.13303725,  4073523.51689481,  4055314.90140161,
        4046633.12578641,  4042493.69915835,  4040520.04151405,
        4039579.01154856,  4039130.33322864,  4038916.40567889,
        4038814.406107  ,  4038765.7732279 ,  4038742.58531754,
        4038731.52943935,  4038726.25805265,  4038723.74468218,
        4038722.54631987,  4038721.97494679,  4038721.702519  ,
        4038721.57262681,  4038721.51069488,  4038721.48116604,
        4038721.46708684]), 745: array([4450125.75247845, 4776957.45022635, 4933799.14927932,
       5009065.16151536, 5045184.2078667 , 5062517.2041365 ,
       5070835.05275206, 5074826.66531082, 5076742.1811558 ,
       5077661.40888603, 5078102.53268161, 5078314.22146843,
       5078415.80778709, 5078464.55755931, 5078487.95185416,
       5078499.17843034, 5078504.56589825, 5078507.15126443,
       5078508.39194344, 5078508.98732695, 5078509.27304269,
       5078509.41015345, 5078509.47595087, 5078509.50752609,
       5078509.52267856, 5078509.52995001, 5078509.53343947,
       5078509.53511402]), 750: array([3690942.05031628, 4854101.33620976, 5437791.54481644,
       5730695.76159497, 5877679.34799337, 5951437.84457   ,
       5988450.92848331, 6007024.63109872, 6016345.18459957,
       6021022.37359959, 6023369.45491185, 6024547.25437353,
       6025138.2912348 , 6025434.88210849, 6025583.71571283,
       6025658.40257525, 6025695.88152662, 6025714.68900828,
       6025724.1268755 , 6025728.86293423, 6025731.23955722,
       6025732.43218113, 6025733.03065711, 6025733.33098105,
       6025733.48168795, 6025733.55731487, 6025733.59526555,
       6025733.61430975]), 755: array([5117658.48606738, 5597498.92782191, 5828269.46672679,
       5939254.3629388 , 5992630.5315158 , 6018300.82963021,
       6030646.49292623, 6036583.91529426, 6039439.41066386,
       6040812.70926052, 6041473.17225957, 6041790.80993443,
       6041943.57200078, 6042017.04013999, 6042052.3733062 ,
       6042069.36615027, 6042077.53854977, 6042081.46891676,
       6042083.35915533, 6042084.26823121, 6042084.70543473,
       6042084.91569982, 6042085.01682299, 6042085.06545634,
       6042085.08884567, 6042085.10009434, 6042085.10550419,
       6042085.10810595]), 760: array([8786341.14206947, 7772077.57467033, 7263687.65577903,
       7008862.06809369, 6881133.17787338, 6817110.29247517,
       6785019.43309604, 6768934.19655467, 6760871.62547999,
       6756830.33879035, 6754804.68246353, 6753789.34159081,
       6753280.41168293, 6753025.31543092, 6752897.45087279,
       6752833.35998516, 6752801.2350403 , 6752785.13271874,
       6752777.06158397, 6752773.0160048 , 6752770.98819692,
       6752769.97177759, 6752769.46230712, 6752769.20693992,
       6752769.07893955, 6752769.01478059, 6752768.98262152,
       6752768.9665021 ]), 765: array([17710805.51265429, 13610123.95185529, 11452020.90515869,
       10316256.35209408,  9718527.19269523,  9403954.82201188,
        9238401.95439393,  9151274.9383849 ,  9105421.8098474 ,
        9081290.26611982,  9068590.33873754,  9061906.63224383,
        9058389.13713151,  9056537.95293052,  9055563.71335475,
        9055050.99141682,  9054781.15657109,  9054639.14812834,
        9054564.41205132,  9054525.08001514,  9054504.3803861 ,
        9054493.48660373,  9054487.75343363,  9054484.73618596,
        9054483.14827154,  9054482.31258535,  9054481.87278117,
        9054481.64132142]), 770: array([6844330.96589772, 7458942.67298707, 7770243.45705646,
       7927917.28110572, 8007779.0612957 , 8048229.04704044,
       8068716.96182093, 8079094.08913813, 8084350.10335487,
       8087012.27416593, 8088360.66348434, 8089043.62257414,
       8089389.54130248, 8089564.74911274, 8089653.49185564,
       8089698.44004835, 8089721.20630462, 8089732.73741173,
       8089738.57791663, 8089741.53613192, 8089743.03446775,
       8089743.79337474, 8089744.17776107, 8089744.37245272,
       8089744.47106402, 8089744.52101064, 8089744.5463086 ,
       8089744.55912202]), 775: array([12836075.61992125, 11019155.5666007 , 10034985.6047569 ,
        9501890.87005712,  9213129.77473553,  9056716.73077949,
        8971992.57397316,  8926100.09234254,  8901241.54019392,
        8887776.42362213,  8880482.78225444,  8876532.04004461,
        8874392.04395463,  8873232.87359577,  8872604.98650423,
        8872264.87929159,  8872080.65362802,  8871980.86422674,
        8871926.81136345,  8871897.53258242,  8871881.6731632 ,
        8871873.08260139,  8871868.42935709,  8871865.90883713,
        8871864.54354864,  8871863.80401367,  8871863.40343022,
        8871863.18644642]), 780: array([5298305.04098367, 6347821.73079389, 6881481.31307479,
       7152837.21672576, 7290816.61200153, 7360976.55053433,
       7396651.56538049, 7414791.64233734, 7424015.53175743,
       7428705.7067901 , 7431090.57296047, 7432303.23274628,
       7432919.84753767, 7433233.38461164, 7433392.81234208,
       7433473.87835738, 7433515.09890803, 7433536.05878608,
       7433546.71649156, 7433552.1357352 , 7433554.89131911,
       7433556.29248192, 7433557.00494697, 7433557.3672221 ,
       7433557.55143223, 7433557.64509962, 7433557.69272774,
       7433557.71694575]), 785: array([33756774.64176711, 29614155.03981559, 26373984.83128496,
       23839669.83521249, 21857442.95021487, 20307034.48493069,
       19094374.91128772, 18145887.28723545, 17404023.04723464,
       16823770.29892715, 16369922.77027686, 16014943.70320172,
       15737295.08751733, 15520130.86308394, 15350274.80146625,
       15217421.05106815, 15113508.83959483, 15032233.39452143,
       14968663.40714247, 14918941.83020479, 14880051.85531094,
       14849633.87099924, 14825842.29560962, 14807233.59840866,
       14792678.71476409, 14781294.54124463, 14772390.35417683,
       14765425.90065696]), 790: array([22679726.70579018, 22707606.47110261, 22734089.42380526,
       22759245.54603193, 22783141.31372027, 22805839.87227669,
       22827401.20344041, 22847882.28378723, 22867337.23529223,
       22885817.46834891, 22903371.817623  , 22920046.67109975,
       22935886.09266589, 22950931.93854991, 22965223.96792865,
       22978799.94799234, 22991695.7537457 , 23003945.46280896,
       23015581.44546907, 23026634.4502194 , 23037133.68501369,
       23047106.89444911, 23056580.43308232, 23065579.33507228,
       23074127.38033397, 23082247.15737759, 23089960.12299952,
       23097286.65898264]), 795: array([25897409.82728739, 22072636.44274449, 19270015.82404867,
       17216382.43387656, 15711572.9448233 , 14608916.74085742,
       13800940.24084919, 13208891.6746528 , 12775065.31369845,
       12457177.01499347, 12224242.87463546, 12053559.29186325,
       11928490.09684023, 11836845.05816898, 11769691.72667509,
       11720484.80837256, 11684428.20842484, 11658007.5658681 ,
       11638647.71623937, 11624461.69571235, 11614066.82270185,
       11606449.93079769, 11600868.61756559, 11596778.88414323,
       11593782.11281534, 11591586.21458331, 11589977.15986479,
       11588798.11748048]), 800: array([ 4920996.8905202 ,  7365605.45929902,  8723760.40450662,
        9478312.63783749,  9897520.38348803, 10130420.27596816,
       10259812.82770425, 10331699.64682851, 10371637.91757491,
       10393826.48412499, 10406153.82019504, 10413002.53726926,
       10416807.48955548, 10418921.41275357, 10420095.84831841,
       10420748.33129282, 10421110.83226318, 10421312.22748524,
       10421424.11693874, 10421486.27953463, 10421520.81530371,
       10421540.0023941 , 10421550.66219543, 10421556.58447767,
       10421559.87472913, 10421561.70269919, 10421562.71826734,
       10421563.28248809]), 805: array([2163073.95240518, 3539463.76911423, 4447075.18588787,
       5045567.32369478, 5440221.723581  , 5700462.56136424,
       5872069.14593456, 5985229.01783913, 6059848.27934079,
       6109053.30311237, 6141499.80976008, 6162895.50704757,
       6177004.14029392, 6186307.57777508, 6192442.39944452,
       6196487.78987059, 6199155.3790168 , 6200914.42600696,
       6202074.36711632, 6202839.24911476, 6203343.62340309,
       6203676.21512737, 6203895.53093632, 6204040.15096304,
       6204135.51550713, 6204198.40027125, 6204239.86739718,
       6204267.21142172]), 810: array([3011164.44179445, 2781889.95738875, 2671118.960619  ,
       2617601.38862589, 2591745.06706556, 2579252.92028586,
       2573217.50141154, 2570301.56697442, 2568892.77102858,
       2568212.12951903, 2567883.28639176, 2567724.41009516,
       2567647.65107078, 2567610.5659426 , 2567592.64874338,
       2567583.99228071, 2567579.81002291, 2567577.78941924,
       2567576.81319076, 2567576.34153861, 2567576.11366599,
       2567576.00357228, 2567575.95038194, 2567575.92468371,
       2567575.91226794, 2567575.90626943, 2567575.90337132,
       2567575.90197114]), 815: array([3259757.13717222, 3259757.13730505, 3259757.13737128,
       3259757.1374043 , 3259757.13742076, 3259757.13742896,
       3259757.13743306, 3259757.1374351 , 3259757.13743611,
       3259757.13743662, 3259757.13743687, 3259757.137437  ,
       3259757.13743706, 3259757.13743709, 3259757.13743711,
       3259757.13743712, 3259757.13743712, 3259757.13743712,
       3259757.13743712, 3259757.13743712, 3259757.13743712,
       3259757.13743712, 3259757.13743712, 3259757.13743712,
       3259757.13743712, 3259757.13743712, 3259757.13743712,
       3259757.13743712]), 820: array([48665119.49761407, 49916791.40463831, 51168463.31166254,
       52420135.21868677, 53671807.12571101, 54923479.03273524,
       56175150.93975948, 57426822.84678371, 58678494.75380795,
       59930166.66083218, 61181838.56785642, 62433510.47488065,
       63685182.38190488, 64936854.28892911, 66188526.19595335,
       67440198.10297759, 68691870.01000182, 69943541.91702606,
       71195213.82405028, 72446885.7310745 , 73698557.63809873,
       74950229.54512297, 76201901.4521472 , 77453573.35917145,
       78705245.26619568, 79956917.17321993, 81208589.08024415,
       82460260.98726837]), 825: array([33218986.67364251, 33001600.98607077, 32797474.72607749,
       32605799.13563598, 32425814.78686915, 32256808.57315982,
       32098110.88378813, 31949092.95090177, 31809164.35830764,
       31677770.70221453, 31554391.39465879, 31438537.60090982,
       31329750.30268345, 31227598.47948951, 31131677.40090795,
       31041607.02302755, 30957030.48269374, 30877612.6835996 ,
       30803038.96861831, 30733013.87311652, 30667259.95430925,
       30605516.69201836, 30547539.45647903, 30493098.53910498,
       30441978.24237202, 30393976.02521408, 30348901.70054585,
       30306576.68173239]), 830: array([16581722.65060363, 16968665.41846588, 17158401.19957171,
       17251437.35277525, 17297057.24456618, 17319426.76926549,
       17330395.57290856, 17335774.08027417, 17338411.40904978,
       17339704.61227474, 17340338.72911163, 17340649.66567216,
       17340802.13212479, 17340876.89341737, 17340913.55230707,
       17340931.52784156, 17340940.34207033, 17340944.66409085,
       17340946.78337568, 17340947.8225582 , 17340948.33211704,
       17340948.58197711, 17340948.70449495, 17340948.76457107,
       17340948.79402915, 17340948.80847379, 17340948.81555666,
       17340948.81902972]), 835: array([71316940.72516607, 71718746.03110097, 72109912.34665376,
       72490721.37073354, 72861447.34343307, 73222357.24352309,
       73573710.98071739, 73915761.58284725, 74248755.37807958,
       74572932.17231056, 74888525.42186211, 75195762.40160577,
       75494864.36863494, 75786046.72160356, 76069519.15584558,
       76345485.81438741, 76614145.43496175, 76875691.4931288 ,
       77130312.34160793, 77378191.34592012, 77619507.01643893,
       77854433.13694489, 78083138.88977614, 78305788.97766526,
       78522543.74235027, 78733559.28004472, 78938987.55385078,
       79138976.50319561]), 840: array([7.47700991e+07, 7.70038476e+07, 7.92375960e+07, 8.14713444e+07,
       8.37050929e+07, 8.59388413e+07, 8.81725897e+07, 9.04063381e+07,
       9.26400866e+07, 9.48738350e+07, 9.71075834e+07, 9.93413319e+07,
       1.01575080e+08, 1.03808829e+08, 1.06042577e+08, 1.08276326e+08,
       1.10510074e+08, 1.12743822e+08, 1.14977571e+08, 1.17211319e+08,
       1.19445068e+08, 1.21678816e+08, 1.23912565e+08, 1.26146313e+08,
       1.28380061e+08, 1.30613810e+08, 1.32847558e+08, 1.35081307e+08]), 845: array([ 9853306.7418679 , 12336713.50353555, 13742425.69951304,
       14538117.65317145, 14988512.61092203, 15243455.0129841 ,
       15387763.08582264, 15469447.49656771, 15515684.29280179,
       15541856.2551933 , 15556670.68160716, 15565056.26716962,
       15569802.85966406, 15572489.62973402, 15574010.45407638,
       15574871.30432411, 15575358.58160418, 15575634.40094477,
       15575790.52623884, 15575878.89969153, 15575928.92276555,
       15575957.23791968, 15575973.26548234, 15575982.33775381,
       15575987.47303928, 15575990.37982584, 15575992.02518873,
       15575992.95653301]), 850: array([ 1273057.23142122,  2156431.13713602,  3039805.04285082,
        3923178.94856562,  4806552.85428041,  5689926.75999521,
        6573300.66571002,  7456674.57142481,  8340048.47713961,
        9223422.38285441, 10106796.28856921, 10990170.19428401,
       11873544.09999881, 12756918.00571361, 13640291.91142841,
       14523665.81714321, 15407039.72285801, 16290413.62857281,
       17173787.53428761, 18057161.44000241, 18940535.34571721,
       19823909.25143201, 20707283.1571468 , 21590657.0628616 ,
       22474030.96857639, 23357404.8742912 , 24240778.780006  ,
       25124152.6857208 ]), 855: array([4134240.78516623, 5693232.00623976, 6659228.18998864,
       7257787.44702848, 7628672.12567978, 7858483.03118403,
       8000880.53458248, 8089114.15835078, 8143786.27111599,
       8177662.69811236, 8198653.51496571, 8211660.03398906,
       8219719.25046864, 8224712.97478091, 8227807.2312226 ,
       8229724.52227197, 8230912.53142288, 8231648.65635452,
       8232104.78071565, 8232387.40860105, 8232562.53303731,
       8232671.04521802, 8232738.2825129 , 8232779.94469123,
       8232805.75978546, 8232821.75556668, 8232831.66701674,
       8232837.8084387 ]), 860: array([4051906.50039524, 4262146.83584499, 4364951.00408376,
       4415220.60142176, 4439801.6321311 , 4451821.36379257,
       4457698.82071951, 4460572.8033425 , 4461978.13497145,
       4462665.31970651, 4463001.3420733 , 4463165.65164717,
       4463245.99640613, 4463285.28371082, 4463304.49457572,
       4463313.88838202, 4463318.48180336, 4463320.72791308,
       4463321.82622488, 4463322.36328181, 4463322.62589409,
       4463322.75430729, 4463322.8170993 , 4463322.84780359,
       4463322.8628175 , 4463322.87015906, 4463322.87374897,
       4463322.87550438]), 865: array([11761638.72158917,  8167255.2251281 ,  6416093.12655252,
        5562937.44672402,  5147285.11241659,  4944781.78611869,
        4846123.37913527,  4798057.59450619,  4774640.23228994,
        4763231.43375687,  4757673.13548372,  4754965.16587556,
        4753645.85931114,  4753003.10105947,  4752689.95309127,
        4752537.38927783,  4752463.06110223,  4752426.84886052,
        4752409.20647338,  4752400.61120809,  4752396.42364636,
        4752394.38349138,  4752393.38954009,  4752392.90529299,
        4752392.6693707 ,  4752392.55443077,  4752392.49843273,
        4752392.47115082]), 870: array([31485037.01092132, 31101795.25056766, 30748944.3871778 ,
       30424074.43647077, 30124966.52482092, 29849577.73427003,
       29596027.14932308, 29362583.01022672, 29147650.88498693,
       28949762.77934027, 28767567.11029946, 28599819.47479228,
       28445374.15034304, 28303176.26974633, 28172254.61628547,
       28051714.99028682, 27940734.10170342, 27838553.94701389,
       27744476.63203068, 27657859.60525732, 27578111.2692382 ,
       27504686.93992637, 27437085.12647161, 27374844.10601962,
       27317538.77012802, 27264777.72126023, 27216200.59952597,
       27171475.62141003]), 875: array([82567724.1696917 , 73527868.13103957, 65994214.06669032,
       59715801.74257675, 54483485.39583643, 50122966.69476   ,
       46488988.5324337 , 43460496.23838517, 40936605.01906096,
       38833239.29496782, 37080331.98445605, 35619490.43700222,
       34402051.26382411, 33387459.26856498, 32541916.47716896,
       31837256.26358311, 31250005.06628885, 30760600.43966943,
       30352739.39202906, 30012835.30217325, 29729565.32341672,
       29493493.19819231, 29296754.91850378, 29132796.76097878,
       28996156.96997548, 28882283.81619488, 28787383.96998811,
       28708296.13838715]), 880: array([2.20176918e+08, 2.24120732e+08, 2.28064546e+08, 2.32008360e+08,
       2.35952174e+08, 2.39895988e+08, 2.43839802e+08, 2.47783617e+08,
       2.51727431e+08, 2.55671245e+08, 2.59615059e+08, 2.63558873e+08,
       2.67502687e+08, 2.71446501e+08, 2.75390315e+08, 2.79334129e+08,
       2.83277943e+08, 2.87221757e+08, 2.91165571e+08, 2.95109385e+08,
       2.99053199e+08, 3.02997013e+08, 3.06940827e+08, 3.10884641e+08,
       3.14828455e+08, 3.18772269e+08, 3.22716083e+08, 3.26659897e+08]), 885: array([1.00547035e+08, 9.94040537e+07, 9.83401021e+07, 9.73497163e+07,
       9.64278095e+07, 9.55696470e+07, 9.47708211e+07, 9.40272291e+07,
       9.33350520e+07, 9.26907346e+07, 9.20909679e+07, 9.15326713e+07,
       9.10129775e+07, 9.05292173e+07, 9.00789062e+07, 8.96597314e+07,
       8.92695399e+07, 8.89063278e+07, 8.85682295e+07, 8.82535087e+07,
       8.79605489e+07, 8.76878454e+07, 8.74339977e+07, 8.71977021e+07,
       8.69777448e+07, 8.67729962e+07, 8.65824048e+07, 8.64049915e+07]), 890: array([16089077.81333084, 23944314.56601883, 29450997.29044845,
       33311295.27792224, 36017443.66122822, 37914509.40491758,
       39244391.55701272, 40176666.33153988, 40830210.14656918,
       41288357.8191582 , 41609528.77215594, 41834676.22399512,
       41992509.22413581, 42103153.40744731, 42180717.25841483,
       42235091.11519476, 42273208.30850381, 42299929.24595066,
       42318661.17335805, 42331792.6402122 , 42340998.06888975,
       42347451.26395766, 42351975.08658918, 42355146.37941176,
       42357369.52098597, 42358927.98901005, 42360020.50718805,
       42360786.38492876]), 895: array([ 7027766.08094563, 12367888.74921717, 16528312.37432915,
       19769647.0431435 , 22294930.85603287, 24262348.28965868,
       25795138.91635104, 26989317.16501385, 27919686.69151384,
       28644526.10037851, 29209239.53270662, 29649200.79412768,
       29991969.17977278, 30259015.79614591, 30467068.51717538,
       30629159.82286442, 30755443.15744412, 30853828.94392893,
       30930480.09520278, 30990198.06058709, 31036723.58995456,
       31072971.05533607, 31101211.00799103, 31123212.40636636,
       31140353.42414299, 31153707.77941652, 31164111.99269579,
       31172217.78677893]), 900: array([1220303.51006821, 1298732.99401284, 1368541.5086638 ,
       1430676.67101185, 1485981.93598306, 1535208.04593355,
       1579023.22161562, 1618022.23295293, 1652734.47275595,
       1683631.14297462, 1711131.65103799, 1735609.3031083 ,
       1757396.37153243, 1776788.60527914, 1794049.24458893,
       1809412.5943337 , 1823087.20459255, 1835258.70161877,
       1846092.30762694, 1855735.08360488, 1864317.92559587,
       1871957.34154942, 1878757.03286059, 1884809.30206656,
       1890196.30580911, 1894991.17007154, 1899258.98282866,
       1903057.67758475]), 905: array([13641275.5556837 , 11300390.19698562, 10139031.4936505 ,
        9562858.87895981,  9277008.45138204,  9135192.50098277,
        9064834.85290062,  9029929.05683385,  9012611.6132827 ,
        9004020.09310726,  8999757.6730389 ,  8997643.00363604,
        8996593.87506314,  8996073.38199648,  8995815.15527437,
        8995687.04398092,  8995623.48547938,  8995591.95287201,
        8995576.3089329 ,  8995568.54767079,  8995564.69715787,
        8995562.78684361,  8995561.8390996 ,  8995561.36890538,
        8995561.13563289,  8995561.01990188,  8995560.96248548,
        8995560.93400008]), 910: array([3973539.80931729, 5654403.37918813, 6403234.57424594,
       6736841.75613923, 6885465.04072635, 6951677.28650625,
       6981175.09705053, 6994316.48527347, 7000171.02434737,
       7002779.24405645, 7003941.2159837 , 7004458.8789532 ,
       7004689.49980015, 7004792.24227582, 7004838.01444449,
       7004858.40612195, 7004867.49069281, 7004871.53790412,
       7004873.34095234, 7004874.14421728, 7004874.5020749 ,
       7004874.66150185, 7004874.73252716, 7004874.76416922,
       7004874.77826587, 7004874.78454599, 7004874.78734381,
       7004874.78859024]), 915: array([4230214.20656069, 5223115.40486693, 5754693.54642881,
       6039289.15480196, 6191655.57842371, 6273229.31450485,
       6316902.15436066, 6340283.66209465, 6352801.62304519,
       6359503.47256414, 6363091.49997149, 6365012.45337987,
       6366040.89089671, 6366591.49442589, 6366886.27582134,
       6367044.09549829, 6367128.58878998, 6367173.8246977 ,
       6367198.04303865, 6367211.00902227, 6367217.95073358,
       6367221.66717788, 6367223.65688296, 6367224.72212865,
       6367225.29243849, 6367225.59777023, 6367225.76123833,
       6367225.84875567]), 920: array([1735317.69856368, 1898268.34899202, 2043402.48235428,
       2172668.101187  , 2287800.21949095, 2390344.1502349 ,
       2481676.24667612, 2563022.37588955, 2635474.37245863,
       2700004.69317093, 2757479.46941483, 2808670.13246786,
       2854263.76771209, 2894872.33675194, 2931040.8912142 ,
       2963254.88847685, 2991946.70751875, 3017501.45234662,
       3040262.12089343, 3060534.20876546, 3078589.80962999,
       3094671.26727941, 3108994.42838993, 3121751.53963386,
       3133113.82803053, 3143233.79916983, 3152247.28415495,
       3160275.26273896]), 925: array([3255171.84913431, 3488038.06486815, 3650767.72830619,
       3764485.14016521, 3843952.21142133, 3899484.73991268,
       3938291.52707493, 3965410.1685409 , 3984360.99567032,
       3997604.05761868, 4006858.46580732, 4013325.55561299,
       4017844.83439365, 4021002.9598119 , 4023209.89517513,
       4024752.1276873 , 4025829.85799204, 4026582.98866501,
       4027109.28527937, 4027477.06757296, 4027734.07818596,
       4027913.68023954, 4028039.18827702, 4028126.89477679,
       4028188.1851153 , 4028231.01552814, 4028260.94592678,
       4028281.86164305]), 930: array([4710850.50385029, 4277912.02731239, 4070210.56129505,
       3970566.15146867, 3922761.9226395 , 3899827.92867101,
       3888825.38575318, 3883546.93530861, 3881014.60807264,
       3879799.72857393, 3879216.89228982, 3878937.27761656,
       3878803.13297314, 3878738.77731846, 3878707.9028073 ,
       3878693.09081535, 3878685.98478849, 3878682.57568471,
       3878680.94017322, 3878680.15553949, 3878679.77911284,
       3878679.59852283, 3878679.51188509, 3878679.47032079,
       3878679.45038039, 3878679.44081402, 3878679.43622457,
       3878679.43402279]), 935: array([19803250.55918403, 16735017.51119491, 14361174.91136349,
       12524571.04176251, 11103620.14380793, 10004253.27008105,
        9153690.78774069,  8495624.26449494,  7986488.77120914,
        7592578.8223413 ,  7287817.0254065 ,  7052027.72092745,
        6869601.32540842,  6728460.95495952,  6619262.91860202,
        6534778.15278762,  6469413.64722685,  6418842.17974371,
        6379715.84808317,  6349444.43407445,  6326023.92754606,
        6307903.85803467,  6293884.6514603 ,  6283038.21663558,
        6274646.50432413,  6268153.97137149,  6263130.80296716,
        6259244.45829977]), 940: array([15578698.48255246, 16678685.78653328, 17778673.09051411,
       18878660.39449493, 19978647.69847576, 21078635.00245659,
       22178622.30643741, 23278609.61041824, 24378596.91439907,
       25478584.2183799 , 26578571.52236073, 27678558.82634156,
       28778546.13032239, 29878533.43430321, 30978520.73828404,
       32078508.04226486, 33178495.34624569, 34278482.65022652,
       35378469.95420736, 36478457.25818819, 37578444.56216902,
       38678431.86614984, 39778419.17013067, 40878406.4741115 ,
       41978393.77809232, 43078381.08207315, 44178368.38605399,
       45278355.69003481]), 945: array([30678811.90847459, 24546538.7338587 , 20869085.70336495,
       18663759.81418768, 17341251.48107037, 16548158.58729528,
       16072549.98627124, 15787333.02979176, 15616291.73220322,
       15513720.2517349 , 15452209.32569659, 15415321.93745949,
       15393200.99897601, 15379935.32897942, 15371980.0606896 ,
       15367209.37865249, 15364348.45601984, 15362632.79393078,
       15361603.93129386, 15360986.93431504, 15360616.92838983,
       15360395.04013205, 15360261.97631986, 15360182.17949648,
       15360134.3262679 , 15360105.62924227, 15360088.41996916,
       15360078.09976786]), 950: array([8.27583795e+07, 8.48637154e+07, 8.69690513e+07, 8.90743871e+07,
       9.11797230e+07, 9.32850589e+07, 9.53903948e+07, 9.74957306e+07,
       9.96010665e+07, 1.01706402e+08, 1.03811738e+08, 1.05917074e+08,
       1.08022410e+08, 1.10127746e+08, 1.12233082e+08, 1.14338418e+08,
       1.16443754e+08, 1.18549089e+08, 1.20654425e+08, 1.22759761e+08,
       1.24865097e+08, 1.26970433e+08, 1.29075769e+08, 1.31181105e+08,
       1.33286441e+08, 1.35391776e+08, 1.37497112e+08, 1.39602448e+08]), 955: array([47820487.35697166, 47247168.47136523, 46712058.98753788,
       46212612.40227652, 45746451.92658269, 45311359.17490161,
       44905263.60816859, 44526232.68043414, 44172462.6421769 ,
       43842269.95653883, 43534083.28763386, 43246436.02280361,
       42977959.29323478, 42727375.45972426, 42493492.03259198,
       42275195.99680704, 42071448.51532144, 41881279.98540539,
       41703785.42445795, 41538120.16333494, 41383495.82669916,
       41239176.58126422, 41104475.6340778 , 40978751.96418031,
       40861407.27208532, 40751883.13256495, 40649658.33719057,
       40554246.41398264]), 960: array([11176310.07581908, 15012490.1523939 , 17008763.17826306,
       18047584.58765085, 18588166.91612897, 18869475.37899081,
       19015862.7969822 , 19092039.94404766, 19131681.04035673,
       19152309.49097637, 19163044.13291587, 19168630.23047084,
       19171537.12630114, 19173049.81799423, 19173836.99314323,
       19174246.6236833 , 19174459.78739861, 19174570.71362378,
       19174628.43746019, 19174658.47581482, 19174674.10718663,
       19174682.24144656, 19174686.47435622, 19174688.67707955,
       19174689.82333366, 19174690.41982186, 19174690.73022265,
       19174690.89174914]), 965: array([ 676710.2662159 ,  921895.33307928, 1167080.39994267,
       1412265.46680605, 1657450.53366944, 1902635.60053283,
       2147820.66739621, 2393005.7342596 , 2638190.80112298,
       2883375.86798637, 3128560.93484975, 3373746.00171314,
       3618931.06857652, 3864116.13543991, 4109301.2023033 ,
       4354486.26916668, 4599671.33603007, 4844856.40289345,
       5090041.46975684, 5335226.53662022, 5580411.60348361,
       5825596.67034699, 6070781.73721038, 6315966.80407376,
       6561151.87093715, 6806336.93780053, 7051522.00466392,
       7296707.0715273 ]), 970: array([612484.8994665 , 619086.69670091, 624676.90764887, 629410.53658855,
       633418.83665936, 636812.94922339, 639686.98557144, 642120.63642244,
       644181.38157224, 645926.36096017, 647403.95903416, 648655.14634522,
       649714.61557092, 650611.74346721, 651371.40542128, 652014.66519156,
       652559.35895941, 653020.58988732, 653411.14689645, 653741.85927533,
       654021.89695225, 654259.02475726, 654459.81772387, 654629.84340027,
       654773.81622523, 654895.72824914, 654998.95982481, 655086.37333722]), 975: array([1484815.95339476, 1744582.38530671, 1877172.89456458,
       1944850.01133392, 1979393.90259617, 1997025.86566584,
       2006025.60803215, 2010619.27479177, 2012963.98350003,
       2014160.77447645, 2014771.642955  , 2015083.44368331,
       2015242.59364371, 2015323.82728943, 2015365.2907317 ,
       2015386.45458604, 2015397.25708351, 2015402.77091619,
       2015405.58529785, 2015407.02182025, 2015407.75505293,
       2015408.12931104, 2015408.32034063, 2015408.41784633,
       2015408.4676154 , 2015408.49301862, 2015408.50598499,
       2015408.51260331]), 980: array([2209291.24300073, 1859289.92501436, 1685167.40666908,
       1598543.01459727, 1555448.15602803, 1534008.8501849 ,
       1523342.98770627, 1518036.81673015, 1515397.04423316,
       1514083.78107838, 1513430.44443074, 1513105.41530495,
       1512943.71622837, 1512863.27238722, 1512823.25229733,
       1512803.34266134, 1512793.4377959 , 1512788.51021413,
       1512786.05878637, 1512784.83922304, 1512784.23250121,
       1512783.93066254, 1512783.78050051, 1512783.70579624,
       1512783.66863154, 1512783.65014243, 1512783.64094427,
       1512783.63636826]), 985: array([11850462.97738544, 12100922.62079393, 12351382.26420242,
       12601841.90761091, 12852301.5510194 , 13102761.19442789,
       13353220.83783638, 13603680.48124488, 13854140.12465337,
       14104599.76806186, 14355059.41147035, 14605519.05487884,
       14855978.69828733, 15106438.34169583, 15356897.98510432,
       15607357.62851281, 15857817.2719213 , 16108276.9153298 ,
       16358736.55873829, 16609196.20214678, 16859655.84555527,
       17110115.48896376, 17360575.13237225, 17611034.77578074,
       17861494.41918924, 18111954.06259773, 18362413.70600622,
       18612873.34941471]), 990: array([4847972.95833177, 5071456.34571896, 5230602.58857033,
       5343933.27909645, 5424637.95163542, 5482109.09329516,
       5523035.25060133, 5552179.4489499 , 5572933.51806581,
       5587712.83639586, 5598237.4351664 , 5605732.17726527,
       5611069.30795817, 5614869.96762827, 5617576.48068916,
       5619503.83372377, 5620876.33392477, 5621853.71418043,
       5622549.72294128, 5623045.36237371, 5623398.31546969,
       5623649.65924869, 5623828.64534049, 5623956.10431794,
       5624046.86997894, 5624111.50571807, 5624157.53390458,
       5624190.31134292]), 995: array([2815170.24610176, 4127455.14121498, 4780773.05341239,
       5106025.82130405, 5267952.13779729, 5348566.76912859,
       5388700.57149884, 5408681.08950275, 5418628.3428435 ,
       5423580.55924779, 5426046.00839991, 5427273.42639329,
       5427884.49352041, 5428188.7118355 , 5428340.16619972,
       5428415.56739453, 5428453.10569993, 5428471.79405595,
       5428481.09800952, 5428485.72996067, 5428488.03596652,
       5428489.18400605, 5428489.75555479, 5428490.04009898,
       5428490.18175862, 5428490.25228354, 5428490.2873942 ,
       5428490.30487396]), 1000: array([3280544.40601277, 4641645.57944605, 5359704.44666472,
       5738521.64765997, 5938369.42939647, 6043800.58658804,
       6099421.56376461, 6128764.81659883, 6144245.06399109,
       6152411.78158984, 6156720.19311891, 6158993.12709506,
       6160192.23001851, 6160824.82552552, 6161158.5559065 ,
       6161334.61780697, 6161427.50054874, 6161476.50151769,
       6161502.35233682, 6161515.9901253 , 6161523.18484024,
       6161526.98046467, 6161528.98287406, 6161530.03925977,
       6161530.59656376, 6161530.89057356, 6161531.04568057,
       6161531.12750841]), 1005: array([4631951.68049244, 4822587.94376959, 4925072.27012127,
       4980166.91458819, 5009785.29582749, 5025707.86898726,
       5034267.699924  , 5038869.38741072, 5041343.21287314,
       5042673.11900784, 5043388.0644856 , 5043772.41269095,
       5043979.03480068, 5044090.11297312, 5044149.82759131,
       5044181.92962852, 5044199.18739261, 5044208.46501009,
       5044213.45257311, 5044216.13384176, 5044217.57526747,
       5044218.35016486, 5044218.76674267, 5044218.99069112,
       5044219.11108378, 5044219.17580578, 5044219.21059974,
       5044219.22930466]), 1010: array([2871266.91796797, 3031271.51197319, 3106324.99616605,
       3141530.39463919, 3158044.21934676, 3165790.37244541,
       3169423.86673825, 3171128.23284204, 3171927.70122746,
       3172302.70850897, 3172478.61347751, 3172561.12536324,
       3172599.82928015, 3172617.98415772, 3172626.50008082,
       3172630.49465174, 3172632.36838835, 3172633.2473035 ,
       3172633.65957694, 3172633.85296237, 3172633.94367384,
       3172633.98622393, 3172634.00618294, 3172634.01554513,
       3172634.01993666, 3172634.0219966 , 3172634.02296286,
       3172634.0234161 ]), 1015: array([16346607.40124532, 11559661.85853978,  8988909.25598047,
        7608327.6544964 ,  6866908.36877486,  6468740.99015057,
        6254911.56265428,  6140077.88586899,  6078408.2949318 ,
        6045289.62667327,  6027503.77516119,  6017952.16784595,
        6012822.62978348,  6010067.89334322,  6008588.50616198,
        6007794.02491868,  6007367.36146374,  6007138.22867385,
        6007015.17657087,  6006949.09340548,  6006913.60449759,
        6006894.54574677,  6006884.31054922,  6006878.81389995,
        6006875.8620123 ,  6006874.27674821,  6006873.42540747,
        6006872.96820853]), 1020: array([1.02356451e+08, 1.03671713e+08, 1.04973598e+08, 1.06262242e+08,
       1.07537779e+08, 1.08800342e+08, 1.10050064e+08, 1.11287076e+08,
       1.12511505e+08, 1.13723481e+08, 1.14923130e+08, 1.16110578e+08,
       1.17285948e+08, 1.18449364e+08, 1.19600946e+08, 1.20740816e+08,
       1.21869092e+08, 1.22985893e+08, 1.24091335e+08, 1.25185533e+08,
       1.26268602e+08, 1.27340656e+08, 1.28401805e+08, 1.29452162e+08,
       1.30491836e+08, 1.31520935e+08, 1.32539568e+08, 1.33547839e+08]), 1025: array([2.11984920e+08, 2.18210274e+08, 2.24435627e+08, 2.30660980e+08,
       2.36886333e+08, 2.43111687e+08, 2.49337040e+08, 2.55562393e+08,
       2.61787746e+08, 2.68013100e+08, 2.74238453e+08, 2.80463806e+08,
       2.86689159e+08, 2.92914513e+08, 2.99139866e+08, 3.05365219e+08,
       3.11590572e+08, 3.17815926e+08, 3.24041279e+08, 3.30266632e+08,
       3.36491986e+08, 3.42717339e+08, 3.48942692e+08, 3.55168045e+08,
       3.61393399e+08, 3.67618752e+08, 3.73844105e+08, 3.80069458e+08]), 1030: array([95967843.28521444, 94967463.38721438, 94209121.18226102,
       93634256.67232515, 93198478.20367965, 92868134.49580978,
       92617716.05345671, 92427885.29604678, 92283983.28898926,
       92174897.76503244, 92092205.0230738 , 92029519.44093056,
       91982000.37074898, 91945978.33898798, 91918671.6857384 ,
       91897971.76196288, 91882280.09735656, 91870384.96475671,
       91861367.80927207, 91854532.31648946, 91849350.6423284 ,
       91845422.6523553 , 91842445.02297351, 91840187.81845006,
       91838476.7350319 , 91837179.64102313, 91836196.37343389,
       91835451.00328682]), 1035: array([35353061.84953989, 42469579.57428804, 47297752.59269998,
       50573407.28750312, 52795762.12828201, 54303509.89124645,
       55326435.33726906, 56020435.01932678, 56491276.33094821,
       56810716.73771045, 57027439.80544855, 57174474.7049025 ,
       57274229.94500255, 57341908.48910584, 57387824.7269631 ,
       57418976.41509259, 57440111.15344669, 57454449.93224542,
       57464178.01943506, 57470778.00132318, 57475255.73266689,
       57478293.63160759, 57480354.68200687, 57481752.99341594,
       57482701.6722049 , 57483345.2995391 , 57483781.96593256,
       57484078.22050264]), 1040: array([ 2395519.94214607,  2903552.6869101 ,  3396152.14166195,
        3873787.14712707,  4336912.30133696,  4785968.39230138,
        5221382.81753655,  5643569.99084869,  6052931.73676014,
        6449857.67295332,  6834725.5810966 ,  7207901.76640515,
        7569741.40627866,  7920588.88834812,  8260778.13825318,
        8590632.93746205,  8910467.23143663,  9220585.42843593,
        9521282.68924229,  9812845.20808621, 10095550.48503702,
       10369667.59011874, 10635457.41940255, 10893172.94331942,
       11143059.44742953, 11385354.76587727, 11620289.50775445,
       11848087.27658668]), 1045: array([14574474.54255271, 11490407.3043519 , 10084909.07026194,
        9444383.05916809,  9152476.91447382,  9019446.88004203,
        8958821.26327244,  8931192.42423326,  8918601.16681885,
        8912862.96829914,  8910247.90602475,  8909056.14685583,
        8908513.02789051,  8908265.51294104,  8908152.71325233,
        8908101.30718657,  8908077.87996236,  8908067.20350179,
        8908062.33793133,  8908060.12055078,  8908059.11002663,
        8908058.64950167,  8908058.43962719,  8908058.34398135,
        8908058.30039279,  8908058.28052822,  8908058.27147537,
        8908058.26734972]), 1050: array([12526770.60831823, 13810745.31982465, 14806148.57009694,
       15577836.37809914, 16176088.46624164, 16639884.2619708 ,
       16999442.62273461, 17278190.76143195, 17494290.65871197,
       17661822.41631464, 17791701.65345777, 17892390.71971163,
       17970450.06380758, 18030965.6831036 , 18077880.50440006,
       18114251.28739597, 18142447.78946461, 18164307.16843361,
       18181253.6835633 , 18194391.4939031 , 18204576.60035147,
       18212472.61884173, 18218594.01858502, 18223339.64258064,
       18227018.69444005, 18229870.88470981, 18232082.04933749,
       18233796.25790995]), 1055: array([ 7448291.15106688, 11301639.30739605, 13456582.20223335,
       14661710.49368615, 15335665.33598818, 15712567.22492715,
       15923345.49220771, 16041220.93741405, 16107141.49346502,
       16144006.8448744 , 16164623.39024283, 16176152.96819826,
       16182600.75881762, 16186206.61534002, 16188223.15124011,
       16189350.87693054, 16189981.54521312, 16190334.23956603,
       16190531.48003303, 16190641.7846112 , 16190703.4712425 ,
       16190737.96881771, 16190757.26121008, 16190768.05026993,
       16190774.08393388, 16190777.45819458, 16190779.34521305,
       16190780.40050753]), 1060: array([ 9429616.3330632 , 12577639.73071413, 14388639.01275444,
       15430473.20051742, 16029821.02221777, 16374614.67133793,
       16572968.04173367, 16687077.04474965, 16752721.83083685,
       16790486.05475028, 16812211.11004849, 16824709.13010028,
       16831899.00847209, 16836035.21170966, 16838414.69246548,
       16839783.56346678, 16840571.04948178, 16841024.07553262,
       16841284.69298972, 16841434.62136321, 16841520.8723666 ,
       16841570.49096389, 16841599.0356196 , 16841615.45682887,
       16841624.903645  , 16841630.33822253, 16841633.46463385,
       16841635.26320011]), 1065: array([2611365.67884746, 2675387.27267373, 2735739.21917548,
       2792631.85850018, 2846263.47432945, 2896820.98494242,
       2944480.5946681 , 2989408.40799721, 3031761.0084938 ,
       3071686.00452431, 3109322.543706  , 3144801.79786777,
       3178247.42021364, 3209775.97628197, 3239497.35020273,
       3267515.12766844, 3293926.95695368, 3318824.88924137,
       3342295.69944189, 3364421.18862322, 3385278.46910611,
       3404940.23321795, 3423475.00664187, 3440947.38724423,
       3457418.27021277, 3472945.06029006, 3487581.87184197,
       3501379.71745848]), 1070: array([12893431.85999357, 13018959.31199468, 13121284.14500885,
       13204695.15419022, 13272688.38953409, 13328113.68767997,
       13373294.11863055, 13410123.35382036, 13440145.0365739 ,
       13464617.48164936, 13484566.41565444, 13500827.96887119,
       13514083.72042936, 13524889.2656949 , 13533697.50323416,
       13540877.61739235, 13546730.55211337, 13551501.62456346,
       13555390.80724   , 13558561.10952523, 13561145.40998517,
       13563252.02577961, 13564969.25261689, 13566369.06553885,
       13567510.13564907, 13568440.28922603, 13569198.51229136,
       13569816.58465172]), 1075: array([ 3463931.47828466,  5763968.82391604,  7291611.19215775,
        8306243.06745304,  8980142.83860834,  9427734.6328549 ,
        9725016.84432293,  9922466.20418909, 10053608.42598242,
       10140710.6700644 , 10198562.37350795, 10236986.40754513,
       10262506.94201186, 10279457.2101393 , 10290715.26548944,
       10298192.65813681, 10303159.00437192, 10306457.55990995,
       10308648.39963848, 10310103.51496418, 10311069.97571598,
       10311711.88111569, 10312138.22283873, 10312421.39114498,
       10312609.4663094 , 10312734.38236354, 10312817.34930195,
       10312872.45441166]), 1080: array([13191434.7062209 , 10939031.07532626,  9463080.66898887,
        8495922.93043461,  7862165.8019911 ,  7446878.73780098,
        7174750.28678503,  6996430.51658761,  6879581.50530435,
        6803012.92615713,  6752839.22551355,  6719961.50642422,
        6698417.46245992,  6684300.1257592 ,  6675049.34647878,
        6668987.5149089 ,  6665015.33041852,  6662412.44555711,
        6660706.83253281,  6659589.18194757,  6658856.81017689,
        6658376.9031133 ,  6658062.43060234,  6657856.36370386,
        6657721.33261158,  6657632.8497159 ,  6657574.86882648,
        6657536.87522883]), 1085: array([15952460.37716985, 13543237.33995749, 11893755.13927978,
       10764431.91418696,  9991237.18301008,  9461866.95574803,
        9099431.94912956,  8851289.67127245,  8681398.27299223,
        8565081.58782733,  8485445.00007357,  8430921.55745593,
        8393591.90937921,  8368034.04731786,  8350535.77592229,
        8338555.52886181,  8330353.21467971,  8324737.4742361 ,
        8320892.63971381,  8318260.26155243,  8316457.99548756,
        8315224.06830483,  8314379.25614198,  8313800.85281277,
        8313404.84713725,  8313133.72059435,  8312948.09294605,
        8312821.00238735]), 1090: array([17743359.94104973, 15213858.47732499, 13879803.78329834,
       13176225.6465876 , 12805159.7550062 , 12609460.2460095 ,
       12506248.66367213, 12451815.05378113, 12423106.86213574,
       12407966.21154875, 12399981.05863389, 12395769.70280692,
       12393548.64103259, 12392377.25689692, 12391759.47093114,
       12391433.65168203, 12391261.81517396, 12391171.18889701,
       12391123.39275539, 12391098.18515303, 12391084.89070717,
       12391077.87923944, 12391074.18140349, 12391072.23117121,
       12391071.20262208, 12391070.66016705, 12391070.37407721,
       12391070.22319392]), 1095: array([46396445.25732077, 43182533.22132938, 40608004.15296859,
       38545657.75094888, 36893599.23112346, 35570204.98937296,
       34510089.80696195, 33660876.34923089, 32980607.34756314,
       32435672.60775525, 31999148.42405516, 31649467.3539472 ,
       31369352.63096575, 31144964.56784656, 30965216.7761758 ,
       30821228.41885684, 30705885.43271663, 30613489.04248441,
       30539474.20019858, 30480184.03891816, 30432689.19712571,
       30394643.08714432, 30364165.95678474, 30339752.01603207,
       30320195.04016059, 30304528.77353396, 30291979.18960905,
       30281926.24844304]), 1100: array([20475491.67852606, 21437514.64119248, 21918982.21014651,
       22159944.25466154, 22280539.51515437, 22340894.31867791,
       22371100.33418364, 22386217.66237404, 22393783.49347723,
       22397569.99593063, 22399465.04230875, 22400413.4639246 ,
       22400888.12437185, 22401125.67962831, 22401244.56987964,
       22401304.07137026, 22401333.85032476, 22401348.75391998,
       22401356.21278327, 22401359.9457511 , 22401361.81400479,
       22401362.74901736, 22401363.21696693, 22401363.45116356,
       22401363.56837291, 22401363.62703315, 22401363.65639108,
       22401363.67108396]), 1105: array([13458303.34470031, 15817425.15909201, 16976883.84221174,
       17546733.36403831, 17826802.40164493, 17964450.43471595,
       18032101.54377906, 18065350.6389921 , 18081691.86898518,
       18089723.23934203, 18093670.48871288, 18095610.4786403 ,
       18096563.94282887, 18097032.55039536, 18097262.86114431,
       18097376.05402653, 18097431.68594403, 18097459.02785975,
       18097472.46583544, 18097479.07031745, 18097482.31628126,
       18097483.9116041 , 18097484.69567168, 18097485.08102438,
       18097485.27041711, 18097485.36349965, 18097485.40924776,
       18097485.431732  ]), 1110: array([ 8021736.65195577,  9463587.90290427, 10176852.06676508,
       10529694.12804803, 10704240.28712675, 10790585.89325533,
       10833299.88786319, 10854429.91887651, 10864882.65725237,
       10870053.48447384, 10872611.4222307 , 10873876.79917868,
       10874502.76390991, 10874812.42013161, 10874965.60284439,
       10875041.38024479, 10875078.86629205, 10875097.41012875,
       10875106.58351205, 10875111.12145975, 10875113.36632064,
       10875114.47682272, 10875115.02617297, 10875115.29792905,
       10875115.43236308, 10875115.49886576, 10875115.53176373,
       10875115.54803791]), 1115: array([64144268.58135692, 49651063.57868268, 40361889.26443079,
       34408150.2933312 , 30592202.12217829, 28146434.7622707 ,
       26578861.59028444, 25574152.11144671, 24930200.58503259,
       24517470.75904271, 24252938.56636322, 24083391.13713154,
       23974722.58353171, 23905073.31432728, 23860432.79469198,
       23831821.20958747, 23813483.09863177, 23801729.5969577 ,
       23794196.38909697, 23789368.1070882 , 23786273.50149823,
       23784290.06645031, 23783018.81734441, 23782204.0317577 ,
       23781681.80873372, 23781347.09872997, 23781132.57202115,
       23780995.07475999]), 1120: array([1.39157151e+08, 1.20285372e+08, 1.05550620e+08, 9.40459841e+07,
       8.50633670e+07, 7.80498977e+07, 7.25739043e+07, 6.82983450e+07,
       6.49600635e+07, 6.23535921e+07, 6.03185051e+07, 5.87295449e+07,
       5.74889128e+07, 5.65202491e+07, 5.57639335e+07, 5.51734156e+07,
       5.47123496e+07, 5.43523574e+07, 5.40712819e+07, 5.38518230e+07,
       5.36804734e+07, 5.35466866e+07, 5.34422283e+07, 5.33606690e+07,
       5.32969890e+07, 5.32472687e+07, 5.32084481e+07, 5.31781375e+07]), 1125: array([1.72578352e+08, 1.72544374e+08, 1.72511659e+08, 1.72480158e+08,
       1.72449827e+08, 1.72420623e+08, 1.72392503e+08, 1.72365427e+08,
       1.72339357e+08, 1.72314255e+08, 1.72290086e+08, 1.72266814e+08,
       1.72244406e+08, 1.72222831e+08, 1.72202056e+08, 1.72182054e+08,
       1.72162794e+08, 1.72144249e+08, 1.72126393e+08, 1.72109200e+08,
       1.72092646e+08, 1.72076707e+08, 1.72061359e+08, 1.72046581e+08,
       1.72032353e+08, 1.72018652e+08, 1.72005461e+08, 1.71992759e+08]), 1130: array([50551938.2276297 , 53336719.15512769, 56000198.42187638,
       58547659.78027269, 60984156.82890347, 63314523.03776467,
       65543381.33679441, 67675153.28674099, 69714067.85055934,
       71664169.78273587, 73529327.65318474, 75313241.52163294,
       77019450.27771853, 78651338.66136317, 80212143.97734566,
       81704962.51739706, 83132755.70255698, 84498355.95797646,
       85804472.33182152, 87053695.86942413, 88248504.75334176,
       89391269.21952224, 90484256.25932631, 91529634.116736  ,
       92529476.58966991, 93485767.14393874, 94400402.84800148,
       95275198.13632889]), 1135: array([10297454.58540387, 16295253.27483379, 20606338.61203759,
       23705051.6144275 , 25932338.13745612, 27533262.53795362,
       28683971.6674747 , 29511075.99566888, 30105580.33405218,
       30532896.93282784, 30840042.67390984, 31060812.25443889,
       31219496.55693086, 31333555.33168153, 31415538.26189785,
       31474465.78291976, 31516821.58460464, 31547266.00013845,
       31569148.77417001, 31584877.62922996, 31596183.18313918,
       31604309.36579563, 31610150.28655869, 31614348.61150443,
       31617366.27482586, 31619535.30462683, 31621094.35538114,
       31622214.96665786]), 1140: array([ 5006405.46843064,  8158106.14322276, 11309806.81801488,
       14461507.492807  , 17613208.16759911, 20764908.84239123,
       23916609.51718335, 27068310.19197547, 30220010.86676759,
       33371711.5415597 , 36523412.21635182, 39675112.89114394,
       42826813.56593606, 45978514.24072818, 49130214.9155203 ,
       52281915.59031242, 55433616.26510455, 58585316.93989667,
       61737017.61468878, 64888718.2894809 , 68040418.96427302,
       71192119.63906513, 74343820.31385723, 77495520.98864932,
       80647221.66344145, 83798922.33823358, 86950623.0130257 ,
       90102323.68781781]), 1145: array([14425936.00037867, 12349976.12520967, 11109059.47023595,
       10367294.58209435,  9923900.46124473,  9658859.13946344,
        9500429.20332227,  9405726.82070131,  9349117.94050777,
        9315279.6649747 ,  9295052.64604873,  9282961.83207592,
        9275734.48023231,  9271414.29014513,  9268831.87229787,
        9267288.21755045,  9266365.48927014,  9265813.92326699,
        9265484.22159606,  9265287.14057367,  9265169.33428754,
        9265098.91491948,  9265056.82134739,  9265031.65967866,
        9265016.6191501 ,  9265007.62858982,  9265002.25443201,
        9264999.04199905]), 1150: array([7942652.59310504, 7940395.61489753, 7939264.62295729,
       7938697.87279344, 7938413.86922384, 7938271.55249825,
       7938200.23631581, 7938164.49913976, 7938146.59092162,
       7938137.61695354, 7938133.12001798, 7938130.8665634 ,
       7938129.73733718, 7938129.17147184, 7938128.88791166,
       7938128.74581712, 7938128.67461228, 7938128.63893089,
       7938128.62105064, 7938128.61209068, 7938128.60760076,
       7938128.60535083, 7938128.60422336, 7938128.60365838,
       7938128.60337526, 7938128.60323339, 7938128.6031623 ,
       7938128.60312667]), 1155: array([36318447.86071337, 27577591.32399575, 22639694.25795225,
       19850170.44728035, 18274308.7016364 , 17384070.65029462,
       16881156.10830037, 16597048.91228906, 16436550.6723588 ,
       16345881.77912989, 16294660.97943187, 16265725.2526542 ,
       16249378.84086273, 16240144.4027403 , 16234927.67086513,
       16231980.62729881, 16230315.77926949, 16229375.27096063,
       16228843.95767349, 16228543.80741811, 16228374.24611035,
       16228278.45729598, 16228224.34414318, 16228193.77446419,
       16228176.50499779, 16228166.74910636, 16228161.23779434,
       16228158.12433614]), 1160: array([78513755.27488723, 68166939.00761116, 60263370.46425233,
       54226112.80876135, 49614464.31114551, 46091788.4408819 ,
       43400940.40826342, 41345496.36478268, 39775415.05039151,
       38576085.23082331, 37659959.42070038, 36960163.17926649,
       36425613.47647046, 36017289.78474295, 35705385.69733275,
       35467133.14987069, 35285140.41985077, 35146122.58296749,
       35039931.75342396, 34958816.31865706, 34896855.09483286,
       34849525.09815805, 34813371.38060734, 34785754.82906356,
       34764659.5179631 , 34748545.55276654, 34736236.6622686 ,
       34726834.33432248]), 1165: array([51273449.55166903, 48414589.52856861, 46315907.6387445 ,
       44775270.58793183, 43644292.83763748, 42814044.94051846,
       42204562.06564214, 41757142.23349741, 41428692.46985632,
       41187578.33166813, 41010577.05454811, 40880640.86607931,
       40785255.03978183, 40715232.54669756, 40663829.21217652,
       40626094.15471859, 40598392.94477528, 40578057.55683587,
       40563129.40014189, 40552170.67818664, 40544125.90820237,
       40538220.26296707, 40533884.94378289, 40530702.39696879,
       40528366.09742691, 40526651.02586059, 40525391.996175  ,
       40524467.74567707]), 1170: array([70066428.251622  , 68995906.3475662 , 68000239.04506813,
       67074192.25096898, 66212897.858043  , 65411828.15399272,
       64666772.01985583, 63973812.79270203, 63329307.67624678,
       62729868.59114633, 62172344.36430644, 61653804.16357641,
       61171522.09074665, 60722962.85185736, 60305768.42948876,
       59917745.68697108, 59556854.83935106, 59221198.73050854,
       58909012.86005408, 58618656.10758054, 58348602.10550722,
       58097431.21516444, 57863823.06393822, 57646549.60424371,
       57444468.6578391 , 57256517.91154362, 57081709.33279569,
       56919123.97569458]), 1175: array([32546624.75285216, 32049140.64939485, 31589652.44050674,
       31165258.14802594, 30773277.43555865, 30411234.68034579,
       30076843.33803438, 29767991.50160671, 29482728.56326212,
       29219252.89501221, 28975900.47018415, 28751134.35396909,
       28543534.99664158, 28351791.26814486, 28174692.17741977,
       28011119.22417871, 27860039.33482155, 27720498.33787854,
       27591614.93777345, 27472575.14884725, 27362627.15448925,
       27261076.55890778, 27167282.00155214, 27080651.10648778,
       27000636.7411425 , 26926733.56079499, 26858474.81698184,
       26795429.40966592]), 1180: array([ 7472334.45904482,  8268110.72128354,  8816056.71240712,
        9193354.73376772,  9453150.04065686,  9632036.74999668,
        9755212.39609134,  9840027.19226501,  9898427.93850063,
        9938640.81779462,  9966330.11571196,  9985396.07747884,
        9998524.28676683, 10007563.95028952, 10013788.37243354,
       10018074.30972863, 10021025.46857879, 10023057.54183587,
       10024456.76225462, 10025420.2205224 , 10026083.62696023,
       10026540.42733912, 10026854.96541751, 10027071.54624215,
       10027220.67684613, 10027323.36339319, 10027394.07005344,
       10027442.75639012]), 1185: array([6283771.29151203, 6248115.62962956, 6215484.58322628,
       6185621.57877885, 6158291.80750501, 6133280.3790938 ,
       6110390.63205199, 6089442.58738121, 6070271.53342732,
       6052726.73077492, 6036670.22700354, 6021975.77198641,
       6008527.82520266, 5996220.6472578 , 5984957.46846909,
       5974649.72797856, 5965216.3774109 , 5956583.243601  ,
       5948682.44538037, 5941451.85983662, 5934834.63384938,
       5928778.73706188, 5923236.55277322, 5918164.50353474,
       5913522.70850633, 5909274.66987881, 5905386.98589655,
       5901829.08822396]), 1190: array([ 599703.29390348,  810402.5576394 ,  984144.28124848,
       1127410.97325025, 1245548.08281013, 1342963.44474919,
       1423291.74105738, 1489530.11516322, 1544149.99888827,
       1589189.3244818 , 1626328.56227533, 1656953.42101173,
       1682206.5502719 , 1703030.17407764, 1720201.24638064,
       1734360.44013026, 1746036.05153656, 1755663.71142464,
       1763602.6391343 , 1770149.04541702, 1775547.18440829,
       1779998.46703735, 1783668.9759064 , 1786695.66202824,
       1789191.45463001, 1791249.47467581, 1792946.50931959,
       1794345.87692442]), 1195: array([535006.60874007, 489999.78281999, 467562.73822326, 456377.30223786,
       450801.0786116 , 448021.18965862, 446635.34448655, 445944.46550776,
       445600.04480843, 445428.34235146, 445342.74432037, 445300.07153015,
       445278.79806157, 445268.19269775, 445262.90565481, 445260.26992977,
       445258.95595396, 445258.30090369, 445257.97434451, 445257.81154647,
       445257.73038752, 445257.68992772, 445257.66975749, 445257.65970211,
       445257.65468925, 445257.65219022, 445257.65094438, 445257.6503233 ]), 1200: array([2941395.83415133, 2543030.69020419, 2240409.67334298,
       2010521.38809112, 1835885.05832069, 1703221.28364303,
       1602442.26970668, 1525884.749203  , 1467727.26465592,
       1423547.50299971, 1389986.02152918, 1364490.79484005,
       1345123.15802994, 1330410.39002118, 1319233.72739568,
       1310743.29327955, 1304293.47244343, 1299393.81852126,
       1295671.7603173 , 1292844.27137754, 1290696.34857075,
       1289064.6631841 , 1287825.14135743, 1286883.52946867,
       1286168.22705932, 1285624.84231352, 1285212.05608757,
       1284898.4799895 ]), 1205: array([4308392.71316102, 4072987.96662883, 3880349.00288996,
       3722706.59806567, 3593702.95666075, 3488135.29855329,
       3401746.02832088, 3331051.0243293 , 3273199.12239838,
       3225857.12695238, 3187115.71209819, 3155412.41757576,
       3129468.63396953, 3108238.03576371, 3090864.38252105,
       3076646.98628615, 3065012.45249657, 3055491.55469894,
       3047700.31041599, 3041324.49494491, 3036106.96852103,
       3031837.30574497, 3028343.30902311, 3025484.06375418,
       3023144.25517429, 3021229.51765596, 3019662.62889609,
       3018380.39550257]), 1210: array([6032947.1981984 , 4771508.53090153, 4020618.16269893,
       3573639.36010073, 3307568.49485531, 3149185.80439898,
       3054906.1221307 , 2998784.72109251, 2965377.61174813,
       2945491.52668786, 2933654.03500464, 2926607.58976791,
       2922413.08709766, 2919916.24619992, 2918429.96404476,
       2917545.2322035 , 2917018.58224797, 2916705.08592882,
       2916518.47252255, 2916407.38808144, 2916341.26339456,
       2916301.90167864, 2916278.47102432, 2916264.52357439,
       2916256.22114473, 2916251.27899841, 2916248.33711136,
       2916246.58590879]), 1215: array([ 7298420.24088293,  7624999.2124539 ,  7951578.18402487,
        8278157.15559584,  8604736.1271668 ,  8931315.09873777,
        9257894.07030874,  9584473.0418797 ,  9911052.01345067,
       10237630.98502164, 10564209.9565926 , 10890788.92816357,
       11217367.89973453, 11543946.8713055 , 11870525.84287647,
       12197104.81444743, 12523683.7860184 , 12850262.75758937,
       13176841.72916034, 13503420.7007313 , 13829999.67230227,
       14156578.64387324, 14483157.6154442 , 14809736.58701517,
       15136315.55858614, 15462894.5301571 , 15789473.50172807,
       16116052.47329904]), 1220: array([4201949.87967061, 4364857.76971262, 4523987.40434916,
       4679426.41109726, 4831260.38516513, 4979572.9365867 ,
       5124445.73626289, 5265958.56093516, 5404189.33711596,
       5539214.18400032, 5671107.4553822 , 5799941.78059877,
       5925788.10452496, 6048715.72664051, 6168792.33919096,
       6286084.06446355, 6400655.49119865, 6512569.71015663,
       6621888.34885991, 6728671.60552925, 6832978.28223294,
       6934865.81726718, 7034390.3167855 , 7131606.58569458,
       7226568.15783353, 7319327.32545326, 7409935.16801208,
       7498441.58030354]), 1225: array([ 6105107.76302012,  6280288.61898122,  6455469.47494232,
        6630650.33090342,  6805831.18686453,  6981012.04282563,
        7156192.89878673,  7331373.75474784,  7506554.61070894,
        7681735.46667004,  7856916.32263115,  8032097.17859225,
        8207278.03455335,  8382458.89051445,  8557639.74647556,
        8732820.60243666,  8908001.45839776,  9083182.31435887,
        9258363.17031997,  9433544.02628107,  9608724.88224217,
        9783905.73820328,  9959086.59416438, 10134267.45012548,
       10309448.30608659, 10484629.16204769, 10659810.01800879,
       10834990.8739699 ]), 1230: array([3868957.45945512, 3977301.72401001, 4083666.00583945,
       4188086.48896859, 4290598.69616242, 4391237.50101027,
       4490037.13978941, 4587031.2231119 , 4682252.74735858,
       4775734.10590407, 4867507.10013668, 4957602.95027689,
       5046052.30599818, 5132885.25685369, 5218131.34251241,
       5301819.56280827, 5383978.38760552, 5464635.76648397,
       5543819.13824709, 5621555.44025642, 5697871.1175954 ,
       5772792.13206567, 5846343.97101904, 5918551.65602804,
       5989439.75139793, 6059032.37252331, 6127353.19409185,
       6194425.45813822]), 1235: array([2652086.57687775, 2785710.46778004, 2919334.35868233,
       3052958.24958461, 3186582.1404869 , 3320206.03138918,
       3453829.92229147, 3587453.81319376, 3721077.70409604,
       3854701.59499833, 3988325.48590062, 4121949.3768029 ,
       4255573.26770519, 4389197.15860747, 4522821.04950976,
       4656444.94041205, 4790068.83131433, 4923692.72221662,
       5057316.61311891, 5190940.5040212 , 5324564.39492348,
       5458188.28582577, 5591812.17672806, 5725436.06763034,
       5859059.95853263, 5992683.84943491, 6126307.7403372 ,
       6259931.63123949]), 1240: array([ 677164.68210745,  775284.85934114,  871962.68511317,
        967219.36176741, 1061075.77997655, 1153552.52332363,
       1244669.87281617, 1334447.81133405, 1422906.02801185,
       1510063.92255695, 1595940.60950401, 1680554.92240698,
       1763925.41796948, 1846070.38011444, 1927007.82399395,
       2006755.49994016, 2085330.89735805, 2162751.24856107,
       2239033.5325503 , 2314194.47873814, 2388250.5706172 ,
       2461218.04937532, 2533112.91745733, 2603950.94207465,
       2673747.6586631 , 2742518.37428997, 2810278.17101106,
       2877041.90917826]), 1245: array([315101.60167783, 351199.00399727, 383079.50644231, 411235.72741227,
       436102.73760685, 458064.78275053, 477461.22096802, 494591.76655535,
       509721.12117341, 523083.06402527, 534884.06421884, 545306.4711332 ,
       554511.33208624, 562640.88084221, 569820.73541175, 576161.83910485,
       581762.17482992, 586708.2791284 , 591076.57933975, 594934.5745588 ,
       598341.87863363, 601351.14132039, 604008.86182874, 606356.10732899,
       608429.14752306, 610260.01508496, 611877.00063055, 613305.08986488]), 1250: array([187562.18791782, 232130.85860493, 268442.11026427, 298025.8285296 ,
       322128.45089618, 341765.48231108, 357764.28098638, 370798.91711059,
       381418.57314468, 390070.68227975, 397119.77993835, 402862.86258154,
       407541.90092713, 411354.03479316, 414459.87910116, 416990.29099238,
       419051.88317288, 420731.51577873, 422099.95601501, 423214.85975871,
       424123.20074777, 424863.24970454, 425466.18677883, 425957.41524722,
       426357.6318178 , 426683.69863533, 426949.35372637, 427165.78981739]), 1255: array([141227.27339687, 138058.84919978, 135784.14050339, 134151.05751591,
       132978.61726092, 132136.88652093, 131532.58226267, 131098.73374177,
       130787.26061126, 130563.64451867, 130403.10368233, 130287.84650279,
       130205.09984631, 130145.69348927, 130103.0438475 , 130072.42436444,
       130050.44170049, 130034.65967329, 130023.32927297, 130015.19483183,
       130009.3548676 , 130005.16217855, 130002.15211877, 129999.99110473,
       129998.43964662, 129997.32580736, 129996.52614807, 129995.95204819]), 1260: array([30823.24668038, 44989.00664715, 52489.2390228 , 56460.32746568,
       58562.86811127, 59676.08360117, 60265.48896155, 60577.5567346 ,
       60742.78477886, 60830.26675864, 60876.58514739, 60901.10897665,
       60914.09341368, 60920.96818039, 60924.60810849, 60926.5353123 ,
       60927.55569359, 60928.09594677, 60928.38199032, 60928.53343953,
       60928.61362614, 60928.65608191, 60928.67856062, 60928.69046225,
       60928.69676371, 60928.7001001 , 60928.70186659, 60928.70280187]), 1265: array([ 99418.84515791, 100003.40242426, 100562.17636429, 101096.30421461,
       101606.87305119, 102094.92200191, 102561.44436135, 103007.3896124 ,
       103433.66535869, 103841.1391718 , 104230.64035691, 104602.96164069,
       104958.86078466, 105299.06212742, 105624.25805884, 105935.11042924,
       106232.25189642, 106516.28721328, 106787.79445858, 107047.32621352,
       107295.41068638, 107532.55278748, 107759.23515687, 107975.91914657,
       108183.04575954, 108381.03654722, 108570.29446753, 108751.20470489]), 1270: array([80533.36616486, 80424.27228417, 80345.16085668, 80287.79175477,
       80246.18949882, 80216.02086027, 80194.14351897, 80178.27876388,
       80166.77414588, 80158.43136124, 80152.38143802, 80147.99422529,
       80144.81275755, 80142.5056579 , 80140.83262229, 80139.61938985,
       80138.7395921 , 80138.10159064, 80137.63893218, 80137.30342692,
       80137.06012913, 80136.88369728, 80136.75575448, 80136.66297442,
       80136.59569326, 80136.54690309, 80136.51152201, 80136.48586476]), 1275: array([1196598.1356505 , 1201270.76760891, 1205943.39956733,
       1210616.03152574, 1215288.66348416, 1219961.29544257,
       1224633.92740099, 1229306.5593594 , 1233979.19131782,
       1238651.82327623, 1243324.45523464, 1247997.08719306,
       1252669.71915147, 1257342.35110989, 1262014.9830683 ,
       1266687.61502672, 1271360.24698513, 1276032.87894355,
       1280705.51090196, 1285378.14286038, 1290050.77481879,
       1294723.40677721, 1299396.03873562, 1304068.67069404,
       1308741.30265245, 1313413.93461087, 1318086.56656928,
       1322759.1985277 ]), 1280: array([ 279451.93309872,  308687.13167707,  337871.51757766,
        367005.17911624,  396088.20445504,  425120.68160307,
        454102.69841639,  483034.34259834,  511915.70169982,
        540746.86311958,  569527.91410446,  598258.94174966,
        626940.03299899,  655571.27464516,  684152.75333003,
        712684.55554486,  741166.76763058,  769599.47577808,
        797982.76602841,  826316.72427311,  854601.43625439,
        882836.98756548,  911023.46365083,  939160.94980635,
        967249.53117975,  995289.29277072, 1023280.31943121,
       1051222.6958657 ]), 1285: array([490516.64780065, 474212.58394805, 462381.48148743, 453796.19951728,
       447566.25883744, 443045.48001977, 439764.96064268, 437384.43998076,
       435657.00661718, 434403.48839601, 433493.86839912, 432833.79938316,
       432354.8179323 , 432007.24332311, 431755.02456027, 431572.00110964,
       431439.1894857 , 431342.81425404, 431272.87922123, 431222.13061363,
       431185.30470436, 431158.5818511 , 431139.19031671, 431125.11878017,
       431114.90771916, 431107.49802609, 431102.12115572, 431098.21941043]), 1290: array([ 90935.31071861, 128494.94579012, 161998.30822425, 191883.45732794,
       218541.14396181, 242319.91964079, 263530.69387478, 282450.79933685,
       299327.61801149, 314381.81573505, 327810.22742029, 339788.43068954,
       350473.04156702, 360003.76224665, 368505.20771013, 376088.53507831,
       382852.89700006, 388886.73808155, 394268.95130695, 399069.90957092,
       403352.38581018, 407172.37376497, 410579.82010196, 413619.27747117,
       416330.48703564, 418748.8980905 , 420906.13156551, 422830.39347143]), 1295: array([134327.19204984, 190214.13520702, 232607.22305901, 264764.53559212,
       289157.49212699, 307660.789873  , 321696.48197898, 332343.26805991,
       340419.39661826, 346545.55074543, 351192.55012377, 354717.53542023,
       357391.4159889 , 359419.6903487 , 360958.23957443, 362125.3073868 ,
       363010.58765988, 363682.11775742, 364191.50747911, 364577.90548197,
       364871.00801283, 365093.34118474, 365261.99219974, 365389.92256937,
       365486.96425911, 365560.57531469, 365616.41304296, 365658.76879882]), 1300: array([22099.08857435, 35683.87133129, 44735.44578622, 50766.53230258,
       54785.06021162, 57462.61532742, 59246.67694412, 60435.4016256 ,
       61227.45183011, 61755.19684646, 62106.8346602 , 62341.1318079 ,
       62497.24457872, 62601.26290522, 62670.57057425, 62716.75044607,
       62747.52020924, 62768.02217878, 62781.68269195, 62790.78472577,
       62796.84943348, 62800.89036328, 62803.58284483, 62805.37685196,
       62806.57220337, 62807.36866898, 62807.89935599, 62808.25295406]), 1305: array([90010.90127576, 89560.82162839, 89288.14671722, 89122.95016232,
       89022.8679742 , 88962.23447986, 88925.50046449, 88903.24563818,
       88889.76284059, 88881.59446271, 88876.64575702, 88873.64764792,
       88871.83128245, 88870.73086101, 88870.06418496, 88869.66028794,
       88869.41559217, 88869.26734641, 88869.17753365, 88869.12312175,
       88869.090157  , 88869.07018574, 88869.05808641, 88869.05075619,
       88869.04631527, 88869.0436248 , 88869.04199481, 88869.0410073 ]), 1310: array([3043906.9155687 , 3104713.04490566, 3165519.17424261,
       3226325.30357956, 3287131.43291651, 3347937.56225347,
       3408743.69159042, 3469549.82092738, 3530355.95026433,
       3591162.07960128, 3651968.20893824, 3712774.33827519,
       3773580.46761214, 3834386.5969491 , 3895192.72628605,
       3955998.855623  , 4016804.98495996, 4077611.11429691,
       4138417.24363386, 4199223.37297081, 4260029.50230777,
       4320835.63164472, 4381641.76098167, 4442447.89031862,
       4503254.01965558, 4564060.14899253, 4624866.27832948,
       4685672.40766643]), 1315: array([5074543.07525611, 5146934.08573537, 5219325.09621464,
       5291716.10669391, 5364107.11717318, 5436498.12765244,
       5508889.13813171, 5581280.14861098, 5653671.15909025,
       5726062.16956952, 5798453.18004878, 5870844.19052805,
       5943235.20100732, 6015626.21148659, 6088017.22196585,
       6160408.23244512, 6232799.24292439, 6305190.25340365,
       6377581.26388292, 6449972.27436219, 6522363.28484145,
       6594754.29532072, 6667145.30579998, 6739536.31627925,
       6811927.32675852, 6884318.33723778, 6956709.34771705,
       7029100.35819631]), 1320: array([2160064.56878578, 2139815.26606735, 2120737.2569905 ,
       2102762.78965217, 2085828.03116688, 2069872.84097642,
       2054840.55727219, 2040677.79577156, 2027334.26013385,
       2014762.56334244, 2002918.05941887, 1991758.68487118,
       1981244.80931343, 1971339.09472598, 1962006.36285665,
       1953213.47029186, 1944929.19075418, 1937124.1042081 ,
       1929770.49238046, 1922842.24032427, 1916314.74367648,
       1910164.82128027, 1904370.63286162, 1898911.60146775,
       1893768.34039199, 1888922.5843256 , 1884357.12449203,
       1880055.74753322]), 1325: array([ 966035.88390402,  989714.86222009, 1006546.05902366,
       1018509.80095793, 1027013.71917243, 1033058.36853015,
       1037354.95099204, 1040408.99428874, 1042579.83135305,
       1044122.8787502 , 1045219.68850575, 1045999.30917204,
       1046553.46943569, 1046947.37074062, 1047227.35876612,
       1047426.37637139, 1047567.83958982, 1047668.39271496,
       1047739.86663651, 1047790.6708403 , 1047826.78285244,
       1047852.45154368, 1047870.69704347, 1047883.66608266,
       1047892.88457377, 1047899.43714694, 1047904.09476549,
       1047907.40543596]), 1330: array([ 70152.32333671, 126904.47587034, 173981.23571066, 213032.11251658,
       245425.39923565, 272296.11534475, 294585.77648589, 313075.3839742 ,
       328412.7900885 , 341135.39798937, 351688.99164093, 360443.35551273,
       367705.23135616, 373729.06604453, 378725.9270671 , 382870.8980649 ,
       386309.21353836, 389161.34767906, 391527.23563184, 393489.77509493,
       395117.73094957, 396468.14469387, 397588.33310412, 398517.5461544 ,
       399288.34228557, 399927.72921157, 400458.11023532, 400898.06923184]), 1335: array([ 22315.89384691,  43066.4608703 ,  62447.8204259 ,  80550.31843474,
        97458.33942367, 113250.69988258, 128001.01566626, 141778.0451537 ,
       154646.00976416, 166664.89332444, 177890.72168258, 188375.82387152,
       198169.07604008, 207316.12928849, 215859.62247023, 223839.38095247,
       231292.60226139, 238254.02947795, 244756.1131922 , 250829.16277125,
       256501.48764593, 261799.52927479, 266747.98440055, 271369.92017363,
       275686.88167931, 279718.99236982, 283485.04786955, 287002.60359051]), 1340: array([10731.75225042, 14297.19055352, 16188.64103781, 17192.0478087 ,
       17724.35100999, 18006.73568819, 18156.53960875, 18236.0099779 ,
       18278.16868474, 18300.53370685, 18312.39825991, 18318.69235693,
       18322.03134974, 18323.80267182, 18324.74235096, 18325.24084691,
       18325.50529698, 18325.64558666, 18325.72000977, 18325.75949092,
       18325.78043552, 18325.79154654, 18325.79744089, 18325.80056782,
       18325.80222664, 18325.80310664, 18325.80357347, 18325.80382113]), 1345: array([ 72588.4329727 ,  74752.48444158,  76916.53591045,  79080.58737932,
        81244.63884819,  83408.69031707,  85572.74178594,  87736.79325481,
        89900.84472368,  92064.89619256,  94228.94766143,  96392.9991303 ,
        98557.05059917, 100721.10206805, 102885.15353692, 105049.20500579,
       107213.25647466, 109377.30794354, 111541.35941241, 113705.41088128,
       115869.46235015, 118033.51381903, 120197.5652879 , 122361.61675677,
       124525.66822564, 126689.71969452, 128853.77116339, 131017.82263226]), 1350: array([42150.8909371 , 33044.14360384, 28671.40427976, 26571.76886696,
       25563.59789221, 25079.50969855, 24847.06759784, 24735.45708784,
       24681.86565193, 24656.13293193, 24643.77698611, 24637.84409611,
       24634.99533129, 24633.62745476, 24632.97064863, 24632.65527346,
       24632.50384141, 24632.43112907, 24632.39621517, 24632.37945074,
       24632.37140106, 24632.36753588, 24632.36567996, 24632.36478881,
       24632.36436091, 24632.36415545, 24632.36405679, 24632.36400942]), 1355: array([29006.27529475, 29006.27529595, 29006.27529657, 29006.27529688,
       29006.27529704, 29006.27529712, 29006.27529716, 29006.27529718,
       29006.27529719, 29006.2752972 , 29006.2752972 , 29006.2752972 ,
       29006.2752972 , 29006.2752972 , 29006.2752972 , 29006.27529721,
       29006.27529721, 29006.27529721, 29006.27529721, 29006.27529721,
       29006.27529721, 29006.27529721, 29006.27529721, 29006.27529721,
       29006.27529721, 29006.27529721, 29006.27529721, 29006.27529721]), 1360: array([64845.30820717, 70730.42632656, 75623.74075404, 79692.39759326,
       83075.37424861, 85888.22662294, 88227.03628257, 90171.69241664,
       91788.62069646, 93133.05224724, 94250.91023594, 95180.37851729,
       95953.20592003, 96595.79072514, 97130.08237976, 97574.33124767,
       97943.71200616, 98250.84198352, 98506.21214242, 98718.54543082,
       98895.09474087, 99041.89065363, 99163.94743197, 99265.43429805,
       99349.81784582, 99419.98045316, 99478.31873827, 99526.82542351]), 1365: array([135441.89910684, 103062.59723101,  86225.23177552,  77469.73492852,
        72916.84182655,  70549.31934778,  69318.19826457,  68678.01041625,
        68345.11019488,  68172.00075883,  68081.98316519,  68035.17365931,
        68010.83253052,  67998.17504696,  67991.59310528,  67988.17046949,
        67986.3906853 ,  67985.46519046,  67984.98392947,  67984.73367185,
        67984.60353689,  67984.5358662 ,  67984.50067717,  67984.48237873,
        67984.47286347,  67984.4679155 ,  67984.46534253,  67984.46400458]), 1370: array([52954.32913253, 53057.95888616, 53152.90658286, 53239.8996017 ,
       53319.60438222, 53392.63152995, 53459.54049413, 53520.8438536 ,
       53577.01124355, 53628.47295332, 53675.62322282, 53718.82326269,
       53758.40402149, 53794.66872107, 53827.89517945, 53858.33793921,
       53886.23021743, 53911.78569238, 53935.20014045, 53956.65293597,
       53976.30842535, 53994.31718615, 54010.81718059, 54025.93481247,
       54039.78589555, 54052.47654075, 54064.10396906, 54074.75725634]), 1375: array([243701.21018031, 247430.48573878, 251063.76011274, 254603.50462061,
       258052.12696272, 261411.97285895, 264685.3276443 , 267874.41782335,
       270981.41258469, 274008.42527641, 276957.51484355, 279830.68722858,
       282629.89673585, 285357.04736086, 288013.99408534, 290602.544139  ,
       293124.45822881, 295581.45173658, 297975.19588575, 300307.31887817,
       302579.40700157, 304793.00570853, 306949.62066769, 309050.71878789,
       311097.72921594, 313092.04430874, 315035.02058032, 316927.97962452]), 1380: array([ 56805.15262484,  89370.21393769, 108523.53425569, 119788.66517867,
       126414.31402727, 130311.22591983, 132603.21613021, 133951.26280647,
       134744.12388988, 135210.44950655, 135484.72148849, 135646.03606653,
       135740.91412481, 135796.71717778, 135829.53805098, 135848.84182847,
       135860.19545161, 135866.87314764, 135870.80067138, 135873.11066611,
       135874.46930224, 135875.26839157, 135875.73838037, 135876.01480687,
       135876.17738864, 135876.27301201, 135876.32925341, 135876.36233211]), 1385: array([125646.08039866, 124693.05567296, 124211.4336436 , 123968.04040006,
       123845.03881917, 123782.8785526 , 123751.46514545, 123735.59001808,
       123727.5673395 , 123723.51298641, 123721.46407235, 123720.42863001,
       123719.90535729, 123719.64091539, 123719.50727663, 123719.43974074,
       123719.4056107 , 123719.38836269, 123719.37964621, 123719.37524124,
       123719.37301513, 123719.37189015, 123719.37132162, 123719.37103431,
       123719.37088911, 123719.37081574, 123719.37077866, 123719.37075992]), 1390: array([175822.58613744, 169765.9066398 , 166726.0265177 , 165200.29428103,
       164434.52103849, 164050.1753159 , 163857.27012378, 163760.44996692,
       163711.85540775, 163687.46553628, 163675.22412818, 163669.0800994 ,
       163665.9963782 , 163664.44864189, 163663.67182469, 163663.28193594,
       163663.08624868, 163662.98803218, 163662.93873679, 163662.91399517,
       163662.90157722, 163662.89534458, 163662.89221638, 163662.89064633,
       163662.88985831, 163662.88946279, 163662.88926428, 163662.88916465]), 1395: array([166566.77000427, 166842.63708188, 167094.89927959, 167325.57637575,
       167536.5153241 , 167729.40504169, 167905.78993145, 168067.08224772,
       168214.57340371, 168349.44431137, 168472.77483659, 168585.5524453 ,
       168688.68010979, 168782.98353851, 168869.21778721, 168948.07330445,
       169020.18145977, 169086.11959886, 169146.41566616, 169201.55243196,
       169251.97135775, 169298.07613088, 169340.23589671, 169378.78821429,
       169414.04175901, 169446.27879412, 169475.7574307 , 169502.71369425]), 1400: array([1350102.79861667, 1065216.15645037,  871485.17050747,
        739742.61273427,  650153.94190728,  589231.10819121,
        547801.85565588,  519628.79046926,  500470.30815456,
        487441.99752626,  478582.37727872,  472557.58456614,
        468460.55487238,  465674.45863433,  463779.83427769,
        462491.43605091,  461615.28876346,  461019.48379157,
        460614.31953482,  460338.79636415,  460151.43280404,
        460024.02027619,  459937.37614835,  459878.45568727,
        459838.38810485,  459811.14101391,  459792.6122203 ,
        459780.01211584]), 1405: array([2364893.93888053, 2001640.69567463, 1725326.73391366,
       1515144.42476146, 1355266.13703756, 1233652.34856682,
       1141145.01841736, 1070777.94705983, 1017252.19160416,
        976537.0326267 ,  945566.44367476,  922008.20629784,
        904088.28397513,  890457.22954121,  880088.56601498,
        872201.48847146,  866202.0660753 ,  861638.51653634,
        858167.1849615 ,  855526.66516444,  853518.11465628,
        851990.28095159,  850828.11160624,  849944.09027385,
        849271.64634885,  848760.1419137 ,  848371.05848616,
        848075.09641195]), 1410: array([1403383.60159811, 1237438.96461184, 1145863.60770351,
       1095328.40424536, 1067440.91491662, 1052051.40408376,
       1043558.81298374, 1038872.23753795, 1036285.98451453,
       1034858.77934553, 1034071.18641631, 1033636.55891101,
       1033396.7128416 , 1033264.35550961, 1033191.3150659 ,
       1033151.00822127, 1033128.76517834, 1033116.49051475,
       1033109.71682974, 1033105.97882029, 1033103.9160266 ,
       1033102.7776887 , 1033102.14950511, 1033101.8028465 ,
       1033101.61154543, 1033101.50597731, 1033101.4477203 ,
       1033101.41557159]), 1415: array([1068153.08448067, 1066261.00942409, 1064927.98950502,
       1063988.83960265, 1063327.18216866, 1062861.02595776,
       1062532.60583913, 1062301.22465875, 1062138.21013073,
       1062023.36182584, 1061942.44797544, 1061885.44189952,
       1061845.27952095, 1061816.98399935, 1061797.04901115,
       1061783.00425312, 1061773.10932736, 1061766.13807477,
       1061761.2266319 , 1061757.7663827 , 1061755.32854014,
       1061753.61101172, 1061752.40096479, 1061751.54845282,
       1061750.94783423, 1061750.52468159, 1061750.2265587 ,
       1061750.01652276]), 1420: array([164406.80466786, 275946.2042668 , 352007.93129631, 403876.47586006,
       439247.03632759, 463367.17616011, 479815.35051331, 491031.80454019,
       498680.60727267, 503896.53229676, 507453.41234825, 509878.94485539,
       511532.980937  , 512660.91278341, 513430.07995231, 513954.59580456,
       514312.27732087, 514556.19000064, 514722.52064018, 514835.94599253,
       514913.29380164, 514966.03936029, 515002.00798033, 515026.53595313,
       515043.26223979, 515054.66834611, 515062.44647785, 515067.75059582]), 1425: array([  98802.67368296,  153879.55588551,  206684.23187648,
        257310.44191245,  305848.0589796 ,  352383.24833872,
        396998.62048796,  439773.37781526,  480783.45520042,
        520101.65481683,  557797.77537168,  593938.73601457,
        628588.69513413,  661809.16425364,  693659.11722797,
        724195.09493551,  753471.305651  ,  781539.72127754,
        808450.16960846,  834250.42278292,  858986.28209232,
        882701.65928793,  905438.65453418,  927237.63114603,
        948137.28724295,  968174.72444685,  987385.5137459 ,
       1005803.75864104]), 1430: array([462317.97213343, 439931.55252742, 420586.68671096, 403870.1308685 ,
       389424.78697799, 376942.07450532, 366155.33852613, 356834.15346003,
       348779.40073371, 341819.01522241, 335804.3096055 , 330606.79811717,
       326115.45184158, 322234.32692006, 318880.5150044 , 315982.37217388,
       313477.98848233, 311313.86544173, 309443.77319083, 307827.76293573,
       306431.3135663 , 305224.59421828, 304181.82702834, 303280.73646887,
       302502.07349962, 301829.20437086, 301247.75529427, 300745.305391  ]), 1435: array([129086.77691789, 142731.24151602, 151620.75260252, 157412.36185099,
       161185.65572065, 163643.99605681, 165245.63044235, 166289.11196003,
       166968.95105913, 167411.87332734, 167700.44180765, 167888.44718423,
       168010.93464919, 168090.73651096, 168142.72825676, 168176.60142175,
       168198.67014227, 168213.04814401, 168222.41556219, 168228.51853291,
       168232.49468202, 168235.08518466, 168236.77292417, 168237.87250408,
       168238.58889186, 168239.05562598, 168239.35970813, 168239.55782082]), 1440: array([2073279.6559161 , 2179141.56067245, 2285003.46542878,
       2390865.37018509, 2496727.27494138, 2602589.17969765,
       2708451.0844539 , 2814312.98921013, 2920174.89396635,
       3026036.79872255, 3131898.70347872, 3237760.60823488,
       3343622.51299102, 3449484.41774715, 3555346.32250325,
       3661208.22725933, 3767070.1320154 , 3872932.03677144,
       3978793.94152747, 4084655.84628348, 4190517.75103947,
       4296379.65579544, 4402241.56055139, 4508103.46530733,
       4613965.37006324, 4719827.27481913, 4825689.17957501,
       4931551.08433087]), 1445: array([761230.482655  , 718983.03257319, 681508.00100188, 648266.27899142,
       618779.65720918, 592623.94650756, 569422.87561654, 548842.67817397,
       530587.29122373, 514394.09610824, 500030.14048446, 487288.78711407,
       475986.741218  , 465961.41363124, 457068.58182484, 449180.31514703,
       442183.13443621, 435976.37953052, 430470.76118915, 425587.07659369,
       421255.06995081, 417412.42180531, 414003.85252382, 410980.32705211,
       408298.34950579, 405919.33744643, 403809.06684169, 401937.17972463]), 1450: array([2392515.99323184, 2407569.32302148, 2422622.65281112,
       2437675.98260076, 2452729.3123904 , 2467782.64218004,
       2482835.97196968, 2497889.30175931, 2512942.63154895,
       2527995.96133859, 2543049.29112823, 2558102.62091787,
       2573155.95070751, 2588209.28049715, 2603262.61028678,
       2618315.94007642, 2633369.26986606, 2648422.5996557 ,
       2663475.92944534, 2678529.25923498, 2693582.58902462,
       2708635.91881425, 2723689.24860389, 2738742.57839353,
       2753795.90818317, 2768849.23797281, 2783902.56776245,
       2798955.89755209]), 1455: array([6562613.80308084, 6506847.79558846, 6453046.76101899,
       6401141.46152019, 6351065.09890708, 6302753.22869782,
       6256143.67717849, 6211176.46139024, 6167793.7119358 ,
       6125939.59850594, 6085560.25803008, 6046603.72535863,
       6009019.86638773, 5972760.31354053, 5937778.40352175,
       5904029.11726554, 5871469.02199939, 5840056.21534941,
       5809750.27141519, 5780512.1887447 , 5752304.3401424 ,
       5725090.42424588, 5698835.41880876, 5673505.5356297 ,
       5649068.1770696 , 5625491.89410084, 5602746.34583481,
       5580802.26047547]), 1460: array([2570016.90383236, 2492256.44113765, 2450362.72973012,
       2427792.35148549, 2415632.48412138, 2409081.31458801,
       2405551.8499179 , 2403650.33892904, 2402625.8934738 ,
       2402073.97003137, 2401776.61941623, 2401616.42076996,
       2401530.11320924, 2401483.61471997, 2401458.56350212,
       2401445.06707406, 2401437.79582795, 2401433.87841959,
       2401431.76790263, 2401430.63085451, 2401430.018266  ,
       2401429.68823187, 2401429.51042488, 2401429.41463076,
       2401429.36302135, 2401429.33521661, 2401429.32023671,
       2401429.31216624]), 1465: array([3592405.77256261, 3489048.93303433, 3412429.3617745 ,
       3355630.42396997, 3313524.74153561, 3282311.33223974,
       3259172.48580518, 3242019.40235802, 3229303.63138918,
       3219877.28936558, 3212889.43749538, 3207709.26541615,
       3203869.14641121, 3201022.42361001, 3198912.11643035,
       3197347.722317  , 3196188.01961331, 3195328.31913919,
       3194691.01364456, 3194218.57201435, 3193868.34579501,
       3193608.71921497, 3193416.2551522 , 3193273.57940825,
       3193167.81229714, 3193089.40596482, 3193031.28248124,
       3192988.19489833]), 1470: array([ 857883.52052351, 1014843.23394943, 1162035.95312613,
       1300069.44022762, 1429513.63874483, 1550903.02679559,
       1664738.82399728, 1771491.06101427, 1871600.52032557,
       1965480.55622595, 2053518.80157548, 2136078.76834465,
       2213501.34856379, 2286106.22187422, 2354193.17549297,
       2418043.34204116, 2477920.36034719, 2534071.4640176 ,
       2586728.50227042, 2636108.89724599, 2682416.54174805,
       2725842.64112191, 2766566.50274575, 2804756.27639501,
       2840569.64853672, 2874154.49342057, 2905649.48365522,
       2935184.66279066]), 1475: array([883652.61652379, 735517.76313952, 654146.77839127, 609449.4164428 ,
       584897.00170512, 571410.2757962 , 564001.97084184, 559932.56343583,
       557697.22394344, 556469.34426768, 555794.86573621, 555424.37235776,
       555220.85906998, 555109.06852064, 555047.66158718, 555013.93054731,
       554995.40197102, 554985.22416031, 554979.63345385, 554976.56245956,
       554974.87555183, 554973.9489276 , 554973.43992973, 554973.16033544,
       554973.00675334, 554972.92239017, 554972.87604918, 554972.85059392]), 1480: array([101595.72045891, 170382.61918088, 217147.12048413, 248939.78191783,
       270553.89717339, 285248.16802754, 295238.01000729, 302029.56460505,
       306646.77616334, 309785.76919758, 311919.80120902, 313370.61443994,
       314356.94408249, 315027.49639276, 315483.36873139, 315793.29173956,
       316003.99167208, 316147.23518868, 316244.61872745, 316310.8245415 ,
       316355.83430259, 316386.43401082, 316407.23710155, 316421.38000059,
       316430.99499462, 316437.53171032, 316441.97567066, 316444.99687954]), 1485: array([233159.85780946, 243313.30879781, 250841.79204557, 256423.93944322,
       260562.93644217, 263631.8801545 , 265907.41104081, 267594.64981086,
       268845.68739698, 269773.29472184, 270461.08808528, 270971.06649759,
       271349.20038903, 271629.57547238, 271837.46529433, 271991.60944135,
       272105.9027619 , 272190.64787469, 272253.48386637, 272300.07489354,
       272334.62076054, 272360.23549797, 272379.22806727, 272393.31049501,
       272403.75219818, 272411.49441188, 272417.23503408, 272421.49153545]), 1490: array([121965.09275216, 116062.50030988, 113085.99829662, 111585.03675784,
       110828.1464447 , 110446.46914563, 110254.00062265, 110156.94446441,
       110108.00192717, 110083.32165963, 110070.87613392, 110064.60022504,
       110061.43547064, 110059.83957901, 110059.03481827, 110058.62900134,
       110058.42435992, 110058.32116533, 110058.26912736, 110058.24288616,
       110058.22965351, 110058.22298067, 110058.21961576, 110058.21791893,
       110058.21706327, 110058.21663179, 110058.21641421, 110058.21630448]), 1495: array([991995.50617467, 827615.64446037, 706904.38476728, 618260.87293603,
       553166.09876371, 505364.18368828, 470261.16483718, 444483.49608656,
       425553.8362463 , 411652.96626717, 401444.95472298, 393948.76924376,
       388443.99522428, 384401.60098396, 381433.09562184, 379253.193425  ,
       377652.39672494, 376476.86230021, 375613.61640293, 374979.69751165,
       374514.18338412, 374172.33617636, 373921.30294978, 373736.95836712,
       373601.5861472 , 373502.17645659, 373429.17561055, 373375.5679241 ]), 1500: array([194751.05613646, 214726.40378503, 232858.12084102, 249316.36573279,
       264255.59206645, 277815.99810709, 290124.8424796 , 301297.63843665,
       311439.23790123, 320644.81545722, 329000.76152228, 336585.49308502,
       343470.18961499, 349719.46105167, 355391.95414112, 360540.90281072,
       365214.62774685, 369456.98986391, 373307.8019203 , 376803.20214415,
       379975.99337518, 382855.95090537, 385470.10190737, 387842.97907295,
       389996.85084189, 391951.93038175, 393726.56527984, 395337.4097275 ]), 1505: array([626147.86673872, 473981.86978415, 390298.30147279, 344276.59001636,
       318966.98661252, 305047.9904651 , 297393.24966729, 293183.53108837,
       290868.39972314, 289595.19508065, 288894.99720591, 288509.92394477,
       288298.15321282, 288181.69006817, 288117.64125493, 288082.41766132,
       288063.04647419, 288052.39330532, 288046.53460362, 288043.31261531,
       288041.54068541, 288040.56621398, 288040.0303042 , 288039.73558104,
       288039.57349828, 288039.48436099, 288039.43534001, 288039.40838097]), 1510: array([397161.10754135, 407894.09100356, 418315.73024143, 428435.0567816 ,
       438260.84016264, 447801.59553484, 457065.59103952, 466060.85497439,
       474795.18275089, 483276.14364984, 491511.08738105, 499507.15045271,
       507271.26235594, 514810.15157001, 522130.35139329, 529238.20560512,
       536139.8739634 , 542841.33754272, 549348.40391764, 555666.71219558,
       561801.73790378, 567758.79773445, 573543.05415228, 579159.51986828,
       584613.06218391, 589908.40720909, 595050.14395795, 600042.7283257 ]), 1515: array([1425209.32752087, 1302013.04707768, 1197788.19667229,
       1109613.29883487, 1035016.76472235,  971907.61418088,
        918516.86447047,  873347.94474674,  835134.7463917 ,
        802806.13332206,  775455.91748052,  752317.45790702,
        732742.17138876,  716181.352331  ,  702170.79225016,
        690317.76776542,  680290.03235548,  671806.50331348,
        664629.38285066,  658557.49249903,  653420.63397295,
        649074.81842147,  645398.230345  ,  642287.81304268,
        639656.37987874,  637430.17039517,  635546.78276721,
        633953.42464737]), 1520: array([486772.25987295, 489597.78171644, 491794.78126327, 493503.06995332,
       494831.35891578, 495864.17706768, 496667.25031835, 497291.68419836,
       497777.216085  , 498154.74398745, 498448.2928172 , 498676.54327205,
       498854.02062795, 498992.01909058, 499099.32052961, 499182.7533346 ,
       499247.62695614, 499298.06978583, 499337.29187651, 499367.78922186,
       499391.50259504, 499409.94105456, 499424.27797689, 499435.42572715,
       499444.09371969, 499450.83356342, 499456.07416478, 499460.14902226]), 1525: array([373574.54622631, 384036.14182727, 391367.56984415, 396505.39382597,
       400105.95229935, 402629.20365365, 404397.48417013, 405636.68532211,
       406505.11059782, 407113.69820145, 407540.19300953, 407839.07819915,
       408048.53527785, 408195.32163374, 408298.18869562, 408370.27736051,
       408420.79669596, 408456.20036528, 408481.01105986, 408498.39825663,
       408510.58310744, 408519.12218312, 408525.10631987, 408529.29996962,
       408532.23885605, 408534.29841131, 408535.74173618, 408536.75321023]), 1530: array([ 36955.574791  ,  61982.81572778,  87010.05666455, 112037.29760133,
       137064.53853811, 162091.77947489, 187119.02041166, 212146.26134844,
       237173.50228522, 262200.74322199, 287227.98415877, 312255.22509555,
       337282.46603233, 362309.7069691 , 387336.94790588, 412364.18884266,
       437391.42977943, 462418.67071621, 487445.91165299, 512473.15258977,
       537500.39352654, 562527.63446332, 587554.8754001 , 612582.11633687,
       637609.35727365, 662636.59821043, 687663.8391472 , 712691.08008398]), 1535: array([ 51811.88815439,  78843.57162639, 100391.97452093, 117569.36074575,
       131262.37544204, 142177.81094654, 150879.08929141, 157815.34435917,
       163344.60482622, 167752.27452893, 171265.86415343, 174066.73465465,
       176299.45856465, 178079.28239305, 179498.07530601, 180629.07113704,
       181530.6484977 , 182249.34410644, 182822.25487434, 183278.9527364 ,
       183643.01106606, 183933.22146204, 184164.56371431, 184348.97901584,
       184495.98633121, 184613.173737  , 184706.59009549, 184781.05727886]), 1540: array([27124.99200813, 27431.75108518, 27582.75977103, 27657.09701126,
       27693.69110023, 27711.70531953, 27720.57320246, 27724.93860661,
       27727.08756973, 27728.14544257, 27728.666203  , 27728.92255841,
       27729.04875481, 27729.11087768, 27729.14145898, 27729.15651328,
       27729.16392408, 27729.1675722 , 27729.16936807, 27729.17025212,
       27729.17068732, 27729.17090155, 27729.17100701, 27729.17105893,
       27729.17108448, 27729.17109706, 27729.17110326, 27729.1711063 ]), 1545: array([32323.42747465, 32908.85770328, 33198.35027878, 33341.50303579,
       33412.29142063, 33447.29595377, 33464.60553561, 33473.16504481,
       33477.39768304, 33479.49070332, 33480.52569229, 33481.03748961,
       33481.29057105, 33481.41571867, 33481.47760359, 33481.50820541,
       33481.52333786, 33481.53082079, 33481.53452107, 33481.53635084,
       33481.53725565, 33481.53770308, 33481.53792433, 33481.53803373,
       33481.53808783, 33481.53811459, 33481.53812782, 33481.53813436]), 1550: array([59045.21991971, 51653.20168065, 47990.34064202, 46175.33551699,
       45275.9719951 , 44830.3232565 , 44609.49731307, 44500.07459273,
       44445.85391766, 44418.98672229, 44405.67360537, 44399.07674701,
       44395.80790017, 44394.18813526, 44393.38551633, 44392.98780606,
       44392.79073438, 44392.69308227, 44392.64469411, 44392.62071702,
       44392.608836  , 44392.60294877, 44392.60003155, 44392.59858602,
       44392.59786974, 44392.59751481, 44392.59733894, 44392.59725179]), 1555: array([52132.74726303, 52132.74726264, 52132.74726245, 52132.74726235,
       52132.74726229, 52132.74726227, 52132.74726226, 52132.74726225,
       52132.74726225, 52132.74726224, 52132.74726224, 52132.74726224,
       52132.74726224, 52132.74726224, 52132.74726224, 52132.74726224,
       52132.74726224, 52132.74726224, 52132.74726224, 52132.74726224,
       52132.74726224, 52132.74726224, 52132.74726224, 52132.74726224,
       52132.74726224, 52132.74726224, 52132.74726224, 52132.74726224]), 1560: array([624775.50529451, 632860.90707626, 640946.30885802, 649031.71063978,
       657117.11242154, 665202.51420329, 673287.91598505, 681373.3177668 ,
       689458.71954856, 697544.12133031, 705629.52311206, 713714.92489381,
       721800.32667557, 729885.72845732, 737971.13023907, 746056.53202082,
       754141.93380257, 762227.33558431, 770312.73736606, 778398.13914781,
       786483.54092956, 794568.9427113 , 802654.34449305, 810739.74627479,
       818825.14805654, 826910.54983828, 834995.95162002, 843081.35340177]), 1565: array([1671563.25226934, 1694257.0999859 , 1716950.94770245,
       1739644.79541901, 1762338.64313557, 1785032.49085212,
       1807726.33856868, 1830420.18628524, 1853114.03400179,
       1875807.88171835, 1898501.7294349 , 1921195.57715146,
       1943889.42486802, 1966583.27258457, 1989277.12030113,
       2011970.96801768, 2034664.81573424, 2057358.66345079,
       2080052.51116735, 2102746.3588839 , 2125440.20660046,
       2148134.05431701, 2170827.90203357, 2193521.74975012,
       2216215.59746667, 2238909.44518323, 2261603.29289978,
       2284297.14061634]), 1570: array([1620265.92708254, 1457037.21443039, 1322703.11516753,
       1212148.72843277, 1121164.58893753, 1046286.38750035,
        984663.06412145,  933948.25111345,  892210.93288053,
        857861.92063037,  829593.34247263,  806328.84493074,
        787182.6097414 ,  771425.62546672,  758457.92967812,
        747785.76480607,  739002.7778427 ,  731774.54805768,
        725825.85360523,  720930.19218589,  716901.15675225,
        713585.33788017,  710856.48255649,  708610.68697329,
        706762.44028987,  705241.36872471,  703989.55600561,
        702959.33815158]), 1575: array([1257797.59293719, 1141774.01899442, 1052350.34006331,
        983428.18845367,  930307.3256209 ,  889365.10309598,
        857809.41111565,  833488.26695326,  814743.05757117,
        800295.42828071,  789160.10363001,  780577.69522352,
        773962.91421207,  768864.65673502,  764935.24028762,
        761906.69304643,  759572.47917142,  757773.41381754,
        756386.80731064,  755318.09816074,  754494.40431437,
        753859.5528652 ,  753370.2492674 ,  752993.12480603,
        752702.46097277,  752478.43555777,  752305.77084746,
        752172.69174041]), 1580: array([127616.49564453, 161331.50325069, 188732.78778114, 211002.70397661,
       229102.19003544, 243812.23172211, 255767.56159834, 265484.0474856 ,
       273380.95196039, 279799.02337094, 285015.1989955 , 289254.55477792,
       292700.01726682, 295500.25682482, 297776.10269674, 299625.75674436,
       301129.03081843, 302350.79060897, 303343.75457444, 304150.76872268,
       304806.65539945, 305339.71585905, 305772.95145241, 306125.05612642,
       306411.22306044, 306643.80024606, 306832.82329813, 306986.44848764]), 1585: array([102209.25740146, 145476.29062999, 179605.42860444, 206526.5732257 ,
       227762.03567019, 244512.61858838, 257725.51794638, 268147.88415876,
       276369.07123678, 282853.9630161 , 287969.26096401, 292004.22006375,
       295187.00532913, 297697.59386177, 299677.95202442, 301240.06321921,
       302472.26021818, 303444.22012048, 304210.90438644, 304815.66674576,
       305292.70472277, 305668.99340544, 305965.81080684, 306199.94107392,
       306384.62358143, 306530.30157943, 306645.21272824, 306735.85491374]), 1590: array([ 678072.61303983,  707997.88733639,  737923.16163294,
        767848.4359295 ,  797773.71022606,  827698.98452261,
        857624.25881917,  887549.53311573,  917474.80741228,
        947400.08170884,  977325.3560054 , 1007250.63030196,
       1037175.90459851, 1067101.17889507, 1097026.45319163,
       1126951.72748818, 1156877.00178474, 1186802.2760813 ,
       1216727.55037785, 1246652.82467441, 1276578.09897097,
       1306503.37326752, 1336428.64756408, 1366353.92186064,
       1396279.1961572 , 1426204.47045375, 1456129.74475031,
       1486055.01904687]), 1595: array([421224.30540602, 422373.74189307, 423204.0134919 , 423803.74295551,
       424236.94509084, 424549.85966556, 424775.88701651, 424939.15318403,
       425057.08511283, 425142.27079484, 425203.80290487, 425248.24934794,
       425280.35431394, 425303.54467005, 425320.29574265, 425332.39553241,
       425341.1355645 , 425347.44874535, 425352.00894055, 425355.30290295,
       425357.68222835, 425359.40088468, 425360.64232043, 425361.53904579,
       425362.18677674, 425362.65465176, 425362.99261157, 425363.23672983]), 1600: array([155350.52613092, 184093.01589072, 210808.10240706, 235638.79221646,
       258718.00463202, 280169.28326387, 300107.45735127, 318639.2564464 ,
       335863.88174042, 351873.53708993, 366753.92258657, 380584.69331177,
       393439.88573243, 405388.31402004, 416493.93841463, 426816.2076056 ,
       436410.37696206, 445327.8043162 , 453616.2248831 , 461320.00678853,
       468480.38857266, 475135.699941  , 481321.56694432, 487071.10268578,
       492415.08457619, 497382.11908632, 501998.79487804, 506289.8251341 ]), 1605: array([ 31763.97724308,  57400.1997822 ,  78413.1799628 ,  95636.6743913 ,
       109754.07981304, 121325.54904474, 130810.21681337, 138584.41738202,
       144956.61680493, 150179.65229605, 154460.76434718, 157969.81965141,
       160846.05110274, 163203.58230257, 165135.95577536, 166719.84456488,
       168018.09448027, 169082.21770279, 169954.4366949 , 170669.35951031,
       171255.35297827, 171735.66824739, 172129.36334873, 172452.05938357,
       172716.56034014, 172933.36113245, 173111.06401924, 173256.71992595]), 1610: array([18572.23354988, 18687.15410997, 18781.68879315, 18859.4538712 ,
       18923.4241217 , 18976.04662337, 19019.33436509, 19054.94324958,
       19084.23543725, 19108.33145349, 19128.1530525 , 19144.45847759,
       19157.87146647, 19168.9051114 , 19177.98148665, 19185.44779431,
       19191.58964595, 19196.64198817, 19200.79809019, 19204.21693698,
       19207.029311  , 19209.34279509, 19211.24588785, 19212.81138901,
       19214.09918431, 19215.15853626, 19216.02996868, 19216.74681681]), 1615: array([27889.24464143, 27749.0481646 , 27678.67031929, 27643.34103554,
       27625.60593318, 27616.70301123, 27612.23379433, 27609.9902725 ,
       27608.86403713, 27608.29867328, 27608.0148638 , 27607.87239303,
       27607.80087351, 27607.76497111, 27607.7469483 , 27607.73790096,
       27607.73335924, 27607.73107932, 27607.72993482, 27607.72936028,
       27607.72907187, 27607.72892709, 27607.72885441, 27607.72881792,
       27607.72879961, 27607.72879041, 27607.7287858 , 27607.72878348]), 1620: array([4009937.96947719, 4049663.29995125, 4089388.63042531,
       4129113.96089937, 4168839.29137343, 4208564.62184749,
       4248289.95232155, 4288015.28279561, 4327740.61326967,
       4367465.94374373, 4407191.27421778, 4446916.60469184,
       4486641.9351659 , 4526367.26563996, 4566092.59611402,
       4605817.92658808, 4645543.25706214, 4685268.5875362 ,
       4724993.91801025, 4764719.24848431, 4804444.57895837,
       4844169.90943243, 4883895.23990649, 4923620.57038055,
       4963345.90085461, 5003071.23132867, 5042796.56180273,
       5082521.89227678]), 1625: array([4531030.46124866, 4609800.73159067, 4688571.00193268,
       4767341.27227468, 4846111.54261669, 4924881.8129587 ,
       5003652.08330071, 5082422.35364272, 5161192.62398472,
       5239962.89432673, 5318733.16466874, 5397503.43501075,
       5476273.70535275, 5555043.97569476, 5633814.24603677,
       5712584.51637878, 5791354.78672079, 5870125.05706279,
       5948895.3274048 , 6027665.59774681, 6106435.86808882,
       6185206.13843082, 6263976.40877283, 6342746.67911484,
       6421516.94945685, 6500287.21979886, 6579057.49014087,
       6657827.76048288]), 1630: array([910407.55463613, 950143.01761317, 970032.32549996, 979987.7793585 ,
       984970.91210971, 987465.18433165, 988713.67483506, 989338.59801843,
       989651.39894406, 989807.96925811, 989886.33943298, 989925.5670755 ,
       989945.20219741, 989955.03042026, 989959.94986842, 989962.41226376,
       989963.64479852, 989964.26173516, 989964.57053848, 989964.72510783,
       989964.80247643, 989964.84120274, 989964.86058692, 989964.87028954,
       989964.87514612, 989964.87757704, 989964.87879383, 989964.87940288]), 1635: array([179987.49678483, 241869.74462649, 294873.92727197, 340273.75478153,
       379160.20175656, 412467.72386163, 440996.71313887, 465432.73172388,
       486362.98615683, 504290.43817213, 519645.89105449, 532798.34200073,
       544063.84925855, 553713.12712278, 561978.05129976, 569057.2309661 ,
       575120.78142042, 580314.41201676, 584762.92761409, 588573.22768312,
       591836.87513996, 594632.29663687, 597026.66718352, 599077.52438737,
       600834.15110349, 602338.75971983, 603627.50653643, 604731.36061468]), 1640: array([427240.54609963, 444133.29489209, 459656.55506401, 473921.35052896,
       487029.7045347 , 499075.36934372, 510144.49675876, 520316.25428923,
       529663.39136508, 538252.75964811, 546145.7911617 , 553398.93765881,
       560064.0743706 , 566188.87102327, 571817.13277675, 576989.11352353,
       581741.80378862, 586109.19528943, 590122.52404798, 593810.49379404,
       597199.48125711, 600313.72481538, 603175.49785113, 605805.2680521 ,
       608221.84379851, 610442.50868245, 612483.14512188, 614358.34795327]), 1645: array([ 56169.68756724,  57948.21551552,  59726.7434638 ,  61505.27141208,
        63283.79936036,  65062.32730864,  66840.85525692,  68619.38320521,
        70397.91115349,  72176.43910177,  73954.96705005,  75733.49499833,
        77512.02294661,  79290.5508949 ,  81069.07884318,  82847.60679146,
        84626.13473974,  86404.66268802,  88183.1906363 ,  89961.71858459,
        91740.24653287,  93518.77448115,  95297.30242943,  97075.83037771,
        98854.35832599, 100632.88627427, 102411.41422256, 104189.94217084]), 1650: array([37248.01315843, 51121.39664282, 60265.03290681, 66291.39873331,
       70263.24144733, 72880.99400319, 74606.29607005, 75743.40401223,
       76492.8463835 , 76986.78706145, 77312.33229706, 77526.89186902,
       77668.30327634, 77761.50436702, 77822.931118  , 77863.4161135 ,
       77890.09886708, 77907.68487223, 77919.27541426, 77926.91448086,
       77931.94921853, 77935.26750134, 77937.4545072 , 77938.89591377,
       77939.84591255, 77940.47203547, 77940.88469905, 77941.15667638]), 1655: array([ 59382.17780311,  87380.84376993, 101225.12925738, 108070.60685567,
       111455.43762872, 113129.1089245 , 113956.67632569, 114365.87722746,
       114568.21165699, 114668.25840956, 114717.72775951, 114742.18848933,
       114754.28339868, 114760.26387568, 114763.22099625, 114764.68318097,
       114765.40617622, 114765.76367013, 114765.94043741, 114766.02784216,
       114766.07106052, 114766.09243037, 114766.10299696, 114766.10822174,
       114766.11080519, 114766.11208261, 114766.11271425, 114766.11302657]), 1660: array([1076718.10966099,  845125.41432176,  687880.81128943,
        581116.36802159,  508626.46295343,  459407.95746648,
        425990.04527454,  403300.2694632 ,  387894.58153716,
        377434.57424367,  370332.53809277,  365510.46521335,
        362236.42008594,  360013.44010113,  358504.10231848,
        357479.30652288,  356783.5004318 ,  356311.06863761,
        355990.30139653,  355772.50990957,  355624.63591958,
        355524.23384593,  355456.063802  ,  355409.7783547 ,
        355378.35190242,  355357.0142691 ,  355342.52664601,
        355332.68997763]), 1665: array([1586130.34116268, 1644602.95860763, 1703075.57605259,
       1761548.19349754, 1820020.81094249, 1878493.42838744,
       1936966.04583239, 1995438.66327734, 2053911.28072229,
       2112383.89816724, 2170856.5156122 , 2229329.13305715,
       2287801.7505021 , 2346274.36794705, 2404746.985392  ,
       2463219.60283695, 2521692.2202819 , 2580164.83772685,
       2638637.45517181, 2697110.07261676, 2755582.69006171,
       2814055.30750666, 2872527.92495161, 2931000.54239656,
       2989473.15984151, 3047945.77728646, 3106418.39473142,
       3164891.01217637]), 1670: array([237710.69569623, 396760.50337521, 503919.40559797, 576117.10575971,
       624759.89511759, 657532.6974536 , 679613.18640445, 694489.79009888,
       704512.81712395, 711265.77450648, 715815.54108859, 718880.92041487,
       720946.20228031, 722337.67417651, 723275.17044291, 723906.80321387,
       724332.36219651, 724619.08013773, 724812.25471793, 724942.40499132,
       725030.09299688, 725089.1722913 , 725128.97662948, 725155.79457567,
       725173.8630142 , 725186.03652177, 725194.23835318, 725199.76429038]), 1675: array([ 850206.19078552,  885339.32357532,  914529.45219938,
        938781.87552259,  958931.83938961,  975673.30222947,
        989582.83476601, 1001139.47693258, 1010741.23585691,
       1018718.79310167, 1025346.89323363, 1030853.8059403 ,
       1035429.18756626, 1039230.61281818, 1042389.00158818,
       1045013.12779385, 1047193.36551781, 1049004.80146274,
       1050509.82091384, 1051760.25626847, 1052799.17212764,
       1053662.34842736, 1054379.51268836, 1054975.36382263,
       1055470.42275615, 1055881.73916315, 1056223.47865155,
       1056507.41062204]), 1680: array([350253.01286928, 518337.02115231, 608486.42982849, 656836.75159724,
       682768.74216125, 696676.98744301, 704136.47214165, 708137.25806698,
       710283.02130224, 711433.87014737, 712051.11115634, 712382.15937763,
       712559.71226739, 712654.94017267, 712706.01427209, 712733.40712112,
       712748.09887654, 712755.97858549, 712760.20475257, 712762.47139571,
       712763.68707672, 712764.33908952, 712764.68878709, 712764.87634228,
       712764.97693478, 712765.0308861 , 712765.0598221 , 712765.0753415 ]), 1685: array([821201.56826811, 799902.21182513, 787763.30003418, 780845.10136169,
       776902.28723665, 774655.20183761, 773374.54476617, 772644.67373621,
       772228.70623619, 771991.63837904, 771856.52885993, 771779.52735338,
       771735.6427178 , 771710.6320222 , 771696.37794704, 771688.25427619,
       771683.62444035, 771680.98580809, 771679.48200096, 771678.62495243,
       771678.13650403, 771677.85812792, 771677.69947603, 771677.60905728,
       771677.5575259 , 771677.52815718, 771677.51141938, 771677.50188018]), 1690: array([1290102.528268  , 1131739.47876937, 1031677.4311375 ,
        968453.00215623,  928504.50505258,  903262.9576546 ,
        887314.0293785 ,  877236.6633143 ,  870869.2569887 ,
        866845.99703594,  864303.89122084,  862697.65596608,
        861682.75262165,  861041.48366962,  860636.29644554,
        860380.27799021,  860218.5121556 ,  860116.30005058,
        860051.71710301,  860010.9102229 ,  859985.12630428,
        859968.83467752,  859958.54077666,  859952.03655234,
        859947.92684363,  859945.33011497,  859943.68936615,
        859942.65265533]), 1695: array([984802.60224227, 914227.11396685, 864808.86714239, 830205.30748052,
       805975.26254336, 789008.94221697, 777128.81462478, 768810.13214729,
       762985.23863296, 758906.54173051, 756050.56361157, 754050.75553294,
       752650.45336506, 751669.93619327, 750983.36014832, 750502.60705284,
       750165.97494848, 749930.25899627, 749765.20637826, 749649.6335184 ,
       749568.70728956, 749512.04126501, 749472.36267891, 749444.57900771,
       749425.12437332, 749411.50188274, 749401.96316585, 749395.28398194]), 1700: array([393435.63711435, 591835.73946394, 694564.62468475, 747756.24975817,
       775298.15262095, 789558.97680624, 796943.03837443, 800766.40542072,
       802746.09308117, 803771.14853243, 804301.90835841, 804576.72860597,
       804719.02680709, 804792.70688789, 804830.85743556, 804850.61127231,
       804860.83954137, 804866.13560052, 804868.8778282 , 804870.29771655,
       804871.0329155 , 804871.41359155, 804871.61070046, 804871.71276078,
       804871.76560623, 804871.79296889, 804871.8071369 , 804871.81447291]), 1705: array([426029.06164634, 536183.11457605, 590074.56321896, 616440.25889323,
       629339.33520112, 635650.04179701, 638737.47354707, 640247.95968146,
       640986.94552694, 641348.48481379, 641525.36324351, 641611.89873229,
       641654.23510326, 641674.94762633, 641685.0809609 , 641690.03856405,
       641692.46400741, 641693.65062426, 641694.23116124, 641694.51518147,
       641694.6541347 , 641694.72211577, 641694.75537463, 641694.7716461 ,
       641694.77960671, 641694.78350133, 641694.78540673, 641694.78633892]), 1710: array([558999.88583099, 604834.37697564, 627245.06009186, 638202.71894643,
       643560.44440934, 646180.09359873, 647460.96585002, 648087.24578504,
       648393.46411136, 648543.18895185, 648616.39661427, 648652.19135493,
       648669.69312206, 648678.25057622, 648682.43472638, 648684.48055827,
       648685.48086369, 648685.96996103, 648686.2091042 , 648686.32603278,
       648686.38320478, 648686.41115891, 648686.42482703, 648686.43151003,
       648686.43477766, 648686.43637537, 648686.43715656, 648686.43753853]), 1715: array([2226496.37455514, 1736369.29831686, 1463923.68731482,
       1312480.08308883, 1228297.53679415, 1181503.21268338,
       1155491.77842099, 1141032.87287542, 1132995.64019279,
       1128528.00541981, 1126044.59337328, 1124664.14584204,
       1123896.80020998, 1123470.25787084, 1123233.15693551,
       1123101.36028047, 1123028.09883062, 1122987.37518683,
       1122964.73824521, 1122952.15510975, 1122945.1605563 ,
       1122941.27251282, 1122939.11127661, 1122937.90991609,
       1122937.24211907, 1122936.87091255, 1122936.66457098,
       1122936.54987246]), 1720: array([5520464.71609627, 5110501.72644662, 4772093.58726116,
       4492751.13060469, 4262165.04517929, 4071825.40462403,
       3914707.60326207, 3785013.10855353, 3677955.46255865,
       3589583.63465861, 3516636.20625386, 3456421.00603319,
       3406715.7536767 , 3365686.04518502, 3331817.65303123,
       3303860.64262949, 3280783.24270291, 3261733.7671074 ,
       3246009.18281201, 3233029.16401711, 3222314.67486108,
       3213470.29029672, 3206169.60267801, 3200143.175478  ,
       3195168.59956217, 3191062.28503765, 3187672.68575129,
       3184874.70638232]), 1725: array([3753939.27414067, 3719771.41707101, 3692584.80219258,
       3670953.00869026, 3653741.06478994, 3640045.89833064,
       3629148.95459003, 3620478.495327  , 3613579.60095612,
       3608090.30193553, 3603722.5870355 , 3600247.29203401,
       3597482.07598309, 3595281.85418754, 3593531.18593578,
       3592138.21758416, 3591029.86320197, 3590147.96991624,
       3589446.26676073, 3588887.93694188, 3588443.68614415,
       3588090.2055228 , 3587808.94874101, 3587585.15888517,
       3587407.09420255, 3587265.41203795, 3587152.67864538,
       3587062.97915613]), 1730: array([ 477710.14312956,  661108.03710368,  816797.72334901,
        948965.42646663, 1061164.90588405, 1156413.01025897,
       1237270.79528722, 1305912.38603153, 1364183.43535922,
       1413650.75033447, 1455644.42093236, 1491293.58384258,
       1521556.78298915, 1547247.74310767, 1569057.24938672,
       1587571.72147891, 1603288.98130436, 1616631.63861539,
       1627958.45423697, 1637573.98652074, 1645736.78038878,
       1652666.31915643, 1658548.92605655, 1663542.77414684,
       1667782.13930794, 1671381.01068813, 1674436.15567305,
       1677029.72179221]), 1735: array([319194.84383953, 492081.07012739, 611204.87606001, 693284.75856172,
       749840.26448054, 788808.70780972, 815659.13644313, 834159.88874949,
       846907.46312063, 855690.92498515, 861742.99419292, 865913.05176939,
       868786.34676883, 870766.13337908, 872130.26585517, 873070.1941296 ,
       873717.83295982, 874164.07557834, 874471.55015414, 874683.40937787,
       874829.38675036, 874929.96954729, 874999.27411735, 875047.02704904,
       875079.93025416, 875102.60155139, 875118.22275655, 875128.9862364 ]), 1740: array([252661.57876201, 254931.44210892, 256589.94987388, 257801.76203435,
       258687.18973226, 259334.1400054 , 259806.84337453, 260152.23077826,
       260404.59297081, 260588.98497683, 260723.71360452, 260822.15498227,
       260894.08256753, 260946.63747521, 260985.03746198, 261013.09495553,
       261033.59556012, 261048.57461686, 261059.51927658, 261067.51614702,
       261073.35917354, 261077.62846353, 261080.74788065, 261083.0271269 ,
       261084.69249042, 261085.90931183, 261086.79839961, 261087.44802417]), 1745: array([174253.89638203, 174529.2367662 , 174780.79294731, 175010.61943079,
       175220.59325165, 175412.42930457, 175587.69434974, 175747.81980892,
       175894.11345608, 176027.77009824, 176149.88133369, 176261.44446728,
       176363.37065555, 176456.49234838, 176541.57008769, 176619.29871897,
       176690.3130662 , 176755.19311657, 176814.46875733, 176868.62410352,
       176918.10145176, 176963.30489263, 177004.60361092, 177042.33490082,
       177076.80692069, 177108.30120985, 177137.07498791, 177163.36325561]), 1750: array([ 88259.0731381 , 139894.49447836, 173815.37332766, 196099.03039956,
       210737.84252184, 220354.523467  , 226672.01368603, 230822.16516711,
       233548.52590829, 235339.55520563, 236516.13682796, 237289.06908322,
       237796.83179162, 238130.39655916, 238349.52540084, 238493.47780208,
       238588.04451299, 238650.16826177, 238690.97924194, 238717.78921614,
       238735.40150366, 238746.97155104, 238754.57226708, 238759.56540864,
       238762.8455552 , 238765.00038325, 238766.41595534, 238767.3458877 ]), 1755: array([3023903.52957541, 3078570.46137562, 3133237.39317583,
       3187904.32497604, 3242571.25677625, 3297238.18857645,
       3351905.12037666, 3406572.05217687, 3461238.98397708,
       3515905.91577728, 3570572.84757749, 3625239.7793777 ,
       3679906.71117791, 3734573.64297811, 3789240.57477832,
       3843907.50657853, 3898574.43837874, 3953241.37017894,
       4007908.30197915, 4062575.23377936, 4117242.16557957,
       4171909.09737977, 4226576.02917998, 4281242.96098019,
       4335909.8927804 , 4390576.82458061, 4445243.75638081,
       4499910.68818102]), 1760: array([4067537.51075854, 3951116.52325415, 3840942.03164234,
       3736678.88405941, 3638009.91100709, 3544634.96051985,
       3456269.98509975, 3372646.17764121, 3293509.15371724,
       3218618.17773951, 3147745.43063842, 3080675.31683527,
       3017203.80839844, 2957137.82438849, 2900294.64350403,
       2846501.34824181, 2795594.29887998, 2747418.63568451,
       2701827.80782434, 2658683.12756241, 2617853.34836617,
       2579214.2656544 , 2542648.33896567, 2508044.3343991 ,
       2475296.98623982, 2444306.67673959, 2414979.13307868,
       2387225.14058707]), 1765: array([2007981.29143537, 1830550.03099987, 1699267.16441541,
       1602129.87859369, 1530257.19221583, 1477077.99327618,
       1437730.26130198, 1408616.54687256, 1387075.0672154 ,
       1371136.34709968, 1359343.15540761, 1350617.27470478,
       1344160.92293604, 1339383.81451784, 1335849.19223321,
       1333233.89578161, 1331298.81616661, 1329867.03465131,
       1328807.64758958, 1328023.79828397, 1327443.82165777,
       1327014.69212415, 1326697.17561003, 1326462.24249813,
       1326288.41353299, 1326159.79603468, 1326064.63087703,
       1325994.21738471]), 1770: array([ 363780.5347008 ,  621361.53036792,  824578.88442333,
        984906.29088563, 1111395.86842395, 1211189.24485823,
       1289920.77494922, 1352035.65723851, 1401040.91088156,
       1439703.38267751, 1470205.96381424, 1494270.83635817,
       1513256.70801144, 1528235.525031  , 1540052.9945369 ,
       1549376.33331195, 1556731.93899987, 1562535.11062556,
       1567113.49646434, 1570725.59313162, 1573575.34035546,
       1575823.63545602, 1577597.41764165, 1578996.83502297,
       1580100.89899599, 1580971.94524195, 1581659.1532128 ,
       1582201.32281332]), 1775: array([ 91558.20859252, 161349.30484063, 225751.96236995, 285182.21235619,
       340023.96499378, 390631.48949619, 437331.70262007, 480426.28049675,
       520193.60741329, 556890.57413176, 590754.2373637 , 622003.35111973,
       650839.77982648, 677449.80233948, 702005.31527568, 724664.94343892,
       745575.06451153, 764870.7546315 , 782676.66096331, 799107.80689932,
       814270.33509302, 828262.1931241 , 841173.76622464, 853088.46115368,
       864083.24499191, 874229.14233711, 883591.69411202, 892231.38094852]), 1780: array([ 66179.4537495 ,  77757.03337123,  89334.61299297, 100912.1926147 ,
       112489.77223644, 124067.35185817, 135644.93147991, 147222.51110164,
       158800.09072337, 170377.67034511, 181955.24996684, 193532.82958858,
       205110.40921031, 216687.98883205, 228265.56845378, 239843.14807551,
       251420.72769725, 262998.30731898, 274575.88694072, 286153.46656245,
       297731.04618418, 309308.62580592, 320886.20542765, 332463.78504939,
       344041.36467112, 355618.94429285, 367196.52391459, 378774.10353632]), 1785: array([13100.25428976, 22935.4253587 , 30544.70129984, 36431.84652005,
       40986.61350601, 44510.54599289, 47236.94236186, 49346.30092319,
       50978.26962404, 52240.89129935, 53217.75653833, 53973.53771475,
       54558.27055591, 55010.66670734, 55360.67659805, 55631.47227836,
       55840.98150201, 56003.07461496, 56128.48282758, 56225.50866358,
       56300.57562015, 56358.65342913, 56403.58707304, 56438.35133826,
       56465.24775777, 56486.05698176, 56502.15666385, 56514.61266718]), 1790: array([57326.8765544 , 47823.54062206, 41511.36859238, 37318.78653321,
       34534.04869017, 32684.40931637, 31455.86788593, 30639.86338922,
       30097.86836802, 29737.87206383, 29498.76038576, 29339.94099254,
       29234.45221062, 29164.3859367 , 29117.84750244, 29086.93639869,
       29066.40506044, 29052.76802393, 29043.71022349, 29037.69397878,
       29033.69795339, 29031.04376966, 29029.2808451 , 29028.10990016,
       29027.33215159, 29026.81556639, 29026.47244743, 29026.24454579]), 1795: array([1205571.59769256, 1252089.2509045 , 1298606.90411642,
       1345124.55732835, 1391642.21054027, 1438159.86375219,
       1484677.51696411, 1531195.17017603, 1577712.82338795,
       1624230.47659986, 1670748.12981177, 1717265.78302368,
       1763783.43623558, 1810301.08944748, 1856818.74265938,
       1903336.39587128, 1949854.04908318, 1996371.70229507,
       2042889.35550696, 2089407.00871885, 2135924.66193074,
       2182442.31514262, 2228959.9683545 , 2275477.62156638,
       2321995.27477826, 2368512.92799013, 2415030.58120201,
       2461548.23441388]), 1800: array([1335976.56965885, 1362159.13848192, 1388341.70730499,
       1414524.27612805, 1440706.84495112, 1466889.41377418,
       1493071.98259725, 1519254.55142032, 1545437.12024338,
       1571619.68906645, 1597802.25788951, 1623984.82671258,
       1650167.39553564, 1676349.96435871, 1702532.53318178,
       1728715.10200484, 1754897.67082791, 1781080.23965097,
       1807262.80847404, 1833445.37729711, 1859627.94612017,
       1885810.51494324, 1911993.08376631, 1938175.65258937,
       1964358.22141244, 1990540.7902355 , 2016723.35905857,
       2042905.92788163]), 1805: array([282240.5929597 , 282523.26864696, 282722.57970795, 282863.11142264,
       282962.19856179, 283032.06365357, 283081.3246484 , 283116.0579544 ,
       283140.54797028, 283157.81557153, 283169.99073933, 283178.57529654,
       283184.62815954, 283188.89595688, 283191.90512694, 283194.02685479,
       283195.52285833, 283196.57767155, 283197.32140705, 283197.84580556,
       283198.21555234, 283198.47625613, 283198.66007508, 283198.78968351,
       283198.88106877, 283198.94550337, 283198.99093539, 283199.02296894]), 1810: array([ 44957.7065761 ,  69794.26177064,  94184.33159672, 118135.94249691,
       141656.9766229 , 164755.17442935, 187438.13722121, 209713.3296552 ,
       231588.08219631, 253069.59353018, 274164.93293208, 294881.0425933 ,
       315224.73990575, 335202.71970548, 354821.55647581, 374087.70651099,
       393007.51004078, 411587.19331702, 429832.87066253, 447750.54648333,
       465346.11724455, 482625.37341088, 499594.00135216, 516257.5852147 ,
       532621.60875888, 548691.45716386, 564472.41879972, 579969.6869678 ]), 1815: array([ 13347.37271526,  23572.25724667,  32779.9724474 ,  41071.70610536,
        48538.57986891,  55262.65062426,  61317.81225613,  66770.60770133,
        71680.96021955,  76102.83191738,  80084.81676256,  83670.67460529,
        86899.81207524,  89807.71563893,  92426.34157681,  94784.46716533,
        96908.00692364,  98820.29740008, 100542.35362809, 102093.10007012,
       103489.5785871 , 104747.13571929, 105879.5913364 , 106899.39051044,
       107817.74028032, 108644.73281112, 109389.45630148, 110060.09485798]), 1820: array([72756.37356539, 73104.30908295, 73442.60746161, 73771.53563144,
       74091.35312905, 74402.31230237, 74704.6585098 , 74998.63031381,
       75284.4596691 , 75562.37210573, 75832.58690697, 76095.3172824 ,
       76350.77053609, 76599.1482302 , 76840.646344  , 77075.45542852,
       77303.76075689, 77525.74247056, 77741.57572136, 77951.43080981,
       78155.4733194 , 78353.86424729, 78546.76013132, 78734.31317356,
       78916.67136036, 79093.97857914, 79266.3747319 , 79433.99584566]), 1825: array([8472.06598727, 8283.26315294, 8168.00803941, 8097.65029696,
       8054.70025533, 8028.48130612, 8012.47588979, 8002.70534751,
       7996.74089807, 7993.09988653, 7990.87722288, 7989.52039287,
       7988.69211295, 7988.18648761, 7987.87782749, 7987.68940523,
       7987.57438244, 7987.50416652, 7987.46130305, 7987.43513695,
       7987.41916379, 7987.40941295, 7987.40346052, 7987.39982685,
       7987.39760866, 7987.39625457, 7987.39542796, 7987.39492335]), 1830: array([ 9030.56808736, 10052.01870022, 10722.90671591, 11163.54547408,
       11452.95668828, 11643.04176215, 11767.88949969, 11849.88940243,
       11903.74687859, 11939.12042955, 11962.35375196, 11977.61338113,
       11987.63589441, 11994.21867381, 11998.5422385 , 12001.38195263,
       12003.2470748 , 12004.47208567, 12005.27667192, 12005.80512357,
       12006.15221024, 12006.3801765 , 12006.52990458, 12006.62824587,
       12006.69283636, 12006.73525935, 12006.76312273, 12006.78142338]), 1835: array([ 9793.98955043,  9828.4546982 ,  9860.3124098 ,  9889.75994895,
        9916.97965553,  9942.14007461,  9965.39700013,  9986.89443954,
       10006.7655055 , 10025.13324014, 10042.11137691, 10057.80504485,
       10072.31141954, 10085.72032479, 10098.11478889, 10109.57155863,
       10120.16157464, 10129.95041053, 10138.99867903, 10147.36240723,
       10155.09338353, 10162.23947834, 10168.84494044, 10174.95067101,
       10180.5944769 , 10185.81130467, 10190.63345706, 10195.09079295]), 1840: array([45506.14935496, 47837.29304602, 50037.52265946, 52114.1901641 ,
       54074.23465149, 55924.20552261, 57670.28437234, 59318.30564504,
       60873.77613006, 62341.89336243, 63727.5629902 , 65035.41516644,
       66269.82002068, 67434.90226151, 68534.55495911, 69572.45255378,
       70552.06313388, 71476.66002435, 72349.33272433, 73172.9972306 ,
       73950.40578125, 74684.15605218, 75376.69983709, 76030.35124006,
       76647.29440799, 77229.59082889, 77779.18622019, 78297.9170303 ]), 1845: array([33805.61518753, 33906.12000314, 34000.24005514, 34088.38094805,
       34170.92251956, 34248.22047744, 34320.60793242, 34388.39683374,
       34451.87931345, 34511.32894535, 34567.00192393, 34619.13816841,
       34667.96235672, 34713.68489364, 34756.5028176 , 34796.60064979,
       34834.15118931, 34869.31625789, 34902.24739719, 34933.08652191,
       34961.96653133, 34989.01188208, 35014.33912439, 35038.05740444,
       35060.26893469, 35081.06943435, 35100.54854187, 35118.79020125]), 1850: array([37878.44354011, 36007.50543224, 35085.37195056, 34630.87794328,
       34406.87045764, 34296.46338335, 34242.04679983, 34215.22637567,
       34202.00733277, 34195.49203331, 34192.28082298, 34190.69810651,
       34189.91802947, 34189.53355115, 34189.34405245, 34189.2506538 ,
       34189.20462019, 34189.18193151, 34189.17074888, 34189.16523728,
       34189.16252076, 34189.16118186, 34189.16052196, 34189.16019671,
       34189.16003641, 34189.15995739, 34189.15991845, 34189.15989926]), 1855: array([18868.22637881, 26697.00663959, 32811.69597363, 37587.59009845,
       41317.81471745, 44231.31642929, 46506.91457469, 48284.27646821,
       49672.48963182, 50756.75716037, 51603.62715431, 52265.07718188,
       52781.70445891, 53185.2175472 , 53500.382502  , 53746.54291568,
       53938.80715173, 54088.97563702, 54206.2651259 , 54297.87438849,
       54369.42604305, 54425.31165031, 54468.96125028, 54503.0538847 ,
       54529.68202613, 54550.48000577, 54566.72432225, 54579.4119882 ]), 1860: array([ 8073.36821225, 13026.64173484, 16065.87606592, 17930.69238933,
       19074.90818227, 19776.97720878, 20207.75339718, 20472.0694651 ,
       20634.24877222, 20733.75890744, 20794.81643189, 20832.28016646,
       20855.26720074, 20869.37160734, 20878.0258027 , 20883.33585222,
       20886.5939975 , 20888.59313342, 20889.81976516, 20890.57240304,
       20891.03420732, 20891.31756163, 20891.49142244, 20891.59810012,
       20891.66355552, 20891.7037177 , 20891.72836045, 20891.74348078]), 1865: array([4886.21229045, 6617.99262153, 7651.33092973, 8267.9149387 ,
       8635.82527078, 8855.35417598, 8986.34517029, 9064.50636084,
       9111.14446555, 9138.97301826, 9155.57807437, 9165.48616738,
       9171.39824057, 9174.92592338, 9177.03086113, 9178.28685923,
       9179.03630241, 9179.48348866, 9179.75032081, 9179.90953725,
       9180.00454031, 9180.06122782, 9180.09505276, 9180.11523581,
       9180.12727886, 9180.13446485, 9180.13875266, 9180.14131116]), 1870: array([6438.68472952, 7320.03730151, 7870.07461457, 8213.3436483 ,
       8427.57207738, 8561.26843598, 8644.70608418, 8696.77811674,
       8729.27539625, 8749.55640168, 8762.21343598, 8770.11247816,
       8775.04213749, 8778.11865495, 8780.03865774, 8781.23689918,
       8781.98470151, 8782.45139236, 8782.74264627, 8782.92441293,
       8783.03785045, 8783.10864489, 8783.15282652, 8783.18039953,
       8783.19760738, 8783.20834651, 8783.21504862, 8783.21923129]), 1875: array([93324.66326115, 59969.67253033, 41529.43418549, 31334.78616538,
       25698.69587682, 22582.79489839, 20860.17542099, 19907.82876927,
       19381.3258724 , 19090.24982367, 18929.32902599, 18840.36429241,
       18791.18032157, 18763.98906397, 18748.95643287, 18740.64567354,
       18736.05108726, 18733.51097964, 18732.10668634, 18731.33032567,
       18730.90111626, 18730.66382871, 18730.53264478, 18730.46012001,
       18730.42002484, 18730.39785831, 18730.38560359, 18730.37882859]), 1880: array([28490.56058962, 25428.52327466, 23560.17424205, 22420.17242345,
       21724.58282873, 21300.15816871, 21041.18895266, 20883.17491347,
       20786.76022387, 20727.93132222, 20692.03596558, 20670.13386317,
       20656.76995945, 20648.61576862, 20643.64036402, 20640.6045446 ,
       20638.75219281, 20637.62195196, 20636.93231816, 20636.51152753,
       20636.25477567, 20636.09811458, 20636.00252542, 20635.94420022,
       20635.90861221, 20635.88689764, 20635.87364816, 20635.86556379]), 1885: array([13587.62060258, 17485.63989698, 19220.20261648, 19992.05816687,
       20335.52282454, 20488.35967466, 20556.3698825 , 20586.63345026,
       20600.10030418, 20606.09286117, 20608.75946314, 20609.9460628 ,
       20610.47408264, 20610.70904391, 20610.8135983 , 20610.86012351,
       20610.88082656, 20610.89003912, 20610.89413858, 20610.89596278,
       20610.89677452, 20610.89713573, 20610.89729647, 20610.89736799,
       20610.89739982, 20610.89741398, 20610.89742029, 20610.89742309]), 1890: array([34761.42100023, 29294.72514136, 26524.00883894, 25119.71106444,
       24407.96290107, 24047.22356411, 23864.38801086, 23771.72043594,
       23724.75320616, 23700.94854013, 23688.88348695, 23682.76848798,
       23679.66918856, 23678.09835314, 23677.30219777, 23676.89867785,
       23676.69415957, 23676.59050242, 23676.53796528, 23676.51133759,
       23676.49784172, 23676.49100154, 23676.48753469, 23676.48577756,
       23676.48488699, 23676.48443562, 23676.48420685, 23676.4840909 ]), 1895: array([25541.34453431, 24954.39626648, 24550.57587519, 24272.74745766,
       24081.60151443, 23950.09311102, 23859.61533327, 23797.3666248 ,
       23754.53951517, 23725.07446499, 23704.80251131, 23690.85540777,
       23681.25980093, 23674.65802371, 23670.11600117, 23666.99108979,
       23664.84115086, 23663.36199293, 23662.34433232, 23661.64418185,
       23661.16247835, 23660.83106635, 23660.60305491, 23660.44618304,
       23660.3382552 , 23660.26400085, 23660.21291386, 23660.17776601]), 1900: array([316989.97352729, 322080.2207475 , 327170.46796772, 332260.71518793,
       337350.96240815, 342441.20962836, 347531.45684857, 352621.70406879,
       357711.951289  , 362802.19850921, 367892.44572943, 372982.69294964,
       378072.94016986, 383163.18739007, 388253.43461028, 393343.6818305 ,
       398433.92905071, 403524.17627093, 408614.42349114, 413704.67071135,
       418794.91793157, 423885.16515178, 428975.412372  , 434065.65959221,
       439155.90681242, 444246.15403264, 449336.40125285, 454426.64847306]), 1905: array([51757.15675315, 55220.14584733, 57808.76211518, 59743.77663586,
       61190.21782598, 62271.44594811, 63079.67393557, 63683.83180601,
       64135.44538296, 64473.03069446, 64725.37882648, 64914.01138118,
       65055.01595452, 65160.41817281, 65239.20730251, 65298.1029032 ,
       65342.12790759, 65375.03700416, 65399.63685719, 65418.02547408,
       65431.77113469, 65442.04614271, 65449.72680591, 65455.46817244,
       65459.75989685, 65462.96800041, 65465.36608738, 65467.1586795 ]), 1910: array([65593.26470859, 62198.90235146, 60513.16911162, 59675.98785136,
       59260.22072643, 59053.73939392, 58951.19511343, 58900.26881742,
       58874.97742513, 58862.41702756, 58856.1791904 , 58853.08130975,
       58851.54281744, 58850.77876005, 58850.39930825, 58850.21086209,
       58850.11727458, 58850.07079646, 58850.04771415, 58850.03625084,
       58850.03055785, 58850.02773056, 58850.02632644, 58850.02562912,
       58850.02528282, 58850.02511083, 58850.02502542, 58850.024983  ]), 1915: array([203205.37105468, 155411.35118769, 130037.02876777, 116565.54760628,
       109413.40373102, 105616.25912612, 103600.31713698, 102530.03340368,
       101961.80908179, 101660.133115  , 101499.97033168, 101414.93831062,
       101369.79396151, 101345.82637576, 101333.10174514, 101326.34611168,
       101322.75947841, 101320.85529899, 101319.84435112, 101319.3076288 ,
       101319.02267756, 101318.87139411, 101318.79107621, 101318.74843463,
       101318.72579579, 101318.71377661, 101318.7073955 , 101318.70400771]), 1920: array([ 74451.37705427,  87958.34721907,  94389.1492659 ,  97450.91770553,
        98908.65593314,  99602.69951683,  99933.14052944, 100090.46676281,
       100165.37133809, 100201.03414701, 100218.01356296, 100226.09763077,
       100229.94653539, 100231.77903694, 100232.65150904, 100233.06690164,
       100233.26467416, 100233.35883561, 100233.40366681, 100233.42501139,
       100233.43517375, 100233.44001216, 100233.44231577, 100233.44341254,
       100233.44393472, 100233.44418334, 100233.44430171, 100233.44435807]), 1925: array([826910.08021203, 685800.1047681 , 579433.81947356, 499256.73339751,
       438820.61763163, 393264.90754505, 358925.79267653, 333041.55538305,
       313530.46015447, 298823.33037883, 287737.34757245, 279380.92339872,
       273081.99382335, 268333.96847534, 264754.9882001 , 262057.2141    ,
       260023.6781385 , 258490.83352169, 257335.40147437, 256464.45656494,
       255807.95319286, 255313.09218285, 254940.07441988, 254658.90001197,
       254446.95555379, 254287.19544729, 254166.77101228, 254075.99713347]), 1930: array([3201817.7208778 , 3209136.33342044, 3216343.19147862,
       3223440.00153219, 3230428.44400323, 3237310.17365392,
       3244086.8199784 , 3250759.98758859, 3257331.25659414,
       3263802.18297661, 3270174.29895785, 3276449.11336284,
       3282628.11197696, 3288712.7578978 , 3294704.49188156,
       3300604.7326843 , 3306414.87739775, 3312136.30178023,
       3317770.36058235, 3323318.38786783, 3328781.69732935,
       3334161.58259964, 3339459.3175578 , 3344676.1566309 ,
       3349813.33509106, 3354872.06934789, 3359853.55723657,
       3364758.97830144]), 1935: array([5283101.54150707, 5342957.35812707, 5402397.80381876,
       5461425.76105902, 5520044.09232172, 5578255.64021652,
       5636063.22762672, 5693469.65784616, 5750477.71471513,
       5807090.16275541, 5863309.74730431, 5919139.1946478 ,
       5974581.21215272, 6029638.48839808, 6084313.6933054 ,
       6138609.47826826, 6192528.47628078, 6246073.30206539,
       6299246.55219956, 6352050.80524178, 6404488.62185652,
       6456562.5449385 , 6508275.09973595, 6559628.79397305,
       6610626.1179716 , 6661269.54477173, 6711561.53025184,
       6761504.51324773]), 1940: array([1313459.36017039, 1259515.75832191, 1220895.72743139,
       1193246.35410676, 1173451.24189122, 1159279.25820737,
       1149133.06053248, 1141869.05786676, 1136668.51511979,
       1132945.27242459, 1130279.67830454, 1128371.29021531,
       1127005.01127894, 1126026.8464379 , 1125326.54547388,
       1124825.17656382, 1124466.22977254, 1124209.24774516,
       1124025.26570659, 1123893.54680445, 1123799.24483174,
       1123731.73089173, 1123683.39540134, 1123648.79040523,
       1123624.01552976, 1123606.2783668 , 1123593.57973791,
       1123584.48836426]), 1945: array([ 259817.99890768,  476677.42383115,  658221.55101967,
        810201.43443158,  937431.57577297, 1043942.44091082,
       1133108.13917073, 1207753.31021397, 1270242.60451448,
       1322555.59204738, 1366349.47218717, 1403011.57137416,
       1433703.29159868, 1459396.90192731, 1480906.33857309,
       1498912.98921119, 1513987.27834959, 1526606.73754802,
       1537171.1329234 , 1546015.1291591 , 1553418.89119543,
       1559616.95944757, 1564805.67970489, 1569149.42307999,
       1572785.79304658, 1575829.98451741, 1578378.43305157,
       1580511.86979282]), 1950: array([ 39585.57311278,  73024.78250474, 106463.9918967 , 139903.20128866,
       173342.41068062, 206781.62007258, 240220.82946453, 273660.03885649,
       307099.24824845, 340538.45764041, 373977.66703236, 407416.87642432,
       440856.08581628, 474295.29520823, 507734.50460019, 541173.71399215,
       574612.9233841 , 608052.13277606, 641491.34216801, 674930.55155997,
       708369.76095192, 741808.97034388, 775248.17973583, 808687.38912779,
       842126.59851974, 875565.8079117 , 909005.01730365, 942444.22669561]), 1955: array([ 18213.88368046,  23680.94940097,  29090.91656899,  34444.38152723,
        39741.93439012,  44984.15910888,  50171.63353589,  55304.92948839,
        60384.6128115 ,  65411.2434406 ,  70385.37546306,  75307.55717929,
        80178.33116323,  84998.23432209,  89767.7979556 ,  94487.54781452,
        99158.00415865, 103779.68181412, 108353.09023017, 112878.73353533,
       117357.11059293, 121788.71505614, 126174.03542237, 130513.55508711,
       134807.75239724, 139057.10070372, 143262.06841379, 147423.1190426 ]), 1960: array([30405.77760746, 23934.01229399, 19854.20406905, 17282.28831715,
       15660.94969775, 14638.85598537, 13994.52694493, 13588.34118395,
       13332.28121758, 13170.86072313, 13069.10105957, 13004.95165175,
       12964.511792  , 12939.01845836, 12922.94743179, 12912.81623833,
       12906.42952244, 12902.40332947, 12899.86521283, 12898.26518121,
       12897.25651946, 12896.62065794, 12896.21981011, 12895.96711519,
       12895.80781602, 12895.70739364, 12895.64408726, 12895.60417885]), 1965: array([20738.68581615, 22243.91852568, 23749.15123521, 25254.38394474,
       26759.61665427, 28264.8493638 , 29770.08207334, 31275.31478287,
       32780.5474924 , 34285.78020193, 35791.01291146, 37296.24562099,
       38801.47833053, 40306.71104006, 41811.94374959, 43317.17645912,
       44822.40916865, 46327.64187818, 47832.87458772, 49338.10729725,
       50843.34000678, 52348.57271631, 53853.80542584, 55359.03813537,
       56864.27084491, 58369.50355444, 59874.73626397, 61379.9689735 ]), 1970: array([12763.43758931, 15252.73479671, 17180.42750561, 18673.21798838,
       19829.22351515, 20724.42534915, 21417.66279917, 21954.5005757 ,
       22370.22364187, 22692.15640314, 22941.45866998, 23134.51643773,
       23284.01889576, 23399.79245524, 23489.44661378, 23558.87410811,
       23612.63822845, 23654.27275183, 23686.51420814, 23711.48174519,
       23730.81641482, 23745.78903504, 23757.38371756, 23766.36255098,
       23773.31569087, 23778.7001492 , 23782.86983252, 23786.09880338]), 1975: array([ 7521.1751296 ,  9284.97351391, 10462.53208427, 11248.70141006,
       11773.56889807, 12123.98435049, 12357.93099817, 12514.1199835 ,
       12618.39589162, 12688.01325287, 12734.49164922, 12765.52185905,
       12786.23844993, 12800.06939532, 12809.30330121, 12815.46810163,
       12819.58388585, 12822.33169253, 12824.16620113, 12825.39096772,
       12826.20865437, 12826.75456366, 12827.11902718, 12827.36235268,
       12827.52480325, 12827.63325955, 12827.70566785, 12827.75400955]), 1980: array([21032.01214341, 21222.37699254, 21372.07704644, 21489.79891705,
       21582.37362534, 21655.17298343, 21712.42130358, 21757.44052143,
       21792.84295717, 21820.68290012, 21842.57581248, 21859.79206945,
       21873.33067497, 21883.9772307 , 21892.34952198, 21898.93336591,
       21904.11080174, 21908.1822594 , 21911.38399246, 21913.90178718,
       21915.88174308, 21917.43875061, 21918.66315791, 21919.6260134 ,
       21920.38318847, 21920.97861956, 21921.44685761, 21921.81507297]), 1985: array([16555.60140056, 19491.74195526, 21947.15221135, 24000.5414866 ,
       25717.73212931, 27153.76948419, 28354.68639658, 29358.97881666,
       30198.83980507, 30901.19149641, 31488.54810083, 31979.73760746,
       32390.5053244 , 32734.01860186, 33021.28891773, 33261.52485559,
       33462.42729016, 33630.43624244, 33770.93731753, 33888.43434273,
       33986.69373984, 34068.86525954, 34137.5829481 , 34195.049583  ,
       34243.10728395, 34283.2965629 , 34316.90570589, 34345.01206961]), 1990: array([ 12780.64747913,  18022.37145318,  23058.15333817,  27896.08439267,
        32543.9379778 ,  37009.18204711,  41298.99114571,  45420.25793804,
        49379.60428263,  53183.39187183,  56837.73245344,  60348.49765084,
        63721.32839718,  66961.643999  ,  70074.6508437 ,  73065.35076495,
        75938.54907937,  78698.86230748,  81350.72559136,  83898.39982079,
        86345.97847943,  88697.39422209,  90956.4251935 ,  93126.70109886,
        95211.7090359 ,  97214.79909775,  99139.18975575, 100987.97303071]), 1995: array([50963.6587906 , 43481.65760763, 38412.5000837 , 34978.07694287,
       32651.20857183, 31074.72361522, 30006.63362383, 29282.98813331,
       28792.70847506, 28460.53734095, 28235.48688151, 28083.01213554,
       27979.70842216, 27909.71875186, 27862.29979868, 27830.17281321,
       27808.40634377, 27793.6592648 , 27783.66791829, 27776.8986452 ,
       27772.31237065, 27769.20510728, 27767.09989411, 27765.67358356,
       27764.70723878, 27764.05252704, 27763.60895095, 27763.30842211]), 2000: array([30537.01922578, 29380.86472345, 28739.56570245, 28383.8481634 ,
       28186.53776147, 28077.09307451, 28016.38598868, 27982.7128121 ,
       27964.0348801 , 27953.67455241, 27947.9278568 , 27944.74026357,
       27942.97216041, 27941.991424  , 27941.44742638, 27941.14568025,
       27940.97830686, 27940.88546772, 27940.83397145, 27940.80540735,
       27940.78956333, 27940.78077493, 27940.77590016, 27940.7731962 ,
       27940.77169637, 27940.77086443, 27940.77040297, 27940.77014701]), 2005: array([372372.40671745, 383302.55351608, 394232.70031471, 405162.84711333,
       416092.99391196, 427023.14071058, 437953.28750921, 448883.43430783,
       459813.58110646, 470743.72790508, 481673.87470371, 492604.02150233,
       503534.16830096, 514464.31509958, 525394.46189821, 536324.60869683,
       547254.75549546, 558184.90229408, 569115.04909271, 580045.19589133,
       590975.34268996, 601905.48948858, 612835.63628721, 623765.78308584,
       634695.92988446, 645626.07668309, 656556.22348171, 667486.37028034]), 2010: array([103352.35672785, 135147.64319103, 157371.34456386, 172904.87036745,
       183762.21675826, 191351.09079373, 196655.42640698, 200362.95616258,
       202954.37908355, 204765.68558626, 206031.72025015, 206916.63054434,
       207535.14933462, 207967.47055005, 208269.64671066, 208480.85640563,
       208628.48398537, 208731.670074  , 208803.79324301, 208854.20460735,
       208889.4402423 , 208914.068617  , 208931.28291841, 208943.31506331,
       208951.72507703, 208957.60335818, 208961.71205414, 208964.58387705]), 2015: array([ 61839.62011871, 100327.27617516, 124434.41047531, 139534.15890667,
       148992.03970875, 154916.0794153 , 158626.66185752, 160950.82285956,
       162406.5847103 , 163318.41593206, 163889.55067952, 164247.28672976,
       164471.35833844, 164611.70786649, 164699.61721896, 164754.68013479,
       164789.16935141, 164810.77202256, 164824.30307505, 164832.77838722,
       164838.08698509, 164841.41207928, 164843.4947858 , 164844.79931019,
       164845.61641228, 164846.12821248, 164846.44878374, 164846.6495768 ]), 2020: array([ 82254.56025526, 116163.43543455, 137737.1526997 , 151462.91842256,
       160195.61118771, 165751.5797559 , 169286.43292902, 171535.39938772,
       172966.25093506, 173876.59628174, 174455.78190849, 174824.27502097,
       175058.72002042, 175207.88008856, 175302.77964274, 175363.15723238,
       175401.57104118, 175426.01091558, 175441.56020577, 175451.45307271,
       175457.74717457, 175461.75164753, 175464.29939844, 175465.9203445 ,
       175466.95163298, 175467.6077658 , 175468.02521474, 175468.29080672]), 2025: array([103815.96487806, 131451.49770992, 148998.92797582, 160140.82673385,
       167215.47561707, 171707.58759079, 174559.89451337, 176370.99246199,
       177520.96540268, 178251.15107007, 178714.78903057, 179009.18012591,
       179196.10640114, 179314.79692177, 179390.16053594, 179438.01334096,
       179468.39791014, 179487.69086578, 179499.94110158, 179507.71949904,
       179512.65846251, 179515.7945018 , 179517.78575818, 179519.05012433,
       179519.852945  , 179520.36270321, 179520.68637877, 179520.89189948]), 2030: array([241889.33998555, 234093.28394904, 227620.67177173, 222246.83810485,
       217785.2563681 , 214081.06438384, 211005.68908738, 208452.38373652,
       206332.5227159 , 204572.5253285 , 203111.3017985 , 201898.13283592,
       200890.90916236, 200054.6698916 , 199360.38903194, 198783.96798959,
       198305.3991029 , 197908.07117335, 197578.19288833, 197304.31412263,
       197076.92850282, 196888.14343959, 196731.40617482, 196601.27633432,
       196493.23709162, 196403.53838824, 196329.0667686 , 196267.23731152]), 2035: array([1400979.08504471, 1417453.44208226, 1433927.79911981,
       1450402.15615735, 1466876.5131949 , 1483350.87023245,
       1499825.22727   , 1516299.58430755, 1532773.94134509,
       1549248.29838264, 1565722.65542019, 1582197.01245774,
       1598671.36949529, 1615145.72653283, 1631620.08357038,
       1648094.44060793, 1664568.79764548, 1681043.15468302,
       1697517.51172057, 1713991.86875812, 1730466.22579567,
       1746940.58283322, 1763414.93987076, 1779889.29690831,
       1796363.65394586, 1812838.01098341, 1829312.36802096,
       1845786.7250585 ]), 2040: array([3142690.30262158, 3094225.03231017, 3047267.3576306 ,
       3001770.38222646, 2957688.66853323, 2914978.19240003,
       2873596.29912292, 2833501.66084595, 2794654.23528724,
       2757015.22574898, 2720547.04237143, 2685213.26459211,
       2650978.6047728 , 2617808.872958  , 2585670.94272961,
       2554532.71812376, 2524363.10157678, 2495131.96286822,
       2466810.10902998, 2439369.25519149, 2412781.99633172,
       2387021.77991001, 2362062.87934815, 2337880.36833741,
       2314450.09594481, 2291748.66249368, 2269753.39619455,
       2248442.33050301]), 2045: array([234339.36628797, 350633.02473301, 434686.51077823, 495437.79000377,
       539346.94953052, 571083.14200126, 594021.08760067, 610599.93047245,
       622582.60912065, 631243.32137278, 637503.01830002, 642027.33506291,
       645297.37232014, 647660.85485773, 649369.10747569, 650603.78002367,
       651496.16343623, 652141.15077016, 652607.32781367, 652944.26626882,
       653187.79504002, 653363.81015937, 653491.02848387, 653582.97798316,
       653649.43625834, 653697.47025933, 653732.18776058, 653757.28050464]), 2050: array([139130.47330964, 242839.35695877, 320162.39403915, 377812.73076018,
       420795.53962984, 452842.56595105, 476736.11602469, 494550.61554796,
       507832.7101838 , 517735.5445399 , 525118.87758886, 530623.72649894,
       534728.01941405, 537788.08892881, 540069.60870063, 541770.65909967,
       543038.92444448, 543984.51487833, 544689.52607513, 545215.16674344,
       545607.07273507, 545899.26912613, 546117.12425662, 546279.55219664,
       546400.6548562 , 546490.94630574, 546558.26560236, 546608.45737269]), 2055: array([1014383.81211042,  899585.50405074,  822834.58987594,
        771521.09121703,  737214.33183926,  714277.79915753,
        698943.07967362,  688690.71830265,  681836.27836384,
        677253.59295364,  674189.7386116 ,  672141.33192665,
        670771.82493366,  669856.21114581,  669244.05756589,
        668834.78893058,  668561.1634527 ,  668378.22516795,
        668255.91778529,  668174.14651542,  668119.4765484 ,
        668082.92574884,  668058.48891413,  668042.15113498,
        668031.22815618,  668023.92536032,  668019.04291678,
        668015.77865259]), 2060: array([412119.16550512, 487963.89962336, 532942.82169444, 559617.09848105,
       575435.99785272, 584817.22979137, 590380.67075013, 593680.01091185,
       595636.64990261, 596797.01408227, 597485.15585794, 597893.25110227,
       598135.26769586, 598278.79309191, 598363.90931889, 598414.38660231,
       598444.32162448, 598462.07427462, 598472.60229711, 598478.84583015,
       598482.54849177, 598484.74431631, 598486.04652697, 598486.8187893 ,
       598487.27677136, 598487.54837281, 598487.70944319, 598487.80496428]), 2065: array([305675.17294471, 356455.26247617, 390743.56187545, 413896.09048543,
       429529.3995275 , 440085.49712367, 447213.30328165, 452026.2201918 ,
       455276.05172069, 457470.43927471, 458952.15815596, 459952.66093361,
       460628.23159736, 461084.39796882, 461392.41572273, 461600.39891188,
       461740.83564457, 461835.66290426, 461899.69322602, 461942.92849526,
       461972.12229681, 461991.83486166, 462005.14539994, 462014.13309032,
       462020.20185902, 462024.29968083, 462027.06665786, 462028.935007  ]), 2070: array([ 177908.9906895 ,  210900.98680795,  243892.9829264 ,
        276884.97904485,  309876.97516331,  342868.97128176,
        375860.96740021,  408852.96351866,  441844.95963712,
        474836.95575557,  507828.95187402,  540820.94799247,
        573812.94411093,  606804.94022938,  639796.93634783,
        672788.93246628,  705780.92858474,  738772.92470319,
        771764.92082164,  804756.91694009,  837748.91305855,
        870740.909177  ,  903732.90529545,  936724.9014139 ,
        969716.89753236, 1002708.89365081, 1035700.88976926,
       1068692.88588771]), 2075: array([136064.37173633, 147688.18970699, 156484.54745572, 163141.21653285,
       168178.67004126, 171990.7775015 , 174875.6008084 , 177058.69915985,
       178710.76512893, 179960.97081222, 180907.0675661 , 181623.02901121,
       182164.83489817, 182574.8480646 , 182885.12670994, 183119.93096901,
       183297.61976876, 183432.08628006, 183533.84420002, 183610.8497992 ,
       183669.12400832, 183713.22318401, 183746.59536231, 183771.84985441,
       183790.96126409, 183805.42387845, 183816.36850354, 183824.65088012]), 2080: array([32071.26059042, 48118.27491966, 56682.82358222, 61253.86042983,
       63693.49603534, 64995.56864733, 65690.50566294, 66061.40468288,
       66259.35943259, 66365.01105427, 66421.39901757, 66451.49417706,
       66467.55644589, 66476.12913612, 66480.70451826, 66483.14647301,
       66484.44978339, 66485.14538102, 66485.51663262, 66485.71477555,
       66485.82052761, 66485.87696917, 66485.90709294, 66485.92317048,
       66485.93175132, 66485.93633105, 66485.93877532, 66485.94007987]), 2085: array([31195.96067037, 50252.13047844, 62478.7476477 , 70323.45982802,
       75356.70069426, 78586.07521243, 80658.07217339, 81987.48484512,
       82840.44847637, 83387.71793732, 83738.85115322, 83964.14151584,
       84108.68992423, 84201.43353795, 84260.93870984, 84299.11778588,
       84323.61383894, 84339.33073619, 84349.41484479, 84355.88490339,
       84360.03615363, 84362.6996347 , 84364.40854911, 84365.50500462,
       84366.20850076, 84366.65987047, 84366.94947351, 84367.13528553]), 2090: array([1530043.34967281, 1527410.81306987, 1524882.9222674 ,
       1522455.51749663, 1520124.60434349, 1517886.34717563,
       1515737.06283069, 1513673.21455544, 1511691.40618596,
       1509788.37655899, 1507960.99414558, 1506206.25189801,
       1504521.26230152, 1502903.25262277, 1501349.56034717,
       1499857.62879758, 1498425.00292719, 1497049.32527959,
       1495728.33210949, 1494459.84965759, 1493241.79057355,
       1492072.15048119, 1490949.00468015, 1489870.50497872,
       1488834.87665253, 1487840.41552419, 1486885.48515896,
       1485968.5141719 ]), 2095: array([1403212.79542005, 1438758.35720957, 1474303.91899909,
       1509849.48078861, 1545395.04257814, 1580940.60436766,
       1616486.16615718, 1652031.7279467 , 1687577.28973622,
       1723122.85152575, 1758668.41331527, 1794213.97510479,
       1829759.53689431, 1865305.09868383, 1900850.66047336,
       1936396.22226288, 1971941.7840524 , 2007487.34584192,
       2043032.90763144, 2078578.46942097, 2114124.03121049,
       2149669.59300001, 2185215.15478953, 2220760.71657905,
       2256306.27836858, 2291851.8401581 , 2327397.40194762,
       2362942.96373714]), 2100: array([157714.88543374, 229231.3400291 , 265034.82123831, 282959.21743428,
       291932.75766387, 296425.2060215 , 298674.27291479, 299800.22951747,
       300363.92029737, 300646.12237744, 300787.40198824, 300858.13119201,
       300893.54054966, 300911.26763468, 300920.14239447, 300924.5853901 ,
       300926.80969934, 300927.92326145, 300928.48074714, 300928.75984275,
       300928.89956716, 300928.96951778, 300929.00453735, 300929.02206929,
       300929.03084636, 300929.03524045, 300929.03744027, 300929.03854158]), 2105: array([ 21885.19136837,  39661.22399686,  54281.48943836,  66306.22893155,
        76196.2244626 ,  84330.45569974,  91020.62230413,  96523.08810448,
       101048.70483039, 104770.8918449 , 107832.28148749, 110350.18467376,
       112421.08619091, 114124.34194638, 115525.21984643, 116677.40082955,
       117625.03589312, 118404.43793747, 119045.47325801, 119572.70600671,
       120006.33947806, 120362.99028918, 120656.32512027, 120897.58441492,
       121096.01310831, 121259.21488844, 121393.44356566, 121503.84271557]), 2110: array([ 445301.78813346,  472246.56590394,  499191.34367441,
        526136.12144488,  553080.89921536,  580025.67698583,
        606970.45475631,  633915.23252678,  660860.01029726,
        687804.78806773,  714749.56583821,  741694.34360868,
        768639.12137916,  795583.89914963,  822528.6769201 ,
        849473.45469058,  876418.23246105,  903363.01023153,
        930307.788002  ,  957252.56577248,  984197.34354295,
       1011142.12131343, 1038086.8990839 , 1065031.67685438,
       1091976.45462485, 1118921.23239533, 1145866.0101658 ,
       1172810.78793627]), 2115: array([1155155.60538877, 1174791.3908235 , 1194427.17625824,
       1214062.96169297, 1233698.74712771, 1253334.53256244,
       1272970.31799718, 1292606.10343191, 1312241.88886664,
       1331877.67430138, 1351513.45973611, 1371149.24517085,
       1390785.03060558, 1410420.81604032, 1430056.60147505,
       1449692.38690979, 1469328.17234452, 1488963.95777926,
       1508599.74321399, 1528235.52864873, 1547871.31408346,
       1567507.09951819, 1587142.88495293, 1606778.67038766,
       1626414.4558224 , 1646050.24125713, 1665686.02669187,
       1685321.8121266 ]), 2120: array([1137225.33251523,  993364.14723178,  881533.18562726,
        794601.02287084,  727024.0226101 ,  674492.82104507,
        633657.52017026,  601914.06584487,  577238.18808909,
        558056.31403162,  543145.22166854,  531554.03538538,
        522543.58892181,  515539.28897445,  510094.47356482,
        505861.92854707,  502571.74587246,  500014.11163893,
        498025.9263254 ,  496480.40398717,  495278.9871566 ,
        494345.06186475,  493619.071993  ,  493054.72139827,
        492616.02162275,  492274.99692136,  492009.90025744,
        491803.82650108]), 2125: array([1659436.16470753, 1563790.2971312 , 1477486.14704109,
       1399611.31029676, 1329342.49713281, 1265936.82837126,
       1208723.98173162, 1157099.10520959, 1110516.42260509,
       1068483.46359732, 1030555.85736756,  996332.63472808,
        965451.98909132,  937587.45146466,  912444.43903286,
        889757.14083987,  869285.7076457 ,  850813.71624953,
        834145.88147198,  819105.99160772,  805535.04552217,
        793289.57169763,  782240.11145791,  772269.85033626,
        763273.38311729,  755155.59949713,  747830.67858097,
        741221.1815879 ]), 2130: array([381951.91949087, 407289.10869959, 425026.78562817, 437444.31072266,
       446137.38423465, 452223.09990745, 456483.49586511, 459466.0495518 ,
       461554.03071187, 463015.75304204, 464039.05354464, 464755.43031266,
       465256.94054593, 465608.03025918, 465853.81584555, 466025.88170846,
       466146.33898024, 466230.66688863, 466289.70189772, 466331.03023568,
       466359.96275462, 466380.21739572, 466394.39695909, 466404.32357376,
       466411.2728483 , 466416.13779152, 466419.54356752, 466421.92783177]), 2135: array([158502.77649407, 225302.2006725 , 265491.1180295 , 289670.20487332,
       304217.20636152, 312969.20157393, 318234.7142131 , 321402.6345193 ,
       323308.56842436, 324455.24627585, 325145.12859109, 325560.18641074,
       325809.90000659, 325960.136617  , 326050.5243231 , 326104.90479262,
       326137.62202368, 326157.30587741, 326169.14838625, 326176.27326217,
       326180.55984178, 326183.13880104, 326184.69039496, 326185.62388924,
       326186.1855127 , 326186.52340542, 326186.72669374, 326186.84899925]), 2140: array([745554.1743067 , 609376.50981016, 516788.69984958, 453837.82912501,
       411037.24742133, 381936.93835352, 362151.5066109 , 348699.30208863,
       339553.08739576, 333334.53466192, 329106.51253451, 326231.86116867,
       324277.37270431, 322948.50715812, 322045.00546342, 321430.71057507,
       321013.0487023 , 320729.07850611, 320536.00588546, 320404.7349375 ,
       320315.4832263 , 320254.80058421, 320213.54218141, 320185.49040676,
       320166.41787831, 320153.45037995, 320144.63371918, 320138.63923164]), 2145: array([1525302.64776025, 1369051.22148478, 1239126.433534  ,
       1131092.53633107, 1041261.15673879,  966565.37172703,
        904455.00089841,  852809.54106608,  809865.77039287,
        774157.55043278,  744465.77086312,  719776.72797613,
        699247.5159346 ,  682177.2492185 ,  667983.13377125,
        656180.56989333,  646366.60757844,  638206.18944267,
        631420.71156798,  625778.51171722,  621086.96017967,
        617185.88322181,  613942.09461386,  611244.84853366,
        609002.05860609,  607137.15399239,  605586.46519383,
        604297.05031851]), 2150: array([2725566.45704242, 2805547.57055214, 2885528.68406185,
       2965509.79757157, 3045490.91108128, 3125472.02459099,
       3205453.13810071, 3285434.25161042, 3365415.36512013,
       3445396.47862985, 3525377.59213956, 3605358.70564927,
       3685339.81915899, 3765320.9326687 , 3845302.04617841,
       3925283.15968813, 4005264.27319784, 4085245.38670755,
       4165226.50021727, 4245207.61372698, 4325188.72723669,
       4405169.84074641, 4485150.95425612, 4565132.06776583,
       4645113.18127555, 4725094.29478526, 4805075.40829497,
       4885056.52180469]), 2155: array([ 828554.38827577,  858751.94401607,  886714.57723404,
        912607.6946508 ,  936584.46122826,  958786.70618227,
        979345.76194174,  998383.24101635, 1016011.75536817,
       1032335.58254271, 1047451.28249938, 1061448.26879046,
       1074409.33746704, 1086411.15684053, 1097524.72099703,
       1107815.76974698, 1117345.17749434, 1126169.31332559,
       1134340.37444845, 1141906.69495283, 1148913.03172039,
       1155400.82917386, 1161408.46443229, 1166971.47432235,
       1172122.76558849, 1176892.80954545, 1181309.82232453,
       1185399.93177985]), 2160: array([453969.9208712 , 540506.47490979, 600592.68362409, 642313.23186834,
       671281.67875566, 691395.77002193, 705361.88525901, 715059.18513866,
       721792.45515394, 726467.66636338, 729713.87508564, 731967.86332197,
       733532.90839584, 734619.58934819, 735374.12064695, 735898.02555167,
       736261.79621253, 736514.37848942, 736689.75768698, 736811.53132571,
       736896.08422192, 736954.79308809, 736995.55728566, 737023.8616954 ,
       737043.51471591, 737057.16068905, 737066.63569992, 737073.21462472]), 2165: array([765546.72227349, 640911.96275437, 573016.52076169, 536030.12097108,
       515881.58479072, 504905.56353671, 498926.31812204, 495669.09267565,
       493894.70195025, 492928.0932527 , 492401.5280713 , 492114.67891408,
       491958.41632417, 491873.29145492, 491826.91923384, 491801.65772205,
       491787.8963804 , 491780.39981701, 491776.31602461, 491774.09135718,
       491772.87945787, 491772.21926934, 491771.85962816, 491771.66371173,
       491771.55698522, 491771.4988454 , 491771.46717342, 491771.44991994]), 2170: array([857375.25227463, 800375.57556387, 759467.27252969, 730107.64535797,
       709036.4289122 , 693913.7517778 , 683060.30322156, 675270.85268209,
       669680.41390196, 665668.19178232, 662788.64565535, 660722.01383635,
       659238.8054115 , 658174.31622124, 657410.33914479, 656862.0376884 ,
       656468.52524366, 656186.10388153, 655983.41187814, 655837.94112504,
       655733.53769692, 655658.60802501, 655604.83147921, 655566.2363966 ,
       655538.53695291, 655518.65723953, 655504.38969651, 655494.14997223]), 2175: array([438258.47348545, 533526.75561382, 582018.32340527, 606700.53761486,
       619263.78780526, 625658.48375944, 628913.38481823, 630570.12987356,
       631413.41331868, 631842.64470013, 632061.12352821, 632172.32927965,
       632228.93302136, 632257.74433313, 632272.40929451, 632279.87376172,
       632283.67317649, 632285.6070791 , 632286.59143577, 632287.09247344,
       632287.34750168, 632287.47731109, 632287.54338409, 632287.57701526,
       632287.59413353, 632287.60284673, 632287.60728175, 632287.60953917]), 2180: array([1086534.76699935, 1022805.36902267,  975082.06942766,
        939344.82105339,  912583.24060522,  892543.02428572,
        877536.05297062,  866298.19084071,  857882.79891391,
        851580.99342252,  846861.93187474,  843328.09670286,
        840681.80974613,  838700.15686283,  837216.21040727,
        836104.96781704,  835272.8218257 ,  834649.67530758,
        834183.03653614,  833833.59746095,  833571.92253218,
        833375.96915088,  833229.23087593,  833119.34697808,
        833037.06121446,  832975.44211441,  832929.29909618,
        832894.74523011]), 2185: array([ 7195055.14206894,  7315311.14238049,  7435567.1426921 ,
        7555823.14300375,  7676079.14331545,  7796335.1436272 ,
        7916591.143939  ,  8036847.14425084,  8157103.14456273,
        8277359.14487467,  8397615.14518666,  8517871.14549869,
        8638127.14581078,  8758383.14612291,  8878639.14643509,
        8998895.14674731,  9119151.14705959,  9239407.14737191,
        9359663.14768428,  9479919.1479967 ,  9600175.14830916,
        9720431.14862168,  9840687.14893424,  9960943.14924685,
       10081199.1495595 , 10201455.1498722 , 10321711.15018496,
       10441967.15049776]), 2190: array([2707174.04444043, 2449686.25072814, 2250840.76173871,
       2097281.91562258, 1978695.77449182, 1887117.37817039,
       1816395.7694492 , 1761780.85871678, 1719604.37930341,
       1687033.50457613, 1661880.57822346, 1642456.17806839,
       1627455.64428978, 1615871.45060313, 1606925.53272113,
       1600017.02886523, 1594681.92226618, 1590561.87500023,
       1587380.15985387, 1584923.07365579, 1583025.58368355,
       1581560.24307091, 1580428.63070803, 1579554.7406863 ,
       1578879.8772833 , 1578358.71260425, 1577956.24208728,
       1577645.43338603]), 2195: array([ 561917.0073888 ,  830247.93830547,  970705.21138688,
       1044227.28166805, 1082712.25791628, 1102857.13946222,
       1113401.9362131 , 1118921.58835222, 1121810.83889509,
       1123323.21114049, 1124114.85927716, 1124529.24586367,
       1124746.15566883, 1124859.69665955, 1124919.12945727,
       1124950.23943282, 1124966.52388544, 1124975.04794862,
       1124979.50985193, 1124981.84542603, 1124983.06797748,
       1124983.70791952, 1124984.04289586, 1124984.21823854,
       1124984.3100213 , 1124984.3580648 , 1124984.38321307,
       1124984.39637688]), 2200: array([952113.62953085, 946672.34291082, 942879.53046705, 940235.77592182,
       938392.96449914, 937108.44512284, 936213.07948325, 935588.97085295,
       935153.94010662, 934850.70483465, 934639.33671654, 934492.00398358,
       934389.30668753, 934317.72222421, 934267.82475286, 934233.0440542 ,
       934208.80040084, 934191.90152442, 934180.12227564, 934171.91162906,
       934166.18845278, 934162.19915104, 934159.41843494, 934157.48015539,
       934156.12909059, 934155.1873399 , 934154.53089889, 934154.07333107]), 2205: array([1227962.89188667,  997015.91550271,  871691.93791676,
        803684.55542629,  766780.17238408,  746753.91291265,
        735886.61110848,  729989.44151115,  726789.32708658,
        725052.7766684 ,  724110.43306602,  723599.06785851,
        723321.57419824,  723170.99154155,  723089.27747112,
        723044.93511821,  723020.87262504,  723007.81505052,
        723000.72932373,  722996.88423566,  722994.79768861,
        722993.66541842,  722993.05098906,  722992.71756737,
        722992.53663522,  722992.43845192,  722992.3851725 ,
        722992.35626028]), 2210: array([ 9058100.07921344,  9176810.83284702,  9295521.5864806 ,
        9414232.34011417,  9532943.09374775,  9651653.84738133,
        9770364.60101491,  9889075.35464849, 10007786.10828206,
       10126496.86191564, 10245207.61554921, 10363918.36918279,
       10482629.12281637, 10601339.87644994, 10720050.63008352,
       10838761.3837171 , 10957472.13735067, 11076182.89098425,
       11194893.64461783, 11313604.39825141, 11432315.15188499,
       11551025.90551857, 11669736.65915215, 11788447.41278573,
       11907158.1664193 , 12025868.92005288, 12144579.67368646,
       12263290.42732004]), 2215: array([ 849903.31042241, 1126334.59242712, 1272281.27589021,
       1349336.35540004, 1390018.91931571, 1411497.98360687,
       1422838.22764311, 1428825.50590898, 1431986.59317644,
       1433655.5439532 , 1434536.69542407, 1435001.91460574,
       1435247.53513087, 1435377.21474156, 1435445.68133823,
       1435481.82946387, 1435500.91449293, 1435510.9907646 ,
       1435516.31070676, 1435519.11946237, 1435520.60239355,
       1435521.38533275, 1435521.79869906, 1435522.01694297,
       1435522.13216862, 1435522.19300399, 1435522.22512308,
       1435522.24208091]), 2220: array([3842046.58554152, 3006596.35475963, 2519532.6093576 ,
       2235576.62569233, 2070031.55808981, 1973519.5245916 ,
       1917253.44101171, 1884450.56610931, 1865326.63685386,
       1854177.47168906, 1847677.55829722, 1843888.13788081,
       1841678.92273799, 1840390.96019729, 1839640.08380047,
       1839202.32622176, 1838947.11551259, 1838798.32881137,
       1838711.58683047, 1838661.01664383, 1838631.53445135,
       1838614.34646508, 1838604.32594601, 1838598.48402825,
       1838595.07821633, 1838593.09264323, 1838591.935063  ,
       1838591.26019891]), 2225: array([1746371.74493227, 1860882.95368745, 1921138.75038451,
       1952845.34989619, 1969529.36218546, 1978308.48925539,
       1982928.0658161 , 1985358.88694789, 1986637.98499878,
       1987311.04637808, 1987665.21126793, 1987851.5728288 ,
       1987949.63627993, 1988001.23726676, 1988028.38970542,
       1988042.67731832, 1988050.19546006, 1988054.15150616,
       1988056.23317757, 1988057.32855304, 1988057.9049396 ,
       1988058.2082342 , 1988058.36782782, 1988058.45180597,
       1988058.49599528, 1988058.51924769, 1988058.53148311,
       1988058.53792139]), 2230: array([2233246.72674125, 2392155.37439645, 2475872.99483149,
       2519977.83163379, 2543213.52107705, 2555454.74682568,
       2561903.77465396, 2565301.30695866, 2567091.22414754,
       2568034.20371498, 2568530.9923207 , 2568792.71476655,
       2568930.59763638, 2569003.23827572, 2569041.50744207,
       2569061.66873342, 2569072.29027832, 2569077.88601195,
       2569080.83400447, 2569082.38709125, 2569083.20530178,
       2569083.63635849, 2569083.86345149, 2569083.98309058,
       2569084.04611987, 2569084.07932551, 2569084.09681918,
       2569084.10603535]), 2235: array([11839774.89307389, 10391812.55642692,  9249914.87496426,
        8349387.09055426,  7639209.37178036,  7079146.26104208,
        6637467.11550175,  6289148.39237057,  6014455.92814904,
        5797826.89017544,  5626988.05691382,  5492260.47273025,
        5386011.082042  ,  5302220.27491045,  5236140.8431671 ,
        5184029.0250691 ,  5142932.40069094,  5110522.62116447,
        5084963.49496254,  5064806.9575917 ,  5048911.03080719,
        5036375.12329044,  5026489.00721815,  5018692.57996592,
        5012544.13122684,  5007695.31770313,  5003871.42755044,
        5000855.81644716]), 2240: array([9933359.25317017, 9867647.77222733, 9804616.22801581,
       9744155.32363983, 9686160.21970116, 9630530.3525073 ,
       9577169.25969369, 9525984.41295766, 9476887.05761409,
       9429792.05869452, 9384617.75332278, 9341285.80911138,
       9299721.08833285, 9259851.51763073, 9221607.96304412,
       9184924.11012914, 9149736.34896955, 9115983.66387691,
       9083607.52758916, 9052551.79978424, 9022762.62973251,
       8994188.36291947, 8966779.45147667, 8940488.36826551,
       8915269.52446507, 8891079.19052093, 8867875.42031801,
       8845617.97844584]), 2245: array([4352350.97282768, 4214894.98031971, 4120317.17617508,
       4055242.08651465, 4010466.59894002, 3979658.43105262,
       3958460.60027533, 3943875.24643978, 3933839.66550023,
       3926934.59580294, 3922183.50188903, 3918914.46995041,
       3916665.18378404, 3915117.54266177, 3914052.67458088,
       3913319.98273561, 3912815.84766972, 3912468.97310533,
       3912230.30301161, 3912066.08395526, 3911953.09158974,
       3911875.34619923, 3911821.85279976, 3911785.04619595,
       3911759.72108859, 3911742.29592582, 3911730.30638937,
       3911722.05688341]), 2250: array([2131870.48007408, 2852165.62148427, 3244002.4415757 ,
       3457159.63888619, 3573116.04837998, 3636195.73357167,
       3670510.75506341, 3689177.94873122, 3699332.80524255,
       3704856.9945021 , 3707862.12480023, 3709496.90009203,
       3710386.20936967, 3710869.98900305, 3711133.16261379,
       3711276.32769271, 3711354.20875291, 3711396.57564562,
       3711419.62301546, 3711432.16066508, 3711438.98108144,
       3711442.69135255, 3711444.70972078, 3711445.80770263,
       3711446.40499906, 3711446.72992522, 3711446.90668337,
       3711447.00283888]), 2255: array([1259396.49294865, 1895041.65135009, 2243743.31411312,
       2435033.76603678, 2539971.71415901, 2597538.48158187,
       2629118.40829872, 2646442.49676311, 2655946.12999863,
       2661159.62477274, 2664019.63915736, 2665588.58333677,
       2666449.27335684, 2666921.42993218, 2667180.44517162,
       2667322.5355242 , 2667400.48332504, 2667443.24386117,
       2667466.70139852, 2667479.56971376, 2667486.62900284,
       2667490.50158144, 2667492.62599721, 2667493.79140734,
       2667494.43072701, 2667494.78144443, 2667494.97384069,
       2667495.07938526]), 2260: array([5534635.28152431, 4321879.21127393, 3537589.02025706,
       3030388.01024829, 2702380.76560791, 2490258.25320456,
       2353078.47744187, 2264364.22139666, 2206992.65053719,
       2169890.41590644, 2145896.37506053, 2130379.41221868,
       2120344.58159629, 2113855.0496791 , 2109658.2648913 ,
       2106944.20126084, 2105189.0144303 , 2104053.93389072,
       2103319.87651922, 2102845.16110839, 2102538.16232326,
       2102339.62599618, 2102211.23241587, 2102128.20019852,
       2102074.50320602, 2102039.77732376, 2102017.32007164,
       2102002.79695114]), 2265: array([1917192.21707028, 2520918.86258648, 2834175.42598722,
       2996715.33579977, 3081052.66618181, 3124812.90515434,
       3147518.84695091, 3159300.3135282 , 3165413.38102197,
       3168585.27765624, 3170231.08449033, 3171085.04678717,
       3171528.14350382, 3171758.05377156, 3171877.34766209,
       3171939.24586464, 3171971.36307919, 3171988.02778719,
       3171996.67462959, 3172001.16122987, 3172003.48919899,
       3172004.69711586, 3172005.32386953, 3172005.64907416,
       3172005.81781358, 3172005.90536766, 3172005.95079698,
       3172005.97436896]), 2270: array([1881552.69831775, 2503539.37853635, 2823901.17151683,
       2988907.40342776, 3073895.86698998, 3117670.20723771,
       3140216.7127728 , 3151829.56425079, 3157810.90442964,
       3160891.66632546, 3162478.45015232, 3163295.74243206,
       3163716.69874584, 3163933.5174073 , 3164045.1924919 ,
       3164102.7121004 , 3164132.33827326, 3164147.59759337,
       3164155.45709151, 3164159.50522146, 3164161.59025996,
       3164162.66418435, 3164163.21732216, 3164163.5022225 ,
       3164163.64896388, 3164163.72454481, 3164163.76347369,
       3164163.78352448]), 2275: array([11120338.3806747 ,  8881034.07417654,  7504164.8670509 ,
        6657576.57262861,  6137039.30115527,  5816979.29940694,
        5620185.6972328 ,  5499184.25486222,  5424784.73732708,
        5379039.09908494,  5350911.72020519,  5333617.18737002,
        5322983.38934477,  5316445.04213878,  5312424.84313889,
        5309952.96462135,  5308433.09373794,  5307498.57875839,
        5306923.97847062,  5306570.67702769,  5306353.44443621,
        5306219.87578048,  5306137.74912687,  5306087.2523453 ,
        5306056.20365602,  5306037.1129125 ,  5306025.3746879 ,
        5306018.15726776]), 2280: array([20903068.13597129, 17892528.24637126, 15641956.3627629 ,
       13959509.3635433 , 12701772.1964706 , 11761532.90086733,
       11058643.65171356, 10533188.80326569, 10140377.56296035,
        9846725.93720031,  9627202.49066021,  9463094.61808803,
        9340413.44546327,  9248701.3911865 ,  9180140.74149829,
        9128887.25336374,  9090571.97983723,  9061928.85253325,
        9040516.27560921,  9024508.99939031,  9012542.53253968,
        9003596.83016477,  8996909.34320814,  8991910.01728372,
        8988172.70013294,  8985378.81557797,  8983290.20746912,
        8981728.83879172]), 2285: array([27169973.13697223, 23200828.05896581, 20351914.3560932 ,
       18307063.60690065, 16839341.16158504, 15785861.25488092,
       15029710.1737474 , 14486971.33852064, 14097412.35935245,
       13817800.530604  , 13617104.9261977 , 13473052.63124189,
       13369656.92537468, 13295443.09910375, 13242175.00674365,
       13203941.0305931 , 13176498.01794683, 13156800.38199765,
       13142662.10691146, 13132514.14687564, 13125230.29560941,
       13120002.20158054, 13116249.65829325, 13113556.2137903 ,
       13111622.95340259, 13110235.32662112, 13109239.33658435,
       13108524.44972385]), 2290: array([18488697.82019197, 19340248.05095989, 20171855.77119652,
       20983988.01585989, 21777100.88238583, 22551639.78683447,
       23308039.71403813, 24046725.46189088, 24768111.87991716,
       25472604.10225324, 26160597.7751726 , 26832479.27928275,
       27488625.9465185 , 28129406.2720534 , 28755180.12124844,
       29366298.93175418, 29963105.91087989, 30545936.2283404 ,
       31115117.2044891 , 31670968.49414258, 32213802.26610043,
       32743923.37846069, 33261629.54982965, 33767211.52652211,
       34260953.24584594, 34743131.99556259, 35214018.56961332,
       35673877.42019837]), 2295: array([15118972.54103363, 15237393.16239116, 15349718.58581117,
       15456262.53568957, 15557322.58879299, 15653181.00538936,
       15744105.51759953, 15830350.0771719 , 15912155.56476844,
       15989750.46274335, 16063351.49329318, 16133164.22376094,
       16199383.6407848 , 16262194.69489483, 16321772.81707902,
       16378284.40876122, 16431887.30655954, 16482731.22312335,
       16530958.16527998, 16576702.83065917, 16620092.98390293,
       16661249.8135116 , 16700288.27032278, 16737317.38856851,
       16772440.59040734, 16805755.97478201, 16837356.59140931,
       16867330.70066751]), 2300: array([2992390.72974112, 3226761.48617442, 3451329.39821751,
       3666504.48186217, 3872679.60367832, 4070231.19810968,
       4259519.9547676 , 4440891.47697797, 4614676.91278362,
       4781193.55955427, 4940745.44330793, 5093623.87380145,
       5240107.97640376, 5380465.20172281, 5514951.81391683,
       5643813.35858123, 5767285.11106571, 5885592.50603985,
       5998951.54909163, 6107569.21111033, 6211643.80617393,
       6311365.35363078, 6406915.92503693, 6498469.97658222,
       6586194.66761235, 6670250.16582836, 6750789.93972069,
       6827961.03877191]), 2305: array([ 733482.01091603, 1016193.16542846, 1233141.16064223,
       1399623.56459423, 1527379.48507796, 1625417.32470064,
       1700649.98680735, 1758382.32229583, 1802685.18846619,
       1836682.49576897, 1862771.4828651 , 1882791.75216584,
       1898154.98498884, 1909944.48288362, 1918991.5540445 ,
       1925934.13101602, 1931261.75297768, 1935350.0844262 ,
       1938487.4042573 , 1940894.9330613 , 1942742.43196296,
       1944160.17292039, 1945248.12454004, 1946083.00112346,
       1946723.67199241, 1947215.31251806, 1947592.58955401,
       1947882.10588644]), 2310: array([1477885.58830127, 1420447.15784836, 1372882.3491635 ,
       1333493.89430168, 1300876.28436488, 1273865.61634753,
       1251498.06127045, 1232975.47161053, 1217636.90078651,
       1204935.01842324, 1194416.57981371, 1185706.25266547,
       1178493.22401686, 1172520.10941389, 1167573.76859115,
       1163477.69993001, 1160085.74230353, 1157276.85956948,
       1154950.82160482, 1153024.62776718, 1151429.54516037,
       1150108.65601993, 1149014.82670106, 1148109.02579607,
       1147358.93136603, 1146737.77758834, 1146223.3996646 ,
       1145797.44290809]), 2315: array([1935545.99948405, 1993057.3157429 , 2050568.63200175,
       2108079.94826061, 2165591.26451946, 2223102.58077831,
       2280613.89703716, 2338125.21329602, 2395636.52955487,
       2453147.84581372, 2510659.16207257, 2568170.47833143,
       2625681.79459028, 2683193.11084913, 2740704.42710798,
       2798215.74336684, 2855727.05962569, 2913238.37588454,
       2970749.69214339, 3028261.00840225, 3085772.3246611 ,
       3143283.64091995, 3200794.9571788 , 3258306.27343766,
       3315817.58969651, 3373328.90595536, 3430840.22221421,
       3488351.53847307]), 2320: array([352676.15625971, 392097.04678501, 413002.82954976, 424089.63523026,
       429969.21704648, 433087.29120867, 434740.87589969, 435617.80896418,
       436082.86624476, 436329.49655553, 436460.29014317, 436529.65291743,
       436566.43755296, 436585.94527055, 436596.29065091, 436601.77703823,
       436604.68659253, 436606.22959447, 436607.04788301, 436607.48183979,
       436607.7119768 , 436607.83402363, 436607.89874779, 436607.93307247,
       436607.95127562, 436607.96092916, 436607.96604865, 436607.96876363]), 2325: array([246245.27718477, 365716.87481867, 446195.65585314, 500407.99020764,
       536926.64964042, 561526.44787171, 578097.43055343, 589260.02076884,
       596779.39500938, 601844.61624191, 605256.66428126, 607555.0973187 ,
       609103.37400375, 610146.32833587, 610848.88605658, 611322.14489039,
       611640.94278724, 611855.69228957, 612000.3524307 , 612097.7987866 ,
       612163.44086467, 612207.65885901, 612237.44510406, 612257.50979509,
       612271.02582658, 612280.13053231, 612286.26366883, 612290.39508885]), 2330: array([1101186.35098364, 1137112.06487542, 1172776.58026407,
       1208181.79619768, 1243329.59791726, 1278221.85695716,
       1312860.4312447 , 1347247.16519911, 1381383.88982975,
       1415272.42283357, 1448914.56869195, 1482312.11876675,
       1515466.85139569, 1548380.53198707, 1581054.91311377,
       1613491.73460653, 1645692.72364665, 1677659.59485791,
       1709394.0503979 , 1740897.78004865, 1772172.46130657,
       1803219.75947184, 1834041.32773704, 1864638.80727518,
       1895013.82732708, 1925168.00528817, 1955102.94679455,
       1984820.24580853]), 2335: array([2127531.99955955, 2166101.87429987, 2204671.74904019,
       2243241.6237805 , 2281811.49852082, 2320381.37326113,
       2358951.24800145, 2397521.12274177, 2436090.99748208,
       2474660.8722224 , 2513230.74696272, 2551800.62170303,
       2590370.49644335, 2628940.37118366, 2667510.24592398,
       2706080.1206643 , 2744649.99540461, 2783219.87014493,
       2821789.74488524, 2860359.61962556, 2898929.49436588,
       2937499.36910619, 2976069.24384651, 3014639.11858682,
       3053208.99332714, 3091778.86806746, 3130348.74280777,
       3168918.61754809]), 2340: array([632335.15300278, 572776.47616047, 530856.25223564, 501350.80874567,
       480583.47703721, 465966.44318596, 455678.28091225, 448436.98394001,
       443340.21539718, 439752.86776059, 437227.92220782, 435450.74567231,
       434199.88446664, 433319.46897355, 432699.79075747, 432263.63181378,
       431956.64244539, 431740.56875557, 431588.48583598, 431481.44265802,
       431406.10058818, 431353.07126306, 431315.74670681, 431289.47591238,
       431270.98528022, 431257.97069559, 431248.81041314, 431242.36297153]), 2345: array([373000.27742027, 450478.83770544, 512429.0822005 , 561963.20853004,
       601569.66515068, 633238.16366434, 658559.63606253, 678806.15845877,
       694994.85644187, 707939.0024665 , 718288.87226344, 726564.41277494,
       733181.36275605, 738472.13826392, 742702.53226033, 746085.06726644,
       748789.67186765, 750952.21742464, 752681.34385   , 754063.91735703,
       755169.39436226, 756053.31077094, 756760.07193725, 757325.18345832,
       757777.03487073, 758138.32585719, 758427.20661159, 758658.18965127]), 2350: array([215430.47844509, 235774.70384913, 253751.57794763, 269636.57705353,
       283673.12173933, 296076.30699624, 307036.19833423, 316720.74433209,
       325278.35026927, 332840.15227755, 339522.02686167, 345426.3665824 ,
       350643.64911277, 355253.82371132, 359327.53635873, 362927.21233171,
       366108.01280343, 368918.68012926, 371402.28477116, 373596.88530625,
       375536.11163374, 377249.68031702, 378763.84995811, 380101.82358262,
       381284.10420119, 382328.80899614, 383251.94694786, 384067.66415528]), 2355: array([244498.76267013, 259573.09696086, 272135.21724411, 282603.79668301,
       291327.73444171, 298597.78387507, 304656.24282162, 309705.02896036,
       313912.40936841, 317418.60856394, 320340.48194037, 322775.41034909,
       324804.54563039, 326495.51526016, 327904.6762536 , 329078.99344444,
       330057.60473948, 330873.1255155 , 331552.73563189, 332119.08528708,
       332591.04990945, 332984.35924181, 333312.12158582, 333585.26067843,
       333812.87976058, 334002.56497213, 334160.63818435, 334292.36769672]), 2360: array([92399.26250317, 92399.26250241, 92399.26250203, 92399.26250185,
       92399.26250176, 92399.26250171, 92399.26250169, 92399.26250168,
       92399.26250167, 92399.26250167, 92399.26250167, 92399.26250167,
       92399.26250167, 92399.26250167, 92399.26250167, 92399.26250167,
       92399.26250167, 92399.26250167, 92399.26250167, 92399.26250167,
       92399.26250167, 92399.26250167, 92399.26250167, 92399.26250167,
       92399.26250167, 92399.26250167, 92399.26250167, 92399.26250167]), 2365: array([136941.48258655, 140216.36493656, 142211.09255481, 143426.0791851 ,
       144166.12634656, 144616.8883447 , 144891.44703441, 145058.68046226,
       145160.54217867, 145222.58604995, 145260.37691091, 145283.39528716,
       145297.41575749, 145305.95561218, 145311.15722927, 145314.32552912,
       145316.25533745, 145317.4307818 , 145318.1467438 , 145318.58283555,
       145318.8484586 , 145319.01024935, 145319.10879593, 145319.16882055,
       145319.20538149, 145319.22765073, 145319.2412149 , 145319.24947682]), 2370: array([321738.51296439, 274869.01351828, 246769.76528226, 229923.67644494,
       219824.09275747, 213769.18044843, 210139.13348762, 207962.84417654,
       206658.11307618, 205875.89940837, 205406.94590375, 205125.79843912,
       204957.24463562, 204856.19309418, 204795.61057504, 204759.29008379,
       204737.51518729, 204724.46068   , 204716.634229  , 204711.94210743,
       204709.1290821 , 204707.44261441, 204706.43154164, 204705.8253823 ,
       204705.46197706, 204705.244108  , 204705.11349092, 204705.03518325]), 2375: array([ 82567.5095366 , 137455.62934442, 173968.92202073, 198258.70543349,
       214417.02847132, 225166.0499409 , 232316.63495413, 237073.42757719,
       240237.79469076, 242342.83058848, 243743.16625485, 244674.71330384,
       245294.40751382, 245706.64746917, 245980.88237091, 246163.31199803,
       246284.66988733, 246365.40094801, 246419.1057726 , 246454.83190032,
       246478.598037  , 246494.40801387, 246504.92530458, 246511.92173505,
       246516.57597925, 246519.67212795, 246521.73178283, 246523.10192962]), 2380: array([140911.80861819, 154637.04545627, 165840.13949225, 174984.5584527 ,
       182448.60346168, 188541.05921386, 193513.96827962, 197573.05800997,
       200886.25139861, 203590.61399215, 205798.02423943, 207599.80186033,
       209070.48570767, 210270.91741121, 211250.75837258, 212050.54423858,
       212703.36184538, 213236.21800835, 213671.15678367, 214026.17142256,
       214315.94874521, 214552.47672891, 214745.54044612, 214903.12686918,
       215031.75528827, 215136.74701205, 215222.44550806, 215292.3960904 ]), 2385: array([25187.55048155, 38846.69014987, 46815.65204167, 51464.87264963,
       54177.30276976, 55759.77815154, 56683.01975521, 57221.65376403,
       57535.90151273, 57719.23870635, 57826.20057545, 57888.60385116,
       57925.01092644, 57946.25140003, 57958.64343414, 57965.87314626,
       57970.09107665, 57972.55188512, 57973.98756038, 57974.82515643,
       57975.31382344, 57975.59891964, 57975.76524935, 57975.86228878,
       57975.91890315, 57975.95193288, 57975.97120296, 57975.98244543]), 2390: array([348061.79437286, 279724.70045653, 232180.32571878, 199102.13290053,
       176088.54094235, 160077.22443157, 148937.62237057, 141187.43305953,
       135795.37021671, 132043.93389251, 129433.93565903, 127618.07362911,
       126354.71840174, 125475.76041693, 124864.24029785, 124438.78554064,
       124142.78260502, 123936.84357999, 123793.56499411, 123693.88134665,
       123624.52813862, 123576.27681971, 123542.70678247, 123519.3509981 ,
       123503.10160701, 123491.7963686 , 123483.9309406 , 123478.4587024 ]), 2395: array([1016582.21187694, 1034194.93474858, 1051788.16865733,
       1069361.93516829, 1086916.25582265, 1104451.1521378 ,
       1121966.64560729, 1139462.75770092, 1156939.50986471,
       1174396.92352095, 1191835.02006824, 1209253.82088148,
       1226653.34731195, 1244033.62068727, 1261394.66231148,
       1278736.49346505, 1296059.13540488, 1313362.60936437,
       1330646.93655342, 1347912.13815846, 1365158.23534248,
       1382385.24924503, 1399593.20098231, 1416782.11164711,
       1433952.00230891, 1451102.89401387, 1468234.80778485,
       1485347.76462147]), 2400: array([1972093.771483  , 1907171.41986265, 1845385.87981187,
       1786585.59202055, 1730626.31997241, 1677370.79613433,
       1626688.3852404 , 1578454.76384497, 1532551.61535848,
       1488866.33981803, 1447291.77768084, 1407725.9469629 ,
       1370071.79307826, 1334236.95076506, 1300133.51751448,
       1267677.83794676, 1236790.29860542, 1207395.1326662 ,
       1179420.23408185, 1152796.98070669, 1127460.06596719,
       1103347.33866558, 1080399.65052362, 1058560.71109242,
       1037776.94967257, 1017997.38390574,  999173.49471547,
        981259.10729035]), 2405: array([619007.53318933, 573916.82211996, 539884.88666791, 514199.49375337,
       494813.60222499, 480182.22042755, 469139.2754596 , 460804.68100684,
       454514.19736379, 449766.49371872, 446183.19374047, 443478.720232  ,
       441437.53556915, 439896.96406241, 438734.22724072, 437856.65881199,
       437194.31946508, 436694.42293724, 436317.12912296, 436032.36894886,
       435817.44796771, 435655.23768571, 435532.81047807, 435440.40929989,
       435370.67008183, 435318.0348381 , 435278.30871325, 435248.32566609]), 2410: array([108056.36025416, 185538.87553192, 242084.21344755, 283349.97809821,
       313464.98660244, 335442.37499902, 351481.07545851, 363185.82889815,
       371727.74620803, 377961.48292918, 382510.75121392, 385830.72490743,
       388253.5816474 , 390021.7386644 , 391312.10766772, 392253.79562231,
       392941.02245553, 393442.5481658 , 393808.55255607, 394075.65593872,
       394270.58315521, 394412.83751139, 394516.652167  , 394592.41422456,
       394647.70400356, 394688.05348403, 394717.49980491, 394738.98919718]), 2415: array([279799.01941288, 300091.68858367, 320384.35775445, 340677.02692523,
       360969.69609602, 381262.3652668 , 401555.03443758, 421847.70360836,
       442140.37277915, 462433.04194993, 482725.71112071, 503018.3802915 ,
       523311.04946228, 543603.71863306, 563896.38780385, 584189.05697463,
       604481.72614541, 624774.3953162 , 645067.06448698, 665359.73365776,
       685652.40282855, 705945.07199933, 726237.74117011, 746530.41034089,
       766823.07951168, 787115.74868246, 807408.41785324, 827701.08702403]), 2420: array([121536.28977993, 135463.98591871, 149391.68205748, 163319.37819626,
       177247.07433503, 191174.77047381, 205102.46661259, 219030.16275136,
       232957.85889014, 246885.55502891, 260813.25116769, 274740.94730647,
       288668.64344524, 302596.33958402, 316524.0357228 , 330451.73186157,
       344379.42800035, 358307.12413912, 372234.8202779 , 386162.51641668,
       400090.21255545, 414017.90869423, 427945.60483301, 441873.30097178,
       455800.99711056, 469728.69324933, 483656.38938811, 497584.08552689]), 2425: array([45683.30381449, 61201.42223224, 70400.35233626, 75853.35332393,
       79085.81834271, 81001.97975939, 82137.85425561, 82811.18524951,
       83210.32672936, 83446.9323845 , 83587.18900745, 83670.33123104,
       83719.61681341, 83748.83263811, 83766.15138269, 83776.41769956,
       83782.50343295, 83786.11097315, 83788.24947405, 83789.51714837,
       83790.26860852, 83790.7140639 , 83790.9781238 , 83791.13465494,
       83791.22744447, 83791.28244884, 83791.31505469, 83791.33438299]), 2430: array([19189.99975173, 31481.60513983, 40768.8218045 , 47786.00065567,
       53087.9981009 , 57094.04918004, 60120.91696231, 62407.93936676,
       64135.95388694, 65441.59661968, 66428.10623845, 67173.48719416,
       67736.67761679, 68162.20962122, 68483.73051276, 68726.66331834,
       68910.21701447, 69048.90540315, 69153.69473488, 69232.87082272,
       69292.69421106, 69337.89520406, 69372.04789626, 69397.85278034,
       69417.35027817, 69432.08207935, 69443.21304436, 69451.6233114 ]), 2435: array([ 3793.12027393,  4645.11362396,  5463.22507315,  6248.80203016,
        7003.13832014,  7727.47631569,  8423.00898296,  9090.88184648,
        9732.19487579, 10348.00429704, 10939.32433262, 11507.1288715 ,
       12052.35307325, 12575.89490819, 13078.61663633, 13561.34622752,
       14024.87872505, 14469.9775551 , 14897.37578405, 15307.77732587,
       15701.85810141, 16080.26715162, 16443.62770655, 16792.53821173,
       17127.57331386, 17449.28480717, 17758.20254228, 18054.83529879]), 2440: array([46244.42238044, 50573.25870608, 53575.70897502, 55658.18725308,
       57102.57946283, 58104.3996871 , 58799.2551114 , 59281.2019208 ,
       59615.47682026, 59847.32752707, 60008.13753803, 60119.67422465,
       60197.03528189, 60250.69236421, 60287.90853714, 60313.72141154,
       60331.62503872, 60344.04286795, 60352.65578651, 60358.62964592,
       60362.77307257, 60365.646924  , 60367.64020703, 60369.02273405,
       60369.98164501, 60370.64673888, 60371.10804328, 60371.42800075]), 2445: array([12586.79437858, 14775.79047154, 16545.19999636, 17975.44926752,
       19131.548491  , 20066.04672251, 20821.42041966, 21432.00415657,
       21925.55125941, 22324.49529933, 22646.96978268, 22907.63238695,
       23118.33120741, 23288.6432975 , 23426.30998195, 23537.58872909,
       23627.5375763 , 23700.24503681, 23759.01593803, 23806.52163836,
       23844.92145045, 23875.96079012, 23901.05051204, 23921.33103839,
       23937.72419533, 23950.97511347, 23961.68609685, 23970.34399992]), 2450: array([9532.31117206, 9560.02311234, 9585.56902321, 9609.11820655,
       9630.8267312 , 9650.8384673 , 9669.28603979, 9686.2917073 ,
       9701.96817247, 9716.41932883, 9729.74094935, 9742.02132118,
       9753.34183071, 9763.77750301, 9773.397499  , 9782.26557384,
       9790.44049941, 9797.97645388, 9804.9233807 , 9811.32731964,
       9817.23071188, 9822.67268132, 9827.68929383, 9832.3137963 ,
       9836.57683694, 9840.50666846, 9844.12933525, 9847.46884601]), 2455: array([23984.20309114, 22866.92721902, 22057.0925683 , 21470.10042262,
       21044.63112616, 20736.23837582, 20512.70617443, 20350.68341286,
       20233.24451545, 20148.12132355, 20086.42151235, 20041.69966137,
       20009.28393892, 19985.78806299, 19968.75755607, 19956.41334013,
       19947.46588673, 19940.98050745, 19936.27971242, 19932.87243692,
       19930.4027427 , 19928.61263517, 19927.3151122 , 19926.37462911,
       19925.6929391 , 19925.19883   , 19924.84068508, 19924.58109103]), 2460: array([19234.29432863, 19452.2743925 , 19608.48033914, 19720.41854731,
       19800.6342031 , 19858.11726933, 19899.31001245, 19928.82900294,
       19949.98250557, 19965.1412446 , 19976.00409664, 19983.78848782,
       19989.3668337 , 19993.36431303, 19996.228933  , 19998.2817385 ,
       19999.75279241, 20000.80695932, 20001.56238225, 20002.10372329,
       20002.49165184, 20002.76964398, 20002.96885498, 20003.11161089,
       20003.21391072, 20003.28721945, 20003.33975296, 20003.37739882]), 2465: array([148382.97095792, 123797.4256026 , 105272.15082714,  91313.30628875,
        80795.27925765,  72869.9175042 ,  66898.13603441,  62398.38258057,
        59007.8062094 ,  56452.99776341,  54527.94270456,  53077.40852248,
        51984.42710166,  51160.86265138,  50540.3046155 ,  50072.71246074,
        49720.38051021,  49454.89743463,  49254.85522071,  49104.12287266,
        48990.54564161,  48904.9648915 ,  48840.47956533,  48791.88969803,
        48755.27710189,  48727.68941189,  48706.90201302,  48691.23865188]), 2470: array([63278.41596755, 63952.09361366, 64341.3793154 , 64566.32867871,
       64696.3160269 , 64771.42942327, 64814.8338191 , 64839.91511842,
       64854.40838722, 64862.7833457 , 64867.62282881, 64870.41933183,
       64872.03529557, 64872.96908279, 64873.50867322, 64873.82047641,
       64874.00065238, 64874.10476735, 64874.16493036, 64874.19969564,
       64874.21978482, 64874.23139338, 64874.23810141, 64874.24197765,
       64874.24421755, 64874.24551187, 64874.2462598 , 64874.24669199]), 2475: array([176432.82339091, 172308.43341729, 168926.56711884, 166153.54620332,
       163879.7587974 , 162015.32671238, 160486.55274231, 159233.0075634 ,
       158205.14108588, 157362.32383972, 156671.24097443, 156104.57539078,
       155639.92795151, 155258.93208894, 154946.52781202, 154690.36641545,
       154480.32236056, 154308.09303332, 154166.87055894, 154051.07270041,
       153956.12220404, 153878.26586995, 153814.42619571, 153762.07972891,
       153719.15732025, 153683.96233427, 153655.1035848 , 153631.44034421]), 2480: array([232207.8201588 , 229382.11476216, 226733.93154802, 224252.11785859,
       221926.22169094, 219746.447679  , 217703.615841  , 215789.12291859,
       213994.9061447 , 212313.40928773, 210737.55082898, 209260.69413922,
       207876.61952897, 206579.49805469, 205363.86697051, 204224.60672225,
       203156.91938669, 202156.30846549, 201218.55994841, 200339.72456629,
       199516.10115895, 198744.22108798, 198020.8336288 , 197342.89228042,
       196707.5419353 , 196112.10685525, 195554.07940272, 195031.10948003]), 2485: array([198149.84852505, 176806.45065059, 160403.52355733, 147797.46997536,
       138109.40722851, 130663.89232755, 124941.83069469, 120544.28535824,
       117164.66342703, 114567.34071082, 112571.23421446, 111037.17719492,
       109858.21658159, 108952.15630479, 108255.8266599 , 107720.68017268,
       107309.40691311, 106993.33328079, 106750.42290741, 106563.740301  ,
       106420.27011877, 106310.00974912, 106225.27193861, 106160.1488436 ,
       106110.10014067, 106071.63647945, 106042.07620819, 106019.35841146]), 2490: array([ 87335.68112197,  93236.77345306,  97981.06663859, 101795.32958642,
       104861.87738739, 107327.28565742, 109309.39659532, 110902.95163361,
       112184.1199131 , 113214.13903446, 114042.2421083 , 114708.0110117 ,
       115243.26833261, 115673.59843381, 116019.57034073, 116297.72090478,
       116521.34523592, 116701.13218566, 116845.67525543, 116961.88335088,
       117055.31101553, 117130.42392817, 117190.81235451, 117239.36275561,
       117278.39575563, 117309.77706364, 117335.0066512 , 117355.29044845]), 2495: array([161428.07500457, 159122.63656995, 156974.47271901, 154972.85434519,
       153107.78427026, 151369.94731299, 149750.66376398, 148241.8460345 ,
       146835.95826259, 145525.97867489, 144305.36451599, 143168.01937039,
       142108.26271365, 141120.80154071, 140200.70392976, 139343.37440948,
       138544.53100679, 137800.1838603 , 137106.61529278, 136460.36124299,
       135858.19396435, 135297.10590371, 134774.29468006, 134287.14908787,
       133833.23605528, 133410.28849207, 133016.1939665 , 132648.9841547 ]), 2500: array([ 79479.54028901,  84591.4080032 ,  89703.2757174 ,  94815.1434316 ,
        99927.01114579, 105038.87885999, 110150.74657419, 115262.61428838,
       120374.48200258, 125486.34971678, 130598.21743097, 135710.08514517,
       140821.95285937, 145933.82057357, 151045.68828776, 156157.55600196,
       161269.42371616, 166381.29143035, 171493.15914455, 176605.02685875,
       181716.89457294, 186828.76228714, 191940.63000134, 197052.49771553,
       202164.36542973, 207276.23314393, 212388.10085813, 217499.96857232]), 2505: array([14308.54879189, 16292.87606132, 17996.01538997, 19457.81235132,
       20712.46622507, 21789.33010188, 22713.59760978, 23506.89232843,
       24187.77368069, 24772.17113722, 25273.75689231, 25704.26572991,
       26073.76956324, 26390.91307093, 26663.11594246, 26896.7464645 ,
       27097.27050939, 27269.37941121, 27417.09972128, 27543.88741078,
       27652.70872453, 27746.10957736, 27826.2751167 , 27895.08084494,
       27954.13649751, 28004.8237032 , 28048.32830792, 28085.66811794]), 2510: array([ 8310.29453049, 10749.20957968, 13071.24182423, 15281.99276718,
       17386.79546457, 19390.72739052, 21298.62268582, 23115.08381938,
       24844.49269098, 26491.02120176, 28058.6413183 , 29551.13465423,
       30972.10159278, 32324.96997204, 33613.00335408, 34839.30889766,
       36006.8448538 , 37118.42770197, 38176.73894443, 39184.33157485,
       40143.63623697, 41056.96708814, 41926.52738179, 42754.41478243,
       43542.62642587, 44293.06373702, 45007.53701667, 45687.76980862]), 2515: array([ 5104.31722594,  7084.85061121,  8566.37377987,  9674.61609257,
       10503.6284561 , 11123.76494702, 11587.65340548, 11934.66169324,
       12194.23864452, 12388.41323921, 12533.6640908 , 12642.31790269,
       12723.59557308, 12784.39472581, 12829.87507675, 12863.89631271,
       12889.34564353, 12908.38282488, 12922.62344583, 12933.27603571,
       12941.2446258 , 12947.20546995, 12951.66443478, 12954.99993003,
       12957.49502228, 12959.36145735, 12960.75763013, 12961.80202672]), 2520: array([3429.51202343, 3522.30834555, 3589.62437917, 3638.45657725,
       3673.88028599, 3699.57724806, 3718.2182623 , 3731.74077173,
       3741.55023055, 3748.66617916, 3753.82820956, 3757.57283439,
       3760.28924906, 3762.25978256, 3763.68924115, 3764.72619477,
       3765.4784186 , 3766.02409458, 3766.41993724, 3766.70708826,
       3766.91539249, 3767.06649994, 3767.17611585, 3767.25563311,
       3767.31331628, 3767.35516063, 3767.38551524, 3767.40753499]), 2525: array([20388.39724952, 19296.95417951, 18283.97513226, 17343.81931622,
       16471.25145724, 15661.41264591, 14909.79328064, 14212.20795581,
       13564.77215532, 12963.88062159, 12406.18727957, 11888.58660411,
       11408.1963268 , 10962.34138596, 10548.53903053, 10164.48499485,
        9808.0406673 ,  9477.2211814 ,  9170.18436303,  8885.22047231,
        8620.7426828 ,  8375.27824532,  8147.46028683,  7936.02019904,
        7739.78057413,  7557.6486483 ,  7388.61021673,  7231.72398596]), 2530: array([60168.53016215, 60843.9560496 , 61518.97882755, 62193.59873661,
       62867.8160172 , 63541.63090962, 64215.04365404, 64888.05449045,
       65560.66365874, 66232.87139861, 66904.67794966, 67576.08355133,
       68247.08844291, 68917.69286354, 69587.89705225, 70257.7012479 ,
       70927.10568921, 71596.11061478, 72264.71626302, 72932.92287226,
       73600.73068063, 74268.13992616, 74935.15084671, 75601.76368001,
       76267.97866366, 76933.7960351 , 77599.21603163, 78264.23889041]), 2535: array([6979.347183  , 7106.25660819, 7175.35351252, 7212.97390345,
       7233.45664182, 7244.60864106, 7250.68044088, 7253.98628338,
       7255.78617714, 7256.76614444, 7257.29969589, 7257.59019246,
       7257.74835576, 7257.8344691 , 7257.88135424, 7257.90688124,
       7257.92077963, 7257.92834673, 7257.9324667 , 7257.93470985,
       7257.93593116, 7257.9365961 , 7257.93695814, 7257.93715526,
       7257.93726258, 7257.93732101, 7257.93735282, 7257.93737014]), 2540: array([19074.04980939, 15456.07409412, 13225.46874373, 11850.22451305,
       11002.33956841, 10479.58959913, 10157.29642467,  9958.59169697,
        9836.08345931,  9760.55295499,  9713.98582456,  9685.27560136,
        9667.57477015,  9656.66160435,  9649.93326566,  9645.78501551,
        9643.2274779 ,  9641.65066878,  9640.67851222,  9640.07914456,
        9639.70961397,  9639.48178576,  9639.34132191,  9639.25472115,
        9639.20132883,  9639.16841065,  9639.14811547,  9639.1356028 ]), 2545: array([10936.55402414, 10641.02720097, 10414.69952072, 10241.36764413,
       10108.62232809, 10006.96001831,  9929.10246721,  9869.4756667 ,
        9823.81079169,  9788.83858472,  9762.05530192,  9741.54346411,
        9725.83457983,  9713.80401252,  9704.59046512,  9697.53431777,
        9692.13040403,  9687.99184481,  9684.82235075,  9682.39501022,
        9680.53604409,  9679.11236456,  9678.02204699,  9677.18703296,
        9676.5475418 ,  9676.05779082,  9675.68271759,  9675.3954697 ]), 2550: array([24290.98830979, 19549.44595399, 16805.0028254 , 15216.49690878,
       14297.05681515, 13764.87744022, 13456.84770662, 13278.55760135,
       13175.36184402, 13115.63130365, 13081.05878299, 13061.04792794,
       13049.46548292, 13042.76146991, 13038.88113287, 13036.63516235,
       13035.33517642, 13034.58273404, 13034.14721429, 13033.89513193,
       13033.74922462, 13033.66477228, 13033.61589059, 13033.58759746,
       13033.57122118, 13033.56174245, 13033.55625608, 13033.55308053]), 2555: array([ 3604.34763819,  6162.8841733 ,  8061.28154784,  9469.86514328,
       10515.01394718, 11290.49935383, 11865.89839143, 12292.83621597,
       12609.61795196, 12844.66545184, 13019.06732202, 13148.4710057 ,
       13244.48668107, 13315.72893363, 13368.58966216, 13407.81156377,
       13436.91365164, 13458.506983  , 13474.52892484, 13486.41697565,
       13495.23773866, 13501.78261817, 13506.6388248 , 13510.2420604 ,
       13512.91560948, 13514.89934451, 13516.37124742, 13517.46337824]), 2560: array([5002.04735431, 5230.88278845, 5385.84030518, 5490.77087278,
       5561.82534144, 5609.94037248, 5642.52180269, 5664.58454633,
       5679.52448768, 5689.64117359, 5696.4917583 , 5701.13067971,
       5704.27195782, 5706.3990963 , 5707.83950301, 5708.81488451,
       5709.47537092, 5709.92262391, 5710.22548441, 5710.43056852,
       5710.56944266, 5710.66348226, 5710.72716183, 5710.7702829 ,
       5710.79948263, 5710.81925543, 5710.83264472, 5710.84171138]), 2565: array([14531.53788376, 11887.17532838,  9989.03711169,  8626.54289456,
        7648.53693305,  6946.51878962,  6442.60624398,  6080.89500329,
        5821.25665378,  5634.88679587,  5501.10947058,  5405.08335906,
        5336.15527969,  5286.67831921,  5251.16348055,  5225.67073093,
        5207.37189282,  5194.23688458,  5184.80850228,  5178.04075679,
        5173.18283127,  5169.69578518,  5167.19276402,  5165.39608145,
        5164.10641266,  5163.18068119,  5162.51618598,  5162.0392076 ]), 2570: array([24129.30321547, 21049.95712262, 18678.87911444, 16853.1632802 ,
       15447.37304642, 14364.92300446, 13531.4429694 , 12889.66834524,
       12395.5057368 , 12015.00349444, 11722.01905173, 11496.42278944,
       11322.71502158, 11188.96108299, 11085.97135311, 11006.66987928,
       10945.60822043, 10898.59110963, 10862.38821653, 10834.51220614,
       10813.04784546, 10796.52041658, 10783.79439554, 10773.99543573,
       10766.45029549, 10760.6405828 , 10756.16713889, 10752.72261394]), 2575: array([ 3044.14387662,  5224.26651744,  6829.71950238,  8011.98293958,
        8882.60752222,  9523.73972679,  9995.87262074, 10343.55359506,
       10599.58756653, 10788.13223647, 10926.97745438, 11029.22375254,
       11104.51842702, 11159.9657939 , 11200.7975063 , 11230.86617919,
       11253.0088971 , 11269.31490296, 11281.3227255 , 11290.1653448 ,
       11296.67709294, 11301.47237614, 11305.00364617, 11307.6040907 ,
       11309.51907079, 11310.9292715 , 11311.9677502 , 11312.732491  ]), 2580: array([2143.96915327, 3261.52878289, 4134.16751983, 4815.56146521,
       5347.62323273, 5763.07999807, 6087.48655084, 6340.79717245,
       6538.59302605, 6693.04055555, 6813.63984484, 6907.80896897,
       6981.34028073, 7038.75669889, 7083.58991343, 7118.5976201 ,
       7145.93314666, 7167.27790423, 7183.94481112, 7196.95905053,
       7207.12112971, 7215.05611922, 7221.25210111, 7226.09019088,
       7229.86797994, 7232.8178405 , 7235.12121879, 7236.91979587]), 2585: array([ 9874.3782943 , 10283.3170492 , 10692.2558041 , 11101.19455899,
       11510.13331389, 11919.07206879, 12328.01082369, 12736.94957859,
       13145.88833348, 13554.82708838, 13963.76584328, 14372.70459818,
       14781.64335308, 15190.58210798, 15599.52086287, 16008.45961777,
       16417.39837267, 16826.33712757, 17235.27588247, 17644.21463736,
       18053.15339226, 18462.09214716, 18871.03090206, 19279.96965696,
       19688.90841185, 20097.84716675, 20506.78592165, 20915.72467655]), 2590: array([6941.00274926, 6330.93257542, 5845.84054412, 5460.12380379,
       5153.42446804, 4909.55513931, 4715.64454818, 4561.45821589,
       4438.85828503, 4341.37400856, 4263.86022782, 4202.22581432,
       4153.21774259, 4114.2493975 , 4083.26405436, 4058.62632629,
       4039.03584954, 4023.45865111, 4011.07257626, 4001.22389579,
       3993.39280256, 3987.16597638, 3982.21476931, 3978.27785976,
       3975.14746012, 3972.65834988, 3970.67915536, 3969.10541593]), 2595: array([4748.33556431, 3887.99615208, 3451.67120306, 3230.3870698 ,
       3118.1618401 , 3061.24631707, 3032.38135711, 3017.74236463,
       3010.31813466, 3006.55290351, 3004.64334982, 3003.6749112 ,
       3003.18376326, 3002.9346754 , 3002.80834939, 3002.74428259,
       3002.71179083, 3002.69531249, 3002.68695543, 3002.68271711,
       3002.68056763, 3002.6794775 , 3002.67892465, 3002.67864426,
       3002.67850206, 3002.67842995, 3002.67839337, 3002.67837482]), 2600: array([ 8583.16292048,  9053.06367758,  9522.96443467,  9992.86519176,
       10462.76594885, 10932.66670595, 11402.56746304, 11872.46822013,
       12342.36897723, 12812.26973432, 13282.17049141, 13752.07124851,
       14221.9720056 , 14691.87276269, 15161.77351979, 15631.67427688,
       16101.57503397, 16571.47579106, 17041.37654816, 17511.27730525,
       17981.17806234, 18451.07881944, 18920.97957653, 19390.88033362,
       19860.78109072, 20330.68184781, 20800.5826049 , 21270.483362  ]), 2605: array([1084.16732527, 1880.55515656, 2472.67658273, 2912.92412238,
       3240.25207844, 3483.62332113, 3664.57200173, 3799.10895295,
       3899.13837117, 3973.51113208, 4028.80794041, 4069.92160855,
       4100.48998599, 4123.21784613, 4140.11621201, 4152.68029714,
       4162.02180603, 4168.96730086, 4174.13133796, 4177.97084541,
       4180.8255533 , 4182.94805397, 4184.52615208, 4185.69948203,
       4186.57186328, 4187.22048648, 4187.70274359, 4188.06130604]), 2610: array([15612.71752915, 16077.3954072 , 16542.07328525, 17006.75116329,
       17471.42904134, 17936.10691938, 18400.78479743, 18865.46267547,
       19330.14055352, 19794.81843156, 20259.49630961, 20724.17418766,
       21188.8520657 , 21653.52994375, 22118.20782179, 22582.88569984,
       23047.56357788, 23512.24145593, 23976.91933397, 24441.59721202,
       24906.27509006, 25370.95296811, 25835.63084616, 26300.3087242 ,
       26764.98660225, 27229.66448029, 27694.34235834, 28159.02023638]), 2615: array([ 7036.33511378,  8426.09420711,  9527.27773035, 10399.80675907,
       11091.16009835, 11638.9578495 , 12073.00851376, 12416.93102668,
       12689.4399862 , 12905.36401044, 13076.45263933, 13212.01568767,
       13319.42984017, 13404.54005493, 13471.97761774, 13525.41215425,
       13567.75131322, 13601.29898668, 13627.88067658, 13648.94282978,
       13665.63154668, 13678.85494645, 13689.33258247, 13697.63459698,
       13704.21274541, 13709.42497873, 13713.55492145, 13716.82730506]), 2620: array([ 2946.82738106,  5028.07196614,  6515.43984138,  7578.39189043,
        8338.03385757,  8880.91433721,  9268.88554987,  9546.1503761 ,
        9744.29854112,  9885.90573966,  9987.10576177, 10059.42867034,
       10111.11446049, 10148.05187016, 10174.44930415, 10193.31431193,
       10206.79624805, 10216.43115536, 10223.31677166, 10228.23759862,
       10231.75428282, 10234.26749205, 10236.0635648 , 10237.34713374,
       10238.26444024, 10238.91999618, 10239.38849125, 10239.7233027 ]), 2625: array([12010.06787593, 12353.1064408 , 12608.7921265 , 12799.36886209,
       12941.41628271, 13047.29211087, 13126.20724315, 13185.02707209,
       13228.86875591, 13261.54639666, 13285.90285637, 13304.0570779 ,
       13317.58842702, 13327.67409269, 13335.19149921, 13340.7946396 ,
       13344.97097119, 13348.08382296, 13350.40400419, 13352.13336407,
       13353.42235199, 13354.38310624, 13355.09920972, 13355.63296139,
       13356.03079615, 13356.32732447, 13356.5483435 , 13356.71308125]), 2630: array([15477.68502414, 15458.3557171 , 15443.99824409, 15433.33376291,
       15425.41237182, 15419.52850032, 15415.15806293, 15411.91177807,
       15409.50049415, 15407.7094344 , 15406.37906638, 15405.39089215,
       15404.65689353, 15404.11169212, 15403.706726  , 15403.40592421,
       15403.18249388, 15403.01653371, 15402.89326138, 15402.80169684,
       15402.7336843 , 15402.68316576, 15402.64564147, 15402.61776908,
       15402.59706596, 15402.58168803, 15402.57026558, 15402.56178118]), 2635: array([14947.99565758, 15979.92784858, 17011.86003958, 18043.79223059,
       19075.72442159, 20107.65661259, 21139.58880359, 22171.52099459,
       23203.45318559, 24235.38537659, 25267.31756759, 26299.24975859,
       27331.1819496 , 28363.1141406 , 29395.0463316 , 30426.9785226 ,
       31458.9107136 , 32490.8429046 , 33522.7750956 , 34554.7072866 ,
       35586.63947761, 36618.57166861, 37650.50385961, 38682.43605061,
       39714.36824161, 40746.30043261, 41778.23262361, 42810.16481461]), 2640: array([ 79.73791938,  91.21264809, 102.68737679, 114.16210549,
       125.6368342 , 137.1115629 , 148.58629161, 160.06102031,
       171.53574901, 183.01047772, 194.48520642, 205.95993513,
       217.43466383, 228.90939254, 240.38412124, 251.85884994,
       263.33357865, 274.80830735, 286.28303606, 297.75776476,
       309.23249346, 320.70722217, 332.18195087, 343.65667958,
       355.13140828, 366.60613698, 378.08086569, 389.55559439]), 2645: array([1300.13039281, 1341.67992212, 1383.22945142, 1424.77898072,
       1466.32851003, 1507.87803933, 1549.42756863, 1590.97709794,
       1632.52662724, 1674.07615654, 1715.62568585, 1757.17521515,
       1798.72474446, 1840.27427376, 1881.82380306, 1923.37333237,
       1964.92286167, 2006.47239097, 2048.02192028, 2089.57144958,
       2131.12097888, 2172.67050819, 2214.22003749, 2255.76956679,
       2297.3190961 , 2338.8686254 , 2380.4181547 , 2421.96768401]), 2650: array([1059.68966239, 1098.15182844, 1136.61399448, 1175.07616053,
       1213.53832658, 1252.00049262, 1290.46265867, 1328.92482472,
       1367.38699076, 1405.84915681, 1444.31132286, 1482.7734889 ,
       1521.23565495, 1559.697821  , 1598.15998704, 1636.62215309,
       1675.08431914, 1713.54648518, 1752.00865123, 1790.47081728,
       1828.93298332, 1867.39514937, 1905.85731542, 1944.31948147,
       1982.78164751, 2021.24381356, 2059.70597961, 2098.16814565]), 2655: array([ 339.12434874,  371.07555348,  403.02675822,  434.97796295,
        466.92916769,  498.88037242,  530.83157716,  562.78278189,
        594.73398663,  626.68519137,  658.6363961 ,  690.58760084,
        722.53880557,  754.49001031,  786.44121504,  818.39241978,
        850.34362452,  882.29482925,  914.24603399,  946.19723872,
        978.14844346, 1010.09964819, 1042.05085293, 1074.00205767,
       1105.9532624 , 1137.90446714, 1169.85567187, 1201.80687661]), 2660: array([982.11051742, 851.32530944, 750.83598209, 673.6246134 ,
       614.29895553, 568.7158537 , 533.69189867, 506.7811055 ,
       486.10409205, 470.2168277 , 458.00978583, 448.63045736,
       441.42381355, 435.88656052, 431.63199044, 428.36297484,
       425.85121389, 423.92129251, 422.43842985, 421.29906651,
       420.42363223, 419.75098886, 419.23416069, 418.83705374,
       418.53193506, 418.29749592, 418.11736369, 417.97895839]), 2665: array([214.93539499, 248.45580526, 278.56886322, 305.6209265 ,
       329.92314543, 351.75504192, 371.36772444, 388.98677624,
       404.81485006, 419.03399895, 431.80777024, 443.28308669,
       453.59193632, 462.85289059, 471.17246814, 478.64635998,
       485.36053013, 491.39220437, 496.81075845, 501.67851608,
       506.05146577, 509.97990479, 513.50901767, 516.67939596,
       519.52750504, 522.08610362, 524.38462045, 526.44949286]), 2670: array([1050.59625105, 1100.12509678, 1149.6539425 , 1199.18278823,
       1248.71163395, 1298.24047968, 1347.7693254 , 1397.29817113,
       1446.82701685, 1496.35586258, 1545.88470831, 1595.41355403,
       1644.94239976, 1694.47124548, 1744.00009121, 1793.52893693,
       1843.05778266, 1892.58662838, 1942.11547411, 1991.64431984,
       2041.17316556, 2090.70201129, 2140.23085701, 2189.75970274,
       2239.28854846, 2288.81739419, 2338.34623992, 2387.87508564]), 2675: array([ 209.69665168,  255.64621982,  301.59578797,  347.54535612,
        393.49492427,  439.44449242,  485.39406056,  531.34362871,
        577.29319686,  623.24276501,  669.19233316,  715.1419013 ,
        761.09146945,  807.0410376 ,  852.99060575,  898.9401739 ,
        944.88974204,  990.83931019, 1036.78887834, 1082.73844649,
       1128.68801464, 1174.63758278, 1220.58715093, 1266.53671908,
       1312.48628723, 1358.43585538, 1404.38542352, 1450.33499167]), 2680: array([3175.41678786, 3233.9331298 , 3292.44947173, 3350.96581366,
       3409.48215559, 3467.99849752, 3526.51483945, 3585.03118138,
       3643.54752331, 3702.06386523, 3760.58020716, 3819.09654909,
       3877.61289102, 3936.12923295, 3994.64557488, 4053.16191681,
       4111.67825874, 4170.19460067, 4228.7109426 , 4287.22728453,
       4345.74362646, 4404.25996839, 4462.77631032, 4521.29265225,
       4579.80899418, 4638.3253361 , 4696.84167803, 4755.35801996]), 2685: array([6101.85218154, 6160.07563392, 6218.29908629, 6276.52253867,
       6334.74599104, 6392.96944341, 6451.19289579, 6509.41634816,
       6567.63980054, 6625.86325291, 6684.08670528, 6742.31015766,
       6800.53361003, 6858.75706241, 6916.98051478, 6975.20396715,
       7033.42741953, 7091.6508719 , 7149.87432428, 7208.09777665,
       7266.32122902, 7324.5446814 , 7382.76813377, 7440.99158614,
       7499.21503852, 7557.43849089, 7615.66194326, 7673.88539564]), 2690: array([3317.37945982, 2921.97133172, 2643.14930626, 2446.53796634,
       2307.89748798, 2210.1351603 , 2141.19805891, 2092.58706467,
       2058.30902406, 2034.13786511, 2017.09357336, 2005.07479173,
       1996.59974835, 1990.62357186, 1986.40947124, 1983.43789837,
       1981.34249387, 1979.86491948, 1978.82300796, 1978.08830409,
       1977.57022769, 1977.20490613, 1976.94729965, 1976.76564846,
       1976.63755712, 1976.54723352, 1976.48354184, 1976.43862965]), 2695: array([337.91793375, 351.91817895, 365.91842415, 379.91866935,
       393.91891455, 407.91915975, 421.91940494, 435.91965014,
       449.91989534, 463.92014054, 477.92038574, 491.92063094,
       505.92087614, 519.92112134, 533.92136654, 547.92161173,
       561.92185693, 575.92210213, 589.92234733, 603.92259253,
       617.92283773, 631.92308293, 645.92332813, 659.92357332,
       673.92381852, 687.92406372, 701.92430892, 715.92455412]), 2700: array([547.32097015, 561.65843932, 575.9959085 , 590.33337767,
       604.67084684, 619.00831601, 633.34578519, 647.68325436,
       662.02072353, 676.3581927 , 690.69566188, 705.03313105,
       719.37060022, 733.70806939, 748.04553856, 762.38300774,
       776.72047691, 791.05794608, 805.39541525, 819.73288443,
       834.0703536 , 848.40782277, 862.74529194, 877.08276112,
       891.42023029, 905.75769946, 920.09516863, 934.43263781]), 2705: array([ 698.03359071,  713.19274548,  728.35190025,  743.51105502,
        758.67020978,  773.82936455,  788.98851932,  804.14767409,
        819.30682886,  834.46598362,  849.62513839,  864.78429316,
        879.94344793,  895.1026027 ,  910.26175747,  925.42091223,
        940.580067  ,  955.73922177,  970.89837654,  986.05753131,
       1001.21668608, 1016.37584084, 1031.53499561, 1046.69415038,
       1061.85330515, 1077.01245992, 1092.17161468, 1107.33076945]), 2710: array([ 98.69027906, 101.35101794, 104.01175682, 106.6724957 ,
       109.33323458, 111.99397346, 114.65471234, 117.31545122,
       119.9761901 , 122.63692898, 125.29766786, 127.95840674,
       130.61914562, 133.2798845 , 135.94062338, 138.60136226,
       141.26210114, 143.92284002, 146.5835789 , 149.24431778,
       151.90505666, 154.56579554, 157.22653442, 159.8872733 ,
       162.54801218, 165.20875106, 167.86948994, 170.53022883]), 2715: array([ 6.46682339,  9.09299589, 11.71916839, 14.3453409 , 16.9715134 ,
       19.5976859 , 22.22385841, 24.85003091, 27.47620341, 30.10237592,
       32.72854842, 35.35472092, 37.98089343, 40.60706593, 43.23323844,
       45.85941094, 48.48558344, 51.11175595, 53.73792845, 56.36410095,
       58.99027346, 61.61644596, 64.24261846, 66.86879097, 69.49496347,
       72.12113597, 74.74730848, 77.37348098]), 2720: array([  8.14556782,  12.39186534,  16.63816287,  20.8844604 ,
        25.13075793,  29.37705546,  33.62335299,  37.86965052,
        42.11594805,  46.36224558,  50.60854311,  54.85484063,
        59.10113816,  63.34743569,  67.59373322,  71.84003075,
        76.08632828,  80.33262581,  84.57892334,  88.82522087,
        93.0715184 ,  97.31781592, 101.56411345, 105.81041098,
       110.05670851, 114.30300604, 118.54930357, 122.7956011 ]), 2725: array([211.1257723 , 215.82119371, 220.51661513, 225.21203655,
       229.90745797, 234.60287938, 239.2983008 , 243.99372222,
       248.68914363, 253.38456505, 258.07998647, 262.77540788,
       267.4708293 , 272.16625072, 276.86167214, 281.55709355,
       286.25251497, 290.94793639, 295.6433578 , 300.33877922,
       305.03420064, 309.72962206, 314.42504347, 319.12046489,
       323.81588631, 328.51130772, 333.20672914, 337.90215056]), 2730: array([ 21.59392035,  29.92766228,  38.26140422,  46.59514616,
        54.92888809,  63.26263002,  71.59637196,  79.93011389,
        88.26385582,  96.59759775, 104.93133967, 113.2650816 ,
       121.59882353, 129.93256545, 138.26630738, 146.6000493 ,
       154.93379122, 163.26753314, 171.60127506, 179.93501698,
       188.2687589 , 196.60250081, 204.93624273, 213.26998465,
       221.60372656, 229.93746847, 238.27121038, 246.60495229]), 2735: array([1247.49822143, 1269.59455863, 1291.69089583, 1313.78723303,
       1335.88357023, 1357.97990743, 1380.07624463, 1402.17258184,
       1424.26891904, 1446.36525624, 1468.46159344, 1490.55793064,
       1512.65426784, 1534.75060504, 1556.84694224, 1578.94327944,
       1601.03961664, 1623.13595384, 1645.23229104, 1667.32862824,
       1689.42496544, 1711.52130264, 1733.61763984, 1755.71397705,
       1777.81031425, 1799.90665145, 1822.00298865, 1844.09932585]), 2740: array([ 915.31040505,  935.56480808,  955.81921111,  976.07361414,
        996.32801717, 1016.5824202 , 1036.83682323, 1057.09122626,
       1077.34562929, 1097.60003232, 1117.85443535, 1138.10883838,
       1158.36324141, 1178.61764444, 1198.87204747, 1219.1264505 ,
       1239.38085353, 1259.63525656, 1279.88965959, 1300.14406262,
       1320.39846565, 1340.65286869, 1360.90727172, 1381.16167475,
       1401.41607778, 1421.67048081, 1441.92488384, 1462.17928687]), 2745: array([ 844.31850659,  874.14798528,  903.97746397,  933.80694266,
        963.63642135,  993.46590004, 1023.29537873, 1053.12485742,
       1082.95433611, 1112.7838148 , 1142.61329348, 1172.44277217,
       1202.27225086, 1232.10172955, 1261.93120824, 1291.76068693,
       1321.59016562, 1351.41964431, 1381.249123  , 1411.07860169,
       1440.90808038, 1470.73755907, 1500.56703776, 1530.39651645,
       1560.22599514, 1590.05547383, 1619.88495252, 1649.7144312 ]), 2750: array([ 31.07624423,  38.24731085,  45.36651937,  52.43424478,
        59.45085941,  66.41673285,  73.33223205,  80.19772129,
        87.01356223,  93.78011389, 100.49773273, 107.16677259,
       113.78758479, 120.36051808, 126.8859187 , 133.36413039,
       139.79549441, 146.18034953, 152.51903208, 158.81187597,
       165.05921269, 171.26137131, 177.41867855, 183.53145876,
       189.60003393, 195.62472374, 201.60584555, 207.54371443]), 2755: array([165.8896313 , 173.88553456, 181.88143782, 189.87734108,
       197.87324433, 205.86914759, 213.86505085, 221.86095411,
       229.85685737, 237.85276063, 245.84866389, 253.84456714,
       261.8404704 , 269.83637366, 277.83227692, 285.82818018,
       293.82408344, 301.8199867 , 309.81588996, 317.81179321,
       325.80769647, 333.80359973, 341.79950299, 349.79540625,
       357.79130951, 365.78721277, 373.78311603, 381.77901928]), 2760: array([135.97253251, 143.87108367, 151.76963484, 159.66818601,
       167.56673717, 175.46528834, 183.36383951, 191.26239067,
       199.16094184, 207.05949301, 214.95804418, 222.85659534,
       230.75514651, 238.65369768, 246.55224884, 254.45080001,
       262.34935118, 270.24790234, 278.14645351, 286.04500468,
       293.94355584, 301.84210701, 309.74065818, 317.63920935,
       325.53776051, 333.43631168, 341.33486285, 349.23341401]), 2765: array([346.50951435, 354.51032298, 362.5111316 , 370.51194023,
       378.51274886, 386.51355749, 394.51436612, 402.51517474,
       410.51598337, 418.516792  , 426.51760063, 434.51840925,
       442.51921788, 450.52002651, 458.52083514, 466.52164377,
       474.52245239, 482.52326102, 490.52406965, 498.52487828,
       506.5256869 , 514.52649553, 522.52730416, 530.52811279,
       538.52892142, 546.52973004, 554.53053867, 562.5313473 ]), 2770: array([4836.62427934, 4881.87558154, 4927.12688374, 4972.37818594,
       5017.62948814, 5062.88079033, 5108.13209253, 5153.38339473,
       5198.63469693, 5243.88599913, 5289.13730132, 5334.38860352,
       5379.63990572, 5424.89120792, 5470.14251012, 5515.39381232,
       5560.64511451, 5605.89641671, 5651.14771891, 5696.39902111,
       5741.65032331, 5786.90162551, 5832.1529277 , 5877.4042299 ,
       5922.6555321 , 5967.9068343 , 6013.1581365 , 6058.4094387 ]), 2775: array([4071.62548755, 4107.78690261, 4143.94831766, 4180.10973271,
       4216.27114777, 4252.43256282, 4288.59397787, 4324.75539293,
       4360.91680798, 4397.07822303, 4433.23963808, 4469.40105314,
       4505.56246819, 4541.72388324, 4577.8852983 , 4614.04671335,
       4650.2081284 , 4686.36954345, 4722.53095851, 4758.69237356,
       4794.85378861, 4831.01520367, 4867.17661872, 4903.33803377,
       4939.49944882, 4975.66086388, 5011.82227893, 5047.98369398]), 2780: array([1515.61418454, 2082.56345716, 2528.75298064, 2879.90448656,
       3156.26099792, 3373.75378973, 3544.92078795, 3679.62935018,
       3785.6450946 , 3869.07956885, 3934.74256571, 3986.41939589,
       4027.08910188, 4059.09619249, 4084.28579797, 4104.1100373 ,
       4119.71172924, 4131.99027307, 4141.65349673, 4149.25846134,
       4155.24357447, 4159.95386322, 4163.66086416, 4166.57827682,
       4168.87428288, 4170.68124146, 4172.10331927, 4173.22249564]), 2785: array([234.3061376 , 243.96990064, 253.63366369, 263.29742674,
       272.96118978, 282.62495283, 292.28871588, 301.95247893,
       311.61624198, 321.28000503, 330.94376808, 340.60753113,
       350.27129418, 359.93505723, 369.59882028, 379.26258333,
       388.92634639, 398.59010944, 408.25387249, 417.91763555,
       427.5813986 , 437.24516166, 446.90892471, 456.57268777,
       466.23645083, 475.90021388, 485.56397694, 495.22774   ]), 2790: array([411.96986696, 424.42470459, 436.87954222, 449.33437985,
       461.78921748, 474.24405511, 486.69889274, 499.15373038,
       511.60856801, 524.06340564, 536.51824327, 548.9730809 ,
       561.42791853, 573.88275616, 586.3375938 , 598.79243143,
       611.24726906, 623.70210669, 636.15694432, 648.61178195,
       661.06661958, 673.52145722, 685.97629485, 698.43113248,
       710.88597011, 723.34080774, 735.79564537, 748.250483  ]), 2795: array([340.59102782, 348.21356864, 355.83610947, 363.4586503 ,
       371.08119112, 378.70373195, 386.32627278, 393.9488136 ,
       401.57135443, 409.19389525, 416.81643608, 424.43897691,
       432.06151773, 439.68405856, 447.30659938, 454.92914021,
       462.55168104, 470.17422186, 477.79676269, 485.41930352,
       493.04184434, 500.66438517, 508.28692599, 515.90946682,
       523.53200765, 531.15454847, 538.7770893 , 546.39963012]), 2800: array([265.64836064, 270.6044341 , 275.56050756, 280.51658102,
       285.47265448, 290.42872793, 295.38480139, 300.34087485,
       305.29694831, 310.25302177, 315.20909523, 320.16516869,
       325.12124215, 330.07731561, 335.03338907, 339.98946253,
       344.94553599, 349.90160945, 354.85768291, 359.81375637,
       364.76982983, 369.72590329, 374.68197675, 379.63805021,
       384.59412366, 389.55019712, 394.50627058, 399.46234404]), 2805: array([1999.32071941, 2042.62502179, 2085.92932416, 2129.23362653,
       2172.5379289 , 2215.84223128, 2259.14653365, 2302.45083602,
       2345.7551384 , 2389.05944077, 2432.36374314, 2475.66804551,
       2518.97234789, 2562.27665026, 2605.58095263, 2648.88525501,
       2692.18955738, 2735.49385975, 2778.79816212, 2822.1024645 ,
       2865.40676687, 2908.71106924, 2952.01537161, 2995.31967399,
       3038.62397636, 3081.92827873, 3125.23258111, 3168.53688348]), 2810: array([ 8287.17098598,  8436.65961552,  8586.14824506,  8735.6368746 ,
        8885.12550414,  9034.61413367,  9184.10276321,  9333.59139275,
        9483.08002229,  9632.56865183,  9782.05728137,  9931.5459109 ,
       10081.03454044, 10230.52316998, 10380.01179952, 10529.50042906,
       10678.9890586 , 10828.47768814, 10977.96631767, 11127.45494721,
       11276.94357675, 11426.43220629, 11575.92083583, 11725.40946537,
       11874.8980949 , 12024.38672444, 12173.87535398, 12323.36398352]), 2815: array([ 923.51145756, 1028.8629763 , 1125.92689299, 1215.35516167,
       1297.74844964, 1373.66017199, 1443.60020876, 1508.03832967,
       1567.40734945, 1622.10603495, 1672.50178355, 1718.93309087,
       1761.71182439, 1801.12531815, 1837.43830273, 1870.89468335,
       1901.71917815, 1930.11882755, 1956.28438487, 1980.39159763,
       2002.60238793, 2023.0659401 , 2041.91970269, 2059.29031171,
       2075.29444119, 2090.03958686, 2103.62478818, 2116.14129354]), 2820: array([ 6227.46130679,  6519.22763376,  6809.99185998,  7099.75742727,
        7388.52776561,  7676.30629322,  7963.09641658,  8248.90153046,
        8533.72501798,  8817.57025062,  9100.4405883 ,  9382.3393794 ,
        9663.26996079,  9943.23565789, 10222.23978468, 10500.28564378,
       10777.37652645, 11053.51571265, 11328.70647109, 11602.95205924,
       11876.25572336, 12148.62069861, 12420.05020899, 12690.54746747,
       12960.11567594, 13228.75802532, 13496.47769558, 13763.27785575]), 2825: array([7660.93358775, 7125.30364094, 6718.11890599, 6408.57794518,
       6173.26557172, 5994.38161091, 5858.39440817, 5755.01722877,
       5676.43011906, 5616.68836708, 5571.27281555, 5536.74801085,
       5510.50232847, 5490.55041711, 5475.38301696, 5463.85279194,
       5455.08753965, 5448.42421369, 5443.35876761, 5439.50802638,
       5436.58070117, 5434.35535483, 5432.66365133, 5431.37762196,
       5430.39998519, 5429.65678783, 5429.09181078, 5428.66231645]), 2830: array([5688.79660022, 6716.14107694, 7365.97452319, 7777.01825531,
       8037.01864569, 8201.47852603, 8305.50549384, 8371.30640535,
       8412.92791991, 8439.25507001, 8455.90796791, 8466.44154284,
       8473.10441928, 8477.31893549, 8479.98477315, 8481.67101425,
       8482.73762422, 8483.41229454, 8483.83904852, 8484.10898622,
       8484.27973182, 8484.38773474, 8484.45605059, 8484.49926289,
       8484.52659627, 8484.54388565, 8484.55482182, 8484.56173936]), 2835: array([16978.18029947, 17916.49535056, 18854.59440098, 19792.47750045,
       20730.14469869, 21667.5960454 , 22604.83159027, 23541.85138297,
       24478.65547317, 25415.24391052, 26351.61674468, 27287.77402527,
       28223.7158019 , 29159.4421242 , 30094.95304176, 31030.24860416,
       31965.32886098, 32900.19386179, 33834.84365613, 34769.27829354,
       35703.49782356, 36637.5022957 , 37571.29175948, 38504.86626437,
       39438.22585988, 40371.37059546, 41304.30052059, 42237.0156847 ]), 2840: array([13271.27082102, 13687.91454052, 14099.8028581 , 14506.99004996,
       14909.52977286, 15307.4750711 , 15700.87838359, 16089.79155069,
       16474.26582111, 16854.35185861, 17230.09974868, 17601.55900519,
       17968.77857685, 18331.80685369, 18690.69167345, 19045.48032787,
       19396.21956891, 19742.95561493, 20085.73415677, 20424.60036376,
       20759.59888971, 21090.77387876, 21418.1689712 , 21741.82730924,
       22061.79154266, 22378.10383448, 22690.80586647, 22999.93884466]), 2845: array([ 886.80918495, 1620.24215956, 2230.569547  , 2738.45442913,
       3161.09162157, 3512.7898168 , 3805.45601547, 4048.99864665,
       4251.66302494, 4420.31050168, 4560.65076104, 4677.43512554,
       4774.61741561, 4855.48780902, 4922.78423234, 4978.78505539,
       5025.38622715, 5064.16546451, 5096.43566703, 5123.28936611,
       5145.63571345, 5164.23126106, 5179.70557484, 5192.58254905,
       5203.29814312, 5212.21514134, 5219.63543524, 5225.81024432]), 2850: array([ 13.72379203,  17.99801558,  22.27223913,  26.54646267,
        30.82068622,  35.09490977,  39.36913331,  43.64335686,
        47.91758041,  52.19180395,  56.4660275 ,  60.74025105,
        65.01447459,  69.28869814,  73.56292169,  77.83714523,
        82.11136878,  86.38559233,  90.65981587,  94.93403942,
        99.20826297, 103.48248651, 107.75671006, 112.03093361,
       116.30515715, 120.5793807 , 124.85360425, 129.12782779]), 2855: array([ 24.78142694,  29.60948726,  34.43754759,  39.26560791,
        44.09366824,  48.92172856,  53.74978889,  58.57784921,
        63.40590954,  68.23396986,  73.06203019,  77.89009051,
        82.71815084,  87.54621116,  92.37427149,  97.20233181,
       102.03039214, 106.85845246, 111.68651279, 116.51457311,
       121.34263344, 126.17069376, 130.99875408, 135.82681441,
       140.65487473, 145.48293506, 150.31099538, 155.13905571]), 2860: array([23.61931096, 28.52930649, 30.98938778, 32.22197546, 32.83954544,
       33.14896983, 33.30400239, 33.38167918, 33.420598  , 33.4400977 ,
       33.44986774, 33.45476287, 33.45721551, 33.45844437, 33.45906007,
       33.45936856, 33.45952312, 33.45960056, 33.45963936, 33.4596588 ,
       33.45966854, 33.45967342, 33.45967587, 33.45967709, 33.45967771,
       33.45967801, 33.45967817, 33.45967825]), 2865: array([23.31520034, 30.22316054, 36.23815169, 41.47560491, 46.03602996,
       50.00694401, 53.4645512 , 56.47520499, 59.09668157, 61.37928859,
       63.36683057, 65.09744961, 66.60435728, 67.916472  , 69.05897401,
       70.05378858, 70.92000678, 71.67425182, 72.33099812, 72.90284901,
       73.40077863, 73.83434254, 74.21186109, 74.54057907, 74.82680476,
       75.07603102, 75.29304062, 75.48199811]), 2870: array([604.8498461 , 613.51146863, 622.17309116, 630.83471368,
       639.49633621, 648.15795874, 656.81958127, 665.48120379,
       674.14282632, 682.80444885, 691.46607138, 700.1276939 ,
       708.78931643, 717.45093896, 726.11256149, 734.77418401,
       743.43580654, 752.09742907, 760.75905159, 769.42067412,
       778.08229665, 786.74391918, 795.4055417 , 804.06716423,
       812.72878676, 821.39040929, 830.05203181, 838.71365434]), 2875: array([656.8233185 , 568.84699402, 496.69627936, 437.52438673,
       388.99662239, 349.1982687 , 316.55903674, 289.79110882,
       267.83832618, 249.83451701, 235.06932074, 222.96015991,
       213.02925391, 204.88476766, 198.20535127, 192.72746084,
       188.23496003, 184.55059214, 181.5289863 , 179.05092164,
       177.01862332, 175.35190472, 173.98500358, 172.86398728,
       171.94462485, 171.19064182, 170.57228892, 170.06516836]), 2880: array([899.47391994, 826.77418716, 763.00837623, 707.07861572,
       658.02194938, 614.99375669, 577.25321082, 544.15052364,
       515.11575816, 489.64901577, 467.31182941, 447.71961431,
       430.53504655, 415.46225527, 402.24172855, 390.6458454 ,
       380.47495667, 371.55394771, 363.72922334, 356.86606338,
       350.84630315, 345.56629898, 340.93514375, 336.87310173,
       333.31023577, 330.18520314, 327.4441994 , 325.04003201]), 2885: array([ 5.56609923,  7.54646646,  9.51631092, 11.47568853, 13.42465492,
       15.36326539, 17.29157498, 19.20963842, 21.11751015, 23.01524432,
       24.90289481, 26.7805152 , 28.64815877, 30.50587855, 32.35372725,
       34.19175734, 36.02002098, 37.83857007, 39.64745622, 41.44673079,
       43.23644484, 45.01664917, 46.78739431, 48.54873053, 50.30070782,
       52.0433759 , 53.77678425, 55.50098207]), 2890: array([30.43633403, 32.92451283, 35.41269163, 37.90087044, 40.38904924,
       42.87722805, 45.36540686, 47.85358567, 50.34176448, 52.82994329,
       55.3181221 , 57.80630092, 60.29447974, 62.78265855, 65.27083737,
       67.7590162 , 70.24719502, 72.73537384, 75.22355267, 77.7117315 ,
       80.19991033, 82.68808916, 85.17626799, 87.66444682, 90.15262566,
       92.64080449, 95.12898333, 97.61716217]), 2895: array([ 29.97656937,  32.90465023,  35.83273109,  38.76081194,
        41.6888928 ,  44.61697366,  47.54505452,  50.47313537,
        53.40121623,  56.32929709,  59.25737795,  62.1854588 ,
        65.11353966,  68.04162052,  70.96970138,  73.89778223,
        76.82586309,  79.75394395,  82.68202481,  85.61010566,
        88.53818652,  91.46626738,  94.39434824,  97.32242909,
       100.25050995, 103.17859081, 106.10667166, 109.03475252]), 2900: array([114.15241329, 117.73545528, 121.31849728, 124.90153927,
       128.48458127, 132.06762326, 135.65066526, 139.23370725,
       142.81674924, 146.39979124, 149.98283323, 153.56587523,
       157.14891722, 160.73195922, 164.31500121, 167.8980432 ,
       171.4810852 , 175.06412719, 178.64716919, 182.23021118,
       185.81325318, 189.39629517, 192.97933716, 196.56237916,
       200.14542115, 203.72846315, 207.31150514, 210.89454714]), 2905: array([10.58235625, 12.8824658 , 14.18321179, 14.91880289, 15.33479054,
       15.57003771, 15.70307347, 15.77830715, 15.82085292, 15.84491318,
       15.85851961, 15.86621425, 15.87056568, 15.87302648, 15.8744181 ,
       15.87520508, 15.87565013, 15.87590181, 15.87604414, 15.87612463,
       15.87617015, 15.87619589, 15.87621045, 15.87621868, 15.87622333,
       15.87622597, 15.87622746, 15.8762283 ]), 2910: array([11.89125916, 13.89824999, 14.9674439 , 15.53704073, 15.8404848 ,
       16.00214002, 16.08825939, 16.13413818, 16.1585794 , 16.17160009,
       16.17853667, 16.18223203, 16.18420067, 16.18524944, 16.18580815,
       16.1861058 , 16.18626436, 16.18634884, 16.18639384, 16.18641782,
       16.18643059, 16.18643739, 16.18644102, 16.18644295, 16.18644398,
       16.18644452, 16.18644482, 16.18644497]), 2915: array([23.10345847, 24.48630581, 25.2614903 , 25.69603646, 25.93963055,
       26.07618241, 26.15272945, 26.19563953, 26.21969368, 26.23317775,
       26.24073653, 26.24497377, 26.24734904, 26.24868055, 26.24942695,
       26.24984537, 26.25007992, 26.2502114 , 26.25028511, 26.25032642,
       26.25034958, 26.25036257, 26.25036985, 26.25037393, 26.25037621,
       26.2503775 , 26.25037821, 26.25037862]), 2920: array([364.77802899, 372.54460634, 380.31118369, 388.07776103,
       395.84433838, 403.61091572, 411.37749307, 419.14407041,
       426.91064776, 434.67722511, 442.44380245, 450.2103798 ,
       457.97695714, 465.74353449, 473.51011184, 481.27668918,
       489.04326653, 496.80984387, 504.57642122, 512.34299857,
       520.10957591, 527.87615326, 535.6427306 , 543.40930795,
       551.17588529, 558.94246264, 566.70903999, 574.47561733]), 2925: array([ 51.87111187,  60.19119078,  68.5112697 ,  76.83134861,
        85.15142752,  93.47150644, 101.79158535, 110.11166426,
       118.43174318, 126.75182209, 135.071901  , 143.39197992,
       151.71205883, 160.03213774, 168.35221666, 176.67229557,
       184.99237448, 193.3124534 , 201.63253231, 209.95261122,
       218.27269014, 226.59276905, 234.91284796, 243.23292688,
       251.55300579, 259.87308471, 268.19316362, 276.51324253]), 2930: array([ 60.9511145 ,  85.88016418,  96.36745581, 100.77930814,
       102.63531078, 103.41610432, 103.7445729 , 103.88275489,
       103.94088606, 103.96534101, 103.97562885, 103.9799568 ,
       103.9817775 , 103.98254345, 103.98286567, 103.98300122,
       103.98305825, 103.98308224, 103.98309233, 103.98309658,
       103.98309836, 103.98309911, 103.98309943, 103.98309956,
       103.98309962, 103.98309964, 103.98309965, 103.98309966]), 2935: array([1239.32489667, 1275.42426669, 1311.5236367 , 1347.62300672,
       1383.72237673, 1419.82174675, 1455.92111677, 1492.02048678,
       1528.1198568 , 1564.21922681, 1600.31859683, 1636.41796684,
       1672.51733686, 1708.61670687, 1744.71607689, 1780.81544691,
       1816.91481692, 1853.01418694, 1889.11355695, 1925.21292697,
       1961.31229698, 1997.411667  , 2033.51103701, 2069.61040703,
       2105.70977704, 2141.80914706, 2177.90851708, 2214.00788709]), 2940: array([3040.21951748, 3058.92609119, 3077.63266491, 3096.33923862,
       3115.04581233, 3133.75238604, 3152.45895975, 3171.16553347,
       3189.87210718, 3208.57868089, 3227.2852546 , 3245.99182832,
       3264.69840203, 3283.40497574, 3302.11154945, 3320.81812316,
       3339.52469688, 3358.23127059, 3376.9378443 , 3395.64441801,
       3414.35099173, 3433.05756544, 3451.76413915, 3470.47071286,
       3489.17728657, 3507.88386029, 3526.590434  , 3545.29700771]), 2945: array([3478.73433937, 3493.70054879, 3508.6667582 , 3523.63296762,
       3538.59917703, 3553.56538644, 3568.53159586, 3583.49780527,
       3598.46401469, 3613.4302241 , 3628.39643352, 3643.36264293,
       3658.32885235, 3673.29506176, 3688.26127117, 3703.22748059,
       3718.19369   , 3733.15989942, 3748.12610883, 3763.09231825,
       3778.05852766, 3793.02473707, 3807.99094649, 3822.9571559 ,
       3837.92336532, 3852.88957473, 3867.85578415, 3882.82199356]), 2950: array([  7.84618733,  15.37493571,  22.90368408,  30.43243245,
        37.96118082,  45.4899292 ,  53.01867757,  60.54742594,
        68.07617431,  75.60492269,  83.13367106,  90.66241943,
        98.1911678 , 105.71991618, 113.24866455, 120.77741292,
       128.30616129, 135.83490967, 143.36365804, 150.89240641,
       158.42115478, 165.94990316, 173.47865153, 181.0073999 ,
       188.53614827, 196.06489665, 203.59364502, 211.12239339]), 2955: array([ 447.32365448,  481.13132298,  514.93899148,  548.74665997,
        582.55432847,  616.36199697,  650.16966547,  683.97733396,
        717.78500246,  751.59267096,  785.40033945,  819.20800795,
        853.01567645,  886.82334495,  920.63101344,  954.43868194,
        988.24635044, 1022.05401894, 1055.86168743, 1089.66935593,
       1123.47702443, 1157.28469293, 1191.09236142, 1224.90002992,
       1258.70769842, 1292.51536691, 1326.32303541, 1360.13070391]), 2960: array([113.78993694, 136.06998999, 141.92031981, 143.45650821,
       143.85988287, 143.96580159, 143.99361389, 144.00091688,
       144.00283452, 144.00333805, 144.00347027, 144.00350499,
       144.0035141 , 144.0035165 , 144.00351713, 144.00351729,
       144.00351733, 144.00351735, 144.00351735, 144.00351735,
       144.00351735, 144.00351735, 144.00351735, 144.00351735,
       144.00351735, 144.00351735, 144.00351735, 144.00351735]), 2965: array([284.39142898, 289.57909532, 294.76676165, 299.95442798,
       305.14209432, 310.32976065, 315.51742699, 320.70509332,
       325.89275965, 331.08042599, 336.26809232, 341.45575866,
       346.64342499, 351.83109132, 357.01875766, 362.20642399,
       367.39409033, 372.58175666, 377.76942299, 382.95708933,
       388.14475566, 393.332422  , 398.52008833, 403.70775466,
       408.895421  , 414.08308733, 419.27075367, 424.45842   ]), 2970: array([3342.15321121, 3104.29496443, 2891.08306601, 2699.96371553,
       2528.64773178, 2375.08313344, 2237.43056101, 2114.04124537,
       2003.43725921, 1904.29381482, 1815.42339607, 1735.76153463,
       1664.35406006, 1600.34567094, 1542.96969031, 1491.53888259,
       1445.43722204, 1404.11251416, 1367.06978161, 1333.86533553,
       1304.10146112, 1277.42165391, 1253.50634964, 1232.06909659,
       1212.85312456, 1195.62826928, 1180.18821561, 1166.34802635]), 2975: array([1631.52510702, 1678.74143254, 1725.95775806, 1773.17408358,
       1820.3904091 , 1867.60673461, 1914.82306013, 1962.03938565,
       2009.25571117, 2056.47203669, 2103.68836221, 2150.90468773,
       2198.12101325, 2245.33733877, 2292.55366429, 2339.7699898 ,
       2386.98631532, 2434.20264084, 2481.41896636, 2528.63529188,
       2575.8516174 , 2623.06794292, 2670.28426844, 2717.50059396,
       2764.71691948, 2811.933245  , 2859.14957051, 2906.36589603]), 2980: array([ 65.40328812,  87.40479563, 109.40630314, 131.40781064,
       153.40931815, 175.41082566, 197.41233317, 219.41384068,
       241.41534819, 263.41685569, 285.4183632 , 307.41987071,
       329.42137822, 351.42288573, 373.42439324, 395.42590075,
       417.42740826, 439.42891576, 461.43042327, 483.43193078,
       505.43343829, 527.4349458 , 549.43645331, 571.43796082,
       593.43946833, 615.44097584, 637.44248334, 659.44399085]), 2985: array([ 495.42788558,  529.60221934,  563.77655311,  597.95088687,
        632.12522064,  666.2995544 ,  700.47388817,  734.64822193,
        768.8225557 ,  802.99688946,  837.17122323,  871.34555699,
        905.51989076,  939.69422452,  973.86855829, 1008.04289205,
       1042.21722582, 1076.39155958, 1110.56589335, 1144.74022711,
       1178.91456087, 1213.08889464, 1247.2632284 , 1281.43756217,
       1315.61189593, 1349.7862297 , 1383.96056346, 1418.13489723]), 2990: array([ 86.77133831, 116.50030802, 146.22927773, 175.95824744,
       205.68721715, 235.41618686, 265.14515657, 294.87412628,
       324.60309599, 354.33206571, 384.06103542, 413.79000513,
       443.51897484, 473.24794455, 502.97691426, 532.70588397,
       562.43485368, 592.16382339, 621.8927931 , 651.62176282,
       681.35073253, 711.07970224, 740.80867195, 770.53764166,
       800.26661137, 829.99558108, 859.72455079, 889.4535205 ]), 2995: array([342.66450198, 268.92548682, 229.68827822, 208.80979842,
       197.70016716, 191.78863013, 188.64304687, 186.96925306,
       186.07861198, 185.60469366, 185.35251736, 185.21833203,
       185.14693078, 185.10893752, 185.08872096, 185.07796354,
       185.07223941, 185.06919356, 185.06757283, 185.06671042,
       185.06625153, 185.06600735, 185.06587741, 185.06580828,
       185.06577149, 185.06575191, 185.0657415 , 185.06573595]), 3000: array([377.22209314, 406.23037876, 433.73037114, 459.80049437,
       484.51509486, 507.94465338, 530.15598599, 551.21243467,
       571.17404791, 590.09775196, 608.03751317, 625.04449189,
       641.1671884 , 656.45158118, 670.94125804, 684.67754043,
       697.69960131, 710.04457679, 721.74767211, 732.842262  ,
       743.35998583, 753.33083793, 762.78325301, 771.74418735,
       780.23919562, 788.29250375, 795.92707806, 803.16469073]), 3005: array([2391.65107461, 2398.07437062, 2404.29741666, 2410.32645563,
       2416.16753582, 2421.82651695, 2427.30907606, 2432.62071322,
       2437.76675702, 2442.75236991, 2447.58255344, 2452.2621532 ,
       2456.79586372, 2461.18823319, 2465.443668  , 2469.56643716,
       2473.56067661, 2477.43039333, 2481.17946939, 2484.81166582,
       2488.33062644, 2491.73988141, 2495.04285089, 2498.24284838,
       2501.34308409, 2504.34666816, 2507.25661376, 2510.07584011]), 3010: array([3780.53385475, 3870.98687103, 3961.43988731, 4051.89290359,
       4142.34591987, 4232.79893615, 4323.25195243, 4413.70496871,
       4504.15798499, 4594.61100127, 4685.06401755, 4775.51703383,
       4865.9700501 , 4956.42306638, 5046.87608266, 5137.32909894,
       5227.78211522, 5318.2351315 , 5408.68814778, 5499.14116406,
       5589.59418034, 5680.04719662, 5770.5002129 , 5860.95322918,
       5951.40624546, 6041.85926173, 6132.31227801, 6222.76529429]), 3015: array([10089.77404299,  9189.61323519,  8414.41243087,  7746.82472674,
        7171.91131047,  6676.80717036,  6250.43321105,  5883.24833326,
        5567.03592973,  5294.72001969,  5060.20690752,  4858.24882225,
        4684.32648661,  4534.54798781,  4405.56168698,  4294.4812186 ,
        4198.82090137,  4116.44011539,  4045.49540084,  3984.39920636,
        3931.78436388,  3886.47349515,  3847.4526651 ,  3813.84869282,
        3784.90961203,  3759.98784415,  3738.52570724,  3720.04293654]), 3020: array([2103.44608303, 2186.16140361, 2263.85828835, 2336.84121164,
       2405.39617509, 2469.79182823, 2530.28052131, 2587.09929418,
       2640.47080524, 2690.60420391, 2737.69595029, 2781.93058499,
       2823.48145234, 2862.51137967, 2899.17331538, 2933.6109283 ,
       2965.95917071, 2996.34480719, 3024.88691135, 3051.69733245,
       3076.88113375, 3100.53700419, 3122.75764513, 3143.63013363,
       3163.2362637 , 3181.65286677, 3198.95211287, 3215.20179334]), 3025: array([1452.07750091, 1453.98955687, 1455.35438728, 1456.3286067 ,
       1457.02400699, 1457.5203855 , 1457.87470173, 1458.12761356,
       1458.30814267, 1458.43700481, 1458.52898693, 1458.594644  ,
       1458.64151018, 1458.67496338, 1458.69884236, 1458.71588724,
       1458.72805392, 1458.73673852, 1458.74293762, 1458.74736254,
       1458.75052107, 1458.75277563, 1458.75438495, 1458.75553368,
       1458.75635364, 1458.75693894, 1458.75735672, 1458.75765494]), 3030: array([171.13908627, 201.6231953 , 232.10730433, 262.59141336,
       293.07552239, 323.55963142, 354.04374046, 384.52784949,
       415.01195852, 445.49606755, 475.98017658, 506.46428561,
       536.94839464, 567.43250367, 597.9166127 , 628.40072173,
       658.88483076, 689.36893979, 719.85304882, 750.33715785,
       780.82126688, 811.30537591, 841.78948494, 872.27359397,
       902.757703  , 933.24181204, 963.72592107, 994.2100301 ]), 3035: array([2196.3724905 , 2070.25147067, 1960.57234298, 1865.19164381,
       1782.24534431, 1710.11242161, 1647.38317909, 1592.83169663,
       1545.39187242, 1504.13658805, 1468.25958985, 1437.05973218,
       1409.92727498, 1386.33196753, 1365.8126858 , 1347.96842063,
       1332.45044083, 1318.95547789, 1307.21979922, 1297.01405396,
       1288.13879083, 1280.4205602 , 1273.70852438, 1267.87150978,
       1262.79544339, 1258.38112344, 1254.54228071, 1251.20389252]), 3040: array([ 194.42708046,  234.64496146,  274.86284246,  315.08072346,
        355.29860447,  395.51648547,  435.73436647,  475.95224747,
        516.17012847,  556.38800947,  596.60589047,  636.82377147,
        677.04165247,  717.25953347,  757.47741447,  797.69529547,
        837.91317647,  878.13105747,  918.34893847,  958.56681947,
        998.78470047, 1039.00258148, 1079.22046248, 1119.43834348,
       1159.65622448, 1199.87410548, 1240.09198648, 1280.30986748]), 3045: array([1471.90531598, 1565.1536354 , 1658.40195482, 1751.65027425,
       1844.89859367, 1938.14691309, 2031.39523252, 2124.64355194,
       2217.89187136, 2311.14019079, 2404.38851021, 2497.63682963,
       2590.88514906, 2684.13346848, 2777.3817879 , 2870.63010733,
       2963.87842675, 3057.12674617, 3150.3750656 , 3243.62338502,
       3336.87170444, 3430.12002386, 3523.36834329, 3616.61666271,
       3709.86498213, 3803.11330156, 3896.36162098, 3989.6099404 ]), 3050: array([2808.14105131, 2695.32447349, 2604.83613396, 2532.2569107 ,
       2474.04229788, 2427.34930513, 2389.89761618, 2359.85822648,
       2335.76412128, 2316.43863194, 2300.93797172, 2288.50514463,
       2278.53297652, 2270.53446291, 2264.11898542, 2258.97323542,
       2254.84591315, 2251.53545519, 2248.88019078, 2246.75044645,
       2245.04221321, 2243.67206715, 2242.57309531, 2241.6916279 ,
       2240.98461725, 2240.41753552, 2239.9626885 , 2239.59786312]), 3055: array([1886.0062212 , 2148.45002821, 2303.86590628, 2395.90120875,
       2450.40334202, 2482.6788108 , 2501.79193211, 2513.11047899,
       2519.81317821, 2523.78243127, 2526.13297236, 2527.52493283,
       2528.34923409, 2528.83737478, 2529.12644549, 2529.29762947,
       2529.39900245, 2529.45903423, 2529.49458429, 2529.51563658,
       2529.52810348, 2529.53548621, 2529.53985818, 2529.5424472 ,
       2529.54398038, 2529.54488832, 2529.54542598, 2529.54574438]), 3060: array([418.37610722, 435.33543796, 452.2947687 , 469.25409945,
       486.21343019, 503.17276093, 520.13209168, 537.09142242,
       554.05075316, 571.01008391, 587.96941465, 604.92874539,
       621.88807613, 638.84740688, 655.80673762, 672.76606836,
       689.72539911, 706.68472985, 723.64406059, 740.60339134,
       757.56272208, 774.52205282, 791.48138357, 808.44071431,
       825.40004505, 842.35937579, 859.31870654, 876.27803728]), 3065: array([453.74185657, 472.20703748, 490.67221839, 509.13739931,
       527.60258022, 546.06776113, 564.53294204, 582.99812296,
       601.46330387, 619.92848478, 638.39366569, 656.85884661,
       675.32402752, 693.78920843, 712.25438934, 730.71957026,
       749.18475117, 767.64993208, 786.115113  , 804.58029391,
       823.04547482, 841.51065573, 859.97583665, 878.44101756,
       896.90619847, 915.37137938, 933.8365603 , 952.30174121]), 3070: array([ 50.62658065,  52.93193438,  55.23728811,  57.54264184,
        59.84799557,  62.1533493 ,  64.45870303,  66.76405676,
        69.06941049,  71.37476422,  73.68011795,  75.98547168,
        78.29082541,  80.59617914,  82.90153287,  85.2068866 ,
        87.51224033,  89.81759406,  92.12294779,  94.42830152,
        96.73365525,  99.03900898, 101.34436271, 103.64971644,
       105.95507017, 108.2604239 , 110.56577763, 112.87113136]), 3075: array([ 97.11054382,  99.19701941, 101.28349499, 103.36997058,
       105.45644617, 107.54292175, 109.62939734, 111.71587292,
       113.80234851, 115.88882409, 117.97529968, 120.06177526,
       122.14825085, 124.23472644, 126.32120202, 128.40767761,
       130.49415319, 132.58062878, 134.66710436, 136.75357995,
       138.84005554, 140.92653112, 143.01300671, 145.09948229,
       147.18595788, 149.27243346, 151.35890905, 153.44538464]), 3080: array([115.82983729, 117.57876138, 119.32768547, 121.07660956,
       122.82553365, 124.57445774, 126.32338183, 128.07230592,
       129.82123001, 131.5701541 , 133.31907819, 135.06800228,
       136.81692637, 138.56585046, 140.31477455, 142.06369864,
       143.81262274, 145.56154683, 147.31047092, 149.05939501,
       150.8083191 , 152.55724319, 154.30616728, 156.05509137,
       157.80401546, 159.55293955, 161.30186364, 163.05078773]), 3085: array([ 69.56950234,  71.51618337,  73.4628644 ,  75.40954544,
        77.35622647,  79.3029075 ,  81.24958854,  83.19626957,
        85.1429506 ,  87.08963163,  89.03631267,  90.9829937 ,
        92.92967473,  94.87635577,  96.8230368 ,  98.76971783,
       100.71639886, 102.6630799 , 104.60976093, 106.55644196,
       108.503123  , 110.44980403, 112.39648506, 114.34316609,
       116.28984713, 118.23652816, 120.18320919, 122.12989023]), 3090: array([27.40120976, 25.80986511, 24.850336  , 24.27177113, 23.92291532,
       23.71256661, 23.58573317, 23.50925673, 23.46314392, 23.43533939,
       23.41857417, 23.40846528, 23.40236995, 23.39869467, 23.39647859,
       23.39514237, 23.39433667, 23.39385086, 23.39355793, 23.3933813 ,
       23.3932748 , 23.39321059, 23.39317187, 23.39314852, 23.39313444,
       23.39312595, 23.39312084, 23.39311775]), 3095: array([23.61337195, 23.95218828, 24.29100461, 24.62982095, 24.96863728,
       25.30745361, 25.64626995, 25.98508628, 26.32390261, 26.66271895,
       27.00153528, 27.34035162, 27.67916795, 28.01798428, 28.35680062,
       28.69561695, 29.03443328, 29.37324962, 29.71206595, 30.05088229,
       30.38969862, 30.72851495, 31.06733129, 31.40614762, 31.74496395,
       32.08378029, 32.42259662, 32.76141296]), 3100: array([24.23003055, 28.38184968, 32.13129662, 35.51736715, 38.57527775,
       41.33683195, 43.83075103, 46.08297276, 48.11692116, 49.95375012,
       51.6125634 , 53.11061334, 54.46348025, 55.68523451, 56.78858286,
       57.78500057, 58.68485078, 59.4974923 , 60.23137693, 60.89413738,
       61.49266661, 62.03318958, 62.52132795, 62.96215854, 63.36026618,
       63.71979135, 64.04447326, 64.33768872]), 3105: array([ 44.23791691,  48.6808527 ,  53.12378848,  57.56672427,
        62.00966005,  66.45259584,  70.89553163,  75.33846741,
        79.7814032 ,  84.22433898,  88.66727477,  93.11021056,
        97.55314634, 101.99608213, 106.43901791, 110.8819537 ,
       115.32488949, 119.76782527, 124.21076106, 128.65369684,
       133.09663263, 137.53956842, 141.9825042 , 146.42543999,
       150.86837577, 155.31131156, 159.75424735, 164.19718313]), 3110: array([  5.25328825,  10.09809792,  14.9429076 ,  19.78771728,
        24.63252696,  29.47733664,  34.32214632,  39.16695599,
        44.01176567,  48.85657535,  53.70138503,  58.5461947 ,
        63.39100438,  68.23581405,  73.08062373,  77.9254334 ,
        82.77024308,  87.61505275,  92.45986242,  97.3046721 ,
       102.14948177, 106.99429144, 111.83910112, 116.68391079,
       121.52872046, 126.37353013, 131.2183398 , 136.06314947]), 3115: array([ 705.51722869,  724.1424146 ,  742.76760052,  761.39278643,
        780.01797235,  798.64315826,  817.26834418,  835.89353009,
        854.51871601,  873.14390192,  891.76908784,  910.39427375,
        929.01945967,  947.64464559,  966.2698315 ,  984.89501742,
       1003.52020333, 1022.14538925, 1040.77057516, 1059.39576108,
       1078.02094699, 1096.64613291, 1115.27131882, 1133.89650474,
       1152.52169065, 1171.14687657, 1189.77206248, 1208.3972484 ]), 3120: array([1407.12444058, 1423.22814095, 1439.33184131, 1455.43554168,
       1471.53924204, 1487.64294241, 1503.74664277, 1519.85034314,
       1535.95404351, 1552.05774387, 1568.16144424, 1584.2651446 ,
       1600.36884497, 1616.47254533, 1632.5762457 , 1648.67994606,
       1664.78364643, 1680.88734679, 1696.99104716, 1713.09474753,
       1729.19844789, 1745.30214826, 1761.40584862, 1777.50954899,
       1793.61324935, 1809.71694972, 1825.82065008, 1841.92435045]), 3125: array([2285.94506625, 2304.04806016, 2322.15105408, 2340.25404799,
       2358.3570419 , 2376.46003582, 2394.56302973, 2412.66602365,
       2430.76901756, 2448.87201148, 2466.97500539, 2485.0779993 ,
       2503.18099322, 2521.28398713, 2539.38698105, 2557.48997496,
       2575.59296888, 2593.69596279, 2611.7989567 , 2629.90195062,
       2648.00494453, 2666.10793845, 2684.21093236, 2702.31392628,
       2720.41692019, 2738.5199141 , 2756.62290802, 2774.72590193]), 3130: array([291.45027482, 302.20364915, 312.95702348, 323.71039781,
       334.46377214, 345.21714647, 355.9705208 , 366.72389513,
       377.47726946, 388.23064379, 398.98401812, 409.73739245,
       420.49076678, 431.24414111, 441.99751544, 452.75088978,
       463.50426411, 474.25763844, 485.01101277, 495.7643871 ,
       506.51776143, 517.27113576, 528.02451009, 538.77788442,
       549.53125875, 560.28463308, 571.03800741, 581.79138174]), 3135: array([ 817.65591092,  828.28284628,  838.90978164,  849.536717  ,
        860.16365236,  870.79058772,  881.41752308,  892.04445844,
        902.6713938 ,  913.29832916,  923.92526452,  934.55219988,
        945.17913524,  955.8060706 ,  966.43300596,  977.05994132,
        987.68687668,  998.31381204, 1008.9407474 , 1019.56768276,
       1030.19461812, 1040.82155349, 1051.44848885, 1062.07542421,
       1072.70235957, 1083.32929493, 1093.95623029, 1104.58316565]), 3140: array([ 42.7155996 ,  46.40267062,  50.08974163,  53.77681265,
        57.46388367,  61.15095468,  64.8380257 ,  68.52509672,
        72.21216773,  75.89923875,  79.58630977,  83.27338078,
        86.9604518 ,  90.64752282,  94.33459383,  98.02166485,
       101.70873587, 105.39580688, 109.0828779 , 112.76994892,
       116.45701993, 120.14409095, 123.83116197, 127.51823298,
       131.205304  , 134.89237502, 138.57944604, 142.26651705]), 3145: array([ 60.65996031,  65.17256722,  69.68517413,  74.19778103,
        78.71038794,  83.22299485,  87.73560176,  92.24820866,
        96.76081557, 101.27342248, 105.78602939, 110.2986363 ,
       114.8112432 , 119.32385011, 123.83645702, 128.34906393,
       132.86167083, 137.37427774, 141.88688465, 146.39949156,
       150.91209847, 155.42470537, 159.93731228, 164.44991919,
       168.9625261 , 173.475133  , 177.98773991, 182.50034682]), 3150: array([ 95.14310092, 103.74342994, 112.34375895, 120.94408797,
       129.54441699, 138.144746  , 146.74507502, 155.34540404,
       163.94573305, 172.54606207, 181.14639108, 189.7467201 ,
       198.34704912, 206.94737813, 215.54770715, 224.14803617,
       232.74836518, 241.3486942 , 249.94902322, 258.54935223,
       267.14968125, 275.75001027, 284.35033928, 292.9506683 ,
       301.55099732, 310.15132633, 318.75165535, 327.35198437]), 3155: array([114.75227619, 116.9395304 , 119.1267846 , 121.31403881,
       123.50129302, 125.68854722, 127.87580143, 130.06305563,
       132.25030984, 134.43756404, 136.62481825, 138.81207246,
       140.99932666, 143.18658087, 145.37383507, 147.56108928,
       149.74834349, 151.93559769, 154.1228519 , 156.3101061 ,
       158.49736031, 160.68461451, 162.87186872, 165.05912293,
       167.24637713, 169.43363134, 171.62088554, 173.80813975]), 3160: array([479.08162822, 491.34499104, 503.60835386, 515.87171669,
       528.13507951, 540.39844233, 552.66180515, 564.92516797,
       577.18853079, 589.45189362, 601.71525644, 613.97861926,
       626.24198208, 638.5053449 , 650.76870772, 663.03207055,
       675.29543337, 687.55879619, 699.82215901, 712.08552183,
       724.34888465, 736.61224748, 748.8756103 , 761.13897312,
       773.40233594, 785.66569876, 797.92906158, 810.19242441]), 3165: array([ 761.70268851,  774.69079579,  787.67890307,  800.66701035,
        813.65511763,  826.6432249 ,  839.63133217,  852.61943943,
        865.6075467 ,  878.59565396,  891.58376121,  904.57186847,
        917.55997572,  930.54808296,  943.53619021,  956.52429745,
        969.51240468,  982.50051192,  995.48861915, 1008.47672637,
       1021.4648336 , 1034.45294082, 1047.44104804, 1060.42915525,
       1073.41726246, 1086.40536967, 1099.39347688, 1112.38158408]), 3170: array([ 582.06921531,  601.486994  ,  620.90477268,  640.32255137,
        659.74033005,  679.15810873,  698.57588742,  717.9936661 ,
        737.41144478,  756.82922347,  776.24700215,  795.66478084,
        815.08255952,  834.5003382 ,  853.91811689,  873.33589557,
        892.75367425,  912.17145294,  931.58923162,  951.00701031,
        970.42478899,  989.84256767, 1009.26034636, 1028.67812504,
       1048.09590372, 1067.51368241, 1086.93146109, 1106.34923978]), 3175: array([ 8.21576697,  9.68842259, 11.1610782 , 12.63373381, 14.10638942,
       15.57904503, 17.05170064, 18.52435625, 19.99701186, 21.46966747,
       22.94232308, 24.4149787 , 25.88763431, 27.36028992, 28.83294553,
       30.30560114, 31.77825675, 33.25091236, 34.72356797, 36.19622358,
       37.66887919, 39.14153481, 40.61419042, 42.08684603, 43.55950164,
       45.03215725, 46.50481286, 47.97746847]), 3180: array([172.60591127, 176.06455418, 179.52319708, 182.98183999,
       186.44048289, 189.8991258 , 193.3577687 , 196.81641161,
       200.27505451, 203.73369742, 207.19234032, 210.65098323,
       214.10962613, 217.56826903, 221.02691194, 224.48555484,
       227.94419775, 231.40284065, 234.86148356, 238.32012646,
       241.77876937, 245.23741227, 248.69605518, 252.15469808,
       255.61334099, 259.07198389, 262.5306268 , 265.9892697 ]), 3185: array([282.28255508, 285.74180445, 289.20105382, 292.66030319,
       296.11955256, 299.57880193, 303.0380513 , 306.49730067,
       309.95655004, 313.41579941, 316.87504878, 320.33429815,
       323.79354752, 327.25279689, 330.71204626, 334.17129563,
       337.630545  , 341.08979437, 344.54904374, 348.00829311,
       351.46754248, 354.92679185, 358.38604122, 361.84529059,
       365.30453996, 368.76378933, 372.2230387 , 375.68228807]), 3190: array([384.286542  , 387.9970215 , 391.707501  , 395.4179805 ,
       399.12846   , 402.83893951, 406.54941901, 410.25989851,
       413.97037801, 417.68085751, 421.39133701, 425.10181651,
       428.81229602, 432.52277552, 436.23325502, 439.94373452,
       443.65421402, 447.36469352, 451.07517303, 454.78565253,
       458.49613203, 462.20661153, 465.91709103, 469.62757053,
       473.33805004, 477.04852954, 480.75900904, 484.46948854]), 3195: array([ 53.8878948 ,  60.14017271,  66.32515445,  72.44356437,
        78.496119  ,  84.48352719,  90.40649012,  96.26570146,
       102.06184739, 107.79560671, 113.46765093, 119.0786443 ,
       124.62924395, 130.12009993, 135.55185527, 140.92514611,
       146.24060174, 151.49884465, 156.70049065, 161.84614893,
       166.9364221 , 171.9719063 , 176.95319125, 181.88086032,
       186.75549061, 191.57765299, 196.3479122 , 201.06682689]), 3200: array([111.20757945, 117.545874  , 123.88416855, 130.2224631 ,
       136.56075766, 142.89905221, 149.23734676, 155.57564131,
       161.91393586, 168.25223042, 174.59052497, 180.92881952,
       187.26711407, 193.60540863, 199.94370318, 206.28199773,
       212.62029228, 218.95858684, 225.29688139, 231.63517594,
       237.97347049, 244.31176505, 250.6500596 , 256.98835415,
       263.3266487 , 269.66494325, 276.00323781, 282.34153236]), 3205: array([ 7.88189549, 12.0397674 , 15.89439898, 19.46790605, 22.78079146,
       25.85206277, 28.69934129, 31.33896319, 33.78607318, 36.05471148,
       38.15789432, 40.10768863, 41.91528129, 43.59104328, 45.14458924,
       46.58483258, 47.92003664, 49.15786211, 50.30541097, 51.36926722,
       52.35553472, 53.26987213, 54.11752544, 54.90335802, 55.63187855,
       56.30726691, 56.9333981 , 57.51386452]), 3210: array([ 2.41758242,  4.72260937,  6.94647958,  9.09205043, 11.16207876,
       13.15922431, 15.08605316, 16.94504109, 18.73857666, 20.46896437,
       22.13842757, 23.74911131, 25.30308514, 26.80234574, 28.24881949,
       29.64436493, 30.99077518, 32.28978021, 33.54304911, 34.75219217,
       35.91876301, 37.04426053, 38.13013086, 39.17776923, 40.18852172,
       41.16368704, 42.10451816, 43.01222395]), 3215: array([15.51274618, 17.88291018, 20.25075376, 22.61627919, 24.97948874,
       27.34038468, 29.69896928, 32.05524479, 34.40921349, 36.76087761,
       39.11023943, 41.4573012 , 43.80206516, 46.14453357, 48.48470868,
       50.82259272, 53.15818795, 55.49149661, 57.82252092, 60.15126314,
       62.47772549, 64.8019102 , 67.12381951, 69.44345564, 71.76082081,
       74.07591726, 76.38874721, 78.69931286]), 3220: array([ 9.17448317, 10.51299643, 11.37001505, 11.91874396, 12.2700822 ,
       12.49503584, 12.63906837, 12.73128902, 12.79033573, 12.82814196,
       12.8523484 , 12.86784722, 12.87777074, 12.88412455, 12.88819274,
       12.8907975 , 12.89246527, 12.89353311, 12.89421682, 12.89465458,
       12.89493487, 12.89511433, 12.89522924, 12.89530281, 12.89534992,
       12.89538008, 12.89539939, 12.89541175]), 3225: array([21.71146461, 22.07342864, 22.43539267, 22.79735669, 23.15932072,
       23.52128475, 23.88324878, 24.24521281, 24.60717684, 24.96914086,
       25.33110489, 25.69306892, 26.05503295, 26.41699698, 26.77896101,
       27.14092503, 27.50288906, 27.86485309, 28.22681712, 28.58878115,
       28.95074517, 29.3127092 , 29.67467323, 30.03663726, 30.39860129,
       30.76056532, 31.12252934, 31.48449337]), 3230: array([69.92421253, 67.13351404, 64.71109669, 62.6083594 , 60.78311481,
       59.19874296, 57.8234565 , 56.62966297, 55.59341124, 54.69391092,
       53.9131153 , 53.23535922, 52.64704483, 52.13636874, 51.69308524,
       51.30830069, 50.97429515, 50.68436744, 50.43270073, 50.21424581,
       50.02461981, 49.86001826, 49.71713874, 49.59311466, 49.48545771,
       49.39200796, 49.31089053, 49.24047796]), 3235: array([87.5961199 , 64.69901663, 54.4704475 , 49.90115219, 47.85996155,
       46.94812308, 46.54078758, 46.35882312, 46.27753615, 46.24122372,
       46.22500227, 46.21775584, 46.21451873, 46.21307265, 46.21242665,
       46.21213808, 46.21200916, 46.21195158, 46.21192585, 46.21191436,
       46.21190922, 46.21190693, 46.21190591, 46.21190545, 46.21190524,
       46.21190515, 46.21190511, 46.21190509]), 3240: array([96.92369143, 70.60204419, 61.04180336, 57.5694445 , 56.30825493,
       55.85018041, 55.68380394, 55.62337462, 55.60142619, 55.59345434,
       55.5905589 , 55.58950725, 55.58912528, 55.58898655, 55.58893616,
       55.58891786, 55.58891121, 55.58890879, 55.58890792, 55.5889076 ,
       55.58890748, 55.58890744, 55.58890743, 55.58890742, 55.58890742,
       55.58890742, 55.58890742, 55.58890742]), 3245: array([53.28132818, 53.77240389, 54.2634796 , 54.75455531, 55.24563102,
       55.73670673, 56.22778244, 56.71885814, 57.20993385, 57.70100956,
       58.19208527, 58.68316098, 59.17423669, 59.66531239, 60.1563881 ,
       60.64746381, 61.13853952, 61.62961523, 62.12069094, 62.61176664,
       63.10284235, 63.59391806, 64.08499377, 64.57606948, 65.06714519,
       65.55822089, 66.0492966 , 66.54037231]), 3250: array([680.99600116, 667.20565091, 654.06111885, 641.53216056,
       629.589948  , 618.20700318, 607.35713495, 597.01537871,
       587.15793897, 577.76213463, 568.80634678, 560.26996891,
       552.13335958, 544.37779715, 536.98543676, 529.93926923,
       523.22308194, 516.82142154, 510.71955836, 504.90345256,
       499.35972177, 494.07561036, 489.03896005, 484.23818195,
       479.6622299 , 475.30057501, 471.14318151, 467.18048359]), 3255: array([227.20875619, 216.95399453, 208.46818102, 201.44617179,
       195.63546036, 190.82709765, 186.84817833, 183.55562327,
       180.83103453, 178.57643781, 176.71075941, 175.16691086,
       173.88937645, 172.83221694, 171.95741763, 171.23352135,
       170.6344973 , 170.138805  , 169.72861971, 169.38919145,
       169.10831463, 168.8758891 , 168.68355702, 168.52440226,
       168.39270172, 168.28371954, 168.19353681, 168.11891062]), 3260: array([  8.62493237,  16.54880572,  24.00892768,  31.0324397 ,
        37.64489474,  43.87035027,  49.73145575,  55.24953508,
        60.44466415,  65.3357439 ,  69.94056908,  74.27589297,
        78.35748837,  82.20020495,  85.81802329,  89.22410576,
        92.43084438,  95.4499059 ,  98.2922743 , 100.96829069,
       103.48769095, 105.85964119, 108.09277104, 110.19520507,
       112.17459237, 114.03813436, 115.79261098, 117.44440538]), 3265: array([136.50732616, 138.72825035, 140.55844021, 142.06663888,
       143.30949532, 144.33369202, 145.17769851, 145.87321623,
       146.44636928, 146.91868566, 147.30790591, 147.62864939,
       147.89296344, 148.11077587, 148.29026786, 148.43818124,
       148.56007175, 148.66051767, 148.74329182, 148.81150324,
       148.86771401, 148.91403544, 148.95220739, 148.98366362,
       149.00958566, 149.03094716, 149.04855045, 149.06305674]), 3270: array([1166.65525396, 1182.39173987, 1198.12822577, 1213.86471168,
       1229.60119759, 1245.33768349, 1261.0741694 , 1276.8106553 ,
       1292.54714121, 1308.28362711, 1324.02011302, 1339.75659893,
       1355.49308483, 1371.22957074, 1386.96605664, 1402.70254255,
       1418.43902845, 1434.17551436, 1449.91200027, 1465.64848617,
       1481.38497208, 1497.12145798, 1512.85794389, 1528.59442979,
       1544.3309157 , 1560.06740161, 1575.80388751, 1591.54037342]), 3275: array([844.36194711, 656.65455951, 530.68615874, 446.15012532,
       389.41890619, 351.34719767, 325.79768522, 308.65168332,
       297.1451866 , 289.42330092, 284.24122682, 280.76359286,
       278.42979026, 276.86360054, 275.81254753, 275.1071972 ,
       274.63384422, 274.31618214, 274.10300255, 273.95994003,
       273.86393232, 273.79950258, 273.75626448, 273.72724786,
       273.70777511, 273.69470717, 273.68593741, 273.68005212]), 3280: array([107.50634538, 129.49494986, 151.48355433, 173.47215881,
       195.46076328, 217.44936776, 239.43797224, 261.42657671,
       283.41518119, 305.40378566, 327.39239014, 349.38099461,
       371.36959909, 393.35820357, 415.34680804, 437.33541252,
       459.32401699, 481.31262147, 503.30122594, 525.28983042,
       547.2784349 , 569.26703937, 591.25564385, 613.24424832,
       635.2328528 , 657.22145727, 679.21006175, 701.19866623]), 3285: array([281.60158813, 276.70778149, 272.8686102 , 269.85679603,
       267.49404014, 265.64046781, 264.1863479 , 263.04559678,
       262.1506822 , 261.44862537, 260.89786465, 260.46579513,
       260.12683835, 259.86092815, 259.65232269, 259.48867255,
       259.36028969, 259.25957386, 259.1805627 , 259.11857878,
       259.06995264, 259.03180563, 259.00187946, 258.9784025 ,
       258.95998492, 258.94553641, 258.93420161, 258.9253095 ]), 3290: array([1194.88463848, 1198.51156377, 1202.01717175, 1205.40552037,
       1208.68053185, 1211.84599721, 1214.90558067, 1217.86282388,
       1220.72115003, 1223.4838678 , 1226.15417521, 1228.73516329,
       1231.22981969, 1233.64103214, 1235.97159175, 1238.22419629,
       1240.40145328, 1242.50588303, 1244.53992155, 1246.50592335,
       1248.40616419, 1250.24284373, 1252.01808804, 1253.73395205,
       1255.392422  , 1256.99541765, 1258.54479457, 1260.04234626]), 3295: array([1606.37687143, 1593.67424534, 1581.48899801, 1569.80005658,
       1558.58720646, 1547.83105644, 1537.51300508, 1527.61520861,
       1518.12055002, 1509.01260946, 1500.2756359 , 1491.89451982,
       1483.85476713, 1476.14247408, 1468.7443032 , 1461.64746029,
       1454.83967224, 1448.30916583, 1442.04464736, 1436.03528311,
       1430.27068066, 1424.74087082, 1419.43629049, 1414.34776605,
       1409.46649753, 1404.78404338, 1400.29230589, 1395.98351715]), 3300: array([ 29.47571404,  40.93158767,  52.38746129,  63.84333491,
        75.29920854,  86.75508216,  98.21095578, 109.66682941,
       121.12270303, 132.57857665, 144.03445028, 155.4903239 ,
       166.94619752, 178.40207115, 189.85794477, 201.31381839,
       212.76969202, 224.22556564, 235.68143926, 247.13731289,
       258.59318651, 270.04906013, 281.50493376, 292.96080738,
       304.416681  , 315.87255462, 327.32842825, 338.78430187]), 3305: array([314.44508872, 325.65519321, 336.8652977 , 348.07540218,
       359.28550667, 370.49561115, 381.70571564, 392.91582012,
       404.12592461, 415.3360291 , 426.54613358, 437.75623807,
       448.96634255, 460.17644704, 471.38655153, 482.59665601,
       493.8067605 , 505.01686498, 516.22696947, 527.43707396,
       538.64717844, 549.85728293, 561.06738741, 572.2774919 ,
       583.48759638, 594.69770087, 605.90780536, 617.11790984]), 3310: array([185.09331419, 196.31503023, 207.53674626, 218.7584623 ,
       229.98017833, 241.20189437, 252.4236104 , 263.64532644,
       274.86704248, 286.08875851, 297.31047455, 308.53219058,
       319.75390662, 330.97562265, 342.19733869, 353.41905472,
       364.64077076, 375.86248679, 387.08420283, 398.30591886,
       409.5276349 , 420.74935093, 431.97106697, 443.192783  ,
       454.41449904, 465.63621507, 476.85793111, 488.07964715]), 3315: array([101.42809112, 101.42818191, 101.42824657, 101.42829262,
       101.42832542, 101.42834877, 101.4283654 , 101.42837725,
       101.42838568, 101.42839169, 101.42839597, 101.42839902,
       101.42840119, 101.42840273, 101.42840383, 101.42840461,
       101.42840517, 101.42840557, 101.42840585, 101.42840606,
       101.4284062 , 101.4284063 , 101.42840637, 101.42840643,
       101.42840646, 101.42840649, 101.42840651, 101.42840652]), 3320: array([212.35304869, 194.32671341, 185.84099468, 181.84642665,
       179.96602333, 179.0808421 , 178.6641518 , 178.46799897,
       178.37566197, 178.33219524, 178.31173371, 178.30210165,
       178.29756745, 178.29543302, 178.29442826, 178.29395528,
       178.29373263, 178.29362782, 178.29357848, 178.29355525,
       178.29354432, 178.29353917, 178.29353675, 178.29353561,
       178.29353507, 178.29353482, 178.2935347 , 178.29353465]), 3325: array([ 71.52134006, 104.83111043, 138.14088079, 171.45065115,
       204.76042152, 238.07019188, 271.37996225, 304.68973261,
       337.99950297, 371.30927334, 404.6190437 , 437.92881407,
       471.23858443, 504.54835479, 537.85812516, 571.16789552,
       604.47766589, 637.78743625, 671.09720661, 704.40697698,
       737.71674734, 771.0265177 , 804.33628807, 837.64605843,
       870.9558288 , 904.26559916, 937.57536952, 970.88513989]), 3330: array([3744.00381672, 3827.7131934 , 3911.42257008, 3995.13194676,
       4078.84132343, 4162.55070011, 4246.26007679, 4329.96945346,
       4413.67883014, 4497.38820682, 4581.09758349, 4664.80696017,
       4748.51633685, 4832.22571353, 4915.9350902 , 4999.64446688,
       5083.35384356, 5167.06322023, 5250.77259691, 5334.48197359,
       5418.19135026, 5501.90072694, 5585.61010362, 5669.3194803 ,
       5753.02885697, 5836.73823365, 5920.44761033, 6004.156987  ]), 3335: array([3197.62491429, 3333.50612497, 3469.38733565, 3605.26854633,
       3741.14975701, 3877.03096769, 4012.91217837, 4148.79338905,
       4284.67459973, 4420.55581041, 4556.43702109, 4692.31823177,
       4828.19944245, 4964.08065313, 5099.96186381, 5235.84307449,
       5371.72428517, 5507.60549585, 5643.48670652, 5779.3679172 ,
       5915.24912788, 6051.13033856, 6187.01154924, 6322.89275992,
       6458.7739706 , 6594.65518128, 6730.53639196, 6866.41760264]), 3340: array([ 499.10721824,  596.4456349 ,  693.78405155,  791.12246821,
        888.46088486,  985.79930152, 1083.13771817, 1180.47613483,
       1277.81455149, 1375.15296814, 1472.4913848 , 1569.82980145,
       1667.16821811, 1764.50663476, 1861.84505142, 1959.18346807,
       2056.52188473, 2153.86030139, 2251.19871804, 2348.5371347 ,
       2445.87555135, 2543.21396801, 2640.55238466, 2737.89080132,
       2835.22921797, 2932.56763463, 3029.90605128, 3127.24446794]), 3345: array([1933.66260777, 2088.42482868, 2217.357861  , 2324.7724918 ,
       2414.26005526, 2488.81250639, 2550.92245502, 2602.66650449,
       2645.77468142, 2681.68827801, 2711.60804062, 2736.53431588,
       2757.30049664, 2774.60088584, 2789.01391007, 2801.02145886,
       2811.02499633, 2819.35898387, 2826.3020626 , 2832.08636958,
       2836.90529912, 2840.91996882, 2844.26460638, 2847.05103747,
       2849.37242448, 2851.30638139, 2852.91756871, 2854.25985539]), 3350: array([1453.65297879, 1722.62671383, 1923.85624955, 2074.40375947,
       2187.03410801, 2271.29717831, 2334.3376031 , 2381.50055531,
       2416.78496319, 2443.18257787, 2462.93164276, 2477.70667333,
       2488.76043864, 2497.03018312, 2503.21709517, 2507.84576064,
       2511.30864226, 2513.89935641, 2515.83756872, 2517.28761946,
       2518.37245787, 2519.18406696, 2519.79126275, 2520.24552914,
       2520.5853832 , 2520.83964101, 2521.029861  , 2521.17217185]), 3355: array([ 878.11408065, 1191.35380335, 1424.32348207, 1597.59292164,
       1726.46075909, 1822.30524021, 1893.58884939, 1946.60549551,
       1986.03622577, 2015.3625337 , 2037.17375379, 2053.39568406,
       2065.46062221, 2074.43382887, 2081.10758357, 2086.07113825,
       2089.76274456, 2092.50834888, 2094.55037136, 2096.06911017,
       2097.19866069, 2098.03875536, 2098.66356943, 2099.12827017,
       2099.47388784, 2099.73093837, 2099.92211777, 2100.064306  ]), 3360: array([ 843.90375799,  901.96081103,  960.01786407, 1018.07491712,
       1076.13197016, 1134.1890232 , 1192.24607625, 1250.30312929,
       1308.36018233, 1366.41723537, 1424.47428842, 1482.53134146,
       1540.5883945 , 1598.64544755, 1656.70250059, 1714.75955363,
       1772.81660668, 1830.87365972, 1888.93071276, 1946.98776581,
       2005.04481885, 2063.10187189, 2121.15892494, 2179.21597798,
       2237.27303102, 2295.33008407, 2353.38713711, 2411.44419015]), 3365: array([665.26373831, 616.76584412, 576.55027812, 543.20260859,
       515.54995629, 492.61974288, 473.6054841 , 457.83842469,
       444.76401746, 433.92241917, 424.93231725, 417.47751858,
       411.29582857, 406.16982946, 401.91923345, 398.39454176,
       395.47178659, 393.04817098, 391.03845333, 389.37194938,
       387.99004608, 386.84414018, 385.89392873, 385.1059916 ,
       384.45261607, 383.91082209, 383.4615541 , 383.08901079]), 3370: array([2607.99848521, 2407.42141533, 2226.91909579, 2064.48234578,
       1918.30307327, 1786.75414909, 1668.37129526, 1561.83678598,
       1465.96478004, 1379.68812109, 1302.0464591 , 1232.17556064,
       1169.29768907, 1112.71294749, 1061.79148816, 1015.96650164,
        974.72790759,  937.61667706,  904.21972298,  874.1653021 ,
        847.11887708,  822.77939274,  800.875925  ,  781.1646652 ,
        763.42620628,  747.46310052,  733.09766174,  720.1699875 ]), 3375: array([ 733.91428367,  764.54162509,  795.16896651,  825.79630793,
        856.42364934,  887.05099076,  917.67833218,  948.3056736 ,
        978.93301502, 1009.56035643, 1040.18769785, 1070.81503927,
       1101.44238069, 1132.06972211, 1162.69706353, 1193.32440494,
       1223.95174636, 1254.57908778, 1285.2064292 , 1315.83377062,
       1346.46111203, 1377.08845345, 1407.71579487, 1438.34313629,
       1468.97047771, 1499.59781912, 1530.22516054, 1560.85250196]), 3380: array([ 10.29069434,  17.06263124,  23.70980333,  30.23450928,
        36.63900535,  42.92550629,  49.096186  ,  55.15317835,
        61.0985779 ,  66.93444061,  72.66278456,  78.28559067,
        83.80480332,  89.22233112,  94.54004748,  99.75979131,
       104.88336763, 109.91254822, 114.8490722 , 119.69464666,
       124.45094723, 129.11961868, 133.70227548, 138.20050233,
       142.61585475, 146.94985962, 151.20401565, 155.37979398]), 3385: array([306.80796225, 318.15587013, 329.50377801, 340.85168589,
       352.19959377, 363.54750164, 374.89540952, 386.2433174 ,
       397.59122528, 408.93913316, 420.28704103, 431.63494891,
       442.98285679, 454.33076467, 465.67867254, 477.02658042,
       488.3744883 , 499.72239618, 511.07030406, 522.41821193,
       533.76611981, 545.11402769, 556.46193557, 567.80984344,
       579.15775132, 590.5056592 , 601.85356708, 613.20147495]), 3390: array([ 13.33874781,  26.66277318,  39.98679855,  53.31082392,
        66.63484929,  79.95887466,  93.28290003, 106.6069254 ,
       119.93095077, 133.25497614, 146.57900151, 159.90302688,
       173.22705225, 186.55107762, 199.87510299, 213.19912836,
       226.52315373, 239.8471791 , 253.17120447, 266.49522984,
       279.81925521, 293.14328058, 306.46730595, 319.79133132,
       333.11535669, 346.43938206, 359.76340743, 373.0874328 ]), 3395: array([ 145.55181063,  191.42506986,  237.2983291 ,  283.17158833,
        329.04484756,  374.9181068 ,  420.79136603,  466.66462526,
        512.53788449,  558.41114373,  604.28440296,  650.15766219,
        696.03092143,  741.90418066,  787.77743989,  833.65069913,
        879.52395836,  925.39721759,  971.27047683, 1017.14373606,
       1063.01699529, 1108.89025453, 1154.76351376, 1200.63677299,
       1246.51003223, 1292.38329146, 1338.25655069, 1384.12980993]), 3400: array([1558.90786582, 1629.59528962, 1700.28271343, 1770.97013723,
       1841.65756104, 1912.34498484, 1983.03240865, 2053.71983245,
       2124.40725626, 2195.09468006, 2265.78210387, 2336.46952768,
       2407.15695148, 2477.84437529, 2548.53179909, 2619.2192229 ,
       2689.9066467 , 2760.59407051, 2831.28149431, 2901.96891812,
       2972.65634192, 3043.34376573, 3114.03118953, 3184.71861334,
       3255.40603714, 3326.09346095, 3396.78088475, 3467.46830856]), 3405: array([ 799.84274761,  888.82547346,  971.24680484, 1047.59056483,
       1118.30490045, 1183.80491333, 1244.47509639, 1300.67159088,
       1352.72427694, 1400.93871009, 1445.59791483, 1486.96404604,
       1525.27992786, 1560.77047911, 1593.64403358, 1624.09356298,
       1652.29780969, 1678.42233602, 1702.62049607, 1725.03433593,
       1745.79542753, 1765.02564098, 1782.83785992, 1799.33664421,
       1814.6188437 , 1828.77416673, 1841.88570673, 1854.03043003]), 3410: array([  65.0083347 ,  103.18346066,  141.35858663,  179.5337126 ,
        217.70883857,  255.88396454,  294.05909051,  332.23421648,
        370.40934244,  408.58446841,  446.75959438,  484.93472035,
        523.10984632,  561.28497229,  599.46009825,  637.63522422,
        675.81035019,  713.98547616,  752.16060212,  790.33572809,
        828.51085406,  866.68598003,  904.86110599,  943.03623196,
        981.21135793, 1019.3864839 , 1057.56160986, 1095.73673583]), 3415: array([1479.92228688, 1530.61827967, 1581.31427246, 1632.01026525,
       1682.70625804, 1733.40225083, 1784.09824362, 1834.7942364 ,
       1885.49022919, 1936.18622198, 1986.88221477, 2037.57820756,
       2088.27420035, 2138.97019314, 2189.66618592, 2240.36217871,
       2291.0581715 , 2341.75416429, 2392.45015708, 2443.14614987,
       2493.84214266, 2544.53813544, 2595.23412823, 2645.93012102,
       2696.62611381, 2747.3221066 , 2798.01809939, 2848.71409218]), 3420: array([1207.3915952 , 1268.50992261, 1329.62825002, 1390.74657744,
       1451.86490485, 1512.98323226, 1574.10155968, 1635.21988709,
       1696.3382145 , 1757.45654192, 1818.57486933, 1879.69319674,
       1940.81152416, 2001.92985157, 2063.04817899, 2124.1665064 ,
       2185.28483381, 2246.40316123, 2307.52148864, 2368.63981605,
       2429.75814347, 2490.87647088, 2551.99479829, 2613.11312571,
       2674.23145312, 2735.34978053, 2796.46810795, 2857.58643536]), 3425: array([ 310.48696575,  371.91204588,  433.33712602,  494.76220615,
        556.18728629,  617.61236643,  679.03744656,  740.4625267 ,
        801.88760684,  863.31268697,  924.73776711,  986.16284724,
       1047.58792738, 1109.01300752, 1170.43808765, 1231.86316779,
       1293.28824792, 1354.71332806, 1416.1384082 , 1477.56348833,
       1538.98856847, 1600.41364861, 1661.83872874, 1723.26380888,
       1784.68888901, 1846.11396915, 1907.53904929, 1968.96412942]), 3430: array([588.17355619, 579.23634232, 574.0496118 , 571.03948203,
       569.29254701, 568.27870966, 567.69032706, 567.34885801,
       567.15068574, 567.03567605, 566.96892994, 566.9301937 ,
       566.90771304, 566.89466634, 566.88709467, 566.88270043,
       566.88015022, 566.87867021, 566.87781127, 566.87731279,
       566.8770235 , 566.8768556 , 566.87675817, 566.87670162,
       566.8766688 , 566.87664976, 566.8766387 , 566.87663229]), 3435: array([324.81159344, 377.82431424, 406.02157123, 421.01958094,
       428.99696312, 433.24010122, 435.49700963, 436.6974503 ,
       437.33595996, 437.67558073, 437.85622367, 437.95230694,
       438.00341326, 438.0305965 , 438.04505516, 438.05274567,
       438.05683622, 438.05901196, 438.06016924, 438.06078478,
       438.06111219, 438.06128634, 438.06137897, 438.06142823,
       438.06145444, 438.06146838, 438.06147579, 438.06147974]), 3440: array([ 474.54652449,  512.62464382,  550.70276314,  588.78088247,
        626.85900179,  664.93712112,  703.01524044,  741.09335977,
        779.1714791 ,  817.24959842,  855.32771775,  893.40583707,
        931.4839564 ,  969.56207573, 1007.64019505, 1045.71831438,
       1083.7964337 , 1121.87455303, 1159.95267236, 1198.03079168,
       1236.10891101, 1274.18703033, 1312.26514966, 1350.34326899,
       1388.42138831, 1426.49950764, 1464.57762696, 1502.65574629]), 3445: array([ 355.9311752 ,  409.54751438,  463.16385356,  516.78019274,
        570.39653192,  624.01287109,  677.62921027,  731.24554945,
        784.86188863,  838.47822781,  892.09456699,  945.71090617,
        999.32724534, 1052.94358452, 1106.5599237 , 1160.17626288,
       1213.79260206, 1267.40894124, 1321.02528042, 1374.6416196 ,
       1428.25795877, 1481.87429795, 1535.49063713, 1589.10697631,
       1642.72331549, 1696.33965467, 1749.95599385, 1803.57233302]), 3450: array([5230.69950113, 4224.02826858, 3537.09567831, 3068.34642999,
       2748.48119005, 2530.21146038, 2381.2685027 , 2279.63276661,
       2210.2785453 , 2162.95259284, 2130.65829649, 2108.62130574,
       2093.58369798, 2083.3223311 , 2076.32017676, 2071.54204478,
       2068.28154177, 2066.05663884, 2064.53840897, 2063.50239886,
       2062.795446  , 2062.31303531, 2061.98384777, 2061.75921669,
       2061.60593287, 2061.50133502, 2061.42995951, 2061.38125427]), 3455: array([ 5879.42833997,  6113.8026835 ,  6348.17702703,  6582.55137057,
        6816.9257141 ,  7051.30005763,  7285.67440116,  7520.04874469,
        7754.42308823,  7988.79743176,  8223.17177529,  8457.54611882,
        8691.92046236,  8926.29480589,  9160.66914942,  9395.04349295,
        9629.41783648,  9863.79218002, 10098.16652355, 10332.54086708,
       10566.91521061, 10801.28955415, 11035.66389768, 11270.03824121,
       11504.41258474, 11738.78692827, 11973.16127181, 12207.53561534]), 3460: array([4678.90210643, 4134.94168019, 3714.11192778, 3388.541037  ,
       3136.66624841, 2941.80574053, 2791.05378261, 2674.42598017,
       2584.19800243, 2514.3939952 , 2460.39079631, 2418.61174085,
       2386.28977639, 2361.28419943, 2341.93887529, 2326.97255132,
       2315.39399871, 2306.43636284, 2299.506374  , 2294.14505478,
       2289.99732172, 2286.78846793, 2284.30596906, 2282.38540768,
       2280.89958383, 2279.75009051, 2278.86079605, 2278.17280195]), 3465: array([ 1.62390459,  2.33331848,  3.04273237,  3.75214625,  4.46156014,
        5.17097403,  5.88038792,  6.58980181,  7.29921569,  8.00862958,
        8.71804347,  9.42745736, 10.13687125, 10.84628514, 11.55569902,
       12.26511291, 12.9745268 , 13.68394069, 14.39335458, 15.10276847,
       15.81218235, 16.52159624, 17.23101013, 17.94042402, 18.64983791,
       19.35925179, 20.06866568, 20.77807957]), 3470: array([1388.74342254, 1438.37575918, 1488.00809581, 1537.64043244,
       1587.27276907, 1636.90510571, 1686.53744234, 1736.16977897,
       1785.8021156 , 1835.43445224, 1885.06678887, 1934.6991255 ,
       1984.33146213, 2033.96379877, 2083.5961354 , 2133.22847203,
       2182.86080866, 2232.4931453 , 2282.12548193, 2331.75781856,
       2381.39015519, 2431.02249183, 2480.65482846, 2530.28716509,
       2579.91950172, 2629.55183836, 2679.18417499, 2728.81651162]), 3475: array([1394.23445601, 1453.07932609, 1511.92419617, 1570.76906625,
       1629.61393633, 1688.45880641, 1747.30367649, 1806.14854657,
       1864.99341665, 1923.83828673, 1982.68315681, 2041.52802689,
       2100.37289697, 2159.21776705, 2218.06263713, 2276.90750721,
       2335.75237729, 2394.59724737, 2453.44211745, 2512.28698753,
       2571.13185761, 2629.97672769, 2688.82159777, 2747.66646785,
       2806.51133793, 2865.35620801, 2924.20107809, 2983.04594817]), 3480: array([206.86362618, 223.14942915, 238.64470576, 253.3878288 ,
       267.41530844, 280.76188259, 293.46060298, 305.54291695,
       317.0387454 , 327.97655682, 338.3834378 , 348.28516016,
       357.70624472, 366.67002202, 375.19869015, 383.31336966,
       391.03415591, 398.38016879, 405.36960013, 412.01975867,
       418.34711302, 424.36733234, 430.09532522, 435.54527659,
       440.7306828 , 445.6643851 , 450.3586014 , 454.82495656]), 3485: array([2832.67948037, 2023.02469469, 1513.54370383, 1192.94919289,
        991.21283315,  864.26880433,  784.38837784,  734.12305544,
        702.49324639,  682.58996571,  670.06568581,  662.18469424,
        657.22552465,  654.10493217,  652.14127732,  650.90563364,
        650.12809613,  649.63882516,  649.33094795,  649.13721404,
        649.01530561,  648.93859386,  648.89032246,  648.85994734,
        648.84083358,  648.82880611,  648.82123774,  648.81647529]), 3490: array([ 7041.16898472,  7189.14836852,  7337.12775232,  7485.10713612,
        7633.08651992,  7781.06590372,  7929.04528752,  8077.02467132,
        8225.00405512,  8372.98343892,  8520.96282272,  8668.94220652,
        8816.92159032,  8964.90097412,  9112.88035792,  9260.85974172,
        9408.83912552,  9556.81850931,  9704.79789311,  9852.77727691,
       10000.75666071, 10148.73604451, 10296.71542831, 10444.69481211,
       10592.67419591, 10740.65357971, 10888.63296351, 11036.61234731]), 3495: array([5312.31729882, 4876.45277735, 4549.4751022 , 4304.18236837,
       4120.16819908, 3982.12409981, 3878.56591504, 3800.87843916,
       3742.59870085, 3698.87829599, 3666.08003957, 3641.47538124,
       3623.01741188, 3609.17057734, 3598.78293269, 3590.99030969,
       3585.14442495, 3580.75894802, 3577.46904261, 3575.00101511,
       3573.14954555, 3571.7606066 , 3570.71864974, 3569.93699256,
       3569.35060749, 3568.91071202, 3568.58071041, 3568.33314917]), 3500: array([ 989.54471998, 1681.43699224, 2199.3926043 , 2587.13796122,
       2877.40696944, 3094.70447057, 3257.37496815, 3379.15129159,
       3470.31393738, 3538.55896033, 3589.64768331, 3627.89307474,
       3656.5238543 , 3677.95706514, 3694.00212343, 3706.01357134,
       3715.00542904, 3721.73679943, 3726.77595251, 3730.54829933,
       3733.37230573, 3735.48637757, 3737.0689872 , 3738.25374033,
       3739.14065519, 3739.80460613, 3740.30164466, 3740.67373134]), 3505: array([1050.98212619, 1120.72235723, 1190.46258828, 1260.20281932,
       1329.94305036, 1399.68328141, 1469.42351245, 1539.16374349,
       1608.90397454, 1678.64420558, 1748.38443662, 1818.12466767,
       1887.86489871, 1957.60512975, 2027.34536079, 2097.08559184,
       2166.82582288, 2236.56605392, 2306.30628497, 2376.04651601,
       2445.78674705, 2515.5269781 , 2585.26720914, 2655.00744018,
       2724.74767123, 2794.48790227, 2864.22813331, 2933.96836435]), 3510: array([1365.85803937, 1431.16961727, 1496.48119518, 1561.79277309,
       1627.10435099, 1692.4159289 , 1757.7275068 , 1823.03908471,
       1888.35066262, 1953.66224052, 2018.97381843, 2084.28539633,
       2149.59697424, 2214.90855215, 2280.22013005, 2345.53170796,
       2410.84328587, 2476.15486377, 2541.46644168, 2606.77801958,
       2672.08959749, 2737.4011754 , 2802.7127533 , 2868.02433121,
       2933.33590911, 2998.64748702, 3063.95906493, 3129.27064283]), 3515: array([1211.07410403, 1282.27833385, 1353.48256366, 1424.68679346,
       1495.89102326, 1567.09525306, 1638.29948284, 1709.50371263,
       1780.7079424 , 1851.91217218, 1923.11640194, 1994.3206317 ,
       2065.52486146, 2136.72909121, 2207.93332095, 2279.13755069,
       2350.34178043, 2421.54601016, 2492.75023988, 2563.9544696 ,
       2635.15869931, 2706.36292901, 2777.56715872, 2848.77138841,
       2919.9756181 , 2991.17984779, 3062.38407747, 3133.58830714]), 3520: array([ 54.52578818,  69.68079089,  84.83579361,  99.99079632,
       115.14579904, 130.30080175, 145.45580447, 160.61080718,
       175.7658099 , 190.92081261, 206.07581533, 221.23081804,
       236.38582076, 251.54082347, 266.69582619, 281.8508289 ,
       297.00583162, 312.16083433, 327.31583705, 342.47083976,
       357.62584248, 372.78084519, 387.93584791, 403.09085062,
       418.24585334, 433.40085605, 448.55585877, 463.71086148]), 3525: array([ 289.86914584,  321.63917438,  353.40920292,  385.17923146,
        416.94926   ,  448.71928855,  480.48931709,  512.25934563,
        544.02937417,  575.79940272,  607.56943126,  639.3394598 ,
        671.10948834,  702.87951689,  734.64954543,  766.41957397,
        798.18960251,  829.95963106,  861.7296596 ,  893.49968814,
        925.26971668,  957.03974523,  988.80977377, 1020.57980231,
       1052.34983085, 1084.1198594 , 1115.88988794, 1147.65991648]), 3530: array([592.98487213, 584.19329768, 576.03257262, 568.45742963,
       561.4258496 , 554.89882856, 548.84016131, 543.21624059,
       537.99587068, 533.15009432, 528.65203213, 524.47673349,
       520.60103813, 517.00344769, 513.66400642, 510.56419054,
       507.68680546, 505.01589041, 502.53662989, 500.23527152,
       498.09904973, 496.11611495, 494.2754679 , 492.56689857,
       490.98092956, 489.50876356, 488.1422345 , 486.87376227]), 3535: array([ 984.6979628 ,  992.07477345,  999.18992027, 1006.05268478,
       1012.67201926, 1019.05655846, 1025.21463082, 1031.15426938,
       1036.88322223, 1042.40896264, 1047.73869879, 1052.87938316,
       1057.83772163, 1062.62018222, 1067.23300352, 1071.68220283,
       1075.973584  , 1080.11274502, 1084.10508532, 1087.95581278,
       1091.66995058, 1095.25234371, 1098.7076653 , 1102.04042272,
       1105.25496346, 1108.3554808 , 1111.34601927, 1114.23047997]), 3540: array([ 259.89729835,  308.74455317,  357.59180799,  406.43906281,
        455.28631763,  504.13357245,  552.98082728,  601.8280821 ,
        650.67533692,  699.52259174,  748.36984656,  797.21710138,
        846.0643562 ,  894.91161102,  943.75886585,  992.60612067,
       1041.45337549, 1090.30063031, 1139.14788513, 1187.99513995,
       1236.84239477, 1285.6896496 , 1334.53690442, 1383.38415924,
       1432.23141406, 1481.07866888, 1529.9259237 , 1578.77317852]), 3545: array([210.67526057, 256.38053917, 298.19309453, 336.44447026,
       371.43797242, 403.45107441, 432.73761724, 459.52982222,
       484.04013236, 506.46289687, 526.97591225, 545.741832  ,
       562.90945645, 578.61491257, 592.98273338, 606.12684543,
       618.15147211, 629.15196011, 639.21553542, 648.42199499,
       656.84433945, 664.54935198, 671.5981278 , 678.04655867,
       683.94577602, 689.34255642, 694.27969249, 698.79633217]), 3550: array([1747.11224268, 1407.57374587, 1190.17333207, 1050.9757437 ,
        961.85002276,  904.7844211 ,  868.24633916,  844.85166019,
        829.87246656,  820.28155736,  814.1406701 ,  810.20877005,
        807.69124492,  806.07931871,  805.04723124,  804.38640414,
        803.96328839,  803.69237496,  803.51891394,  803.40784996,
        803.33673769,  803.29120577,  803.26205251,  803.24338619,
        803.23143448,  803.22378202,  803.21888228,  803.21574507]), 3555: array([4225.78888543, 3962.64965142, 3730.81943687, 3526.57300975,
       3346.62837627, 3188.09404313, 3048.42255475, 2925.36955872,
       2816.95774176, 2721.4450567 , 2637.29672985, 2563.16059907,
       2497.84538611, 2440.30155427, 2389.60444355, 2344.93941251,
       2305.58874795, 2270.92013215, 2240.37648224, 2213.4669986 ,
       2189.75927829, 2168.87236681, 2150.47063668, 2134.2583943 ,
       2119.97512846, 2107.39132432, 2096.30477531, 2086.53733396]), 3560: array([1158.25240937, 1184.88953043, 1210.03550649, 1233.77381179,
       1256.18324768, 1277.33820422, 1297.30890712, 1316.16165084,
       1333.95901871, 1350.76009061, 1366.62063916, 1381.59331482,
       1395.72782068, 1409.07107745, 1421.66737922, 1433.55854051,
       1444.78403505, 1455.38112685, 1465.38499386, 1474.82884478,
       1483.7440293 , 1492.16014213, 1500.10512129, 1507.60534083,
       1514.68569837, 1521.36969777, 1527.67952715, 1533.63613252]), 3565: array([4875.28099828, 5010.51849735, 5145.75599643, 5280.9934955 ,
       5416.23099457, 5551.46849364, 5686.70599271, 5821.94349178,
       5957.18099085, 6092.41848993, 6227.655989  , 6362.89348807,
       6498.13098714, 6633.36848621, 6768.60598528, 6903.84348436,
       7039.08098343, 7174.3184825 , 7309.55598157, 7444.79348064,
       7580.03097971, 7715.26847879, 7850.50597786, 7985.74347693,
       8120.980976  , 8256.21847507, 8391.45597414, 8526.69347322]), 3570: array([41518.12583214, 41895.35409   , 42272.58234786, 42649.81060572,
       43027.03886357, 43404.26712143, 43781.49537929, 44158.72363715,
       44535.95189501, 44913.18015286, 45290.40841072, 45667.63666858,
       46044.86492644, 46422.09318429, 46799.32144215, 47176.54970001,
       47553.77795787, 47931.00621573, 48308.23447358, 48685.46273144,
       49062.6909893 , 49439.91924716, 49817.14750501, 50194.37576287,
       50571.60402073, 50948.83227859, 51326.06053644, 51703.2887943 ]), 3575: array([16435.61782979, 16127.61047153, 15837.71959157, 15564.87960892,
       15308.08761828, 15066.39970357, 14838.92746828, 14624.83476988,
       14423.33464636, 14233.68642352, 14055.19299234, 13887.19824662,
       13729.08467121, 13580.27107219, 13440.21044047, 13308.38794115,
       13184.31902103, 13067.54762754, 12957.64453235, 12854.20575364,
       12756.8510711 , 12665.22262835, 12578.98361755, 12497.81704131,
       12421.42454749, 12349.52533255, 12281.85510933, 12218.1651356 ]), 3580: array([2659.73085482, 3992.207148  , 4984.60425861, 5723.71836533,
       6274.19322756, 6684.17400211, 6989.51807326, 7216.93118034,
       7386.30313206, 7512.4473917 , 7606.39667953, 7676.36790698,
       7728.4808371 , 7767.29332595, 7796.19995791, 7817.72893983,
       7833.76322093, 7845.70517767, 7854.59926713, 7861.22337649,
       7866.15685787, 7869.83119917, 7872.56776244, 7874.60589063,
       7876.12384072, 7877.25437438, 7878.09636934, 7878.72346746]), 3585: array([ 71.92311304, 101.37872141, 130.2670826 , 158.5991205 ,
       186.38554861, 213.63687411, 240.36340185, 266.57523822,
       292.282295  , 317.49429308, 342.22076615, 366.4710643 ,
       390.25435756, 413.57963938, 436.45572999, 458.89127979,
       480.89477258, 502.47452877, 523.63870857, 544.39531501,
       564.75219702, 584.71705237, 604.29743059, 623.50073583,
       642.33422964, 660.80503374, 678.92013269, 696.68637657]), 3590: array([  40.42307236,   77.22844846,  114.03382457,  150.83920067,
        187.64457678,  224.44995289,  261.25532899,  298.0607051 ,
        334.8660812 ,  371.67145731,  408.47683342,  445.28220952,
        482.08758563,  518.89296173,  555.69833784,  592.50371395,
        629.30909005,  666.11446616,  702.91984226,  739.72521837,
        776.53059448,  813.33597058,  850.14134669,  886.94672279,
        923.7520989 ,  960.55747501,  997.36285111, 1034.16822722]), 3595: array([3111.15327353, 3159.79155449, 3208.42983544, 3257.0681164 ,
       3305.70639736, 3354.34467831, 3402.98295927, 3451.62124023,
       3500.25952118, 3548.89780214, 3597.5360831 , 3646.17436405,
       3694.81264501, 3743.45092597, 3792.08920692, 3840.72748788,
       3889.36576884, 3938.00404979, 3986.64233075, 4035.28061171,
       4083.91889266, 4132.55717362, 4181.19545458, 4229.83373553,
       4278.47201649, 4327.11029744, 4375.7485784 , 4424.38685936]), 3600: array([3931.79759964, 3979.67787708, 4027.55815453, 4075.43843197,
       4123.31870942, 4171.19898687, 4219.07926431, 4266.95954176,
       4314.8398192 , 4362.72009665, 4410.60037409, 4458.48065154,
       4506.36092898, 4554.24120643, 4602.12148387, 4650.00176132,
       4697.88203876, 4745.76231621, 4793.64259365, 4841.5228711 ,
       4889.40314854, 4937.28342599, 4985.16370343, 5033.04398088,
       5080.92425832, 5128.80453577, 5176.68481321, 5224.56509066]), 3605: array([1193.39534014, 1241.67151077, 1289.9476814 , 1338.22385204,
       1386.50002267, 1434.77619331, 1483.05236394, 1531.32853457,
       1579.60470521, 1627.88087584, 1676.15704648, 1724.43321711,
       1772.70938774, 1820.98555838, 1869.26172901, 1917.53789965,
       1965.81407028, 2014.09024091, 2062.36641155, 2110.64258218,
       2158.91875282, 2207.19492345, 2255.47109408, 2303.74726472,
       2352.02343535, 2400.29960598, 2448.57577662, 2496.85194725]), 3610: array([1455.33300413, 1570.13672062, 1684.94043711, 1799.7441536 ,
       1914.54787009, 2029.35158658, 2144.15530307, 2258.95901956,
       2373.76273605, 2488.56645254, 2603.37016903, 2718.17388552,
       2832.97760201, 2947.78131851, 3062.585035  , 3177.38875149,
       3292.19246798, 3406.99618447, 3521.79990096, 3636.60361745,
       3751.40733394, 3866.21105043, 3981.01476692, 4095.81848341,
       4210.6221999 , 4325.42591639, 4440.22963288, 4555.03334937]), 3615: array([ 498.69814409,  806.19236041, 1113.68657672, 1421.18079303,
       1728.67500935, 2036.16922566, 2343.66344197, 2651.15765828,
       2958.6518746 , 3266.14609091, 3573.64030722, 3881.13452353,
       4188.62873985, 4496.12295616, 4803.61717247, 5111.11138879,
       5418.6056051 , 5726.09982141, 6033.59403772, 6341.08825404,
       6648.58247035, 6956.07668666, 7263.57090297, 7571.06511929,
       7878.5593356 , 8186.05355191, 8493.54776822, 8801.04198454]), 3620: array([ 674.40597685, 1016.19612265, 1257.59885562, 1428.09903008,
       1548.521484  , 1633.57457827, 1693.6466712 , 1736.07494945,
       1766.04158966, 1787.20670788, 1802.15540504, 1812.71351034,
       1820.17058745, 1825.43744145, 1829.15736423, 1831.784706  ,
       1833.64036945, 1834.95100475, 1835.87669247, 1836.53049584,
       1836.99227018, 1837.31841646, 1837.54877011, 1837.71146643,
       1837.8263771 , 1837.90753729, 1837.96485986, 1838.00534618]), 3625: array([4279.14930006, 3039.05347408, 2397.32154993, 2065.23442098,
       1893.38406249, 1804.45395007, 1758.43388375, 1734.61915501,
       1722.29537214, 1715.91799006, 1712.61778568, 1710.90997693,
       1710.02621023, 1709.56887355, 1709.33220834, 1709.20973746,
       1709.14636052, 1709.11356386, 1709.09659206, 1709.08780939,
       1709.08326449, 1709.08091256, 1709.07969548, 1709.07906565,
       1709.07873973, 1709.07857106, 1709.07848378, 1709.07843862]), 3630: array([7489.05433778, 5895.043043  , 4936.63332553, 4360.38321392,
       4013.90906505, 3805.58921674, 3680.33554532, 3605.02595609,
       3559.74557296, 3532.52044643, 3516.15116102, 3506.30902109,
       3500.39137009, 3496.83334371, 3494.69405708, 3493.407797  ,
       3492.63442471, 3492.16942957, 3491.88984819, 3491.72174806,
       3491.62067676, 3491.55990698, 3491.52336875, 3491.5013999 ,
       3491.48819099, 3491.48024904, 3491.47547389, 3491.47260281]), 3635: array([20527.86505082, 18091.67163521, 16113.57343773, 14507.43147305,
       13203.30409759, 12144.40130516, 11284.61172868, 10586.49465779,
       10019.64963198,  9559.39261107,  9185.68107503,  8882.24124506,
        8635.85941968,  8435.8065661 ,  8273.37110981,  8141.47957721,
        8034.38857154,  7947.43466881,  7876.83134267,  7819.50407494,
        7772.95647153,  7735.16155351,  7704.47348962,  7679.55592622,
        7659.32379403,  7642.89605722,  7629.5573476 ,  7618.72681285]), 3640: array([2461.26657108, 2757.99525056, 3029.8678558 , 3278.96650582,
       3507.19890676, 3716.3129619 , 3907.91015791, 4083.4578297 ,
       4244.30039793, 4391.66966514, 4526.69424949, 4650.40822814,
       4763.75905672, 4867.61482531, 4962.7709067 , 5049.95604768,
       5129.8379501 , 5203.02838439, 5270.08787486, 5331.52999232,
       5387.82528731, 5439.40489378, 5486.66383083, 5529.96402804,
       5569.6370972 , 5605.98687198, 5639.29173481, 5669.80674887]), 3645: array([3510.57010554, 3920.01067848, 4238.42049402, 4486.03838373,
       4678.60348791, 4828.35567017, 4944.81351016, 5035.37932557,
       5105.80967977, 5160.58128174, 5203.17553554, 5236.29982607,
       5262.05960646, 5282.09222526, 5297.67100001, 5309.78615205,
       5319.20774722, 5326.53464295, 5332.2325529 , 5336.66364883,
       5340.10958099, 5342.78938044, 5344.87338116, 5346.49404684,
       5347.75439058, 5348.7345226 , 5349.49674226, 5350.08949794]), 3650: array([ 1873.84727535,  2436.5409597 ,  2999.23464406,  3561.92832841,
        4124.62201276,  4687.31569712,  5250.00938147,  5812.70306583,
        6375.39675018,  6938.09043453,  7500.78411889,  8063.47780324,
        8626.17148759,  9188.86517195,  9751.5588563 , 10314.25254065,
       10876.94622501, 11439.63990936, 12002.33359372, 12565.02727807,
       13127.72096242, 13690.41464678, 14253.10833113, 14815.80201548,
       15378.49569984, 15941.18938419, 16503.88306854, 17066.5767529 ]), 3655: array([67184.94722651, 55794.021635  , 47189.59954154, 40690.0329376 ,
       35780.42185853, 32071.82366783, 29270.44076426, 27154.3457416 ,
       25555.90015273, 24348.47408102, 23436.41443458, 22747.46724505,
       22227.05366047, 21833.9461725 , 21537.00254597, 21312.69871043,
       21143.26516768, 21015.27928041, 20918.601922  , 20845.57424817,
       20790.41095832, 20748.74198013, 20717.26626961, 20693.49030015,
       20675.53052372, 20661.96415496, 20651.71645716, 20643.97560093]), 3660: array([140943.91072586, 144147.80195283, 147342.23325964, 150527.23257798,
       153702.82775706, 156869.04656386, 160025.9166834 , 163173.46571892,
       166311.72119219, 169440.71054369, 172560.4611329 , 175671.00023851,
       178772.35505866, 181864.5527112 , 184947.62023389, 188021.58458467,
       191086.47264187, 194142.31120449, 197189.12699237, 200226.94664647,
       203255.79672908, 206275.70372407, 209286.69403711, 212288.7939959 ,
       215282.02985042, 218266.42777313, 221242.01385919, 224208.81412677]), 3665: array([19721.92191749, 28304.81196956, 32875.62021368, 35309.79889682,
       36606.11796011, 37296.47118909, 37664.11800867, 37859.90790037,
       37964.17558244, 38019.70321682, 38049.27439477, 38065.02249163,
       38073.40912254, 38077.8754132 , 38080.25393117, 38081.52060818,
       38082.19517557, 38082.55441566, 38082.74572855, 38082.84761202,
       38082.90186994, 38082.93076493, 38082.94615293, 38082.95434779,
       38082.95871195, 38082.96103608, 38082.96227379, 38082.96293294]), 3670: array([30572.56478661, 34537.41256359, 36737.22139776, 37957.73708438,
       38634.91344541, 39010.62989786, 39219.0879315 , 39334.74629967,
       39398.91680869, 39434.52040827, 39454.27428466, 39465.23428974,
       39471.31520819, 39474.68907243, 39476.56098701, 39477.59957776,
       39478.17581706, 39478.4955308 , 39478.67291696, 39478.77133578,
       39478.8259413 , 39478.85623797, 39478.87304742, 39478.88237377,
       39478.8875483 , 39478.89041927, 39478.89201216, 39478.89289594]), 3675: array([193151.85372202, 169208.77436753, 150379.32597073, 135571.36740874,
       123926.01104178, 114767.80571959, 107565.55942669, 101901.5292113 ,
        97447.19135945,  93944.18644176,  91189.33401217,  89022.84778475,
        87319.06774803,  85979.17166341,  84925.44320146,  84096.76425818,
        83445.06999742,  82932.56100592,  82529.51086081,  82212.5419448 ,
        81963.26950332,  81767.23529636,  81613.06899513,  81491.82868303,
        81396.48220873,  81321.49930904,  81262.53084389,  81216.1565386 ]), 3680: array([141107.26140568, 142710.03449809, 144230.28388376, 145672.2585498 ,
       147039.98871111, 148337.29707457, 149567.80952323, 150734.9652504 ,
       151842.02637193, 152892.08704357, 153888.08210897, 154832.79530231,
       155728.86702863, 156578.80174361, 157384.9749533 , 158149.63985353,
       158874.93362738, 159562.88341851, 160215.41199681, 160834.34313248,
       161421.40669329, 161978.24347941, 162506.40980941, 163007.38186997,
       163482.55984178, 163933.27181289, 164360.77749068, 164766.27172259]), 3685: array([ 23591.69974292,  42800.59872581,  59146.8655621 ,  73057.10787852,
        84894.35752329,  94967.54503257, 103539.56215158, 110834.12282774,
       117041.60173489, 122324.00270371, 126819.1867249 , 130644.46986862,
       133899.68501903, 136669.78732971, 139027.07139761, 141033.05801959,
       142740.0997726 , 144192.74731998, 145428.91210224, 146480.85575619,
       147376.03208459, 148137.80355013, 148786.0509929 , 149337.6924839 ,
       149807.12485574, 150206.59943356, 150546.54177223, 150835.82374418]), 3690: array([ 4011.06091894,  7688.97136848, 11322.77500287, 14913.0007668 ,
       18460.17126164, 21964.80282155, 25427.40558863, 28848.48358715,
       32228.53479698, 35568.05122601, 38867.5189818 , 42127.41834234,
       45348.22382595, 48530.40426035, 51674.42285094, 54780.73724815,
       57849.79961415, 60882.05668859, 63877.94985366, 66837.91519835,
       69762.3835819 , 72651.78069655, 75506.52712948, 78327.03842402,
       81113.72514019, 83866.99291439, 86587.24251852, 89274.86991825]), 3695: array([ 652.60545538, 1040.24907978, 1414.88453317, 1776.94833123,
       2126.86234144, 2465.03427466, 2791.85816019, 3107.71480489,
       3412.97223683, 3707.98613418, 3993.10023961, 4268.64676078,
       4534.94675746, 4792.31051561, 5041.03790889, 5281.41874813,
       5513.73311892, 5738.25170805, 5955.23611883, 6164.93917596,
       6367.60522008, 6563.4703925 , 6752.7629103 , 6935.7033323 ,
       7112.504816  , 7283.37336597, 7448.50807388, 7608.10135049]), 3700: array([730.74714607, 732.00963938, 733.1643649 , 734.22052181,
       735.18652403, 736.07006726, 736.8781903 , 737.61733108,
       738.29337801, 738.91171684, 739.47727361, 739.99455385,
       740.46767849, 740.9004167 , 741.29621591, 741.65822927,
       741.98934079, 742.29218827, 742.56918436, 742.82253577,
       743.05426083, 743.26620559, 743.46005852, 743.63736396,
       743.79953441, 743.94786181, 744.08352784, 744.20761326]), 3705: array([1256.62767888, 1168.89736133, 1125.10323271, 1103.24162598,
       1092.32852268, 1086.88080674, 1084.16135947, 1082.80383762,
       1082.1261758 , 1081.78789355, 1081.61902631, 1081.53472942,
       1081.49264922, 1081.47164319, 1081.46115719, 1081.45592267,
       1081.45330965, 1081.45200526, 1081.45135412, 1081.45102908,
       1081.45086682, 1081.45078582, 1081.45074539, 1081.4507252 ,
       1081.45071513, 1081.4507101 , 1081.45070759, 1081.45070633]), 3710: array([16479.64279184, 16496.37449956, 16512.80832359, 16528.94956731,
       16544.8034397 , 16560.37505697, 16575.66944428, 16590.69153728,
       16605.4461838 , 16619.93814532, 16634.17209857, 16648.15263701,
       16661.88427232, 16675.37143586, 16688.61848009, 16701.62967999,
       16714.40923443, 16726.9612675 , 16739.28982991, 16751.39890021,
       16763.29238615, 16774.97412589, 16786.44788927, 16797.71737899,
       16808.78623187, 16819.65801993, 16830.33625164, 16840.82437299]), 3715: array([46598.13806324, 47215.33666043, 47832.53525762, 48449.73385481,
       49066.93245201, 49684.1310492 , 50301.32964639, 50918.52824358,
       51535.72684077, 52152.92543796, 52770.12403516, 53387.32263235,
       54004.52122954, 54621.71982673, 55238.91842392, 55856.11702111,
       56473.31561831, 57090.5142155 , 57707.71281269, 58324.91140988,
       58942.11000707, 59559.30860427, 60176.50720146, 60793.70579865,
       61410.90439584, 62028.10299303, 62645.30159022, 63262.50018742]), 3720: array([65943.64314833, 61146.03999256, 56972.71228848, 53342.42784016,
       50184.52457681, 47437.53514316, 45047.99046137, 42969.37897624,
       41161.241326  , 39588.38281654, 38220.18837048, 37030.0266166 ,
       35994.73152058, 35094.15146721, 34310.75701701, 33629.29970258,
       33036.51522309, 32520.86525988, 32072.31288754, 31682.1272091 ,
       31342.71341252, 31047.46494065, 30790.63489713, 30567.22418536,
       30372.88420297, 30203.832198  , 30056.77763911, 29928.85816668]), 3725: array([13878.4642295 , 15821.69744881, 17404.82330912, 18694.57456731,
       19745.3174992 , 20601.34357548, 21298.73645914, 21866.89302313,
       22329.76250283, 22706.85601687, 23014.06901008, 23264.35128673,
       23468.25287743, 23634.36874968, 23769.7011074 , 23879.95455156,
       23969.77654354, 24042.95330735, 24102.56942858, 24151.13787742,
       24190.70593677, 24222.94150036, 24249.20337867, 24270.59857626,
       24288.02895479, 24302.22924879, 24313.79803653, 24323.22297166]), 3730: array([ 49547.17229772,  52638.51371709,  55642.01453408,  58560.17074327,
        61395.40741543,  64150.08071287,  66826.47984741,  69426.82898284,
        71953.28908323,  74407.95970876,  76792.88076051,  79110.03417569,
        81361.34557467,  83548.68586124,  85673.87277737,  87738.67241382,
        89744.80067779,  91693.92471892,  93587.66431469,  95427.59321657,
        97215.24045779,  98952.09162402, 100639.59008799, 102279.13820889,
       103872.09849783, 105419.7947501 , 106923.5131453 , 108384.50331616]), 3735: array([44815.69342938, 46338.18300608, 47860.67258279, 49383.16215949,
       50905.65173619, 52428.1413129 , 53950.6308896 , 55473.12046631,
       56995.61004301, 58518.09961971, 60040.58919642, 61563.07877312,
       63085.56834983, 64608.05792653, 66130.54750323, 67653.03707994,
       69175.52665664, 70698.01623335, 72220.50581005, 73742.99538675,
       75265.48496346, 76787.97454016, 78310.46411687, 79832.95369357,
       81355.44327027, 82877.93284698, 84400.42242368, 85922.91200039]), 3740: array([76570.18967106, 69343.48800761, 63742.78516239, 59402.2334389 ,
       56038.30041389, 53431.24810404, 51410.77929691, 49844.91343947,
       48631.3654377 , 47690.8642156 , 46961.97458989, 46397.08421656,
       45959.29346935, 45620.00509165, 45357.05617376, 45153.27043288,
       44995.33622833, 44872.93702189, 44778.07748352, 44704.56122241,
       44647.58602792, 44603.43018079, 44569.20934394, 44542.68815249,
       44522.13419589, 44506.20485376, 44493.85959365, 44484.2920016 ]), 3745: array([18741.2653318 , 25614.44150794, 31002.43777463, 35226.176993  ,
       38537.23589166, 41132.8296212 , 43167.55839378, 44762.61586786,
       46013.00775296, 46993.21059313, 47761.6077807 , 48363.96702072,
       48836.1663727 , 49206.33123977, 49496.50958974, 49723.98518854,
       49902.3070656 , 50042.09652876, 50151.67979657, 50237.58392921,
       50304.92559689, 50357.71584185, 50399.09898634, 50431.53991646,
       50456.97089711, 50476.90666266, 50492.53463837, 50504.78566652]), 3750: array([60060.07960205, 50999.18782775, 45316.60287179, 41752.74044123,
       39517.64575768, 38115.89461217, 37236.77915975, 36685.43737476,
       36339.66053391, 36122.80480681, 35986.80262036, 35901.50814848,
       35848.01528102, 35814.4669536 , 35793.42694724, 35780.23159885,
       35771.95606813, 35766.7660264 , 35763.51106499, 35761.46969918,
       35760.18944609, 35759.38652877, 35758.88297504, 35758.56716872,
       35758.36910916, 35758.24489509, 35758.16699359, 35758.11813727]), 3755: array([162144.11922071, 142769.46816301, 127431.75109168, 115289.82583793,
       105677.81199114,  98068.57307227,  92044.80762131,  87276.16379306,
        83501.12239314,  80512.65479432,  78146.86919276,  76274.02254896,
        74791.40529536,  73617.70859791,  72688.5652642 ,  71953.01975535,
        71370.73371189,  70909.77374091,  70544.8601435 ,  70255.98054015,
        70027.29236349,  69846.25402939,  69702.93713872,  69589.48198982,
        69499.66654133,  69428.5651866 ,  69372.27862644,  69327.72002603]), 3760: array([177787.27822222, 155871.39671631, 139702.32796847, 127773.13478944,
       118972.03114385, 112478.76506809, 107688.17220288, 104153.77522416,
       101546.17270926,  99622.33933212,  98202.97620378,  97155.80043794,
        96383.21654965,  95813.22067703,  95392.68991043,  95082.43130304,
        94853.52913677,  94684.65001311,  94560.05460681,  94468.13078027,
        94400.31134665,  94350.27561871,  94313.36032855,  94286.12501683,
        94266.03138622,  94251.20673521,  94240.26942469,  94232.20011087]), 3765: array([188092.25949163, 184522.78159797, 181197.42493372, 178099.49373092,
       175213.43406685, 172524.7557718 , 170019.95967757, 167686.46984161,
       165512.5704064 , 163487.34677717, 161600.63082242, 159842.9498224 ,
       158205.47890895, 156679.99675812, 155258.84431298, 153934.88632943,
       152701.47555202, 151552.41933971, 150481.94857422, 149484.68869478,
       148555.63271379, 147690.11607806, 146883.79324923, 146132.61588596,
       145432.81251825, 144780.8696118 , 144173.5139275 , 143607.69608733]), 3770: array([ 31825.68914735,  38278.10515341,  44730.52115947,  51182.93716554,
        57635.3531716 ,  64087.76917767,  70540.18518373,  76992.60118979,
        83445.01719586,  89897.43320192,  96349.84920799, 102802.26521405,
       109254.68122011, 115707.09722618, 122159.51323224, 128611.92923831,
       135064.34524437, 141516.76125043, 147969.1772565 , 154421.59326256,
       160874.00926863, 167326.42527469, 173778.84128075, 180231.25728682,
       186683.67329288, 193136.08929895, 199588.50530501, 206040.92131107]), 3775: array([ 6375.81375411,  9718.89640968, 12970.7195383 , 16133.77434408,
       19210.48402621, 22203.20563534, 25114.2318793 , 27945.79287955,
       30700.05787967, 33379.13690717, 35985.08239001, 38519.89072892,
       40985.50382688, 43383.81057673, 45716.64830831, 47985.80419599,
       50193.01662782, 52339.97653731, 54428.32869882, 56459.67298767,
       58435.56560572, 60357.52027363, 62227.00939046, 64045.46516171,
       65814.28069653, 67534.81107493, 69208.37438592, 70836.25273731]), 3780: array([ 1522.46431527,  2503.53078827,  3484.59726127,  4465.66373426,
        5446.73020726,  6427.79668026,  7408.86315326,  8389.92962625,
        9370.99609925, 10352.06257225, 11333.12904525, 12314.19551825,
       13295.26199124, 14276.32846424, 15257.39493724, 16238.46141024,
       17219.52788324, 18200.59435623, 19181.66082923, 20162.72730223,
       21143.79377523, 22124.86024822, 23105.92672122, 24086.99319422,
       25068.05966722, 26049.12614022, 27030.19261321, 28011.25908621]), 3785: array([3645.50850375, 3710.6723729 , 3775.83624206, 3841.00011122,
       3906.16398038, 3971.32784953, 4036.49171869, 4101.65558785,
       4166.819457  , 4231.98332616, 4297.14719532, 4362.31106448,
       4427.47493363, 4492.63880279, 4557.80267195, 4622.9665411 ,
       4688.13041026, 4753.29427942, 4818.45814858, 4883.62201773,
       4948.78588689, 5013.94975605, 5079.1136252 , 5144.27749436,
       5209.44136352, 5274.60523268, 5339.76910183, 5404.93297099]), 3790: array([5153.01982533, 5236.21617009, 5319.41251484, 5402.6088596 ,
       5485.80520435, 5569.0015491 , 5652.19789386, 5735.39423861,
       5818.59058337, 5901.78692812, 5984.98327288, 6068.17961763,
       6151.37596238, 6234.57230714, 6317.76865189, 6400.96499665,
       6484.1613414 , 6567.35768616, 6650.55403091, 6733.75037566,
       6816.94672042, 6900.14306517, 6983.33940993, 7066.53575468,
       7149.73209944, 7232.92844419, 7316.12478894, 7399.3211337 ]), 3795: array([3065.17843947, 2698.64877298, 2409.3614363 , 2181.03840868,
       2000.83209362, 1858.60239244, 1746.34612722, 1657.74670688,
       1587.81869644, 1532.62728973, 1489.06690017, 1454.6864114 ,
       1427.55125445, 1406.1345507 , 1389.23119537, 1375.89004705,
       1365.36040752, 1357.04978043, 1350.4905319 , 1345.31357704,
       1341.22761178, 1338.00272137, 1335.4574432 , 1333.44855603,
       1331.86302103, 1330.61162109, 1329.62394073, 1328.84440377]), 3800: array([  7.44826389,  13.73045958,  20.01265527,  26.29485095,
        32.57704664,  38.85924233,  45.14143801,  51.4236337 ,
        57.70582939,  63.98802508,  70.27022076,  76.55241645,
        82.83461214,  89.11680782,  95.39900351, 101.6811992 ,
       107.96339489, 114.24559057, 120.52778626, 126.80998195,
       133.09217763, 139.37437332, 145.65656901, 151.93876469,
       158.22096038, 164.50315607, 170.78535176, 177.06754744]), 3805: array([ 16.21313576,  20.85824733,  25.50335889,  30.14847046,
        34.79358203,  39.4386936 ,  44.08380516,  48.72891673,
        53.3740283 ,  58.01913986,  62.66425143,  67.309363  ,
        71.95447457,  76.59958613,  81.2446977 ,  85.88980927,
        90.53492083,  95.1800324 ,  99.82514397, 104.47025554,
       109.1153671 , 113.76047867, 118.40559024, 123.05070181,
       127.69581337, 132.34092494, 136.98603651, 141.63114807]), 3810: array([ 10.85654162,  16.34285877,  21.82917593,  27.31549309,
        32.80181024,  38.2881274 ,  43.77444455,  49.26076171,
        54.74707887,  60.23339602,  65.71971318,  71.20603033,
        76.69234749,  82.17866465,  87.6649818 ,  93.15129896,
        98.63761611, 104.12393327, 109.61025043, 115.09656758,
       120.58288474, 126.0692019 , 131.55551905, 137.04183621,
       142.52815336, 148.01447052, 153.50078768, 158.98710483]), 3815: array([ 9.83387184, 14.70243856, 19.00056676, 22.79509338, 26.14502424,
       29.10245157, 31.71336409, 34.01836213, 36.05328897, 37.84978821,
       39.43579585, 40.83597471, 42.07209791, 43.16338745, 44.12681316,
       44.97735655, 45.72824377, 46.39115129, 46.9763875 , 47.49305296,
       47.94918194, 48.35186736, 48.70737108, 49.02122126, 49.29829835,
       49.54291097, 49.75886291, 49.94951226]), 3820: array([23.6951994 , 24.42742541, 24.98684656, 25.41424468, 25.74077713,
       25.99024814, 26.18084415, 26.32645963, 26.43770995, 26.52270527,
       26.58764175, 26.63725326, 26.67515649, 26.70411458, 26.72623858,
       26.74314133, 26.75605505, 26.76592113, 26.77345883, 26.77921763,
       26.78361736, 26.78697876, 26.78954687, 26.79150891, 26.7930079 ,
       26.79415314, 26.7950281 , 26.79569657]), 3825: array([265.24551314, 268.73431299, 272.22311284, 275.71191269,
       279.20071254, 282.6895124 , 286.17831225, 289.6671121 ,
       293.15591195, 296.6447118 , 300.13351166, 303.62231151,
       307.11111136, 310.59991121, 314.08871106, 317.57751091,
       321.06631077, 324.55511062, 328.04391047, 331.53271032,
       335.02151017, 338.51031003, 341.99910988, 345.48790973,
       348.97670958, 352.46550943, 355.95430928, 359.44310914]), 3830: array([ 64.64402259,  67.92873666,  71.21345072,  74.49816478,
        77.78287884,  81.0675929 ,  84.35230697,  87.63702103,
        90.92173509,  94.20644915,  97.49116321, 100.77587728,
       104.06059134, 107.3453054 , 110.63001946, 113.91473352,
       117.19944759, 120.48416165, 123.76887571, 127.05358977,
       130.33830383, 133.6230179 , 136.90773196, 140.19244602,
       143.47716008, 146.76187414, 150.0465882 , 153.33130227]), 3835: array([ 48.72903988,  51.25772225,  53.78640462,  56.31508699,
        58.84376936,  61.37245174,  63.90113411,  66.42981648,
        68.95849885,  71.48718122,  74.01586359,  76.54454596,
        79.07322833,  81.6019107 ,  84.13059307,  86.65927545,
        89.18795782,  91.71664019,  94.24532256,  96.77400493,
        99.3026873 , 101.83136967, 104.36005204, 106.88873441,
       109.41741678, 111.94609916, 114.47478153, 117.0034639 ]), 3840: array([292.48957449, 298.83254515, 305.17551582, 311.51848649,
       317.86145715, 324.20442782, 330.54739849, 336.89036915,
       343.23333982, 349.57631049, 355.91928116, 362.26225182,
       368.60522249, 374.94819316, 381.29116382, 387.63413449,
       393.97710516, 400.32007582, 406.66304649, 413.00601716,
       419.34898782, 425.69195849, 432.03492916, 438.37789982,
       444.72087049, 451.06384116, 457.40681183, 463.74978249]), 3845: array([194.06155629, 208.80908578, 223.55661527, 238.30414476,
       253.05167425, 267.79920373, 282.54673322, 297.29426271,
       312.0417922 , 326.78932169, 341.53685118, 356.28438067,
       371.03191016, 385.77943965, 400.52696913, 415.27449862,
       430.02202811, 444.7695576 , 459.51708709, 474.26461658,
       489.01214607, 503.75967556, 518.50720504, 533.25473453,
       548.00226402, 562.74979351, 577.497323  , 592.24485249]), 3850: array([219.5499034 , 229.1303172 , 238.71073099, 248.29114479,
       257.87155858, 267.45197238, 277.03238617, 286.61279996,
       296.19321376, 305.77362755, 315.35404135, 324.93445514,
       334.51486894, 344.09528273, 353.67569653, 363.25611032,
       372.83652412, 382.41693791, 391.9973517 , 401.5777655 ,
       411.15817929, 420.73859309, 430.31900688, 439.89942068,
       449.47983447, 459.06024827, 468.64066206, 478.22107585]), 3855: array([222.40698455, 227.5105136 , 232.61404265, 237.7175717 ,
       242.82110074, 247.92462979, 253.02815884, 258.13168789,
       263.23521693, 268.33874598, 273.44227503, 278.54580408,
       283.64933312, 288.75286217, 293.85639122, 298.95992027,
       304.06344931, 309.16697836, 314.27050741, 319.37403646,
       324.4775655 , 329.58109455, 334.6846236 , 339.78815265,
       344.89168169, 349.99521074, 355.09873979, 360.20226884]), 3860: array([ 3.40491709,  4.27616315,  5.14740921,  6.01865526,  6.88990132,
        7.76114738,  8.63239343,  9.50363949, 10.37488555, 11.2461316 ,
       12.11737766, 12.98862372, 13.85986977, 14.73111583, 15.60236189,
       16.47360794, 17.344854  , 18.21610006, 19.08734611, 19.95859217,
       20.82983822, 21.70108428, 22.57233034, 23.44357639, 24.31482245,
       25.18606851, 26.05731456, 26.92856062]), 3865: array([39.8884363 , 41.24699336, 42.60555042, 43.96410748, 45.32266455,
       46.68122161, 48.03977867, 49.39833573, 50.75689279, 52.11544985,
       53.47400692, 54.83256398, 56.19112104, 57.5496781 , 58.90823516,
       60.26679223, 61.62534929, 62.98390635, 64.34246341, 65.70102047,
       67.05957753, 68.4181346 , 69.77669166, 71.13524872, 72.49380578,
       73.85236284, 75.21091991, 76.56947697]), 3870: array([ 86.24436675,  87.40975296,  88.57513918,  89.74052539,
        90.90591161,  92.07129782,  93.23668404,  94.40207025,
        95.56745647,  96.73284268,  97.89822889,  99.06361511,
       100.22900132, 101.39438754, 102.55977375, 103.72515997,
       104.89054618, 106.0559324 , 107.22131861, 108.38670482,
       109.55209104, 110.71747725, 111.88286347, 113.04824968,
       114.2136359 , 115.37902211, 116.54440833, 117.70979454]), 3875: array([212.93624249, 213.90416498, 214.87208747, 215.84000996,
       216.80793244, 217.77585493, 218.74377742, 219.71169991,
       220.6796224 , 221.64754488, 222.61546737, 223.58338986,
       224.55131235, 225.51923483, 226.48715732, 227.45507981,
       228.4230023 , 229.39092479, 230.35884727, 231.32676976,
       232.29469225, 233.26261474, 234.23053723, 235.19845971,
       236.1663822 , 237.13430469, 238.10222718, 239.07014966]), 3880: array([ 6.45148007,  9.80829977, 12.73943508, 15.29886781, 17.53373422,
       19.48519318, 21.18918409, 22.67708881, 23.97630964, 25.11077393,
       26.10137473, 26.96635566, 27.72164678, 28.38115807, 28.95703553,
       29.45988493, 29.89896709, 30.28236844, 30.61714996, 30.90947724,
       31.16473397, 31.38762112, 31.58224355, 31.75218556, 31.90057692,
       32.03015049, 32.14329261, 32.24208697]), 3885: array([417.93765319, 423.56572555, 429.19379791, 434.82187026,
       440.44994262, 446.07801498, 451.70608734, 457.3341597 ,
       462.96223206, 468.59030442, 474.21837678, 479.84644914,
       485.4745215 , 491.10259386, 496.73066622, 502.35873858,
       507.98681093, 513.61488329, 519.24295565, 524.87102801,
       530.49910037, 536.12717273, 541.75524509, 547.38331745,
       553.01138981, 558.63946217, 564.26753453, 569.89560689]), 3890: array([289.17797983, 295.54281732, 301.90765482, 308.27249231,
       314.6373298 , 321.00216729, 327.36700479, 333.73184228,
       340.09667977, 346.46151726, 352.82635476, 359.19119225,
       365.55602974, 371.92086723, 378.28570473, 384.65054222,
       391.01537971, 397.3802172 , 403.7450547 , 410.10989219,
       416.47472968, 422.83956718, 429.20440467, 435.56924216,
       441.93407965, 448.29891715, 454.66375464, 461.02859213]), 3895: array([  8.44901594,  15.69266576,  22.63650237,  29.29293498,
        35.67385918,  41.79067821,  47.65432333,  53.27527335,
        58.66357338,  63.82885276,  68.78034226,  73.5268906 ,
        78.07698027,  82.43874263,  86.61997253,  90.62814216,
        94.47041445,  98.15365587, 101.68444866, 105.06910265,
       108.31366649, 111.42393849, 114.40547695, 117.26361014,
       120.00344576, 122.62988014, 125.14760693, 127.56112551]), 3900: array([135.96680019, 143.77212522, 151.57745025, 159.38277528,
       167.18810031, 174.99342534, 182.79875037, 190.6040754 ,
       198.40940043, 206.21472546, 214.02005049, 221.82537551,
       229.63070054, 237.43602557, 245.2413506 , 253.04667563,
       260.85200066, 268.65732569, 276.46265072, 284.26797575,
       292.07330078, 299.87862581, 307.68395084, 315.48927587,
       323.2946009 , 331.09992593, 338.90525096, 346.71057599]), 3905: array([120.87310373, 132.07822944, 143.28335515, 154.48848086,
       165.69360657, 176.89873228, 188.10385799, 199.30898369,
       210.5141094 , 221.71923511, 232.92436082, 244.12948653,
       255.33461224, 266.53973795, 277.74486366, 288.94998937,
       300.15511507, 311.36024078, 322.56536649, 333.7704922 ,
       344.97561791, 356.18074362, 367.38586933, 378.59099504,
       389.79612075, 401.00124646, 412.20637216, 423.41149787]), 3910: array([ 3.3837738 ,  6.64849548,  9.89858683, 13.13411342, 16.35514053,
       19.56173312, 22.75395589, 25.93187323, 29.09554925, 32.24504776,
       35.38043231, 38.50176614, 41.60911222, 44.70253323, 47.78209158,
       50.84784938, 53.89986849, 56.93821047, 59.96293661, 62.97410793,
       65.97178517, 68.95602881, 71.92689905, 74.88445581, 77.82875876,
       80.75986729, 83.67784053, 86.58273736]), 3915: array([ 20.46561163,  26.42436895,  32.38312628,  38.3418836 ,
        44.30064093,  50.25939825,  56.21815557,  62.1769129 ,
        68.13567022,  74.09442755,  80.05318487,  86.01194219,
        91.97069952,  97.92945684, 103.88821417, 109.84697149,
       115.80572881, 121.76448614, 127.72324346, 133.68200079,
       139.64075811, 145.59951544, 151.55827276, 157.51703008,
       163.47578741, 169.43454473, 175.39330206, 181.35205938]), 3920: array([265.85834377, 268.55522285, 271.20440791, 273.80674242,
       276.36305493, 278.87415933, 281.34085511, 283.76392765,
       286.14414842, 288.48227524, 290.77905253, 293.03521157,
       295.25147068, 297.42853549, 299.56709914, 301.66784253,
       303.7314345 , 305.75853206, 307.74978063, 309.70581418,
       311.62725549, 313.51471631, 315.3687976 , 317.19008966,
       318.97917236, 320.73661534, 322.46297812, 324.15881036]), 3925: array([633.46515393, 607.87499454, 583.82364752, 561.21857953,
       539.97282149, 520.00463406, 501.23719313, 483.59829422,
       467.02007476, 451.43875293, 436.79438232, 423.03062126,
       410.09451608, 397.93629738, 386.50918852, 375.7692257 ,
       365.67508878, 356.18794233, 347.27128621, 338.89081513,
       331.0142867 , 323.61139735, 316.65366575, 310.11432324,
       303.96821085, 298.19168246, 292.76251391, 287.65981741]), 3930: array([675.71228424, 668.55716524, 661.64995335, 654.98205922,
       648.54519107, 642.33134442, 636.33279215, 630.54207482,
       624.95199148, 619.55559065, 614.34616171, 609.31722657,
       604.46253154, 599.77603965, 595.25192307, 590.88455591,
       586.66850718, 582.59853407, 578.66957543, 574.87674546,
       571.21532764, 567.68076885, 564.26867376, 560.97479929,
       557.7950494 , 554.72546995, 551.76224381, 548.9016861 ]), 3935: array([  6.86961164,  11.63616551,  16.40271938,  21.16927325,
        25.93582712,  30.70238098,  35.46893485,  40.23548872,
        45.00204259,  49.76859646,  54.53515033,  59.3017042 ,
        64.06825806,  68.83481193,  73.6013658 ,  78.36791967,
        83.13447354,  87.90102741,  92.66758128,  97.43413515,
       102.20068901, 106.96724288, 111.73379675, 116.50035062,
       121.26690449, 126.03345836, 130.80001223, 135.56656609]), 3940: array([139.43917239, 146.73894184, 154.03871129, 161.33848074,
       168.63825019, 175.93801965, 183.2377891 , 190.53755855,
       197.837328  , 205.13709745, 212.4368669 , 219.73663636,
       227.03640581, 234.33617526, 241.63594471, 248.93571416,
       256.23548361, 263.53525307, 270.83502252, 278.13479197,
       285.43456142, 292.73433087, 300.03410033, 307.33386978,
       314.63363923, 321.93340868, 329.23317813, 336.53294758]), 3945: array([111.98555592, 119.76682023, 127.54808454, 135.32934885,
       143.11061315, 150.89187746, 158.67314177, 166.45440608,
       174.23567039, 182.0169347 , 189.79819901, 197.57946332,
       205.36072763, 213.14199194, 220.92325625, 228.70452056,
       236.48578487, 244.26704917, 252.04831348, 259.82957779,
       267.6108421 , 275.39210641, 283.17337072, 290.95463503,
       298.73589934, 306.51716365, 314.29842796, 322.07969227]), 3950: array([ 86.24856765,  87.62489603,  89.0012244 ,  90.37755277,
        91.75388114,  93.13020951,  94.50653788,  95.88286626,
        97.25919463,  98.635523  , 100.01185137, 101.38817974,
       102.76450811, 104.14083649, 105.51716486, 106.89349323,
       108.2698216 , 109.64614997, 111.02247834, 112.39880672,
       113.77513509, 115.15146346, 116.52779183, 117.9041202 ,
       119.28044857, 120.65677695, 122.03310532, 123.40943369]), 3955: array([447.06134005, 449.26819103, 451.475042  , 453.68189298,
       455.88874395, 458.09559493, 460.3024459 , 462.50929688,
       464.71614786, 466.92299883, 469.12984981, 471.33670078,
       473.54355176, 475.75040273, 477.95725371, 480.16410469,
       482.37095566, 484.57780664, 486.78465761, 488.99150859,
       491.19835956, 493.40521054, 495.61206152, 497.81891249,
       500.02576347, 502.23261444, 504.43946542, 506.64631639]), 3960: array([ 860.73525483,  871.2483239 ,  881.76139298,  892.27446205,
        902.78753113,  913.3006002 ,  923.81366928,  934.32673836,
        944.83980743,  955.35287651,  965.86594558,  976.37901466,
        986.89208373,  997.40515281, 1007.91822188, 1018.43129096,
       1028.94436003, 1039.45742911, 1049.97049818, 1060.48356726,
       1070.99663633, 1081.50970541, 1092.02277449, 1102.53584356,
       1113.04891264, 1123.56198171, 1134.07505079, 1144.58811986]), 3965: array([ 81.41541478, 100.13372049, 118.17749357, 135.57104147,
       152.33779569, 168.50034337, 184.08045768, 199.09912719,
       213.57658412, 227.53233159, 240.98516991, 253.95322193,
       266.45395738, 278.50421649, 290.12023261, 301.31765412,
       312.11156549, 322.51650761, 332.54649736, 342.21504653,
       351.53517998, 360.51945321, 369.17996929, 377.52839513,
       385.57597719, 393.33355669, 400.81158414, 408.0201335 ]), 3970: array([745.01822121, 711.63553115, 684.76932437, 663.14754779,
       645.74646001, 631.74215953, 620.47157493, 611.40106996,
       604.10117707, 598.22626311, 593.49816442, 589.6930164 ,
       586.63065404, 584.16608152, 582.18260702, 580.58631756,
       579.30163251, 578.267725  , 577.43564188, 576.76598592,
       576.22705046, 575.79331815, 575.44425275, 575.16332682,
       574.93723916, 574.75528505, 574.60884938, 574.49099875]), 3975: array([11664.1198634 , 11912.9056653 , 12161.69146721, 12410.47726911,
       12659.26307101, 12908.04887292, 13156.83467482, 13405.62047673,
       13654.40627863, 13903.19208053, 14151.97788244, 14400.76368434,
       14649.54948625, 14898.33528815, 15147.12109005, 15395.90689196,
       15644.69269386, 15893.47849577, 16142.26429767, 16391.05009958,
       16639.83590148, 16888.62170338, 17137.40750529, 17386.19330719,
       17634.9791091 , 17883.764911  , 18132.55071291, 18381.33651481]), 3980: array([ 116.7607642 ,  218.99307861,  321.22539303,  423.45770745,
        525.69002187,  627.92233628,  730.1546507 ,  832.38696512,
        934.61927954, 1036.85159396, 1139.08390837, 1241.31622279,
       1343.54853721, 1445.78085163, 1548.01316604, 1650.24548046,
       1752.47779488, 1854.7101093 , 1956.94242371, 2059.17473813,
       2161.40705255, 2263.63936697, 2365.87168139, 2468.1039958 ,
       2570.33631022, 2672.56862464, 2774.80093906, 2877.03325347]), 3985: array([1281.76642442, 1449.84763484, 1566.28021609, 1646.93495402,
       1702.80579946, 1741.50844049, 1768.31838781, 1786.89007326,
       1799.75498106, 1808.6667114 , 1814.84001158, 1819.11635677,
       1822.07865046, 1824.13067935, 1825.55215306, 1826.53683095,
       1827.21893331, 1827.69143667, 1828.01874742, 1828.24548088,
       1828.40254283, 1828.51134219, 1828.58670928, 1828.63891728,
       1828.67508261, 1828.70013492, 1828.71748906, 1828.72951055]), 3990: array([1202.14632281, 1424.10142457, 1565.88335497, 1656.45174303,
       1714.30560982, 1751.26188093, 1774.8690493 , 1789.94899058,
       1799.58185403, 1805.73519749, 1809.66587044, 1812.17673139,
       1813.78063556, 1814.80518795, 1815.45965822, 1815.87772501,
       1816.14478045, 1816.31537187, 1816.42434337, 1816.4939529 ,
       1816.53841853, 1816.56682257, 1816.5849667 , 1816.59655692,
       1816.60396059, 1816.60868996, 1816.61171102, 1816.61364083]), 3995: array([1307.87600248, 1737.19020916, 2038.03719272, 2248.85925755,
       2396.59530096, 2500.12307229, 2572.67137662, 2623.51045481,
       2659.13653725, 2684.10193385, 2701.59672938, 2713.85641326,
       2722.44753105, 2728.46785796, 2732.6866729 , 2735.64305713,
       2737.71477818, 2739.16656108, 2740.18391505, 2740.89683781,
       2741.39642683, 2741.74651971, 2741.99185142, 2742.1637705 ,
       2742.28424482, 2742.36866862, 2742.42782959, 2742.46928734]), 4000: array([497.32756761, 508.92102804, 520.51448848, 532.10794892,
       543.70140936, 555.2948698 , 566.88833023, 578.48179067,
       590.07525111, 601.66871155, 613.26217199, 624.85563242,
       636.44909286, 648.0425533 , 659.63601374, 671.22947418,
       682.82293461, 694.41639505, 706.00985549, 717.60331593,
       729.19677637, 740.7902368 , 752.38369724, 763.97715768,
       775.57061812, 787.16407856, 798.75753899, 810.35099943]), 4005: array([523.10522223, 533.63039925, 544.15557626, 554.68075327,
       565.20593028, 575.73110729, 586.2562843 , 596.78146131,
       607.30663832, 617.83181534, 628.35699235, 638.88216936,
       649.40734637, 659.93252338, 670.45770039, 680.9828774 ,
       691.50805442, 702.03323143, 712.55840844, 723.08358545,
       733.60876246, 744.13393947, 754.65911648, 765.1842935 ,
       775.70947051, 786.23464752, 796.75982453, 807.28500154]), 4010: array([38.89724801, 40.4251906 , 41.95313319, 43.48107578, 45.00901837,
       46.53696096, 48.06490355, 49.59284614, 51.12078873, 52.64873132,
       54.17667391, 55.7046165 , 57.23255909, 58.76050168, 60.28844427,
       61.81638686, 63.34432945, 64.87227204, 66.40021463, 67.92815722,
       69.45609981, 70.9840424 , 72.51198499, 74.03992758, 75.56787017,
       77.09581276, 78.62375535, 80.15169794]), 4015: array([168.77863617, 170.23327084, 171.68790552, 173.14254019,
       174.59717486, 176.05180953, 177.50644421, 178.96107888,
       180.41571355, 181.87034822, 183.3249829 , 184.77961757,
       186.23425224, 187.68888691, 189.14352159, 190.59815626,
       192.05279093, 193.5074256 , 194.96206028, 196.41669495,
       197.87132962, 199.3259643 , 200.78059897, 202.23523364,
       203.68986831, 205.14450299, 206.59913766, 208.05377233]), 4020: array([271.87051352, 273.21979656, 274.5690796 , 275.91836264,
       277.26764568, 278.61692872, 279.96621176, 281.3154948 ,
       282.66477784, 284.01406088, 285.36334392, 286.71262696,
       288.06191   , 289.41119304, 290.76047608, 292.10975912,
       293.45904216, 294.8083252 , 296.15760824, 297.50689128,
       298.85617432, 300.20545736, 301.5547404 , 302.90402344,
       304.25330648, 305.60258952, 306.95187256, 308.3011556 ]), 4025: array([12.32072099, 12.7390385 , 13.15735601, 13.57567351, 13.99399102,
       14.41230852, 14.83062603, 15.24894354, 15.66726104, 16.08557855,
       16.50389605, 16.92221356, 17.34053107, 17.75884857, 18.17716608,
       18.59548358, 19.01380109, 19.4321186 , 19.8504361 , 20.26875361,
       20.68707112, 21.10538862, 21.52370613, 21.94202363, 22.36034114,
       22.77865865, 23.19697615, 23.61529366]), 4030: array([37.57941665, 37.99408895, 38.40876126, 38.82343356, 39.23810587,
       39.65277817, 40.06745048, 40.48212279, 40.89679509, 41.3114674 ,
       41.7261397 , 42.14081201, 42.55548431, 42.97015662, 43.38482892,
       43.79950123, 44.21417353, 44.62884584, 45.04351814, 45.45819045,
       45.87286276, 46.28753506, 46.70220737, 47.11687967, 47.53155198,
       47.94622428, 48.36089659, 48.77556889]), 4035: array([56.95242073, 57.39831712, 57.8442135 , 58.29010989, 58.73600627,
       59.18190265, 59.62779904, 60.07369542, 60.51959181, 60.96548819,
       61.41138457, 61.85728096, 62.30317734, 62.74907373, 63.19497011,
       63.64086649, 64.08676288, 64.53265926, 64.97855565, 65.42445203,
       65.87034841, 66.3162448 , 66.76214118, 67.20803757, 67.65393395,
       68.09983033, 68.54572672, 68.9916231 ]), 4040: array([37.25524472, 38.22761935, 39.19999398, 40.1723686 , 41.14474323,
       42.11711786, 43.08949248, 44.06186711, 45.03424174, 46.00661636,
       46.97899099, 47.95136562, 48.92374024, 49.89611487, 50.8684895 ,
       51.84086412, 52.81323875, 53.78561338, 54.757988  , 55.73036263,
       56.70273726, 57.67511188, 58.64748651, 59.61986114, 60.59223576,
       61.56461039, 62.53698502, 63.50935965]), 4045: array([26.56099043, 26.91683519, 27.27267996, 27.62852472, 27.98436948,
       28.34021424, 28.696059  , 29.05190376, 29.40774853, 29.76359329,
       30.11943805, 30.47528281, 30.83112757, 31.18697233, 31.5428171 ,
       31.89866186, 32.25450662, 32.61035138, 32.96619614, 33.32204091,
       33.67788567, 34.03373043, 34.38957519, 34.74541995, 35.10126471,
       35.45710948, 35.81295424, 36.168799  ]), 4050: array([11.56545334, 11.71966825, 11.87388316, 12.02809807, 12.18231298,
       12.33652789, 12.4907428 , 12.64495771, 12.79917262, 12.95338753,
       13.10760244, 13.26181735, 13.41603226, 13.57024717, 13.72446208,
       13.87867699, 14.0328919 , 14.18710681, 14.34132173, 14.49553664,
       14.64975155, 14.80396646, 14.95818137, 15.11239628, 15.26661119,
       15.4208261 , 15.57504101, 15.72925592]), 4055: array([21.51821613, 21.6521426 , 21.78606908, 21.91999555, 22.05392203,
       22.18784851, 22.32177498, 22.45570146, 22.58962793, 22.72355441,
       22.85748088, 22.99140736, 23.12533383, 23.25926031, 23.39318678,
       23.52711326, 23.66103973, 23.79496621, 23.92889268, 24.06281916,
       24.19674563, 24.33067211, 24.46459859, 24.59852506, 24.73245154,
       24.86637801, 25.00030449, 25.13423096]), 4060: array([11.05506077, 11.29228529, 11.52950982, 11.76673434, 12.00395887,
       12.24118339, 12.47840792, 12.71563244, 12.95285697, 13.19008149,
       13.42730602, 13.66453054, 13.90175507, 14.13897959, 14.37620412,
       14.61342864, 14.85065317, 15.08787769, 15.32510222, 15.56232674,
       15.79955127, 16.03677579, 16.27400032, 16.51122484, 16.74844936,
       16.98567389, 17.22289841, 17.46012294]), 4065: array([12.64446976, 12.86992627, 13.09538277, 13.32083928, 13.54629579,
       13.77175229, 13.9972088 , 14.2226653 , 14.44812181, 14.67357831,
       14.89903482, 15.12449133, 15.34994783, 15.57540434, 15.80086084,
       16.02631735, 16.25177386, 16.47723036, 16.70268687, 16.92814337,
       17.15359988, 17.37905638, 17.60451289, 17.8299694 , 18.0554259 ,
       18.28088241, 18.50633891, 18.73179542]), 4070: array([0.42101411, 0.44617508, 0.47133605, 0.49649702, 0.52165799,
       0.54681896, 0.57197993, 0.5971409 , 0.62230187, 0.64746284,
       0.67262381, 0.69778479, 0.72294576, 0.74810673, 0.7732677 ,
       0.79842867, 0.82358964, 0.84875061, 0.87391158, 0.89907255,
       0.92423352, 0.9493945 , 0.97455547, 0.99971644, 1.02487741,
       1.05003838, 1.07519935, 1.10036032]), 4075: array([0.00574372, 0.00909835, 0.01238191, 0.01559591, 0.01874181,
       0.02182107, 0.0248351 , 0.02778527, 0.03067294, 0.03349943,
       0.03626605, 0.03897405, 0.04162468, 0.04421915, 0.04675866,
       0.04924437, 0.05167742, 0.05405893, 0.05638998, 0.05867164,
       0.06090497, 0.06309098, 0.06523068, 0.06732506, 0.06937506,
       0.07138163, 0.07334569, 0.07526814]), 4080: array([0.00365727, 0.00603562, 0.00841398, 0.01079234, 0.0131707 ,
       0.01554906, 0.01792742, 0.02030578, 0.02268414, 0.0250625 ,
       0.02744086, 0.02981922, 0.03219758, 0.03457594, 0.0369543 ,
       0.03933266, 0.04171102, 0.04408938, 0.04646774, 0.0488461 ,
       0.05122446, 0.05360282, 0.05598118, 0.05835954, 0.0607379 ,
       0.06311626, 0.06549462, 0.06787298]), 4085: array([0.00814537, 0.01152256, 0.01487324, 0.01819762, 0.02149592,
       0.02476833, 0.02801506, 0.03123631, 0.03443228, 0.03760317,
       0.04074918, 0.0438705 , 0.04696732, 0.05003984, 0.05308824,
       0.05611272, 0.05911347, 0.06209067, 0.0650445 , 0.06797516,
       0.07088281, 0.07376765, 0.07662984, 0.07946958, 0.08228702,
       0.08508236, 0.08785576, 0.0906074 ]), 4090: array([0.00973623, 0.01296323, 0.01588788, 0.01853849, 0.02094076,
       0.02311793, 0.02509112, 0.02687942, 0.02850017, 0.02996905,
       0.03130031, 0.03250683, 0.03360031, 0.03459133, 0.0354895 ,
       0.03630351, 0.03704125, 0.03770986, 0.03831583, 0.03886503,
       0.03936276, 0.03981386, 0.04022269, 0.04059322, 0.04092903,
       0.04123337, 0.0415092 , 0.04175918]), 4095: array([0.00506691, 0.00797673, 0.00975652, 0.01084512, 0.01151096,
       0.01191822, 0.01216732, 0.01231969, 0.01241288, 0.01246988,
       0.01250474, 0.01252607, 0.01253911, 0.01254709, 0.01255197,
       0.01255495, 0.01255678, 0.01255789, 0.01255858, 0.01255899,
       0.01255925, 0.01255941, 0.0125595 , 0.01255956, 0.0125596 ,
       0.01255962, 0.01255963, 0.01255964]), 4100: array([0.00390428, 0.00670389, 0.00881693, 0.01041176, 0.01161548,
       0.01252399, 0.01320971, 0.01372725, 0.01411788, 0.01441271,
       0.01463523, 0.01480318, 0.01492994, 0.01502562, 0.01509783,
       0.01515234, 0.01519347, 0.01522452, 0.01524796, 0.01526564,
       0.01527899, 0.01528907, 0.01529667, 0.01530241, 0.01530674,
       0.01531001, 0.01531248, 0.01531434]), 4105: array([0.39781128, 0.26050398, 0.18210842, 0.1373485 , 0.11179284,
       0.09720185, 0.08887112, 0.0841147 , 0.08139902, 0.0798485 ,
       0.07896324, 0.07845779, 0.07816921, 0.07800445, 0.07791037,
       0.07785666, 0.077826  , 0.07780849, 0.07779849, 0.07779278,
       0.07778952, 0.07778766, 0.0777866 , 0.07778599, 0.07778565,
       0.07778545, 0.07778534, 0.07778527]), 4110: array([0.63773844, 0.52829756, 0.44490164, 0.38135246, 0.33292684,
       0.29602566, 0.26790629, 0.24647883, 0.23015072, 0.2177084 ,
       0.20822714, 0.20100224, 0.19549674, 0.19130145, 0.18810457,
       0.18566849, 0.18381215, 0.18239758, 0.18131966, 0.18049826,
       0.17987234, 0.17939538, 0.17903193, 0.17875497, 0.17854392,
       0.1783831 , 0.17826055, 0.17816717]), 4115: array([2.64126644, 2.68482046, 2.72837447, 2.77192849, 2.8154825 ,
       2.85903651, 2.90259053, 2.94614454, 2.98969855, 3.03325257,
       3.07680658, 3.1203606 , 3.16391461, 3.20746862, 3.25102264,
       3.29457665, 3.33813066, 3.38168468, 3.42523869, 3.46879271,
       3.51234672, 3.55590073, 3.59945475, 3.64300876, 3.68656277,
       3.73011679, 3.7736708 , 3.81722482]), 4120: array([1.48223265, 1.53153406, 1.58083546, 1.63013686, 1.67943827,
       1.72873967, 1.77804107, 1.82734247, 1.87664388, 1.92594528,
       1.97524668, 2.02454809, 2.07384949, 2.12315089, 2.17245229,
       2.2217537 , 2.2710551 , 2.3203565 , 2.36965791, 2.41895931,
       2.46826071, 2.51756211, 2.56686352, 2.61616492, 2.66546632,
       2.71476773, 2.76406913, 2.81337053]), 4125: array([2.08208769, 2.12211723, 2.16214678, 2.20217633, 2.24220588,
       2.28223543, 2.32226497, 2.36229452, 2.40232407, 2.44235362,
       2.48238316, 2.52241271, 2.56244226, 2.60247181, 2.64250136,
       2.6825309 , 2.72256045, 2.76259   , 2.80261955, 2.8426491 ,
       2.88267864, 2.92270819, 2.96273774, 3.00276729, 3.04279683,
       3.08282638, 3.12285593, 3.16288548]), 4130: array([0.78895615, 0.81957298, 0.8501898 , 0.88080663, 0.91142345,
       0.94204028, 0.9726571 , 1.00327393, 1.03389075, 1.06450758,
       1.09512441, 1.12574123, 1.15635806, 1.18697488, 1.21759171,
       1.24820853, 1.27882536, 1.30944218, 1.34005901, 1.37067584,
       1.40129266, 1.43190949, 1.46252631, 1.49314314, 1.52375996,
       1.55437679, 1.58499361, 1.61561044]), 4135: array([0.09513697, 0.10003386, 0.10493075, 0.10982763, 0.11472452,
       0.11962141, 0.12451829, 0.12941518, 0.13431207, 0.13920895,
       0.14410584, 0.14900273, 0.15389961, 0.1587965 , 0.16369339,
       0.16859028, 0.17348716, 0.17838405, 0.18328094, 0.18817782,
       0.19307471, 0.1979716 , 0.20286848, 0.20776537, 0.21266226,
       0.21755914, 0.22245603, 0.22735292]), 4140: array([0.45193313, 0.45840935, 0.46488556, 0.47136177, 0.47783798,
       0.4843142 , 0.49079041, 0.49726662, 0.50374283, 0.51021905,
       0.51669526, 0.52317147, 0.52964768, 0.5361239 , 0.54260011,
       0.54907632, 0.55555253, 0.56202875, 0.56850496, 0.57498117,
       0.58145738, 0.5879336 , 0.59440981, 0.60088602, 0.60736224,
       0.61383845, 0.62031466, 0.62679087]), 4145: array([0.53372368, 0.53938024, 0.5450368 , 0.55069336, 0.55634991,
       0.56200647, 0.56766303, 0.57331959, 0.57897615, 0.58463271,
       0.59028927, 0.59594582, 0.60160238, 0.60725894, 0.6129155 ,
       0.61857206, 0.62422862, 0.62988518, 0.63554173, 0.64119829,
       0.64685485, 0.65251141, 0.65816797, 0.66382453, 0.66948109,
       0.67513764, 0.6807942 , 0.68645076]), 4150: array([0.99902941, 1.00629964, 1.01356987, 1.02084009, 1.02811032,
       1.03538054, 1.04265077, 1.049921  , 1.05719122, 1.06446145,
       1.07173167, 1.0790019 , 1.08627213, 1.09354235, 1.10081258,
       1.10808281, 1.11535303, 1.12262326, 1.12989348, 1.13716371,
       1.14443394, 1.15170416, 1.15897439, 1.16624461, 1.17351484,
       1.18078507, 1.18805529, 1.19532552]), 4155: array([0.06254545, 0.07167343, 0.08080142, 0.08992941, 0.09905739,
       0.10818538, 0.11731337, 0.12644135, 0.13556934, 0.14469733,
       0.15382531, 0.1629533 , 0.17208128, 0.18120927, 0.19033726,
       0.19946524, 0.20859323, 0.21772122, 0.2268492 , 0.23597719,
       0.24510518, 0.25423316, 0.26336115, 0.27248914, 0.28161712,
       0.29074511, 0.2998731 , 0.30900108]), 4160: array([0.42559393, 0.46103092, 0.4964679 , 0.53190489, 0.56734187,
       0.60277886, 0.63821584, 0.67365283, 0.70908981, 0.7445268 ,
       0.77996378, 0.81540077, 0.85083775, 0.88627474, 0.92171172,
       0.95714871, 0.99258569, 1.02802267, 1.06345966, 1.09889664,
       1.13433363, 1.16977061, 1.2052076 , 1.24064458, 1.27608157,
       1.31151855, 1.34695554, 1.38239252]), 4165: array([0.24843217, 0.27219609, 0.29596002, 0.31972395, 0.34348787,
       0.3672518 , 0.39101573, 0.41477965, 0.43854358, 0.46230751,
       0.48607144, 0.50983536, 0.53359929, 0.55736322, 0.58112714,
       0.60489107, 0.628655  , 0.65241892, 0.67618285, 0.69994678,
       0.7237107 , 0.74747463, 0.77123856, 0.79500248, 0.81876641,
       0.84253034, 0.86629426, 0.89005819]), 4170: array([0.11184846, 0.12551349, 0.13917853, 0.15284357, 0.16650861,
       0.18017364, 0.19383868, 0.20750372, 0.22116876, 0.2348338 ,
       0.24849883, 0.26216387, 0.27582891, 0.28949395, 0.30315898,
       0.31682402, 0.33048906, 0.3441541 , 0.35781913, 0.37148417,
       0.38514921, 0.39881425, 0.41247928, 0.42614432, 0.43980936,
       0.4534744 , 0.46713944, 0.48080447]), 4175: array([0.02094685, 0.02628558, 0.0316243 , 0.03696303, 0.04230175,
       0.04764048, 0.0529792 , 0.05831793, 0.06365665, 0.06899538,
       0.0743341 , 0.07967283, 0.08501155, 0.09035028, 0.095689  ,
       0.10102773, 0.10636645, 0.11170518, 0.1170439 , 0.12238263,
       0.12772135, 0.13306008, 0.1383988 , 0.14373753, 0.14907625,
       0.15441498, 0.1597537 , 0.16509243]), 4180: array([0.11221216, 0.1113036 , 0.11053671, 0.1098894 , 0.10934303,
       0.10888185, 0.10849258, 0.10816401, 0.10788667, 0.10765258,
       0.10745498, 0.1072882 , 0.10714743, 0.1070286 , 0.10692831,
       0.10684365, 0.10677219, 0.10671188, 0.10666097, 0.106618  ,
       0.10658173, 0.10655111, 0.10652527, 0.10650346, 0.10648505,
       0.10646951, 0.10645639, 0.10644532]), 4185: array([0.9269318 , 0.94270416, 0.95847653, 0.9742489 , 0.99002127,
       1.00579364, 1.021566  , 1.03733837, 1.05311074, 1.06888311,
       1.08465548, 1.10042784, 1.11620021, 1.13197258, 1.14774495,
       1.16351732, 1.17928968, 1.19506205, 1.21083442, 1.22660679,
       1.24237915, 1.25815152, 1.27392389, 1.28969626, 1.30546863,
       1.32124099, 1.33701336, 1.35278573]), 4190: array([1.2327558 , 1.24093561, 1.2490669 , 1.25714994, 1.26518502,
       1.27317243, 1.28111246, 1.28900537, 1.29685146, 1.304651  ,
       1.31240426, 1.32011153, 1.32777306, 1.33538915, 1.34296004,
       1.35048602, 1.35796735, 1.36540429, 1.37279711, 1.38014607,
       1.38745143, 1.39471344, 1.40193237, 1.40910847, 1.416242  ,
       1.4233332 , 1.43038233, 1.43738964]), 4195: array([4.69823271, 4.7190144 , 4.73979609, 4.76057779, 4.78135948,
       4.80214118, 4.82292287, 4.84370456, 4.86448626, 4.88526795,
       4.90604965, 4.92683134, 4.94761303, 4.96839473, 4.98917642,
       5.00995812, 5.03073981, 5.05152151, 5.0723032 , 5.09308489,
       5.11386659, 5.13464828, 5.15542998, 5.17621167, 5.19699336,
       5.21777506, 5.23855675, 5.25933845]), 4200: array([0.07604614, 0.11926923, 0.15429826, 0.18268663, 0.20569325,
       0.22433838, 0.23944883, 0.25169472, 0.26161907, 0.26966201,
       0.27618021, 0.28146271, 0.28574377, 0.28921325, 0.292025  ,
       0.29430371, 0.29615043, 0.29764706, 0.29885997, 0.29984293,
       0.30063955, 0.30128515, 0.30180836, 0.30223238, 0.30257602,
       0.30285451, 0.30308021, 0.30326312]), 4205: array([1.25005398, 1.30185061, 1.35364724, 1.40544388, 1.45724051,
       1.50903715, 1.56083378, 1.61263041, 1.66442705, 1.71622368,
       1.76802032, 1.81981695, 1.87161358, 1.92341022, 1.97520685,
       2.02700349, 2.07880012, 2.13059675, 2.18239339, 2.23419002,
       2.28598666, 2.33778329, 2.38957992, 2.44137656, 2.49317319,
       2.54496983, 2.59676646, 2.64856309]), 4210: array([0.54364573, 0.60120312, 0.65876051, 0.7163179 , 0.7738753 ,
       0.83143269, 0.88899008, 0.94654748, 1.00410487, 1.06166226,
       1.11921965, 1.17677705, 1.23433444, 1.29189183, 1.34944923,
       1.40700662, 1.46456401, 1.5221214 , 1.5796788 , 1.63723619,
       1.69479358, 1.75235098, 1.80990837, 1.86746576, 1.92502315,
       1.98258055, 2.04013794, 2.09769533]), 4215: array([1.55267965, 1.61222377, 1.67176788, 1.731312  , 1.79085611,
       1.85040023, 1.90994434, 1.96948846, 2.02903257, 2.08857669,
       2.1481208 , 2.20766492, 2.26720903, 2.32675315, 2.38629726,
       2.44584138, 2.50538549, 2.56492961, 2.62447372, 2.68401784,
       2.74356195, 2.80310607, 2.86265018, 2.9221943 , 2.98173841,
       3.04128253, 3.10082664, 3.16037076]), 4220: array([0.11585844, 0.15794076, 0.20002307, 0.24210539, 0.2841877 ,
       0.32627002, 0.36835233, 0.41043465, 0.45251696, 0.49459928,
       0.5366816 , 0.57876391, 0.62084623, 0.66292854, 0.70501086,
       0.74709317, 0.78917549, 0.8312578 , 0.87334012, 0.91542243,
       0.95750475, 0.99958707, 1.04166938, 1.0837517 , 1.12583401,
       1.16791633, 1.20999864, 1.25208096]), 4225: array([0.19013277, 0.22488827, 0.25964378, 0.29439929, 0.3291548 ,
       0.36391031, 0.39866581, 0.43342132, 0.46817683, 0.50293234,
       0.53768785, 0.57244336, 0.60719886, 0.64195437, 0.67670988,
       0.71146539, 0.7462209 , 0.7809764 , 0.81573191, 0.85048742,
       0.88524293, 0.91999844, 0.95475394, 0.98950945, 1.02426496,
       1.05902047, 1.09377598, 1.12853149]), 4230: array([4.88580065, 4.94615312, 5.00650558, 5.06685805, 5.12721051,
       5.18756297, 5.24791544, 5.3082679 , 5.36862037, 5.42897283,
       5.4893253 , 5.54967776, 5.61003023, 5.67038269, 5.73073516,
       5.79108762, 5.85144009, 5.91179255, 5.97214502, 6.03249748,
       6.09284994, 6.15320241, 6.21355487, 6.27390734, 6.3342598 ,
       6.39461227, 6.45496473, 6.5153172 ]), 4235: array([6.56547891, 6.61654053, 6.66760215, 6.71866377, 6.76972539,
       6.82078701, 6.87184863, 6.92291025, 6.97397187, 7.02503349,
       7.07609511, 7.12715673, 7.17821835, 7.22927997, 7.28034159,
       7.33140321, 7.38246483, 7.43352645, 7.48458807, 7.53564969,
       7.58671131, 7.63777293, 7.68883455, 7.73989617, 7.79095779,
       7.84201941, 7.89308103, 7.94414265]), 4240: array([0.07549528, 0.09493946, 0.11438365, 0.13382784, 0.15327202,
       0.17271621, 0.1921604 , 0.21160459, 0.23104877, 0.25049296,
       0.26993715, 0.28938133, 0.30882552, 0.32826971, 0.34771389,
       0.36715808, 0.38660227, 0.40604645, 0.42549064, 0.44493483,
       0.46437901, 0.4838232 , 0.50326739, 0.52271157, 0.54215576,
       0.56159995, 0.58104413, 0.60048832]), 4245: array([1.3806472 , 1.43657165, 1.4924961 , 1.54842055, 1.604345  ,
       1.66026946, 1.71619391, 1.77211836, 1.82804281, 1.88396726,
       1.93989171, 1.99581616, 2.05174061, 2.10766506, 2.16358951,
       2.21951396, 2.27543841, 2.33136286, 2.38728731, 2.44321176,
       2.49913621, 2.55506066, 2.61098511, 2.66690956, 2.72283401,
       2.77875846, 2.83468291, 2.89060736]), 4250: array([4.15643539, 4.21378456, 4.27113374, 4.32848291, 4.38583208,
       4.44318126, 4.50053043, 4.55787961, 4.61522878, 4.67257796,
       4.72992713, 4.7872763 , 4.84462548, 4.90197465, 4.95932383,
       5.016673  , 5.07402218, 5.13137135, 5.18872052, 5.2460697 ,
       5.30341887, 5.36076805, 5.41811722, 5.4754664 , 5.53281557,
       5.59016474, 5.64751392, 5.70486309]), 4255: array([5.72411419, 5.7866852 , 5.8492562 , 5.9118272 , 5.9743982 ,
       6.0369692 , 6.0995402 , 6.1621112 , 6.22468221, 6.28725321,
       6.34982421, 6.41239521, 6.47496621, 6.53753721, 6.60010821,
       6.66267921, 6.72525022, 6.78782122, 6.85039222, 6.91296322,
       6.97553422, 7.03810522, 7.10067622, 7.16324723, 7.22581823,
       7.28838923, 7.35096023, 7.41353123]), 4260: array([0.00984203, 0.01541472, 0.02098742, 0.02656011, 0.03213281,
       0.0377055 , 0.0432782 , 0.04885089, 0.05442359, 0.05999628,
       0.06556898, 0.07114167, 0.07671437, 0.08228706, 0.08785976,
       0.09343245, 0.09900515, 0.10457784, 0.11015054, 0.11572323,
       0.12129593, 0.12686862, 0.13244132, 0.13801401, 0.14358671,
       0.1491594 , 0.1547321 , 0.16030479]), 4265: array([0.06096203, 0.06729069, 0.07343603, 0.07940335, 0.08519782,
       0.09082444, 0.09628807, 0.10159344, 0.10674512, 0.11174758,
       0.11660512, 0.12132196, 0.12590217, 0.1303497 , 0.1346684 ,
       0.138862  , 0.14293412, 0.14688828, 0.1507279 , 0.1544563 ,
       0.1580767 , 0.16159223, 0.16500592, 0.16832073, 0.17153951,
       0.17466506, 0.17770007, 0.18064716]), 4270: array([0.12022357, 0.12884164, 0.13745972, 0.14607779, 0.15469587,
       0.16331394, 0.17193201, 0.18055009, 0.18916816, 0.19778624,
       0.20640431, 0.21502239, 0.22364046, 0.23225854, 0.24087661,
       0.24949468, 0.25811276, 0.26673083, 0.27534891, 0.28396698,
       0.29258506, 0.30120313, 0.30982121, 0.31843928, 0.32705735,
       0.33567543, 0.3442935 , 0.35291158]), 4275: array([0.47108081, 0.48374092, 0.49640103, 0.50906114, 0.52172125,
       0.53438136, 0.54704147, 0.55970158, 0.5723617 , 0.58502181,
       0.59768192, 0.61034203, 0.62300214, 0.63566225, 0.64832236,
       0.66098247, 0.67364258, 0.68630269, 0.6989628 , 0.71162291,
       0.72428303, 0.73694314, 0.74960325, 0.76226336, 0.77492347,
       0.78758358, 0.80024369, 0.8129038 ]), 4280: array([0.85401733, 0.86637317, 0.87872902, 0.89108487, 0.90344072,
       0.91579656, 0.92815241, 0.94050826, 0.9528641 , 0.96521995,
       0.9775758 , 0.98993165, 1.00228749, 1.01464334, 1.02699919,
       1.03935504, 1.05171088, 1.06406673, 1.07642258, 1.08877842,
       1.10113427, 1.11349012, 1.12584597, 1.13820181, 1.15055766,
       1.16291351, 1.17526936, 1.1876252 ]), 4285: array([1.25253978, 1.26701123, 1.28148268, 1.29595413, 1.31042558,
       1.32489703, 1.33936848, 1.35383993, 1.36831138, 1.38278283,
       1.39725428, 1.41172573, 1.42619718, 1.44066863, 1.45514008,
       1.46961153, 1.48408298, 1.49855443, 1.51302588, 1.52749733,
       1.54196878, 1.55644023, 1.57091168, 1.58538313, 1.59985458,
       1.61432603, 1.62879748, 1.64326894]), 4290: array([0.13876716, 0.14160622, 0.14444528, 0.14728434, 0.15012339,
       0.15296245, 0.15580151, 0.15864057, 0.16147963, 0.16431868,
       0.16715774, 0.1699968 , 0.17283586, 0.17567491, 0.17851397,
       0.18135303, 0.18419209, 0.18703115, 0.1898702 , 0.19270926,
       0.19554832, 0.19838738, 0.20122644, 0.20406549, 0.20690455,
       0.20974361, 0.21258267, 0.21542173]), 4295: array([0.00265928, 0.00265473, 0.00265018, 0.00264564, 0.00264111,
       0.00263659, 0.00263207, 0.00262757, 0.00262307, 0.00261858,
       0.00261409, 0.00260962, 0.00260515, 0.00260069, 0.00259623,
       0.00259179, 0.00258735, 0.00258292, 0.0025785 , 0.00257408,
       0.00256967, 0.00256527, 0.00256088, 0.0025565 , 0.00255212,
       0.00254775, 0.00254339, 0.00253903]), 4300: array([0.00135795, 0.00156811, 0.00177827, 0.00198844, 0.0021986 ,
       0.00240876, 0.00261892, 0.00282909, 0.00303925, 0.00324941,
       0.00345957, 0.00366974, 0.0038799 , 0.00409006, 0.00430022,
       0.00451039, 0.00472055, 0.00493071, 0.00514087, 0.00535104,
       0.0055612 , 0.00577136, 0.00598152, 0.00619169, 0.00640185,
       0.00661201, 0.00682217, 0.00703234]), 4305: array([0.0123287 , 0.01206989, 0.01184671, 0.01165427, 0.01148833,
       0.01134523, 0.01122184, 0.01111544, 0.01102369, 0.01094458,
       0.01087636, 0.01081753, 0.01076681, 0.01072307, 0.01068535,
       0.01065282, 0.01062478, 0.01060059, 0.01057974, 0.01056176,
       0.01054625, 0.01053288, 0.01052135, 0.01051141, 0.01050284,
       0.01049545, 0.01048907, 0.01048357]), 4310: array([0.0328492 , 0.03415048, 0.03545176, 0.03675305, 0.03805433,
       0.03935561, 0.04065689, 0.04195817, 0.04325945, 0.04456074,
       0.04586202, 0.0471633 , 0.04846458, 0.04976586, 0.05106714,
       0.05236843, 0.05366971, 0.05497099, 0.05627227, 0.05757355,
       0.05887483, 0.06017612, 0.0614774 , 0.06277868, 0.06407996,
       0.06538124, 0.06668252, 0.06798381]), 4315: array([0.00160574, 0.00301888, 0.00443202, 0.00584517, 0.00725831,
       0.00867146, 0.0100846 , 0.01149774, 0.01291089, 0.01432403,
       0.01573718, 0.01715032, 0.01856346, 0.01997661, 0.02138975,
       0.0228029 , 0.02421604, 0.02562918, 0.02704233, 0.02845547,
       0.02986861, 0.03128176, 0.0326949 , 0.03410805, 0.03552119,
       0.03693433, 0.03834748, 0.03976062]), 4320: array([0.03773967, 0.03903383, 0.04032799, 0.04162216, 0.04291632,
       0.04421048, 0.04550465, 0.04679881, 0.04809298, 0.04938714,
       0.05068131, 0.05197547, 0.05326964, 0.05456381, 0.05585797,
       0.05715214, 0.05844631, 0.05974047, 0.06103464, 0.06232881,
       0.06362298, 0.06491715, 0.06621132, 0.06750549, 0.06879966,
       0.07009383, 0.071388  , 0.07268217]), 4325: array([0.00777065, 0.007771  , 0.00777129, 0.00777153, 0.00777172,
       0.00777188, 0.00777201, 0.00777212, 0.00777221, 0.00777228,
       0.00777234, 0.00777239, 0.00777243, 0.00777246, 0.00777249,
       0.00777251, 0.00777253, 0.00777255, 0.00777256, 0.00777257,
       0.00777258, 0.00777258, 0.00777259, 0.00777259, 0.0077726 ,
       0.0077726 , 0.0077726 , 0.0077726 ]), 4330: array([0.01061903, 0.01199666, 0.01300918, 0.01375336, 0.01430032,
       0.01470232, 0.01499778, 0.01521493, 0.01537453, 0.01549184,
       0.01557806, 0.01564142, 0.01568799, 0.01572222, 0.01574738,
       0.01576587, 0.01577946, 0.01578945, 0.01579679, 0.01580219,
       0.01580615, 0.01580907, 0.01581121, 0.01581279, 0.01581394,
       0.01581479, 0.01581542, 0.01581588]), 4335: array([0.00921008, 0.01133164, 0.01345319, 0.01557474, 0.01769629,
       0.01981784, 0.02193939, 0.02406094, 0.02618248, 0.02830402,
       0.03042557, 0.03254711, 0.03466865, 0.03679019, 0.03891172,
       0.04103326, 0.04315479, 0.04527633, 0.04739786, 0.04951939,
       0.05164092, 0.05376245, 0.05588398, 0.0580055 , 0.06012703,
       0.06224855, 0.06437007, 0.06649159]), 4340: array([0.03370408, 0.03585112, 0.03799815, 0.04014518, 0.04229221,
       0.04443925, 0.04658628, 0.04873331, 0.05088035, 0.05302738,
       0.05517441, 0.05732144, 0.05946848, 0.06161551, 0.06376254,
       0.06590957, 0.06805661, 0.07020364, 0.07235067, 0.0744977 ,
       0.07664474, 0.07879177, 0.0809388 , 0.08308583, 0.08523287,
       0.0873799 , 0.08952693, 0.09167397]), 4345: array([0.01047282, 0.01407302, 0.01609326, 0.01722691, 0.01786304,
       0.01822001, 0.01842032, 0.01853272, 0.0185958 , 0.01863119,
       0.01865105, 0.0186622 , 0.01866845, 0.01867196, 0.01867393,
       0.01867503, 0.01867565, 0.018676  , 0.0186762 , 0.01867631,
       0.01867637, 0.0186764 , 0.01867642, 0.01867643, 0.01867644,
       0.01867644, 0.01867644, 0.01867644]), 4350: array([0.00431879, 0.00761083, 0.01058526, 0.01327272, 0.01570089,
       0.0178948 , 0.01987703, 0.02166802, 0.02328622, 0.0247483 ,
       0.02606931, 0.02726287, 0.02834128, 0.02931565, 0.030196  ,
       0.03099143, 0.03171011, 0.03235945, 0.03294614, 0.03347623,
       0.03395518, 0.03438792, 0.03477891, 0.03513217, 0.03545135,
       0.03573974, 0.03600031, 0.03623573]), 4355: array([0.09413867, 0.09897113, 0.10380358, 0.10863603, 0.11346849,
       0.11830094, 0.1231334 , 0.12796585, 0.13279831, 0.13763076,
       0.14246321, 0.14729567, 0.15212812, 0.15696058, 0.16179303,
       0.16662549, 0.17145794, 0.17629039, 0.18112285, 0.1859553 ,
       0.19078776, 0.19562021, 0.20045267, 0.20528512, 0.21011757,
       0.21495003, 0.21978248, 0.22461494]), 4360: array([0.00859607, 0.01037365, 0.01087303, 0.01101332, 0.01105274,
       0.01106381, 0.01106692, 0.01106779, 0.01106804, 0.01106811,
       0.01106813, 0.01106813, 0.01106814, 0.01106814, 0.01106814,
       0.01106814, 0.01106814, 0.01106814, 0.01106814, 0.01106814,
       0.01106814, 0.01106814, 0.01106814, 0.01106814, 0.01106814,
       0.01106814, 0.01106814, 0.01106814]), 4365: array([0.19356296, 0.20006419, 0.20656542, 0.21306666, 0.21956789,
       0.22606912, 0.23257035, 0.23907159, 0.24557282, 0.25207405,
       0.25857528, 0.26507652, 0.27157775, 0.27807898, 0.28458021,
       0.29108145, 0.29758268, 0.30408391, 0.31058514, 0.31708637,
       0.32358761, 0.33008884, 0.33659007, 0.3430913 , 0.34959254,
       0.35609377, 0.362595  , 0.36909623]), 4370: array([0.01230772, 0.01700867, 0.02170962, 0.02641057, 0.03111152,
       0.03581247, 0.04051342, 0.04521437, 0.04991532, 0.05461627,
       0.05931721, 0.06401816, 0.06871911, 0.07342006, 0.07812101,
       0.08282196, 0.08752291, 0.09222386, 0.09692481, 0.10162576,
       0.10632671, 0.11102766, 0.1157286 , 0.12042955, 0.1251305 ,
       0.12983145, 0.1345324 , 0.13923335]), 4375: array([0.01863521, 0.02396326, 0.0292913 , 0.03461935, 0.0399474 ,
       0.04527544, 0.05060349, 0.05593153, 0.06125958, 0.06658763,
       0.07191567, 0.07724372, 0.08257176, 0.08789981, 0.09322786,
       0.0985559 , 0.10388395, 0.10921199, 0.11454004, 0.11986809,
       0.12519613, 0.13052418, 0.13585222, 0.14118027, 0.14650832,
       0.15183636, 0.15716441, 0.16249245]), 4380: array([0.00650779, 0.01300841, 0.01950904, 0.02600966, 0.03251029,
       0.03901091, 0.04551154, 0.05201216, 0.05851279, 0.06501341,
       0.07151403, 0.07801466, 0.08451528, 0.09101591, 0.09751653,
       0.10401716, 0.11051778, 0.1170184 , 0.12351903, 0.13001965,
       0.13652027, 0.1430209 , 0.14952152, 0.15602214, 0.16252277,
       0.16902339, 0.17552401, 0.18202464]), 4385: array([0.01296387, 0.01773076, 0.02249763, 0.02726447, 0.03203129,
       0.03679808, 0.04156484, 0.04633158, 0.0510983 , 0.05586499,
       0.06063166, 0.0653983 , 0.07016492, 0.07493151, 0.07969808,
       0.08446462, 0.08923114, 0.09399763, 0.0987641 , 0.10353054,
       0.10829696, 0.11306335, 0.11782972, 0.12259606, 0.12736238,
       0.13212867, 0.13689494, 0.14166118]), 4390: array([0.23582437, 0.24458924, 0.2533541 , 0.26211897, 0.27088383,
       0.2796487 , 0.28841356, 0.29717843, 0.3059433 , 0.31470816,
       0.32347303, 0.33223789, 0.34100276, 0.34976762, 0.35853249,
       0.36729735, 0.37606222, 0.38482708, 0.39359195, 0.40235682,
       0.41112168, 0.41988655, 0.42865141, 0.43741628, 0.44618114,
       0.45494601, 0.46371087, 0.47247574]), 4395: array([0.14366307, 0.15266749, 0.1616719 , 0.17067632, 0.17968074,
       0.18868516, 0.19768957, 0.20669399, 0.21569841, 0.22470283,
       0.23370724, 0.24271166, 0.25171608, 0.2607205 , 0.26972491,
       0.27872933, 0.28773375, 0.29673817, 0.30574258, 0.314747  ,
       0.32375142, 0.33275583, 0.34176025, 0.35076467, 0.35976909,
       0.3687735 , 0.37777792, 0.38678234]), 4400: array([0.93358409, 0.94847228, 0.96336046, 0.97824865, 0.99313683,
       1.00802502, 1.02291321, 1.03780139, 1.05268958, 1.06757776,
       1.08246595, 1.09735414, 1.11224232, 1.12713051, 1.14201869,
       1.15690688, 1.17179507, 1.18668325, 1.20157144, 1.21645962,
       1.23134781, 1.246236  , 1.26112418, 1.27601237, 1.29090055,
       1.30578874, 1.32067693, 1.33556511]), 4405: array([1.1025589 , 1.11410061, 1.12564232, 1.13718403, 1.14872575,
       1.16026746, 1.17180917, 1.18335088, 1.19489259, 1.2064343 ,
       1.21797601, 1.22951773, 1.24105944, 1.25260115, 1.26414286,
       1.27568457, 1.28722628, 1.29876799, 1.31030971, 1.32185142,
       1.33339313, 1.34493484, 1.35647655, 1.36801826, 1.37955997,
       1.39110169, 1.4026434 , 1.41418511]), 4410: array([0.04351036, 0.06935675, 0.09290955, 0.11437228, 0.13393043,
       0.15175299, 0.167994  , 0.18279378, 0.19628025, 0.20856993,
       0.21976903, 0.22997434, 0.23927403, 0.24774847, 0.25547089,
       0.26250803, 0.2689207 , 0.27476432, 0.28008937, 0.28494188,
       0.28936379, 0.29339329, 0.29706522, 0.30041131, 0.30346046,
       0.30623904, 0.30877105, 0.31107836]), 4415: array([0.08892915, 0.10648617, 0.12174699, 0.13501191, 0.14654199,
       0.1565641 , 0.16527546, 0.17284751, 0.17942924, 0.18515018,
       0.19012291, 0.19444528, 0.19820234, 0.20146804, 0.20430663,
       0.20677398, 0.20891863, 0.21078279, 0.21240315, 0.21381159,
       0.21503583, 0.21609996, 0.21702491, 0.21782889, 0.21852772,
       0.21913516, 0.21966315, 0.22012209]), 4420: array([0.92330631, 0.96222867, 1.00115103, 1.04007339, 1.07899575,
       1.1179181 , 1.15684046, 1.19576282, 1.23468518, 1.27360754,
       1.3125299 , 1.35145226, 1.39037462, 1.42929698, 1.46821934,
       1.5071417 , 1.54606406, 1.58498642, 1.62390878, 1.66283113,
       1.70175349, 1.74067585, 1.77959821, 1.81852057, 1.85744293,
       1.89636529, 1.93528765, 1.97421001]), 4425: array([0.74130954, 0.75191874, 0.76252793, 0.77313712, 0.78374631,
       0.79435551, 0.8049647 , 0.81557389, 0.82618308, 0.83679228,
       0.84740147, 0.85801066, 0.86861985, 0.87922905, 0.88983824,
       0.90044743, 0.91105662, 0.92166582, 0.93227501, 0.9428842 ,
       0.95349339, 0.96410259, 0.97471178, 0.98532097, 0.99593016,
       1.00653936, 1.01714855, 1.02775774]), 4430: array([0.19950886, 0.22756157, 0.24618467, 0.25854783, 0.26675525,
       0.27220384, 0.27582095, 0.27822221, 0.27981631, 0.28087457,
       0.28157711, 0.2820435 , 0.28235312, 0.28255866, 0.28269511,
       0.2827857 , 0.28284583, 0.28288575, 0.28291226, 0.28292985,
       0.28294153, 0.28294928, 0.28295443, 0.28295785, 0.28296012,
       0.28296162, 0.28296262, 0.28296329]), 4435: array([0.22775573, 0.26541125, 0.2909853 , 0.30835413, 0.32015032,
       0.3281618 , 0.33360286, 0.3372982 , 0.33980792, 0.34151242,
       0.34267004, 0.34345625, 0.34399022, 0.34435286, 0.34459915,
       0.34476642, 0.34488003, 0.34495718, 0.34500958, 0.34504517,
       0.34506934, 0.34508576, 0.34509691, 0.34510448, 0.34510962,
       0.34511311, 0.34511548, 0.34511709]), 4440: array([3.13209705, 3.23340389, 3.33471074, 3.43601759, 3.53732443,
       3.63863128, 3.73993813, 3.84124498, 3.94255182, 4.04385867,
       4.14516552, 4.24647237, 4.34777921, 4.44908606, 4.55039291,
       4.65169976, 4.7530066 , 4.85431345, 4.9556203 , 5.05692715,
       5.15823399, 5.25954084, 5.36084769, 5.46215454, 5.56346138,
       5.66476823, 5.76607508, 5.86738193]), 4445: array([6.38744995, 6.49610976, 6.60476957, 6.71342938, 6.8220892 ,
       6.93074901, 7.03940882, 7.14806863, 7.25672844, 7.36538825,
       7.47404806, 7.58270787, 7.69136768, 7.80002749, 7.9086873 ,
       8.01734711, 8.12600692, 8.23466673, 8.34332655, 8.45198636,
       8.56064617, 8.66930598, 8.77796579, 8.8866256 , 8.99528541,
       9.10394522, 9.21260503, 9.32126484]), 4450: array([7.22635968, 7.31258913, 7.39881857, 7.48504802, 7.57127747,
       7.65750692, 7.74373636, 7.82996581, 7.91619526, 8.00242471,
       8.08865415, 8.1748836 , 8.26111305, 8.3473425 , 8.43357194,
       8.51980139, 8.60603084, 8.69226029, 8.77848973, 8.86471918,
       8.95094863, 9.03717808, 9.12340752, 9.20963697, 9.29586642,
       9.38209587, 9.46832531, 9.55455476]), 4455: array([0.71824039, 0.75024404, 0.78175492, 0.81278061, 0.84332859,
       0.87340621, 0.90302071, 0.93217923, 0.96088878, 0.98915628,
       1.01698854, 1.04439225, 1.07137402, 1.09794034, 1.12409761,
       1.14985212, 1.17521008, 1.2001776 , 1.22476068, 1.24896525,
       1.27279713, 1.29626206, 1.31936569, 1.34211359, 1.36451123,
       1.38656401, 1.40827723, 1.42965612]), 4460: array([0.4371703 , 0.4698056 , 0.50244091, 0.53507621, 0.56771152,
       0.60034682, 0.63298213, 0.66561743, 0.69825274, 0.73088804,
       0.76352334, 0.79615865, 0.82879395, 0.86142926, 0.89406456,
       0.92669987, 0.95933517, 0.99197048, 1.02460578, 1.05724109,
       1.08987639, 1.12251169, 1.155147  , 1.1877823 , 1.22041761,
       1.25305291, 1.28568822, 1.31832352]), 4465: array([1.47688690e-08, 2.95368461e-08, 4.43048231e-08, 5.90728001e-08,
       7.38407771e-08, 8.86087541e-08, 1.03376731e-07, 1.18144708e-07,
       1.32912685e-07, 1.47680662e-07, 1.62448639e-07, 1.77216616e-07,
       1.91984593e-07, 2.06752570e-07, 2.21520547e-07, 2.36288524e-07,
       2.51056501e-07, 2.65824478e-07, 2.80592455e-07, 2.95360432e-07,
       3.10128409e-07, 3.24896386e-07, 3.39664363e-07, 3.54432340e-07,
       3.69200317e-07, 3.83968295e-07, 3.98736272e-07, 4.13504249e-07]), 4470: array([0.01172619, 0.01397435, 0.01622252, 0.01847068, 0.02071884,
       0.022967  , 0.02521516, 0.02746332, 0.02971148, 0.03195964,
       0.0342078 , 0.03645596, 0.03870412, 0.04095228, 0.04320044,
       0.0454486 , 0.04769676, 0.04994492, 0.05219308, 0.05444124,
       0.0566894 , 0.05893756, 0.06118573, 0.06343389, 0.06568205,
       0.06793021, 0.07017837, 0.07242653]), 4475: array([0.48528297, 0.48808271, 0.49088246, 0.4936822 , 0.49648194,
       0.49928169, 0.50208143, 0.50488118, 0.50768092, 0.51048066,
       0.51328041, 0.51608015, 0.51887989, 0.52167964, 0.52447938,
       0.52727913, 0.53007887, 0.53287861, 0.53567836, 0.5384781 ,
       0.54127784, 0.54407759, 0.54687733, 0.54967708, 0.55247682,
       0.55527656, 0.55807631, 0.56087605]), 4480: array([0.49387547, 0.50355262, 0.51322978, 0.52290693, 0.53258409,
       0.54226125, 0.5519384 , 0.56161556, 0.57129271, 0.58096987,
       0.59064703, 0.60032418, 0.61000134, 0.61967849, 0.62935565,
       0.63903281, 0.64870996, 0.65838712, 0.66806428, 0.67774143,
       0.68741859, 0.69709574, 0.7067729 , 0.71645006, 0.72612721,
       0.73580437, 0.74548152, 0.75515868]), 4485: array([0.14024151, 0.14947657, 0.15871162, 0.16794667, 0.17718172,
       0.18641678, 0.19565183, 0.20488688, 0.21412193, 0.22335698,
       0.23259204, 0.24182709, 0.25106214, 0.26029719, 0.26953224,
       0.2787673 , 0.28800235, 0.2972374 , 0.30647245, 0.31570751,
       0.32494256, 0.33417761, 0.34341266, 0.35264771, 0.36188277,
       0.37111782, 0.38035287, 0.38958792]), 4490: array([0.38251279, 0.38511311, 0.38771342, 0.39031374, 0.39291405,
       0.39551437, 0.39811468, 0.400715  , 0.40331531, 0.40591563,
       0.40851594, 0.41111626, 0.41371658, 0.41631689, 0.41891721,
       0.42151752, 0.42411784, 0.42671815, 0.42931847, 0.43191878,
       0.4345191 , 0.43711941, 0.43971973, 0.44232004, 0.44492036,
       0.44752067, 0.45012099, 0.4527213 ]), 4495: array([0.27128122, 0.27381943, 0.27635763, 0.27889584, 0.28143404,
       0.28397225, 0.28651045, 0.28904866, 0.29158686, 0.29412507,
       0.29666327, 0.29920147, 0.30173968, 0.30427788, 0.30681609,
       0.30935429, 0.31189249, 0.3144307 , 0.3169689 , 0.31950711,
       0.32204531, 0.32458351, 0.32712172, 0.32965992, 0.33219812,
       0.33473633, 0.33727453, 0.33981273]), 4500: array([0.51965748, 0.5221054 , 0.52455332, 0.52700124, 0.52944917,
       0.53189709, 0.53434501, 0.53679293, 0.53924085, 0.54168877,
       0.54413669, 0.54658461, 0.54903253, 0.55148045, 0.55392838,
       0.5563763 , 0.55882422, 0.56127214, 0.56372006, 0.56616798,
       0.5686159 , 0.57106382, 0.57351174, 0.57595966, 0.57840758,
       0.58085551, 0.58330343, 0.58575135]), 4505: array([0.00271714, 0.00529692, 0.0078765 , 0.01045588, 0.01303506,
       0.01561404, 0.01819282, 0.0207714 , 0.02334978, 0.02592796,
       0.02850594, 0.03108372, 0.0336613 , 0.03623869, 0.03881587,
       0.04139285, 0.04396964, 0.04654622, 0.04912261, 0.05169879,
       0.05427478, 0.05685056, 0.05942615, 0.06200154, 0.06457672,
       0.06715171, 0.0697265 , 0.07230109]), 4510: array([0.05065947, 0.06067784, 0.07069622, 0.08071459, 0.09073296,
       0.10075133, 0.1107697 , 0.12078807, 0.13080644, 0.14082482,
       0.15084319, 0.16086156, 0.17087993, 0.1808983 , 0.19091667,
       0.20093504, 0.21095341, 0.22097179, 0.23099016, 0.24100853,
       0.2510269 , 0.26104527, 0.27106364, 0.28108201, 0.29110039,
       0.30111876, 0.31113713, 0.3211555 ]), 4515: array([0.17980843, 0.18616708, 0.19252573, 0.19888437, 0.20524302,
       0.21160167, 0.21796031, 0.22431896, 0.23067761, 0.23703625,
       0.2433949 , 0.24975354, 0.25611219, 0.26247084, 0.26882948,
       0.27518813, 0.28154678, 0.28790542, 0.29426407, 0.30062272,
       0.30698136, 0.31334001, 0.31969865, 0.3260573 , 0.33241595,
       0.33877459, 0.34513324, 0.35149189]), 4520: array([1.40940579, 1.42863625, 1.44786672, 1.46709718, 1.48632765,
       1.50555811, 1.52478857, 1.54401904, 1.5632495 , 1.58247997,
       1.60171043, 1.62094089, 1.64017136, 1.65940182, 1.67863229,
       1.69786275, 1.71709321, 1.73632368, 1.75555414, 1.77478461,
       1.79401507, 1.81324553, 1.832476  , 1.85170646, 1.87093693,
       1.89016739, 1.90939785, 1.92862832]), 4525: array([0.98998014, 1.02614374, 1.06230735, 1.09847096, 1.13463457,
       1.17079818, 1.20696178, 1.24312539, 1.279289  , 1.31545261,
       1.35161621, 1.38777982, 1.42394343, 1.46010704, 1.49627065,
       1.53243425, 1.56859786, 1.60476147, 1.64092508, 1.67708869,
       1.71325229, 1.7494159 , 1.78557951, 1.82174312, 1.85790673,
       1.89407033, 1.93023394, 1.96639755]), 4530: array([0.87650334, 0.88991586, 0.90332838, 0.9167409 , 0.93015342,
       0.94356593, 0.95697845, 0.97039097, 0.98380349, 0.99721601,
       1.01062853, 1.02404104, 1.03745356, 1.05086608, 1.0642786 ,
       1.07769112, 1.09110363, 1.10451615, 1.11792867, 1.13134119,
       1.14475371, 1.15816623, 1.17157874, 1.18499126, 1.19840378,
       1.2118163 , 1.22522882, 1.23864134]), 4535: array([0.68529653, 0.69726958, 0.70924264, 0.7212157 , 0.73318876,
       0.74516181, 0.75713487, 0.76910793, 0.78108098, 0.79305404,
       0.8050271 , 0.81700016, 0.82897321, 0.84094627, 0.85291933,
       0.86489238, 0.87686544, 0.8888385 , 0.90081156, 0.91278461,
       0.92475767, 0.93673073, 0.94870379, 0.96067684, 0.9726499 ,
       0.98462296, 0.99659601, 1.00856907]), 4540: array([0.16002545, 0.16378234, 0.16753923, 0.17129612, 0.17505301,
       0.1788099 , 0.18256679, 0.18632368, 0.19008057, 0.19383746,
       0.19759435, 0.20135124, 0.20510813, 0.20886502, 0.21262191,
       0.2163788 , 0.22013569, 0.22389258, 0.22764947, 0.23140636,
       0.23516325, 0.23892014, 0.24267703, 0.24643392, 0.25019081,
       0.2539477 , 0.25770459, 0.26146148]), 4545: array([0.04582497, 0.04961788, 0.05341078, 0.05720369, 0.0609966 ,
       0.0647895 , 0.06858241, 0.07237531, 0.07616822, 0.07996113,
       0.08375403, 0.08754694, 0.09133985, 0.09513275, 0.09892566,
       0.10271856, 0.10651147, 0.11030438, 0.11409728, 0.11789019,
       0.12168309, 0.125476  , 0.12926891, 0.13306181, 0.13685472,
       0.14064762, 0.14444053, 0.14823344]), 4550: array([1.18609634, 1.1910087 , 1.19592107, 1.20083344, 1.20574581,
       1.21065818, 1.21557055, 1.22048292, 1.22539529, 1.23030765,
       1.23522002, 1.24013239, 1.24504476, 1.24995713, 1.2548695 ,
       1.25978187, 1.26469424, 1.2696066 , 1.27451897, 1.27943134,
       1.28434371, 1.28925608, 1.29416845, 1.29908082, 1.30399319,
       1.30890555, 1.31381792, 1.31873029]), 4555: array([2.44944988, 2.47864941, 2.50784893, 2.53704846, 2.56624799,
       2.59544752, 2.62464704, 2.65384657, 2.6830461 , 2.71224563,
       2.74144516, 2.77064468, 2.79984421, 2.82904374, 2.85824327,
       2.88744279, 2.91664232, 2.94584185, 2.97504138, 3.0042409 ,
       3.03344043, 3.06263996, 3.09183949, 3.12103901, 3.15023854,
       3.17943807, 3.2086376 , 3.23783713]), 4560: array([ 9.84573964,  9.94299981, 10.04025999, 10.13752016, 10.23478033,
       10.33204051, 10.42930068, 10.52656085, 10.62382103, 10.7210812 ,
       10.81834137, 10.91560155, 11.01286172, 11.11012189, 11.20738207,
       11.30464224, 11.40190241, 11.49916258, 11.59642276, 11.69368293,
       11.7909431 , 11.88820328, 11.98546345, 12.08272362, 12.1799838 ,
       12.27724397, 12.37450414, 12.47176432]), 4565: array([12.5059    , 12.62442658, 12.74295316, 12.86147973, 12.98000631,
       13.09853289, 13.21705947, 13.33558604, 13.45411262, 13.5726392 ,
       13.69116578, 13.80969235, 13.92821893, 14.04674551, 14.16527209,
       14.28379866, 14.40232524, 14.52085182, 14.6393784 , 14.75790497,
       14.87643155, 14.99495813, 15.11348471, 15.23201128, 15.35053786,
       15.46906444, 15.58759102, 15.70611759]), 4570: array([5.66307438, 5.78676295, 5.91045153, 6.0341401 , 6.15782868,
       6.28151725, 6.40520583, 6.5288944 , 6.65258298, 6.77627155,
       6.89996013, 7.0236487 , 7.14733728, 7.27102585, 7.39471443,
       7.518403  , 7.64209158, 7.76578015, 7.88946873, 8.0131573 ,
       8.13684588, 8.26053445, 8.38422303, 8.5079116 , 8.63160018,
       8.75528875, 8.87897733, 9.0026659 ]), 4575: array([5.02735291, 5.14759379, 5.26783467, 5.38807554, 5.50831642,
       5.6285573 , 5.74879817, 5.86903905, 5.98927993, 6.1095208 ,
       6.22976168, 6.35000256, 6.47024343, 6.59048431, 6.71072519,
       6.83096606, 6.95120694, 7.07144782, 7.19168869, 7.31192957,
       7.43217045, 7.55241132, 7.6726522 , 7.79289308, 7.91313396,
       8.03337483, 8.15361571, 8.27385659]), 4580: array([2.25787303, 2.38295331, 2.50803358, 2.63311385, 2.75819412,
       2.88327439, 3.00835467, 3.13343494, 3.25851521, 3.38359548,
       3.50867575, 3.63375603, 3.7588363 , 3.88391657, 4.00899684,
       4.13407711, 4.25915739, 4.38423766, 4.50931793, 4.6343982 ,
       4.75947847, 4.88455875, 5.00963902, 5.13471929, 5.25979956,
       5.38487983, 5.50996011, 5.63504038]), 4585: array([1.27595673, 1.39148628, 1.50701583, 1.62254538, 1.73807493,
       1.85360448, 1.96913403, 2.08466357, 2.20019312, 2.31572267,
       2.43125222, 2.54678177, 2.66231132, 2.77784087, 2.89337042,
       3.00889996, 3.12442951, 3.23995906, 3.35548861, 3.47101816,
       3.58654771, 3.70207726, 3.81760681, 3.93313635, 4.0486659 ,
       4.16419545, 4.279725  , 4.39525455]), 4590: array([1.1105081 , 1.37063934, 1.49594564, 1.55630621, 1.58538215,
       1.59938815, 1.6061349 , 1.60938484, 1.61095034, 1.61170446,
       1.61206772, 1.6122427 , 1.61232699, 1.61236759, 1.61238715,
       1.61239657, 1.61240111, 1.6124033 , 1.61240435, 1.61240486,
       1.6124051 , 1.61240522, 1.61240528, 1.6124053 , 1.61240532,
       1.61240532, 1.61240533, 1.61240533]), 4595: array([6.27417024, 6.37701687, 6.4798635 , 6.58271012, 6.68555675,
       6.78840338, 6.89125001, 6.99409664, 7.09694326, 7.19978989,
       7.30263652, 7.40548315, 7.50832977, 7.6111764 , 7.71402303,
       7.81686966, 7.91971629, 8.02256291, 8.12540954, 8.22825617,
       8.3311028 , 8.43394942, 8.53679605, 8.63964268, 8.74248931,
       8.84533594, 8.94818256, 9.05102919]), 4600: array([ 9.24402012,  9.42558199,  9.60714386,  9.78870574,  9.97026761,
       10.15182948, 10.33339135, 10.51495322, 10.69651509, 10.87807696,
       11.05963884, 11.24120071, 11.42276258, 11.60432445, 11.78588632,
       11.96744819, 12.14901006, 12.33057193, 12.51213381, 12.69369568,
       12.87525755, 13.05681942, 13.23838129, 13.41994316, 13.60150503,
       13.7830669 , 13.96462878, 14.14619065]), 4605: array([0.05753244, 0.07027686, 0.08273315, 0.09490783, 0.10680726,
       0.11843766, 0.12980511, 0.14091557, 0.15177483, 0.16238859,
       0.17276239, 0.18290165, 0.19281168, 0.20249766, 0.21196465,
       0.22121762, 0.23026139, 0.23910069, 0.24774015, 0.25618429,
       0.26443752, 0.27250415, 0.28038842, 0.28809443, 0.29562622,
       0.30298773, 0.31018281, 0.31721522]), 4610: array([0.10370688, 0.12430388, 0.14490088, 0.16549788, 0.18609488,
       0.20669188, 0.22728888, 0.24788588, 0.26848288, 0.28907988,
       0.30967688, 0.33027388, 0.35087088, 0.37146788, 0.39206488,
       0.41266188, 0.43325888, 0.45385588, 0.47445288, 0.49504988,
       0.51564688, 0.53624388, 0.55684088, 0.57743788, 0.59803488,
       0.61863188, 0.63922888, 0.65982588]), 4615: array([0.47311906, 0.49724749, 0.52137593, 0.54550437, 0.56963281,
       0.59376124, 0.61788968, 0.64201812, 0.66614656, 0.69027499,
       0.71440343, 0.73853187, 0.7626603 , 0.78678874, 0.81091718,
       0.83504562, 0.85917405, 0.88330249, 0.90743093, 0.93155936,
       0.9556878 , 0.97981624, 1.00394468, 1.02807311, 1.05220155,
       1.07632999, 1.10045842, 1.12458686]), 4620: array([0.04988589, 0.07497496, 0.10006403, 0.1251531 , 0.15024216,
       0.17533123, 0.2004203 , 0.22550937, 0.25059844, 0.27568751,
       0.30077658, 0.32586564, 0.35095471, 0.37604378, 0.40113285,
       0.42622192, 0.45131099, 0.47640006, 0.50148913, 0.52657819,
       0.55166726, 0.57675633, 0.6018454 , 0.62693447, 0.65202354,
       0.67711261, 0.70220167, 0.72729074]), 4625: array([7.59291234, 7.63502465, 7.67713696, 7.71924928, 7.76136159,
       7.8034739 , 7.84558622, 7.88769853, 7.92981084, 7.97192316,
       8.01403547, 8.05614778, 8.0982601 , 8.14037241, 8.18248472,
       8.22459704, 8.26670935, 8.30882166, 8.35093398, 8.39304629,
       8.4351586 , 8.47727092, 8.51938323, 8.56149554, 8.60360786,
       8.64572017, 8.68783248, 8.72994479]), 4630: array([11.17873744, 11.30978619, 11.44083494, 11.57188369, 11.70293244,
       11.83398119, 11.96502994, 12.09607869, 12.22712744, 12.35817619,
       12.48922494, 12.62027369, 12.75132244, 12.88237119, 13.01341994,
       13.14446869, 13.27551744, 13.40656619, 13.53761494, 13.66866369,
       13.79971244, 13.93076119, 14.06180994, 14.19285869, 14.32390744,
       14.45495619, 14.58600494, 14.71705369]), 4635: array([10.19115422, 10.35295957, 10.51476492, 10.67657028, 10.83837563,
       11.00018098, 11.16198633, 11.32379169, 11.48559704, 11.64740239,
       11.80920775, 11.9710131 , 12.13281845, 12.2946238 , 12.45642916,
       12.61823451, 12.78003986, 12.94184522, 13.10365057, 13.26545592,
       13.42726127, 13.58906663, 13.75087198, 13.91267733, 14.07448268,
       14.23628804, 14.39809339, 14.55989874]), 4640: array([3.55550461, 3.6332878 , 3.71107098, 3.78885417, 3.86663736,
       3.94442055, 4.02220373, 4.09998692, 4.17777011, 4.25555329,
       4.33333648, 4.41111967, 4.48890285, 4.56668604, 4.64446923,
       4.72225241, 4.8000356 , 4.87781879, 4.95560197, 5.03338516,
       5.11116835, 5.18895153, 5.26673472, 5.34451791, 5.42230109,
       5.50008428, 5.57786747, 5.65565066]), 4645: array([115.88169885, 115.96375854, 116.04581823, 116.12787791,
       116.2099376 , 116.29199729, 116.37405697, 116.45611666,
       116.53817635, 116.62023604, 116.70229572, 116.78435541,
       116.8664151 , 116.94847478, 117.03053447, 117.11259416,
       117.19465384, 117.27671353, 117.35877322, 117.44083291,
       117.52289259, 117.60495228, 117.68701197, 117.76907165,
       117.85113134, 117.93319103, 118.01525072, 118.0973104 ]), 4650: array([2.01832061, 2.10214598, 2.18597135, 2.26979673, 2.3536221 ,
       2.43744747, 2.52127284, 2.60509821, 2.68892358, 2.77274895,
       2.85657432, 2.94039969, 3.02422506, 3.10805043, 3.1918758 ,
       3.27570117, 3.35952654, 3.44335191, 3.52717728, 3.61100265,
       3.69482802, 3.77865339, 3.86247876, 3.94630413, 4.0301295 ,
       4.11395487, 4.19778024, 4.28160561]), 4655: array([76.16845636, 76.75282103, 77.33718569, 77.92155036, 78.50591503,
       79.09027969, 79.67464436, 80.25900903, 80.84337369, 81.42773836,
       82.01210303, 82.59646769, 83.18083236, 83.76519703, 84.3495617 ,
       84.93392636, 85.51829103, 86.1026557 , 86.68702036, 87.27138503,
       87.8557497 , 88.44011436, 89.02447903, 89.6088437 , 90.19320836,
       90.77757303, 91.3619377 , 91.94630237]), 4660: array([ 83.95180626,  85.82626417,  87.70072208,  89.57517998,
        91.44963789,  93.3240958 ,  95.19855371,  97.07301161,
        98.94746952, 100.82192743, 102.69638533, 104.57084324,
       106.44530115, 108.31975906, 110.19421696, 112.06867487,
       113.94313278, 115.81759068, 117.69204859, 119.5665065 ,
       121.44096441, 123.31542231, 125.18988022, 127.06433813,
       128.93879603, 130.81325394, 132.68771185, 134.56216976]), 4665: array([ 8.55923259,  8.77794095,  8.99664932,  9.21535769,  9.43406606,
        9.65277442,  9.87148279, 10.09019116, 10.30889953, 10.52760789,
       10.74631626, 10.96502463, 11.183733  , 11.40244137, 11.62114973,
       11.8398581 , 12.05856647, 12.27727484, 12.4959832 , 12.71469157,
       12.93339994, 13.15210831, 13.37081667, 13.58952504, 13.80823341,
       14.02694178, 14.24565014, 14.46435851]), 4670: array([0.49750691, 0.66461735, 0.83172779, 0.99883823, 1.16594868,
       1.33305912, 1.50016956, 1.66728   , 1.83439044, 2.00150089,
       2.16861133, 2.33572177, 2.50283221, 2.66994265, 2.8370531 ,
       3.00416354, 3.17127398, 3.33838442, 3.50549486, 3.67260531,
       3.83971575, 4.00682619, 4.17393663, 4.34104707, 4.50815751,
       4.67526796, 4.8423784 , 5.00948884]), 4675: array([3.06473183, 3.28105735, 3.49738286, 3.71370837, 3.93003389,
       4.1463594 , 4.36268491, 4.57901043, 4.79533594, 5.01166145,
       5.22798697, 5.44431248, 5.66063799, 5.87696351, 6.09328902,
       6.30961453, 6.52594005, 6.74226556, 6.95859107, 7.17491659,
       7.3912421 , 7.60756762, 7.82389313, 8.04021864, 8.25654416,
       8.47286967, 8.68919518, 8.9055207 ]), 4680: array([17.49378301, 17.73766388, 17.98154474, 18.22542561, 18.46930647,
       18.71318734, 18.9570682 , 19.20094907, 19.44482993, 19.6887108 ,
       19.93259166, 20.17647253, 20.42035339, 20.66423426, 20.90811513,
       21.15199599, 21.39587686, 21.63975772, 21.88363859, 22.12751945,
       22.37140032, 22.61528118, 22.85916205, 23.10304291, 23.34692378,
       23.59080464, 23.83468551, 24.07856637]), 4685: array([13.88374158, 14.25340434, 14.62306709, 14.99272984, 15.3623926 ,
       15.73205535, 16.1017181 , 16.47138086, 16.84104361, 17.21070637,
       17.58036912, 17.95003187, 18.31969463, 18.68935738, 19.05902013,
       19.42868289, 19.79834564, 20.1680084 , 20.53767115, 20.9073339 ,
       21.27699666, 21.64665941, 22.01632216, 22.38598492, 22.75564767,
       23.12531043, 23.49497318, 23.86463593]), 4690: array([3.03240707, 3.05861267, 3.08481827, 3.11102387, 3.13722947,
       3.16343507, 3.18964066, 3.21584626, 3.24205186, 3.26825746,
       3.29446306, 3.32066866, 3.34687426, 3.37307985, 3.39928545,
       3.42549105, 3.45169665, 3.47790225, 3.50410785, 3.53031345,
       3.55651904, 3.58272464, 3.60893024, 3.63513584, 3.66134144,
       3.68754704, 3.71375264, 3.73995824]), 4695: array([4.96737023, 4.99272775, 5.01808527, 5.04344279, 5.06880031,
       5.09415783, 5.11951535, 5.14487287, 5.17023039, 5.19558791,
       5.22094543, 5.24630295, 5.27166046, 5.29701798, 5.3223755 ,
       5.34773302, 5.37309054, 5.39844806, 5.42380558, 5.4491631 ,
       5.47452062, 5.49987814, 5.52523566, 5.55059317, 5.57595069,
       5.60130821, 5.62666573, 5.65202325]), 4700: array([0.37277607, 0.38083278, 0.38888949, 0.3969462 , 0.40500291,
       0.41305962, 0.42111632, 0.42917303, 0.43722974, 0.44528645,
       0.45334316, 0.46139986, 0.46945657, 0.47751328, 0.48556999,
       0.4936267 , 0.5016834 , 0.50974011, 0.51779682, 0.52585353,
       0.53391024, 0.54196694, 0.55002365, 0.55808036, 0.56613707,
       0.57419378, 0.58225049, 0.59030719]), 4705: array([0.20937892, 0.21355092, 0.21772291, 0.22189491, 0.22606691,
       0.23023891, 0.2344109 , 0.2385829 , 0.2427549 , 0.2469269 ,
       0.25109889, 0.25527089, 0.25944289, 0.26361489, 0.26778688,
       0.27195888, 0.27613088, 0.28030288, 0.28447487, 0.28864687,
       0.29281887, 0.29699087, 0.30116287, 0.30533486, 0.30950686,
       0.31367886, 0.31785086, 0.32202285]), 4710: array([0.08328995, 0.08659359, 0.08989723, 0.09320087, 0.09650452,
       0.09980816, 0.1031118 , 0.10641544, 0.10971908, 0.11302273,
       0.11632637, 0.11963001, 0.12293365, 0.12623729, 0.12954094,
       0.13284458, 0.13614822, 0.13945186, 0.1427555 , 0.14605915,
       0.14936279, 0.15266643, 0.15597007, 0.15927371, 0.16257736,
       0.165881  , 0.16918464, 0.17248828]), 4715: array([0.00158474, 0.00203263, 0.00248052, 0.00292842, 0.00337631,
       0.0038242 , 0.00427209, 0.00471998, 0.00516788, 0.00561577,
       0.00606366, 0.00651155, 0.00695944, 0.00740734, 0.00785523,
       0.00830312, 0.00875101, 0.0091989 , 0.0096468 , 0.01009469,
       0.01054258, 0.01099047, 0.01143836, 0.01188626, 0.01233415,
       0.01278204, 0.01322993, 0.01367782]), 4720: array([0.00878301, 0.00944899, 0.01005515, 0.01060687, 0.01110903,
       0.01156609, 0.0119821 , 0.01236075, 0.01270538, 0.01301907,
       0.01330457, 0.01356444, 0.01380096, 0.01401624, 0.01421219,
       0.01439053, 0.01455286, 0.0147006 , 0.01483508, 0.01495748,
       0.01506888, 0.01517028, 0.01526257, 0.01534657, 0.01542303,
       0.01549262, 0.01555596, 0.01561361]), 4725: array([0.00189177, 0.00272461, 0.00339012, 0.00392193, 0.0043469 ,
       0.00468649, 0.00495785, 0.0051747 , 0.00534798, 0.00548644,
       0.00559709, 0.00568551, 0.00575617, 0.00581263, 0.00585774,
       0.0058938 , 0.00592261, 0.00594563, 0.00596402, 0.00597872,
       0.00599047, 0.00599986, 0.00600736, 0.00601335, 0.00601814,
       0.00602197, 0.00602503, 0.00602747]), 4730: array([0.0057084 , 0.0044327 , 0.00411713, 0.00403906, 0.00401975,
       0.00401497, 0.00401379, 0.0040135 , 0.00401343, 0.00401341,
       0.0040134 , 0.0040134 , 0.0040134 , 0.0040134 , 0.0040134 ,
       0.0040134 , 0.0040134 , 0.0040134 , 0.0040134 , 0.0040134 ,
       0.0040134 , 0.0040134 , 0.0040134 , 0.0040134 , 0.0040134 ,
       0.0040134 , 0.0040134 , 0.0040134 ]), 4735: array([0.00586061, 0.00501921, 0.0046891 , 0.00455959, 0.00450878,
       0.00448884, 0.00448102, 0.00447795, 0.00447675, 0.00447628,
       0.00447609, 0.00447602, 0.00447599, 0.00447598, 0.00447597,
       0.00447597, 0.00447597, 0.00447597, 0.00447597, 0.00447597,
       0.00447597, 0.00447597, 0.00447597, 0.00447597, 0.00447597,
       0.00447597, 0.00447597, 0.00447597]), 4740: array([0.00344988, 0.00345302, 0.00345589, 0.00345851, 0.00346091,
       0.00346311, 0.00346512, 0.00346695, 0.00346864, 0.00347017,
       0.00347158, 0.00347287, 0.00347404, 0.00347512, 0.0034761 ,
       0.003477  , 0.00347783, 0.00347858, 0.00347927, 0.0034799 ,
       0.00348048, 0.00348101, 0.00348149, 0.00348193, 0.00348233,
       0.0034827 , 0.00348304, 0.00348335]), 4745: array([8.64891219e-06, 1.36321351e-05, 1.86153424e-05, 2.35985339e-05,
       2.85817097e-05, 3.35648698e-05, 3.85480142e-05, 4.35311429e-05,
       4.85142558e-05, 5.34973531e-05, 5.84804346e-05, 6.34635004e-05,
       6.84465505e-05, 7.34295849e-05, 7.84126035e-05, 8.33956065e-05,
       8.83785937e-05, 9.33615653e-05, 9.83445211e-05, 1.03327461e-04,
       1.08310386e-04, 1.13293294e-04, 1.18276187e-04, 1.23259064e-04,
       1.28241926e-04, 1.33224772e-04, 1.38207602e-04, 1.43190416e-04]), 4750: array([0.00829734, 0.00877575, 0.00925415, 0.00973256, 0.01021096,
       0.01068937, 0.01116777, 0.01164618, 0.01212458, 0.01260299,
       0.01308139, 0.0135598 , 0.0140382 , 0.01451661, 0.01499501,
       0.01547342, 0.01595182, 0.01643023, 0.01690863, 0.01738704,
       0.01786544, 0.01834385, 0.01882225, 0.01930066, 0.01977906,
       0.02025747, 0.02073587, 0.02121428]), 4755: array([0.00162172, 0.00172907, 0.00181525, 0.00188444, 0.00193998,
       0.00198456, 0.00202036, 0.00204909, 0.00207216, 0.00209068,
       0.00210555, 0.00211749, 0.00212707, 0.00213476, 0.00214093,
       0.00214589, 0.00214987, 0.00215307, 0.00215563, 0.00215769,
       0.00215934, 0.00216067, 0.00216174, 0.00216259, 0.00216328,
       0.00216383, 0.00216427, 0.00216463]), 4760: array([0.01834227, 0.01863219, 0.0189221 , 0.01921202, 0.01950193,
       0.01979185, 0.02008176, 0.02037168, 0.02066159, 0.02095151,
       0.02124142, 0.02153134, 0.02182125, 0.02211117, 0.02240108,
       0.022691  , 0.02298091, 0.02327083, 0.02356074, 0.02385066,
       0.02414057, 0.02443049, 0.0247204 , 0.02501032, 0.02530023,
       0.02559015, 0.02588006, 0.02616998]), 4765: array([0.0262515 , 0.02680902, 0.02736655, 0.02792407, 0.02848159,
       0.02903911, 0.02959663, 0.03015415, 0.03071167, 0.03126919,
       0.03182671, 0.03238423, 0.03294175, 0.03349927, 0.0340568 ,
       0.03461432, 0.03517184, 0.03572936, 0.03628688, 0.0368444 ,
       0.03740192, 0.03795944, 0.03851696, 0.03907448, 0.039632  ,
       0.04018952, 0.04074705, 0.04130457]), 4770: array([0.00896116, 0.00901267, 0.00905855, 0.0090994 , 0.00913578,
       0.00916817, 0.00919703, 0.00922272, 0.0092456 , 0.00926597,
       0.00928412, 0.00930028, 0.00931467, 0.00932748, 0.00933889,
       0.00934906, 0.00935811, 0.00936617, 0.00937334, 0.00937973,
       0.00938543, 0.0093905 , 0.00939501, 0.00939903, 0.00940261,
       0.0094058 , 0.00940864, 0.00941116]), 4775: array([0.18376814, 0.18800167, 0.1922352 , 0.19646874, 0.20070227,
       0.2049358 , 0.20916933, 0.21340286, 0.2176364 , 0.22186993,
       0.22610346, 0.23033699, 0.23457053, 0.23880406, 0.24303759,
       0.24727112, 0.25150465, 0.25573819, 0.25997172, 0.26420525,
       0.26843878, 0.27267232, 0.27690585, 0.28113938, 0.28537291,
       0.28960644, 0.29383998, 0.29807351]), 4780: array([0.25968967, 0.26349868, 0.26730769, 0.2711167 , 0.27492571,
       0.27873472, 0.28254373, 0.28635274, 0.29016175, 0.29397076,
       0.29777977, 0.30158878, 0.30539779, 0.3092068 , 0.31301581,
       0.31682482, 0.32063383, 0.32444284, 0.32825185, 0.33206086,
       0.33586988, 0.33967889, 0.3434879 , 0.34729691, 0.35110592,
       0.35491493, 0.35872394, 0.36253295]), 4785: array([1.99247346e-05, 1.95867608e-05, 1.92664613e-05, 1.89629115e-05,
       1.86752358e-05, 1.84026039e-05, 1.81442291e-05, 1.78993659e-05,
       1.76673076e-05, 1.74473847e-05, 1.72389625e-05, 1.70414397e-05,
       1.68542462e-05, 1.66768418e-05, 1.65087148e-05, 1.63493798e-05,
       1.61983771e-05, 1.60552711e-05, 1.59196487e-05, 1.57911186e-05,
       1.56693099e-05, 1.55538711e-05, 1.54444691e-05, 1.53407883e-05,
       1.52425293e-05, 1.51494088e-05, 1.50611579e-05, 1.49775221e-05]), 4790: array([0.0008182 , 0.00157977, 0.00234133, 0.0031029 , 0.00386446,
       0.00462603, 0.00538759, 0.00614916, 0.00691072, 0.00767229,
       0.00843386, 0.00919542, 0.00995699, 0.01071855, 0.01148012,
       0.01224168, 0.01300325, 0.01376481, 0.01452638, 0.01528795,
       0.01604951, 0.01681108, 0.01757264, 0.01833421, 0.01909577,
       0.01985734, 0.0206189 , 0.02138047]), 4795: array([0.00767322, 0.00863264, 0.00959206, 0.01055148, 0.0115109 ,
       0.01247032, 0.01342974, 0.01438916, 0.01534858, 0.016308  ,
       0.01726742, 0.01822684, 0.01918626, 0.02014568, 0.0211051 ,
       0.02206452, 0.02302394, 0.02398336, 0.02494278, 0.0259022 ,
       0.02686162, 0.02782104, 0.02878046, 0.02973988, 0.0306993 ,
       0.03165872, 0.03261814, 0.03357756]), 4800: array([0.00648474, 0.0072975 , 0.00811027, 0.00892304, 0.00973581,
       0.01054858, 0.01136134, 0.01217411, 0.01298688, 0.01379965,
       0.01461241, 0.01542518, 0.01623795, 0.01705072, 0.01786348,
       0.01867625, 0.01948902, 0.02030179, 0.02111456, 0.02192732,
       0.02274009, 0.02355286, 0.02436563, 0.02517839, 0.02599116,
       0.02680393, 0.0276167 , 0.02842946]), 4805: array([0.00016745, 0.00023637, 0.00029758, 0.00035195, 0.00040025,
       0.00044315, 0.00048126, 0.00051511, 0.00054518, 0.00057189,
       0.00059561, 0.00061669, 0.00063541, 0.00065203, 0.0006668 ,
       0.00067992, 0.00069158, 0.00070193, 0.00071113, 0.00071929,
       0.00072655, 0.00073299, 0.00073872, 0.0007438 , 0.00074832,
       0.00075233, 0.0007559 , 0.00075906]), 4810: array([0.00022706, 0.00025559, 0.00028346, 0.00031068, 0.00033727,
       0.00036323, 0.0003886 , 0.00041337, 0.00043757, 0.00046121,
       0.00048429, 0.00050684, 0.00052886, 0.00055038, 0.00057139,
       0.00059191, 0.00061196, 0.00063154, 0.00065066, 0.00066934,
       0.00068758, 0.0007054 , 0.00072281, 0.00073981, 0.00075642,
       0.00077264, 0.00078848, 0.00080395]), 4815: array([0.00613568, 0.00620973, 0.00627974, 0.00634594, 0.00640853,
       0.00646772, 0.00652368, 0.0065766 , 0.00662664, 0.00667395,
       0.00671869, 0.00676099, 0.00680098, 0.0068388 , 0.00687456,
       0.00690837, 0.00694035, 0.00697058, 0.00699916, 0.00702619,
       0.00705175, 0.00707591, 0.00709876, 0.00712037, 0.0071408 ,
       0.00716012, 0.00717838, 0.00719565]), 4820: array([0.00475009, 0.00495665, 0.00516321, 0.00536978, 0.00557634,
       0.0057829 , 0.00598947, 0.00619603, 0.00640259, 0.00660916,
       0.00681572, 0.00702229, 0.00722885, 0.00743541, 0.00764198,
       0.00784854, 0.0080551 , 0.00826167, 0.00846823, 0.00867479,
       0.00888136, 0.00908792, 0.00929448, 0.00950105, 0.00970761,
       0.00991417, 0.01012074, 0.0103273 ]), 4825: array([0.00629511, 0.00650134, 0.00670749, 0.00691354, 0.0071195 ,
       0.00732538, 0.00753116, 0.00773685, 0.00794245, 0.00814797,
       0.00835339, 0.00855872, 0.00876397, 0.00896912, 0.00917418,
       0.00937915, 0.00958404, 0.00978883, 0.00999353, 0.01019815,
       0.01040267, 0.01060711, 0.01081145, 0.01101571, 0.01121987,
       0.01142395, 0.01162794, 0.01183184]), 4830: array([1.10495601e-04, 1.09404149e-04, 1.08377496e-04, 1.07411796e-04,
       1.06503428e-04, 1.05648990e-04, 1.04845280e-04, 1.04089286e-04,
       1.03378175e-04, 1.02709282e-04, 1.02080101e-04, 1.01488275e-04,
       1.00931585e-04, 1.00407946e-04, 9.99153945e-05, 9.94520859e-05,
       9.90162838e-05, 9.86063552e-05, 9.82207639e-05, 9.78580650e-05,
       9.75168994e-05, 9.71959887e-05, 9.68941304e-05, 9.66101933e-05,
       9.63431135e-05, 9.60918901e-05, 9.58555817e-05, 9.56333029e-05]), 4835: array([0.00215325, 0.00211634, 0.002086  , 0.00206105, 0.00204054,
       0.00202368, 0.00200982, 0.00199843, 0.00198906, 0.00198136,
       0.00197502, 0.00196982, 0.00196554, 0.00196202, 0.00195913,
       0.00195675, 0.00195479, 0.00195319, 0.00195187, 0.00195078,
       0.00194989, 0.00194915, 0.00194855, 0.00194805, 0.00194765,
       0.00194731, 0.00194703, 0.00194681]), 4840: array([0.00319201, 0.00259673, 0.00237802, 0.00229767, 0.00226815,
       0.0022573 , 0.00225332, 0.00225185, 0.00225132, 0.00225112,
       0.00225105, 0.00225102, 0.00225101, 0.00225101, 0.00225101,
       0.002251  , 0.002251  , 0.002251  , 0.002251  , 0.002251  ,
       0.002251  , 0.002251  , 0.002251  , 0.002251  , 0.002251  ,
       0.002251  , 0.002251  , 0.002251  ]), 4845: array([0.00439638, 0.0042239 , 0.00407339, 0.00394204, 0.00382741,
       0.00372737, 0.00364008, 0.00356389, 0.00349741, 0.00343939,
       0.00338876, 0.00334457, 0.00330601, 0.00327236, 0.00324299,
       0.00321737, 0.003195  , 0.00317548, 0.00315845, 0.00314359,
       0.00313062, 0.0031193 , 0.00310942, 0.0031008 , 0.00309327,
       0.00308671, 0.00308098, 0.00307598]), 4850: array([0.00147944, 0.00183297, 0.00207258, 0.00223498, 0.00234505,
       0.00241964, 0.0024702 , 0.00250447, 0.00252769, 0.00254344,
       0.0025541 , 0.00256133, 0.00256624, 0.00256956, 0.00257181,
       0.00257333, 0.00257437, 0.00257507, 0.00257554, 0.00257587,
       0.00257608, 0.00257623, 0.00257633, 0.0025764 , 0.00257645,
       0.00257648, 0.0025765 , 0.00257651]), 4855: array([0.00387998, 0.00331477, 0.00299726, 0.00281889, 0.00271869,
       0.0026624 , 0.00263078, 0.00261302, 0.00260304, 0.00259744,
       0.00259429, 0.00259252, 0.00259153, 0.00259097, 0.00259065,
       0.00259048, 0.00259038, 0.00259032, 0.00259029, 0.00259028,
       0.00259027, 0.00259026, 0.00259026, 0.00259025, 0.00259025,
       0.00259025, 0.00259025, 0.00259025]), 4860: array([0.00809159, 0.00752269, 0.00703866, 0.00662682, 0.00627642,
       0.00597829, 0.00572462, 0.0055088 , 0.00532516, 0.00516892,
       0.00503599, 0.00492288, 0.00482665, 0.00474477, 0.0046751 ,
       0.00461583, 0.0045654 , 0.00452249, 0.00448598, 0.00445491,
       0.00442848, 0.004406  , 0.00438686, 0.00437058, 0.00435673,
       0.00434495, 0.00433492, 0.00432639]), 4865: array([0.00656452, 0.0067646 , 0.00696345, 0.00716108, 0.0073575 ,
       0.00755272, 0.00774674, 0.00793957, 0.00813123, 0.0083217 ,
       0.00851102, 0.00869917, 0.00888617, 0.00907202, 0.00925674,
       0.00944032, 0.00962278, 0.00980412, 0.00998435, 0.01016348,
       0.01034151, 0.01051845, 0.0106943 , 0.01086908, 0.01104279,
       0.01121543, 0.01138702, 0.01155755]), 4870: array([0.00360335, 0.00361741, 0.00363109, 0.0036444 , 0.00365734,
       0.00366993, 0.00368217, 0.00369408, 0.00370567, 0.00371693,
       0.00372789, 0.00373855, 0.00374892, 0.00375901, 0.00376882,
       0.00377836, 0.00378764, 0.00379667, 0.00380545, 0.003814  ,
       0.0038223 , 0.00383039, 0.00383825, 0.00384589, 0.00385333,
       0.00386056, 0.0038676 , 0.00387444]), 4875: array([0.01151841, 0.01082261, 0.01027695, 0.00984904, 0.00951346,
       0.0092503 , 0.00904392, 0.00888208, 0.00875516, 0.00865563,
       0.00857757, 0.00851636, 0.00846836, 0.00843071, 0.00840119,
       0.00837804, 0.00835988, 0.00834565, 0.00833448, 0.00832572,
       0.00831886, 0.00831347, 0.00830925, 0.00830594, 0.00830334,
       0.0083013 , 0.00829971, 0.00829845]), 4880: array([0.00968198, 0.01011542, 0.01050372, 0.01085158, 0.01116322,
       0.0114424 , 0.01169251, 0.01191657, 0.01211729, 0.01229712,
       0.01245821, 0.01260253, 0.01273182, 0.01284765, 0.01295141,
       0.01304437, 0.01312764, 0.01320225, 0.01326908, 0.01332896,
       0.0133826 , 0.01343065, 0.0134737 , 0.01351226, 0.01354681,
       0.01357777, 0.01360549, 0.01363033]), 4885: array([3.33392462e-05, 6.65723871e-05, 9.97920400e-05, 1.32998210e-04,
       1.66190904e-04, 1.99370125e-04, 2.32535881e-04, 2.65688176e-04,
       2.98827016e-04, 3.31952405e-04, 3.65064351e-04, 3.98162858e-04,
       4.31247932e-04, 4.64319577e-04, 4.97377800e-04, 5.30422606e-04,
       5.63454001e-04, 5.96471989e-04, 6.29476577e-04, 6.62467770e-04,
       6.95445572e-04, 7.28409991e-04, 7.61361030e-04, 7.94298696e-04,
       8.27222994e-04, 8.60133929e-04, 8.93031507e-04, 9.25915733e-04]), 4890: array([3.01690025e-05, 3.57382313e-05, 4.12331548e-05, 4.66547642e-05,
       5.20040378e-05, 5.72819407e-05, 6.24894251e-05, 6.76274305e-05,
       7.26968840e-05, 7.76987001e-05, 8.26337814e-05, 8.75030181e-05,
       9.23072888e-05, 9.70474603e-05, 1.01724388e-04, 1.06338915e-04,
       1.10891875e-04, 1.15384088e-04, 1.19816366e-04, 1.24189508e-04,
       1.28504302e-04, 1.32761528e-04, 1.36961954e-04, 1.41106337e-04,
       1.45195425e-04, 1.49229956e-04, 1.53210657e-04, 1.57138248e-04]), 4895: array([0.00013324, 0.00015541, 0.00017713, 0.00019842, 0.00021928,
       0.00023972, 0.00025975, 0.00027938, 0.00029862, 0.00031747,
       0.00033594, 0.00035405, 0.00037179, 0.00038917, 0.00040621,
       0.0004229 , 0.00043926, 0.0004553 , 0.00047101, 0.0004864 ,
       0.00050149, 0.00051628, 0.00053077, 0.00054497, 0.00055888,
       0.00057252, 0.00058588, 0.00059897]), 4900: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4905: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4910: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4915: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4920: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4925: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4930: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4935: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4940: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])}, 21: {0: array([8299676.44850259, 8299676.42257479, 8299676.40944086,
       8299676.40278777, 8299676.3994176 , 8299676.39771041,
       8299676.39684562, 8299676.39640755, 8299676.39618564,
       8299676.39607324, 8299676.3960163 , 8299676.39598745,
       8299676.39597284, 8299676.39596544, 8299676.39596169,
       8299676.39595979, 8299676.39595883, 8299676.39595834,
       8299676.39595809, 8299676.39595797, 8299676.39595791,
       8299676.39595787, 8299676.39595786, 8299676.39595785,
       8299676.39595785, 8299676.39595784, 8299676.39595784,
       8299676.39595784]), 5: array([17442652.00291044, 16734737.88436646, 16318730.26885832,
       16074262.28661675, 15930600.02632793, 15846176.51678671,
       15796564.81675549, 15767410.36921637, 15750277.68054058,
       15740209.61045051, 15734293.08227113, 15730816.21874275,
       15728773.03063844, 15727572.34571205, 15726866.76002006,
       15726452.12071062, 15726208.45681707, 15726065.26708164,
       15725981.1212526 , 15725931.67273225, 15725902.61417768,
       15725885.53784076, 15725875.50288594, 15725869.60581803,
       15725866.14039038, 15725864.1039226 , 15725862.9071869 ,
       15725862.20392197]), 10: array([1.35065408e+08, 1.13129112e+08, 9.70378886e+07, 8.52342795e+07,
       7.65758210e+07, 7.02244667e+07, 6.55654733e+07, 6.21478999e+07,
       5.96409618e+07, 5.78020141e+07, 5.64530663e+07, 5.54635547e+07,
       5.47377051e+07, 5.42052630e+07, 5.38146936e+07, 5.35281941e+07,
       5.33180343e+07, 5.31638730e+07, 5.30507890e+07, 5.29678369e+07,
       5.29069880e+07, 5.28623527e+07, 5.28296108e+07, 5.28055932e+07,
       5.27879752e+07, 5.27750517e+07, 5.27655717e+07, 5.27586177e+07]), 15: array([46777355.06049417, 46997252.25038785, 47157601.9176594 ,
       47274529.35909931, 47359793.18779518, 47421967.81844095,
       47467305.73904649, 47500366.28196382, 47524474.12553914,
       47542053.63484441, 47554872.6639064 , 47564220.33699776,
       47571036.68726894, 47576007.18961377, 47579631.69430868,
       47582274.69362182, 47584201.97637004, 47585607.35652776,
       47586632.16380606, 47587379.45623927, 47587924.3840443 ,
       47588321.74697679, 47588611.50517716, 47588822.79769546,
       47588976.8728113 , 47589089.22483167, 47589171.15225009,
       47589230.8939607 ]), 20: array([24797453.8410245 , 24688736.01484253, 24593015.64191204,
       24508738.84834721, 24434537.52927458, 24369207.13974231,
       24311687.14077494, 24261043.78314466, 24216454.94938055,
       24177196.8079485 , 24142632.0629531 , 24112199.60861328,
       24085405.42056795, 24061814.53614597, 24041043.99341222,
       24022756.61436624, 24006655.53137299, 23992479.36797069,
       23979997.99582367, 23969008.79894074, 23959333.38451441,
       23950814.68698641, 23943314.41832856, 23936710.82314807,
       23930896.70217494, 23925777.67204569, 23921270.63313384,
       23917302.4205545 ]), 25: array([4.29734318e+07, 4.65472713e+07, 5.01211108e+07, 5.36949503e+07,
       5.72687898e+07, 6.08426293e+07, 6.44164687e+07, 6.79903082e+07,
       7.15641477e+07, 7.51379871e+07, 7.87118266e+07, 8.22856660e+07,
       8.58595054e+07, 8.94333448e+07, 9.30071843e+07, 9.65810237e+07,
       1.00154863e+08, 1.03728702e+08, 1.07302542e+08, 1.10876381e+08,
       1.14450221e+08, 1.18024060e+08, 1.21597899e+08, 1.25171739e+08,
       1.28745578e+08, 1.32319417e+08, 1.35893257e+08, 1.39467096e+08]), 30: array([27351418.31823422, 24120768.11474943, 21725870.34863793,
       19950520.2027326 , 18634443.92375069, 17658829.74640452,
       16935601.89233577, 16399469.3298471 , 16002031.47821626,
       15707408.73570698, 15489003.36730156, 15327098.33396287,
       15207077.29230171, 15118105.07109045, 15052149.50165275,
       15003256.29565399, 14967011.50824303, 14940143.05918901,
       14920225.33843145, 14905460.22864121, 14894514.7761082 ,
       14886400.85532775, 14880385.96373394, 14875927.09337221,
       14872621.70962712, 14870171.41149867, 14868354.99277658,
       14867008.47214889]), 35: array([11785163.51959496, 12428437.1436707 , 12877084.23985806,
       13189990.30250996, 13408224.6449951 , 13560430.79861284,
       13666586.01201921, 13740623.29018112, 13792260.11876194,
       13828273.89630862, 13853391.47631552, 13870909.57267699,
       13883127.4575228 , 13891648.7435704 , 13897591.86030634,
       13901736.84925986, 13904627.74543239, 13906643.98257416,
       13908050.19434007, 13909030.94778898, 13909714.96804173,
       13910192.03361483, 13910524.75996339, 13910756.81783817,
       13910918.66512643, 13911031.54448785, 13911110.27148027,
       13911165.17912021]), 40: array([14036745.97663882, 12827506.30497233, 11927469.26046456,
       11257571.72032688, 10758967.00508658, 10387855.53331022,
       10111637.27809849,  9906048.04059255,  9753027.97844684,
        9639135.15164749,  9554364.72472141,  9491270.09898268,
        9444308.7712949 ,  9409355.45677121,  9383339.70601744,
        9363976.18365896,  9349563.91465792,  9338836.86335429,
        9330852.71945146,  9324910.12142924,  9320487.04593318,
        9317194.95099916,  9314744.64485715,  9312920.88208301,
        9311563.45551524,  9310553.12296924,  9309801.13249128,
        9309241.42600535]), 45: array([1194773.39643064, 1684026.52426434, 1957274.4864561 ,
       2109883.52377089, 2195115.69927674, 2242717.88502723,
       2269303.71455434, 2284151.90525192, 2292444.6224969 ,
       2297076.10660873, 2299662.79133997, 2301107.45523977,
       2301914.30029444, 2302364.92340638, 2302616.59649757,
       2302757.15596544, 2302835.65845419, 2302879.50210865,
       2302903.98879775, 2302917.66461814, 2302925.30256635,
       2302929.56836183, 2302931.9508094 , 2302933.2814068 ,
       2302934.0245457 , 2302934.43958891, 2302934.67139062,
       2302934.80085192]), 50: array([ 674160.92828302,  973303.64161724, 1110963.45328072,
       1174311.89167657, 1203463.64336576, 1216878.72743204,
       1223052.09507129, 1225892.96195076, 1227200.2750898 ,
       1227801.87583915, 1228078.7211112 , 1228206.12006264,
       1228264.74664747, 1228291.72549157, 1228304.14064471,
       1228309.85386308, 1228312.48297798, 1228313.69284686,
       1228314.24960561, 1228314.50581545, 1228314.62371836,
       1228314.67797505, 1228314.70294295, 1228314.7144327 ,
       1228314.71972007, 1228314.72215322, 1228314.7232729 ,
       1228314.72378816]), 55: array([9219554.31600827, 6686995.20216831, 5367063.88087852,
       4679135.73602264, 4320598.04178683, 4133733.64446687,
       4036342.76047579, 3985584.11184823, 3959129.47559365,
       3945341.72122498, 3938155.75318894, 3934410.53585808,
       3932458.58550359, 3931441.25864381, 3930911.04334543,
       3930634.70318992, 3930490.67890057, 3930415.61562979,
       3930376.49379384, 3930356.1040875 , 3930345.47728244,
       3930339.93875314, 3930337.05215584, 3930335.54770519,
       3930334.76360838, 3930334.35494904, 3930334.141962  ,
       3930334.0309564 ]), 60: array([2891342.18211712, 3735014.01964577, 4166766.01076518,
       4387716.59076987, 4500788.81697508, 4558653.92119311,
       4588266.58911817, 4603420.97471015, 4611176.28413555,
       4615145.09065157, 4617176.1411613 , 4618215.53830914,
       4618747.45340714, 4619019.66280475, 4619158.96690877,
       4619230.25626751, 4619266.73884428, 4619285.40892957,
       4619294.96341052, 4619299.8529493 , 4619302.35518775,
       4619303.63571696, 4619304.29103222, 4619304.62639209,
       4619304.79801366, 4619304.8858416 , 4619304.93078785,
       4619304.95378925]), 65: array([2746722.9927258 , 2941171.82027868, 3052362.8184868 ,
       3115944.78109419, 3152302.63410529, 3173093.01900956,
       3184981.51265454, 3191779.66871551, 3195667.03470226,
       3197889.93370303, 3199161.04632387, 3199887.90224235,
       3200303.53773959, 3200541.20914348, 3200677.11595751,
       3200754.8310793 , 3200799.27064767, 3200824.68237182,
       3200839.21346985, 3200847.52273721, 3200852.27419672,
       3200854.99120732, 3200856.54486607, 3200857.43328936,
       3200857.94131336, 3200858.23181496, 3200858.39793149,
       3200858.49292132]), 70: array([1223026.32674428, 1838752.97271617, 2164616.35374029,
       2337074.28419879, 2428344.85803424, 2476648.3348654 ,
       2502212.16969113, 2515741.41631826, 2522901.55154624,
       2526690.93745189, 2528696.40872928, 2529757.77200675,
       2530319.48137625, 2530616.75698629, 2530774.08530075,
       2530857.34876973, 2530901.41461566, 2530924.73575278,
       2530937.07808788, 2530943.61006935, 2530947.06701503,
       2530948.89654769, 2530949.86479829, 2530950.37722928,
       2530950.64842511, 2530950.79195112, 2530950.86790994,
       2530950.90810992]), 75: array([ 718209.04773437, 1146228.33834358, 1402349.4757005 ,
       1555609.00965195, 1647317.50739411, 1702194.67125648,
       1735032.44733743, 1754682.14243915, 1766440.26261875,
       1773476.16772781, 1777686.36118967, 1780205.68581265,
       1781713.21666924, 1782615.30338837, 1783155.10026568,
       1783478.10764687, 1783671.39103306, 1783787.04927975,
       1783856.2576597 , 1783897.67104778, 1783922.45227677,
       1783937.28103962, 1783946.15437709, 1783951.46406601,
       1783954.64131431, 1783956.54253808, 1783957.68020548,
       1783958.36097075]), 80: array([766247.13422042, 766239.96031248, 766235.09411504, 766231.79328129,
       766229.55426332, 766228.03549509, 766227.00528587, 766226.30647547,
       766225.83245916, 766225.51092493, 766225.29282219, 766225.14487897,
       766225.04452628, 766224.97645516, 766224.93028123, 766224.89896058,
       766224.87771519, 766224.86330404, 766224.85352869, 766224.84689788,
       766224.84240008, 766224.83934913, 766224.83727962, 766224.83587583,
       766224.83492361, 766224.8342777 , 766224.83383957, 766224.83354238]), 85: array([842556.79951043, 846150.73359334, 849461.57950201, 852511.63561825,
       855321.44391766, 857909.92831877, 860294.52213473, 862491.28548577,
       864515.01346334, 866379.33577428, 868096.80853622, 869678.99884242,
       871136.56266557, 872479.31662521, 873716.30410217, 874855.85614535,
       875905.64758081, 876872.74870143, 877763.67288497, 878584.42046129,
       879340.51912432, 880037.06116079, 880678.73774652, 881269.87054127,
       881814.44079487, 882316.11616078, 882778.27539754, 883204.03112452]), 90: array([906927.17653633, 906958.56113543, 906981.21763969, 906997.57334281,
       907009.38050517, 907017.90408145, 907024.0572409 , 907028.49919928,
       907031.70584369, 907034.02071642, 907035.69182025, 907036.89818809,
       907037.76906358, 907038.39774755, 907038.85159375, 907039.17922477,
       907039.41574122, 907039.58648215, 907039.70973982, 907039.79871939,
       907039.86295363, 907039.90932425, 907039.94279915, 907039.96696464,
       907039.98440967, 907039.99700322, 907040.00609449, 907040.01265747]), 95: array([16579094.33232192, 16894550.79892124, 17210007.26552057,
       17525463.73211989, 17840920.19871922, 18156376.66531854,
       18471833.13191787, 18787289.5985172 , 19102746.06511652,
       19418202.53171585, 19733658.99831517, 20049115.46491449,
       20364571.93151382, 20680028.39811314, 20995484.86471247,
       21310941.33131179, 21626397.79791111, 21941854.26451044,
       22257310.73110977, 22572767.1977091 , 22888223.66430843,
       23203680.13090776, 23519136.59750708, 23834593.06410641,
       24150049.53070573, 24465505.99730506, 24780962.46390439,
       25096418.93050371]), 100: array([8243765.64054137, 7424688.91219292, 7003759.93908675,
       6787441.7429179 , 6676274.38456659, 6619144.7404512 ,
       6589785.43673871, 6574697.49548109, 6566943.702216  ,
       6562958.97633649, 6560911.19923025, 6559858.83296876,
       6559318.01495447, 6559040.08498342, 6558897.25492458,
       6558823.8536083 , 6558786.13218414, 6558766.74689362,
       6558756.78466402, 6558751.66500803, 6558749.0339828 ,
       6558747.68188145, 6558746.98702758, 6558746.62993756,
       6558746.44642663, 6558746.35211914, 6558746.3036539 ,
       6558746.27874729]), 105: array([6128743.72680591, 6779243.98896374, 7243091.02910046,
       7573842.74306579, 7809689.23301808, 7977862.41088602,
       8097780.31918273, 8183289.22680146, 8244262.38240436,
       8287740.02476592, 8318742.28086746, 8340848.81266585,
       8356612.14119759, 8367852.3723051 , 8375867.35436272,
       8381582.53377224, 8385657.81122742, 8388563.73685925,
       8390635.84210132, 8392113.38168016, 8393166.95905776,
       8393918.22508574, 8394453.92436783, 8394835.9111876 ,
       8395108.29148632, 8395302.51553617, 8395441.00933224,
       8395539.76400018]), 110: array([ 1106007.44262371,  2054902.45109986,  2911683.22593281,
        3685291.78068979,  4383802.08060855,  5014504.30861825,
        5583980.95121417,  6098175.49827596,  6562454.47383299,
        6981663.44517663,  7360177.59487326,  7701947.38348573,
        8010539.77957402,  8289175.48728281,  8540762.560051  ,
        8767926.75126163,  8973038.91859434,  9158239.76809318,
        9325462.19619738,  9476451.46291368,  9612783.40667255,
        9735880.89097251,  9847028.65446205,  9947386.71944592,
       10038002.49875716, 10119821.72735133, 10193698.33271331,
       10260403.34709179]), 115: array([446705.49248231, 446705.49708872, 446705.49941499, 446705.50058978,
       446705.50118305, 446705.50148266, 446705.50163397, 446705.50171038,
       446705.50174897, 446705.50176845, 446705.50177829, 446705.50178326,
       446705.50178577, 446705.50178704, 446705.50178768, 446705.501788  ,
       446705.50178817, 446705.50178825, 446705.50178829, 446705.50178831,
       446705.50178832, 446705.50178833, 446705.50178833, 446705.50178833,
       446705.50178833, 446705.50178833, 446705.50178833, 446705.50178833]), 120: array([1834646.61360049, 1405001.9035618 , 1170055.41711821,
       1041577.51385898,  971320.78486614,  932901.66497426,
        911892.59161679,  900404.01081167,  894121.60669655,
        890686.14307096,  888807.49755461,  887780.18090662,
        887218.40409134,  886911.20261572,  886743.21286596,
        886651.34951807,  886601.11505617,  886573.64489292,
        886558.62313614,  886550.40865359,  886545.9166541 ,
        886543.46025357,  886542.11699794,  886541.38245337,
        886540.98077574,  886540.76112275,  886540.64100793,
        886540.57532445]), 125: array([988429.822827  , 988429.82292545, 988429.8229737 , 988429.82299734,
       988429.82300893, 988429.82301461, 988429.82301739, 988429.82301875,
       988429.82301942, 988429.82301975, 988429.82301991, 988429.82301999,
       988429.82302003, 988429.82302005, 988429.82302006, 988429.82302006,
       988429.82302006, 988429.82302006, 988429.82302006, 988429.82302006,
       988429.82302006, 988429.82302006, 988429.82302006, 988429.82302006,
       988429.82302006, 988429.82302006, 988429.82302006, 988429.82302006]), 130: array([1896670.29611638, 1971004.76234427, 2033056.93048313,
       2084856.20699812, 2128096.67913557, 2164192.51978169,
       2194324.23776591, 2219477.28621772, 2240474.29165732,
       2258001.95786744, 2272633.52443332, 2284847.51445374,
       2295043.38456425, 2303554.589104  , 2310659.48568786,
       2316590.43884865, 2321541.41948298, 2325674.34863904,
       2329124.39311924, 2332004.38608933, 2334408.51726949,
       2336415.41339438, 2338090.70968826, 2339489.19645471,
       2340656.61098494, 2341631.13338879, 2342444.63526924,
       2343123.72207821]), 135: array([21014032.34060147, 21888160.71906715, 22762289.09590471,
       23636417.47111416, 24510545.8446955 , 25384674.21664873,
       26258802.58697385, 27132930.95567086, 28007059.32273975,
       28881187.68818053, 29755316.05199321, 30629444.41417777,
       31503572.77473421, 32377701.13366255, 33251829.49096278,
       34125957.84663489, 35000086.20067891, 35874214.5530948 ,
       36748342.90388259, 37622471.25304227, 38496599.60057385,
       39370727.9464773 , 40244856.29075264, 41118984.63339987,
       41993112.974419  , 42867241.31381   , 43741369.6515729 ,
       44615497.98770768]), 140: array([16708173.52457815, 16512000.34733438, 16326143.59935498,
       16150060.75635471, 15983237.82452071, 15825187.8401412 ,
       15675449.44813632, 15533585.55534169, 15399182.05461363,
       15271846.61603162, 15151207.54166939, 15036912.68059189,
       14928628.40091066, 14826038.61589719, 14728843.86131148,
       14636760.42125224, 14549519.49997737, 14466866.43727692,
       14388559.96510844, 14314371.50332454, 14244084.49243714,
       14177493.76147043, 14114404.9290575 , 14054633.83603232,
       13998006.00786072, 13944356.14534139, 13893527.64208993,
       13845372.12739773]), 145: array([13599362.11607355, 12707215.7394273 , 12063253.80206545,
       11598434.36477791, 11262922.12912397, 11020745.3799536 ,
       10845939.30254061, 10719762.18270892, 10628686.02675008,
       10562946.16681901, 10515494.34874153, 10481243.0582578 ,
       10456520.0666564 , 10438674.71528158, 10425793.72697625,
       10416496.07537851, 10409784.91912374, 10404940.72617863,
       10401444.12970574, 10398920.24450282, 10397098.47394196,
       10395783.49813696, 10394834.3328552 , 10394149.21398936,
       10393654.68698829, 10393297.73147737, 10393040.07671535,
       10392854.09842292]), 150: array([2846112.12969162, 3723981.30862881, 4299086.04069301,
       4675845.42669066, 4922665.92219909, 5084361.58066745,
       5190290.73340519, 5259686.44573306, 5305148.57551535,
       5334931.47095676, 5354442.67435003, 5367224.74446817,
       5375598.46254246, 5381084.20575459, 5384677.99507523,
       5387032.33817547, 5388574.70222052, 5389585.12710176,
       5390247.07098194, 5390680.71994353, 5390964.80961867,
       5391150.92085304, 5391272.8450009 , 5391352.7192647 ,
       5391405.04604435, 5391439.32607071, 5391461.78340928,
       5391476.49553494]), 155: array([ 91110.92388773, 105113.12588494, 119115.32788215, 133117.52987936,
       147119.73187656, 161121.93387377, 175124.13587098, 189126.33786818,
       203128.53986539, 217130.7418626 , 231132.9438598 , 245135.14585701,
       259137.34785422, 273139.54985142, 287141.75184863, 301143.95384584,
       315146.15584305, 329148.35784025, 343150.55983746, 357152.76183467,
       371154.96383187, 385157.16582908, 399159.36782629, 413161.56982349,
       427163.7718207 , 441165.97381791, 455168.17581511, 469170.37781232]), 160: array([567484.06735083, 446030.15690031, 385276.52181536, 354886.35848225,
       339684.60098871, 332080.38286196, 328276.60337503, 326373.87805285,
       325422.09741884, 324945.99802357, 324707.84374087, 324588.71428401,
       324529.12338634, 324499.31484713, 324484.40402946, 324476.94534516,
       324473.21436456, 324471.34805467, 324470.41448975, 324469.94750221,
       324469.71390586, 324469.59705637, 324469.53860596, 324469.50936791,
       324469.49474247, 324469.48742653, 324469.48376695, 324469.48193636]), 165: array([331491.92912406, 341267.37313943, 345968.038608  , 348228.42246501,
       349315.36115809, 349838.0315527 , 350089.36526926, 350210.22276899,
       350268.33886835, 350296.28484614, 350309.72307899, 350316.18505012,
       350319.29238361, 350320.78659045, 350321.50510169, 350321.85060835,
       350322.01675029, 350322.09664208, 350322.13505921, 350322.15353265,
       350322.16241588, 350322.16668751, 350322.16874158, 350322.16972932,
       350322.17020428, 350322.17043268, 350322.1705425 , 350322.17059532]), 170: array([184650.9835817 , 186274.70326106, 187655.3149684 , 188829.21752727,
       189827.3600248 , 190676.057762  , 191397.68603741, 192011.27005567,
       192532.98651315, 192976.5900848 , 193353.77605614, 193674.48866097,
       193947.18325385, 194179.0492294 , 194376.19956541, 194543.83198711,
       194686.36600136, 194807.5594138 , 194910.60740058, 194998.22674694,
       195072.72747321, 195136.07373686, 195189.93561605, 195235.73314005,
       195274.67372727, 195307.78401799, 195335.93694091, 195359.87472739]), 175: array([2158452.45508598, 2305377.17918266, 2452301.90327934,
       2599226.62737602, 2746151.35147271, 2893076.07556939,
       3040000.79966607, 3186925.52376276, 3333850.24785944,
       3480774.97195613, 3627699.69605281, 3774624.4201495 ,
       3921549.14424618, 4068473.86834287, 4215398.59243955,
       4362323.31653624, 4509248.04063292, 4656172.76472961,
       4803097.4888263 , 4950022.21292299, 5096946.93701967,
       5243871.66111636, 5390796.38521305, 5537721.10930974,
       5684645.83340643, 5831570.55750312, 5978495.28159981,
       6125420.0056965 ]), 180: array([299899.15599933, 290793.62893163, 285248.64047487, 281871.91151046,
       279815.58649049, 278563.34722808, 277800.77168429, 277336.38642067,
       277053.58994913, 276881.37551732, 276776.50217727, 276712.63750962,
       276673.74587355, 276650.06205256, 276635.63932744, 276626.85632743,
       276621.50774812, 276618.25062634, 276616.26713845, 276615.05925478,
       276614.32369044, 276613.87575418, 276613.60297464, 276613.43686022,
       276613.3357016 , 276613.27409909, 276613.23658503, 276613.21374012]), 185: array([141947.78565401, 211565.81754604, 255014.82120783, 282131.5877681 ,
       299055.31367005, 309617.5058019 , 316209.42907438, 320323.48531268,
       322891.09085546, 324493.54785687, 325493.65024745, 326117.81975137,
       326507.36743499, 326750.48632635, 326902.21818825, 326996.91489317,
       327056.01563714, 327092.9007425 , 327115.92094337, 327130.28797967,
       327139.2545275 , 327144.85060023, 327148.34314057, 327150.52285455,
       327151.88322626, 327152.73224187, 327153.26211726, 327153.59281546]), 190: array([150327.13687191, 222114.85250186, 256815.21276073, 273588.48645428,
       281696.26136784, 285615.3540417 , 287509.74400073, 288425.44404039,
       288868.07020541, 289082.02446279, 289185.44452212, 289235.43515471,
       289259.59935809, 289271.27972089, 289276.92571189, 289279.65484069,
       289280.9740323 , 289281.61169606, 289281.91992654, 289282.06891733,
       289282.1409357 , 289282.17574755, 289282.19257472, 289282.20070854,
       289282.20464023, 289282.2065407 , 289282.20745935, 289282.20790339]), 195: array([137860.13557995, 216773.56762815, 262950.24448516, 289970.8090483 ,
       305782.05747511, 315034.10608535, 320447.99885179, 323615.97127835,
       325469.72969737, 326554.46776115, 327189.208866  , 327560.63150123,
       327777.97172532, 327905.1496852 , 327979.56864538, 328023.11535456,
       328048.59697748, 328063.50770479, 328072.23280798, 328077.33835541,
       328080.32589767, 328082.07407629, 328083.09703368, 328083.69562345,
       328084.04589191, 328084.25085364, 328084.37078824, 328084.44096871]), 200: array([257653.3106243 , 301702.38372724, 333740.62159166, 357043.01170231,
       373991.55260418, 386318.74467926, 395284.68843428, 401805.89350098,
       406548.96536089, 409998.74656516, 412507.87792745, 414332.84589512,
       415660.20090453, 416625.62679266, 417327.8105633 , 417838.53029208,
       418209.99236836, 418480.16809554, 418676.67516375, 418819.60076353,
       418923.55492285, 418999.16396177, 419054.15672787, 419094.1546483 ,
       419123.24635894, 419144.4056497 , 419159.79544891, 419170.98892049]), 205: array([5639231.27042715, 5700540.15982314, 5760617.39204334,
       5819487.71030871, 5877175.36076444, 5933704.10246585,
       5989097.21716371, 6043377.51889302, 6096567.36336908,
       6148688.65719493, 6199762.86688362, 6249811.02769945,
       6298853.75232141, 6346911.23933269, 6394003.28153962,
       6440149.27412342, 6485368.22262828, 6529678.75078894,
       6573099.10820094, 6615647.17783691, 6657340.48341175,
       6698196.1965999 , 6738231.14410763, 6777461.81460323,
       6815904.36550796, 6853574.62965061, 6890488.12178838,
       6926660.04499669]), 210: array([2424663.93377715, 2486490.65458076, 2517192.44327885,
       2532438.27577668, 2540009.02062277, 2543768.48587551,
       2545635.35357133, 2546562.39897791, 2547022.74932184,
       2547251.34916998, 2547364.86682291, 2547421.23719074,
       2547449.22947466, 2547463.12982672, 2547470.03243559,
       2547473.46011923, 2547475.16223147, 2547476.00746295,
       2547476.4271863 , 2547476.63561168, 2547476.73911113,
       2547476.79050668, 2547476.81602858, 2547476.82870219,
       2547476.83499563, 2547476.83812081, 2547476.83967271,
       2547476.84044335]), 215: array([ 205556.6882519 ,  386507.20956247,  551114.97713698,
        700856.00551102,  837073.00127559,  960987.40293697,
       1073710.33338269, 1176252.56316317, 1269533.57392802,
       1354389.80328777, 1431582.14503142, 1501802.77195331,
       1565681.34246848, 1623790.64667051, 1676651.74245916,
       1724738.62779274, 1768482.49096064, 1808275.57698771,
       1844474.70483975, 1877404.46696871, 1907360.13988719,
       1934610.33187111, 1959399.39153207, 1981949.59885674,
       2002463.15836004, 2021124.01222433, 2038099.48968297,
       2053541.80743778]), 220: array([84343.72381516, 84343.08070894, 84342.72206534, 84342.52205915,
       84342.4105209 , 84342.34831893, 84342.31363051, 84342.29428568,
       84342.28349757, 84342.27748133, 84342.27412622, 84342.27225517,
       84342.27121173, 84342.27062983, 84342.27030532, 84342.27012435,
       84342.27002343, 84342.26996715, 84342.26993576, 84342.26991826,
       84342.26990849, 84342.26990305, 84342.26990002, 84342.26989832,
       84342.26989738, 84342.26989685, 84342.26989656, 84342.26989639]), 225: array([67062.48490596, 67065.64255403, 67067.92739509, 67069.58068215,
       67070.77698334, 67071.64261435, 67072.26897588, 67072.72220453,
       67073.05015602, 67073.28745829, 67073.45916773, 67073.58341487,
       67073.67331881, 67073.73837235, 67073.78544442, 67073.81950527,
       67073.84415135, 67073.86198499, 67073.87488923, 67073.8842266 ,
       67073.89098302, 67073.8958719 , 67073.89940944, 67073.90196916,
       67073.90382136, 67073.90516158, 67073.90613136, 67073.90683308]), 230: array([ 274897.52132612,  304486.12504953,  333897.25000127,
        363131.96073697,  392191.3154268 ,  421076.36589382,
        449788.15765205,  478327.72994424,  506696.11577959,
        534894.34197107,  562923.4291726 ,  590784.391916  ,
        618478.23864774,  646005.97176537,  673368.58765388,
        700567.0767217 ,  727602.4234366 ,  754475.6063613 ,
        781187.59818888,  807739.36577801,  834131.87018793,
        860366.06671324,  886442.90491849,  912363.32867252,
        938128.27618265,  963738.68002864,  989195.46719643,
       1014499.55911171]), 235: array([2858708.74470321, 2949123.74958086, 3039538.7544585 ,
       3129953.75933615, 3220368.7642138 , 3310783.76909145,
       3401198.7739691 , 3491613.77884674, 3582028.78372439,
       3672443.78860204, 3762858.79347969, 3853273.79835734,
       3943688.80323498, 4034103.80811263, 4124518.81299028,
       4214933.81786793, 4305348.82274558, 4395763.82762322,
       4486178.83250087, 4576593.83737852, 4667008.84225617,
       4757423.84713381, 4847838.85201146, 4938253.85688911,
       5028668.86176676, 5119083.86664441, 5209498.87152206,
       5299913.8763997 ]), 240: array([212762.52349283, 315723.25946893, 397962.51989794, 463650.62800819,
       516118.60406483, 558027.08020573, 591501.22013743, 618238.48541998,
       639594.71313033, 656652.86987137, 670277.96861766, 681160.93321133,
       689853.63486089, 696796.87733106, 702342.74994272, 706772.48189532,
       710310.70329814, 713136.83608209, 715394.19242111, 717197.24204081,
       718637.41693696, 719787.74785898, 720706.56767294, 721440.46940016,
       722026.66893245, 722494.89223663, 722868.88274754, 723167.60538907]), 245: array([180063.62482688, 180063.62633754, 180063.62710355, 180063.62749198,
       180063.62768894, 180063.62778882, 180063.62783946, 180063.62786514,
       180063.62787816, 180063.62788477, 180063.62788811, 180063.62788981,
       180063.62789067, 180063.62789111, 180063.62789133, 180063.62789144,
       180063.6278915 , 180063.62789153, 180063.62789154, 180063.62789155,
       180063.62789155, 180063.62789156, 180063.62789156, 180063.62789156,
       180063.62789156, 180063.62789156, 180063.62789156, 180063.62789156]), 250: array([127917.98881194, 127917.98775245, 127917.98724006, 127917.98699225,
       127917.98687241, 127917.98681445, 127917.98678642, 127917.98677286,
       127917.98676631, 127917.98676314, 127917.9867616 , 127917.98676086,
       127917.9867605 , 127917.98676033, 127917.98676025, 127917.98676021,
       127917.98676019, 127917.98676018, 127917.98676017, 127917.98676017,
       127917.98676017, 127917.98676017, 127917.98676017, 127917.98676017,
       127917.98676017, 127917.98676017, 127917.98676017, 127917.98676017]), 255: array([83804.47716628, 83804.10453299, 83803.87856567, 83803.74153759,
       83803.65844285, 83803.60805364, 83803.57749729, 83803.55896771,
       83803.54773126, 83803.54091739, 83803.53678542, 83803.53427977,
       83803.53276032, 83803.53183892, 83803.53128017, 83803.53094135,
       83803.53073588, 83803.53061128, 83803.53053573, 83803.53048991,
       83803.53046213, 83803.53044528, 83803.53043506, 83803.53042887,
       83803.53042511, 83803.53042283, 83803.53042145, 83803.53042061]), 260: array([17373602.77409231, 17522386.53672816, 17671170.29936402,
       17819954.06199988, 17968737.82463574, 18117521.5872716 ,
       18266305.34990745, 18415089.11254331, 18563872.87517916,
       18712656.63781501, 18861440.40045087, 19010224.16308673,
       19159007.92572259, 19307791.68835844, 19456575.4509943 ,
       19605359.21363015, 19754142.97626602, 19902926.73890187,
       20051710.50153773, 20200494.26417359, 20349278.02680944,
       20498061.7894453 , 20646845.55208115, 20795629.31471701,
       20944413.07735287, 21093196.83998873, 21241980.60262458,
       21390764.36526044]), 265: array([9992794.41401139, 9925415.55905437, 9861380.91175692,
       9800524.4894101 , 9742688.54750743, 9687723.17085899,
       9635485.8849998 , 9585841.28688511, 9538660.69391531,
       9493821.81038082, 9451208.41046219, 9410710.03696393,
       9372221.71500097, 9335643.67989572, 9300881.11858042,
       9267843.92383437, 9236446.46071912, 9206607.34460617,
       9178249.23022179, 9151298.6111621 , 9125685.62935889,
       9101343.89400214, 9078210.30944996, 9056224.91167985,
       9035330.71285737, 9015473.5536193 , 8996601.96268843,
       8978667.02345607]), 270: array([2981115.48627231, 3598765.19555817, 3907258.62779354,
       4061339.81054418, 4138297.72405893, 4176735.38624983,
       4195933.59222014, 4205522.39370989, 4210311.6492347 ,
       4212703.70714793, 4213898.4525589 , 4214495.1841803 ,
       4214793.22979295, 4214942.09267207, 4215016.44423384,
       4215053.58011869, 4215072.12813451, 4215081.3921898 ,
       4215086.01924649, 4215088.33029201, 4215089.4845747 ,
       4215090.06109667, 4215090.3490483 , 4215090.49286961,
       4215090.56470308, 4215090.60058128, 4215090.61850112,
       4215090.62745143]), 275: array([ 618919.25670106,  811313.9509643 ,  994621.97860349,
       1169272.49651744, 1335674.39282526, 1494217.24414669,
       1645272.22767062, 1789192.99014733, 1926316.47583888,
       2056963.71536586, 2181440.57729754, 2300038.48424498,
       2413035.09513346, 2520694.95525174, 2623270.11559993,
       2721000.72298598, 2814115.58225234, 2902832.69194906,
       2987359.75470737, 3067894.66350875, 3144625.9649878 ,
       3217733.30085366, 3287387.82846341, 3353752.62153204,
       3416983.05191723, 3477227.1533727 , 3534625.96812164,
       3589313.8770619 ]), 280: array([1141528.34969757,  922849.94489522,  792436.46224738,
        714661.62905473,  668278.96558059,  640617.68515551,
        624121.29668957,  614283.32721609,  608416.24645711,
        604917.289002  ,  602830.61186637,  601586.17791019,
        600844.03345245,  600401.43993962,  600137.48995582,
        599980.07781143,  599886.2017564 ,  599830.21678942,
        599796.82897261,  599776.91744329,  599765.04278248,
        599757.96107786,  599753.73775382,  599751.21908538,
        599749.71702429,  599748.82123846,  599748.28701767,
        599747.96842382]), 285: array([308561.41758142, 397358.4323259 , 450010.48644954, 481230.44143808,
       499742.26601375, 510718.82409164, 517227.35742096, 521086.58230714,
       523374.90380272, 524731.76053471, 525536.30665934, 526013.3610538 ,
       526296.22972759, 526463.95627521, 526563.40947517, 526622.38009802,
       526657.34663868, 526678.0799955 , 526690.37380772, 526697.66340489,
       526701.98576038, 526704.54869446, 526706.0683823 , 526706.96947888,
       526707.50378273, 526707.82059737, 526708.00845213, 526708.11984032]), 290: array([255971.42464849, 255968.03835258, 255965.70804613, 255964.10442723,
       255963.00088414, 255962.2414722 , 255961.71887683, 255961.35924868,
       255961.1117677 , 255960.94146171, 255960.82426428, 255960.74361394,
       255960.68811377, 255960.64992088, 255960.62363815, 255960.60555147,
       255960.59310498, 255960.58453983, 255960.57864566, 255960.57458953,
       255960.57179828, 255960.56987745, 255960.56855562, 255960.567646  ,
       255960.56702003, 255960.56658926, 255960.56629283, 255960.56608884]), 295: array([ 58273.05143433,  97932.91214084, 130995.63710288, 158558.61292886,
       181536.68377015, 200692.51596043, 216661.91171331, 229974.91206635,
       241073.38950048, 250325.71415229, 258038.9804062 , 264469.19968002,
       269829.79771311, 274298.69839109, 278024.22922672, 281130.04450599,
       283719.22950393, 285877.72199325, 287677.16460943, 289177.28274509,
       290427.8668986 , 291470.42527306, 292339.56147721, 293064.1230556 ,
       293668.15896893, 294171.71780434, 294591.51320908, 294941.47863407]), 300: array([313870.59251908, 300300.48654249, 289609.08847817, 281185.72076337,
       274549.25252677, 269320.61807239, 265201.16518227, 261955.59652337,
       259398.52979617, 257383.90895941, 255796.66171524, 254546.12674202,
       253560.87524767, 252784.63105785, 252173.05620038, 251691.21838285,
       251311.59570942, 251012.50466894, 250776.86160346, 250591.20691378,
       250444.93626612, 250329.69488761, 250238.90035342, 250167.36660793,
       250111.00774461, 250066.60462475, 250031.62100483, 250004.05866987]), 305: array([3161053.43530768, 3059958.12833577, 2968401.71463693,
       2885484.1476353 , 2810390.30505553, 2742381.97585207,
       2680790.60321547, 2625010.71231546, 2574493.95817239,
       2528743.73514443, 2487310.29503898, 2449786.32585695,
       2415802.94770661, 2385026.08652469, 2357153.18995684,
       2331910.2531125 , 2309049.12495611, 2288345.06885497,
       2269594.55330268, 2252613.25109991, 2237234.22732332,
       2223306.29826956, 2210692.54524174, 2199268.96856839,
       2188923.26862293, 2179553.74186069, 2171068.2810208 ,
       2163383.46966454]), 310: array([1298161.53446655, 1111447.96334047, 1014412.89612487,
        963983.7590635 ,  937775.7299692 ,  924155.41383783,
        917076.93377163,  913398.24675994,  911486.43264117,
        910492.86259481,  909976.50411241,  909708.1525419 ,
        909568.69019577,  909496.21159634,  909458.54445879,
        909438.96884249,  909428.79539216,  909423.5082487 ,
        909420.76051955,  909419.33252436,  909418.59039507,
        909418.20471038,  909418.00427   ,  909417.90010111,
        909417.84596452,  909417.81782973,  909417.80320807,
        909417.7956092 ]), 315: array([676013.68270211, 735581.37988955, 764452.55397916, 778445.78743739,
       785228.00495333, 788515.19905116, 790108.43091249, 790880.63592638,
       791254.90699008, 791436.30807736, 791524.22925979, 791566.84275475,
       791587.49659382, 791597.50706278, 791602.3589205 , 791604.71051098,
       791605.850276  , 791606.40269545, 791606.67044121, 791606.80021178,
       791606.86310877, 791606.89359358, 791606.90836891, 791606.91553019,
       791606.91900111, 791606.92068339, 791606.92149875, 791606.92189394]), 320: array([468558.63252528, 468558.63349899, 468558.63398149, 468558.63422057,
       468558.63433904, 468558.63439774, 468558.63442683, 468558.63444125,
       468558.63444839, 468558.63445193, 468558.63445368, 468558.63445455,
       468558.63445498, 468558.6344552 , 468558.6344553 , 468558.63445535,
       468558.63445538, 468558.63445539, 468558.6344554 , 468558.6344554 ,
       468558.6344554 , 468558.63445541, 468558.63445541, 468558.63445541,
       468558.63445541, 468558.63445541, 468558.63445541, 468558.63445541]), 325: array([2173816.04422424, 2263939.14900402, 2354062.25378379,
       2444185.35856357, 2534308.46334334, 2624431.56812312,
       2714554.67290289, 2804677.77768267, 2894800.88246244,
       2984923.98724222, 3075047.092022  , 3165170.19680177,
       3255293.30158155, 3345416.40636132, 3435539.5111411 ,
       3525662.61592087, 3615785.72070065, 3705908.82548042,
       3796031.9302602 , 3886155.03503997, 3976278.13981975,
       4066401.24459952, 4156524.3493793 , 4246647.45415907,
       4336770.55893885, 4426893.66371862, 4517016.7684984 ,
       4607139.87327817]), 330: array([ 894593.90948258, 1002101.56154373, 1057020.94724018,
       1085076.05650404, 1099407.77463645, 1106729.01308521,
       1110469.00656879, 1112379.55098762, 1113355.53663902,
       1113854.11075348, 1114108.80317365, 1114238.91066822,
       1114305.37499462, 1114339.32774036, 1114356.67221681,
       1114365.53249767, 1114370.05869811, 1114372.37086978,
       1114373.55202336, 1114374.15540579, 1114374.46363867,
       1114374.62109686, 1114374.70153306, 1114374.74262322,
       1114374.76361378, 1114374.77433664, 1114374.77981432,
       1114374.78261254]), 335: array([1030909.6623349 , 1078112.07325579, 1110248.88281192,
       1132128.58150311, 1147024.93311453, 1157166.81369812,
       1164071.70856466, 1168772.76698523, 1171973.3878058 ,
       1174152.46594535, 1175636.04735173, 1176646.11383325,
       1177333.79722743, 1177801.99259801, 1178120.75397409,
       1178337.77622862, 1178485.53145398, 1178586.12761942,
       1178654.61648996, 1178701.24575627, 1178732.99235188,
       1178754.60638127, 1178769.3218573 , 1178779.34059239,
       1178786.16164613, 1178790.80562301, 1178793.96738102,
       1178796.12000019]), 340: array([920210.19629176, 918992.10336363, 917907.68255926, 916942.26485277,
       916082.79098042, 915317.63478709, 914636.44595865, 914030.01001258,
       913490.12365313, 913009.48380483, 912581.58882336, 912200.6505474 ,
       911861.51600185, 911559.59769316, 911290.8115541 , 911051.5216983 ,
       910838.49123739, 910648.83849544, 910479.99802831, 910329.68592081,
       910195.86889194, 910076.73679065, 909970.67810981, 909876.25818721,
       909792.19979885, 909717.36588181, 909650.74415318, 909591.4334168 ]), 345: array([ 601206.13190332,  794636.26245843,  957077.480425  ,
       1093494.43479882, 1208056.40172806, 1304264.70902343,
       1385059.74633593, 1452910.83152639, 1509891.67978958,
       1557743.78207622, 1597929.62983113, 1631677.41274166,
       1660018.55558183, 1683819.24138145, 1703806.88435432,
       1720592.36167099, 1734688.68354   , 1746526.67220639,
       1756468.12906073, 1764816.89228158, 1771828.12296325,
       1777716.1035385 , 1782660.78683712, 1786813.29593786,
       1790300.54290401, 1793229.10756406, 1795688.49488344,
       1797753.87048167]), 350: array([ 95608.07240505, 123126.35426074, 144940.73648178, 162233.5047651 ,
       175941.88448774, 186808.83600996, 195423.32129383, 202252.22418847,
       207665.65438281, 211957.00643762, 215358.86104685, 218055.5903374 ,
       220193.35038359, 221888.00250573, 223231.39266788, 224296.32930246,
       225140.52934772, 225809.74636334, 226340.25026049, 226760.79304158,
       227094.16708779, 227358.44044994, 227567.93609225, 227734.00816168,
       227865.65735468, 227970.01873269, 228052.74842494, 228118.33017664]), 355: array([5841520.23397863, 4993625.66938332, 4315641.11858573,
       3773518.22935646, 3340031.61571527, 2993411.60032861,
       2716250.94233862, 2494630.64654654, 2317420.95212901,
       2175722.39657335, 2062418.88508909, 1971820.3206625 ,
       1899376.8476524 , 1841450.35825403, 1795131.7868963 ,
       1758095.01710577, 1728480.06404683, 1704799.66617078,
       1685864.59501088, 1670723.93218473, 1658617.31431784,
       1648936.74763078, 1641196.07452018, 1635006.55874675,
       1630057.36311969, 1626099.93926756, 1622935.54555078,
       1620405.26626582]), 360: array([34784873.64470847, 35410920.05670335, 36036966.46869823,
       36663012.88069312, 37289059.29268801, 37915105.70468289,
       38541152.11667778, 39167198.52867266, 39793244.94066754,
       40419291.35266242, 41045337.7646573 , 41671384.17665219,
       42297430.58864707, 42923477.00064195, 43549523.41263684,
       44175569.82463172, 44801616.23662661, 45427662.64862149,
       46053709.06061637, 46679755.47261126, 47305801.88460615,
       47931848.29660103, 48557894.70859591, 49183941.1205908 ,
       49809987.53258568, 50436033.94458057, 51062080.35657546,
       51688126.76857035]), 365: array([6788583.58616811, 7697983.89447735, 8188958.9553137 ,
       8454030.90235476, 8597140.28348798, 8674403.43863114,
       8716116.95241623, 8738637.6122194 , 8750796.26470271,
       8757360.58526443, 8760904.58855726, 8762817.95631885,
       8763850.96218498, 8764408.67050478, 8764709.77099237,
       8764872.3317798 , 8764960.09653177, 8765007.47974029,
       8765033.0614049 , 8765046.87265966, 8765054.32920172,
       8765058.35490543, 8765060.52833786, 8765061.70174973,
       8765062.33526168, 8765062.67728771, 8765062.86194373,
       8765062.96163746]), 370: array([1720499.45528583, 2768991.32241198, 3484564.07471998,
       3972926.81734109, 4306223.70100689, 4533691.52966456,
       4688933.34442487, 4794882.48541899, 4867190.45537361,
       4916539.06235523, 4950218.4065901 , 4973203.82193351,
       4988890.86485288, 4999596.92832304, 5006903.58233144,
       5011890.21378076, 5015293.48060886, 5017616.13573608,
       5019201.29702741, 5020283.13491634, 5021021.46559873,
       5021525.36013055, 5021869.25712043, 5022103.95928958,
       5022264.1383834 , 5022373.4571093 , 5022448.0647472 ,
       5022498.98282723]), 375: array([1500459.91566025, 1562457.13744549, 1607796.92163724,
       1640954.79502833, 1665203.79813717, 1682937.5696863 ,
       1695906.62461796, 1705391.14884083, 1712327.36741713,
       1717399.9600963 , 1721109.64660714, 1723822.61310752,
       1725806.65871643, 1727257.63018166, 1728318.75407089,
       1729094.77478202, 1729662.29394753, 1730077.33184355,
       1730380.8571967 , 1730602.83124025, 1730765.1652117 ,
       1730883.88322874, 1730970.70404291, 1731034.19780707,
       1731080.63204204, 1731114.59030876, 1731139.4246552 ,
       1731157.58649981]), 380: array([2439249.0670911 , 2380462.98881812, 2334187.42672777,
       2297759.96448349, 2269084.78593097, 2246512.09449548,
       2228743.19385171, 2214755.76878143, 2203745.0673307 ,
       2195077.60024306, 2188254.69381414, 2182883.79921862,
       2178655.90762187, 2175327.77167805, 2172707.91054702,
       2170645.59324335, 2169022.16648586, 2167744.22810449,
       2166738.25324357, 2165946.36418573, 2165323.00041761,
       2164832.29735315, 2164446.02290188, 2164141.95316498,
       2163902.59380639, 2163714.17353434, 2163565.85178446,
       2163449.09501913]), 385: array([2861690.29000839, 2768370.53562437, 2685528.98732088,
       2611989.12247   , 2546706.52173355, 2488754.03613193,
       2437308.61959647, 2391639.63999996, 2351098.50265785,
       2315109.43893202, 2283161.32911626, 2254800.44347124,
       2229623.99831662, 2207274.43566342, 2187434.34514542,
       2169821.95613046, 2154187.13599025, 2140307.83769579,
       2127986.9462868 , 2117049.4794285 , 2107340.1022978 ,
       2098720.92150505, 2091069.52672062, 2084277.25219303,
       2078247.63346887, 2072895.03739652, 2068143.44595691,
       2063925.37664929]), 390: array([ 732612.13941858,  845134.83577622,  957657.53213385,
       1070180.22849149, 1182702.92484912, 1295225.62120675,
       1407748.31756439, 1520271.01392202, 1632793.71027966,
       1745316.40663729, 1857839.10299492, 1970361.79935256,
       2082884.49571019, 2195407.19206783, 2307929.88842546,
       2420452.5847831 , 2532975.28114073, 2645497.97749836,
       2758020.673856  , 2870543.37021363, 2983066.06657127,
       3095588.7629289 , 3208111.45928653, 3320634.15564417,
       3433156.8520018 , 3545679.54835944, 3658202.24471707,
       3770724.94107471]), 395: array([ 366453.5438493 ,  603178.37894937,  772461.37363157,
        893516.40478815,  980083.40223423, 1041987.85160104,
       1086256.00187153, 1117912.35530678, 1140549.95608057,
       1156738.20624785, 1168314.49677869, 1176592.75422279,
       1182512.57336764, 1186745.86267332, 1189773.10690275,
       1191937.90287178, 1193485.95820936, 1194592.97954646,
       1195384.61548548, 1195950.71790729, 1196355.54029621,
       1196645.03060796, 1196852.0464324 , 1197000.08437989,
       1197105.94698221, 1197181.64980544, 1197235.78523494,
       1197274.49772415]), 400: array([308868.75779006, 349093.26174987, 383920.45956887, 414074.55939656,
       440182.59545344, 462787.46678578, 482359.22648606, 499304.85613083,
       513976.7286888 , 526679.93587968, 537678.63235122, 547201.52859745,
       555446.64683953, 562585.43876459, 568766.35074826, 574117.9106972 ,
       578751.40070042, 582763.17106546, 586236.64385824, 589244.0476088 ,
       591847.91925497, 594102.40455595, 596054.38401692, 597744.44773762,
       599207.73945618, 600474.6873395 , 601571.63671649, 602521.39791151]), 405: array([278409.92273435, 341512.69838343, 390463.03126039, 428434.97566566,
       457890.72146295, 480740.24824027, 498465.17286245, 512214.82098094,
       522880.75200248, 531154.56989047, 537572.76838673, 542551.518523  ,
       546413.65412599, 549409.60511923, 551733.63598624, 553536.44233487,
       554934.9223537 , 556019.75676454, 556861.28877293, 557514.08528645,
       558020.47516089, 558413.29390245, 558718.01279892, 558954.39053765,
       559137.7544052 , 559279.99414444, 559390.33291342, 559475.9253365 ]), 410: array([403043.57315767, 407478.23037234, 411657.89868058, 415597.23972121,
       419310.07210167, 422809.41987156, 426107.55820905, 429216.05648029,
       432145.81882304, 434907.12239666, 437509.65343285, 439962.54121349,
       442274.39009473, 444453.30968977, 446506.94331616, 448442.4948074 ,
       450266.75378284, 451986.11946469, 453606.62312547, 455133.94924483,
       456573.45544979, 457930.19130854, 459208.9160435 , 460414.11522597,
       461550.01651084, 462620.60446653, 463629.63455228, 464580.6462917 ]), 415: array([1838437.44585653, 1618523.63444438, 1460404.93149604,
       1346717.10051572, 1264975.2023594 , 1206202.52760098,
       1163944.7947104 , 1133561.35552897, 1111715.56983853,
       1096008.38311807, 1084714.86783015, 1076594.79580018,
       1070756.43917773, 1066558.64291126, 1063540.41455792,
       1061370.29914148, 1059809.97952039, 1058688.10494104,
       1057881.47368756, 1057301.50334946, 1056884.50290269,
       1056584.67830619, 1056369.10350437, 1056214.1045626 ,
       1056102.65984944, 1056022.53075986, 1055964.9176994 ,
       1055923.49373273]), 420: array([14793641.40412248, 13155744.63485773, 11826393.16504168,
       10747463.55026787,  9871781.5804747 ,  9161059.67450347,
        8584222.82613639,  8116049.90668856,  7736070.91761258,
        7427671.97751691,  7177368.91080415,  6974217.67693033,
        6809335.86239062,  6675514.31354985,  6566901.9296788 ,
        6478749.8343523 ,  6407203.73957475,  6349135.424137  ,
        6302005.95790601,  6263754.69178138,  6232709.15960909,
        6207511.95267951,  6187061.36953187,  6170463.24608719,
        6156991.8599709 ,  6146058.19963883,  6137184.2109323 ,
        6129981.89504066]), 425: array([7753224.36280059, 7112238.33337129, 6653816.2940658 ,
       6325960.83938746, 6091484.33096045, 5923790.8177991 ,
       5803859.33918299, 5718086.435438  , 5656743.14924042,
       5612871.49983579, 5581495.2606287 , 5559055.52106706,
       5543007.01033666, 5531529.39510158, 5523320.80467862,
       5517450.16383974, 5513251.5838055 , 5510248.83252371,
       5508101.31712878, 5506565.45153799, 5505467.02722934,
       5504681.45330343, 5504119.62451994, 5503717.81436365,
       5503430.44674127, 5503224.92642501, 5503077.94187594,
       5502972.8210876 ]), 430: array([3064262.82315595, 3115585.09789854, 3150566.14749951,
       3174409.08582059, 3190660.33368959, 3201737.11683364,
       3209287.00628271, 3214432.97961737, 3217940.45369891,
       3220331.13348533, 3221960.6109122 , 3223071.25596796,
       3223828.26703147, 3224344.24263259, 3224695.92946226,
       3224935.63774671, 3225099.02191918, 3225210.38389348,
       3225286.28775329, 3225338.02350931, 3225373.28638604,
       3225397.32141656, 3225413.70359368, 3225424.86961765,
       3225432.48033328, 3225437.66776549, 3225441.20349777,
       3225443.61343822]), 435: array([  398607.84217272,   796692.41589947,  1194776.98962622,
        1592861.56335297,  1990946.13707972,  2389030.71080646,
        2787115.2845332 ,  3185199.85825993,  3583284.43198666,
        3981369.00571339,  4379453.57944011,  4777538.15316683,
        5175622.72689355,  5573707.30062026,  5971791.87434696,
        6369876.44807367,  6767961.02180037,  7166045.59552707,
        7564130.16925376,  7962214.74298045,  8360299.31670713,
        8758383.89043382,  9156468.46416049,  9554553.03788717,
        9952637.61161384, 10350722.18534051, 10748806.75906718,
       11146891.33279384]), 440: array([14137.00726153, 19952.03294506, 24675.95076836, 28513.49178981,
       31630.97216144, 34163.50114631, 36220.83665276, 37892.14205989,
       39249.85049156, 40352.80401374, 41248.80380554, 41976.68182645,
       42567.98376446, 43048.33620242, 43438.55725503, 43755.55881026,
       44013.07947798, 44222.28001093, 44392.22700343, 44530.28583078,
       44642.4398591 , 44733.54975993, 44807.56416809, 44867.69081256,
       44916.53553707, 44956.21523535, 44988.44959581, 45014.63563147]), 445: array([47910.88677496, 48366.00531519, 48792.99058595, 49193.58165251,
       49569.41007939, 49922.00657552, 50252.80722867, 50563.15935447,
       50854.32698389, 51127.4960115 , 51383.77902549, 51624.21983914,
       51849.79774214, 52061.43148911, 52259.98304165, 52446.26107896,
       52621.02429155, 52784.98447126, 52938.80941034, 53083.1256213 ,
       53218.5208886 , 53345.54666268, 53464.7203059 , 53576.52719975,
       53681.42272174, 53779.83410009, 53872.16215381, 53958.78292517]), 450: array([133209.83126054, 155091.33072318, 170262.58098837, 180781.36810358,
       188074.43099827, 193130.98037067, 196636.87246632, 199067.63670516,
       200752.97516498, 201921.4824512 , 202731.65163116, 203293.37179149,
       203682.83308713, 203952.86096136, 204140.08124146, 204269.88796376,
       204359.88774981, 204422.28791943, 204465.55225748, 204495.54901804,
       204516.34687801, 204530.76680106, 204540.76466532, 204547.6965532 ,
       204552.50268661, 204555.83495609, 204558.14534137, 204559.74721666]), 455: array([ 56301.97929573,  85696.15955616, 102130.3481138 , 111318.64835403,
       116455.79650153, 119327.95896896, 120933.77546527, 121831.58213501,
       122333.54286221, 122614.18743763, 122771.09488766, 122858.82132184,
       122907.86887982, 122935.29120659, 122950.62293841, 122959.19485875,
       122963.98739095, 122966.66687978, 122968.16497308, 122969.00255208,
       122969.47083971, 122969.73265777, 122969.87903938, 122969.96088085,
       122970.00663814, 122970.03222089, 122970.04652412, 122970.05452101]), 460: array([ 26271.55288167,  36243.04364138,  46214.5344011 ,  56186.02516081,
        66157.51592053,  76129.00668024,  86100.49743996,  96071.98819967,
       106043.47895938, 116014.9697191 , 125986.46047881, 135957.95123853,
       145929.44199824, 155900.93275796, 165872.42351767, 175843.91427738,
       185815.4050371 , 195786.89579681, 205758.38655653, 215729.87731624,
       225701.36807596, 235672.85883567, 245644.34959538, 255615.8403551 ,
       265587.33111481, 275558.82187453, 285530.31263424, 295501.80339396]), 465: array([256146.21692124, 277546.9787139 , 296678.98516308, 313782.75344563,
       329073.30283156, 342742.85778935, 354963.26452737, 365888.15135097,
       375654.8599939 , 384386.17220392, 392191.85328809, 399170.03202255,
       405408.43427405, 410985.48584188, 415971.29838429, 420428.55082419,
       424413.27731439, 427975.57166855, 431160.21711333, 434007.24927873,
       436552.4595043 , 438827.84478833, 440862.01003675, 442680.52766844,
       444306.25909775, 445759.64213577, 447058.94792339, 448220.5106261 ]), 470: array([218179.37702427, 193189.79744677, 179987.1672327 , 173011.88203315,
       169326.66152587, 167379.66584057, 166351.01852052, 165807.5579895 ,
       165520.43397427, 165368.73905732, 165288.59477608, 165246.25251475,
       165223.8820216 , 165212.06312133, 165205.81889584, 165202.51991276,
       165200.77697613, 165199.85613839, 165199.36963641, 165199.11260504,
       165198.97680884, 165198.90506425, 165198.86715976, 165198.84713385,
       165198.83655366, 165198.83096387, 165198.82801064, 165198.82645038]), 475: array([105631.93977382, 128980.09105982, 144684.66425956, 155247.96823874,
       162353.12095682, 167132.23128507, 170346.78506538, 172508.97746035,
       173963.32424451, 174941.55567919, 175599.53955911, 176042.11661285,
       176339.80543849, 176540.03867732, 176674.72075634, 176765.31142207,
       176826.24505762, 176867.2306041 , 176894.79854757, 176913.34146264,
       176925.8139091 , 176934.20320066, 176939.84605614, 176943.64158735,
       176946.19456026, 176947.91175617, 176949.06678676, 176949.84369034]), 480: array([1028022.91400192, 1071674.23445131, 1114262.16066003,
       1155812.59808293, 1196350.82108944, 1235901.48833754,
       1274488.65777312, 1312135.80126403, 1348865.81887756,
       1384701.05281013, 1419663.30097768, 1453773.83027488,
       1487053.38951143, 1519522.22203319, 1551200.07803581,
       1582106.22657842, 1612259.46730465, 1641678.14187811,
       1670380.14513928, 1698382.93599062, 1725703.5480165 ,
       1752358.5998444 , 1778364.30525376, 1803736.48303847,
       1828490.56662919, 1852641.61348122, 1876204.31423365,
       1899193.00164544]), 485: array([21764910.35346998, 22018429.69210279, 22271949.03073559,
       22525468.36936839, 22778987.70800119, 23032507.04663399,
       23286026.38526679, 23539545.72389959, 23793065.0625324 ,
       24046584.4011652 , 24300103.73979801, 24553623.07843082,
       24807142.41706362, 25060661.75569642, 25314181.09432922,
       25567700.43296203, 25821219.77159483, 26074739.11022764,
       26328258.44886044, 26581777.78749324, 26835297.12612604,
       27088816.46475884, 27342335.80339165, 27595855.14202445,
       27849374.48065725, 28102893.81929006, 28356413.15792286,
       28609932.49655566]), 490: array([4290093.34572232, 4173821.08049569, 4091610.84510374,
       4033484.14747704, 3992385.7007827 , 3963327.06869705,
       3942781.18030937, 3928254.22224766, 3917982.94526295,
       3910720.64503131, 3905585.84000823, 3901955.27919636,
       3899388.29335183, 3897573.30755005, 3896290.02292748,
       3895382.67730477, 3894741.13912642, 3894287.5399422 ,
       3893966.82291105, 3893740.06012653, 3893579.72763574,
       3893466.36464429, 3893386.21140918, 3893329.53911237,
       3893289.4689989 , 3893261.1374492 , 3893241.10564398,
       3893226.94216811]), 495: array([2103121.41586942, 2157012.37601607, 2203349.70506834,
       2243192.1583825 , 2277450.09077866, 2306906.25711476,
       2332233.69734628, 2354011.11472512, 2372736.09851175,
       2388836.49332488, 2402680.17490519, 2414583.45565832,
       2424818.31203421, 2433618.59888012, 2441185.39275843,
       2447691.58631771, 2453285.8386935 , 2458095.97220073,
       2462231.89292851, 2465788.10196942, 2468845.85466225,
       2471475.01718417, 2473735.6629136 , 2475679.44503865,
       2477350.77677387, 2478787.84615173, 2480023.48857584,
       2481085.9370726 ]), 500: array([ 684883.90193807,  834842.99376157,  982763.468678  ,
       1128673.04063817, 1272599.04683596, 1414568.45283009,
       1554607.85759639, 1692743.49851122, 1829001.25626731,
       1963406.65972261, 2095984.89068339, 2226760.78862215,
       2355758.85533152, 2483003.25951484, 2608517.84131432,
       2732326.11677766, 2854451.28226398, 2974916.21878977,
       3093743.49631589, 3210955.3779761 , 3326573.82424834,
       3440620.49706908, 3553116.76389189, 3664083.70169078,
       3773542.10090911, 3881512.46935483, 3988015.03604276,
       4093069.75498464]), 505: array([512800.20333689, 497456.65706209, 490034.10912378, 486443.39958964,
       484706.36871214, 483866.06786332, 483459.56644434, 483262.91853679,
       483167.78873468, 483121.76902686, 483099.50667099, 483088.73710047,
       483083.52724533, 483081.00694143, 483079.78772677, 483079.19792314,
       483078.91260151, 483078.77457517, 483078.70780396, 483078.67550292,
       483078.65987707, 483078.65231795, 483078.64866118, 483078.64689219,
       483078.64603642, 483078.64562244, 483078.64542218, 483078.6453253 ]), 510: array([167427.66632482, 253749.25727854, 322495.04898789, 377243.62145431,
       420844.92580445, 455568.6392346 , 483222.31364526, 505245.46822373,
       522784.52398843, 536752.48103206, 547876.44497801, 556735.47665203,
       563790.73524354, 569409.48406673, 573884.20854758, 577447.84162847,
       580285.88915285, 582546.08642003, 584346.08858444, 585779.59522518,
       586921.22790188, 587830.41459937, 588554.48326678, 589131.12548622,
       589590.35851784, 589956.08785612, 590247.35163651, 590479.31167059]), 515: array([ 496548.66552493,  545802.48797851,  595056.31043209,
        644310.13288567,  693563.95533925,  742817.77779283,
        792071.60024641,  841325.42269999,  890579.24515356,
        939833.06760714,  989086.89006072, 1038340.7125143 ,
       1087594.53496788, 1136848.35742146, 1186102.17987504,
       1235356.00232862, 1284609.82478219, 1333863.64723577,
       1383117.46968935, 1432371.29214293, 1481625.11459651,
       1530878.93705009, 1580132.75950367, 1629386.58195725,
       1678640.40441082, 1727894.2268644 , 1777148.04931798,
       1826401.87177156]), 520: array([ 65326.83669251, 101841.39303629, 123127.85794875, 135536.98005894,
       142770.98120375, 146988.10245524, 149446.50843191, 150879.65668299,
       151715.12239902, 152202.16410048, 152486.08911907, 152651.60557474,
       152748.09477189, 152804.34395345, 152837.1348826 , 152856.250628  ,
       152867.39431109, 152873.89061401, 152877.67768793, 152879.88539423,
       152881.17239502, 152881.92266285, 152882.36003774, 152882.61500907,
       152882.76364674, 152882.8502963 , 152882.90080939, 152882.93025641]), 525: array([ 63266.15968934,  96405.010687  , 115057.35222067, 125555.90103014,
       131465.05334251, 134791.04455181, 136663.0926798 , 137716.782835  ,
       138309.85676647, 138643.67092089, 138831.5596204 , 138937.31356442,
       138996.8376162 , 139030.34097886, 139049.19848731, 139059.81251519,
       139065.78666538, 139069.14924091, 139071.04188068, 139072.10716093,
       139072.7067584 , 139073.04424435, 139073.23419973, 139073.34111692,
       139073.40129571, 139073.43516759, 139073.45423253, 139073.4649633 ]), 530: array([418230.3240983 , 345723.96866665, 301152.45850293, 273753.21182383,
       256910.19448327, 246556.36116599, 240191.59515083, 236279.01077881,
       233873.84514793, 232395.32835139, 231486.44628123, 230927.73323895,
       230584.27804948, 230373.14736477, 230243.35993574, 230163.57628536,
       230114.53123597, 230084.38199037, 230065.84847839, 230054.4554548 ,
       230047.45187197, 230043.14659056, 230040.50002403, 230038.87311193,
       230037.87300747, 230037.25821769, 230036.8802907 , 230036.64796932]), 535: array([195359.48893719, 195357.82390923, 195356.70694281, 195355.95763767,
       195355.45497424, 195355.11776778, 195354.89155639, 195354.73980486,
       195354.63800396, 195354.56971189, 195354.52389888, 195354.49316571,
       195354.47254868, 195354.45871797, 195354.44943978, 195354.44321561,
       195354.43904019, 195354.43623915, 195354.4343601 , 195354.43309956,
       195354.43225394, 195354.43168667, 195354.43130612, 195354.43105083,
       195354.43087957, 195354.43076469, 195354.43068762, 195354.43063592]), 540: array([ 6887541.35571524,  7300074.23494802,  7712607.11418079,
        8125139.99341356,  8537672.87264632,  8950205.75187908,
        9362738.63111183,  9775271.51034458, 10187804.38957732,
       10600337.26881006, 11012870.14804279, 11425403.02727552,
       11837935.90650823, 12250468.78574095, 12663001.66497366,
       13075534.54420636, 13488067.42343906, 13900600.30267176,
       14313133.18190445, 14725666.06113713, 15138198.94036981,
       15550731.81960249, 15963264.69883515, 16375797.57806782,
       16788330.45730048, 17200863.33653313, 17613396.21576577,
       18025929.09499842]), 545: array([1003724.20017606, 1012882.70252125, 1016917.33918623,
       1018694.73601431, 1019477.74071754, 1019822.68133834,
       1019974.63959783, 1020041.58246056, 1020071.07310414,
       1020084.0647514 , 1020089.78802081, 1020092.3093187 ,
       1020093.42003752, 1020093.90934753, 1020094.12490549,
       1020094.21986622, 1020094.2616997 , 1020094.2801288 ,
       1020094.28824745, 1020094.291824  , 1020094.29339959,
       1020094.29409369, 1020094.29439947, 1020094.29453417,
       1020094.29459351, 1020094.29461966, 1020094.29463117,
       1020094.29463625]), 550: array([543556.74271757, 713756.94521369, 784109.6344861 , 813190.09864109,
       825210.5829213 , 830179.28086094, 832233.10487002, 833082.05828025,
       833432.97534498, 833578.02781174, 833637.98562009, 833662.76933361,
       833673.01374502, 833677.2482987 , 833678.99866229, 833679.72217957,
       833680.02124728, 833680.14486769, 833680.1959665 , 833680.21708832,
       833680.22581908, 833680.22942797, 833680.23091971, 833680.23153632,
       833680.2317912 , 833680.23189656, 833680.23194011, 833680.23195811]), 555: array([502688.581169  , 601800.48197159, 645172.31360815, 664152.03011321,
       672457.64288121, 676092.21789889, 677682.7249365 , 678378.73825976,
       678683.31694737, 678816.6020065 , 678874.92817216, 678900.45197521,
       678911.62131088, 678916.50906444, 678918.64796828, 678919.58396261,
       678919.9935581 , 678920.17279901, 678920.25123567, 678920.28555992,
       678920.30058037, 678920.30715339, 678920.31002978, 678920.3112885 ,
       678920.31183932, 678920.31208036, 678920.31218584, 678920.312232  ]), 560: array([956231.48033107, 887528.03069859, 840845.03439348, 809124.61634052,
       787571.05292145, 772925.71958176, 762974.42825882, 756212.67031879,
       751618.15399364, 748496.24687285, 746374.956321  , 744933.57019667,
       743954.16925717, 743288.68054177, 742836.49062397, 742529.23414158,
       742320.45782381, 742178.59734777, 742082.20521441, 742016.70815961,
       741972.20386203, 741941.96383813, 741921.41618103, 741907.45434643,
       741897.96748257, 741891.52129635, 741887.14120643, 741884.16499893]), 565: array([2901660.4307611 , 2058652.67131007, 1643685.22146036,
       1439419.02995234, 1338869.75311556, 1289374.7436979 ,
       1265011.00847949, 1253018.04998171, 1247114.56054382,
       1244208.58971521, 1242778.13632903, 1242074.0009434 ,
       1241727.39290563, 1241556.77638174, 1241472.79102926,
       1241431.44955031, 1241411.09936029, 1241401.08205456,
       1241396.15107289, 1241393.72381541, 1241392.5290069 ,
       1241391.94086683, 1241391.65135706, 1241391.50884694,
       1241391.43869687, 1241391.40416575, 1241391.38716794,
       1241391.37880083]), 570: array([6351756.02424718, 5891027.86629891, 5524366.91765143,
       5232567.40649987, 5000344.81769576, 4815535.28687075,
       4668458.4548552 , 4551410.40858202, 4458260.14862184,
       4384128.44624043, 4325132.26844859, 4278181.38397898,
       4240816.49637121, 4211080.42554503, 4187415.59032694,
       4168582.42204548, 4153594.43568304, 4141666.55759884,
       4132174.00321887, 4124619.55069844, 4118607.4963452 ,
       4113822.92758279, 4110015.22776886, 4106984.94884656,
       4104573.36421656, 4102654.15460689, 4101126.79144492,
       4099911.27115114]), 575: array([1183505.38230942, 1617620.06998495, 1829224.75266825,
       1932369.25112615, 1982645.96252602, 2007152.82180576,
       2019098.43509339, 2024921.19986258, 2027759.44589826,
       2029142.91936462, 2029817.27909527, 2030145.98872171,
       2030306.21480521, 2030384.31534067, 2030422.38463317,
       2030440.94111326, 2030449.98627619, 2030454.39524665,
       2030456.54435337, 2030457.59191306, 2030458.10253511,
       2030458.35143252, 2030458.47275496, 2030458.53189233,
       2030458.56071822, 2030458.5747691 , 2030458.58161805,
       2030458.58495651]), 580: array([ 78683.87818012,  93485.50816303, 106902.50631723, 119064.39927617,
       130088.59698752, 140081.52617948, 149139.65779596, 157350.4383194 ,
       164793.13397217, 171539.59594634, 177654.95404943, 183198.24546235,
       188222.98467968, 192777.6801343 , 196906.30249401, 200648.70915083,
       204041.02900105, 207116.01123082, 209903.34147408, 212429.9283954 ,
       214720.16346404, 216796.15642725, 218677.94875605, 220383.70712396,
       221929.89878665, 223331.4505555 , 224601.89289984, 225753.49056907]), 585: array([180213.72765299, 223220.10850349, 244392.93179657, 254816.69769675,
       259948.50718847, 262474.99031476, 263718.82389778, 264331.18578777,
       264632.66268101, 264781.08523741, 264854.15636075, 264890.13060345,
       264907.84137726, 264916.56071325, 264920.8534009 , 264922.96676909,
       264924.00721868, 264924.51945093, 264924.77163218, 264924.8957856 ,
       264924.95690858, 264924.98700054, 264925.00181535, 264925.00910896,
       264925.01269973, 264925.01446753, 264925.01533786, 264925.01576633]), 590: array([716386.02956436, 696396.47455573, 682054.91060123, 671765.51413533,
       664383.35693348, 659087.00693536, 655287.12533767, 652560.88931444,
       650604.94340842, 649201.64437098, 648194.84342498, 647472.51117945,
       646954.27182439, 646582.45950285, 646315.70167927, 646124.31550856,
       645987.00494782, 645888.49108957, 645817.81203755, 645767.10314761,
       645730.72190811, 645704.6200828 , 645685.89325287, 645672.45763467,
       645662.8182116 , 645655.90237968, 645650.94059611, 645647.38075016]), 595: array([302334.66061374, 365610.17079978, 415112.794426  , 453840.41177234,
       484138.36843519, 507841.5095227 , 526385.29792622, 540892.74599333,
       552242.42518725, 561121.67239936, 568068.21509074, 573502.73608225,
       577754.35011808, 581080.5350639 , 583682.72477363, 585718.50792932,
       587311.17161619, 588557.16759191, 589531.95340786, 590294.56212048,
       590891.17733486, 591357.93008518, 591723.08693113, 592008.76178158,
       592232.25511352, 592407.10168941, 592543.89022281, 592650.90463116]), 600: array([3274292.53318077, 2890180.618368  , 2596492.44473526,
       2371941.36989089, 2200251.83745225, 2068979.71787132,
       1968610.35268925, 1891868.92808813, 1833193.19332456,
       1788330.30645558, 1754028.58656526, 1727801.8305638 ,
       1707749.11214152, 1692417.00183018, 1680694.22182355,
       1671731.1000945 , 1664877.98580896, 1659638.16236011,
       1655631.84513977, 1652568.65459019, 1650226.56937153,
       1648435.83416173, 1647066.65571934, 1646019.79541479,
       1645219.37637274, 1644607.38388427, 1644139.46047631,
       1643781.69086338]), 605: array([ 756320.44229657, 1161591.05633299, 1383045.27658261,
       1504055.7075584 , 1570180.09384663, 1606312.80097558,
       1626056.99215453, 1636845.91765408, 1642741.36874548,
       1645962.8520686 , 1647723.18467762, 1648685.0927751 ,
       1649210.71343522, 1649497.93118406, 1649654.87713674,
       1649740.6379651 , 1649787.5007198 , 1649813.10818909,
       1649827.10101745, 1649834.74719457, 1649838.92533661,
       1649841.20842143, 1649842.45597986, 1649843.13768997,
       1649843.51020053, 1649843.7137535 , 1649843.82498205,
       1649843.88576127]), 610: array([3200810.94341591, 2822444.23796524, 2577227.62643733,
       2418304.58774764, 2315307.76355618, 2248556.29768319,
       2205295.17549645, 2177257.96809764, 2159087.26518959,
       2147310.96951662, 2139678.841003  , 2134732.51600692,
       2131526.84003813, 2129449.26559143, 2128102.80524311,
       2127230.17443438, 2126664.62898086, 2126298.10323275,
       2126060.56065647, 2125906.61110222, 2125806.83755582,
       2125742.17507201, 2125700.26780336, 2125673.10801824,
       2125655.5059661 , 2125644.0982087 , 2125636.70492707,
       2125631.91339694]), 615: array([668842.99548172, 668842.99391433, 668842.99321622, 668842.99290529,
       668842.9927668 , 668842.99270512, 668842.99267765, 668842.99266541,
       668842.99265996, 668842.99265753, 668842.99265645, 668842.99265597,
       668842.99265576, 668842.99265566, 668842.99265562, 668842.9926556 ,
       668842.99265559, 668842.99265559, 668842.99265559, 668842.99265559,
       668842.99265559, 668842.99265559, 668842.99265559, 668842.99265559,
       668842.99265559, 668842.99265559, 668842.99265559, 668842.99265559]), 620: array([548169.71088447, 566014.33950835, 574378.07810891, 578298.14418889,
       580135.4706293 , 580996.62153333, 581400.24108791, 581589.41669475,
       581678.08288996, 581719.6405427 , 581739.11852409, 581748.24781158,
       581752.52668876, 581754.53218918, 581755.47216286, 581755.91272648,
       581756.11921769, 581756.21599967, 581756.26136118, 581756.28262201,
       581756.29258692, 581756.29725745, 581756.29944652, 581756.30047253,
       581756.30095342, 581756.30117881, 581756.30128445, 581756.30133397]), 625: array([1309237.42907015,  943972.06692973,  763446.5614763 ,
        674225.24049407,  630129.28797026,  608335.69639846,
        597564.62544038,  592241.22708257,  589610.23800208,
        588309.92134786,  587667.26440422,  587349.64334948,
        587192.66514297,  587115.08162968,  587076.73744378,
        587057.78655421,  587048.42043501,  587043.79140753,
        587041.50359813,  587040.37289156,  587039.81406119,
        587039.53786984,  587039.40136748,  587039.33390377,
        587039.3005611 ,  587039.28408212,  587039.27593769,
        587039.27191246]), 630: array([1726871.85238294, 1375383.21444921, 1195180.0294069 ,
       1102792.44017987, 1055426.64783175, 1031142.88522321,
       1018692.94831317, 1012310.04416595, 1009037.62072743,
       1007359.89615035, 1006499.75081481, 1006058.76663399,
       1005832.6803673 , 1005716.76917998, 1005657.34317617,
       1005626.87631606, 1005611.25639372, 1005603.24828349,
       1005599.1426402 , 1005597.03773575, 1005595.95858141,
       1005595.40531446, 1005595.12166243, 1005594.9762381 ,
       1005594.90168113, 1005594.86345684, 1005594.84385979,
       1005594.83381267]), 635: array([51109599.96177517, 51990440.65427245, 52864880.21964331,
       53732965.17529871, 54594741.70060454, 55450255.63933822,
       56299552.50212739, 57142677.46887101, 57979675.39114274,
       58810590.79457689, 59635467.88123709, 60454350.53196766,
       61267282.30872795, 62074306.45690968, 62875465.90763749,
       63670803.28005271, 64460360.88358055, 65244180.72018088,
       66022304.48658257, 66794773.57650159, 67561629.08284312,
       68322911.79988745, 69078662.22546017, 69828920.56308651,
       70573726.72413005, 71313120.3299159 , 72047140.71383834,
       72775826.92345333]), 640: array([21288832.06627537, 21170561.25849718, 21109626.07783614,
       21078231.21115731, 21062056.0288884 , 21053722.29318221,
       21049428.60735747, 21047216.4256167 , 21046076.67104361,
       21045489.44963095, 21045186.90292867, 21045031.02559674,
       21044950.71487966, 21044909.33739906, 21044888.01900019,
       21044877.03538968, 21044871.37644219, 21044868.46085386,
       21044866.95869195, 21044866.18475197, 21044865.7860046 ,
       21044865.58056302, 21044865.47471593, 21044865.42018167,
       21044865.39208467, 21044865.3776086 , 21044865.37015028,
       21044865.36630762]), 645: array([ 7996692.69392674, 10693688.60654267, 12528124.5921828 ,
       13775866.70764914, 14624552.84273122, 15201810.07157083,
       15594447.46067505, 15861510.58543224, 16043160.91875324,
       16166715.39159795, 16250754.36626338, 16307915.78745851,
       16346795.70104687, 16373240.94416773, 16391228.40399403,
       16403463.06977209, 16411784.81437339, 16417445.07796093,
       16421295.06199859, 16423913.73458529, 16425694.89680552,
       16426906.40330346, 16427730.44278615, 16428290.93591615,
       16428672.17074211, 16428931.47809977, 16429107.85313467,
       16429227.81946814]), 650: array([ 1176464.94361131,  2305988.21755625,  3435511.49150118,
        4565034.76544612,  5694558.03939106,  6824081.31333599,
        7953604.58728093,  9083127.86122587, 10212651.13517081,
       11342174.40911575, 12471697.68306068, 13601220.95700562,
       14730744.23095056, 15860267.50489549, 16989790.77884043,
       18119314.05278537, 19248837.32673031, 20378360.60067525,
       21507883.87462019, 22637407.14856513, 23766930.42251007,
       24896453.69645501, 26025976.97039995, 27155500.24434488,
       28285023.51828982, 29414546.79223476, 30544070.06617969,
       31673593.34012463]), 655: array([641829.28571604, 686581.05147075, 708087.71777785, 718423.32549845,
       723390.38015159, 725777.43203999, 726924.59411407, 727475.89374462,
       727740.83562992, 727868.16058843, 727929.35002641, 727958.75625882,
       727972.88821578, 727979.6797083 , 727982.94354295, 727984.51206659,
       727985.26586287, 727985.62811997, 727985.80221238, 727985.88587718,
       727985.92608455, 727985.94540728, 727985.95469334, 727985.95915601,
       727985.96130066, 727985.96233134, 727985.96282665, 727985.96306469]), 660: array([657780.57965677, 656371.30600975, 655128.99393452, 654033.86291044,
       653068.47588425, 652217.4616313 , 651467.27000964, 650805.95620993,
       650222.99056615, 649709.09089859, 649256.07471977, 648856.72895012,
       648504.69506878, 648194.36787107, 647920.8062205 , 647679.65437427,
       647467.07262964, 647279.67618688, 647114.4812553 , 646968.85754432,
       646840.48638307, 646727.32380171, 646627.56798665, 646539.63059148,
       646462.11144668, 646393.77626576, 646333.53699243, 646280.43447624]), 665: array([609037.28387305, 611612.91730288, 613985.08226143, 616169.85223895,
       618182.03096094, 620035.25269636, 621742.07464171, 623314.06200697,
       624761.86638005, 626095.29790058, 627323.39173217, 628454.46928357,
       629496.19459346, 630455.62626099, 631339.26527402, 632153.09905892,
       632902.64205066, 633592.97305791, 634228.76967642, 634814.3399838 ,
       635353.65173051, 635850.35922486, 636307.82809411, 636729.15808955,
       637117.20409004, 637474.59544628, 637803.75379698, 638106.90947756]), 670: array([59462144.10299786, 60365519.10515332, 61268894.10730879,
       62172269.10946426, 63075644.11161973, 63979019.11377519,
       64882394.11593066, 65785769.11808614, 66689144.12024161,
       67592519.12239708, 68495894.12455256, 69399269.12670802,
       70302644.12886348, 71206019.13101897, 72109394.13317445,
       73012769.13532992, 73916144.13748538, 74819519.13964085,
       75722894.14179632, 76626269.14395179, 77529644.14610726,
       78433019.14826272, 79336394.1504182 , 80239769.15257367,
       81143144.15472913, 82046519.1568846 , 82949894.15904006,
       83853269.16119553]), 675: array([20774696.29220859, 18552493.0896963 , 17374751.97939312,
       16750563.28173936, 16419750.73994195, 16244424.05071829,
       16151503.00308475, 16102255.95957103, 16076155.61571344,
       16062322.74574036, 16054991.49015475, 16051106.01240746,
       16049046.75568828, 16047955.37426461, 16047376.95516764,
       16047070.39996661, 16046907.92937776, 16046821.82190952,
       16046776.18598156, 16046751.99948575, 16046739.18093234,
       16046732.38725239, 16046728.78668331, 16046726.87842477,
       16046725.86707057, 16046725.33106495, 16046725.04698838,
       16046724.8964312 ]), 680: array([15147659.41138552, 15454368.29782752, 15669603.48781023,
       15820646.34654284, 15926641.77032067, 16001024.8292492 ,
       16053223.68141062, 16089854.60525561, 16115560.62226896,
       16133600.00651944, 16146259.27551346, 16155143.00952774,
       16161377.23443235, 16165752.14706466, 16168822.27379786,
       16170976.75754418, 16172488.68217027, 16173549.68626413,
       16174294.25359754, 16174816.7591347 , 16175183.43119257,
       16175440.74597387, 16175621.31849161, 16175748.03656819,
       16175836.96189932, 16175899.36589669, 16175943.15835534,
       16175973.89003145]), 685: array([12191911.44108536, 13409062.11867639, 14546830.89642029,
       15610395.0183012 , 16604594.07128921, 17533952.0071457 ,
       18402697.72797856, 19214784.32921889, 19973907.08758116,
       20683520.2758586 , 21346852.88106681, 21966923.2974586 ,
       22546553.06126858, 23088379.68968512, 23594868.68247172,
       24068324.74084904, 24510902.25468782, 24924615.10573261,
       25311345.83146478, 25672854.19130333, 26010785.17412278,
       26326676.48352521, 26621965.53492687, 26897995.99629863,
       27156023.90232307, 27397223.36978941, 27622691.94023362,
       27833455.57413448]), 690: array([1056072.33647808, 1098790.86594894, 1119541.73452939,
       1129621.6355039 , 1134518.02831089, 1136896.49041889,
       1138051.84747912, 1138613.07144486, 1138885.69049101,
       1139018.11738092, 1139082.44480564, 1139113.69236854,
       1139128.87112304, 1139136.24432487, 1139139.82591684,
       1139141.56570389, 1139142.41081941, 1139142.82134106,
       1139143.02075525, 1139143.11762229, 1139143.16467623,
       1139143.18753306, 1139143.19863595, 1139143.20402927,
       1139143.20664912, 1139143.20792173, 1139143.20853991,
       1139143.2088402 ]), 695: array([5285462.76384751, 4480130.57737929, 3888988.9519418 ,
       3455070.59229274, 3136559.53717768, 2902761.42752276,
       2731145.54417935, 2605173.56151787, 2512705.77761285,
       2444831.23218095, 2395008.97276225, 2358437.71445343,
       2331593.14839209, 2311888.31021188, 2297424.2787643 ,
       2286807.18037438, 2279013.86364731, 2273293.30013948,
       2269094.20904732, 2266011.93123042, 2263749.43291066,
       2262088.68104111, 2260869.63183866, 2259974.80764173,
       2259317.97579129, 2258835.83853882, 2258481.93315183,
       2258222.15438074]), 700: array([25053729.21430838, 23420432.15548964, 21966864.86942421,
       20673249.69776175, 19521985.33704197, 18497407.3502515 ,
       17585575.03194775, 16774081.72697473, 16051886.02191237,
       15409161.51240102, 14837163.10223195, 14328108.01503029,
       13875069.89954095, 13471884.5876833 , 13113066.22309123,
       12793732.61895939, 12509538.82959255, 12256618.03181351,
       12031528.91184468, 11831208.84179412, 11652932.20865158,
       11494273.32880683, 11353073.44349455, 11227411.34609595,
       11115577.24164401, 11016049.48285693, 10927473.86616358,
       10848645.2060167 ]), 705: array([14118879.65572652, 12012432.16013991, 10712338.97896752,
        9909925.30225718,  9414677.9477628 ,  9109012.7413331 ,
        8920357.07750407,  8803919.35824092,  8732054.34135231,
        8687699.4648992 ,  8660323.76597993,  8643427.56535336,
        8632999.28016308,  8626562.97330254,  8622590.50369252,
        8620138.70716628,  8618625.46558201,  8617691.4973396 ,
        8617115.05489519,  8616759.27631876,  8616539.69083077,
        8616404.16331527,  8616320.51613245,  8616268.88933793,
        8616237.02543264,  8616217.35912427,  8616205.22113676,
        8616197.72960666]), 710: array([3201252.79441563, 4844789.93827168, 5693872.62641617,
       6132524.96475956, 6359141.143161  , 6476215.39040477,
       6536698.18322381, 6567944.74951241, 6584087.32261992,
       6592426.88428966, 6596735.26117482, 6598961.05098484,
       6600110.93652421, 6600704.98936231, 6601011.8884078 ,
       6601170.43831798, 6601252.34823066, 6601294.66445643,
       6601316.52582711, 6601327.81982886, 6601333.65452594,
       6601336.66884192, 6601338.22609514, 6601339.03060191,
       6601339.44622548, 6601339.66094455, 6601339.77187253,
       6601339.82918004]), 715: array([8212666.20023998, 6586596.32333291, 5674851.01872226,
       5163630.98304905, 4876987.41762337, 4716264.97353577,
       4626147.11585727, 4575617.59386881, 4547285.44463496,
       4531399.47048321, 4522492.12735625, 4517497.73665515,
       4514697.35744895, 4513127.17118042, 4512246.76008738,
       4511753.10929684, 4511476.31689278, 4511321.11804288,
       4511234.09729139, 4511185.30433193, 4511157.94588177,
       4511142.60586543, 4511134.00464351, 4511129.18189646,
       4511126.47775869, 4511124.96153546, 4511124.11138171,
       4511123.63469636]), 720: array([17450763.97223422, 14161078.83811173, 12081266.82453037,
       10766363.47193604,  9935052.36527185,  9409479.0182272 ,
        9077199.87398222,  8867125.61827459,  8734312.00756365,
        8650344.29276367,  8597258.03834299,  8563695.72912533,
        8542476.89173861,  8529061.87142151,  8520580.5975973 ,
        8515218.54789621,  8511828.54097122,  8509685.30329306,
        8508330.30082648,  8507473.63816926,  8506932.03700884,
        8506589.62472495,  8506373.14407329,  8506236.28019675,
        8506149.75181393,  8506095.04664831,  8506060.46082747,
        8506038.5949033 ]), 725: array([8794774.0130529 , 9064735.95081897, 9263404.21616573,
       9409606.60300032, 9517198.71328942, 9596377.052625  ,
       9654645.35318249, 9697525.70250971, 9729081.87183045,
       9752304.43969249, 9769394.20913267, 9781970.77780733,
       9791226.0272817 , 9798037.07766028, 9803049.41226974,
       9806738.05012158, 9809452.56346957, 9811450.20677651,
       9812920.29672273, 9814002.15375019, 9814798.30546246,
       9815384.20316692, 9815815.3723961 , 9816132.67506307,
       9816366.1819454 , 9816538.02249316, 9816664.48203713,
       9816757.54514982]), 730: array([2494915.00777813, 3034524.9641407 , 3300721.19247758,
       3432039.06596243, 3496819.7880798 , 3528776.91506245,
       3544541.75885556, 3552318.75019638, 3556155.2356769 ,
       3558047.82115081, 3558981.45684269, 3559442.03081263,
       3559669.23761678, 3559781.32152776, 3559836.61389961,
       3559863.89030671, 3559877.34609381, 3559883.98399908,
       3559887.2585594 , 3559888.87394028, 3559889.67082753,
       3559890.06394182, 3559890.25786993, 3559890.35353705,
       3559890.40073082, 3559890.42401208, 3559890.43549702,
       3559890.44116268]), 735: array([7302796.40122794, 6657030.5785329 , 6168431.1609541 ,
       5798747.00848218, 5519036.53877652, 5307401.96818478,
       5147274.99289966, 5026119.70082111, 4934451.16856723,
       4865092.91222188, 4812615.05962636, 4772909.26022844,
       4742867.05331919, 4720136.51496803, 4702938.13219627,
       4689925.48967129, 4680079.86245563, 4672630.46275964,
       4666994.09702944, 4662729.50928532, 4659502.83637269,
       4657061.47070975, 4655214.28431634, 4653816.6659162 ,
       4652759.19970739, 4651959.09949215, 4651353.72756717,
       4650895.69098554]), 740: array([5079412.11391798, 4461225.05704762, 4175461.53286049,
       4043364.31269341, 3982300.97150769, 3954073.79434192,
       3941025.4822896 , 3934993.76163915, 3932205.53478965,
       3930916.64735357, 3930320.84546493, 3930045.4297222 ,
       3929918.11587377, 3929859.2636969 , 3929832.0586539 ,
       3929819.48283421, 3929813.66952816, 3929810.98226578,
       3929809.74005024, 3929809.16582293, 3929808.90038026,
       3929808.77767658, 3929808.7209555 , 3929808.69473558,
       3929808.68261514, 3929808.67701234, 3929808.67442238,
       3929808.67322515]), 745: array([2284987.99174219, 3256675.17430587, 3683511.35018979,
       3871009.0596507 , 3953371.78577223, 3989551.5272404 ,
       4005444.31945774, 4012425.59777025, 4015492.28650625,
       4016839.40080002, 4017431.15205902, 4017691.09255118,
       4017805.27745309, 4017855.43582479, 4017877.46905519,
       4017887.14766366, 4017891.39921736, 4017893.26681112,
       4017894.08719508, 4017894.4475678 , 4017894.60586989,
       4017894.67540776, 4017894.70595389, 4017894.71937199,
       4017894.7252662 , 4017894.72785537, 4017894.72899272,
       4017894.72949233]), 750: array([4059703.44526217, 4891086.54741433, 5284874.62596729,
       5471393.99400472, 5559739.67166192, 5601584.97085435,
       5621405.17158107, 5630793.09243308, 5635239.72035269,
       5637345.88423788, 5638343.47755835, 5638815.99180098,
       5639039.80014543, 5639145.80790249, 5639196.01891937,
       5639219.80157721, 5639231.06633242, 5639236.40193078,
       5639238.92915922, 5639240.12619153, 5639240.69317088,
       5639240.96172302, 5639241.08892386, 5639241.14917307,
       5639241.17771036, 5639241.19122717, 5639241.19762946,
       5639241.20066193]), 755: array([8405516.06898832, 7591352.75420425, 7157889.63687838,
       6927112.50571804, 6804246.03302907, 6738831.53534844,
       6704004.65041262, 6685462.7070004 , 6675590.91783133,
       6670335.14613404, 6667536.95670142, 6666047.19181972,
       6665254.03629677, 6664831.7577941 , 6664606.93538706,
       6664487.23922828, 6664423.51261573, 6664389.58436616,
       6664371.52085905, 6664361.90379088, 6664356.78363345,
       6664354.05764548, 6664352.60632088, 6664351.83363109,
       6664351.4222486 , 6664351.20322727, 6664351.08661962,
       6664351.02453734]), 760: array([11135421.61755467,  8575851.02661777,  7281916.9561794 ,
        6627797.32198392,  6297121.66731545,  6129955.93359626,
        6045449.00925708,  6002728.41034974,  5981131.96029228,
        5970214.35457012,  5964695.20145064,  5961905.11615799,
        5960494.65049927,  5959781.6209085 ,  5959421.16463353,
        5959238.94396857,  5959146.82635808,  5959100.2583458 ,
        5959076.71692136,  5959064.81607703,  5959058.79986946,
        5959055.75850934,  5959054.22101726,  5959053.44377229,
        5959053.05085335,  5959052.85222191,  5959052.7518082 ,
        5959052.70104627]), 765: array([7468574.56772406, 6451629.35188149, 5977065.09334525,
       5755606.52117089, 5652261.40339741, 5604034.71583797,
       5581529.41086503, 5571027.16039841, 5566126.21526586,
       5563839.15657604, 5562771.88540504, 5562273.83620432,
       5562041.41822745, 5561932.95883048, 5561882.34553047,
       5561858.7264969 , 5561847.70451756, 5561842.56103749,
       5561840.16079826, 5561839.04071063, 5561838.51801428,
       5561838.27409455, 5561838.16026778, 5561838.10714976,
       5561838.08236188, 5561838.07079445, 5561838.06539644,
       5561838.06287741]), 770: array([9586902.6503575 , 8763183.84127355, 8337368.64728718,
       8117246.71073544, 8003456.34431455, 7944633.27700452,
       7914225.13827893, 7898505.88147988, 7890379.93084067,
       7886179.28225816, 7884007.78881732, 7882885.25174452,
       7882304.96471436, 7882004.98973311, 7881849.91994057,
       7881769.75778686, 7881728.31856918, 7881706.89687974,
       7881695.82309977, 7881690.09859317, 7881687.13935287,
       7881685.60959604, 7881684.81879984, 7881684.41000374,
       7881684.19867969, 7881684.08943733, 7881684.03296532,
       7881684.00377254]), 775: array([8006995.37098533, 8102626.6744004 , 8175414.81503358,
       8230816.27070381, 8272984.14672976, 8305079.50861203,
       8329508.34761069, 8348101.94306576, 8362254.14211072,
       8373025.84779252, 8381224.54842742, 8387464.85001813,
       8392214.54947383, 8395829.70245826, 8398581.31468611,
       8400675.65754933, 8402269.73101083, 8403483.03292299,
       8404406.51704438, 8405109.41128194, 8405644.40727998,
       8406051.61038766, 8406361.54610965, 8406597.4484148 ,
       8406777.00144345, 8406913.66517838, 8407017.68445661,
       8407096.85696166]), 780: array([18098016.53124146, 18763156.11165597, 19428295.69207047,
       20093435.27248497, 20758574.85289947, 21423714.43331396,
       22088854.01372845, 22753993.59414294, 23419133.17455741,
       24084272.75497189, 24749412.33538636, 25414551.91580083,
       26079691.49621531, 26744831.07662977, 27409970.65704423,
       28075110.23745869, 28740249.81787314, 29405389.3982876 ,
       30070528.97870204, 30735668.55911649, 31400808.13953093,
       32065947.71994537, 32731087.3003598 , 33396226.88077424,
       34061366.46118867, 34726506.04160309, 35391645.62201751,
       36056785.20243193]), 785: array([5858183.98187778, 7116351.99207295, 7745233.64400437,
       8059573.32593178, 8216692.61114349, 8295226.98400431,
       8334481.53962637, 8354102.50406466, 8363909.83061283,
       8368811.91655895, 8371262.17112172, 8372486.90432476,
       8373099.07395049, 8373405.06030713, 8373558.00427318,
       8373634.45165799, 8373672.66305523, 8373691.76260826,
       8373701.30931296, 8373706.08112989, 8373708.4662709 ,
       8373709.6584578 , 8373710.25435951, 8373710.55221453,
       8373710.70109413, 8373710.77550999, 8373710.81270595,
       8373710.83129795]), 790: array([18885041.43426812, 18131148.151378  , 17498572.92514921,
       16967793.00454242, 16522427.2797433 , 16148730.72279917,
       15835170.18390747, 15572068.45143753, 15351305.59054516,
       15166068.34299131, 15010639.85405695, 14880223.23703507,
       14770793.53008722, 14678973.47650708, 14601929.2946792 ,
       14537283.22095037, 14483040.1262818 , 14437525.94190044,
       14399335.99362118, 14367291.65031598, 14340403.94860051,
       14317843.07111102, 14298912.73639956, 14283028.71005994,
       14269700.77388748, 14258517.59659859, 14249134.03918532,
       14241260.50311829]), 795: array([10869352.2154813 , 11121129.53008408, 11369142.44389694,
       11613447.23964465, 11854099.35855154, 12091153.41292294,
       12324663.19853868, 12554681.70686116, 12781261.137061  ,
       13004452.90786281, 13224307.66921388, 13440875.3137784 ,
       13654204.98825989, 13864345.10455422, 14071343.35073597,
       14275246.70188053, 14476101.43072436, 14673953.11816585,
       14868846.66360924, 15060826.29515385, 15249935.57963095,
       15436217.43249058, 15619714.12754058, 15800467.30653995,
       15978517.98864884, 16153906.5797372 , 16326672.88155426,
       16496856.10076096]), 800: array([18889791.90255722, 15097616.56422086, 12963765.02126429,
       11763049.86409656, 11087409.1929303 , 10707227.17073382,
       10493299.3002403 , 10372922.39890898, 10305186.49175157,
       10267071.5953911 , 10245624.39868946, 10233556.09232419,
       10226765.27389918, 10222944.09025621, 10220793.91578246,
       10219584.0157359 , 10218903.20674084, 10218520.11651031,
       10218304.55219522, 10218183.25446889, 10218115.00041485,
       10218076.593958  , 10218054.98270063, 10218042.82207756,
       10218035.97931267, 10218032.12889882, 10218029.96227655,
       10218028.74312136]), 805: array([2717741.67551075, 4536159.01259029, 5753334.20494783,
       6568062.16573046, 7113408.18843025, 7478440.81133028,
       7722778.92004448, 7886328.9909826 , 7995802.80922826,
       8069080.16589671, 8118129.07171149, 8150960.43014207,
       8172936.41673119, 8187646.25542357, 8197492.42790271,
       8204083.0584675 , 8208494.56063582, 8211447.44218332,
       8213423.98194254, 8214746.99790404, 8215632.57140501,
       8216225.3385737 , 8216622.11299829, 8216887.69778827,
       8217065.46953034, 8217184.4627614 , 8217264.1120289 ,
       8217317.42603472]), 810: array([1941709.0386261 , 2319804.87513919, 2492943.09453443,
       2572226.81077899, 2608532.53047222, 2625157.70074524,
       2632770.72395321, 2636256.89109697, 2637853.28204734,
       2638584.30381462, 2638919.05441196, 2639072.34391363,
       2639142.53847493, 2639174.68207499, 2639189.40132113,
       2639196.14158066, 2639199.22809054, 2639200.64146983,
       2639201.28868662, 2639201.58506111, 2639201.72077737,
       2639201.78292476, 2639201.81138339, 2639201.82441521,
       2639201.83038276, 2639201.83311543, 2639201.83436678,
       2639201.8349398 ]), 815: array([2122318.09442125, 2311377.10669142, 2402365.79887026,
       2446156.05253237, 2467231.04844529, 2477373.84086108,
       2482255.2765878 , 2484604.5719078 , 2485735.22051398,
       2486279.36933161, 2486541.25258527, 2486667.28950077,
       2486727.94746132, 2486757.14040184, 2486771.19012868,
       2486777.95186014, 2486781.20608799, 2486782.77225472,
       2486783.52600595, 2486783.88876485, 2486784.06335032,
       2486784.14737331, 2486784.18781118, 2486784.20727276,
       2486784.21663907, 2486784.2211468 , 2486784.22331624,
       2486784.22436034]), 820: array([2370354.25886706, 2370354.24552587, 2370354.23897615,
       2370354.23576063, 2370354.234182  , 2370354.23340699,
       2370354.23302651, 2370354.23283971, 2370354.23274801,
       2370354.23270299, 2370354.23268089, 2370354.23267003,
       2370354.23266471, 2370354.23266209, 2370354.23266081,
       2370354.23266018, 2370354.23265987, 2370354.23265972,
       2370354.23265964, 2370354.2326596 , 2370354.23265959,
       2370354.23265958, 2370354.23265957, 2370354.23265957,
       2370354.23265957, 2370354.23265957, 2370354.23265957,
       2370354.23265957]), 825: array([40903502.06473807, 34380059.86059613, 29434843.88596333,
       25686031.48440083, 22844174.93168429, 20689853.02887265,
       19056729.47923484, 17818709.97764561, 16880206.40474987,
       16168756.41934383, 15629428.60392325, 15220581.18182328,
       14910646.83432917, 14675695.37184175, 14497586.07169062,
       14362567.02365202, 14260213.33792208, 14182622.2340394 ,
       14123802.86316087, 14079213.75155632, 14045412.15109736,
       14019788.22291238, 14000363.5303915 , 13985638.28308332,
       13974475.53710658, 13966013.41113113, 13959598.54007938,
       13954735.62847419]), 830: array([18270660.46370699, 16975519.02302842, 16311745.70588546,
       15971555.04970498, 15797203.83738052, 15707847.04674932,
       15662050.77194598, 15638579.70980231, 15626550.54890401,
       15620385.48014695, 15617225.81896187, 15615606.46008724,
       15614776.52199855, 15614351.17018689, 15614133.17300596,
       15614021.44720724, 15613964.18658558, 15613934.83992769,
       15613919.7994635 , 15613912.09107082, 15613908.14044024,
       15613906.11570141, 15613905.07800192, 15613904.54617026,
       15613904.27360105, 15613904.13390653, 15613904.06231165,
       15613904.02561854]), 835: array([17872773.48620778, 16513345.29467873, 15609357.16168285,
       15008226.07606205, 14608487.88381158, 14342671.28213202,
       14165909.42374997, 14048366.89863583, 13970203.85296143,
       13918227.24531951, 13883664.00998684, 13860680.26228074,
       13845396.60455791, 13835233.32760345, 13828474.98478223,
       13823980.8439757 , 13820992.34485347, 13819005.06243665,
       13817683.56584498, 13816804.80134377, 13816220.44338669,
       13815831.85893486, 13815573.45931116, 13815401.62957066,
       13815287.36678923, 13815211.38469683, 13815160.8583724 ,
       13815127.25954168]), 840: array([42061404.29587419, 39298076.91227624, 37070887.48432903,
       35275815.07365388, 33829020.77805729, 32662932.0334904 ,
       31723086.63574165, 30965589.08181613, 30355060.42936159,
       29862985.922274  , 29466383.20829486, 29146728.94766962,
       28889093.68009742, 28681444.54391146, 28514083.28097142,
       28379193.27927258, 28270474.4978851 , 28182849.22338352,
       28112224.91511326, 28055303.06297614, 28009425.13043313,
       27972448.38748824, 27942645.83443007, 27918625.54226672,
       27899265.64264717, 27883661.93097164, 27871085.63549294,
       27860949.38001372]), 845: array([22301987.76215209, 18842299.15482098, 16864891.54013068,
       15734691.30582359, 15088717.98189268, 14719507.71050551,
       14508483.16901475, 14387870.71437183, 14318933.87834213,
       14279532.5795637 , 14257012.5099632 , 14244141.01713086,
       14236784.23135391, 14232579.41240455, 14230176.1206773 ,
       14228802.50359751, 14228017.40378607, 14227568.67486228,
       14227312.20091576, 14227165.6115569 , 14227081.82745164,
       14227033.94009918, 14227006.56977019, 14226990.92607993,
       14226981.98482661, 14226976.87439489, 14226973.95349427,
       14226972.28403445]), 850: array([ 5902860.48373123,  8937840.88276691, 10574330.47096182,
       11456740.83945095, 11932544.69670371, 12189102.55080535,
       12327440.92595279, 12402034.26126677, 12442255.67970783,
       12463943.44168552, 12475637.68415213, 12481943.32818348,
       12485343.3899458 , 12487176.73479213, 12488165.29134212,
       12488698.33020522, 12488985.74970546, 12489140.72896653,
       12489224.29522192, 12489269.35492211, 12489293.6515305 ,
       12489306.75248715, 12489313.81664452, 12489317.62570371,
       12489319.67958377, 12489320.78705495, 12489321.38421369,
       12489321.70620722]), 855: array([4397209.68350836, 6099023.89960374, 7072068.21556764,
       7628424.62149896, 7946531.87041103, 8128415.67858076,
       8232411.16999903, 8291872.55000946, 8325870.71343489,
       8345309.80341395, 8356424.46906473, 8362779.48839236,
       8366413.09033087, 8368490.67064446, 8369678.56630074,
       8370357.76800523, 8370746.11436625, 8370968.15870907,
       8371095.11674223, 8371167.70738776, 8371209.21245592,
       8371232.94376   , 8371246.51257987, 8371254.27080808,
       8371258.70672111, 8371261.24303789, 8371262.69322476,
       8371263.5223964 ]), 860: array([6199831.53953026, 5941675.96599226, 5797826.32457264,
       5717670.31998609, 5673005.73126782, 5648117.69579672,
       5634249.5660907 , 5626521.95650229, 5622215.97211819,
       5619816.58828494, 5618479.60183405, 5617734.60524573,
       5617319.47769058, 5617088.16000438, 5616959.26499058,
       5616887.44201476, 5616847.42076255, 5616825.12009052,
       5616812.6936934 , 5616805.76944712, 5616801.91111344,
       5616799.76116986, 5616798.5631767 , 5616797.89563005,
       5616797.52365921, 5616797.31638934, 5616797.20089427,
       5616797.13653802]), 865: array([2186623.19874282, 3485910.38140477, 4257944.58308907,
       4716685.97338676, 4989269.31582567, 5151237.86749036,
       5247479.30137123, 5304665.79529395, 5338645.91129286,
       5358836.837578  , 5370834.25113201, 5377963.09356119,
       5382199.03942996, 5384716.03115497, 5386211.62329425,
       5387100.30156239, 5387628.35265567, 5387942.11970401,
       5388128.55954265, 5388239.34177302, 5388305.16838313,
       5388344.28244125, 5388367.52394708, 5388381.33400974,
       5388389.53992514, 5388394.41586591, 5388397.3131415 ,
       5388399.03469765]), 870: array([2591646.02441519, 2591810.61162592, 2591930.71690167,
       2592018.36209111, 2592082.31997459, 2592128.99236911,
       2592163.05091344, 2592187.90467238, 2592206.04136451,
       2592219.27636862, 2592228.93443264, 2592235.98227333,
       2592241.12533911, 2592244.87842132, 2592247.61718196,
       2592249.61575524, 2592251.07418687, 2592252.1384575 ,
       2592252.9150945 , 2592253.48183477, 2592253.89540576,
       2592254.19720357, 2592254.4174364 , 2592254.57814832,
       2592254.69542565, 2592254.78100718, 2592254.84345914,
       2592254.88903261]), 875: array([9023660.30730638, 7783856.95792264, 7093949.45023113,
       6710039.88150341, 6496407.53902626, 6377528.55952199,
       6311376.53589061, 6274565.23208589, 6254081.01991191,
       6242682.26721859, 6236339.25720385, 6232809.5924125 ,
       6230845.4565353 , 6229752.48313071, 6229144.28138814,
       6228805.8382402 , 6228617.50638192, 6228512.70624323,
       6228454.38860558, 6228421.9368655 , 6228403.87859914,
       6228393.82980104, 6228388.23799387, 6228385.12634738,
       6228383.39482417, 6228382.43129164, 6228381.89511924,
       6228381.59675793]), 880: array([14548560.90999418, 13506481.25704117, 12981171.06806591,
       12716363.29271087, 12582874.24307855, 12515582.69037453,
       12481661.15840025, 12464561.38457659, 12455941.42410304,
       12451596.11992932, 12449405.66111921, 12448301.45538194,
       12447744.82756288, 12447464.23263523, 12447322.78531492,
       12447251.48201449, 12447215.53816882, 12447197.41895086,
       12447188.28509071, 12447183.68073078, 12447181.3596825 ,
       12447180.18964689, 12447179.59983436, 12447179.30251109,
       12447179.15263105, 12447179.07707683, 12447179.03899011,
       12447179.01979067]), 885: array([61494076.97876642, 56474263.5892833 , 52567838.20817557,
       49527852.83937006, 47162132.22756845, 45321125.3363734 ,
       43888451.3525903 , 42773542.57434201, 41905919.09692478,
       41230733.36581205, 40705302.94194282, 40296412.29510937,
       39978213.05602327, 39730589.98971182, 39537889.39386629,
       39387929.53676429, 39271230.57875963, 39180415.29617296,
       39109742.72383546, 39054745.23510295, 39011946.1170457 ,
       38978639.78708965, 38952720.75731767, 38932550.53426374,
       38916854.0401579 , 38904639.00780272, 38895133.25356028,
       38887735.86310808]), 890: array([60864018.37936818, 56009981.36651533, 52487946.25492438,
       49932396.86491489, 48078118.73370463, 46732675.20546512,
       45756436.38928492, 45048088.39383693, 44534118.98969211,
       44161188.52317768, 43890594.3365722 , 43694254.2131464 ,
       43551792.00968799, 43448423.02397021, 43373419.64097507,
       43318998.02290797, 43279510.30389093, 43250858.45544264,
       43230068.99380901, 43214984.39234619, 43204039.17378774,
       43196097.44529149, 43190335.01568156, 43186153.86103431,
       43183120.06186146, 43180918.77102251, 43179321.53894433,
       43178162.60516492]), 895: array([48261898.21781314, 47406281.17542988, 46722816.36991459,
       46176866.3511107 , 45740762.80835804, 45392404.36261956,
       45114136.48625389, 44891856.785663  , 44714300.30325448,
       44572468.6183931 , 44459173.81463408, 44368674.20186179,
       44296383.3320232 , 44238637.56160568, 44192510.3811117 ,
       44155664.10189608, 44126231.3839737 , 44102720.6007212 ,
       44083940.24443188, 44068938.54165719, 44056955.21808904,
       44047382.9684654 , 44039736.67882495, 44033628.84131921,
       44028749.91562442, 44024852.64168533, 44021739.50877322,
       44019252.74579991]), 900: array([ 9098377.01446104, 11748705.19469804, 13174420.75514888,
       13941369.11817381, 14353940.74737076, 14575879.2212295 ,
       14695268.63798273, 14759492.89160063, 14794041.63859135,
       14812626.76572619, 14822624.43512679, 14828002.573932  ,
       14830895.68590131, 14832452.0043918 , 14833289.2091974 ,
       14833739.57452481, 14833981.84371244, 14834112.16981816,
       14834182.27734607, 14834219.99093723, 14834240.27855828,
       14834251.19206598, 14834257.06287015, 14834260.22100617,
       14834261.91989149, 14834262.83378859, 14834263.32540972,
       14834263.58987202]), 905: array([5681873.68807376, 5818512.62387624, 5884903.83015745,
       5917162.51429888, 5932836.61875978, 5940452.47654165,
       5944152.92972532, 5945950.9351709 , 5946824.56427033,
       5947249.05008334, 5947455.3026058 , 5947555.51821188,
       5947604.21176277, 5947627.87137022, 5947639.36728731,
       5947644.95301439, 5947647.66705162, 5947648.98576948,
       5947649.62651854, 5947649.93785076, 5947650.08912332,
       5947650.16262483, 5947650.19833832, 5947650.21569107,
       5947650.22412257, 5947650.22821933, 5947650.23020989,
       5947650.23117709]), 910: array([6554950.04068707, 6554950.04583558, 6554950.04840028,
       6554950.04967787, 6554950.05031429, 6554950.05063132,
       6554950.05078925, 6554950.05086792, 6554950.05090711,
       6554950.05092663, 6554950.05093635, 6554950.0509412 ,
       6554950.05094361, 6554950.05094481, 6554950.05094541,
       6554950.05094571, 6554950.05094586, 6554950.05094593,
       6554950.05094597, 6554950.05094599, 6554950.050946  ,
       6554950.050946  , 6554950.050946  , 6554950.050946  ,
       6554950.050946  , 6554950.050946  , 6554950.050946  ,
       6554950.050946  ]), 915: array([4983343.51250127, 5996006.20531386, 6463621.09554597,
       6679550.53297736, 6779259.76577423, 6825302.2656909 ,
       6846563.20351092, 6856380.8171897 , 6860914.27376445,
       6863007.67743541, 6863974.34356694, 6864420.71873233,
       6864626.84035155, 6864722.020651  , 6864765.97183593,
       6864786.2670721 , 6864795.63875598, 6864799.96629659,
       6864801.96461493, 6864802.88737373, 6864803.31347391,
       6864803.5102332 , 6864803.60109027, 6864803.64304513,
       6864803.66241853, 6864803.67136454, 6864803.67549552,
       6864803.67740307]), 920: array([3108575.80257422, 3670323.26319601, 3946013.77106981,
       4081315.2391843 , 4147717.55174529, 4180306.01641529,
       4196299.55622721, 4204148.7543501 , 4208000.92915923,
       4209891.47269346, 4210819.30048734, 4211274.65335254,
       4211498.12826159, 4211607.80372164, 4211661.62948036,
       4211688.0457115 , 4211701.01008551, 4211707.37265073,
       4211710.49522619, 4211712.02770204, 4211712.77979986,
       4211713.1489092 , 4211713.33005811, 4211713.41896111,
       4211713.4625923 , 4211713.48400532, 4211713.49451425,
       4211713.49967175]), 925: array([1368021.40525095, 1543425.90419925, 1692281.5719664 ,
       1818606.78003837, 1925811.68821419, 2016790.30216142,
       2093998.59734681, 2159520.81830405, 2215125.7429933 ,
       2262314.43111355, 2302360.74533759, 2336345.73934388,
       2365186.84095302, 2389662.61817031, 2410433.79669563,
       2428061.09627024, 2443020.36735419, 2455715.43675014,
       2466489.00894249, 2475631.91743428, 2483390.97582239,
       2489975.64055182, 2495563.66521024, 2500305.89900137,
       2504330.35893209, 2507745.68564254, 2510644.07616943,
       2513103.772813  ]), 930: array([12880710.66429625, 11276863.82374474, 10096736.08189004,
        9228385.40657483,  8589443.64749429,  8119303.43444185,
        7773369.21307076,  7518827.09522331,  7331532.26934147,
        7193718.72359605,  7092314.03555139,  7017699.37628974,
        6962797.10811965,  6922399.42916423,  6892674.3828341 ,
        6870802.37428867,  6854708.71534199,  6842866.82813012,
        6834153.4402546 ,  6827742.03581283,  6823024.45552107,
        6819553.20924246,  6816999.02892509,  6815119.63559774,
        6813736.7577896 ,  6812719.22143655,  6811970.50725249,
        6811419.59530941]), 935: array([3097734.03435359, 3114789.15244912, 3130579.76846594,
       3145199.63522934, 3158735.55453432, 3171267.89250948,
       3182871.05677081, 3193613.93819822, 3203560.3199579 ,
       3212769.25619886, 3221295.42267216, 3229189.44135449,
       3236498.18100344, 3243265.03542901, 3249530.18113351,
       3255330.81584944, 3260701.37939172, 3265673.75813545,
       3270277.47433329, 3274539.86139642, 3278486.22617982,
       3282139.99923538, 3285522.87392496, 3288654.93521922,
       3291554.77894717, 3294239.62220422, 3296725.40557434,
       3299026.88777334]), 940: array([3241933.12237292, 3241933.11479961, 3241933.11102423,
       3241933.10914216, 3241933.10820393, 3241933.10773621,
       3241933.10750304, 3241933.10738681, 3241933.10732886,
       3241933.10729998, 3241933.10728558, 3241933.1072784 ,
       3241933.10727482, 3241933.10727304, 3241933.10727215,
       3241933.1072717 , 3241933.10727148, 3241933.10727137,
       3241933.10727132, 3241933.10727129, 3241933.10727128,
       3241933.10727127, 3241933.10727127, 3241933.10727127,
       3241933.10727126, 3241933.10727126, 3241933.10727126,
       3241933.10727126]), 945: array([29855380.99917466, 27584260.79123416, 25710935.09630329,
       24165728.83772723, 22891170.76808481, 21839855.92653892,
       20972682.49413129, 20257397.46993447, 19667397.07702604,
       19180737.28148094, 18779317.62236428, 18448207.9967071 ,
       18175093.3604083 , 17949815.69168279, 17763996.18118654,
       17610723.59684026, 17484297.23262561, 17380014.88078358,
       17293997.94141133, 17223047.16471446, 17164523.66049974,
       17116250.74926434, 17076433.00440424, 17043589.47445817,
       17016498.60170511, 16994152.78845887, 16975720.92123231,
       16960517.45892312]), 950: array([9515542.83658203, 9161132.46469538, 8979636.54090266,
       8886691.26343231, 8839093.36468333, 8814718.1621235 ,
       8802235.45773006, 8795842.98125355, 8792569.35126001,
       8790892.90342732, 8790034.38327041, 8789594.72935129,
       8789369.57963636, 8789254.27896024, 8789195.2327122 ,
       8789164.99473334, 8789149.50966195, 8789141.57965324,
       8789137.5186427 , 8789135.43897202, 8789134.37395874,
       8789133.82855831, 8789133.5492551 , 8789133.40622206,
       8789133.33297388, 8789133.295463  , 8789133.27625342,
       8789133.26641607]), 955: array([44299083.13986899, 39707825.1807521 , 36000185.72492318,
       33006106.44276855, 30588257.87506758, 28635740.54154972,
       27058998.31351487, 25785710.74213692, 24757475.93583875,
       23927131.84024779, 23256593.05585769, 22715103.97469386,
       22277828.11258793, 21924708.93395276, 21639549.91849864,
       21409271.67530308, 21223312.03027912, 21073141.57084901,
       20951872.42730689, 20853942.346842  , 20774859.56964298,
       20710996.80531334, 20659424.85991291, 20617778.28259507,
       20584146.86945323, 20556988.04818239, 20535056.12490249,
       20517345.14790689]), 960: array([27477505.13568828, 25138527.22560018, 23776914.01714875,
       22984264.15011366, 22522830.7505175 , 22254211.79135551,
       22097837.88065805, 22006806.3316449 , 21953813.20204437,
       21922963.76780642, 21905005.07014174, 21894550.58921596,
       21888464.61497283, 21884921.72434527, 21882859.26507458,
       21881658.62449874, 21880959.68328188, 21880552.80146025,
       21880315.93917087, 21880178.05209617, 21880097.78247867,
       21880051.05430268, 21880023.85195016, 21880008.0163656 ,
       21879998.79783428, 21879993.43135607, 21879990.30731305,
       21879988.48868183]), 965: array([11036400.8515619 , 13553450.31481977, 14858625.16874304,
       15535402.25404863, 15886333.94861654, 16068303.84228796,
       16162661.35605871, 16211588.90239819, 16236959.48175256,
       16250114.98095357, 16256936.55001631, 16260473.76314421,
       16262307.9271902 , 16263259.00297387, 16263752.16777462,
       16264007.89032047, 16264140.49106642, 16264209.24901566,
       16264244.90232628, 16264263.38976769, 16264272.97612823,
       16264277.94697878, 16264280.52453207, 16264281.8610802 ,
       16264282.55412539, 16264282.91349263, 16264283.09983665,
       16264283.19646229]), 970: array([ 529955.06391549,  659547.98217467,  789140.90043385,
        918733.81869303, 1048326.73695221, 1177919.65521139,
       1307512.57347057, 1437105.49172975, 1566698.40998893,
       1696291.32824811, 1825884.24650729, 1955477.16476646,
       2085070.08302564, 2214663.00128482, 2344255.919544  ,
       2473848.83780318, 2603441.75606236, 2733034.67432154,
       2862627.59258072, 2992220.5108399 , 3121813.42909908,
       3251406.34735826, 3380999.26561743, 3510592.18387661,
       3640185.10213579, 3769778.02039497, 3899370.93865415,
       4028963.85691333]), 975: array([2188372.70226286, 1995387.78635677, 1897834.50456842,
       1848521.62048628, 1823594.10916202, 1810993.32881045,
       1804623.67307535, 1801403.83168047, 1799776.21175259,
       1798953.45488207, 1798537.55381304, 1798327.31710105,
       1798221.04308937, 1798167.32190313, 1798140.16600862,
       1798126.43878741, 1798119.49971929, 1798115.99204168,
       1798114.21892144, 1798113.3226146 , 1798112.86953425,
       1798112.64050353, 1798112.5247292 , 1798112.46620563,
       1798112.43662215, 1798112.42166779, 1798112.41410841,
       1798112.41028716]), 980: array([1149484.93995487, 1268920.08690692, 1325130.02726123,
       1351584.19485985, 1364034.35899318, 1369893.79820513,
       1372651.43477208, 1373949.26535966, 1374560.06529402,
       1374847.52697305, 1374982.81548942, 1375046.48652453,
       1375076.45211822, 1375090.55487002, 1375097.19206902,
       1375100.31574383, 1375101.78584354, 1375102.47771874,
       1375102.803337  , 1375102.9565832 , 1375103.02870569,
       1375103.0626488 , 1375103.0786235 , 1375103.08614169,
       1375103.08967999, 1375103.09134523, 1375103.09212894,
       1375103.09249778]), 985: array([ 521483.05730879,  766800.61784258,  893106.40880724,
        958137.02788113,  991619.11437008, 1008857.91866901,
       1017733.60130471, 1022303.39285658, 1024656.22538616,
       1025867.62000875, 1026491.3265043 , 1026812.45207753,
       1026977.78887379, 1027062.9152495 , 1027106.74396765,
       1027129.30990586, 1027140.92835122, 1027146.91029939,
       1027149.99020404, 1027151.57594373, 1027152.39238795,
       1027152.81274773, 1027153.02917689, 1027153.14060901,
       1027153.19798167, 1027153.22752094, 1027153.24272971,
       1027153.2505602 ]), 990: array([2328737.50326154, 2223933.47366088, 2145621.25282044,
       2087104.38131913, 2043379.09536052, 2010706.45611803,
       1986292.63396302, 1968050.00875628, 1954418.6579452 ,
       1944232.96795659, 1936621.9628565 , 1930934.82740486,
       1926685.25599873, 1923509.86879557, 1921137.13918913,
       1919364.17563379, 1918039.37243665, 1917049.4459907 ,
       1916309.74792044, 1915757.0268194 , 1915344.01963741,
       1915035.41022832, 1914804.80947479, 1914632.49876113,
       1914503.74383907, 1914407.53490581, 1914335.64515827,
       1914281.92732121]), 995: array([11502460.06389848, 10120507.60769145,  9293468.31244993,
        8798520.75271194,  8502315.85857926,  8325049.92892278,
        8218963.87011885,  8155475.91225599,  8117481.09145633,
        8094742.82019683,  8081134.93972814,  8072991.2066916 ,
        8068117.53162345,  8065200.84604899,  8063455.3347826 ,
        8062410.72112667,  8061785.56464034,  8061411.43528621,
        8061187.53490818,  8061053.54013143,  8060973.35000244,
        8060925.3596483 ,  8060896.63947889,  8060879.45168885,
        8060869.16553341,  8060863.00971039,  8060859.32571424,
        8060857.12100049]), 1000: array([6115371.79542926, 6642189.92404599, 6924899.24804453,
       7076611.11507077, 7158025.09276011, 7201714.72556948,
       7225160.13468954, 7237741.77416464, 7244493.52889285,
       7248116.76034852, 7250061.11506958, 7251104.52488969,
       7251664.45566821, 7251964.93441653, 7252126.18198794,
       7252212.71316338, 7252259.1488663 , 7252284.0679142 ,
       7252297.44036059, 7252304.61649041, 7252308.46745662,
       7252310.5340219 , 7252311.64301424, 7252312.23813893,
       7252312.55750399, 7252312.72888662, 7252312.82085663,
       7252312.870211  ]), 1005: array([7825976.54556159, 7462690.36687112, 7248572.08185252,
       7122372.2904248 , 7047991.03263071, 7004151.2493122 ,
       6978312.39341742, 6963083.15587534, 6954107.15178841,
       6948816.75894071, 6945698.63909451, 6943860.84147623,
       6942777.65665578, 6942139.23524115, 6941762.95420863,
       6941541.17684936, 6941410.46285415, 6941333.42095681,
       6941288.01301151, 6941261.24989211, 6941245.47590025,
       6941236.17882184, 6941230.69919008, 6941227.46953417,
       6941225.56599799, 6941224.44406733, 6941223.78280939,
       6941223.39306867]), 1010: array([3908036.13717948, 3418338.50095273, 3212979.72922896,
       3126860.82236872, 3090746.14337765, 3075601.15273414,
       3069249.97509668, 3066586.55599448, 3065469.62906866,
       3065001.23648388, 3064804.81216247, 3064722.43999156,
       3064687.89653742, 3064673.41045297, 3064667.33559311,
       3064664.78805017, 3064663.71971687, 3064663.27170243,
       3064663.08382385, 3064663.00503541, 3064662.97199482,
       3064662.95813898, 3064662.95232842, 3064662.94989171,
       3064662.94886985, 3064662.94844133, 3064662.94826163,
       3064662.94818627]), 1015: array([2878845.69349543, 2878845.68779317, 2878845.6849633 ,
       2878845.6835589 , 2878845.68286194, 2878845.68251606,
       2878845.68234441, 2878845.68225922, 2878845.68221694,
       2878845.68219596, 2878845.68218555, 2878845.68218038,
       2878845.68217782, 2878845.68217655, 2878845.68217592,
       2878845.6821756 , 2878845.68217545, 2878845.68217537,
       2878845.68217533, 2878845.68217531, 2878845.6821753 ,
       2878845.6821753 , 2878845.6821753 , 2878845.68217529,
       2878845.68217529, 2878845.68217529, 2878845.68217529,
       2878845.68217529]), 1020: array([3106331.52730896, 3106307.63125251, 3106291.88117383,
       3106281.50017313, 3106274.65797394, 3106270.14822666,
       3106267.17581677, 3106265.21667804, 3106263.9253943 ,
       3106263.07429903, 3106262.51333545, 3106262.14359994,
       3106261.89990436, 3106261.73928269, 3106261.63341568,
       3106261.56363791, 3106261.51764682, 3106261.48733374,
       3106261.46735415, 3106261.45418544, 3106261.44550585,
       3106261.43978505, 3106261.43601444, 3106261.43352919,
       3106261.43189115, 3106261.4308115 , 3106261.4300999 ,
       3106261.42963087]), 1025: array([93370270.24066974, 80913202.5586768 , 70784141.22706929,
       62548022.89821289, 55851089.89463329, 50405695.61256001,
       45977949.52768998, 42377671.13157401, 39450221.30019556,
       37069860.23576146, 35134346.69208243, 33560546.5095225 ,
       32280861.83735138, 31240327.67149176, 30394250.99817798,
       29706291.14004654, 29146898.85170163, 28692047.12080316,
       28322199.16005728, 28021469.26331118, 27776940.48285087,
       27578109.82078375, 27416437.10437126, 27284978.16860928,
       27178086.59051777, 27091171.16403371, 27020498.6985712 ,
       26963033.6710543 ]), 1030: array([2.02668012e+08, 1.87590542e+08, 1.74821174e+08, 1.64006575e+08,
       1.54847505e+08, 1.47090531e+08, 1.40521015e+08, 1.34957180e+08,
       1.30245071e+08, 1.26254306e+08, 1.22874457e+08, 1.20012005e+08,
       1.17587745e+08, 1.15534598e+08, 1.13795752e+08, 1.12323093e+08,
       1.11075873e+08, 1.10019581e+08, 1.09124989e+08, 1.08367344e+08,
       1.07725681e+08, 1.07182246e+08, 1.06722001e+08, 1.06332211e+08,
       1.06002092e+08, 1.05722508e+08, 1.05485724e+08, 1.05285188e+08]), 1035: array([42899544.15378729, 50281579.86784189, 55573801.03881237,
       59367822.9058625 , 62087777.62102322, 64037727.80891635,
       65435657.60314079, 66437841.00337003, 67156311.68182945,
       67671387.18167093, 68040647.5822566 , 68305372.35266916,
       68495154.96666956, 68631211.14501923, 68728750.55222265,
       68798677.0786987 , 68848807.78222868, 68884746.75364706,
       68910511.59586278, 68928982.55004431, 68942224.4766014 ,
       68951717.68508542, 68958523.41738822, 68963402.48353906,
       68966900.3123465 , 68969407.92466162, 68971205.64543901,
       68972494.44114879]), 1040: array([15225319.73401746, 21072503.67111434, 24895627.58571849,
       27395339.69049541, 29029751.95291228, 30098396.39337957,
       30797119.08801533, 31253972.07438896, 31552680.92234946,
       31747988.77522824, 31875688.90080725, 31959184.37645008,
       32013777.07493972, 32049471.97583626, 32072810.73697583,
       32088070.55722602, 32098048.04114967, 32104571.72123336,
       32108837.16552373, 32111626.08447143, 32113449.59179386,
       32114641.87418618, 32115421.43634397, 32115931.1454211 ,
       32116264.413706  , 32116482.31790805, 32116624.79243508,
       32116717.94800832]), 1045: array([14822955.61672991, 11959518.5794253 , 10636440.17552673,
       10025099.17516356,  9742623.23297918,  9612102.52871503,
        9551794.19197713,  9523928.14956955,  9511052.37879783,
        9505103.00606162,  9502354.04162431,  9501083.85637745,
        9500496.95516497,  9500225.77185996,  9500100.46902645,
        9500042.57165667,  9500015.81962456,  9500003.45859287,
        9499997.74706024,  9499995.10799209,  9499993.88858547,
        9499993.32514701,  9499993.06480489,  9499992.94451133,
        9499992.88892855,  9499992.86324599,  9499992.85137912,
        9499992.84589592]), 1050: array([4294782.64316444, 5462388.65428653, 5938687.50516588,
       6132983.00654907, 6212241.52625377, 6244573.2730058 ,
       6257762.28854548, 6263142.45350347, 6265337.17189531,
       6266232.4583516 , 6266597.67050902, 6266746.65066949,
       6266807.42380577, 6266832.21485232, 6266842.32780727,
       6266846.45316186, 6266848.13600833, 6266848.82248804,
       6266849.10252214, 6266849.21675581, 6266849.26335489,
       6266849.28236395, 6266849.29011827, 6266849.29328147,
       6266849.29457183, 6266849.2950982 , 6266849.29531292,
       6266849.29540051]), 1055: array([38180636.16421775, 30262682.95451527, 25477998.36120462,
       22586694.75645338, 20839529.11328124, 19783746.60062332,
       19145755.16667407, 18760227.78303905, 18527260.1354761 ,
       18386481.74432971, 18301411.75447883, 18250005.40500787,
       18218941.42145078, 18200169.98398506, 18188826.72326378,
       18181972.18353949, 18177830.10164731, 18175327.1119366 ,
       18173814.59778188, 18172900.61117681, 18172348.30460061,
       18172014.55512067, 18171812.87598057, 18171691.00470287,
       18171617.35996043, 18171572.85769384, 18171545.96573027,
       18171529.7153736 ]), 1060: array([10251177.17765266, 14497132.95680522, 16695933.87839938,
       17834599.88065537, 18424266.84502684, 18729630.42678142,
       18887765.31087042, 18969656.67925873, 19012064.75547256,
       19034026.10455675, 19045398.95842462, 19051288.47844473,
       19054338.4117746 , 19055917.84325371, 19056735.76401702,
       19057159.33058759, 19057378.67780036, 19057492.2684449 ,
       19057551.09223555, 19057581.55458886, 19057597.32975328,
       19057605.49904375, 19057609.72957377, 19057611.92038635,
       19057613.05491553, 19057613.6424402 , 19057613.94669439,
       19057614.10425476]), 1065: array([ 4277013.11790422,  7158472.07037518,  9186740.87970307,
       10614446.22992663, 11619412.90775689, 12326812.38860288,
       12824753.30200866, 13175255.61358353, 13421975.38918714,
       13595642.28285295, 13717887.00313021, 13803935.47972945,
       13864505.29663653, 13907140.59786613, 13937151.73218618,
       13958276.67225228, 13973146.58979814, 13983613.57560394,
       13990981.32270282, 13996167.50507854, 13999818.07658612,
       14002387.72635285, 14004196.51161015, 14005469.72173761,
       14006365.93869987, 14006996.78888408, 14007440.84648583,
       14007753.42015008]), 1070: array([921176.66322536, 920002.45454817, 918949.1274709 , 918004.23756056,
       917156.6215048 , 916396.26522401, 915714.18556092, 915102.32414997,
       914553.45221245, 914061.08515286, 913619.40594719, 913223.19641831,
       912867.77558627, 912548.9443653 , 912262.93595415, 912006.37133353,
       911776.21934503, 911569.76087978, 911384.5567538 , 911218.41889048,
       911069.38446978, 910935.69273863, 910815.76420876, 910708.1819959 ,
       910611.67508019, 910525.10328981, 910447.44383055, 910377.77920207]), 1075: array([4.87023298e+07, 5.06636676e+07, 5.26250053e+07, 5.45863430e+07,
       5.65476807e+07, 5.85090184e+07, 6.04703562e+07, 6.24316939e+07,
       6.43930316e+07, 6.63543693e+07, 6.83157070e+07, 7.02770447e+07,
       7.22383824e+07, 7.41997201e+07, 7.61610577e+07, 7.81223954e+07,
       8.00837331e+07, 8.20450708e+07, 8.40064084e+07, 8.59677461e+07,
       8.79290838e+07, 8.98904214e+07, 9.18517591e+07, 9.38130967e+07,
       9.57744344e+07, 9.77357720e+07, 9.96971097e+07, 1.01658447e+08]), 1080: array([3269392.16777333, 4002410.7114513 , 4372783.34973017,
       4559921.71392128, 4654477.20677536, 4702253.30692204,
       4726393.16042317, 4738590.31601492, 4744753.17878964,
       4747867.09147972, 4749440.45966848, 4750235.43618317,
       4750637.11435578, 4750840.07048263, 4750942.61822416,
       4750994.43257171, 4751020.61283245, 4751033.8409456 ,
       4751040.52472081, 4751043.90183518, 4751045.60819141,
       4751046.47036286, 4751046.90599265, 4751047.12610352,
       4751047.23731906, 4751047.29351298, 4751047.32190611,
       4751047.33625232]), 1085: array([2644966.1811136 , 3551973.24622386, 3986890.75027242,
       4195437.34555703, 4295437.18920542, 4343387.95395444,
       4366380.7483042 , 4377405.98627022, 4382692.68045616,
       4385227.6947118 , 4386443.25533442, 4387026.12686028,
       4387305.61865143, 4387439.63731224, 4387503.90038547,
       4387534.71506872, 4387549.4909681 , 4387556.57613592,
       4387559.97353339, 4387561.60261401, 4387562.38377184,
       4387562.75834358, 4387562.93795388, 4387563.02407852,
       4387563.06537601, 4387563.08517851, 4387563.09467397,
       4387563.09922712]), 1090: array([2940410.61352974, 4314801.84599339, 5126935.35391374,
       5606828.42883151, 5890399.24706282, 6057962.42551909,
       6156976.20609599, 6215483.86174236, 6250056.27933201,
       6270485.26498847, 6282556.83776378, 6289689.98043274,
       6293904.98416778, 6296395.64744355, 6297867.39075464,
       6298737.05001159, 6299250.93529139, 6299554.59224517,
       6299734.02440485, 6299840.0516159 , 6299902.70353684,
       6299939.72481807, 6299961.60084746, 6299974.52748441,
       6299982.16588806, 6299986.67945262, 6299989.34653672,
       6299990.92252784]), 1095: array([30948866.44427251, 23932439.09101816, 19798413.27460053,
       17362676.59689079, 15927559.00774096, 15081998.60150534,
       14583800.818969  , 14290266.46152539, 14117318.24292599,
       14015418.46336628, 13955379.88558614, 13920005.61061285,
       13899163.35591341, 13886883.25741572, 13879647.91645633,
       13875384.90840241, 13872873.17636796, 13871393.28289062,
       13870521.34087043, 13870007.59924091, 13869704.90656664,
       13869526.56233718, 13869421.48326892, 13869359.57147833,
       13869323.09352057, 13869301.60098434, 13869288.93774489,
       13869281.47666019]), 1100: array([59269925.94261662, 47254266.90682367, 39739899.25624054,
       35040554.75753874, 32101672.90554882, 30263751.35237438,
       29114349.70720927, 28395535.49034216, 27946002.56984938,
       27664873.11822624, 27489060.03543068, 27379109.83311778,
       27310349.04014138, 27267347.33071944, 27240454.86870488,
       27223636.82767985, 27213119.14046451, 27206541.57627644,
       27202428.09108122, 27199855.59464219, 27198246.80364995,
       27197240.69595727, 27196611.49508893, 27196218.00467475,
       27195971.92315476, 27195818.02839062, 27195721.78549344,
       27195661.59699183]), 1105: array([13964247.13770764, 17418640.98121652, 19142545.24162112,
       20002854.17964958, 20432188.61883585, 20646446.60515157,
       20753371.37174397, 20806731.83642224, 20833361.20659927,
       20846650.50908755, 20853282.49322578, 20856592.16381598,
       20858243.84439714, 20859068.11033776, 20859479.45763372,
       20859684.73919343, 20859787.18430287, 20859838.3092089 ,
       20859863.82293064, 20859876.55547232, 20859882.90960675,
       20859886.08061733, 20859887.66310007, 20859888.45283305,
       20859888.84694679, 20859889.04362799, 20859889.14178112,
       20859889.19076413]), 1110: array([ 6633051.18913711,  9477781.93633485, 10824177.5538646 ,
       11461419.28955049, 11763022.34322426, 11905769.43101104,
       11973330.8526326 , 12005307.30666957, 12020441.58875301,
       12027604.56229337, 12030994.75877952, 12032599.32036976,
       12033358.75065865, 12033718.18489115, 12033888.30316189,
       12033968.81921579, 12034006.92702695, 12034024.96324707,
       12034033.49969213, 12034037.53994523, 12034039.45217508,
       12034040.35722309, 12034040.7855774 , 12034040.98831517,
       12034041.08426985, 12034041.12968468, 12034041.15117927,
       12034041.16135255]), 1115: array([ 9168468.48345032,  9865953.75667014, 10194801.50109949,
       10349845.40405828, 10422944.92276232, 10457409.61007209,
       10473658.89176942, 10481320.04224804, 10484932.09278353,
       10486635.08884232, 10487438.01104615, 10487816.56979974,
       10487995.05126312, 10488079.20103504, 10488118.87565435,
       10488137.58129527, 10488146.4005608 , 10488150.55863508,
       10488152.51906837, 10488153.44336612, 10488153.87915055,
       10488154.08461257, 10488154.18148303, 10488154.22715515,
       10488154.24868847, 10488154.25884092, 10488154.26362757,
       10488154.26588435]), 1120: array([10886048.44563   , 11948233.80761059, 12463724.84143177,
       12713898.69569628, 12835311.00600093, 12894233.82644054,
       12922829.76337516, 12936707.70749032, 12943442.83679572,
       12946711.47416621, 12948297.78227928, 12949067.63624116,
       12949441.25541245, 12949622.57718524, 12949710.57477159,
       12949753.28103396, 12949774.00688477, 12949784.06538364,
       12949788.9468913 , 12949791.31594431, 12949792.46567356,
       12949793.02365068, 12949793.29444353, 12949793.42586247,
       12949793.48964163, 12949793.52059441, 12949793.53561616,
       12949793.54290638]), 1125: array([80171536.97509336, 70960860.95992748, 64075023.94921491,
       58927220.32871752, 55078758.3227219 , 52201675.0259506 ,
       50050787.66272224, 48442799.30364791, 47240678.44547445,
       46341981.2941545 , 45670121.58529149, 45167843.96292393,
       44792344.72312258, 44511624.1160074 , 44301759.35223104,
       44144865.92168628, 44027573.48962115, 43939886.48722733,
       43874332.29712796, 43825324.44280216, 43788686.51344968,
       43761296.25354739, 43740819.48668927, 43725511.19890895,
       43714066.82996202, 43705511.09972795, 43699114.89560543,
       43694333.13810985]), 1130: array([59488021.78870465, 54577838.59828901, 51071326.66120388,
       48567219.28107174, 46778959.64193735, 45501908.76052178,
       44589927.68236371, 43938654.11212318, 43473559.74399165,
       43141421.63621032, 42904231.65886499, 42734847.0443476 ,
       42613884.31246355, 42527501.12738773, 42465812.25390069,
       42421758.34330732, 42390298.09887642, 42367831.37648287,
       42351787.2031384 , 42340329.56842878, 42332147.32118422,
       42326304.12826808, 42322131.32556061, 42319151.39957058,
       42317023.34331476, 42315503.63328063, 42314418.36188263,
       42313643.3363969 ]), 1135: array([38129796.43749549, 39916676.66276813, 41307172.63536726,
       42389214.40989044, 43231226.48679332, 43886454.73614879,
       44396333.47842596, 44793105.64458618, 45101861.70516716,
       45342126.30302957, 45529092.92281789, 45674584.67327167,
       45787801.93886735, 45875904.17964035, 45944462.67015313,
       45997812.80722285, 46039328.26510518, 46071634.33473957,
       46096773.93787681, 46116336.81423565, 46131560.0510283 ,
       46143406.31198677, 46152624.71281751, 46159798.19263316,
       46165380.3769632 , 46169724.26343048, 46173104.54407424,
       46175734.97590448]), 1140: array([7791853.56224369, 8095934.82537771, 8262622.08784869,
       8353994.51633608, 8404081.85092852, 8431538.06642051,
       8446588.65306634, 8454838.88545724, 8459361.38920448,
       8461840.47575317, 8463199.42877109, 8463944.36174081,
       8464352.70928635, 8464576.55186647, 8464699.25494432,
       8464766.5167017 , 8464803.38736611, 8464823.59864138,
       8464834.67779211, 8464840.75101506, 8464844.08015443,
       8464845.90507822, 8464846.90544091, 8464847.45380655,
       8464847.75440241, 8464847.91917909, 8464848.0095042 ,
       8464848.05901743]), 1145: array([5852945.41218022, 5872619.66385801, 5890662.28014029,
       5907208.57667246, 5922382.64703163, 5936298.29340103,
       5949059.88006134, 5960763.11609978, 5971495.77320719,
       5981338.34394632, 5990364.64542836, 5998642.37292497,
       6006233.60756792, 6013195.28194389, 6019579.60707628,
       6025434.46399647, 6030803.76284089, 6035727.77216746,
       6040243.42096085, 6044384.57559174, 6048182.29380711,
       6051665.05765655, 6054858.98710131, 6057788.03590825,
       6060474.17129786, 6062937.53869351, 6065196.61280774,
       6067268.33619848]), 1150: array([7070896.54780407, 7070896.64923378, 7070896.70112243,
       7070896.72766723, 7070896.74124682, 7070896.74819377,
       7070896.75174763, 7070896.75356569, 7070896.75449576,
       7070896.75497156, 7070896.75521496, 7070896.75533948,
       7070896.75540318, 7070896.75543577, 7070896.75545244,
       7070896.75546097, 7070896.75546533, 7070896.75546756,
       7070896.75546871, 7070896.75546929, 7070896.75546959,
       7070896.75546974, 7070896.75546982, 7070896.75546986,
       7070896.75546988, 7070896.75546989, 7070896.7554699 ,
       7070896.7554699 ]), 1155: array([13593848.34776278, 12997123.76361698, 12591043.0129833 ,
       12314698.48082149, 12126641.54796625, 11998665.75731729,
       11911576.1576755 , 11852310.27365708, 11811978.87905965,
       11784532.71138471, 11765855.14946154, 11753144.76586536,
       11744495.14383082, 11738608.93585178, 11734603.27592421,
       11731877.35942371, 11730022.32906617, 11728759.95084336,
       11727900.88200336, 11727316.2717348 , 11726918.43497226,
       11726647.7006076 , 11726463.46148466, 11726338.08377554,
       11726252.76221247, 11726194.699506  , 11726155.18689323,
       11726128.29791985]), 1160: array([37038119.12229263, 33655909.11523591, 30909226.63599012,
       28678654.132788  , 26867212.97435911, 25396147.10864986,
       24201498.98486991, 23231328.87018039, 22443456.66521803,
       21803628.03933739, 21284025.15460829, 20862057.22929518,
       20519378.35813016, 20241089.88713846, 20015092.66465545,
       19831561.00634414, 19682515.50378254, 19561476.10361455,
       19463180.37418137, 19383354.71070824, 19318528.53173106,
       19265883.38857864, 19223130.42764114, 19188410.87785035,
       19160215.23686451, 19137317.64241433, 19118722.57547233,
       19103621.57805837]), 1165: array([54567140.45441175, 46319025.97646162, 41226638.22443977,
       38082596.86974375, 36141465.02327073, 34943009.78038286,
       34203083.24122728, 33746252.42789839, 33464204.97999241,
       33290068.82159583, 33182557.11785148, 33116179.36754136,
       33075197.72942398, 33049895.65674245, 33034274.15132218,
       33024629.43032771, 33018674.77739519, 33014998.37332221,
       33012728.56061256, 33011327.1777301 , 33010461.96362018,
       33009927.7802322 , 33009597.97528714, 33009394.35363915,
       33009268.63758744, 33009191.02046856, 33009143.09964173,
       33009113.51331237]), 1170: array([37709079.21506951, 36742125.46802244, 36047020.03682064,
       35547335.78412315, 35188132.21415225, 34929914.74185189,
       34744292.2464892 , 34610855.45587344, 34514932.93821176,
       34445977.97195324, 34396408.92927564, 34360775.67288681,
       34335160.31111493, 34316746.42405549, 34303509.39700673,
       34293993.81322348, 34287153.43022791, 34282236.14500488,
       34278701.29995593, 34276160.23736688, 34274333.56632695,
       34273020.44357961, 34272076.49072116, 34271397.91973396,
       34270910.12144982, 34270559.46224024, 34270307.38697623,
       34270126.17987545]), 1175: array([36730440.37146788, 32803030.26712741, 29720485.11982034,
       27301057.47342179, 25402097.40749335, 23911641.87047461,
       22741813.3165794 , 21823638.42875559, 21102981.43861531,
       20537352.27109478, 20093401.32143745, 19744953.15606859,
       19471463.20398572, 19256806.44489185, 19088326.67489019,
       18956090.29426264, 18852300.62051545, 18770838.19447637,
       18706899.97580216, 18656716.15479406, 18617327.8836912 ,
       18586412.82243627, 18562148.213058  , 18543103.40950982,
       18528155.52650317, 18516423.23397437, 18507214.79369422,
       18499987.27424867]), 1180: array([21783031.68602355, 21539269.66984947, 21331264.46833377,
       21153771.00755319, 21002313.59980424, 20873073.0843444 ,
       20762790.52316384, 20668685.02337322, 20588383.61401129,
       20519861.4090407 , 20461390.547678  , 20411496.62453347,
       20368921.5109002 , 20332591.62969131, 20301590.88404398,
       20275137.55695586, 20252564.59945375, 20233302.81023932,
       20216866.48266875, 20202841.15713955, 20190873.17004782,
       20180660.73578171, 20171946.336874  , 20164510.23042338,
       20158164.90704188, 20152750.36260478, 20148130.06357529,
       20144187.5041652 ]), 1185: array([4332773.24748316, 4835511.34373043, 5087428.48937752,
       5213661.70851228, 5276915.94066149, 5308612.01806655,
       5324494.61261766, 5332453.22549114, 5336441.20860475,
       5338439.54795951, 5339440.89627594, 5339942.66212889,
       5340194.09209293, 5340320.08119012, 5340383.21309515,
       5340414.84787563, 5340430.69975489, 5340438.64297664,
       5340442.6232474 , 5340444.61772218, 5340445.61713399,
       5340446.11792948, 5340446.36887321, 5340446.49461865,
       5340446.55762847, 5340446.58920207, 5340446.60502329,
       5340446.61295115]), 1190: array([ 625695.62113126,  853330.67097266, 1047336.26235881,
       1212680.61295559, 1353597.96528001, 1473697.01985582,
       1576053.3490948 , 1663288.15849677, 1737635.41213491,
       1800999.04141807, 1855001.70216832, 1901026.32861569,
       1940251.54845099, 1973681.86586784, 2002173.38554024,
       2026455.73629152, 2047150.75588991, 2064788.41546268,
       2079820.39133137, 2092631.63182416, 2103550.21527572,
       2112855.75166432, 2120786.54304066, 2127545.68611727,
       2133306.27329729, 2138215.82533407, 2142400.06913572,
       2145966.15745915]), 1195: array([718718.40876146, 673749.90399328, 641124.46388504, 617454.13400096,
       600280.89388643, 587821.40652501, 578781.82958588, 572223.45773092,
       567465.24374838, 564013.07592315, 561508.46752654, 559691.33013983,
       558372.96504667, 557416.46801369, 556722.51261483, 556219.0357832 ,
       555853.75449798, 555588.73650917, 555396.46130309, 555256.96226364,
       555155.75326014, 555082.3243503 , 555029.05038639, 554990.39918979,
       554962.35706772, 554942.01201558, 554927.25132288, 554916.54218105]), 1200: array([258948.97275525, 350665.0858661 , 396186.47215691, 418780.06601465,
       429993.92668549, 435559.69333318, 438322.14591627, 439693.23183433,
       440373.74182975, 440711.4988206 , 440879.13748224, 440962.34144734,
       441003.6380059 , 441024.13469433, 441034.30779958, 441039.35700891,
       441041.863079  , 441043.1069148 , 441043.72426685, 441044.0306767 ,
       441044.18275686, 441044.25823869, 441044.29570252, 441044.31429692,
       441044.32352586, 441044.32810646, 441044.33037994, 441044.33150833]), 1205: array([3451931.42149839, 2624213.99571444, 2099153.21168311,
       1766082.02296616, 1554799.02464058, 1420772.10519008,
       1335752.41463406, 1281820.35522481, 1247608.66834263,
       1225906.55772152, 1212139.87012633, 1203407.00120625,
       1197867.32442865, 1194353.24227753, 1192124.09175835,
       1190710.03487992, 1189813.03091441, 1189244.01836165,
       1188883.06646216, 1188654.09739441, 1188508.85135453,
       1188416.71483885, 1188358.26823661, 1188321.1927591 ,
       1188297.67400901, 1188282.75494003, 1188273.29106044,
       1188267.28766861]), 1210: array([3994014.78517338, 3427369.25769653, 3043775.27369474,
       2784099.09621291, 2608309.79824713, 2489308.21104352,
       2408749.39477397, 2354214.6357741 , 2317297.013633  ,
       2292305.41470512, 2275387.206523  , 2263934.32714063,
       2256181.23386178, 2250932.73229429, 2247379.72864617,
       2244974.5021713 , 2243346.27012643, 2242244.02897798,
       2241497.86042469, 2240992.73728471, 2240650.79123858,
       2240419.30887476, 2240262.60554286, 2240156.52431134,
       2240084.71200496, 2240036.09824668, 2240003.1888804 ,
       2239980.91069358]), 1215: array([1743574.9904587 , 1798336.45795746, 1836901.93833866,
       1864061.47852204, 1883188.4442873 , 1896658.51104527,
       1906144.73592227, 1912825.36075019, 1917530.15624789,
       1920843.48415438, 1923176.87820335, 1924820.1588992 ,
       1925977.43083385, 1926792.43361098, 1927366.3951034 ,
       1927770.60451717, 1928055.26690715, 1928255.73892365,
       1928396.92030487, 1928496.34656272, 1928566.3669908 ,
       1928615.67851528, 1928650.40590147, 1928674.86248366,
       1928692.08590523, 1928704.21541083, 1928712.75755245,
       1928718.77331152]), 1220: array([3428861.16535635, 3192397.39645636, 3013338.71718866,
       2877749.19000553, 2775076.03304418, 2697328.30886948,
       2638454.99871482, 2593874.05843188, 2560115.80309868,
       2534552.86530714, 2515195.71008438, 2500537.79160202,
       2489438.30039255, 2481033.37541923, 2474668.87073394,
       2469849.44402666, 2466200.00468529, 2463436.52091112,
       2461343.91384035, 2459759.31819569, 2458559.40666326,
       2457650.79146511, 2456962.75609249, 2456441.7515188 ,
       2456047.22853843, 2455748.48186727, 2455522.26038471,
       2455350.95752476]), 1225: array([2109145.7970648 , 1888400.761945  , 1728091.09408447,
       1611670.85570579, 1527124.04025148, 1465724.37209227,
       1421134.64710024, 1388752.65490917, 1365236.17396093,
       1348158.01295942, 1335755.49474951, 1326748.52626305,
       1320207.47710328, 1315457.23020557, 1312007.50141773,
       1309502.23611974, 1307682.85998924, 1306361.59093766,
       1305402.05767931, 1304705.22453032, 1304199.16970282,
       1303831.6620881 , 1303564.7703611 , 1303370.94799908,
       1303230.19014031, 1303127.96883519, 1303053.73358245,
       1302999.82238711]), 1230: array([ 679652.31186812,  824044.1709074 ,  941527.05326819,
       1037115.73631192, 1114890.43967657, 1178170.99016486,
       1229658.52913145, 1271550.81117357, 1305636.01567003,
       1333369.07553051, 1355933.78126096, 1374293.31126822,
       1389231.34529863, 1401385.5159449 , 1411274.62610478,
       1419320.79417337, 1425867.47224058, 1431194.10640363,
       1435528.06497249, 1439054.34372594, 1441923.46248873,
       1444257.89009656, 1446157.27199977, 1447702.68364679,
       1448960.09120379, 1449983.16733205, 1450815.58221488,
       1451492.86762699]), 1235: array([3287881.53081842, 3489594.52987723, 3684396.69910836,
       3872524.80842318, 4054207.51582863, 4229665.64534685,
       4399112.45541296, 4562753.89807751, 4720788.86932828,
       4873409.45083605, 5020801.14341785, 5163143.09250172,
       5300608.30586677, 5433363.86392343, 5561571.12278921,
       5685385.9104071 , 5804958.71594465, 5920434.87270426,
       6031954.73476675, 6139653.84758295, 6243663.11272082,
       6344108.94696816, 6441113.4359843 , 6534794.48268765,
       6625265.95055936, 6712637.80203729, 6797016.23216851,
       6878503.79768274]), 1240: array([1045956.71360748, 1008400.5088501 ,  980971.78702826,
        960939.55039412,  946309.24763438,  935624.18221952,
        927820.47338351,  922121.12862212,  917958.6808179 ,
        914918.68719615,  912698.46446784,  911076.95153833,
        909892.69909959,  909027.79459395,  908396.12200508,
        907934.78753758,  907597.85746551,  907351.78464532,
        907172.06832477,  907040.81467453,  906944.95515189,
        906874.94530405,  906823.81445487,  906786.47165498,
        906759.19879084,  906739.28038299,  906724.7332137 ,
        906714.10886382]), 1245: array([ 819533.92658644,  906966.91698614,  982451.97321325,
       1047621.8099941 , 1103886.02755346, 1152461.60076247,
       1194399.20186914, 1230605.92616275, 1261864.91211997,
       1288852.28040964, 1312151.75814057, 1332267.30466989,
       1349634.01206332, 1364627.51598078, 1377572.12054111,
       1388747.81290399, 1398396.31929194, 1406726.33344189,
       1413918.03057597, 1420126.96452702, 1425487.43231227,
       1430115.37892971, 1434110.90520688, 1437560.4329459 ,
       1440538.57419609, 1443109.74508588, 1445329.55912058,
       1447246.0300826 ]), 1250: array([ 655202.16442844,  743909.01195544,  832615.85948245,
        921322.70700946, 1010029.55453646, 1098736.40206347,
       1187443.24959047, 1276150.09711748, 1364856.94464448,
       1453563.79217148, 1542270.63969849, 1630977.48722549,
       1719684.33475249, 1808391.1822795 , 1897098.0298065 ,
       1985804.8773335 , 2074511.7248605 , 2163218.5723875 ,
       2251925.4199145 , 2340632.2674415 , 2429339.1149685 ,
       2518045.9624955 , 2606752.8100225 , 2695459.6575495 ,
       2784166.5050765 , 2872873.3526035 , 2961580.2001305 ,
       3050287.04765749]), 1255: array([ 35291.11746078,  60334.97501613,  78374.16757957,  91367.87142977,
       100727.28921707, 107468.91595622, 112324.93714504, 115822.74897868,
       118342.23708383, 120157.0346241 , 121464.24068131, 122405.82652663,
       123084.05464469, 123572.58511954, 123924.47560963, 124177.94376237,
       124360.51790478, 124492.02680292, 124586.75319768, 124654.98500551,
       124704.1326545 , 124739.53390617, 124765.03357188, 124783.40108492,
       124796.63127934, 124806.16104225, 124813.02536928, 124817.96977198]), 1260: array([ 74969.64841703,  89354.94099163, 102738.73136451, 115190.74398894,
       126775.84911081, 137554.40071792, 147582.55096128, 156912.54268641,
       165592.98159875, 173669.08948078, 181182.93978041, 188173.67679752,
       194677.71961095, 200728.95180798, 206358.89800495, 211596.88807848,
       216470.20996303, 221004.25181056, 225222.63425322, 229147.3334578 ,
       232798.79561321, 236196.04344734, 239356.77532825, 242297.45746589,
       245033.40969484, 247578.88528474, 249947.1451945 , 252150.52715676]), 1265: array([54314.41573848, 51666.01239973, 49693.76500593, 48225.04620264,
       47131.30160958, 46316.79768127, 45710.24231777, 45258.54479219,
       44922.16881253, 44671.6719794 , 44485.12874443, 44346.21130553,
       44242.76046298, 44165.721346  , 44108.35085584, 44065.62745415,
       44033.81163651, 44010.11862024, 43992.47459717, 43979.33521692,
       43969.5504126 , 43962.26373743, 43956.83740154, 43952.79644725,
       43949.78717693, 43947.54619443, 43945.87735048, 43944.63457409]), 1270: array([64470.08168911, 64893.25046466, 65286.6623163 , 65652.40972951,
       65992.43804771, 66308.55581915, 66602.44441628, 66875.66697866,
       67129.67672697, 67365.82469249, 67585.36690294, 67789.47106306,
       67979.22276546, 68155.63126463, 68319.63484502, 68472.10581161,
       68613.85512951, 68745.63673732, 68868.15155727, 68982.0512232 ,
       69087.94154655, 69186.38573852, 69277.90740573, 69362.99333513,
       69442.09608318, 69515.63638288, 69584.00538161, 69647.56672152]), 1275: array([64949.72032881, 72004.24784143, 75563.76945611, 77359.80669641,
       78266.0379594 , 78723.29746584, 78954.018105  , 79070.43342843,
       79129.17341623, 79158.81200731, 79173.76682964, 79181.31262392,
       79185.12002531, 79187.0411359 , 79188.01047575, 79188.49957813,
       79188.74636581, 79188.87088812, 79188.93371868, 79188.96542125,
       79188.98141751, 79188.98948878, 79188.99356132, 79188.99561622,
       79188.99665306, 79188.99717622, 79188.9974402 , 79188.99757339]), 1280: array([1265139.59877537, 1285641.05765016, 1306142.51652495,
       1326643.97539974, 1347145.43427453, 1367646.89314932,
       1388148.35202411, 1408649.8108989 , 1429151.26977369,
       1449652.72864848, 1470154.18752327, 1490655.64639806,
       1511157.10527285, 1531658.56414764, 1552160.02302243,
       1572661.48189722, 1593162.94077201, 1613664.39964679,
       1634165.85852158, 1654667.31739637, 1675168.77627116,
       1695670.23514595, 1716171.69402074, 1736673.15289553,
       1757174.61177032, 1777676.07064511, 1798177.5295199 ,
       1818678.98839469]), 1285: array([ 798466.13306061,  833670.07993   ,  868874.02679939,
        904077.97366879,  939281.92053818,  974485.86740757,
       1009689.81427696, 1044893.76114635, 1080097.70801575,
       1115301.65488514, 1150505.60175453, 1185709.54862392,
       1220913.49549331, 1256117.44236271, 1291321.3892321 ,
       1326525.33610149, 1361729.28297088, 1396933.22984027,
       1432137.17670966, 1467341.12357906, 1502545.07044845,
       1537749.01731784, 1572952.96418723, 1608156.91105662,
       1643360.85792602, 1678564.80479541, 1713768.7516648 ,
       1748972.69853419]), 1290: array([413503.64333961, 417655.29184493, 420543.48713933, 422552.73046712,
       423950.50947399, 424922.90844878, 425599.38145455, 426069.98635994,
       426397.37411242, 426625.12936795, 426783.57285285, 426893.79791813,
       426970.47866663, 427023.823495  , 427060.93412276, 427086.75103389,
       427104.71119625, 427117.20562017, 427125.89767017, 427131.94450624,
       427136.15113487, 427139.07757842, 427141.11343009, 427142.52971983,
       427143.51499625, 427144.20042776, 427144.67726487, 427145.0089882 ]), 1295: array([ 520190.33021824,  573276.98016174,  620944.05962159,
        663744.84789227,  702176.14046044,  736684.01538834,
        767669.01101208,  795490.77505317,  820472.23910621,
        842903.36695674,  863044.52023659,  881129.48048224,
        897368.16267401,  911949.05175218,  925041.39039144,
        936797.14342723,  947352.76173548,  956830.76603943,
        965341.16902697,  972982.75228517,  979844.21287376,
        986005.19284584,  991537.20366575,  996504.45625384,
       1000964.6062928 , 1004969.42344619, 1008565.39225711,
       1011794.25170158]), 1300: array([37355.23014898, 49567.66914553, 57816.132829  , 63387.2683865 ,
       67150.09654349, 69691.56687623, 71408.11389424, 72567.49538577,
       73350.55895979, 73879.45179225, 74236.67390999, 74477.94706319,
       74640.90655413, 74750.97182801, 74825.31155775, 74875.52172143,
       74909.43441584, 74932.33955611, 74947.81002992, 74958.25901897,
       74965.31642223, 74970.08309779, 74973.30258164, 74975.47706912,
       74976.94575044, 74977.93771974, 74978.60771061, 74979.06023246]), 1305: array([32928.06705845, 48420.4898184 , 59580.74752237, 67620.24876429,
       73411.6544767 , 77583.60235214, 80588.94335909, 82753.89719784,
       84313.46235638, 85436.92440909, 86246.23139891, 86829.23088892,
       87249.20552107, 87551.74213504, 87769.68006696, 87926.67574939,
       88039.77053782, 88121.24049275, 88179.92890489, 88222.20620483,
       88252.66145186, 88274.60046105, 88290.40463837, 88301.78947433,
       88309.99075473, 88315.8987011 , 88320.15460122, 88323.22041881]), 1310: array([272566.46086733, 211773.98684531, 172915.42586626, 148077.02628383,
       132200.31653771, 122051.92064264, 115565.0640527 , 111418.66408432,
       108768.28443443, 107074.16125718, 105991.27739946, 105299.09783126,
       104856.65651937, 104573.8479485 , 104393.07665611, 104277.52761157,
       104203.66864028, 104156.45797175, 104126.28090344, 104106.99171562,
       104094.66206309, 104086.78094685, 104081.74333584, 104078.52329393,
       104076.46504252, 104075.14940783, 104074.30845388, 104073.77091596]), 1315: array([524726.19406048, 530592.48639656, 536122.58108527, 541335.74563865,
       546250.14334617, 550882.89655784, 555250.14634055, 559367.10871542,
       563248.12767231, 566906.72514593, 570355.64812792, 573606.91307891,
       576671.84779526, 579561.13087648, 582284.82893078, 584852.43164827,
       587272.88486425, 589554.62172752, 591705.59208252, 593733.29016749,
       595644.78072535, 597446.72361806, 599145.3970304 , 600746.71934393,
       602256.26975732, 603679.30772495, 605020.79128148, 606285.39431623]), 1320: array([3563445.99647926, 3542010.65060975, 3521680.64037128,
       3502398.96799647, 3484111.5748664 , 3466767.18995035,
       3450317.18606099, 3434715.44352184, 3419918.22086493,
       3405884.03219602, 3392573.53088363, 3379949.39924576,
       3367976.243925  , 3356620.49665879, 3345850.32016651,
       3335635.51888963, 3325947.45433462, 3316758.96478126,
       3308044.28913138, 3299778.99468428, 3291939.90863656,
       3284505.05311425, 3277453.58355504, 3270765.73026787,
       3264422.74300611, 3258406.83839888, 3252701.15009306,
       3247289.68146639]), 1325: array([1650864.23006932, 1509940.82047462, 1404542.91903855,
       1325714.86868781, 1266758.65193745, 1222664.76051112,
       1189686.53754695, 1165021.82425686, 1146574.86056378,
       1132778.20841983, 1122459.56663421, 1114742.1604701 ,
       1108970.24211695, 1104653.37181533, 1101424.74520268,
       1099010.02595574, 1097204.03543991, 1095853.31868584,
       1094843.10532438, 1094087.55755126, 1093522.47649091,
       1093099.84721964, 1092783.75893874, 1092547.35363482,
       1092370.54395505, 1092238.30638534, 1092139.40470265,
       1092065.43523346]), 1330: array([ 263188.29361933,  450805.28161356,  601354.36613235,
        722159.13488893,  819096.23816641,  896881.2634477 ,
        959298.12916206, 1009383.15660168, 1049572.77434229,
       1081822.04037462, 1107699.74755601, 1128464.73886759,
       1145127.14489713, 1158497.52249697, 1169226.28500854,
       1177835.34217018, 1184743.48885834, 1190286.77771902,
       1194734.86673336, 1198304.13695843, 1201168.21856708,
       1203466.4372347 , 1205310.59175467, 1206790.3925854 ,
       1207977.82589152, 1208930.6553718 , 1209695.23222324,
       1210308.7499343 ]), 1335: array([  98728.76240289,  178218.11852986,  257707.47465684,
        337196.83078381,  416686.18691079,  496175.54303776,
        575664.89916473,  655154.25529171,  734643.61141868,
        814132.96754565,  893622.32367263,  973111.6797996 ,
       1052601.03592657, 1132090.39205354, 1211579.74818051,
       1291069.10430748, 1370558.46043446, 1450047.81656143,
       1529537.1726884 , 1609026.52881537, 1688515.88494234,
       1768005.24106931, 1847494.59719628, 1926983.95332325,
       2006473.30945022, 2085962.66557719, 2165452.02170416,
       2244941.37783112]), 1340: array([37714.17945584, 39317.55096846, 40764.25967764, 42069.61284919,
       43247.42210111, 44310.14954081, 45269.03962359, 46134.23812748,
       46914.89950314, 47619.28373485, 48254.84373739, 48828.3042134 ,
       49345.7328059 , 49812.60429839, 50233.85854231, 50613.95272425,
       50956.90852644, 51266.35467911, 51545.56535522, 51797.49481364,
       52024.80865745, 52229.91203802, 52414.97510333, 52581.95595974,
       52732.62139027, 52868.56554843, 52991.22682564, 53101.90307042]), 1345: array([8777.39151606, 8777.84144581, 8778.16913148, 8778.40778631,
       8778.58159959, 8778.70818852, 8778.80038376, 8778.86752993,
       8778.91643276, 8778.95204889, 8778.97798827, 8778.99688002,
       8779.01063896, 8779.02065965, 8779.02795777, 8779.03327301,
       8779.03714413, 8779.03996347, 8779.04201682, 8779.04351228,
       8779.04460142, 8779.04539466, 8779.04597237, 8779.04639312,
       8779.04669955, 8779.04692273, 8779.04708527, 8779.04720365]), 1350: array([24769.69586464, 24988.44872525, 25193.30481345, 25385.14695326,
       25564.80188533, 25733.04382971, 25890.59782237, 26038.14283973,
       26176.31472468, 26305.70892674, 26426.88306817, 26540.35934699,
       26646.62678742, 26746.14334727, 26839.33789159, 26926.61204077,
       27008.34190135, 27084.87968687, 27156.5552357 , 27223.67743246,
       27286.53553918, 27345.40044188, 27400.52581791, 27452.1492292 ,
       27500.49314601, 27545.76590568, 27588.16261044, 27627.86596822]), 1355: array([40696.04836735, 43476.47985207, 45455.57784274, 46864.29043938,
       47867.00540818, 48580.7331842 , 49088.76124213, 49450.37321285,
       49707.76690466, 49890.97851805, 50021.38767862, 50114.21230281,
       50180.28443162, 50227.31426066, 50260.7898707 , 50284.61765173,
       50301.57815366, 50313.65055877, 50322.24363968, 50328.36015406,
       50332.71386009, 50335.81280747, 50338.01862357, 50339.58871304,
       50340.70629531, 50341.50178508, 50342.06801095, 50342.47104784]), 1360: array([31176.8774697 , 31176.87725328, 31176.8771478 , 31176.87709639,
       31176.87707133, 31176.87705912, 31176.87705317, 31176.87705027,
       31176.87704886, 31176.87704817, 31176.87704783, 31176.87704767,
       31176.87704759, 31176.87704755, 31176.87704753, 31176.87704752,
       31176.87704752, 31176.87704751, 31176.87704751, 31176.87704751,
       31176.87704751, 31176.87704751, 31176.87704751, 31176.87704751,
       31176.87704751, 31176.87704751, 31176.87704751, 31176.87704751]), 1365: array([116953.24967339, 118922.53449002, 120681.3699339 , 122252.24586436,
       123655.2487419 , 124908.31846957, 126027.47778674, 127027.03714848,
       127919.77771035, 128717.11475838, 129429.24367388, 130065.27029971,
       130633.32737469, 131140.67852532, 131593.81114418, 131998.51934285,
       132359.97804006, 132682.80913224, 132971.14059273, 133228.65925535,
       133458.65795715, 133664.07764319, 133847.54497185, 134011.40590132,
       134157.75568688, 134288.46567249, 134405.20721928, 134509.47307688]), 1370: array([30171.03505068, 31331.59910469, 31899.9875363 , 32178.35684135,
       32314.68873287, 32381.45753354, 32414.15767945, 32430.1726375 ,
       32438.01599338, 32441.85729169, 32443.73857478, 32444.65993671,
       32445.11117545, 32445.33217048, 32445.44040321, 32445.49341039,
       32445.51937076, 32445.5320849 , 32445.53831167, 32445.54136125,
       32445.54285478, 32445.54358624, 32445.54394448, 32445.54411992,
       32445.54420585, 32445.54424793, 32445.54426854, 32445.54427863]), 1375: array([44528.69851953, 44528.69929503, 44528.69968973, 44528.69989062,
       44528.69999286, 44528.7000449 , 44528.70007139, 44528.70008487,
       44528.70009173, 44528.70009522, 44528.700097  , 44528.7000979 ,
       44528.70009836, 44528.7000986 , 44528.70009871, 44528.70009878,
       44528.70009881, 44528.70009882, 44528.70009883, 44528.70009883,
       44528.70009884, 44528.70009884, 44528.70009884, 44528.70009884,
       44528.70009884, 44528.70009884, 44528.70009884, 44528.70009884]), 1380: array([655914.01078097, 520650.16652971, 425881.67443837, 359485.01727562,
       312966.22199777, 280374.24513365, 257539.66935485, 241541.31941824,
       230332.56287406, 222479.48904054, 216977.47207803, 213122.65149471,
       210421.88887788, 208529.68182054, 207203.9645859 , 206275.14118921,
       205624.38936998, 205168.45993091, 204849.02685788, 204625.22580577,
       204468.426416  , 204358.56969995, 204281.60193829, 204227.67682065,
       204189.89582964, 204163.42572917, 204144.8802596 , 204131.88694127]), 1385: array([137727.96098372, 137731.32019055, 137733.72523408, 137735.44713887,
       137736.67994655, 137737.56258232, 137738.19451049, 137738.64694311,
       137738.97086486, 137739.20277851, 137739.36881842, 137739.48769565,
       137739.5728065 , 137739.63374209, 137739.67736929, 137739.70860443,
       137739.73096741, 137739.74697831, 137739.75844141, 137739.76664848,
       137739.77252438, 137739.77673127, 137739.77974321, 137739.78189963,
       137739.78344353, 137739.78454889, 137739.78534029, 137739.78590689]), 1390: array([123280.67254371, 123280.67156452, 123280.6710742 , 123280.67082867,
       123280.67070572, 123280.67064415, 123280.67061332, 123280.67059788,
       123280.67059015, 123280.67058628, 123280.67058434, 123280.67058337,
       123280.67058289, 123280.67058264, 123280.67058252, 123280.67058246,
       123280.67058243, 123280.67058242, 123280.67058241, 123280.6705824 ,
       123280.6705824 , 123280.6705824 , 123280.6705824 , 123280.6705824 ,
       123280.6705824 , 123280.6705824 , 123280.6705824 , 123280.6705824 ]), 1395: array([158012.66032444, 158618.56232389, 159175.65264093, 159687.86356221,
       160158.81058793, 160591.81795234, 160989.94208815, 161355.99320078,
       161692.55510447, 162002.00346048, 162286.52254593, 162548.1206718 ,
       162788.64435881, 163009.79137132, 163213.12270119, 163400.07358618,
       163571.96364082, 163730.006171  , 163875.31673826, 164008.9210341 ,
       164131.76211995, 164244.70708385, 164348.55316095, 164444.03336083,
       164531.82164156, 164612.53766691, 164686.7511803 , 164754.98602643]), 1400: array([182348.28852767, 182819.32717631, 183249.83816508, 183643.30845035,
       184002.9249745 , 184331.60047881, 184631.99709543, 184906.5479095 ,
       185157.47666615, 185386.81578184, 185596.42280612, 185787.99546695,
       185963.08542162, 186123.11082448, 186269.36781339, 186403.04100793,
       186525.21310424, 186636.8736445 , 186738.92703169, 186832.19985495,
       186917.4475846 , 186995.36069106, 187066.57023745, 187131.65299088,
       187191.13609405, 187245.50133485, 187295.18904867, 187340.60168491]), 1405: array([188181.48366348, 188181.48315424, 188181.48290441, 188181.48278185,
       188181.48272173, 188181.48269223, 188181.48267776, 188181.48267066,
       188181.48266718, 188181.48266547, 188181.48266463, 188181.48266422,
       188181.48266402, 188181.48266392, 188181.48266387, 188181.48266385,
       188181.48266383, 188181.48266383, 188181.48266383, 188181.48266382,
       188181.48266382, 188181.48266382, 188181.48266382, 188181.48266382,
       188181.48266382, 188181.48266382, 188181.48266382, 188181.48266382]), 1410: array([1244251.39277722, 1041408.61106477,  914832.27836347,
        835847.12609504,  786559.44216766,  755803.33526458,
        736611.15505932,  724635.00404021,  717161.74192519,
        712498.33658314,  709588.31562448,  707772.42758587,
        706639.29163405,  705932.20118685,  705490.96825296,
        705215.63360132,  705043.82147088,  704936.60863737,
        704869.70654123,  704827.95882949,  704801.90775581,
        704785.65157287,  704775.50751941,  704769.17750819,
        704765.22750513,  704762.76265577,  704761.22456016,
        704760.26477002]), 1415: array([1236200.69171184, 1148578.27451969, 1086925.40578009,
       1043545.22584867, 1013022.07178701,  991545.37585478,
        976433.94709374,  965801.24642504,  958319.86757609,
        953055.82119451,  949351.93386748,  946745.80536158,
        944912.08171138,  943621.83742079,  942713.9959752 ,
        942075.22074764,  941625.7658419 ,  941309.52046549,
        941087.00395309,  940930.4369264 ,  940820.27326446,
        940742.75992932,  940688.220011  ,  940649.84464391,
        940622.84297532,  940603.84406633,  940590.47605756,
        940581.07006173]), 1420: array([350253.91655401, 435166.1916843 , 496198.55063033, 540066.75264002,
       571597.88105773, 594261.4964727 , 610551.41343582, 622260.1099437 ,
       630675.96462386, 636725.02482028, 641072.9051783 , 644198.02924615,
       646444.27330882, 648058.80517366, 649219.28153768, 650053.39662751,
       650652.93316668, 651083.86178335, 651393.60015712, 651616.2306729 ,
       651776.25071158, 651891.26824496, 651973.93934725, 652033.36081936,
       652076.07116495, 652106.77006141, 652128.83549383, 652144.69545506]), 1425: array([ 143548.63326113,  211843.92665686,  280139.22005259,
        348434.51344832,  416729.80684405,  485025.10023979,
        553320.39363552,  621615.68703125,  689910.98042698,
        758206.27382271,  826501.56721845,  894796.86061418,
        963092.15400991, 1031387.44740564, 1099682.74080138,
       1167978.03419711, 1236273.32759284, 1304568.62098857,
       1372863.9143843 , 1441159.20778004, 1509454.50117577,
       1577749.7945715 , 1646045.08796723, 1714340.38136296,
       1782635.6747587 , 1850930.96815443, 1919226.26155016,
       1987521.55494589]), 1430: array([51254.00677789, 51253.57008521, 51253.28474868, 51253.09830879,
       51252.97648831, 51252.89689038, 51252.84488082, 51252.81089758,
       51252.78869282, 51252.77418415, 51252.76470413, 51252.75850986,
       51252.7544625 , 51252.75181794, 51252.75008997, 51252.74896091,
       51252.74822318, 51252.74774115, 51252.74742618, 51252.74722038,
       51252.74708591, 51252.74699805, 51252.74694064, 51252.74690313,
       51252.74687862, 51252.7468626 , 51252.74685214, 51252.7468453 ]), 1435: array([208832.39306698, 167474.29624846, 141574.5178186 , 125355.23854038,
       115198.2010577 , 108837.53554015, 104854.28098436, 102359.83809747,
       100797.73725032,  99819.49915577,  99206.89480862,  98823.26214473,
        98583.0189576 ,  98432.57090039,  98338.355459  ,  98279.35470113,
        98242.40651749,  98219.26836938,  98204.77851237,  98195.70449506,
        98190.02205182,  98186.46352201,  98184.23505549,  98182.83951765,
        98181.96558671,  98181.41830287,  98181.07557602,  98180.86094938]), 1440: array([ 68649.48107959, 109854.29166536, 137414.09086754, 155847.43690814,
       168176.56324754, 176422.88792231, 181938.43450441, 185627.50270135,
       188094.93253067, 189745.27067505, 190849.09780659, 191587.39155596,
       192081.19864294, 192411.48105337, 192632.39013612, 192780.14497048,
       192878.97065389, 192945.07012024, 192989.28068677, 193018.85088304,
       193038.62888129, 193051.85737701, 193060.70524406, 193066.62313169,
       193070.58130533, 193073.22872608, 193074.99945099, 193076.18379869]), 1445: array([189419.9269414 , 197297.62333212, 201703.55510961, 204167.75706219,
       205545.96525282, 206316.78592956, 206747.89968998, 206989.01812391,
       207123.87371081, 207199.29734816, 207241.48117755, 207265.07425162,
       207278.26966683, 207285.64975566, 207289.77737956, 207292.08592618,
       207293.3770776 , 207294.09920813, 207294.50308988, 207294.72897768,
       207294.85531489, 207294.92597427, 207294.96549349, 207294.98759627,
       207294.99995817, 207295.00687209, 207295.01073898, 207295.01290171]), 1450: array([500538.253802  , 396942.21810148, 345075.42380742, 319107.59277844,
       306106.43746265, 299597.22845876, 296338.30255354, 294706.67603036,
       293889.77954711, 293480.78897551, 293276.02216468, 293173.50281649,
       293122.17508075, 293096.47713687, 293083.61110431, 293077.16954639,
       293073.94449094, 293072.32982213, 293071.52141576, 293071.11667588,
       293070.91403724, 293070.81258339, 293070.76178911, 293070.73635825,
       293070.72362593, 293070.71725132, 293070.71405979, 293070.7124619 ]), 1455: array([3141218.43102882, 3207104.50991996, 3272990.5888111 ,
       3338876.66770224, 3404762.74659338, 3470648.82548452,
       3536534.90437566, 3602420.9832668 , 3668307.06215793,
       3734193.14104907, 3800079.21994021, 3865965.29883135,
       3931851.37772249, 3997737.45661363, 4063623.53550477,
       4129509.61439591, 4195395.69328705, 4261281.77217819,
       4327167.85106933, 4393053.92996046, 4458940.0088516 ,
       4524826.08774274, 4590712.16663388, 4656598.24552502,
       4722484.32441616, 4788370.4033073 , 4854256.48219844,
       4920142.56108958]), 1460: array([ 5971478.72215436,  6160010.14369351,  6348541.56523265,
        6537072.98677179,  6725604.40831093,  6914135.82985006,
        7102667.25138918,  7291198.6729283 ,  7479730.09446742,
        7668261.51600652,  7856792.93754563,  8045324.35908472,
        8233855.78062382,  8422387.2021629 ,  8610918.62370198,
        8799450.04524106,  8987981.46678013,  9176512.88831919,
        9365044.30985825,  9553575.7313973 ,  9742107.15293635,
        9930638.57447539, 10119169.99601443, 10307701.41755346,
       10496232.83909249, 10684764.26063151, 10873295.68217052,
       11061827.10370953]), 1465: array([2190002.38714355, 2400242.92290725, 2508956.10130805,
       2565170.54689568, 2594238.447763  , 2609269.15476365,
       2617041.37588037, 2621060.30999202, 2623138.45871569,
       2624213.0476484 , 2624768.70632728, 2625056.03160862,
       2625204.60450136, 2625281.42998763, 2625321.1556417 ,
       2625341.69736122, 2625352.31926917, 2625357.81174649,
       2625360.65184897, 2625362.12043621, 2625362.87982728,
       2625363.27250045, 2625363.47554763, 2625363.5805412 ,
       2625363.63483227, 2625363.66290562, 2625363.67742205,
       2625363.68492835]), 1470: array([1490170.40049097, 1953030.57391107, 2369555.36894174,
       2744383.26479071, 3081688.39808109, 3385227.04662897,
       3658379.45988605, 3904187.50187712, 4125388.52582933,
       4324445.85772608, 4503576.22825462, 4664774.45863348,
       4809835.67522452, 4940375.30031481, 5057847.04168834,
       5163559.08132217, 5258688.64348649, 5344295.10448112,
       5421331.79000023, 5490656.59150259, 5553041.51981246,
       5609181.30234176, 5659701.11967298, 5705163.56765892,
       5746074.92256987, 5782890.77905802, 5816021.12372409,
       5845834.90078631]), 1475: array([552483.39940873, 541163.85729778, 532147.82010627, 524966.52903974,
       519246.61681146, 514690.69565522, 511061.89563985, 508171.54940689,
       505869.38304034, 504035.70307533, 502575.17343555, 501411.85875174,
       500485.27635541, 499747.25168405, 499159.41360545, 498691.19943853,
       498318.26594873, 498021.22370257, 497784.62897882, 497596.1808236 ,
       497446.08150338, 497326.52710442, 497231.30179435, 497155.45465064,
       497095.04225393, 497046.92366308, 497008.59711236, 496978.06994057]), 1480: array([439687.7281057 , 384789.48020425, 355995.95581841, 340894.07045321,
       332973.29845853, 328818.94107371, 326640.02653198, 325497.20993237,
       324897.81525426, 324583.43936904, 324418.55269117, 324332.07145066,
       324286.71299566, 324262.92298723, 324250.44539069, 324243.90102919,
       324240.4685839 , 324238.66830427, 324237.7240775 , 324237.22884099,
       324236.96909492, 324236.83286097, 324236.76140777, 324236.72393136,
       324236.70427539, 324236.69396606, 324236.68855892, 324236.68572294]), 1485: array([148118.1863349 , 188064.73489295, 215572.53099752, 234514.81446991,
       247558.75669576, 256541.01213711, 262726.32877043, 266985.63113654,
       269918.65101595, 271938.37276229, 273329.1836331 , 274286.91698518,
       274946.42662299, 275400.57491116, 275713.3082752 , 275928.66118862,
       276076.95645434, 276179.07481199, 276249.39505397, 276297.81863368,
       276331.16384135, 276354.12585451, 276369.93784325, 276380.8262173 ,
       276388.32411596, 276393.48728212, 276397.04271624, 276399.49104183]), 1490: array([265258.6617053 , 192761.4671378 , 151001.04457128, 126945.86694216,
       113089.40823783, 105107.69840449, 100510.00910862,  97861.61079514,
        96336.05889819,  95457.29810967,  94951.10718625,  94659.52698115,
        94491.56858428,  94394.81982499,  94339.08981922,  94306.98776887,
        94288.49608522,  94277.84435548,  94271.70865964,  94268.17432631,
        94266.13845093,  94264.96572947,  94264.29020894,  94263.90109011,
        94263.67694673,  94263.54783384,  94263.47346118,  94263.43062044]), 1495: array([113962.60936097, 116742.44081625, 118079.66520086, 118722.9304792 ,
       119032.37010883, 119181.22453578, 119252.830233  , 119287.27580494,
       119303.84567958, 119311.81653709, 119315.65087928, 119317.49537092,
       119318.38265464, 119318.80947815, 119319.01479952, 119319.11356837,
       119319.16108064, 119319.18393619, 119319.19493074, 119319.20021961,
       119319.2027638 , 119319.20398767, 119319.20457641, 119319.20485961,
       119319.20499585, 119319.20506139, 119319.20509291, 119319.20510808]), 1500: array([1217027.85142161, 1033787.38209111,  891140.19187335,
        780093.64767182,  693647.25528035,  626351.34065975,
        573963.49659433,  533181.13675426,  501433.29708276,
        476718.55944228,  457478.88005123,  442501.36871953,
        430841.82693966,  421765.22459193,  414699.36285102,
        409198.80215344,  404916.78120577,  401583.35677791,
        398988.38618995,  396968.27969043,  395395.68758154,
        394171.47195652,  393218.45693877,  392476.56343123,
        391899.02166505,  391449.42278288,  391099.4235851 ,
        390826.95974388]), 1505: array([455520.52573519, 451257.89001724, 447795.17464231, 444982.26766146,
       442697.2269272 , 440840.99378732, 439333.09879975, 438108.173307  ,
       437113.11564372, 436304.7891299 , 435648.15205543, 435114.73858921,
       434681.42475878, 434329.42600447, 434043.48285118, 433811.19939588,
       433622.50593362, 433469.22242637, 433344.70389081, 433243.55233198,
       433161.38273525, 433094.63297178, 433040.40937691, 432996.36130711,
       432960.57923737, 432931.51198151, 432907.89944682, 432888.71800784]), 1510: array([ 14651.756021  ,  26999.39826861,  39012.85944173,  50701.18393831,
        62073.17137548,  73137.38321429,  83902.14920534,  94375.57365979,
       104565.54155082, 114479.72444982, 124125.58630196, 133510.38904552,
       142641.19807903, 151524.88758051, 160168.14568274, 168577.47950841,
       176759.22006913, 184719.52703167, 192464.39335536, 199999.6498039 ,
       207330.96933509, 214463.87137171, 221403.72595692, 228155.75779705,
       234725.0501951 , 241116.54887769, 247335.06571852, 253385.28236098]), 1515: array([248892.96276858, 252347.33752136, 255207.46146993, 257575.56267106,
       259536.28304528, 261159.70369305, 262503.84977029, 263616.76445414,
       264538.22612747, 265301.17015879, 265932.86609555, 266455.89234669,
       266888.94319197, 267247.49696282, 267544.36927698, 267790.1711011 ,
       267993.68801344, 268162.19422269, 268301.71256655, 268417.22978315,
       268512.87474969, 268592.06605896, 268657.63420844, 268711.92276947,
       268756.8721524 , 268794.08896175, 268824.90342032, 268850.41691472]), 1520: array([1511090.54187872, 1562446.77831391, 1613803.01474909,
       1665159.25118427, 1716515.48761946, 1767871.72405464,
       1819227.96048982, 1870584.19692501, 1921940.43336019,
       1973296.66979537, 2024652.90623056, 2076009.14266574,
       2127365.37910092, 2178721.6155361 , 2230077.85197129,
       2281434.08840647, 2332790.32484165, 2384146.56127683,
       2435502.79771202, 2486859.0341472 , 2538215.27058238,
       2589571.50701757, 2640927.74345275, 2692283.97988793,
       2743640.21632312, 2794996.4527583 , 2846352.68919348,
       2897708.92562866]), 1525: array([746866.05272313, 742597.76684075, 739018.89303444, 736018.07770144,
       733501.95303482, 731392.23196389, 729623.27231887, 728140.03443077,
       726896.36861912, 725853.57928407, 724979.2209258 , 724246.08863055,
       723631.37161292, 723115.94347776, 722683.76711872, 722321.3957374 ,
       722017.55445767, 721762.78951754, 721549.17412341, 721370.06181469,
       721219.87966482, 721093.95488444, 720988.36943152, 720899.83810486,
       720825.6063278 , 720763.36444198, 720711.17584428, 720667.41673103]), 1530: array([266476.2951897 , 276006.54678449, 280877.11242495, 283366.28172149,
       284638.40579171, 285288.5422257 , 285620.80335705, 285790.60996015,
       285877.39195099, 285921.74307631, 285944.40932651, 285955.9932242 ,
       285961.91333381, 285964.93888693, 285966.4851373 , 285967.27536974,
       285967.67922885, 285967.88562658, 285967.99110897, 285968.04501719,
       285968.07256773, 285968.0866478 , 285968.09384362, 285968.09752114,
       285968.09940059, 285968.10036111, 285968.10085199, 285968.10110286]), 1535: array([ 22213.56198785,  33550.87787621,  44888.19376457,  56225.50965292,
        67562.82554128,  78900.14142964,  90237.457318  , 101574.77320636,
       112912.08909472, 124249.40498308, 135586.72087144, 146924.0367598 ,
       158261.35264816, 169598.66853652, 180935.98442488, 192273.30031324,
       203610.6162016 , 214947.93208996, 226285.24797832, 237622.56386668,
       248959.87975504, 260297.1956434 , 271634.51153176, 282971.82742012,
       294309.14330847, 305646.45919683, 316983.77508519, 328321.09097355]), 1540: array([47042.68429602, 47411.69875623, 47755.93052714, 48077.04399254,
       48376.59175766, 48656.02215614, 48916.68625276, 49159.84437599,
       49386.67221174, 49598.26648787, 49795.65027696, 49979.77794293,
       50151.53975544, 50311.76619442, 50461.23196551, 50600.65974577,
       50730.72367791, 50852.0526298 , 50965.23323511, 51070.81272967,
       51169.30159746, 51261.17603879, 51346.88027277, 51426.82868514,
       51501.40783186, 51570.97830814, 51635.8764919 , 51696.41617025]), 1545: array([31656.75300404, 31656.75497007, 31656.75600039, 31656.75654034,
       31656.7568233 , 31656.75697159, 31656.75704931, 31656.75709003,
       31656.75711138, 31656.75712256, 31656.75712842, 31656.7571315 ,
       31656.75713311, 31656.75713395, 31656.75713439, 31656.75713462,
       31656.75713475, 31656.75713481, 31656.75713484, 31656.75713486,
       31656.75713487, 31656.75713487, 31656.75713488, 31656.75713488,
       31656.75713488, 31656.75713488, 31656.75713488, 31656.75713488]), 1550: array([45161.62684573, 44641.74397748, 44370.93021202, 44229.85979013,
       44156.37436778, 44118.09485301, 44098.1545546 , 44087.76739313,
       44082.35658527, 44079.53802489, 44078.06980004, 44077.30498257,
       44076.90657918, 44076.69904565, 44076.59093873, 44076.53462443,
       44076.50528957, 44076.49000867, 44076.48204864, 44076.47790216,
       44076.47574221, 44076.47461706, 44076.47403095, 44076.47372564,
       44076.4735666 , 44076.47348376, 44076.4734406 , 44076.47341812]), 1555: array([41551.48292949, 41794.78678346, 41918.12126364, 41980.64141592,
       42012.33384641, 42028.39922876, 42036.54301912, 42040.67123219,
       42042.76388714, 42043.82468624, 42044.36242169, 42044.63500809,
       42044.77318634, 42044.84323103, 42044.87873777, 42044.89673668,
       42044.90586061, 42044.91048567, 42044.91283018, 42044.91401865,
       42044.9146211 , 42044.9149265 , 42044.91508131, 42044.91515978,
       42044.91519956, 42044.91521973, 42044.91522995, 42044.91523513]), 1560: array([30694.23883658, 39014.77023509, 44718.11970871, 48627.50886433,
       51307.21903127, 53144.0396426 , 54403.09743171, 55266.12483163,
       55857.69123902, 56263.18336406, 56541.1299503 , 56731.649815  ,
       56862.24260025, 56951.75807196, 57013.11689557, 57055.17560524,
       57084.00495617, 57103.76617761, 57117.31160476, 57126.59638492,
       57132.96068348, 57137.32312346, 57140.31337956, 57142.36306542,
       57143.76803275, 57144.73107457, 57145.39119635, 57145.8436801 ]), 1565: array([44303.48762133, 44570.86969113, 44818.88017396, 45048.92252364,
       45262.29851501, 45460.21561051, 45643.79379306, 45814.0719038 ,
       45972.01352081, 46118.5124118 , 46254.39759182, 46380.43801455,
       46497.34692367, 46605.78588901, 46706.36855026, 46799.6640895 ,
       46886.20045205, 46966.46733411, 47040.91895381, 47109.9766216 ,
       47174.03112438, 47233.44493688, 47288.55427289, 47339.67098779,
       47387.08434334, 47431.06264456, 47471.85475798, 47509.69152   ]), 1570: array([1311212.98092349, 1330737.59897049, 1350262.21701748,
       1369786.83506447, 1389311.45311147, 1408836.07115846,
       1428360.68920546, 1447885.30725245, 1467409.92529945,
       1486934.54334644, 1506459.16139343, 1525983.77944043,
       1545508.39748742, 1565033.01553442, 1584557.63358141,
       1604082.2516284 , 1623606.8696754 , 1643131.48772239,
       1662656.10576939, 1682180.72381638, 1701705.34186338,
       1721229.95991037, 1740754.57795736, 1760279.19600436,
       1779803.81405135, 1799328.43209835, 1818853.05014534,
       1838377.66819233]), 1575: array([568208.99703081, 499056.21903202, 461027.2170585 , 440114.02986698,
       428613.29685242, 422288.72955137, 418810.67719638, 416898.00118104,
       415846.16838318, 415267.73679008, 414949.64145346, 414774.71213704,
       414678.51372662, 414625.61159245, 414596.51926351, 414580.52059699,
       414571.72249316, 414566.88417548, 414564.22345241, 414562.76024809,
       414561.95559206, 414561.51308973, 414561.2697456 , 414561.13592402,
       414561.06233188, 414561.02186154, 414560.9996058 , 414560.98736676]), 1580: array([1059682.62103975,  984633.63330271,  926010.82398514,
        880218.95022497,  844449.6698565 ,  816509.3102901 ,
        794684.33409103,  777636.25047714,  764319.52782622,
        753917.47289864,  745792.14435102,  739445.22881687,
        734487.48014721,  730614.84756855,  727589.8287367 ,
        725226.90409896,  723381.15927752,  721939.39770312,
        720813.19845107,  719933.49352769,  719246.33204112,
        718709.57147962,  718290.29317895,  717962.78347345,
        717706.95671824,  717507.12346876,  717351.02827238,
        717229.09806107]), 1585: array([236275.2117867 , 256260.64246674, 272298.47037759, 285168.44191916,
       295496.28484162, 303784.1306295 , 310434.92773394, 315772.03260492,
       320054.93102393, 323491.85409571, 326249.90227844, 328463.16967471,
       330239.26357982, 331664.5362627 , 332808.28334426, 333726.11289526,
       334462.64905633, 335053.7016281 , 335528.00711513, 335908.62587187,
       336214.06327864, 336459.16945853, 336655.86127848, 336813.70173787,
       336940.36491395, 337042.00906929, 337123.57606164, 337189.03161311]), 1590: array([119203.32755753, 129479.38875439, 136593.82016102, 141519.35858181,
       144929.45945258, 147290.37656566, 148924.91167945, 150056.55032251,
       150840.0183604 , 151382.43724133, 151757.97041967, 152017.96352277,
       152197.96469859, 152322.58501701, 152408.86347432, 152468.59668869,
       152509.95181964, 152538.58324142, 152558.40565026, 152572.12931007,
       152581.63061942, 152588.20866644, 152592.76284954, 152595.91584977,
       152598.09876824, 152599.61006946, 152600.6563895 , 152601.38078887]), 1595: array([1535803.37182679, 1637611.37590114, 1739419.3799755 ,
       1841227.38404985, 1943035.38812421, 2044843.39219856,
       2146651.39627292, 2248459.40034727, 2350267.40442163,
       2452075.40849598, 2553883.41257034, 2655691.41664469,
       2757499.42071904, 2859307.4247934 , 2961115.42886775,
       3062923.4329421 , 3164731.43701646, 3266539.44109081,
       3368347.44516516, 3470155.44923952, 3571963.45331387,
       3673771.45738822, 3775579.46146257, 3877387.46553692,
       3979195.46961128, 4081003.47368563, 4182811.47775998,
       4284619.48183433]), 1600: array([472865.0964413 , 470719.64567633, 469645.83931239, 469108.39509503,
       468839.40219607, 468704.770215  , 468637.38639039, 468603.66052687,
       468586.78060239, 468578.33213523, 468574.10364491, 468571.98726923,
       468570.92801506, 468570.39785427, 468570.13250676, 468569.9996993 ,
       468569.93322866, 468569.89995985, 468569.88330868, 468569.87497471,
       468569.87080352, 468569.86871583, 468569.86767093, 468569.86714795,
       468569.8668862 , 468569.86675519, 468569.86668963, 468569.86665681]), 1605: array([ 56525.47363907,  64303.84604175,  72082.21844443,  79860.59084711,
        87638.96324979,  95417.33565247, 103195.70805515, 110974.08045783,
       118752.45286051, 126530.82526319, 134309.19766587, 142087.57006855,
       149865.94247123, 157644.31487391, 165422.68727659, 173201.05967927,
       180979.43208195, 188757.80448463, 196536.17688731, 204314.54928999,
       212092.92169267, 219871.29409535, 227649.66649803, 235428.03890071,
       243206.41130339, 250984.78370607, 258763.15610875, 266541.52851143]), 1610: array([ 22251.36632393,  44095.63243451,  65939.89854509,  87784.16465567,
       109628.43076624, 131472.69687682, 153316.9629874 , 175161.22909797,
       197005.49520855, 218849.76131913, 240694.02742971, 262538.29354028,
       284382.55965086, 306226.82576144, 328071.09187201, 349915.35798259,
       371759.62409317, 393603.89020375, 415448.15631432, 437292.4224249 ,
       459136.68853548, 480980.95464605, 502825.22075663, 524669.48686721,
       546513.75297779, 568358.01908836, 590202.28519894, 612046.55130952]), 1615: array([31940.8319586 , 31940.83236395, 31940.83257111, 31940.83267698,
       31940.83273109, 31940.83275874, 31940.83277287, 31940.8327801 ,
       31940.83278379, 31940.83278567, 31940.83278664, 31940.83278713,
       31940.83278738, 31940.83278751, 31940.83278758, 31940.83278761,
       31940.83278763, 31940.83278764, 31940.83278764, 31940.83278764,
       31940.83278764, 31940.83278764, 31940.83278764, 31940.83278765,
       31940.83278765, 31940.83278765, 31940.83278765, 31940.83278765]), 1620: array([25207.74617767, 25207.74596182, 25207.74585453, 25207.7458012 ,
       25207.74577469, 25207.74576152, 25207.74575497, 25207.74575171,
       25207.74575009, 25207.74574929, 25207.74574889, 25207.74574869,
       25207.74574859, 25207.74574854, 25207.74574852, 25207.74574851,
       25207.7457485 , 25207.7457485 , 25207.7457485 , 25207.7457485 ,
       25207.7457485 , 25207.7457485 , 25207.7457485 , 25207.7457485 ,
       25207.7457485 , 25207.7457485 , 25207.7457485 , 25207.7457485 ]), 1625: array([3473632.25520821, 3549600.46611342, 3625568.67701862,
       3701536.88792383, 3777505.09882904, 3853473.30973424,
       3929441.52063945, 4005409.73154466, 4081377.94244986,
       4157346.15335507, 4233314.36426028, 4309282.57516548,
       4385250.78607069, 4461218.9969759 , 4537187.2078811 ,
       4613155.41878631, 4689123.62969152, 4765091.84059673,
       4841060.05150193, 4917028.26240714, 4992996.47331235,
       5068964.68421755, 5144932.89512276, 5220901.10602796,
       5296869.31693317, 5372837.52783838, 5448805.73874359,
       5524773.94964879]), 1630: array([4227741.57770046, 4307238.8878583 , 4386736.19801615,
       4466233.50817399, 4545730.81833183, 4625228.12848968,
       4704725.43864752, 4784222.74880537, 4863720.05896321,
       4943217.36912106, 5022714.6792789 , 5102211.98943674,
       5181709.29959459, 5261206.60975243, 5340703.91991028,
       5420201.23006812, 5499698.54022596, 5579195.85038381,
       5658693.16054165, 5738190.4706995 , 5817687.78085734,
       5897185.09101518, 5976682.40117303, 6056179.71133087,
       6135677.02148871, 6215174.33164656, 6294671.6418044 ,
       6374168.95196225]), 1635: array([1046379.60004954, 1008295.47140738,  981713.9790081 ,
        963160.95538999,  950211.54381432,  941173.27255418,
        934864.85097884,  930461.77636128,  927388.57241378,
        925243.57526445,  923746.43649683,  922701.48196614,
        921972.13743587,  921463.0784977 ,  921107.77179177,
        920859.77918069,  920686.68834359,  920565.87652684,
        920481.55377867,  920422.69922247,  920381.62064213,
        920352.9491191 ,  920332.93732158,  920318.9697329 ,
        920309.2208069 ,  920302.41637125,  920297.66709482,
        920294.35225319]), 1640: array([ 242320.51665832,  408494.34770461,  565725.09191686,
        714494.0453067 ,  855256.60166038,  988443.64653596,
       1114462.87623876, 1233700.04581274, 1346520.14986785,
       1453268.53985801, 1554271.98122982, 1649839.65367797,
       1740264.09756932, 1825822.10943253, 1906775.58925468,
       1983372.34217819, 2055846.83705248, 2124420.924162  ,
       2189304.51432791, 2250696.22146202, 2308783.97054008,
       2363745.57285527, 2415749.27031294, 2464954.25043272,
       2511511.13363429, 2555562.43429876, 2597242.99701662,
       2636680.40935796]), 1645: array([19182.54903376, 23008.00199878, 24893.75562658, 25823.33619579,
       26281.57210845, 26507.45909296, 26618.80988054, 26673.70015199,
       26700.75826235, 26714.09653372, 26720.6716227 , 26723.91280695,
       26725.51054583, 26726.29814979, 26726.68639846, 26726.8777853 ,
       26726.97212927, 26727.01863604, 26727.04156152, 26727.05286261,
       26727.05843347, 26727.06117962, 26727.06253334, 26727.06320065,
       26727.0635296 , 26727.06369175, 26727.06377169, 26727.06381109]), 1650: array([421134.841447  , 432517.74899479, 443900.65654258, 455283.56409036,
       466666.47163815, 478049.37918594, 489432.28673373, 500815.19428151,
       512198.1018293 , 523581.00937709, 534963.91692487, 546346.82447266,
       557729.73202045, 569112.63956823, 580495.54711602, 591878.45466381,
       603261.36221159, 614644.26975938, 626027.17730717, 637410.08485495,
       648792.99240274, 660175.89995053, 671558.80749831, 682941.7150461 ,
       694324.62259389, 705707.53014167, 717090.43768946, 728473.34523725]), 1655: array([ 66285.08011171,  89334.09324664, 100532.07649757, 105972.43214985,
       108615.53930228, 109899.64936157, 110523.51307547, 110826.60698142,
       110973.86016151, 111045.40069276, 111080.15748109, 111097.043494  ,
       111105.24728515, 111109.2329619 , 111111.16933728, 111112.11009335,
       111112.56714419, 111112.7891948 , 111112.89707444, 111112.94948598,
       111112.97494927, 111112.98732018, 111112.99333039, 111112.99625035,
       111112.99766896, 111112.99835817, 111112.99869301, 111112.99885569]), 1660: array([ 75096.83685205, 110241.30220773, 126846.76829217, 134692.71220086,
       138399.85510822, 140151.44914146, 140979.06267941, 141370.10315752,
       141554.86651446, 141642.16565605, 141683.41377066, 141702.90315999,
       141712.11173353, 141716.46270754, 141718.51850639, 141719.48985416,
       141719.94880786, 141720.16565965, 141720.26812031, 141720.31653211,
       141720.33940629, 141720.35021414, 141720.35532076, 141720.3577336 ,
       141720.35887364, 141720.3594123 , 141720.35966682, 141720.35978707]), 1665: array([331787.31479446, 285557.5954729 , 256196.27316636, 237548.37176786,
       225704.75577069, 218182.66323646, 213405.24761382, 210371.02543062,
       208443.93660598, 207220.00799634, 206442.66902662, 205948.96713168,
       205635.40822037, 205436.26134273, 205309.77959578, 205229.44877413,
       205178.42923128, 205146.02580631, 205125.44581105, 205112.37508765,
       205104.07363725, 205098.80123749, 205095.45264202, 205093.32588909,
       205091.97515023, 205091.11727181, 205090.57241786, 205090.22637137]), 1670: array([3612021.43804774, 3657313.77465763, 3702606.11126752,
       3747898.4478774 , 3793190.78448729, 3838483.12109718,
       3883775.45770706, 3929067.79431695, 3974360.13092683,
       4019652.46753672, 4064944.8041466 , 4110237.14075649,
       4155529.47736638, 4200821.81397626, 4246114.15058615,
       4291406.48719603, 4336698.82380592, 4381991.16041581,
       4427283.49702569, 4472575.83363558, 4517868.17024546,
       4563160.50685535, 4608452.84346524, 4653745.18007512,
       4699037.51668501, 4744329.8532949 , 4789622.18990478,
       4834914.52651467]), 1675: array([282070.56261709, 368826.54854097, 409394.70290437, 428364.86537703,
       437235.54411227, 441383.58139647, 443323.25408946, 444230.2686359 ,
       444654.39967122, 444852.72850269, 444945.46947686, 444988.83628453,
       445009.11513133, 445018.59776678, 445023.03196247, 445025.10544631,
       445026.07503258, 445026.52842291, 445026.74043375, 445026.83957259,
       445026.88593112, 445026.90760894, 445026.91774575, 445026.92248584,
       445026.92470237, 445026.92573884, 445026.92622351, 445026.92645015]), 1680: array([1227403.66729302, 1010478.12932278,  886700.94467551,
        816073.98400246,  775774.41192763,  752779.57406489,
        739658.77547796,  732172.07969925,  727900.18928714,
        725462.65900241,  724071.81014727,  723278.19517151,
        722825.36039551,  722566.97397311,  722419.5393086 ,
        722335.41344742,  722287.41143553,  722260.02160424,
        722244.39303308,  722235.47540837,  722230.38703339,
        722227.48361899,  722225.82693779,  722224.88163953,
        722224.34225464,  722224.03448293,  722223.85886914,
        722223.75866434]), 1685: array([875726.61039162, 882339.17126743, 885962.92581518, 887948.78231902,
       889037.05306195, 889633.43714489, 889960.26204275, 890139.36560522,
       890237.5162856 , 890291.30391509, 890320.78011511, 890336.93339004,
       890345.78555861, 890350.63664228, 890353.29508836, 890354.75194542,
       890355.55031878, 890355.98783598, 890356.22760011, 890356.35899344,
       890356.43099839, 890356.47045789, 890356.49208211, 890356.50393242,
       890356.51042652, 890356.51398535, 890356.51593563, 890356.51700441]), 1690: array([194783.02638389, 335850.07837789, 440367.09540581, 517804.07798965,
       575177.37893344, 617685.43582504, 649179.7872215 , 672514.05000405,
       689802.47778434, 702611.5276309 , 712101.79245179, 719133.1591378 ,
       724342.72055744, 728202.50079605, 731062.22396471, 733181.00174372,
       734750.81078187, 735913.88717464, 736775.61408698, 737414.07023317,
       737887.10437516, 738237.57684038, 738497.24297855, 738689.63042694,
       738832.17088508, 738937.7795533 , 739016.02534364, 739073.99789276]), 1695: array([220627.08728024, 220627.08769565, 220627.08790052, 220627.08800154,
       220627.08805137, 220627.08807593, 220627.08808805, 220627.08809403,
       220627.08809697, 220627.08809843, 220627.08809914, 220627.0880995 ,
       220627.08809967, 220627.08809976, 220627.0880998 , 220627.08809982,
       220627.08809983, 220627.08809984, 220627.08809984, 220627.08809984,
       220627.08809984, 220627.08809984, 220627.08809984, 220627.08809984,
       220627.08809984, 220627.08809984, 220627.08809984, 220627.08809984]), 1700: array([4193330.14561386, 4269692.97275153, 4346055.7998892 ,
       4422418.62702687, 4498781.45416454, 4575144.28130222,
       4651507.1084399 , 4727869.93557757, 4804232.76271525,
       4880595.58985293, 4956958.41699061, 5033321.2441283 ,
       5109684.07126598, 5186046.89840367, 5262409.72554135,
       5338772.55267904, 5415135.37981673, 5491498.20695442,
       5567861.03409211, 5644223.86122981, 5720586.6883675 ,
       5796949.5155052 , 5873312.34264289, 5949675.16978059,
       6026037.99691829, 6102400.82405599, 6178763.65119369,
       6255126.47833139]), 1705: array([371642.51571294, 526816.40563864, 604235.7869888 , 642861.87680011,
       662133.21154979, 671748.0688871 , 676545.11500859, 678938.45800729,
       680132.54506927, 680728.29917237, 681025.53290235, 681173.82880125,
       681247.81661424, 681284.73062543, 681303.14776965, 681312.33645412,
       681316.920874  , 681319.20813349, 681320.34929334, 681320.918641  ,
       681321.20270002, 681321.34442279, 681321.41513114, 681321.45040896,
       681321.46800977, 681321.47679117, 681321.48117239, 681321.48335827]), 1710: array([583344.90463168, 597134.7270605 , 604013.21609087, 607444.26907108,
       609155.70954892, 610009.39164771, 610435.21605425, 610647.62114679,
       610753.57074162, 610806.41936455, 610832.78073903, 610845.93003273,
       610852.4890202 , 610855.76070289, 610857.39264802, 610858.20667711,
       610858.61272223, 610858.81526124, 610858.91628954, 610858.96668338,
       610858.99182029, 610859.0043588 , 610859.01061313, 610859.01373284,
       610859.01528899, 610859.0160652 , 610859.01645239, 610859.01664552]), 1715: array([447727.71269581, 447727.71196167, 447727.71161381, 447727.71144899,
       447727.7113709 , 447727.7113339 , 447727.71131636, 447727.71130806,
       447727.71130412, 447727.71130226, 447727.71130137, 447727.71130095,
       447727.71130076, 447727.71130066, 447727.71130062, 447727.7113006 ,
       447727.71130059, 447727.71130058, 447727.71130058, 447727.71130058,
       447727.71130058, 447727.71130058, 447727.71130058, 447727.71130058,
       447727.71130058, 447727.71130058, 447727.71130058, 447727.71130058]), 1720: array([2546451.53611043, 1991464.98110962, 1650399.32034129,
       1440798.23377954, 1311988.38705121, 1232828.60364384,
       1184181.14796976, 1154284.97036929, 1135912.345887  ,
       1124621.49342825, 1117682.72703872, 1113418.52474006,
       1110797.96941032, 1109187.51339645, 1108197.81150266,
       1107589.59256956, 1107215.81307808, 1106986.10778505,
       1106844.94294629, 1106758.19043206, 1106704.87688181,
       1106672.11316694, 1106651.97830429, 1106639.60447257,
       1106632.00016387, 1106627.32695413, 1106624.45504426,
       1106622.69011891]), 1725: array([2827262.88013991, 2456317.75260474, 2234505.37822121,
       2101869.2394031 , 2022557.40944108, 1975131.6744342 ,
       1946772.7229131 , 1929815.04937868, 1919674.94629744,
       1913611.51487865, 1909985.79231195, 1907817.73544402,
       1906521.3123184 , 1905746.09606577, 1905282.54352149,
       1905005.35511041, 1904839.60601426, 1904740.49377948,
       1904681.22808627, 1904645.78924867, 1904624.5980478 ,
       1904611.92644158, 1904604.34925873, 1904599.81836508,
       1904597.10904717, 1904595.48896864, 1904594.52021763,
       1904593.94093799]), 1730: array([4714686.56971455, 4617235.21045031, 4537409.85153857,
       4472022.48317863, 4418461.71001924, 4374588.45906288,
       4338650.5508525 , 4309212.722144  , 4285099.30535864,
       4265347.27558695, 4249167.78996803, 4235914.68343068,
       4225058.66260115, 4216166.16725153, 4208882.05507226,
       4202915.41824488, 4198027.96536749, 4194024.50473802,
       4190745.14892351, 4188058.92928666, 4185858.56545135,
       4184056.18081335, 4182579.7929855 , 4181370.43901505,
       4180379.82056221, 4179568.37499449, 4178903.69536181,
       4178359.23615015]), 1735: array([1310124.23427166, 1309023.16022319, 1308217.80478621,
       1307628.74596607, 1307197.89236076, 1306882.75434251,
       1306652.25384461, 1306483.65952575, 1306360.34506609,
       1306270.14952412, 1306204.17805725, 1306155.92473622,
       1306120.63094786, 1306094.81611334, 1306075.93444289,
       1306062.12387676, 1306052.02245393, 1306044.63399918,
       1306039.22988288, 1306035.27716558, 1306032.38604089,
       1306030.27139384, 1306028.7246836 , 1306027.59337776,
       1306026.76590998, 1306026.16067759, 1306025.71799419,
       1306025.39420354]), 1740: array([136283.33549367, 203371.93007083, 237875.25549851, 255620.14154168,
       264746.24683101, 269439.75669912, 271853.60512444, 273095.03518087,
       273733.4963903 , 274061.85376641, 274230.7263069 , 274317.57660176,
       274362.24326985, 274385.21511171, 274397.02941398, 274403.10544998,
       274406.23032462, 274407.83743186, 274408.663959  , 274409.08903774,
       274409.30765359, 274409.42008661, 274409.47791035, 274409.50764881,
       274409.52294314, 274409.53080894, 274409.53485429, 274409.53693478]), 1745: array([145931.05972924, 145933.20657127, 145934.73401671, 145935.82077091,
       145936.59397999, 145937.14410649, 145937.53551313, 145937.813993  ,
       145938.01212719, 145938.15309665, 145938.25339428, 145938.32475451,
       145938.37552624, 145938.41164955, 145938.43735073, 145938.45563673,
       145938.46864694, 145938.47790351, 145938.48448942, 145938.48917519,
       145938.49250905, 145938.49488104, 145938.49656867, 145938.4977694 ,
       145938.49862369, 145938.49923151, 145938.49966397, 145938.49997165]), 1750: array([149864.63999271, 149864.63977766, 149864.63967088, 149864.63961785,
       149864.63959152, 149864.63957844, 149864.63957195, 149864.63956872,
       149864.63956712, 149864.63956633, 149864.63956593, 149864.63956574,
       149864.63956564, 149864.63956559, 149864.63956557, 149864.63956556,
       149864.63956555, 149864.63956555, 149864.63956555, 149864.63956554,
       149864.63956554, 149864.63956554, 149864.63956554, 149864.63956554,
       149864.63956554, 149864.63956554, 149864.63956554, 149864.63956554]), 1755: array([193295.41140472, 193295.41227003, 193295.41270582, 193295.41292529,
       193295.41303582, 193295.41309148, 193295.41311952, 193295.41313363,
       193295.41314074, 193295.41314432, 193295.41314613, 193295.41314704,
       193295.41314749, 193295.41314772, 193295.41314784, 193295.4131479 ,
       193295.41314793, 193295.41314794, 193295.41314795, 193295.41314795,
       193295.41314796, 193295.41314796, 193295.41314796, 193295.41314796,
       193295.41314796, 193295.41314796, 193295.41314796, 193295.41314796]), 1760: array([1879496.95049286, 1600230.26522614, 1387991.33476854,
       1226692.59783269, 1104107.72388423, 1010944.86590763,
        940142.34495371,  886333.37985425,  845439.28899328,
        814360.32911634,  790740.73697733,  772790.16414534,
        759147.96985594,  748780.08540059,  740900.63244754,
        734912.35401845,  730361.3428305 ,  726902.63544437,
        724274.06427879,  722276.38549272,  720758.17644266,
        719604.35795304,  718727.47139585,  718061.04938833,
        717554.57761217,  717169.66586383,  716877.13810417,
        716654.82093526]), 1765: array([1715777.28422388, 1410350.82560002, 1198606.52714235,
       1051809.65783592,  950039.16864149,  879484.30926466,
        830570.44217915,  796659.71775291,  773150.28577319,
        756851.80199378,  745552.48290615,  737718.95596143,
        732288.17345873,  728523.15180247,  725912.95924459,
        724103.37996157,  722848.84524474,  721979.10863218,
        721376.14263605,  720958.12183845,  720668.31878429,
        720467.40578982,  720328.11798464,  720231.55333623,
        720164.60755221,  720118.19576413,  720086.01966664,
        720063.71280685]), 1770: array([1556123.1151725 , 1377750.57533308, 1277899.20519372,
       1222003.29135135, 1190713.25316847, 1173197.36654665,
       1163392.12813961, 1157903.24240435, 1154830.61271764,
       1153110.5817957 , 1152147.72369887, 1151608.72425251,
       1151306.99712976, 1151138.09295515, 1151043.54189212,
       1150990.61304332, 1150960.9839419 , 1150944.39783299,
       1150935.11307592, 1150929.91555104, 1150927.00602258,
       1150925.37729428, 1150924.46554659, 1150923.95515829,
       1150923.66944744, 1150923.50950903, 1150923.41997692,
       1150923.36985764]), 1775: array([ 458292.96373815,  640721.41702258,  791603.44309777,
        916394.20562791, 1019605.5344915 , 1104969.05170869,
       1175571.08882926, 1233964.27374094, 1282259.8213369 ,
       1322203.86482627, 1355240.58745809, 1382564.43719661,
       1405163.31217745, 1423854.27832193, 1439313.11048549,
       1452098.72520512, 1462673.38841574, 1471419.42874856,
       1478653.06068368, 1484635.81733486, 1489584.00622093,
       1493676.52989852, 1497061.35421249, 1499860.85802455,
       1502176.25784057, 1504091.26730934, 1505675.12390298,
       1506985.09220869]), 1780: array([ 39467.04847773,  68827.83175668,  95263.08848972, 119064.31994537,
       140493.98202607, 159788.37936633, 177160.27106121, 192801.2167584 ,
       206883.68898416, 219562.97499594, 230978.88913313, 241257.31454814,
       250511.59131846, 258843.76624643, 266345.71812804, 273100.17089945,
       279181.60583281, 284657.0828404 , 289586.97994349, 294025.6590601 ,
       298022.06545323, 301620.26744968, 304859.94238103, 307776.81410507,
       310403.04693236, 312767.60030175, 314896.54811574, 316813.36625711]), 1785: array([ 74840.86455113,  84064.46778719,  92903.57248299, 101374.20698709,
       109491.73148433, 117270.86584924, 124725.71633819, 131869.80116892,
       138716.07503375, 145276.95259088, 151564.3309765 , 157589.61137834,
       163363.71971002, 168897.12642348, 174199.86549551, 179281.55262283,
       184151.40265867, 188818.24632248, 193290.54621306, 197576.41215419,
       201683.61590052, 205619.60523047, 209391.51745161, 213006.19234305,
       216470.18455836, 219789.77551136, 222970.98476657, 226019.58095467]), 1790: array([ 8945.98500764, 14485.25611468, 18816.47343762, 22203.10015006,
       24851.14102039, 26921.67345467, 28540.64565766, 29806.53792317,
       30796.35308176, 31570.30049806, 32175.45853992, 32648.63830372,
       33018.62279269, 33307.91775532, 33534.12068515, 33710.99125697,
       33849.28831263, 33957.42430952, 34041.97704108, 34108.08975673,
       34159.78402007, 34200.20433613, 34231.80942816, 34256.52179905,
       34275.84467508, 34290.95344549, 34302.76716013, 34312.00443421]), 1795: array([23408.23553277, 20136.45381636, 18534.05172837, 17749.25229057,
       17364.88549389, 17176.63633458, 17084.43860499, 17039.2834427 ,
       17017.16805341, 17006.33672386, 17001.03192464, 16998.43382303,
       16997.16136546, 16996.53816108, 16996.23293779, 16996.08345029,
       16996.01023665, 16995.97437921, 16995.95681752, 16995.94821643,
       16995.94400392, 16995.94194078, 16995.94093033, 16995.94043545,
       16995.94019307, 16995.94007437, 16995.94001623, 16995.93998775]), 1800: array([1129922.81378733, 1179578.79667191, 1229234.77955648,
       1278890.76244104, 1328546.74532557, 1378202.72821009,
       1427858.71109459, 1477514.69397908, 1527170.67686354,
       1576826.65974799, 1626482.64263243, 1676138.62551685,
       1725794.60840125, 1775450.59128563, 1825106.57417   ,
       1874762.55705434, 1924418.53993868, 1974074.52282299,
       2023730.50570729, 2073386.48859157, 2123042.47147584,
       2172698.45436009, 2222354.43724432, 2272010.42012853,
       2321666.40301273, 2371322.38589691, 2420978.36878108,
       2470634.35166522]), 1805: array([1339748.70943041, 1409927.31135784, 1480105.91328527,
       1550284.5152127 , 1620463.11714013, 1690641.71906757,
       1760820.320995  , 1830998.92292243, 1901177.52484986,
       1971356.1267773 , 2041534.72870473, 2111713.33063216,
       2181891.93255959, 2252070.53448703, 2322249.13641446,
       2392427.73834189, 2462606.34026932, 2532784.94219675,
       2602963.54412419, 2673142.14605162, 2743320.74797905,
       2813499.34990648, 2883677.95183392, 2953856.55376135,
       3024035.15568878, 3094213.75761621, 3164392.35954365,
       3234570.96147108]), 1810: array([ 94061.90316983, 170102.46035702, 240158.53833583, 304701.12249509,
       364164.1311325 , 418947.33267718, 469419.03332366, 515918.55314579,
       558758.50733783, 598226.90791908, 634589.10003206, 668089.54585173,
       698953.46809904, 727388.36420805, 753585.40132639, 777720.70152754,
       799956.52587548, 820442.36530203, 839315.94563094, 856704.15350541,
       872723.88944404, 887482.85376034, 901080.27062938, 913607.55516969,
       925148.92802495, 935781.98157741, 945578.2015997 , 954603.44785205]), 1815: array([ 13265.90256438,  26391.70146658,  39517.50036877,  52643.29927097,
        65769.09817316,  78894.89707535,  92020.69597755, 105146.49487974,
       118272.29378194, 131398.09268413, 144523.89158632, 157649.69048852,
       170775.48939071, 183901.28829291, 197027.0871951 , 210152.88609729,
       223278.68499949, 236404.48390168, 249530.28280388, 262656.08170607,
       275781.88060826, 288907.67951046, 302033.47841265, 315159.27731485,
       328285.07621704, 341410.87511924, 354536.67402143, 367662.47292362]), 1820: array([13759.42679405, 12783.99872234, 11988.99843147, 11341.05166756,
       10812.95751001, 10382.54647199, 10031.74982142,  9745.84105241,
        9512.81766389,  9322.89729249,  9168.10704718,  9041.94880587,
        8939.12642312,  8855.32339697,  8787.02166146,  8731.35389756,
        8685.98316262,  8649.00478511,  8618.86640614,  8594.3028112 ,
        8574.2828162 ,  8557.96597818,  8544.66731336,  8533.82854144,
        8524.99464884,  8517.79478716,  8511.92670494,  8507.14405903]), 1825: array([3556.27983885, 3556.38274644, 3556.45687746, 3556.51027885,
       3556.54874733, 3556.57645868, 3556.59642097, 3556.6108011 ,
       3556.62116004, 3556.62862226, 3556.63399778, 3556.63787011,
       3556.64065961, 3556.64266906, 3556.6441166 , 3556.64515936,
       3556.64591053, 3556.64645164, 3556.64684144, 3556.64712224,
       3556.64732451, 3556.64747023, 3556.64757519, 3556.64765081,
       3556.64770528, 3556.64774451, 3556.64777278, 3556.64779314]), 1830: array([5779.158527  , 6666.50466621, 7211.1024772 , 7545.34270504,
       7750.47854593, 7876.3781526 , 7953.64749223, 8001.07060184,
       8030.17595378, 8048.03900661, 8059.00223622, 8065.73078394,
       8069.86034759, 8072.39481664, 8073.95031594, 8074.90498456,
       8075.49090071, 8075.85049957, 8076.07119896, 8076.2066505 ,
       8076.28978222, 8076.3408033 , 8076.37211686, 8076.39133517,
       8076.40313017, 8076.41036921, 8076.41481209, 8076.41753884]), 1835: array([3429.80506726, 3429.80506023, 3429.80505715, 3429.80505579,
       3429.8050552 , 3429.80505494, 3429.80505483, 3429.80505477,
       3429.80505475, 3429.80505474, 3429.80505474, 3429.80505474,
       3429.80505474, 3429.80505474, 3429.80505474, 3429.80505474,
       3429.80505474, 3429.80505474, 3429.80505474, 3429.80505474,
       3429.80505474, 3429.80505474, 3429.80505474, 3429.80505474,
       3429.80505474, 3429.80505474, 3429.80505474, 3429.80505474]), 1840: array([5292.14089529, 6827.04841114, 7755.20688427, 8316.46425146,
       8655.85654421, 8861.08704114, 8985.18990904, 9060.23490503,
       9105.61460914, 9133.0557132 , 9149.64934701, 9159.68351628,
       9165.75117777, 9169.42029227, 9171.63900556, 9172.98066134,
       9173.79196051, 9174.28255306, 9174.57921434, 9174.7586054 ,
       9174.86708316, 9174.93267965, 9174.97234585, 9174.996332  ,
       9175.01083642, 9175.01960724, 9175.02491096, 9175.02811811]), 1845: array([ 61604.31035972,  66534.91852955,  71465.52669934,  76396.13486907,
        81326.74303875,  86257.35120839,  91187.95937797,  96118.56754751,
       101049.17571699, 105979.78388643, 110910.39205582, 115841.00022516,
       120771.60839444, 125702.21656368, 130632.82473287, 135563.43290201,
       140494.0410711 , 145424.64924014, 150355.25740914, 155285.86557808,
       160216.47374697, 165147.08191581, 170077.69008461, 175008.29825335,
       179938.90642205, 184869.51459069, 189800.12275929, 194730.73092783]), 1850: array([21596.87643548, 21969.95430266, 22162.62565806, 22262.1283476 ,
       22313.51525566, 22340.05337571, 22353.75865283, 22360.83657021,
       22364.4918713 , 22366.37960541, 22367.35450187, 22367.85797483,
       22368.11798709, 22368.25226714, 22368.32161438, 22368.35742788,
       22368.37592332, 22368.38547505, 22368.39040792, 22368.39295544,
       22368.39427108, 22368.39495052, 22368.39530141, 22368.39548262,
       22368.39557621, 22368.39562454, 22368.3956495 , 22368.39566239]), 1855: array([ 31754.08896725,  43219.24987043,  54684.41077362,  66149.57167681,
        77614.73258   ,  89079.89348318, 100545.05438637, 112010.21528956,
       123475.37619275, 134940.53709593, 146405.69799912, 157870.85890231,
       169336.0198055 , 180801.18070869, 192266.34161187, 203731.50251506,
       215196.66341825, 226661.82432144, 238126.98522462, 249592.14612781,
       261057.307031  , 272522.46793419, 283987.62883737, 295452.78974056,
       306917.95064375, 318383.11154694, 329848.27245013, 341313.43335331]), 1860: array([19160.3172215 , 21836.93176106, 23528.81155727, 24598.24355897,
       25274.22822929, 25701.51605477, 25971.60337157, 26142.32473161,
       26250.23717682, 26318.44830065, 26361.56434167, 26388.81785824,
       26406.04472201, 26416.93376948, 26423.8167028 , 26428.16738373,
       26430.91743573, 26432.65573512, 26433.7545088 , 26434.44904026,
       26434.88805145, 26435.16554907, 26435.34095446, 26435.45182766,
       26435.52191028, 26435.56620928, 26435.59421054, 26435.61191005]), 1865: array([ 8674.49938041,  9604.00107459, 10179.55709763, 10535.94669621,
       10756.6264231 , 10893.27334561, 10977.8863805 , 11030.2795522 ,
       11062.72188741, 11082.81048063, 11095.24952285, 11102.95189254,
       11107.7212709 , 11110.67451397, 11112.50318932, 11113.63552197,
       11114.33667279, 11114.77083185, 11115.03966714, 11115.20613243,
       11115.30920928, 11115.37303541, 11115.41255714, 11115.43702936,
       11115.45218278, 11115.46156592, 11115.46737605, 11115.47097373]), 1870: array([2413.56330757, 3339.5655195 , 3949.22599677, 4350.61369622,
       4614.87895744, 4788.86567497, 4903.41488865, 4978.83169369,
       5028.48453984, 5061.17493462, 5082.69760641, 5096.8676831 ,
       5106.19696504, 5112.33916903, 5116.3830676 , 5119.04548579,
       5120.7983662 , 5121.95242598, 5122.71223479, 5123.21247701,
       5123.54182602, 5123.75866251, 5123.90142312, 5123.99541372,
       5124.05729516, 5124.09803661, 5124.12485993, 5124.14251984]), 1875: array([4590.83896156, 4642.50063497, 4667.9727488 , 4680.53193514,
       4686.72432116, 4689.77751613, 4691.28291316, 4692.02515866,
       4692.39112749, 4692.57157072, 4692.6605394 , 4692.70440597,
       4692.72603465, 4692.73669881, 4692.74195685, 4692.74454935,
       4692.7458276 , 4692.74645785, 4692.7467686 , 4692.74692182,
       4692.74699736, 4692.74703461, 4692.74705297, 4692.74706203,
       4692.74706649, 4692.7470687 , 4692.74706978, 4692.74707032]), 1880: array([2384.7793196 , 3553.87537815, 4302.85895115, 4782.6966758 ,
       5090.10561011, 5287.04771792, 5413.21904704, 5494.05094465,
       5545.83605079, 5579.01227574, 5600.26668621, 5613.88336396,
       5622.60691399, 5628.19567261, 5631.77612125, 5634.06994236,
       5635.53948314, 5636.48094718, 5637.08409788, 5637.4705075 ,
       5637.71806154, 5637.87665751, 5637.9782623 , 5638.04335561,
       5638.08505776, 5638.11177431, 5638.12889033, 5638.13985573]), 1885: array([42176.92290051, 35442.79024268, 31041.34320719, 28164.54570549,
       26284.2631986 , 25055.30554566, 24252.05555147, 23727.04921652,
       23383.90367812, 23159.62284056, 23013.03228796, 22917.22031247,
       22854.59735018, 22813.66681529, 22786.9145087 , 22769.42912988,
       22758.00063973, 22750.53094814, 22745.64873783, 22742.45771217,
       22740.3720493 , 22739.00885449, 22738.11786674, 22737.53551477,
       22737.15488798, 22736.90610929, 22736.74350687, 22736.6372295 ]), 1890: array([12981.49089575, 18169.01411206, 20480.51506773, 21510.4934303 ,
       21969.43999692, 22173.94133274, 22265.06478675, 22305.66835462,
       22323.76083962, 22331.8226438 , 22335.41489144, 22337.01555587,
       22337.72879361, 22338.04660419, 22338.18821694, 22338.25131796,
       22338.27943505, 22338.29196371, 22338.29754633, 22338.30003389,
       22338.30114231, 22338.30163621, 22338.30185629, 22338.30195435,
       22338.30199805, 22338.30201752, 22338.3020262 , 22338.30203006]), 1895: array([10404.7830718 , 11765.72898318, 13014.72497363, 14160.97992111,
       15212.94519136, 16178.37694999, 17064.39334896, 17877.52700883,
       18623.77318392, 19308.63396552, 19937.15884891, 20513.9819634 ,
       21043.3562399 , 21529.1847679 , 21975.04957298, 22384.23802727,
       22759.76708722, 23104.40553777, 23420.69440663, 23710.96569936,
       23977.3595933 , 24221.84021713, 24446.21013245, 24652.12362415,
       24841.09889743, 25014.52927158, 25173.693453  , 25319.76496309]), 1900: array([13417.04662584, 13416.9259888 , 13416.84639134, 13416.79387217,
       13416.75921952, 13416.73635537, 13416.72126939, 13416.71131551,
       13416.70474785, 13416.70041444, 13416.69755522, 13416.69566868,
       13416.69442392, 13416.69360261, 13416.69306071, 13416.69270316,
       13416.69246724, 13416.69231158, 13416.69220887, 13416.69214111,
       13416.69209639, 13416.69206689, 13416.69204742, 13416.69203458,
       13416.69202611, 13416.69202051, 13416.69201683, 13416.69201439]), 1905: array([154168.708651  , 157257.8973508 , 160347.08605061, 163436.27475042,
       166525.46345022, 169614.65215003, 172703.84084983, 175793.02954964,
       178882.21824944, 181971.40694925, 185060.59564906, 188149.78434886,
       191238.97304867, 194328.16174847, 197417.35044828, 200506.53914809,
       203595.72784789, 206684.9165477 , 209774.1052475 , 212863.29394731,
       215952.48264712, 219041.67134692, 222130.86004673, 225220.04874653,
       228309.23744634, 231398.42614614, 234487.61484595, 237576.80354576]), 1910: array([108206.93546519,  97626.27471859,  91303.74842571,  87525.69148943,
        85268.09483382,  83919.05675806,  83112.93236675,  82631.22873959,
        82343.38434867,  82171.38150561,  82068.60035387,  82007.18296702,
        81970.48270297,  81948.55227821,  81935.44764415,  81927.61690509,
        81922.93760814,  81920.14147104,  81918.47062545,  81917.47220339,
        81916.87559133,  81916.51908284,  81916.30604942,  81916.17875025,
        81916.10268199,  81916.05722703,  81916.0300652 ,  81916.0138345 ]), 1915: array([ 34381.79970135,  57680.34603051,  73933.96535991,  85272.87627619,
        93183.16986445,  98701.57856476, 102551.35155282, 105237.04463291,
       107110.64791883, 108417.71807477, 109329.56126238, 109965.68472906,
       110409.45956925, 110719.04743875, 110935.02329015, 111085.69317416,
       111190.80406411, 111264.13191763, 111315.28717001, 111350.97428915,
       111375.87047115, 111393.23863906, 111405.35508555, 111413.80780642,
       111419.70462527, 111423.81838617, 111426.68824349, 111428.69032413]), 1920: array([438081.46367838, 396383.03854491, 362784.55467368, 335712.59416602,
       313899.37638699, 296323.38776434, 282161.5442806 , 270750.64642649,
       261556.32155018, 254147.99917171, 248178.74735586, 243369.02588039,
       239493.59535989, 236370.96927941, 233854.91497603, 231827.60555942,
       230194.10207534, 228877.90751193, 227817.38444257, 226962.86854355,
       226274.34281244, 225719.56357083, 225272.550492  , 224912.36994151,
       224622.15465454, 224388.31384143, 224199.89673066, 224048.07974387]), 1925: array([ 71665.35829413,  97331.62972612, 110133.40497214, 116518.65067811,
       119703.47168475, 121291.99079761, 122084.30941353, 122479.50062279,
       122676.61336094, 122774.92888677, 122823.96652234, 122848.42542323,
       122860.62498843, 122866.70986493, 122869.74486834, 122871.25866172,
       122872.01370876, 122872.39030973, 122872.57815006, 122872.67184071,
       122872.71857156, 122872.74187989, 122872.75350557, 122872.75930421,
       122872.76219644, 122872.76363903, 122872.76435856, 122872.76471744]), 1930: array([317734.37068344, 267615.57003747, 235363.15476017, 214608.10320641,
       201251.82705483, 192656.80563678, 187125.74351   , 183566.39830744,
       181275.89099065, 179801.90533608, 178853.36712623, 178242.96448579,
       177850.15860871, 177597.38044746, 177434.71282325, 177330.03306834,
       177262.66962621, 177219.3199514 , 177191.42359921, 177173.47175831,
       177161.9194023 , 177154.4852383 , 177149.70121032, 177146.62259601,
       177144.64144829, 177143.36654151, 177142.5461144 , 177142.01815372]), 1935: array([2309608.29084776, 2259129.95447393, 2212163.36809795,
       2168464.22121092, 2127805.1998512 , 2089974.80416398,
       2054776.24822261, 2022026.43638872, 1991555.01088645,
       1963203.46563636, 1936824.32173947, 1912280.36032238,
       1889443.90875298, 1868196.17651371, 1848426.63727772,
       1830032.45397374, 1812917.94384875, 1796994.08074607,
       1782178.03200958, 1768392.72760533, 1755566.4592191 ,
       1743632.50724449, 1732528.79372129, 1722197.55941873,
       1712585.06338383, 1703641.30339205, 1695319.755846  ,
       1687577.1337693 ]), 1940: array([1977120.87079102, 1697963.69974654, 1492309.59521228,
       1340804.94085022, 1229191.99568021, 1146967.13214728,
       1086392.36483235, 1041767.1471354 , 1008891.90645727,
        984672.8324578 ,  966830.72595782,  953686.50895086,
        944003.21058436,  936869.55878867,  931614.22264018,
        927742.63501232,  924890.45004514,  922789.25542708,
        921241.31275374,  920100.94883915,  919260.84676038,
        918641.94651835,  918186.00489021,  917850.11429888,
        917602.66488348,  917420.36977083,  917286.07360351,
        917187.13809012]), 1945: array([1071492.36236012, 1069256.94778723, 1067608.46653542,
       1066392.81263813, 1065496.34238931, 1064835.25052031,
       1064347.73578143, 1063988.22353848, 1063723.10529175,
       1063527.59683235, 1063383.42132513, 1063277.10072424,
       1063198.69579687, 1063140.87696791, 1063098.23912494,
       1063066.79632878, 1063043.60919356, 1063026.51010234,
       1063013.90057047, 1063004.60181348, 1062997.74455007,
       1062992.68773855, 1062988.95864995, 1062986.20867564,
       1062984.18073812, 1062982.68525848, 1062981.5824339 ,
       1062980.76916835]), 1950: array([ 120384.60698745,  237366.41046867,  351178.7637471 ,
        461907.53842233,  569636.27952905,  674446.26857189,
        776416.58485246,  875624.16513482,  972143.86169435,
       1066048.49879394, 1157408.92763001, 1246294.07978984,
       1332771.01926057, 1416904.99302906, 1498759.48031088,
       1578396.24044544, 1655875.35949356, 1731255.29557243,
       1804592.92296242, 1875943.57501875, 1945361.08592065,
       2012897.8312893 , 2078604.76770532, 2142531.4711556 ,
       2204726.17443847, 2265235.80355539, 2324106.01311672,
       2381381.22078818]), 1955: array([ 10671.16595352,  17132.6710195 ,  23594.17608548,  30055.68115146,
        36517.18621744,  42978.69128343,  49440.19634941,  55901.70141539,
        62363.20648137,  68824.71154735,  75286.21661333,  81747.72167931,
        88209.22674529,  94670.73181127, 101132.23687726, 107593.74194324,
       114055.24700922, 120516.7520752 , 126978.25714118, 133439.76220716,
       139901.26727314, 146362.77233912, 152824.2774051 , 159285.78247108,
       165747.28753705, 172208.79260303, 178670.29766901, 185131.80273499]), 1960: array([5818.07784393, 5030.05749193, 4655.6143627 , 4477.69045925,
       4393.14647126, 4352.97375828, 4333.88491582, 4324.8144827 ,
       4320.50449076, 4318.45651463, 4317.48337912, 4317.02097494,
       4316.80125464, 4316.69685028, 4316.64724053, 4316.6236675 ,
       4316.61246631, 4316.60714385, 4316.60461478, 4316.60341305,
       4316.60284202, 4316.60257068, 4316.60244175, 4316.60238049,
       4316.60235138, 4316.60233755, 4316.60233097, 4316.60232785]), 1965: array([30258.42884288, 26892.82315266, 24325.99127253, 22368.3567463 ,
       20875.33612116, 19736.66056287, 18868.23181833, 18205.91103799,
       17700.78172388, 17315.53694288, 17021.72397828, 16797.64292015,
       16626.74399238, 16496.40524909, 16397.0003656 , 16321.18767467,
       16263.36793882, 16219.2708119 , 16185.63944756, 16159.98996092,
       16140.42797831, 16125.50872596, 16114.13032453, 16105.45240852,
       16098.83405999, 16093.78647285, 16089.93685148, 16087.00087746]), 1970: array([52022.86817131, 51439.48299632, 50915.34946226, 50444.44966346,
       50021.37690415, 49641.27362074, 49299.77560918, 48992.9619167 ,
       48717.30982298, 48469.65439352, 48247.15214109, 48047.24837785,
       47867.64788337, 47706.28855179, 47561.31771548, 47431.07087337,
       47314.05257984, 47208.91927449, 47114.46385594, 47029.60182231,
       46953.35881941, 46884.85945351, 46823.31724047, 46768.02557555,
       46718.34962048, 46673.71901449, 46633.6213256 , 46597.59616713]), 1975: array([ 7874.86569181,  9628.81631227, 11382.76693273, 13136.71755319,
       14890.66817365, 16644.61879411, 18398.56941457, 20152.52003503,
       21906.47065549, 23660.42127596, 25414.37189642, 27168.32251688,
       28922.27313734, 30676.2237578 , 32430.17437826, 34184.12499872,
       35938.07561918, 37692.02623964, 39445.9768601 , 41199.92748056,
       42953.87810102, 44707.82872148, 46461.77934195, 48215.72996241,
       49969.68058287, 51723.63120333, 53477.58182379, 55231.53244425]), 1980: array([ 6089.1566858 ,  9859.97690785, 12603.61235531, 14599.87179629,
       16052.34310016, 17109.15608011, 17878.08946393, 18437.5626725 ,
       18844.63339891, 19140.81661869, 19356.31848112, 19513.11687349,
       19627.20282883, 19710.21136614, 19770.6080841 , 19814.55252232,
       19846.52634004, 19869.79037664, 19886.71720734, 19899.03310944,
       19907.99411623, 19914.51411304, 19919.25803965, 19922.70970386,
       19925.22112253, 19927.04842186, 19928.37795838, 19929.34532445]), 1985: array([ 8551.98395443, 10514.09157013, 12476.19918584, 14438.30680154,
       16400.41441725, 18362.52203295, 20324.62964866, 22286.73726436,
       24248.84488007, 26210.95249577, 28173.06011148, 30135.16772718,
       32097.27534289, 34059.3829586 , 36021.4905743 , 37983.59819001,
       39945.70580571, 41907.81342142, 43869.92103712, 45832.02865283,
       47794.13626853, 49756.24388424, 51718.35149994, 53680.45911565,
       55642.56673135, 57604.67434706, 59566.78196276, 61528.88957847]), 1990: array([ 18301.93334963,  22762.04699769,  27222.16064575,  31682.27429381,
        36142.38794186,  40602.50158992,  45062.61523798,  49522.72888604,
        53982.84253409,  58442.95618215,  62903.06983021,  67363.18347827,
        71823.29712632,  76283.41077438,  80743.52442244,  85203.63807049,
        89663.75171855,  94123.86536661,  98583.97901467, 103044.09266272,
       107504.20631078, 111964.31995884, 116424.4336069 , 120884.54725495,
       125344.66090301, 129804.77455107, 134264.88819913, 138725.00184718]), 1995: array([127884.65142185, 129486.56497838, 131088.47853491, 132690.39209144,
       134292.30564797, 135894.2192045 , 137496.13276103, 139098.04631756,
       140699.95987409, 142301.87343062, 143903.78698715, 145505.70054368,
       147107.61410021, 148709.52765673, 150311.44121326, 151913.35476979,
       153515.26832632, 155117.18188285, 156719.09543938, 158321.00899591,
       159922.92255244, 161524.83610897, 163126.7496655 , 164728.66322203,
       166330.57677856, 167932.49033509, 169534.40389162, 171136.31744815]), 2000: array([31331.46139503, 27165.18383994, 24741.6791222 , 23331.93744291,
       22511.89711545, 22034.88338411, 21757.40666466, 21595.99971811,
       21502.1100309 , 21447.49482659, 21415.72541048, 21397.24528552,
       21386.49548082, 21380.24236829, 21376.60496115, 21374.48909795,
       21373.25830994, 21372.54236615, 21372.1259049 , 21371.88365129,
       21371.74273346, 21371.6607622 , 21371.61307989, 21371.58534331,
       21371.56920906, 21371.55982385, 21371.55436451, 21371.55118884]), 2005: array([15969.85402961, 23062.88723329, 27435.04114377, 30130.04189564,
       31791.2434913 , 32815.21008557, 33446.38428436, 33835.44079406,
       34075.25567882, 34223.0778525 , 34314.19561216, 34370.36070511,
       34404.98093369, 34426.32088282, 34439.47485226, 34447.58297432,
       34452.58083018, 34455.66151433, 34457.56045163, 34458.73095879,
       34459.45246076, 34459.89719541, 34460.17133037, 34460.34030748,
       34460.44446516, 34460.50866808, 34460.54824283, 34460.57263676]), 2010: array([ 844967.81938103,  879837.33411639,  914706.84885173,
        949576.36358707,  984445.8783224 , 1019315.39305771,
       1054184.90779302, 1089054.42252832, 1123923.93726361,
       1158793.45199889, 1193662.96673416, 1228532.48146942,
       1263401.99620467, 1298271.51093991, 1333141.02567514,
       1368010.54041036, 1402880.05514557, 1437749.56988078,
       1472619.08461597, 1507488.59935116, 1542358.11408633,
       1577227.6288215 , 1612097.14355665, 1646966.6582918 ,
       1681836.17302694, 1716705.68776206, 1751575.20249718,
       1786444.71723229]), 2015: array([145041.98840542, 146295.36096318, 146895.01612606, 147181.9111216 ,
       147319.17123968, 147384.84105028, 147416.25967415, 147431.2913899 ,
       147438.4830632 , 147441.92379915, 147443.56996179, 147444.35754081,
       147444.73434483, 147444.91462042, 147445.00087027, 147445.04213506,
       147445.06187752, 147445.07132296, 147445.07584198, 147445.07800403,
       147445.07903842, 147445.07953331, 147445.07977009, 147445.07988336,
       147445.07993756, 147445.07996349, 147445.0799759 , 147445.07998183]), 2020: array([245519.55066016, 259237.9734451 , 272956.39623004, 286674.81901498,
       300393.24179992, 314111.66458487, 327830.08736981, 341548.51015475,
       355266.93293969, 368985.35572463, 382703.77850958, 396422.20129452,
       410140.62407946, 423859.0468644 , 437577.46964934, 451295.89243429,
       465014.31521923, 478732.73800417, 492451.16078911, 506169.58357405,
       519888.00635899, 533606.42914394, 547324.85192888, 561043.27471382,
       574761.69749876, 588480.1202837 , 602198.54306865, 615916.96585359]), 2025: array([127925.70893701, 121470.49120086, 118205.66120397, 116554.42102211,
       115719.27979246, 115296.89370889, 115083.26516648, 114975.21910173,
       114920.57307   , 114892.93496221, 114878.95654552, 114871.88673688,
       114868.31106766, 114866.50261556, 114865.58796188, 114865.12536109,
       114864.89139332, 114864.77306036, 114864.71321157, 114864.68294208,
       114864.6676328 , 114864.65988989, 114864.65597379, 114864.65399315,
       114864.65299142, 114864.65248477, 114864.65222853, 114864.65209893]), 2030: array([ 72681.73595105,  90883.13343429, 105095.00932103, 116191.81748676,
       124856.34231435, 131621.71028022, 136904.19311965, 141028.82094326,
       144249.38127452, 146764.03454527, 148727.50686739, 150260.6102994 ,
       151457.67638827, 152392.36037058, 153122.17316447, 153692.0200049 ,
       154136.96345378, 154484.38079236, 154755.64853988, 154967.45774646,
       155132.84099017, 155261.97426883, 155362.80312721, 155441.53154476,
       155503.00366525, 155551.00185591, 155588.47943581, 155617.74239294]), 2035: array([28509.5778811 , 39190.80303509, 47369.37878573, 53631.68487373,
       58426.71016118, 62098.24380777, 64909.52393873, 67062.11104142,
       68710.33925731, 69972.38168444, 70938.72303967, 71678.64714583,
       72245.2043773 , 72679.01521527, 73011.18261636, 73265.52200276,
       73460.26875775, 73609.38564883, 73723.56391694, 73810.98980689,
       73877.93149693, 73929.18850865, 73968.43581849, 73998.48734272,
       74021.49768692, 74039.11662487, 74052.60738239, 74062.93720699]), 2040: array([1016657.17862005, 1027400.87915438, 1038144.57968871,
       1048888.28022304, 1059631.98075737, 1070375.6812917 ,
       1081119.38182603, 1091863.08236036, 1102606.78289469,
       1113350.48342902, 1124094.18396335, 1134837.88449768,
       1145581.58503201, 1156325.28556634, 1167068.98610067,
       1177812.686635  , 1188556.38716933, 1199300.08770366,
       1210043.788238  , 1220787.48877233, 1231531.18930666,
       1242274.88984099, 1253018.59037532, 1263762.29090965,
       1274505.99144398, 1285249.69197831, 1295993.39251264,
       1306737.09304697]), 2045: array([3088525.99879704, 2965659.35831914, 2852882.26452645,
       2749366.18534617, 2654350.6259937 , 2567137.54189554,
       2487086.21041101, 2413608.52367727, 2346164.66799595,
       2284259.15801922, 2227437.19660011, 2175281.3335642 ,
       2127408.3988558 , 2083466.68752765, 2043133.37589325,
       2006112.14985931, 1972131.02801444, 1940940.36348114,
       1912311.0098515 , 1886032.6377323 , 1861912.18953188,
       1839772.46113661, 1819450.80005703, 1800797.91047952,
       1783676.75644449, 1767961.55509336, 1753536.85258783,
       1740296.67591278]), 2050: array([1145821.14139266, 1068424.08079304, 1008566.90188898,
        962274.68047134,  926473.29786334,  898785.29851069,
        877372.01074618,  860811.44647263,  848003.87147178,
        838098.77556487,  830438.39294609,  824514.02205483,
        819932.24432858,  816388.79853188,  813648.37573874,
        811528.99321786,  809889.90954032,  808622.27839044,
        807641.92042937,  806883.73321384,  806297.36795073,
        805843.88599436,  805493.17305538,  805221.93940684,
        805012.17328782,  804849.94479985,  804724.48086683,
        804627.44982938]), 2055: array([156694.29135251, 247617.9780314 , 303447.14844639, 337727.50357799,
       358776.40577756, 371700.90093248, 379636.82905954, 384509.66583058,
       387501.69622917, 389338.86958972, 390466.93498582, 391159.5922849 ,
       391584.89930667, 391846.04729863, 392006.39798698, 392104.85688403,
       392165.31284158, 392202.43414715, 392225.22745624, 392239.22305612,
       392247.81666642, 392253.09333471, 392256.33332666, 392258.32275394,
       392259.54430663, 392260.29436722, 392260.75492114, 392261.03771151]), 2060: array([1384445.61368682, 1136576.34279017,  962851.22667706,
        841091.81753637,  755753.81894416,  695942.63839458,
        654022.53975448,  624641.83444406,  604049.66332469,
        589617.14691879,  579501.77207079,  572412.16929898,
        567443.25136788,  563960.6662075 ,  561519.81297397,
        559809.08251563,  558610.07609407,  557769.72372182,
        557180.74263143,  556767.94112544,  556478.61930148,
        556275.84117057,  556133.71926006,  556034.1097146 ,
        555964.29597857,  555915.3653493 ,  555881.07114567,
        555857.03523156]), 2065: array([432528.26173192, 495601.09803244, 543171.78831766, 579050.47567254,
       606110.83991344, 626520.26307899, 641913.42446597, 653523.22919016,
       662279.55690904, 668883.73992003, 673864.73590863, 677621.49446562,
       680454.91069157, 682591.92519163, 684203.70073368, 685419.33141747,
       686336.18238139, 687027.68819912, 687549.23457337, 687942.59441722,
       688239.27362811, 688463.03453191, 688631.79911071, 688759.08445224,
       688855.08539202, 688927.49106206, 688982.10074677, 689023.28837286]), 2070: array([ 101343.1449846 ,  195203.82032467,  283023.20041799,
        365190.13020014,  442068.42679768,  513998.49043044,
        581298.811629  ,  644267.38144085,  703183.01086929,
        758306.56538737,  809882.11999295,  858138.03991915,
        903287.99178555,  945531.88966699,  985056.78026928,
       1022037.6711309 , 1056638.30551797, 1089011.88744351,
       1119301.76002114, 1147642.04015693, 1174158.21238964,
       1198967.68450868, 1222180.30741005, 1243898.86149196,
       1264219.51174389, 1283232.23354407, 1301021.21105067,
       1317665.20995077]), 2075: array([121055.98190584, 134324.00770901, 147592.03351218, 160860.05931535,
       174128.08511852, 187396.11092169, 200664.13672486, 213932.16252803,
       227200.1883312 , 240468.21413437, 253736.23993754, 267004.26574071,
       280272.29154388, 293540.31734705, 306808.34315022, 320076.36895339,
       333344.39475656, 346612.42055973, 359880.4463629 , 373148.47216607,
       386416.49796924, 399684.52377241, 412952.54957558, 426220.57537875,
       439488.60118192, 452756.62698509, 466024.65278826, 479292.67859143]), 2080: array([52795.73562082, 54404.90648325, 55271.5700144 , 55738.33565985,
       55989.72522447, 56125.11803629, 56198.03758456, 56237.31042667,
       56258.46190338, 56269.85361691, 56275.98893971, 56279.29328771,
       56281.07293583, 56282.03141461, 56282.5476299 , 56282.82565195,
       56282.97538841, 56283.05603314, 56283.09946659, 56283.12285887,
       56283.13545744, 56283.14224274, 56283.14589715, 56283.14786534,
       56283.14892536, 56283.14949627, 56283.14980374, 56283.14996934]), 2085: array([ 69806.81102944,  86382.86980561,  98202.48700959, 106630.50676596,
       112640.13599406, 116925.32332194, 119980.89126766, 122159.67477385,
       123713.26404144, 124821.05635099, 125610.9715665 , 126174.22339838,
       126575.8521047 , 126862.23487101, 127066.44111311, 127212.05109465,
       127315.87880582, 127389.91352165, 127442.70423703, 127480.34684291,
       127507.18803588, 127526.32724324, 127539.97452258, 127549.70576328,
       127556.64465879, 127561.59246273, 127565.12051179, 127567.63619961]), 2090: array([52885.66125604, 67281.34286483, 76773.6923283 , 83032.84009118,
       87160.05125931, 89881.48757488, 91675.97186899, 92859.23449519,
       93639.46447389, 94153.939288  , 94493.17815549, 94716.86842381,
       94864.3672541 , 94961.6263128 , 95025.75783493, 95068.04543451,
       95095.9293989 , 95114.31576931, 95126.43953378, 95134.43380681,
       95139.70513993, 95143.18099731, 95145.47293832, 95146.98421826,
       95147.98073915, 95148.63783374, 95149.07111447, 95149.35681488]), 2095: array([846897.02954224, 766220.09837847, 699560.65724847, 644483.18928251,
       598975.34484041, 561374.41687026, 530306.59105805, 504636.75116835,
       483427.00562819, 465902.42005185, 451422.70368556, 439458.81528803,
       429573.63370246, 421405.98688623, 414657.45587169, 409081.47151793,
       404474.30568491, 400667.6276768 , 397522.35399172, 394923.56666771,
       392776.31455816, 391002.14412897, 389536.23302435, 388325.021671  ,
       387324.25638728, 386497.37249926, 385814.15838761, 385249.65165443]), 2100: array([689424.63037403, 598042.14937319, 530067.424546  , 479504.52491001,
       441893.3859742 , 413916.39529066, 393105.75169269, 377625.7848921 ,
       366111.03423005, 357545.80379272, 351174.56966029, 346435.33647009,
       342910.06479365, 340287.79661355, 338337.22626337, 336886.2973615 ,
       335807.02602011, 335004.21161147, 334407.03928789, 333962.83352847,
       333632.41172407, 333386.62794817, 333203.80204598, 333067.80726606,
       332966.64774793, 332891.40038834, 332835.42774997, 332793.79258479]), 2105: array([194364.30572961, 225765.96614511, 241224.75536469, 248834.99510913,
       252581.45598295, 254425.80905859, 255333.76949972, 255780.75124824,
       256000.79683004, 256109.12353069, 256162.45190918, 256188.70504841,
       256201.62926134, 256207.99174921, 256211.12395169, 256212.66591022,
       256213.42500422, 256213.79870019, 256213.98266777, 256214.07323355,
       256214.11781837, 256214.13976712, 256214.15057232, 256214.15589163,
       256214.15851029, 256214.15979943, 256214.16043407, 256214.16074649]), 2110: array([15488.64394131, 16009.023813  , 16434.94738452, 16783.55980912,
       17068.89415243, 17302.43628039, 17493.58721196, 17650.04154831,
       17778.09721176, 17882.90896275, 17968.69589985, 18038.91129562,
       18096.38160485, 18143.42024084, 18181.9206997 , 18213.43278123,
       18239.22497467, 18260.33552053, 18277.614204  , 18291.75656226,
       18303.33188266, 18312.80611883, 18320.56064725, 18326.90761919,
       18332.10252603, 18336.35448387, 18339.83465128, 18342.68311913]), 2115: array([ 814295.69527557,  824477.0913066 ,  834658.48733764,
        844839.88336867,  855021.27939971,  865202.67543074,
        875384.07146178,  885565.46749282,  895746.86352385,
        905928.25955489,  916109.65558593,  926291.05161697,
        936472.44764801,  946653.84367905,  956835.2397101 ,
        967016.63574114,  977198.03177218,  987379.42780323,
        997560.82383427, 1007742.21986531, 1017923.61589636,
       1028105.01192741, 1038286.40795845, 1048467.8039895 ,
       1058649.20002055, 1068830.5960516 , 1079011.99208265,
       1089193.3881137 ]), 2120: array([740344.42247824, 678111.23686387, 628665.14258083, 589378.76802501,
       558164.58926894, 533364.00722412, 513659.21618768, 498003.18081367,
       485564.0007595 , 475680.70676306, 467828.13932735, 461589.04380369,
       456631.8991154 , 452693.30202749, 449563.9709314 , 447077.62544077,
       445102.15090357, 443532.57834745, 442285.50684006, 441294.67189045,
       440507.42441382, 439881.93316556, 439384.96199287, 438990.10379594,
       438676.37735818, 438427.11248658, 438229.0642231 , 438071.70905941]), 2125: array([447638.27325379, 424828.60803756, 407655.3581751 , 394725.72908837,
       384991.09472042, 377661.95127462, 372143.88643327, 367989.37099522,
       364861.46311061, 362506.48143333, 360733.43091364, 359398.51261017,
       358393.46122716, 357636.76452156, 357067.05245116, 356638.11990691,
       356315.17936015, 356072.03950484, 355888.98107556, 355751.15756454,
       355647.39113179, 355569.26605367, 355510.44618611, 355466.1610871 ,
       355432.81912161, 355407.71617078, 355388.81632097, 355374.58674592]), 2130: array([1580983.27549225, 1486276.08568027, 1404885.18780038,
       1334938.24638184, 1274826.1854358 , 1223166.17289059,
       1178769.80959559, 1140615.79110603, 1107826.41335386,
       1079647.38173578, 1055430.45914168, 1034618.55375483,
       1016732.90357992, 1001362.06288881,  988152.43722574,
        976800.14923675,  967044.04820313,  958659.70246856,
        951454.23656015,  945261.89423543,  939940.22538653,
        935366.80908423,  931436.43737791,  928058.69506695,
        925155.87976812,  922661.21443152,  920517.31118553,
        918674.85117267]), 2135: array([199965.74690772, 252309.14070677, 278638.13471549, 291881.75296791,
       298543.36048538, 301894.18303788, 303579.66386947, 304427.46932296,
       304853.91978949, 305068.42654886, 305176.32454271, 305230.59778385,
       305257.89750091, 305271.62939781, 305278.53661198, 305282.01097593,
       305283.75859871, 305284.63766188, 305285.07983514, 305285.30225055,
       305285.41412663, 305285.47040087, 305285.4987071 , 305285.51294528,
       305285.52010715, 305285.52370961, 305285.52552167, 305285.52643314]), 2140: array([134451.7425693 , 170514.62907853, 192386.20156436, 205650.96568357,
       213695.83613138, 218574.92330854, 221534.01280994, 223328.65397117,
       224417.07556032, 225077.18610572, 225477.53275126, 225720.33668419,
       225867.59344406, 225956.90234885, 226011.06679251, 226043.91667421,
       226063.83960991, 226075.92255651, 226083.25067326, 226087.69506061,
       226090.39051151, 226092.02526002, 226093.01670923, 226093.61800756,
       226093.98268552, 226094.20385696, 226094.33799395, 226094.41934593]), 2145: array([116028.80756534, 114088.60190309, 113008.01636438, 112406.19093464,
       112071.0079853 , 111884.32991558, 111780.36071971, 111722.45571937,
       111690.20588772, 111672.24454352, 111662.241084  , 111656.66971912,
       111653.56678192, 111651.83862025, 111650.8761313 , 111650.34007903,
       111650.04152804, 111649.87525191, 111649.78264545, 111649.73106885,
       111649.70234359, 111649.68634523, 111649.67743504, 111649.67247257,
       111649.66970875, 111649.66816946, 111649.66731216, 111649.66683469]), 2150: array([518727.5179446 , 465561.34063014, 433539.48625128, 414252.80419783,
       402636.48428612, 395640.00412862, 391426.04179232, 388887.98291528,
       387359.31646095, 386438.60451462, 385884.06203367, 385550.06249734,
       385348.89541978, 385227.73299682, 385154.75717534, 385110.80402229,
       385084.33114916, 385068.38660451, 385058.78324552, 385052.99916664,
       385049.51543054, 385047.41718508, 385046.15341713, 385045.39225289,
       385044.93380559, 385044.65768394, 385044.49137656, 385044.39121005]), 2155: array([2249693.99934346, 2060925.39613357, 1902039.38737215,
       1768305.47531864, 1655742.01317017, 1560997.65987721,
       1481251.60099122, 1414129.56482951, 1357633.13351453,
       1310080.24427202, 1270055.10953913, 1236366.06485845,
       1208010.08956764, 1184142.94396248, 1164054.03382992,
       1147145.25399549, 1132913.18099588, 1120934.08470095,
       1110851.31263767, 1102364.67141055, 1095221.48907282,
       1089209.09234901, 1084148.47473416, 1079888.96695045,
       1076303.75108545, 1073286.08485467, 1070746.12357387,
       1068608.24522201]), 2160: array([1267442.37024452, 1218810.07552376, 1180929.00717274,
       1151422.37279214, 1128438.82163138, 1110536.28428517,
       1096591.49215141, 1085729.49958058, 1077268.78668667,
       1070678.49837573, 1065545.13661699, 1061546.61611183,
       1058432.05552142, 1056006.03628284, 1054116.34135634,
       1052644.40458914, 1051497.87145499, 1050604.80440416,
       1049909.16924673, 1049367.31936904, 1048945.25719059,
       1048616.50103541, 1048360.42357789, 1048160.95761136,
       1048005.58793457, 1047884.56610371, 1047790.29878047,
       1047716.87129908]), 2165: array([353236.90007088, 358381.53948914, 361676.75143016, 363787.37976645,
       365139.26609537, 366005.16778678, 366559.78966818, 366915.03257205,
       367142.57051274, 367288.31167713, 367381.66088708, 367441.45233335,
       367479.7495728 , 367504.27947869, 367519.99121905, 367530.05480373,
       367536.50066742, 367540.62933131, 367543.27379703, 367544.9676135 ,
       367546.05252613, 367546.74742751, 367547.19252136, 367547.47761005,
       367547.66021326, 367547.77717312, 367547.85208751, 367547.9000712 ]), 2170: array([363499.90002525, 331483.40403417, 310067.24624802, 295741.7618337 ,
       286159.30050922, 279749.49527126, 275461.91175829, 272593.90380823,
       270675.46430107, 269392.20072344, 268533.81274534, 267959.62835034,
       267575.55060476, 267318.63711854, 267146.78509077, 267031.83153234,
       266954.93793517, 266903.5030308 , 266869.09770337, 266846.08363208,
       266830.68928718, 266820.39185427, 266813.50379731, 266808.89630639,
       266805.81430914, 266803.75273003, 266802.37371892, 266801.45128445]), 2175: array([3258802.07047213, 2947964.5131649 , 2684527.41519732,
       2461262.55239638, 2272043.95203184, 2111679.80751422,
       1975770.02487486, 1860585.49236829, 1762965.76057928,
       1680232.32556695, 1610115.13569663, 1550690.30564361,
       1500327.3285568 , 1457644.33798226, 1421470.19201695,
       1390812.33935232, 1364829.58551185, 1342809.01203857,
       1324146.4153381 , 1308329.72845541, 1294924.97090959,
       1283564.34107636, 1273936.12439536, 1265776.1405021 ,
       1258860.49461   , 1252999.43425369, 1248032.14283416,
       1243822.3271103 ]), 2180: array([393183.67609754, 509701.08393675, 573017.74898411, 607424.62557933,
       626121.64880622, 636281.78864278, 641802.90503899, 644803.13207828,
       646433.48392042, 647319.43258176, 647800.86549106, 648062.48070226,
       648204.64489048, 648281.89825935, 648323.87847304, 648346.69091951,
       648359.08741939, 648365.82379505, 648369.48440551, 648371.47361597,
       648372.55457181, 648373.14197347, 648373.4611731 , 648373.63462921,
       648373.72888691, 648373.78010744, 648373.80794116, 648373.82306626]), 2185: array([1260817.97914044, 1096656.15722471,  973110.83042025,
        880132.77013134,  810159.1020154 ,  757498.13861839,
        717866.41513484,  688040.27058758,  665593.63389456,
        648700.68623146,  635987.34816435,  626419.51145331,
        619218.92425537,  613799.88779383,  609721.61537462,
        606652.37861208,  604342.52450324,  602604.16854801,
        601295.91214537,  600311.34117191,  599570.37021253,
        599012.72837924,  598593.0568519 ,  598277.21937282,
        598039.52558924,  597860.64138932,  597726.01625735,
        597624.69972875]), 2190: array([2899538.88538803, 2539872.50002637, 2250436.31416893,
       2017516.8390852 , 1830078.34823941, 1679240.00448169,
       1557855.08591503, 1460172.37415641, 1381563.66156517,
       1318304.46672912, 1267397.56850634, 1226430.99766426,
       1193463.75775868, 1166933.86070722, 1145584.31978182,
       1128403.59356789, 1114577.65912417, 1103451.44356949,
       1094497.78672459, 1087292.46425872, 1081494.08793758,
       1076827.93064609, 1073072.9098156 , 1070051.11253004,
       1067619.36601059, 1065662.4540883 , 1064087.65826112,
       1062820.36469053]), 2195: array([1855131.31786089, 1733910.633086  , 1663049.57982441,
       1621626.87314142, 1597412.71670473, 1583258.03153584,
       1574983.73493773, 1570146.89233922, 1567319.45606769,
       1565666.64316202, 1564700.47089895, 1564135.68293128,
       1563805.52912681, 1563612.53362966, 1563499.71572051,
       1563433.76661385, 1563395.21524641, 1563372.67956691,
       1563359.50605623, 1563351.80531734, 1563347.303755  ,
       1563344.67231096, 1563343.13406775, 1563342.23486861,
       1563341.70923062, 1563341.40196242, 1563341.22234498,
       1563341.11734738]), 2200: array([ 522039.2748869 ,  767943.8340168 ,  888611.44908428,
        947824.15086417,  976880.36491227,  991138.51475902,
        998135.11922773, 1001568.41699901, 1003253.16760039,
       1004079.89012141, 1004485.57041984, 1004684.64145075,
       1004782.32742539, 1004830.26282614, 1004853.78516548,
       1004865.32779242, 1004870.99186497, 1004873.77127715,
       1004875.13516012, 1004875.80442995, 1004876.13284678,
       1004876.29400392, 1004876.3730852 , 1004876.41189111,
       1004876.43093352, 1004876.44027781, 1004876.44486314,
       1004876.4471132 ]), 2205: array([614688.43711934, 594619.26289983, 581007.21459106, 571774.75404568,
       565512.77746519, 561265.55100785, 558384.84196207, 556430.98226332,
       555105.76417926, 554206.92637046, 553597.28376427, 553183.78969044,
       552903.33463799, 552713.11416949, 552584.09589609, 552496.58841067,
       552437.23588795, 552396.97965231, 552369.67559792, 552351.15644496,
       552338.59570867, 552330.07630737, 552324.29796786, 552320.37877141,
       552317.72055085, 552315.91759542, 552314.69472914, 552313.86531211]), 2210: array([354886.2504366 , 354886.25066658, 354886.25078205, 354886.25084003,
       354886.25086914, 354886.25088376, 354886.2508911 , 354886.25089479,
       354886.25089664, 354886.25089757, 354886.25089803, 354886.25089827,
       354886.25089838, 354886.25089844, 354886.25089847, 354886.25089849,
       354886.2508985 , 354886.2508985 , 354886.2508985 , 354886.2508985 ,
       354886.2508985 , 354886.2508985 , 354886.2508985 , 354886.2508985 ,
       354886.2508985 , 354886.2508985 , 354886.2508985 , 354886.2508985 ]), 2215: array([1607960.12679766, 1693019.65523531, 1769688.69962589,
       1838794.91824398, 1901084.32708758, 1957229.35327583,
       2007836.09403966, 2053450.85966734, 2094566.07103767,
       2131625.57540573, 2165029.43782627, 2195138.25993918,
       2222277.07273915, 2246738.84535282, 2268787.64770146,
       2288661.50119062, 2306574.94820073, 2322721.36811667,
       2337275.06489846, 2350393.14872876, 2362217.23204991,
       2372874.95829972, 2382481.37984894, 2391140.20001547,
       2398944.89256329, 2405979.71077113, 2412320.59696416,
       2418036.00232719]), 2220: array([1439774.13409415, 1531876.63839671, 1580883.43691954,
       1606959.452112  , 1620834.23252641, 1628216.86097355,
       1632145.08190107, 1634235.2479938 , 1635347.40394831,
       1635939.17073251, 1636254.043773  , 1636421.58449051,
       1636510.73118907, 1636558.16523365, 1636583.40440259,
       1636596.83390569, 1636603.97960664, 1636607.78176088,
       1636609.80484818, 1636610.88131219, 1636611.45408766,
       1636611.75885562, 1636611.92101953, 1636612.00730528,
       1636612.05321704, 1636612.07764622, 1636612.09064474,
       1636612.09756112]), 2225: array([1280375.00841724, 1386618.23156379, 1448359.58653669,
       1484239.47422261, 1505090.43126623, 1517207.59321056,
       1524249.26584353, 1528341.40835162, 1530719.48401338,
       1532101.46028666, 1532904.57115929, 1533371.28472465,
       1533642.50699235, 1533800.12297773, 1533891.71869758,
       1533944.94791715, 1533975.88112911, 1533993.85741375,
       1534004.30401107, 1534010.37486486, 1534013.90283331,
       1534015.95304927, 1534017.14449572, 1534017.83688359,
       1534018.23925245, 1534018.47308195, 1534018.60896779,
       1534018.68793542]), 2230: array([3046449.52933215, 2728360.96991822, 2543294.96513965,
       2435622.35287151, 2372977.72266774, 2336530.6669987 ,
       2315325.53157654, 2302988.24506552, 2295810.33106381,
       2291634.17374023, 2289204.45808927, 2287790.83362852,
       2286968.37766943, 2286489.86741198, 2286211.46701382,
       2286049.4918409 , 2285955.25362566, 2285900.42521554,
       2285868.52568785, 2285849.96633395, 2285839.16838044,
       2285832.88606045, 2285829.23096558, 2285827.10440747,
       2285825.86716205, 2285825.14732457, 2285824.72851842,
       2285824.48485426]), 2235: array([6292000.08474874, 5092173.11056412, 4371934.14808947,
       3939585.0058983 , 3680052.00297495, 3524258.05536807,
       3430737.17810952, 3374597.93382208, 3340898.34885719,
       3320668.97026081, 3308525.563782  , 3301236.05065103,
       3296860.26023511, 3294233.53586821, 3292656.7508205 ,
       3291710.22932095, 3291142.04600997, 3290800.97369938,
       3290596.23287225, 3290473.32988366, 3290399.55297842,
       3290355.26575799, 3290328.68077334, 3290312.72218749,
       3290303.14247679, 3290297.39191354, 3290293.93993272,
       3290291.86775803]), 2240: array([6539255.23721927, 5699742.60602529, 5067473.39387421,
       4591287.16179144, 4232653.01787397, 3962551.86727819,
       3759128.31491853, 3605922.22318826, 3490536.83014507,
       3403635.65815269, 3338187.04724558, 3288895.18418477,
       3251771.58858314, 3223812.38264495, 3202755.23060929,
       3186896.28050773, 3174952.29596995, 3165956.82239035,
       3159181.98567942, 3154079.59589932, 3150236.79014931,
       3147342.62551888, 3145162.91895732, 3143521.29821311,
       3142284.93056834, 3141353.7746004 , 3140652.4852709 ,
       3140124.31733706]), 2245: array([ 6684575.35283042,  6861370.89263663,  7038166.43244284,
        7214961.97224905,  7391757.51205526,  7568553.05186147,
        7745348.59166768,  7922144.13147389,  8098939.6712801 ,
        8275735.21108631,  8452530.75089252,  8629326.29069873,
        8806121.83050494,  8982917.37031115,  9159712.91011736,
        9336508.44992357,  9513303.98972978,  9690099.52953599,
        9866895.06934221, 10043690.60914842, 10220486.14895463,
       10397281.68876084, 10574077.22856705, 10750872.76837326,
       10927668.30817947, 11104463.84798567, 11281259.38779188,
       11458054.92759809]), 2250: array([11247367.73130014,  9491578.76257627,  8198534.79669345,
        7246277.59068015,  6544991.47023091,  6028532.0308808 ,
        5648187.48289092,  5368084.21792271,  5161803.25646156,
        5009888.44366507,  4898011.36987442,  4815619.93345324,
        4754943.08013968,  4710257.84720826,  4677349.58098989,
        4653114.41616124,  4635266.52316154,  4622122.51168972,
        4612442.65549751,  4605313.96300489,  4600064.06510918,
        4596197.79819643,  4593350.50094655,  4591253.61994683,
        4589709.38007965,  4588572.13062786,  4587734.60768659,
        4587117.81716974]), 2255: array([1452184.47192675, 2283880.54497903, 2772582.81453724,
       3059742.89140867, 3228477.34362095, 3327625.23239981,
       3385884.25253719, 3420117.08864869, 3440232.20671064,
       3452051.79341763, 3458996.94926975, 3463077.9032833 ,
       3465475.86036521, 3466884.89319128, 3467712.83691049,
       3468199.3343075 , 3468485.19880748, 3468653.17198235,
       3468751.87254672, 3468809.86872029, 3468843.9471085 ,
       3468863.97147341, 3468875.73773382, 3468882.65155529,
       3468886.71409731, 3468889.10123555, 3468890.50391126,
       3468891.32811955]), 2260: array([1233260.27365242, 1321180.71475987, 1369237.24827212,
       1395504.52336907, 1409861.98302317, 1417709.64316145,
       1421999.10460724, 1424343.68619854, 1425625.21370677,
       1426325.68527936, 1426708.55682981, 1426917.83102434,
       1427032.21844341, 1427094.7415924 , 1427128.91619124,
       1427147.59572393, 1427157.80579087, 1427163.38652293,
       1427166.43690158, 1427168.10421151, 1427169.01554833,
       1427169.51367696, 1427169.78594965, 1427169.93477148,
       1427170.01611618, 1427170.06057847, 1427170.08488116,
       1427170.0981648 ]), 2265: array([ 974187.60186254, 1148703.88277611, 1242458.16369002,
       1292825.18471334, 1319883.54175084, 1334419.93224394,
       1342229.22562695, 1346424.56305757, 1348678.39772525,
       1349889.21110875, 1350539.68874611, 1350889.14074465,
       1351076.87463781, 1351177.72973319, 1351231.91147998,
       1351261.01919809, 1351276.6565539 , 1351285.05731194,
       1351289.57039819, 1351291.99493506, 1351293.29745371,
       1351293.99719759, 1351294.37311658, 1351294.57506917,
       1351294.68356288, 1351294.74184828, 1351294.77316057,
       1351294.78998228]), 2270: array([11270176.95638369,  8848334.38916541,  7335766.48588204,
        6391088.37467397,  5801087.27002376,  5432600.58724955,
        5202461.29715035,  5058727.22120325,  4968957.74038378,
        4912891.98399653,  4877875.9739831 ,  4856006.63632909,
        4842348.08616184,  4833817.604095  ,  4828489.86993569,
        4825162.42008586,  4823084.25286279,  4821786.32826528,
        4820975.70617381,  4820469.43009548,  4820153.23408974,
        4819955.75307429,  4819832.41580641,  4819755.38520368,
        4819707.27554584,  4819677.2285373 ,  4819658.46260209,
        4819646.74228978]), 2275: array([2203381.76671951, 2963001.25654343, 3359738.13024187,
       3566947.33045406, 3675169.31711319, 3731691.89615145,
       3761212.71756457, 3776630.96124229, 3784683.65851581,
       3788889.45099998, 3791086.06783769, 3792233.32499549,
       3792832.51870262, 3793145.46780581, 3793308.91601967,
       3793394.28235669, 3793438.8678026 , 3793462.15405401,
       3793474.31608344, 3793480.6681131 , 3793483.98567462,
       3793485.71838291, 3793486.62334819, 3793487.09599681,
       3793487.34285347, 3793487.47178268, 3793487.53912031,
       3793487.57428965]), 2280: array([4446889.34655531, 3766485.17159827, 3415609.11109634,
       3234666.64430279, 3141356.84071431, 3093238.12320145,
       3068423.89269149, 3055627.49936208, 3049028.55678455,
       3045625.56329876, 3043870.68143272, 3042965.71044862,
       3042499.02804798, 3042258.3656766 , 3042134.25905309,
       3042070.2587945 , 3042037.25464868, 3042020.23481681,
       3042011.45789894, 3042006.9317504 , 3042004.59767129,
       3042003.39401542, 3042002.7733049 , 3042002.45321212,
       3042002.28814421, 3042002.20302072, 3042002.15912359,
       3042002.13648637]), 2285: array([18727843.84745934, 17022760.697014  , 15668912.96832066,
       14593948.57610944, 13740419.46790069, 13062711.4955826 ,
       12524606.71236393, 12097347.81981706, 11758101.3255405 ,
       11488737.27979087, 11274860.37799019, 11105040.64946423,
       10970202.61901854, 10863140.29703577, 10778132.07828283,
       10710634.96891964, 10657041.80064462, 10614488.4570592 ,
       10580700.81007765, 10553873.18638557, 10532571.86897341,
       10515658.47669158, 10502229.12709107, 10491566.13130126,
       10483099.63943115, 10476377.18675467, 10471039.51317263,
       10466801.36369959]), 2290: array([16723352.97250363, 15651106.14440067, 14839058.97790018,
       14224069.42200834, 13758317.96143006, 13405589.33221584,
       13138456.54488573, 12936148.25415888, 12782933.64914582,
       12666899.27850799, 12579022.70063101, 12512470.92897131,
       12462069.12205016, 12423898.2052201 , 12394990.13662788,
       12373097.12228263, 12356516.83517032, 12343960.04804217,
       12334450.38744863, 12327248.41423037, 12321794.12722124,
       12317663.41944485, 12314535.10098539, 12312165.92434216,
       12310371.67032373, 12309012.82378443, 12307983.72539679,
       12307204.35593835]), 2295: array([11363276.99957824, 11684904.97865023, 11945001.78934259,
       12155339.05890333, 12325436.3655504 , 12462992.08161067,
       12574231.7913617 , 12664190.05249331, 12736938.25332855,
       12795768.87831164, 12843344.52136761, 12881818.39127531,
       12912931.76296288, 12938092.78523828, 12958440.21168567,
       12974894.93910097, 12988201.68602604, 12998962.69769513,
       13007665.00283361, 13014702.4559144 , 13020393.56247482,
       13024995.89424317, 13028717.74648424, 13031727.5651591 ,
       13034161.57055985, 13036129.92245439, 13037721.70576742,
       13039008.96244274]), 2300: array([3135056.38192218, 3466969.27096633, 3750310.061365  ,
       3992186.78912612, 4198667.30098646, 4374931.47560441,
       4525401.1687189 , 4653851.14214682, 4763503.75944217,
       4857109.82380207, 4937017.58616171, 5005231.6546517 ,
       5063463.28325137, 5113173.30120563, 5155608.76015527,
       5191834.21832999, 5222758.44661573, 5249157.22645878,
       5271692.811527  , 5290930.54135338, 5307353.02374079,
       5321372.24171499, 5333339.88874739, 5343556.1915223 ,
       5352277.44158141, 5359722.42478808, 5366077.90990454,
       5371503.33397124]), 2305: array([3742862.80179052, 3843315.71032437, 3932935.07761761,
       4012889.26820566, 4084220.64205562, 4147859.14377641,
       4204634.42627394, 4255286.66690675, 4300476.21715225,
       4340792.21158564, 4376760.24840659, 4408849.24164452,
       4437477.53437426, 4463018.35263996, 4485804.67118994,
       4506133.55445669, 4524270.0293755 , 4540450.54053118,
       4554886.03267787, 4567764.70081835, 4579254.44369563,
       4589505.052683  , 4598650.16460884, 4606809.00397528,
       4614087.93728383, 4620581.8597317 , 4626375.43235716,
       4631544.1857625 ]), 2310: array([538515.57542215, 662198.38955976, 732971.6713344 , 773469.27359285,
       796642.64845353, 809902.8236858 , 817490.50775199, 821832.30176903,
       824316.74565494, 825738.38412926, 826551.8683714 , 827017.35704814,
       827283.71710399, 827436.13258239, 827523.34715359, 827573.25272426,
       827601.80948892, 827618.15012578, 827627.50049919, 827632.85093221,
       827635.91253544, 827637.66443371, 827638.66689788, 827639.2405239 ,
       827639.56876186, 827639.75658487, 827639.86406019, 827639.92555929]), 2315: array([269177.93165711, 311502.50694734, 342991.89608328, 366419.93100992,
       383850.33647616, 396818.5190689 , 406466.81784682, 413645.13050878,
       418985.77903748, 422959.20957058, 425915.43297988, 428114.85656935,
       429751.22278943, 430968.67558888, 431874.45774248, 432548.35763425,
       433049.73764303, 433422.7632456 , 433700.2934577 , 433906.77531335,
       434060.39735108, 434174.69180277, 434259.72661862, 434322.99233098,
       434370.06187915, 434405.08151748, 434431.13604989, 434450.52056359]), 2320: array([708582.51936531, 570854.83300824, 493300.87608623, 449630.52633049,
       425039.91195725, 411193.02685934, 403395.89645809, 399005.36082036,
       396533.06624604, 395140.92620517, 394357.01723512, 393915.60095853,
       393667.04106615, 393527.07789901, 393448.26515102, 393403.88598062,
       393378.89623193, 393364.82459576, 393356.90090884, 393352.4391097 ,
       393349.9266869 , 393348.51195081, 393347.71531808, 393347.26673711,
       393347.0141428 , 393346.87190786, 393346.79181589, 393346.7467164 ]), 2325: array([329020.95739062, 361806.84402117, 378517.60037131, 387034.96581397,
       391376.21240769, 393588.91798132, 394716.71983497, 395291.55321373,
       395584.54210382, 395733.87666386, 395809.9915323 , 395848.78679306,
       395868.5604889 , 395878.63901497, 395883.77597514, 395886.39425082,
       395887.72876916, 395888.40896461, 395888.75565587, 395888.93236219,
       395889.02242826, 395889.06833437, 395889.09173241, 395889.10365825,
       395889.10973677, 395889.11283495, 395889.11441407, 395889.11521894]), 2330: array([176351.67873089, 234737.51700302, 276045.29781635, 305270.41140929,
       325947.07928404, 340575.75106125, 350925.48629236, 358247.88855727,
       363428.46310647, 367093.70187495, 369686.84576322, 371521.48619186,
       372819.48801799, 373737.81986894, 374387.53651145, 374847.20881306,
       375172.4253937 , 375402.51501179, 375565.30262935, 375680.4743118 ,
       375761.95788308, 375819.60723097, 375860.39394736, 375889.25040966,
       375909.666258  , 375924.11040085, 375934.3295825 , 375941.55961855]), 2335: array([140432.07838422, 163447.88892499, 185693.15238902, 207193.6659472 ,
       227974.36310607, 248059.3426225 , 267471.89645028, 286234.53675112,
       304369.02200132, 321896.38222445, 338836.94337921, 355210.3509309 ,
       371035.5926336 , 386331.02054977, 401114.37233256, 415402.79179565,
       429212.84879444, 442560.55844155, 455461.39967917, 467930.33322944,
       479981.818944  , 491629.83257266, 502887.88197062, 513769.02276318,
       524285.87348589, 534450.63021798, 544275.0807257 , 553770.61813233]), 2340: array([1729380.13287999, 1772927.60529383, 1815808.99933645,
       1858034.50297908, 1899614.14836332, 1940557.81418461,
       1980875.22803923, 2020575.96873549, 2059669.46856945,
       2098165.01556594, 2136071.7556852 , 2173398.69499588,
       2210154.70181472, 2246348.50881351, 2281988.71509386,
       2317083.78823024, 2351642.06628168, 2385671.75977286,
       2419180.95364471, 2452177.60917534, 2484669.5658715 ,
       2516664.5433311 , 2548170.14307731, 2579193.85036456,
       2609743.03595688, 2639824.95787915, 2669446.76314145,
       2698615.48943709]), 2345: array([527019.71521143, 498904.63382834, 479047.33828741, 465022.40338408,
       455116.78463367, 448120.58226233, 443179.2606898 , 439689.27318126,
       437224.34297363, 435483.39664828, 434253.79018788, 433385.33604576,
       432771.95882203, 432338.73891974, 432032.76165733, 431816.65412252,
       431664.02034108, 431556.21719918, 431480.07732181, 431426.30077296,
       431388.31913566, 431361.49322729, 431342.54645693, 431329.16461344,
       431319.71320132, 431313.03779885, 431308.32305384, 431304.99309424]), 2350: array([139318.09521672, 208799.90236198, 261224.96906048, 300780.46900014,
       330625.68759519, 353144.35312451, 370135.02436407, 382954.7409141 ,
       392627.40952771, 399925.58322318, 405432.16485198, 409586.96336733,
       412721.82122776, 415087.11855054, 416871.77089342, 418218.31788108,
       419234.30780048, 420000.88744884, 420579.28330304, 421015.69165914,
       421344.96831609, 421593.41249756, 421780.86736265, 421922.30487282,
       422029.02159781, 422109.54096906, 422170.2940436 , 422216.1331505 ]), 2355: array([ 567682.92246346,  619567.77789879,  671452.63323748,
        723337.48847953,  775222.34362493,  827107.19867369,
        878992.05362581,  930876.90848129,  982761.76324012,
       1034646.61790231, 1086531.47246786, 1138416.32693677,
       1190301.18130903, 1242186.03558465, 1294070.88976363,
       1345955.74384596, 1397840.59783166, 1449725.45172071,
       1501610.30551311, 1553495.15920888, 1605380.012808  ,
       1657264.86631048, 1709149.71971632, 1761034.57302551,
       1812919.42623806, 1864804.27935397, 1916689.13237324,
       1968573.98529586]), 2360: array([89488.22243899, 82290.14462093, 78822.66037442, 77152.29124204,
       76347.63494368, 75960.01298279, 75773.28632091, 75683.33567369,
       75640.0043205 , 75619.13058332, 75609.07521067, 75604.23129996,
       75601.89787366, 75600.77380705, 75600.23231759, 75599.97146931,
       75599.84581254, 75599.78528069, 75599.75612107, 75599.7420742 ,
       75599.73530748, 75599.7320478 , 75599.73047753, 75599.7297211 ,
       75599.7293567 , 75599.72918117, 75599.72909661, 75599.72905587]), 2365: array([78474.78429914, 78474.08819103, 78473.62710624, 78473.32169508,
       78473.11939828, 78472.98540188, 78472.89664598, 78472.83785626,
       78472.79891541, 78472.77312195, 78472.756037  , 78472.74472036,
       78472.73722449, 78472.73225941, 78472.72897067, 78472.72679229,
       78472.72534938, 78472.72439363, 78472.72376057, 78472.72334125,
       78472.7230635 , 78472.72287952, 78472.72275766, 78472.72267694,
       78472.72262348, 78472.72258806, 78472.72256461, 78472.72254907]), 2370: array([144588.10627372, 145706.36646268, 146756.1705909 , 147741.7093041 ,
       148666.91671098, 149535.48608758, 150350.88462024, 151116.36724602,
       151834.98964585, 152509.62044235, 153142.9526509 , 153737.51442966,
       154295.67917164, 154819.67497883, 155311.59355645, 155773.39856269,
       156206.9334473 , 156613.92881036, 156996.00931051, 157354.70015039,
       157691.43316493, 158007.55253702, 158304.3201633 , 158582.92069139,
       158844.46624886, 159090.00088263, 159320.50472664, 159536.89791437]), 2375: array([147789.01993352, 147789.02013421, 147789.02023345, 147789.02028253,
       147789.0203068 , 147789.0203188 , 147789.02032473, 147789.02032767,
       147789.02032912, 147789.02032984, 147789.02033019, 147789.02033037,
       147789.02033045, 147789.0203305 , 147789.02033052, 147789.02033053,
       147789.02033053, 147789.02033054, 147789.02033054, 147789.02033054,
       147789.02033054, 147789.02033054, 147789.02033054, 147789.02033054,
       147789.02033054, 147789.02033054, 147789.02033054, 147789.02033054]), 2380: array([ 85390.10513823, 138396.55034437, 171785.14530768, 192816.51742269,
       206064.11330164, 214408.73274027, 219664.98256944, 222975.87798771,
       225061.40071343, 226375.06499151, 227202.53803424, 227723.76073007,
       228052.07728495, 228258.88286167, 228389.14905119, 228471.20331879,
       228522.88904673, 228555.445726  , 228575.953077  , 228588.87059361,
       228597.00729715, 228602.13258139, 228605.360982  , 228607.3945415 ,
       228608.6754743 , 228609.48232989, 228609.99056572, 228610.31070188]), 2385: array([42460.56312695, 39956.76775328, 38768.19605859, 38203.97156634,
       37936.12968597, 37808.98300258, 37748.62545478, 37719.97324396,
       37706.37181027, 37699.91510088, 37696.85004928, 37695.39504476,
       37694.70434248, 37694.37646058, 37694.22081242, 37694.14692499,
       37694.11185004, 37694.09519967, 37694.08729561, 37694.08354349,
       37694.08176233, 37694.0809168 , 37694.08051542, 37694.08032488,
       37694.08023443, 37694.08019149, 37694.08017111, 37694.08016144]), 2390: array([82051.58725962, 81096.84835134, 80498.31839816, 80123.0973804 ,
       79887.86970062, 79740.40445023, 79647.95784661, 79590.00267075,
       79553.6703202 , 79530.89341241, 79516.61447036, 79507.66293979,
       79502.05118654, 79498.53315415, 79496.32768441, 79494.94506589,
       79494.07829636, 79493.53491479, 79493.19426653, 79492.98071266,
       79492.84683482, 79492.76290622, 79492.71029102, 79492.67730632,
       79492.65662807, 79492.64366478, 79492.63553804, 79492.63044336]), 2395: array([51996.74563519, 60560.99084844, 65940.59696973, 69319.78115931,
       71442.40603734, 72775.72677989, 73613.24838858, 74139.33519024,
       74469.79510913, 74677.37256146, 74807.76174409, 74889.66533601,
       74941.11284288, 74973.42944709, 74993.72902954, 75006.48015416,
       75014.48973659, 75019.52093288, 75022.68126443, 75024.66641765,
       75025.91338596, 75026.69666554, 75027.18868036, 75027.49773807,
       75027.69187178, 75027.81381632, 75027.89041543, 75027.93853094]), 2400: array([636928.4695916 , 647402.05969368, 657875.64979576, 668349.23989784,
       678822.82999993, 689296.42010201, 699770.01020409, 710243.60030617,
       720717.19040825, 731190.78051033, 741664.37061241, 752137.96071449,
       762611.55081658, 773085.14091866, 783558.73102074, 794032.32112282,
       804505.9112249 , 814979.50132698, 825453.09142906, 835926.68153114,
       846400.27163322, 856873.86173531, 867347.45183739, 877821.04193947,
       888294.63204155, 898768.22214363, 909241.81224571, 919715.40234779]), 2405: array([1605356.19133324, 1601099.40210016, 1597030.60414692,
       1593141.49527215, 1589424.13992209, 1585870.95299841,
       1582474.68438115, 1579228.40413518, 1576125.48836997,
       1573159.60572384, 1570324.7044451 , 1567615.00004373,
       1565024.96348834, 1562549.3099245 , 1560182.98789115,
       1557921.1690134 , 1555759.23815035, 1553692.78397821,
       1551717.5899891 , 1549829.62588748, 1548025.03936655,
       1546300.14824772, 1544651.43296736, 1543075.52939522,
       1541569.22197013, 1540129.43713875, 1538753.23708413,
       1537437.81373124]), 2410: array([494762.18664132, 478489.86438203, 466054.66763331, 456551.77580785,
       449289.73123618, 443740.12672322, 439499.15712487, 436258.23732741,
       433781.54870939, 431888.88030229, 430442.51612345, 429337.21456615,
       428492.55071838, 427847.06441555, 427353.78822261, 426976.82994875,
       426688.7610286 , 426468.62074118, 426300.39104766, 426171.83107297,
       426073.58642455, 425998.50853996, 425941.13453695, 425897.28971847,
       425863.78380975, 425838.17882477, 425818.61167135, 425803.6585873 ]), 2415: array([ 57982.16398775, 108939.03118394, 156333.49579162, 200414.60593524,
       241413.99874574, 279547.11756586, 315014.34406042, 348002.05118059,
       378683.58251523, 407220.16317571, 433761.74700052, 458447.80453175,
       481408.05590401, 502763.1524969 , 522625.31093315, 541098.90275375,
       558281.00286887, 574261.89966648, 589125.56945916, 602950.11776228,
       615808.18972236, 627767.35185235, 638890.44707963, 649235.92497268,
       658858.14888146, 667807.68160559, 676131.55109145, 683873.49755428]), 2420: array([230057.2076194 , 240639.80290453, 250001.81900876, 258284.03553261,
       265610.99478843, 272092.87458254, 277827.14499383, 282900.03406215,
       287387.82442671, 291358.00041221, 294870.26281207, 297977.42662811,
       300726.21526647, 303157.9631323 , 305309.23718823, 307212.38682341,
       308896.03030152, 310385.48510265, 311703.14863026, 312868.83500805,
       313900.07303116, 314812.3697523 , 315619.44366611, 316333.4309986 ,
       316965.06820335, 317523.85340902, 318018.18924568, 318455.50919783]), 2425: array([254578.354066  , 262872.09765332, 271165.84124065, 279459.58482797,
       287753.3284153 , 296047.07200262, 304340.81558995, 312634.55917727,
       320928.3027646 , 329222.04635192, 337515.78993925, 345809.53352657,
       354103.2771139 , 362397.02070122, 370690.76428855, 378984.50787587,
       387278.2514632 , 395571.99505052, 403865.73863785, 412159.48222517,
       420453.2258125 , 428746.96939982, 437040.71298715, 445334.45657448,
       453628.2001618 , 461921.94374913, 470215.68733645, 478509.43092378]), 2430: array([36744.52239656, 55408.26188258, 65076.95177512, 70085.78531075,
       72680.5953281 , 74024.8282674 , 74721.20379511, 75081.95888554,
       75268.84689366, 75365.66362197, 75415.81921502, 75441.80215782,
       75455.26253733, 75462.23564341, 75465.84803847, 75467.71942804,
       75468.68889537, 75469.19112478, 75469.4513031 , 75469.58608764,
       75469.65591233, 75469.69208479, 75469.71082381, 75469.7205315 ,
       75469.72556054, 75469.72816582, 75469.72951547, 75469.73021466]), 2435: array([25844.37333177, 40176.75001942, 51707.30154193, 60983.75452042,
       68446.76092513, 74450.83001552, 79281.16831182, 83167.22753357,
       86293.60406221, 88808.80767622, 90832.31609307, 92460.25042422,
       93769.94113983, 94823.60143666, 95671.28250202, 96353.25105558,
       96901.90210732, 97343.29779192, 97698.40537763, 97984.09325776,
       98213.93223652, 98398.84017219, 98547.60059941, 98667.27996648,
       98763.56330721, 98841.0242926 , 98903.34249023, 98953.4781519 ]), 2440: array([22817.49100485, 33496.39539104, 40475.91663423, 45037.59403321,
       48019.0163926 , 49967.61523194, 51241.18099316, 52073.55845096,
       52617.583937  , 52973.14826265, 53205.53809164, 53357.4234995 ,
       53456.69280582, 53521.57326613, 53563.9778551 , 53591.69265792,
       53609.80650632, 53621.64536029, 53629.38300171, 53634.44017149,
       53637.7454379 , 53639.90569483, 53641.31759613, 53642.24038698,
       53642.84350487, 53643.23769082, 53643.49532299, 53643.66370629]), 2445: array([4416.04142146, 4586.26721861, 4718.36037259, 4820.86305795,
       4900.40389858, 4962.12662617, 5010.02271417, 5047.18949754,
       5076.03047065, 5098.41071599, 5115.77751492, 5129.25394026,
       5139.71148287, 5147.82640909, 5154.12349342, 5159.00995449,
       5162.80178901, 5165.74420661, 5168.02748697, 5169.79928485,
       5171.17417851, 5172.24107931, 5173.06898139, 5173.71142337,
       5174.20995055, 5174.5968016 , 5174.89699332, 5175.12993845]), 2450: array([9219.98269903, 9282.27179571, 9340.20088603, 9394.07515432,
       9444.17842311, 9490.77464841, 9534.10931031, 9574.41070618,
       9611.89115341, 9646.74810797, 9679.16520466, 9709.31322449,
       9737.35099445, 9763.42622422, 9787.67628437, 9810.22893001,
       9831.20297388, 9850.70891226, 9868.84950711, 9885.72032742,
       9901.41025271, 9916.00194128, 9929.57226562, 9942.19271745,
       9953.92978434, 9964.84529996, 9974.99676987, 9984.43767443]), 2455: array([9220.17681995, 9220.55041184, 9220.82047789, 9221.0157061 ,
       9221.15683473, 9221.25885528, 9221.33260498, 9221.38591794,
       9221.42445738, 9221.45231718, 9221.47245676, 9221.48701548,
       9221.49753983, 9221.50514779, 9221.51064751, 9221.51462321,
       9221.51749721, 9221.51957479, 9221.52107665, 9221.52216234,
       9221.52294717, 9221.52351452, 9221.52392465, 9221.52422113,
       9221.52443545, 9221.52459038, 9221.52470238, 9221.52478334]), 2460: array([35480.47589389, 32753.31842186, 30675.68089922, 29092.86886151,
       27887.03101952, 26968.38441682, 26268.52946843, 25735.35713934,
       25329.16906684, 25019.72174328, 24783.97467795, 24604.37487346,
       24467.54988382, 24363.31214345, 24283.90043258, 24223.40200082,
       24177.31232203, 24142.19970127, 24115.4497614 , 24095.07078461,
       24079.54541533, 24067.71768257, 24058.70692993, 24051.84224464,
       24046.61250345, 24042.62831603, 24039.59303208, 24037.28065375]), 2465: array([20391.45368881, 20605.52770875, 20761.77130843, 20875.80692306,
       20959.03670931, 21019.7826205 , 21064.11849944, 21096.47738783,
       21120.0947759 , 21137.33211151, 21149.91291588, 21159.09511445,
       21165.79681398, 21170.68810185, 21174.25804661, 21176.86359874,
       21178.76528137, 21180.15323932, 21181.1662513 , 21181.90560603,
       21182.44522987, 21182.83907855, 21183.12653209, 21183.33633231,
       21183.48945665, 21183.60121564, 21183.68278382, 21183.74231699]), 2470: array([98126.08421651, 72415.41841289, 58352.24539121, 50659.99669769,
       46452.50455692, 44151.09819059, 42892.27913977, 42203.73259454,
       41827.11266284, 41621.10978048, 41508.43070014, 41446.79770258,
       41413.08579815, 41394.64612223, 41384.56002198, 41379.04314529,
       41376.02553415, 41374.37496672, 41373.47214236, 41372.97831714,
       41372.70820553, 41372.56046037, 41372.47964699, 41372.43544384,
       41372.41126568, 41372.39804075, 41372.39080701, 41372.38685031]), 2475: array([60828.00125665, 66262.61709792, 69139.33558543, 70662.07601422,
       71468.11192754, 71894.77288779, 72120.61837681, 72240.16572156,
       72303.44600977, 72336.94231941, 72354.67300288, 72364.05842889,
       72369.02643939, 72371.65616853, 72373.04816948, 72373.78500075,
       72374.17502944, 72374.38148428, 72374.49076753, 72374.5486147 ,
       72374.57923508, 72374.59544344, 72374.60402306, 72374.60856452,
       72374.61096847, 72374.61224096, 72374.61291452, 72374.61327107]), 2480: array([82949.57921081, 84621.09720591, 85660.21616745, 86306.19677873,
       86707.77827767, 86957.4261734 , 87112.62274497, 87209.10253207,
       87269.08033456, 87306.36624594, 87329.54547442, 87343.95511638,
       87352.91304099, 87358.48184093, 87361.94375138, 87364.09588902,
       87365.43379088, 87366.26551341, 87366.78256358, 87367.10399394,
       87367.30381493, 87367.42803602, 87367.50525953, 87367.55326644,
       87367.5831105 , 87367.60166342, 87367.61319706, 87367.62036708]), 2485: array([221032.63419778, 189593.87668423, 165244.86936794, 146386.80358612,
       131781.41781365, 120469.690724  , 111708.86976766, 104923.70042785,
        99668.65376049,  95598.67199688,  92446.5113017 ,  90005.19396287,
        88114.41778576,  86650.03030321,  85515.87665508,  84637.48585149,
        83957.18084599,  83430.29133552,  83022.22061136,  82706.17386416,
        82461.39877861,  82271.82289138,  82124.99823831,  82011.28399402,
        81923.21343446,  81855.00365556,  81802.17585519,  81761.26124535]), 2490: array([61732.52317114, 61041.25032471, 60654.12569551, 60437.32927525,
       60315.91956816, 60247.92805355, 60209.85164129, 60188.52819853,
       60176.58670551, 60169.89926496, 60166.15418376, 60164.05687417,
       60162.8823449 , 60162.22458839, 60161.85623349, 60161.64994843,
       60161.53442527, 60161.46973033, 60161.43350005, 60161.41321047,
       60161.40184796, 60161.39548476, 60161.39192126, 60161.38992564,
       60161.38880805, 60161.38818219, 60161.38783169, 60161.38763541]), 2495: array([ 72011.64857236,  77578.84322402,  82091.33624041,  85748.94020383,
        88713.61332456,  91116.63092862,  93064.3983115 ,  94643.16235025,
        95922.83050364,  96960.06630493,  97800.79841554,  98482.25433996,
        99034.60885464,  99482.320143  ,  99845.21280053, 100139.35566516,
       100377.77334327, 100571.02293751, 100727.66151385, 100854.62500732,
       100957.5353443 , 101040.94938063, 101108.56067859, 101163.36305734,
       101207.78315883, 101243.78789914, 101272.97156334, 101296.62640014]), 2500: array([135032.57896491, 128187.15358296, 122171.94065289, 116886.25209809,
       112241.61128103, 108160.27200123, 104573.91710902, 101422.51495126,
        98653.31450724,  96219.96239434,  94081.7269632 ,  92202.81649449,
        90551.78008474,  89100.98119266,  87826.13503371,  86705.9020794 ,
        85721.53085694,  84856.54407015,  84096.46278755,  83428.56408092,
        82841.66805737,  82325.95072025,  81872.77952615,  81474.56888558,
        81124.65318854,  80817.17522949,  80546.98816415,  80309.56935694]), 2505: array([56958.90508295, 56489.48591403, 56100.49504078, 55778.15221907,
       55511.03825354, 55289.6904655 , 55106.26747158, 54954.27139792,
       54828.31768887, 54723.94435579, 54637.4539083 , 54565.7823684 ,
       54506.39072711, 54457.17499853, 54416.3916848 , 54382.5960116 ,
       54354.59074616, 54331.3837845 , 54312.15300552, 54296.21714691,
       54283.01167093, 54272.06876538, 54263.00077099, 54255.48644842,
       54249.25959811, 54244.09963001, 54239.82374902, 54236.2804794 ]), 2510: array([16407.93093152, 20814.51329876, 24391.03576158, 27293.8551942 ,
       29649.87581086, 31562.09710984, 33114.11676129, 34373.7852943 ,
       35396.17235724, 36225.97422897, 36899.46783163, 37446.09666952,
       37889.7580276 , 38249.84770273, 38542.10794081, 38779.31564949,
       38971.8409736 , 39128.10065263, 39254.92598017, 39357.86145148,
       39441.40715531, 39509.21550689, 39564.25092263, 39608.91941722,
       39645.17378875, 39674.59899026, 39698.48142009, 39717.86516006]), 2515: array([ 8808.33935213, 10281.10108903, 11431.51009748, 12330.1217694 ,
       13032.04858931, 13580.34022174, 14008.62377733, 14343.16618712,
       14604.48517192, 14808.60760847, 14968.05246907, 15092.59861892,
       15189.88456081, 15265.87690984, 15325.23633012, 15371.60337653,
       15407.8217726 , 15436.11281795, 15458.21162228, 15475.47352075,
       15488.95719771, 15499.48961653, 15507.71673786, 15514.14313682,
       15519.16294896, 15523.0840429 , 15526.14690206, 15528.53937376]), 2520: array([1275.41194737, 1814.53387237, 2198.7538718 , 2472.57877323,
       2667.72758575, 2806.8057296 , 2905.92357638, 2976.56262344,
       3026.90547421, 3062.78368506, 3088.35327426, 3106.57614203,
       3119.56316763, 3128.81872697, 3135.41495473, 3140.11593702,
       3143.46622075, 3145.85389218, 3147.55553158, 3148.76825149,
       3149.63252954, 3150.24848095, 3150.68745558, 3151.00030287,
       3151.22326206, 3151.38216003, 3151.49540302, 3151.57610873]), 2525: array([3863.03072035, 2998.05539334, 2444.17940379, 2089.51193269,
       1862.40511197, 1716.98013725, 1623.85909754, 1564.2302198 ,
       1526.04762357, 1501.59788193, 1485.9417997 , 1475.91662584,
       1469.4971328 , 1465.38649178, 1462.75429489, 1461.06880097,
       1459.9895163 , 1459.29841004, 1458.8558689 , 1458.57249329,
       1458.39103731, 1458.27484427, 1458.20044153, 1458.15279868,
       1458.12229118, 1458.10275609, 1458.09024705, 1458.08223704]), 2530: array([10205.6005983 ,  9075.11781173,  8132.72358149,  7347.12392819,
        6692.23153237,  6146.29945575,  5691.19899317,  5311.81767467,
        4995.5574274 ,  4731.91623285,  4512.13938745,  4328.9287862 ,
        4176.20057521,  4048.88312595,  3942.74862216,  3854.27266729,
        3780.51725025,  3719.03318318,  3667.77877158,  3625.05201594,
        3589.4340937 ,  3559.74224451,  3534.99049447,  3514.35691498,
        3497.15632911,  3482.81755891,  3470.86445846,  3460.9001025 ]), 2535: array([40451.50030638, 39000.36188086, 37655.21727323, 36408.32450019,
       35252.50706716, 34181.1126639 , 33187.97487714, 32267.37769977,
       31414.02263235, 30622.99818757, 29889.75162218, 29210.06273369,
       28580.01957091, 27995.99591881, 27454.63042772, 26952.80726717,
       26487.63819264, 26056.44592232, 25656.74872799, 25286.24615139,
       24942.805764  , 24624.45089376, 24329.34924841, 24055.80236964,
       23802.2358577 , 23567.19030985, 23349.31292085, 23147.34969682]), 2540: array([3618.19062789, 5065.04543785, 5851.17314433, 6278.30430264,
       6510.37986097, 6636.47477053, 6704.98662214, 6742.21154921,
       6762.43717678, 6773.42647999, 6779.3973595 , 6782.64155082,
       6784.40423541, 6785.36196467, 6785.88233307, 6786.16506773,
       6786.31868754, 6786.40215464, 6786.44750529, 6786.47214591,
       6786.48553404, 6786.49280829, 6786.49676064, 6786.4989081 ,
       6786.50007489, 6786.50070885, 6786.5010533 , 6786.50124045]), 2545: array([6452.63445909, 5349.36497035, 4765.45696346, 4456.42225889,
       4292.86490482, 4206.30178529, 4160.48804793, 4136.24101822,
       4123.40821994, 4116.61643087, 4113.02186031, 4111.11942527,
       4110.11255699, 4109.57966955, 4109.29763761, 4109.14837153,
       4109.0693721 , 4109.02756146, 4109.00543309, 4108.99372159,
       4108.98752325, 4108.98424277, 4108.98250656, 4108.98158767,
       4108.98110135, 4108.98084396, 4108.98070773, 4108.98063564]), 2550: array([15206.05815211, 13817.58131549, 12974.89440008, 12463.45537663,
       12153.05554733, 11964.66934757, 11850.33500551, 11780.94381979,
       11738.82929349, 11713.26937105, 11697.75668   , 11688.34180073,
       11682.6277727 , 11679.15984546, 11677.05510965, 11675.77771468,
       11675.00244498, 11674.53192245, 11674.24635543, 11674.07304064,
       11673.96785335, 11673.90401364, 11673.86526839, 11673.84175333,
       11673.8274817 , 11673.81882003, 11673.81356314, 11673.81037266]), 2555: array([15812.14826385, 14341.32900635, 13534.86559263, 13092.67445708,
       12850.21708451, 12717.27552873, 12644.38247926, 12604.41456531,
       12582.49979899, 12570.48373573, 12563.89522028, 12560.28267806,
       12558.3018887 , 12557.2158041 , 12556.62029416, 12556.29377071,
       12556.11473496, 12556.01656806, 12555.96274226, 12555.93322909,
       12555.91704676, 12555.90817384, 12555.90330874, 12555.90064116,
       12555.8991785 , 12555.89837651, 12555.89793677, 12555.89769566]), 2560: array([ 2451.9212169 ,  4262.76362381,  5644.57325783,  6698.99845652,
        7503.60458477,  8117.57987902,  8586.08943756,  8943.59764432,
        9216.40342933,  9424.57486408,  9583.42540401,  9704.64037313,
        9797.13655694,  9867.71813677,  9921.57721729,  9962.67576681,
        9994.03706664, 10017.96810895, 10036.22930312, 10050.16397459,
       10060.79718222, 10068.91112338, 10075.1026738 , 10079.82729478,
       10083.43253771, 10086.18361057, 10088.28288712, 10089.8847938 ]), 2565: array([2262.08793424, 2262.08794901, 2262.08795653, 2262.08796037,
       2262.08796232, 2262.08796332, 2262.08796382, 2262.08796408,
       2262.08796421, 2262.08796428, 2262.08796431, 2262.08796433,
       2262.08796434, 2262.08796435, 2262.08796435, 2262.08796435,
       2262.08796435, 2262.08796435, 2262.08796435, 2262.08796435,
       2262.08796435, 2262.08796435, 2262.08796435, 2262.08796435,
       2262.08796435, 2262.08796435, 2262.08796435, 2262.08796435]), 2570: array([12206.11553242, 10104.66690043,  8723.91488531,  7816.69493321,
        7220.60813958,  6828.9506758 ,  6571.61303541,  6402.52992763,
        6291.43425856,  6218.4391034 ,  6170.47780373,  6138.96494153,
        6118.25948753,  6104.65501636,  6095.7162297 ,  6089.84302039,
        6085.98404164,  6083.44850849,  6081.78254223,  6080.68792292,
        6079.9687058 ,  6079.49614584,  6079.1856514 ,  6078.98164174,
        6078.84759765,  6078.7595243 ,  6078.7016559 ,  6078.6636336 ]), 2575: array([22603.2947552 , 20698.29292408, 19163.13235218, 17926.01124132,
       16929.06755285, 16125.67271199, 15478.25071837, 14956.52065924,
       14536.08042509, 14197.26538577, 13924.22864584, 13704.1998611 ,
       13526.88795016, 13383.99976489, 13268.85220721, 13176.05965047,
       13101.28204546, 13041.0219297 , 12992.46084579, 12953.32751786,
       12921.79162058, 12896.37817198, 12875.89854637, 12859.39488047,
       12846.09527269, 12835.37768011, 12826.7408246 , 12819.78074728]), 2580: array([ 5268.99919258,  6158.07244045,  6885.18750395,  7479.84752417,
        7966.18119735,  8363.92181153,  8689.20793685,  8955.23825801,
        9172.80711899,  9350.74251018,  9496.26426958,  9615.27703212,
        9712.60981387,  9792.21195232,  9857.31335325,  9910.55554604,
        9954.09886542,  9989.71010838, 10018.83422301, 10042.65293819,
       10062.13271293, 10078.06395108, 10091.09307244, 10101.74874161,
       10110.46331894, 10117.59040376, 10123.41918192, 10128.18615968]), 2585: array([ 901.30687496, 1561.33589208, 2049.57996208, 2410.74934359,
       2677.91761076, 2875.55031896, 3021.74540328, 3129.89047136,
       3209.88875449, 3269.06598206, 3312.8412248 , 3345.22313851,
       3369.17705105, 3386.89650799, 3400.00414348, 3409.70027068,
       3416.87279868, 3422.17854157, 3426.10336523, 3429.00667982,
       3431.15435226, 3432.74305262, 3433.91826388, 3434.78760433,
       3435.43068261, 3435.90638768, 3436.25828158, 3436.51858848]), 2590: array([7376.10903523, 6336.27467328, 5516.63605565, 4870.56444261,
       4361.30521521, 3959.88692741, 3643.4731383 , 3394.06326093,
       3197.46851989, 3042.50476059, 2920.35618953, 2824.07384919,
       2748.18029611, 2688.35799248, 2641.20368401, 2604.03479095,
       2574.73679769, 2551.6429593 , 2533.43948146, 2519.09077944,
       2507.78056435, 2498.86540497, 2491.83812335, 2486.29894172,
       2481.93273942, 2478.49112589, 2475.77830983, 2473.63996079]), 2595: array([10450.64684594,  9350.08042911,  8485.01364157,  7805.05418119,
        7270.59271022,  6850.49551237,  6520.29087607,  6260.74355609,
        6056.73427244,  5896.37897453,  5770.33656555,  5671.26476019,
        5593.39237822,  5532.18315878,  5484.0715119 ,  5446.25481389,
        5416.53014762,  5393.16597697,  5374.80128064,  5360.36626916,
        5349.02006704,  5340.10172966,  5333.09174157,  5327.58175346,
        5323.25079474,  5319.84657626,  5317.17079376,  5315.06757624]), 2600: array([2192.32517177, 3183.56470243, 3952.04131925, 4547.8169036 ,
       5009.7028467 , 5367.78839104, 5645.40077346, 5860.62486192,
       6027.48128183, 6156.83978005, 6257.12732711, 6334.87708636,
       6395.15401248, 6441.8848044 , 6478.11370747, 6506.2008287 ,
       6527.97588431, 6544.85739533, 6557.94509621, 6568.09157623,
       6575.95782087, 6582.05627122, 6586.78420665, 6590.44962526,
       6593.29130823, 6595.49437504, 6597.20234297, 6598.52647642]), 2605: array([8236.20814686, 8198.66739997, 8165.07160769, 8135.00621602,
       8108.10023419, 8084.02165688, 8062.47336739, 8043.18947142,
       8025.93201606, 8010.48805361, 7996.66701388, 7984.29835266,
       7973.22944734, 7963.32371358, 7954.45891995, 7946.52567967,
       7939.42610083, 7933.07257843, 7927.38671343, 7922.29834532,
       7917.74468637, 7913.66954688, 7910.02264181, 7906.75897033,
       7903.83826049, 7901.22447228, 7898.88535298, 7896.79203912]), 2610: array([1948.54086786, 1969.04970934, 1983.69105219, 1994.1435646 ,
       2001.60565446, 2006.93286984, 2010.73598992, 2013.45105235,
       2015.38934613, 2016.77310171, 2017.76097027, 2018.46621354,
       2018.96968949, 2019.32912295, 2019.58572392, 2019.76891237,
       2019.89969132, 2019.99305493, 2020.05970758, 2020.10729117,
       2020.14126129, 2020.16551268, 2020.18282585, 2020.19518579,
       2020.2040096 , 2020.21030895, 2020.21480608, 2020.2180166 ]), 2615: array([2876.67429827, 2896.08932265, 2914.14791734, 2930.94484924,
       2946.56826434, 2961.10015034, 2974.61676686, 2987.18904566,
       2998.88296284, 3009.7598851 , 3019.87689173, 3029.28707421,
       3038.03981477, 3046.18104556, 3053.75348967, 3060.79688536,
       3067.34819457, 3073.44179689, 3079.10967   , 3084.38155744,
       3089.28512474, 3093.84610455, 3098.08843175, 3102.03436896,
       3105.70462348, 3109.11845585, 3112.293781  , 3115.24726222]), 2620: array([ 8330.45085081,  9745.39892811, 10783.03519241, 11543.97408075,
       12102.00005932, 12511.22213684, 12811.32054653, 13031.39434129,
       13192.78298439, 13311.13553133, 13397.928041  , 13461.57635216,
       13508.25212555, 13542.4812792 , 13567.58284418, 13585.99079465,
       13599.49005817, 13609.3895913 , 13616.64930262, 13621.9731303 ,
       13625.87729947, 13628.74037803, 13630.83998451, 13632.37970731,
       13633.50884572, 13634.33688668, 13634.9441212 , 13635.38942982]), 2625: array([ 3802.16292176,  6213.39710554,  7884.76764505,  9043.29446885,
        9846.33865906, 10402.97658768, 10788.81560793, 11056.26369562,
       11241.64795138, 11370.14886003, 11459.2205207 , 11520.96141279,
       11563.75771554, 11593.42239103, 11613.98475077, 11628.23775138,
       11638.11735804, 11644.96550396, 11649.71236322, 11653.00269511,
       11655.28342082, 11656.86432814, 11657.96014949, 11658.71972877,
       11659.24623857, 11659.61119399, 11659.8641664 , 11660.0395167 ]), 2630: array([ 8539.32309427, 10236.53814561, 11811.97006355, 13274.35735861,
       14631.81151223, 15891.86196903, 17061.49790073, 18147.2069732 ,
       19155.01133188, 20090.50100506, 20958.86491031, 21764.91963604,
       22513.13615788, 23207.66463799, 23852.35744496, 24450.79052188,
       25006.28322117, 25521.91671613, 26000.55109148, 26444.84120742,
       26857.25142552, 27240.06927783, 27595.41815529, 27925.26908556,
       28231.45166584, 28515.66421115, 28779.48317446, 29024.37189085]), 2635: array([16335.71855574, 18019.58486433, 19602.34061851, 21090.05716977,
       22488.4413052 , 23802.85713834, 25038.34668563, 26199.64920724,
       27291.21938656, 28317.24441812, 29281.66006939, 30188.16577812,
       31040.23884316, 31841.14776319, 32593.96477443, 33301.57763557,
       33966.70070501, 34591.88535299, 35179.52974851, 35731.88805846,
       36251.07909459, 36739.09444104, 37197.80609397, 37628.97364241,
       38034.25101795, 38415.19283912, 38773.26037475, 39109.82714939]), 2640: array([ 2423.30905213,  3739.63090775,  4862.0261225 ,  5819.06486854,
        6635.10822776,  7330.92829449,  7924.23692178,  8430.13657033,
        8861.50473629,  9229.32174335,  9542.950243  ,  9810.37353747,
       10038.39879188, 10232.83030824, 10398.61727183, 10539.97973103,
       10660.51601709, 10763.29433845, 10850.93088082, 10925.65640131,
       10989.37301154, 11043.70259523, 11090.02809268, 11129.52870298,
       11163.20990017, 11191.92902718, 11216.41711919, 11237.29751192]), 2645: array([293.91738748, 305.78887014, 317.66035279, 329.53183545,
       341.4033181 , 353.27480076, 365.14628341, 377.01776607,
       388.88924872, 400.76073138, 412.63221403, 424.50369669,
       436.37517934, 448.246662  , 460.11814465, 471.98962731,
       483.86110996, 495.73259262, 507.60407527, 519.47555793,
       531.34704058, 543.21852323, 555.09000589, 566.96148854,
       578.8329712 , 590.70445385, 602.57593651, 614.44741916]), 2650: array([ 405.17933595,  466.90741906,  528.63550218,  590.36358529,
        652.0916684 ,  713.81975152,  775.54783463,  837.27591775,
        899.00400086,  960.73208397, 1022.46016709, 1084.1882502 ,
       1145.91633332, 1207.64441643, 1269.37249954, 1331.10058266,
       1392.82866577, 1454.55674888, 1516.284832  , 1578.01291511,
       1639.74099823, 1701.46908134, 1763.19716445, 1824.92524757,
       1886.65333068, 1948.3814138 , 2010.10949691, 2071.83758002]), 2655: array([1060.33118133, 1082.23598224, 1103.90361462, 1125.33664635,
       1146.53761749, 1167.50904063, 1188.25340114, 1208.77315748,
       1229.07074149, 1249.14855869, 1269.00898854, 1288.65438475,
       1308.08707554, 1327.30936392, 1346.32352797, 1365.1318211 ,
       1383.73647233, 1402.13968654, 1420.34364472, 1438.35050428,
       1456.16239925, 1473.78144056, 1491.20971628, 1508.44929188,
       1525.50221045, 1542.37049298, 1559.05613856, 1575.56112466]), 2660: array([223.19490111, 221.66496189, 220.91810987, 220.5535281 ,
       220.37555461, 220.28867544, 220.24626467, 220.22556152,
       220.21545511, 220.21052159, 220.20811325, 220.2069376 ,
       220.2063637 , 220.20608354, 220.20594678, 220.20588002,
       220.20584743, 220.20583152, 220.20582376, 220.20581997,
       220.20581812, 220.20581721, 220.20581677, 220.20581656,
       220.20581645, 220.2058164 , 220.20581638, 220.20581636]), 2665: array([ 31.73317219,  53.2296817 ,  69.89918989,  82.82559095,
        92.84939264, 100.62236827, 106.64993664, 111.32402572,
       114.94855678, 117.75920611, 119.93872935, 121.62884469,
       122.93944777, 123.95575736, 124.74385651, 125.35498947,
       125.82889365, 126.19638353, 126.48135424, 126.7023353 ,
       126.87369548, 127.00657705, 127.1096203 , 127.18952539,
       127.25148794, 127.29953691, 127.33679657, 127.36568965]), 2670: array([361.76447054, 333.38300037, 312.55215312, 297.26315664,
       286.04165373, 277.805526  , 271.76054251, 267.32376996,
       264.06735898, 261.67728547, 259.92306852, 258.63554447,
       257.69055407, 256.99696947, 256.48790652, 256.11427498,
       255.84004459, 255.63877061, 255.49104368, 255.38261811,
       255.30303814, 255.24462967, 255.20176023, 255.17029579,
       255.14720218, 255.1302524 , 255.11781195, 255.10868117]), 2675: array([264.12924317, 264.12924637, 264.12924801, 264.12924885,
       264.12924928, 264.1292495 , 264.12924961, 264.12924967,
       264.1292497 , 264.12924972, 264.12924973, 264.12924973,
       264.12924973, 264.12924973, 264.12924973, 264.12924973,
       264.12924973, 264.12924973, 264.12924973, 264.12924973,
       264.12924973, 264.12924973, 264.12924973, 264.12924973,
       264.12924973, 264.12924973, 264.12924973, 264.12924973]), 2680: array([ 339.01775091,  384.36120849,  429.70466606,  475.04812364,
        520.39158122,  565.7350388 ,  611.07849638,  656.42195396,
        701.76541153,  747.10886911,  792.45232669,  837.79578427,
        883.13924185,  928.48269943,  973.826157  , 1019.16961458,
       1064.51307216, 1109.85652974, 1155.19998732, 1200.5434449 ,
       1245.88690247, 1291.23036005, 1336.57381763, 1381.91727521,
       1427.26073279, 1472.60419037, 1517.94764795, 1563.29110552]), 2685: array([ 661.55634463,  723.19856264,  784.84078065,  846.48299866,
        908.12521667,  969.76743468, 1031.40965268, 1093.05187069,
       1154.6940887 , 1216.33630671, 1277.97852472, 1339.62074273,
       1401.26296074, 1462.90517875, 1524.54739676, 1586.18961477,
       1647.83183278, 1709.47405079, 1771.1162688 , 1832.75848681,
       1894.40070482, 1956.04292283, 2017.68514084, 2079.32735885,
       2140.96957686, 2202.61179487, 2264.25401288, 2325.89623089]), 2690: array([2544.55405021, 2626.6349847 , 2708.71591919, 2790.79685369,
       2872.87778818, 2954.95872267, 3037.03965716, 3119.12059166,
       3201.20152615, 3283.28246064, 3365.36339513, 3447.44432963,
       3529.52526412, 3611.60619861, 3693.6871331 , 3775.76806759,
       3857.84900209, 3939.92993658, 4022.01087107, 4104.09180556,
       4186.17274006, 4268.25367455, 4350.33460904, 4432.41554353,
       4514.49647803, 4596.57741252, 4678.65834701, 4760.7392815 ]), 2695: array([2569.5925368 , 2228.38392854, 2005.28762922, 1859.4180422 ,
       1764.04247353, 1701.68198232, 1660.90811414, 1634.24847286,
       1616.81729683, 1605.42007305, 1597.9680968 , 1593.09568653,
       1589.90990319, 1587.82690629, 1586.46495677, 1585.57445785,
       1584.99221283, 1584.61151695, 1584.36260224, 1584.19985151,
       1584.09343835, 1584.02386103, 1583.9783685 , 1583.9486236 ,
       1583.92917516, 1583.91645896, 1583.90814458, 1583.9027083 ]), 2700: array([0.65031798, 0.55503944, 0.47372152, 0.40431865, 0.34508498,
       0.29453048, 0.25138344, 0.21455849, 0.18312929, 0.15630523,
       0.13341155, 0.11387234, 0.0971961 , 0.08296334, 0.07081602,
       0.06044858, 0.05160022, 0.04404836, 0.03760303, 0.0321021 ,
       0.02740718, 0.02340019, 0.01998032, 0.01706154, 0.01457043,
       0.01244434, 0.01062976, 0.00908107]), 2705: array([375.21228484, 389.88243107, 404.5525773 , 419.22272352,
       433.89286975, 448.56301598, 463.23316221, 477.90330844,
       492.57345467, 507.24360089, 521.91374712, 536.58389335,
       551.25403958, 565.92418581, 580.59433203, 595.26447826,
       609.93462449, 624.60477072, 639.27491695, 653.94506317,
       668.6152094 , 683.28535563, 697.95550186, 712.62564809,
       727.29579431, 741.96594054, 756.63608677, 771.306233  ]), 2710: array([545.94412727, 561.44318062, 576.94223396, 592.44128731,
       607.94034066, 623.43939401, 638.93844735, 654.4375007 ,
       669.93655405, 685.4356074 , 700.93466074, 716.43371409,
       731.93276744, 747.43182079, 762.93087413, 778.42992748,
       793.92898083, 809.42803417, 824.92708752, 840.42614087,
       855.92519422, 871.42424756, 886.92330091, 902.42235426,
       917.92140761, 933.42046095, 948.9195143 , 964.41856765]), 2715: array([35.37977788, 37.74167488, 40.10357188, 42.46546889, 44.82736589,
       47.18926289, 49.55115989, 51.9130569 , 54.2749539 , 56.6368509 ,
       58.99874791, 61.36064491, 63.72254191, 66.08443892, 68.44633592,
       70.80823292, 73.17012993, 75.53202693, 77.89392393, 80.25582093,
       82.61771794, 84.97961494, 87.34151194, 89.70340895, 92.06530595,
       94.42720295, 96.78909996, 99.15099696]), 2720: array([244.94492819, 247.64862921, 250.35233023, 253.05603125,
       255.75973227, 258.46343329, 261.16713431, 263.87083533,
       266.57453635, 269.27823737, 271.98193839, 274.68563941,
       277.38934043, 280.09304145, 282.79674247, 285.50044349,
       288.20414451, 290.90784553, 293.61154655, 296.31524757,
       299.01894859, 301.72264961, 304.42635062, 307.13005164,
       309.83375266, 312.53745368, 315.2411547 , 317.94485572]), 2725: array([ 13.83784185,  18.26054673,  22.6832516 ,  27.10595648,
        31.52866136,  35.95136623,  40.37407111,  44.79677599,
        49.21948086,  53.64218574,  58.06489062,  62.48759549,
        66.91030037,  71.33300525,  75.75571012,  80.178415  ,
        84.60111988,  89.02382475,  93.44652963,  97.86923451,
       102.29193938, 106.71464426, 111.13734914, 115.56005401,
       119.98275889, 124.40546377, 128.82816864, 133.25087352]), 2730: array([0.3141891 , 0.34022342, 0.36625775, 0.39229207, 0.41832639,
       0.44436071, 0.47039504, 0.49642936, 0.52246368, 0.54849801,
       0.57453233, 0.60056665, 0.62660097, 0.6526353 , 0.67866962,
       0.70470394, 0.73073827, 0.75677259, 0.78280691, 0.80884123,
       0.83487556, 0.86090988, 0.8869442 , 0.91297852, 0.93901285,
       0.96504717, 0.99108149, 1.01711582]), 2735: array([ 16.39500372,  20.61489917,  24.83479462,  29.05469008,
        33.27458553,  37.49448099,  41.71437644,  45.9342719 ,
        50.15416735,  54.3740628 ,  58.59395826,  62.81385371,
        67.03374917,  71.25364462,  75.47354008,  79.69343553,
        83.91333098,  88.13322644,  92.35312189,  96.57301735,
       100.7929128 , 105.01280826, 109.23270371, 113.45259916,
       117.67249462, 121.89239007, 126.11228553, 130.33218098]), 2740: array([1186.04259455, 1206.75223939, 1227.46188423, 1248.17152907,
       1268.88117391, 1289.59081874, 1310.30046358, 1331.01010841,
       1351.71975324, 1372.42939807, 1393.1390429 , 1413.84868773,
       1434.55833256, 1455.26797738, 1475.9776222 , 1496.68726703,
       1517.39691185, 1538.10655667, 1558.81620149, 1579.5258463 ,
       1600.23549112, 1620.94513594, 1641.65478075, 1662.36442556,
       1683.07407037, 1703.78371518, 1724.49335999, 1745.2030048 ]), 2745: array([1229.42788761, 1258.95228845, 1288.47668929, 1318.00109013,
       1347.52549097, 1377.04989181, 1406.57429265, 1436.09869349,
       1465.62309433, 1495.14749517, 1524.67189601, 1554.19629685,
       1583.72069769, 1613.24509852, 1642.76949936, 1672.2939002 ,
       1701.81830104, 1731.34270188, 1760.86710272, 1790.39150356,
       1819.9159044 , 1849.44030524, 1878.96470608, 1908.48910692,
       1938.01350776, 1967.5379086 , 1997.06230944, 2026.58671028]), 2750: array([ 83.01254491,  90.33078819,  97.64903146, 104.96727474,
       112.28551802, 119.6037613 , 126.92200458, 134.24024785,
       141.55849113, 148.87673441, 156.19497769, 163.51322097,
       170.83146424, 178.14970752, 185.4679508 , 192.78619408,
       200.10443735, 207.42268063, 214.74092391, 222.05916719,
       229.37741047, 236.69565374, 244.01389702, 251.3321403 ,
       258.65038358, 265.96862685, 273.28687013, 280.60511341]), 2755: array([  9.03426524,  15.66480607,  22.2953469 ,  28.92588774,
        35.55642857,  42.1869694 ,  48.81751023,  55.44805107,
        62.0785919 ,  68.70913273,  75.33967356,  81.9702144 ,
        88.60075523,  95.23129606, 101.86183689, 108.49237773,
       115.12291856, 121.75345939, 128.38400022, 135.01454105,
       141.64508189, 148.27562272, 154.90616355, 161.53670438,
       168.16724522, 174.79778605, 181.42832688, 188.05886771]), 2760: array([101.74024863, 108.7710348 , 115.80182097, 122.83260714,
       129.86339331, 136.89417948, 143.92496565, 150.95575182,
       157.986538  , 165.01732417, 172.04811034, 179.07889651,
       186.10968268, 193.14046885, 200.17125502, 207.20204119,
       214.23282736, 221.26361353, 228.2943997 , 235.32518587,
       242.35597204, 249.38675821, 256.41754439, 263.44833056,
       270.47911673, 277.5099029 , 284.54068907, 291.57147524]), 2765: array([62.97889693, 64.04907303, 65.11924912, 66.18942522, 67.25960132,
       68.32977741, 69.39995351, 70.4701296 , 71.5403057 , 72.61048179,
       73.68065789, 74.75083399, 75.82101008, 76.89118618, 77.96136227,
       79.03153837, 80.10171447, 81.17189056, 82.24206666, 83.31224275,
       84.38241885, 85.45259494, 86.52277104, 87.59294714, 88.66312323,
       89.73329933, 90.80347542, 91.87365152]), 2770: array([ 77.4460693 ,  78.61755243,  79.78903556,  80.96051869,
        82.13200182,  83.30348495,  84.47496808,  85.64645121,
        86.81793434,  87.98941747,  89.1609006 ,  90.33238374,
        91.50386687,  92.67535   ,  93.84683313,  95.01831626,
        96.18979939,  97.36128252,  98.53276565,  99.70424878,
       100.87573191, 102.04721504, 103.21869817, 104.3901813 ,
       105.56166444, 106.73314757, 107.9046307 , 109.07611383]), 2775: array([4681.29305179, 4719.44666199, 4757.6002722 , 4795.7538824 ,
       4833.9074926 , 4872.0611028 , 4910.214713  , 4948.3683232 ,
       4986.5219334 , 5024.6755436 , 5062.8291538 , 5100.98276401,
       5139.13637421, 5177.28998441, 5215.44359461, 5253.59720481,
       5291.75081501, 5329.90442521, 5368.05803541, 5406.21164562,
       5444.36525582, 5482.51886602, 5520.67247622, 5558.82608642,
       5596.97969662, 5635.13330682, 5673.28691703, 5711.44052723]), 2780: array([ 5328.60179039,  5784.27047443,  6239.93915848,  6695.60784253,
        7151.27652658,  7606.94521063,  8062.61389467,  8518.28257872,
        8973.95126277,  9429.61994682,  9885.28863087, 10340.95731491,
       10796.62599896, 11252.29468301, 11707.96336706, 12163.63205111,
       12619.30073515, 13074.9694192 , 13530.63810325, 13986.3067873 ,
       14441.97547135, 14897.64415539, 15353.31283944, 15808.98152349,
       16264.65020754, 16720.31889159, 17175.98757563, 17631.65625968]), 2785: array([1283.08572444, 2000.81182119, 2609.91847701, 3126.84397246,
       3565.53884682, 3937.8423886 , 4253.80214861, 4521.94509849,
       4749.50775257, 4942.63146348, 5106.52816201, 5245.62101428,
       5363.66379198, 5463.84217743, 5548.85973723, 5621.01088482,
       5682.24280103, 5734.20798369, 5778.3088444 , 5815.73555622,
       5847.49817344, 5874.45389044, 5897.3301753 , 5916.74440231,
       5933.22051337, 5947.20315794, 5959.06969298, 5969.14036689]), 2790: array([  8.98460423,  14.64028388,  20.29596353,  25.95164319,
        31.60732284,  37.26300249,  42.91868215,  48.5743618 ,
        54.23004145,  59.8857211 ,  65.54140076,  71.19708041,
        76.85276006,  82.50843972,  88.16411937,  93.81979902,
        99.47547868, 105.13115833, 110.78683798, 116.44251764,
       122.09819729, 127.75387694, 133.40955659, 139.06523625,
       144.7209159 , 150.37659555, 156.03227521, 161.68795486]), 2795: array([ 28.35190789,  37.08195826,  45.81200862,  54.54205899,
        63.27210935,  72.00215972,  80.73221008,  89.46226045,
        98.19231081, 106.92236117, 115.65241154, 124.3824619 ,
       133.11251227, 141.84256263, 150.572613  , 159.30266336,
       168.03271372, 176.76276409, 185.49281445, 194.22286482,
       202.95291518, 211.68296555, 220.41301591, 229.14306628,
       237.87311664, 246.603167  , 255.33321737, 264.06326773]), 2800: array([147.27665428, 150.11205738, 152.94746048, 155.78286358,
       158.61826667, 161.45366977, 164.28907287, 167.12447597,
       169.95987907, 172.79528217, 175.63068527, 178.46608837,
       181.30149147, 184.13689457, 186.97229767, 189.80770077,
       192.64310386, 195.47850696, 198.31391006, 201.14931316,
       203.98471626, 206.82011936, 209.65552246, 212.49092556,
       215.32632866, 218.16173176, 220.99713486, 223.83253796]), 2805: array([289.57626224, 295.71120293, 301.84614363, 307.98108432,
       314.11602501, 320.2509657 , 326.38590639, 332.52084708,
       338.65578778, 344.79072847, 350.92566916, 357.06060985,
       363.19555054, 369.33049124, 375.46543193, 381.60037262,
       387.73531331, 393.870254  , 400.0051947 , 406.14013539,
       412.27507608, 418.41001677, 424.54495746, 430.67989815,
       436.81483885, 442.94977954, 449.08472023, 455.21966092]), 2810: array([331.5893981 , 333.49537859, 335.26217088, 336.89993949,
       338.41810663, 339.82540646, 341.12993529, 342.33919819,
       343.46015215, 344.49924611, 345.46245807, 346.35532947,
       347.18299708, 347.95022253, 348.66141976, 349.32068032,
       349.93179701, 350.49828563, 351.02340524, 351.5101769 ,
       351.96140104, 352.3796736 , 352.76740094, 353.12681368,
       353.45997956, 353.7688153 , 354.05509768, 354.32047368]), 2815: array([6264.19671852, 6393.08264637, 6521.96857423, 6650.85450208,
       6779.74042993, 6908.62635778, 7037.51228564, 7166.39821349,
       7295.28414134, 7424.17006919, 7553.05599705, 7681.9419249 ,
       7810.82785275, 7939.7137806 , 8068.59970846, 8197.48563631,
       8326.37156416, 8455.25749201, 8584.14341987, 8713.02934772,
       8841.91527557, 8970.80120342, 9099.68713128, 9228.57305913,
       9357.45898698, 9486.34491483, 9615.23084269, 9744.11677054]), 2820: array([1272.26784448, 1591.08784037, 1823.85799133, 1993.80323903,
       2117.88008952, 2208.46847039, 2274.60695406, 2322.89459293,
       2358.14934838, 2383.88880907, 2402.68116283, 2416.40144097,
       2426.41860193, 2433.73212084, 2439.07171346, 2442.97014455,
       2445.81638507, 2447.89442235, 2449.41159523, 2450.51928158,
       2451.32800225, 2451.91844838, 2452.34953249, 2452.66426656,
       2452.89405358, 2453.06182084, 2453.18430755, 2453.27373497]), 2825: array([4998.25285136, 4565.37330642, 4317.41968031, 4175.39171567,
       4094.03802444, 4047.43858823, 4020.74640719, 4005.45711215,
       3996.69939609, 3991.68297182, 3988.80956141, 3987.16367046,
       3986.22090327, 3985.68088574, 3985.37156342, 3985.19438344,
       3985.09289465, 3985.03476182, 3985.00146331, 3984.9823899 ,
       3984.97146465, 3984.96520665, 3984.96162207, 3984.95956882,
       3984.95839272, 3984.95771905, 3984.95733317, 3984.95711213]), 2830: array([3687.00125132, 4566.96011445, 5074.38605073, 5366.9918663 ,
       5535.72223104, 5633.02014676, 5689.12673089, 5721.48044329,
       5740.13712544, 5750.89545154, 5757.09921165, 5760.6765934 ,
       5762.73948107, 5763.92903975, 5764.6149956 , 5765.01055021,
       5765.23864573, 5765.3701764 , 5765.44602321, 5765.48976008,
       5765.51498082, 5765.5295243 , 5765.53791075, 5765.54274678,
       5765.54553546, 5765.54714355, 5765.54807085, 5765.54860557]), 2835: array([ 3830.79840851,  5324.89452378,  6638.75127388,  7794.11172367,
        8810.09597677,  9703.5175949 , 10489.16184606, 11180.03038659,
       11787.55642599, 12321.79393559, 12791.58403207, 13204.70128944,
       13567.98240076, 13887.43931883, 14168.35874824, 14415.38963519,
       14632.62010316, 14823.64510734, 14991.62592772, 15139.34248524,
       15269.23934677, 15383.46618037, 15483.91333021, 15572.24309995,
       15649.9172623 , 15718.22124988, 15778.28542796, 15831.1038009 ]), 2840: array([14091.71946181, 14327.33919548, 14546.21526676, 14749.53751755,
       14938.41123692, 15113.86316966, 15276.84709779, 15428.24902544,
       15568.89199533, 15699.54056293, 15820.90495271, 15933.64491898,
       16038.37333247, 16135.65951194, 16226.03231909, 16309.98303354,
       16387.96802348, 16460.41122657, 16527.7064545 , 16590.21953384,
       16648.29029471, 16702.23441814, 16752.34515216, 16798.89490596,
       16842.1367307 , 16882.3056952 , 16919.62016372, 16954.28298311]), 2845: array([7002.29007751, 6146.67227997, 5505.52664663, 5025.09283106,
       4665.08624418, 4395.32017361, 4193.17461438, 4041.69957147,
       3928.19379517, 3843.13977568, 3779.40569563, 3731.64742409,
       3695.86040873, 3669.04389242, 3648.94929833, 3633.89168582,
       3622.60846738, 3614.15354013, 3607.81795466, 3603.07046931,
       3599.51300532, 3596.84726776, 3594.84973335, 3593.35290793,
       3592.23128203, 3591.39080682, 3590.76100808, 3590.28907691]), 2850: array([102.61984888, 112.45092192, 122.28199497, 132.11306801,
       141.94414105, 151.77521409, 161.60628714, 171.43736018,
       181.26843322, 191.09950626, 200.93057931, 210.76165235,
       220.59272539, 230.42379843, 240.25487148, 250.08594452,
       259.91701756, 269.7480906 , 279.57916365, 289.41023669,
       299.24130973, 309.07238277, 318.90345582, 328.73452886,
       338.5656019 , 348.39667494, 358.22774799, 368.05882103]), 2855: array([ 25.81670058,  31.43231351,  37.04792644,  42.66353937,
        48.2791523 ,  53.89476523,  59.51037815,  65.12599108,
        70.74160401,  76.35721694,  81.97282987,  87.58844279,
        93.20405572,  98.81966865, 104.43528158, 110.05089451,
       115.66650744, 121.28212036, 126.89773329, 132.51334622,
       138.12895915, 143.74457208, 149.360185  , 154.97579793,
       160.59141086, 166.20702379, 171.82263672, 177.43824964]), 2860: array([ 50.24779824,  54.51606322,  58.7843282 ,  63.05259318,
        67.32085816,  71.58912315,  75.85738813,  80.12565311,
        84.39391809,  88.66218307,  92.93044805,  97.19871304,
       101.46697802, 105.735243  , 110.00350798, 114.27177296,
       118.54003794, 122.80830293, 127.07656791, 131.34483289,
       135.61309787, 139.88136286, 144.14962784, 148.41789282,
       152.6861578 , 156.95442279, 161.22268777, 165.49095275]), 2865: array([ 40.93408322,  47.10856525,  53.28304729,  59.45752932,
        65.63201136,  71.80649339,  77.98097543,  84.15545746,
        90.3299395 ,  96.50442153, 102.67890357, 108.8533856 ,
       115.02786763, 121.20234967, 127.3768317 , 133.55131374,
       139.72579577, 145.90027781, 152.07475984, 158.24924188,
       164.42372391, 170.59820595, 176.77268798, 182.94717002,
       189.12165205, 195.29613409, 201.47061612, 207.64509815]), 2870: array([ 76.3534073 ,  81.04419071,  85.73497412,  90.42575753,
        95.11654094,  99.80732435, 104.49810776, 109.18889117,
       113.87967458, 118.570458  , 123.26124141, 127.95202482,
       132.64280823, 137.33359164, 142.02437505, 146.71515846,
       151.40594187, 156.09672528, 160.78750869, 165.4782921 ,
       170.16907551, 174.85985892, 179.55064233, 184.24142574,
       188.93220916, 193.62299257, 198.31377598, 203.00455939]), 2875: array([42.71042618, 42.71042688, 42.71042723, 42.71042741, 42.71042751,
       42.71042755, 42.71042758, 42.71042759, 42.7104276 , 42.7104276 ,
       42.7104276 , 42.7104276 , 42.7104276 , 42.7104276 , 42.7104276 ,
       42.7104276 , 42.7104276 , 42.7104276 , 42.7104276 , 42.7104276 ,
       42.7104276 , 42.7104276 , 42.7104276 , 42.7104276 , 42.7104276 ,
       42.7104276 , 42.7104276 , 42.7104276 ]), 2880: array([362.52380209, 304.94567561, 262.18474876, 230.42795192,
       206.84347376, 189.32824346, 176.32039609, 166.65999822,
       159.48561462, 154.15749245, 150.20051336, 147.26182633,
       145.07938329, 143.45857184, 142.25486126, 141.36091449,
       140.69701668, 140.20396684, 139.83779883, 139.56586078,
       139.36390347, 139.21391802, 139.10252994, 139.01980655,
       138.95837127, 138.91274578, 138.8788616 , 138.8536972 ]), 2885: array([253.69225255, 227.94400444, 214.92840359, 208.34908742,
       205.02327851, 203.3421    , 202.49227332, 202.0626905 ,
       201.8455387 , 201.73576963, 201.68028196, 201.65223324,
       201.63805477, 201.63088762, 201.62726467, 201.62543329,
       201.62450753, 201.62403957, 201.62380301, 201.62368344,
       201.62362299, 201.62359244, 201.62357699, 201.62356919,
       201.62356524, 201.62356324, 201.62356224, 201.62356173]), 2890: array([ 3.06101825,  4.648177  ,  6.23533574,  7.82249448,  9.40965322,
       10.99681196, 12.5839707 , 14.17112944, 15.75828818, 17.34544692,
       18.93260565, 20.51976439, 22.10692312, 23.69408185, 25.28124059,
       26.86839932, 28.45555805, 30.04271678, 31.62987551, 33.21703423,
       34.80419296, 36.39135168, 37.97851041, 39.56566913, 41.15282786,
       42.73998658, 44.3271453 , 45.91430402]), 2895: array([26.00979322, 28.59991265, 31.19003207, 33.7801515 , 36.37027093,
       38.96039036, 41.55050979, 44.14062921, 46.73074864, 49.32086807,
       51.9109875 , 54.50110693, 57.09122635, 59.68134578, 62.27146521,
       64.86158464, 67.45170406, 70.04182349, 72.63194292, 75.22206235,
       77.81218178, 80.4023012 , 82.99242063, 85.58254006, 88.17265949,
       90.76277892, 93.35289834, 95.94301777]), 2900: array([15.26359566, 18.25941458, 21.2552335 , 24.25105242, 27.24687134,
       30.24269025, 33.23850917, 36.23432809, 39.23014701, 42.22596593,
       45.22178484, 48.21760376, 51.21342268, 54.2092416 , 57.20506052,
       60.20087943, 63.19669835, 66.19251727, 69.18833619, 72.18415511,
       75.17997402, 78.17579294, 81.17161186, 84.16743078, 87.1632497 ,
       90.15906861, 93.15488753, 96.15070645]), 2905: array([14.54618281, 14.80773445, 15.06928609, 15.33083772, 15.59238936,
       15.853941  , 16.11549263, 16.37704427, 16.63859591, 16.90014754,
       17.16169918, 17.42325082, 17.68480245, 17.94635409, 18.20790573,
       18.46945737, 18.731009  , 18.99256064, 19.25411228, 19.51566391,
       19.77721555, 20.03876719, 20.30031882, 20.56187046, 20.8234221 ,
       21.08497373, 21.34652537, 21.60807701]), 2910: array([ 8.26209456, 12.68369625, 15.11517523, 16.45226764, 17.18754691,
       17.59188367, 17.81423214, 17.93650358, 18.00374176, 18.04071664,
       18.06104947, 18.07223067, 18.07837932, 18.08176052, 18.08361987,
       18.08464234, 18.08520461, 18.08551381, 18.08568383, 18.08577734,
       18.08582875, 18.08585703, 18.08587258, 18.08588113, 18.08588583,
       18.08588841, 18.08588984, 18.08589062]), 2915: array([16.63763158, 16.3695441 , 16.24796438, 16.19282704, 16.16782184,
       16.15648179, 16.15133899, 16.14900669, 16.14794897, 16.14746929,
       16.14725175, 16.1471531 , 16.14710836, 16.14708807, 16.14707886,
       16.14707469, 16.1470728 , 16.14707194, 16.14707155, 16.14707137,
       16.14707129, 16.14707126, 16.14707124, 16.14707123, 16.14707123,
       16.14707123, 16.14707123, 16.14707123]), 2920: array([13.9546606 , 14.13101256, 14.30736451, 14.48371647, 14.66006842,
       14.83642038, 15.01277233, 15.18912429, 15.36547624, 15.54182819,
       15.71818015, 15.8945321 , 16.07088406, 16.24723601, 16.42358797,
       16.59993992, 16.77629188, 16.95264383, 17.12899579, 17.30534774,
       17.4816997 , 17.65805165, 17.83440361, 18.01075556, 18.18710752,
       18.36345947, 18.53981143, 18.71616338]), 2925: array([446.79553346, 454.69521327, 462.59489308, 470.49457289,
       478.39425271, 486.29393252, 494.19361233, 502.09329214,
       509.99297195, 517.89265176, 525.79233158, 533.69201139,
       541.5916912 , 549.49137101, 557.39105082, 565.29073063,
       573.19041045, 581.09009026, 588.98977007, 596.88944988,
       604.78912969, 612.6888095 , 620.58848932, 628.48816913,
       636.38784894, 644.28752875, 652.18720856, 660.08688837]), 2930: array([109.51886983, 119.09380001, 128.6687302 , 138.24366038,
       147.81859056, 157.39352075, 166.96845093, 176.54338112,
       186.1183113 , 195.69324148, 205.26817167, 214.84310185,
       224.41803204, 233.99296222, 243.5678924 , 253.14282259,
       262.71775277, 272.29268296, 281.86761314, 291.44254332,
       301.01747351, 310.59240369, 320.16733387, 329.74226406,
       339.31719424, 348.89212443, 358.46705461, 368.04198479]), 2935: array([153.19300643, 164.75162756, 176.08212357, 187.18899683,
       198.07666084, 208.74944199, 219.21158129, 229.46723603,
       239.52048148, 249.37531246, 259.03564494, 268.50531761,
       277.78809342, 286.88766101, 295.80763627, 304.55156367,
       313.12291778, 321.52510455, 329.76146274, 337.83526519,
       345.74972017, 353.50797261, 361.11310539, 368.56814053,
       375.87604041, 383.03970894, 390.06199273, 396.9456822 ]), 2940: array([ 741.00609386,  758.37717567,  775.74825749,  793.1193393 ,
        810.49042111,  827.86150293,  845.23258474,  862.60366656,
        879.97474837,  897.34583018,  914.716912  ,  932.08799381,
        949.45907562,  966.83015744,  984.20123925, 1001.57232106,
       1018.94340288, 1036.31448469, 1053.68556651, 1071.05664832,
       1088.42773013, 1105.79881195, 1123.16989376, 1140.54097557,
       1157.91205739, 1175.2831392 , 1192.65422101, 1210.02530283]), 2945: array([2139.91635663, 2154.76561792, 2169.61487922, 2184.46414051,
       2199.3134018 , 2214.1626631 , 2229.01192439, 2243.86118568,
       2258.71044698, 2273.55970827, 2288.40896956, 2303.25823086,
       2318.10749215, 2332.95675344, 2347.80601473, 2362.65527603,
       2377.50453732, 2392.35379861, 2407.20305991, 2422.0523212 ,
       2436.90158249, 2451.75084379, 2466.60010508, 2481.44936637,
       2496.29862767, 2511.14788896, 2525.99715025, 2540.84641154]), 2950: array([412.37386686, 476.09077241, 510.85502959, 529.82257937,
       540.17136786, 545.81771778, 548.89839407, 550.57922622,
       551.49629651, 551.99665457, 552.26965239, 552.41860135,
       552.49986863, 552.54420846, 552.56840049, 552.58159978,
       552.58880138, 552.5927306 , 552.59487441, 552.59604408,
       552.59668226, 552.59703045, 552.59722043, 552.59732408,
       552.59738063, 552.59741149, 552.59742832, 552.59743751]), 2955: array([112.01274138, 123.02749588, 134.04225038, 145.05700488,
       156.07175938, 167.08651388, 178.10126837, 189.11602287,
       200.13077737, 211.14553187, 222.16028637, 233.17504087,
       244.18979536, 255.20454986, 266.21930436, 277.23405886,
       288.24881336, 299.26356786, 310.27832235, 321.29307685,
       332.30783135, 343.32258585, 354.33734035, 365.35209485,
       376.36684934, 387.38160384, 398.39635834, 409.41111284]), 2960: array([ 90.24970568,  95.87395326,  99.44570985, 101.71400353,
       103.15451496, 104.06933176, 104.65029889, 105.01925014,
       105.25355776, 105.40235807, 105.49685578, 105.55686786,
       105.59497936, 105.61918261, 105.63455321, 105.64431453,
       105.65051359, 105.65445039, 105.65695051, 105.65853824,
       105.65954655, 105.6601869 , 105.66059356, 105.66085181,
       105.66101582, 105.66111997, 105.66118612, 105.66122813]), 2965: array([161.411811  , 164.75733806, 168.10286513, 171.44839219,
       174.79391925, 178.13944631, 181.48497338, 184.83050044,
       188.1760275 , 191.52155456, 194.86708162, 198.21260869,
       201.55813575, 204.90366281, 208.24918987, 211.59471694,
       214.940244  , 218.28577106, 221.63129812, 224.97682518,
       228.32235225, 231.66787931, 235.01340637, 238.35893343,
       241.7044605 , 245.04998756, 248.39551462, 251.74104168]), 2970: array([102.15912119, 128.07645087, 134.70340806, 136.39789442,
       136.83116778, 136.94195404, 136.97028164, 136.9775249 ,
       136.97937697, 136.97985054, 136.97997163, 136.98000259,
       136.9800105 , 136.98001253, 136.98001305, 136.98001318,
       136.98001321, 136.98001322, 136.98001322, 136.98001322,
       136.98001322, 136.98001322, 136.98001322, 136.98001322,
       136.98001322, 136.98001322, 136.98001322, 136.98001322]), 2975: array([3143.59629037, 3196.48940066, 3249.38251096, 3302.27562126,
       3355.16873155, 3408.06184185, 3460.95495215, 3513.84806244,
       3566.74117274, 3619.63428304, 3672.52739333, 3725.42050363,
       3778.31361393, 3831.20672422, 3884.09983452, 3936.99294482,
       3989.88605511, 4042.77916541, 4095.6722757 , 4148.565386  ,
       4201.4584963 , 4254.35160659, 4307.24471689, 4360.13782719,
       4413.03093748, 4465.92404778, 4518.81715808, 4571.71026837]), 2980: array([1279.25764362, 1325.33088395, 1371.40412429, 1417.47736462,
       1463.55060495, 1509.62384529, 1555.69708562, 1601.77032596,
       1647.84356629, 1693.91680662, 1739.99004696, 1786.06328729,
       1832.13652763, 1878.20976796, 1924.28300829, 1970.35624863,
       2016.42948896, 2062.5027293 , 2108.57596963, 2154.64920996,
       2200.7224503 , 2246.79569063, 2292.86893097, 2338.9421713 ,
       2385.01541163, 2431.08865197, 2477.1618923 , 2523.23513264]), 2985: array([ 17.15519017,  32.30517721,  47.45516425,  62.60515129,
        77.75513833,  92.90512536, 108.0551124 , 123.20509944,
       138.35508648, 153.50507351, 168.65506055, 183.80504759,
       198.95503462, 214.10502166, 229.25500869, 244.40499573,
       259.55498276, 274.7049698 , 289.85495683, 305.00494386,
       320.1549309 , 335.30491793, 350.45490496, 365.604892  ,
       380.75487903, 395.90486606, 411.05485309, 426.20484012]), 2990: array([ 89.94120782, 103.36831599, 116.79542416, 130.22253233,
       143.6496405 , 157.07674867, 170.50385684, 183.93096501,
       197.35807317, 210.78518134, 224.21228951, 237.63939768,
       251.06650585, 264.49361402, 277.92072219, 291.34783036,
       304.77493853, 318.2020467 , 331.62915487, 345.05626304,
       358.48337121, 371.91047938, 385.33758755, 398.76469572,
       412.19180389, 425.61891206, 439.04602023, 452.4731284 ]), 2995: array([ 48.25441365,  64.22876173,  80.2031098 ,  96.17745788,
       112.15180595, 128.12615403, 144.1005021 , 160.07485018,
       176.04919825, 192.02354633, 207.9978944 , 223.97224248,
       239.94659055, 255.92093863, 271.8952867 , 287.86963478,
       303.84398285, 319.81833093, 335.792679  , 351.76702708,
       367.74137516, 383.71572323, 399.69007131, 415.66441938,
       431.63876746, 447.61311553, 463.58746361, 479.56181168]), 3000: array([ 628.57982604,  644.4401789 ,  660.30053177,  676.16088463,
        692.0212375 ,  707.88159036,  723.74194323,  739.60229609,
        755.46264896,  771.32300182,  787.18335469,  803.04370755,
        818.90406042,  834.76441328,  850.62476615,  866.48511901,
        882.34547187,  898.20582474,  914.0661776 ,  929.92653047,
        945.78688333,  961.6472362 ,  977.50758906,  993.36794193,
       1009.22829479, 1025.08864766, 1040.94900052, 1056.80935339]), 3005: array([115.21614013, 155.43963311, 176.25508478, 187.02697443,
       192.60137218, 195.48609447, 196.97892349, 197.75145486,
       198.15123589, 198.35812052, 198.46518226, 198.52058617,
       198.5492574 , 198.56409462, 198.5717728 , 198.57574623,
       198.57780245, 198.57886654, 198.57941719, 198.57970216,
       198.57984963, 198.57992594, 198.57996543, 198.57998587,
       198.57999644, 198.58000192, 198.58000475, 198.58000621]), 3010: array([2000.60247574, 1952.44566956, 1907.78724427, 1866.37305784,
       1827.96743054, 1792.35180371, 1759.32349607, 1728.69455022,
       1700.29066303, 1673.95019375, 1649.5232441 , 1626.87080529,
       1605.86396686, 1586.38318317, 1568.31759303, 1551.56438883,
       1536.02823149, 1521.62070787, 1508.2598277 , 1495.86955692,
       1484.37938499, 1473.7239237 , 1463.84253496, 1454.6789858 ,
       1446.18112833, 1438.30060295, 1430.9925632 , 1424.21542051]), 3015: array([5600.7597506 , 5065.14012822, 4613.03768936, 4231.42990899,
       3909.32481614, 3637.44437718, 3407.95724789, 3214.25319654,
       3050.75270034, 2912.74623083, 2796.25859886, 2697.93445182,
       2614.94162478, 2544.88956182, 2485.76045753, 2435.85113543,
       2393.72398903, 2358.16557251, 2328.15164815, 2302.81768384,
       2281.43395073, 2263.3845039 , 2248.14944046, 2235.28992402,
       2224.43554434, 2215.27364787, 2207.54033198, 2201.01284339]), 3020: array([ 851.43289739, 1034.5406842 , 1170.7922815 , 1272.17790846,
       1347.61955875, 1403.7561411 , 1445.52770716, 1476.61017884,
       1499.73883158, 1516.94900015, 1529.75518933, 1539.28435116,
       1546.37505735, 1551.65129417, 1555.57737348, 1558.49879253,
       1560.67263789, 1562.2902092 , 1563.49385367, 1564.3894927 ,
       1565.05594306, 1565.55185274, 1565.9208621 , 1566.19544417,
       1566.39976232, 1566.55179668, 1566.66492635, 1566.74910682]), 3025: array([1914.97425448, 1917.95872059, 1920.34370021, 1922.24961152,
       1923.77268448, 1924.98981941, 1925.96246976, 1926.73974487,
       1927.36088957, 1927.8572656 , 1928.25393511, 1928.57092604,
       1928.82424335, 1929.02667708, 1929.18844816, 1929.31772446,
       1929.42103317, 1929.50359037, 1929.56956439, 1929.62228628,
       1929.66441799, 1929.69808674, 1929.72499248, 1929.7464937 ,
       1929.76367599, 1929.7774069 , 1929.78837969, 1929.79714839]), 3030: array([556.33949967, 610.07411276, 640.05539492, 656.78348187,
       666.11693504, 671.32454475, 674.2301359 , 675.85131345,
       676.75585111, 677.26053882, 677.54212985, 677.69924385,
       677.78690576, 677.83581682, 677.86310679, 677.87833326,
       677.88682888, 677.89156902, 677.89421379, 677.89568944,
       677.89651278, 677.89697217, 677.89722848, 677.89737149,
       677.89745128, 677.8974958 , 677.89752064, 677.8975345 ]), 3035: array([ 60.97001283,  72.41029526,  81.65415047,  89.12327193,
        95.15839194, 100.03482535, 103.97502916, 107.15875069,
       109.73122747, 111.80981276, 113.48932913, 114.84639405,
       115.94291521, 116.82891456, 117.54481032, 118.12326079,
       118.59065418, 118.96831241, 119.2734638 , 119.52002897,
       119.71925593, 119.88023319, 120.01030431, 120.115403  ,
       120.20032372, 120.26894045, 120.32438342, 120.36918185]), 3040: array([3198.21143174, 3242.08919563, 3285.96695952, 3329.8447234 ,
       3373.72248729, 3417.60025118, 3461.47801507, 3505.35577895,
       3549.23354284, 3593.11130673, 3636.98907061, 3680.8668345 ,
       3724.74459839, 3768.62236227, 3812.50012616, 3856.37789005,
       3900.25565394, 3944.13341782, 3988.01118171, 4031.8889456 ,
       4075.76670948, 4119.64447337, 4163.52223726, 4207.40000114,
       4251.27776503, 4295.15552892, 4339.03329281, 4382.91105669]), 3045: array([1504.25801935, 1529.55356056, 1551.2854462 , 1569.95572685,
       1585.99572381, 1599.7759935 , 1611.61488805, 1621.78590991,
       1630.52403028, 1638.03111744, 1644.48060031, 1650.02147501,
       1654.78174695, 1658.87138808, 1662.38487738, 1665.40338356,
       1667.99664024, 1670.2245569 , 1672.13860292, 1673.78299665,
       1675.19572691, 1676.40943063, 1677.45214682, 1678.34796434,
       1679.11757839, 1679.77876861, 1680.34680984, 1680.83482498]), 3050: array([ 664.55072175,  832.71974202,  973.16611279, 1090.45991061,
       1188.41783526, 1270.2274039 , 1338.5506717 , 1395.61085429,
       1443.26467036, 1483.06275867, 1516.30013531, 1544.05833308,
       1567.24059418, 1586.60126139, 1602.77032417, 1616.27391824,
       1627.55144592, 1636.96987406, 1644.83567508, 1651.40479943,
       1656.89100416, 1661.47280848, 1665.29930272, 1668.4949997 ,
       1671.16388628, 1673.39280713, 1675.25429055, 1676.80890858]), 3055: array([1974.7703117 , 2018.88975519, 2046.07454878, 2062.82482811,
       2073.14573994, 2079.50510976, 2083.42352174, 2085.83790444,
       2087.32555909, 2088.24219768, 2088.80699698, 2089.15500574,
       2089.36943605, 2089.5015602 , 2089.58297028, 2089.63313221,
       2089.66404016, 2089.68308451, 2089.69481895, 2089.70204928,
       2089.70650435, 2089.7092494 , 2089.7109408 , 2089.71198298,
       2089.71262513, 2089.71302081, 2089.7132646 , 2089.71341482]), 3060: array([1391.93644245, 1668.18168306, 1872.31014758, 2023.1486921 ,
       2134.60922049, 2216.97178523, 2277.83272111, 2322.80525841,
       2356.03723361, 2380.59364608, 2398.73934431, 2412.14791383,
       2422.0560328 , 2429.37753129, 2434.78767426, 2438.78544151,
       2441.73954884, 2443.92245484, 2445.53548987, 2446.72742484,
       2447.60819244, 2448.25902623, 2448.73995289, 2449.0953285 ,
       2449.35792951, 2449.55197571, 2449.69536408, 2449.80131938]), 3065: array([384.3505587 , 402.59291893, 420.83527917, 439.0776394 ,
       457.31999964, 475.56235987, 493.80472011, 512.04708034,
       530.28944057, 548.53180081, 566.77416104, 585.01652128,
       603.25888151, 621.50124175, 639.74360198, 657.98596222,
       676.22832245, 694.47068268, 712.71304292, 730.95540315,
       749.19776339, 767.44012362, 785.68248386, 803.92484409,
       822.16720433, 840.40956456, 858.65192479, 876.89428503]), 3070: array([ 614.83406017,  633.54282837,  652.25159658,  670.96036478,
        689.66913298,  708.37790118,  727.08666939,  745.79543759,
        764.50420579,  783.212974  ,  801.9217422 ,  820.6305104 ,
        839.3392786 ,  858.04804681,  876.75681501,  895.46558321,
        914.17435141,  932.88311962,  951.59188782,  970.30065602,
        989.00942423, 1007.71819243, 1026.42696063, 1045.13572883,
       1063.84449704, 1082.55326524, 1101.26203344, 1119.97080165]), 3075: array([ 33.21936528,  35.73845604,  38.2575468 ,  40.77663757,
        43.29572833,  45.81481909,  48.33390985,  50.85300061,
        53.37209137,  55.89118213,  58.41027289,  60.92936365,
        63.44845442,  65.96754518,  68.48663594,  71.0057267 ,
        73.52481746,  76.04390822,  78.56299898,  81.08208974,
        83.6011805 ,  86.12027127,  88.63936203,  91.15845279,
        93.67754355,  96.19663431,  98.71572507, 101.23481583]), 3080: array([26.93322271, 29.34288044, 31.75253816, 34.16219588, 36.5718536 ,
       38.98151132, 41.39116905, 43.80082677, 46.21048449, 48.62014221,
       51.02979994, 53.43945766, 55.84911538, 58.2587731 , 60.66843082,
       63.07808855, 65.48774627, 67.89740399, 70.30706171, 72.71671943,
       75.12637716, 77.53603488, 79.9456926 , 82.35535032, 84.76500804,
       87.17466577, 89.58432349, 91.99398121]), 3085: array([ 52.34420508,  54.15994342,  55.97568176,  57.79142011,
        59.60715845,  61.42289679,  63.23863513,  65.05437348,
        66.87011182,  68.68585016,  70.50158851,  72.31732685,
        74.13306519,  75.94880353,  77.76454188,  79.58028022,
        81.39601856,  83.2117569 ,  85.02749525,  86.84323359,
        88.65897193,  90.47471027,  92.29044862,  94.10618696,
        95.9219253 ,  97.73766365,  99.55340199, 101.36914033]), 3090: array([22.08716508, 23.97147804, 25.85579099, 27.74010394, 29.62441689,
       31.50872985, 33.3930428 , 35.27735575, 37.16166871, 39.04598166,
       40.93029461, 42.81460756, 44.69892052, 46.58323347, 48.46754642,
       50.35185937, 52.23617233, 54.12048528, 56.00479823, 57.88911118,
       59.77342414, 61.65773709, 63.54205004, 65.42636299, 67.31067595,
       69.1949889 , 71.07930185, 72.9636148 ]), 3095: array([6.80695087, 6.57435388, 6.34970484, 6.13273218, 5.9231736 ,
       5.72077574, 5.52529392, 5.33649182, 5.15414119, 4.97802157,
       4.80792006, 4.643631  , 4.48495579, 4.3317026 , 4.18368615,
       4.04072749, 3.90265381, 3.76929819, 3.64049939, 3.51610172,
       3.39595478, 3.27991333, 3.16783707, 3.05959052, 2.95504281,
       2.85406755, 2.75654267, 2.66235027]), 3100: array([134.26010687, 138.9401364 , 143.62016593, 148.30019547,
       152.980225  , 157.66025453, 162.34028407, 167.0203136 ,
       171.70034313, 176.38037267, 181.0604022 , 185.74043173,
       190.42046126, 195.1004908 , 199.78052033, 204.46054986,
       209.1405794 , 213.82060893, 218.50063846, 223.180668  ,
       227.86069753, 232.54072706, 237.2207566 , 241.90078613,
       246.58081566, 251.2608452 , 255.94087473, 260.62090426]), 3105: array([23.71960952, 25.98094262, 27.80133737, 29.26677254, 30.44646185,
       31.39612302, 32.16060933, 32.77602811, 33.27144611, 33.67026233,
       33.9913132 , 34.24976222, 34.45781615, 34.62530155, 34.7601289 ,
       34.8686662 , 34.95603977, 35.02637632, 35.08299792, 35.12857885,
       35.16527193, 35.19481021, 35.21858881, 35.23773081, 35.2531403 ,
       35.26554509, 35.27553106, 35.28356987]), 3110: array([ 6.23484166, 10.53580779, 14.04166927, 16.89941431, 19.22885796,
       21.12766546, 22.67544702, 23.93709557, 24.96550755, 25.80380057,
       26.48712128, 27.04411886, 27.49814624, 27.86823915, 28.16991427,
       28.41581976, 28.61626556, 28.77965564, 28.91284036, 29.02140369,
       29.10989729, 29.18203139, 29.2408303 , 29.28875927, 29.32782777,
       29.35967382, 29.3856326 , 29.40679246]), 3115: array([267.80713994, 271.15822318, 274.50930643, 277.86038968,
       281.21147293, 284.56255618, 287.91363943, 291.26472267,
       294.61580592, 297.96688917, 301.31797242, 304.66905567,
       308.02013891, 311.37122216, 314.72230541, 318.07338866,
       321.42447191, 324.77555516, 328.1266384 , 331.47772165,
       334.8288049 , 338.17988815, 341.5309714 , 344.88205464,
       348.23313789, 351.58422114, 354.93530439, 358.28638764]), 3120: array([ 11.83805512,  16.31344963,  20.78884377,  25.26423754,
        29.73963095,  34.21502398,  38.69041666,  43.16580896,
        47.6412009 ,  52.11659247,  56.59198367,  61.06737451,
        65.54276498,  70.01815508,  74.49354481,  78.96893418,
        83.44432318,  87.91971182,  92.39510008,  96.87048798,
       101.34587552, 105.82126268, 110.29664948, 114.77203591,
       119.24742198, 123.72280768, 128.19819301, 132.67357797]), 3125: array([1234.50431213, 1252.43675554, 1270.36919895, 1288.30164235,
       1306.23408576, 1324.16652917, 1342.09897257, 1360.03141598,
       1377.96385939, 1395.89630279, 1413.8287462 , 1431.76118961,
       1449.69363301, 1467.62607642, 1485.55851983, 1503.49096323,
       1521.42340664, 1539.35585005, 1557.28829345, 1575.22073686,
       1593.15318027, 1611.08562367, 1629.01806708, 1646.95051049,
       1664.88295389, 1682.8153973 , 1700.74784071, 1718.68028411]), 3130: array([1087.21216379, 1120.78886828, 1154.36557276, 1187.94227724,
       1221.51898172, 1255.0956862 , 1288.67239068, 1322.24909517,
       1355.82579965, 1389.40250413, 1422.97920861, 1456.55591309,
       1490.13261758, 1523.70932206, 1557.28602654, 1590.86273102,
       1624.4394355 , 1658.01613998, 1691.59284447, 1725.16954895,
       1758.74625343, 1792.32295791, 1825.89966239, 1859.47636688,
       1893.05307136, 1926.62977584, 1960.20648032, 1993.7831848 ]), 3135: array([400.07536398, 411.02528421, 421.97520445, 432.92512469,
       443.87504493, 454.82496517, 465.77488541, 476.72480565,
       487.67472589, 498.62464613, 509.57456637, 520.52448661,
       531.47440685, 542.42432709, 553.37424733, 564.32416756,
       575.2740878 , 586.22400804, 597.17392828, 608.12384852,
       619.07376876, 630.023689  , 640.97360924, 651.92352948,
       662.87344972, 673.82336996, 684.7732902 , 695.72321044]), 3140: array([482.47053019, 493.37435849, 504.27818679, 515.18201509,
       526.08584339, 536.98967169, 547.89349999, 558.79732829,
       569.70115658, 580.60498488, 591.50881318, 602.41264148,
       613.31646978, 624.22029808, 635.12412638, 646.02795467,
       656.93178297, 667.83561127, 678.73943957, 689.64326787,
       700.54709617, 711.45092447, 722.35475277, 733.25858106,
       744.16240936, 755.06623766, 765.97006596, 776.87389426]), 3145: array([ 50.28853226,  53.89238716,  57.49624206,  61.10009697,
        64.70395187,  68.30780677,  71.91166167,  75.51551657,
        79.11937147,  82.72322638,  86.32708128,  89.93093618,
        93.53479108,  97.13864598, 100.74250088, 104.34635578,
       107.95021068, 111.55406558, 115.15792049, 118.76177539,
       122.36563029, 125.96948519, 129.57334009, 133.17719499,
       136.78104989, 140.38490479, 143.98875969, 147.59261459]), 3150: array([ 19.85121526,  23.48878774,  27.12636022,  30.76393271,
        34.40150519,  38.03907767,  41.67665015,  45.31422263,
        48.95179511,  52.58936759,  56.22694007,  59.86451256,
        63.50208504,  67.13965752,  70.77723   ,  74.41480248,
        78.05237496,  81.68994744,  85.32751992,  88.96509241,
        92.60266489,  96.24023737,  99.87780985, 103.51538233,
       107.15295481, 110.79052729, 114.42809977, 118.06567226]), 3155: array([  9.14090055,  12.6719203 ,  16.20294006,  19.73395982,
        23.26497958,  26.79599933,  30.32701909,  33.85803885,
        37.38905861,  40.92007836,  44.45109812,  47.98211788,
        51.51313764,  55.0441574 ,  58.57517715,  62.10619691,
        65.63721667,  69.16823643,  72.69925618,  76.23027594,
        79.7612957 ,  83.29231546,  86.82333521,  90.35435497,
        93.88537473,  97.41639449, 100.94741424, 104.478434  ]), 3160: array([107.06301283, 108.97946926, 110.89592569, 112.81238211,
       114.72883854, 116.64529497, 118.5617514 , 120.47820782,
       122.39466425, 124.31112068, 126.22757711, 128.14403353,
       130.06048996, 131.97694639, 133.89340282, 135.80985924,
       137.72631567, 139.6427721 , 141.55922853, 143.47568495,
       145.39214138, 147.30859781, 149.22505424, 151.14151066,
       153.05796709, 154.97442352, 156.89087995, 158.80733637]), 3165: array([ 51.53935183,  62.3220579 ,  73.10476397,  83.88747003,
        94.6701761 , 105.45288217, 116.23558823, 127.0182943 ,
       137.80100037, 148.58370644, 159.3664125 , 170.14911857,
       180.93182464, 191.7145307 , 202.49723677, 213.27994284,
       224.0626489 , 234.84535497, 245.62806104, 256.4107671 ,
       267.19347317, 277.97617924, 288.7588853 , 299.54159137,
       310.32429744, 321.1070035 , 331.88970957, 342.67241564]), 3170: array([ 15.07238476,  19.68871502,  24.30504528,  28.92137555,
        33.53770581,  38.15403607,  42.77036634,  47.3866966 ,
        52.00302686,  56.61935713,  61.23568739,  65.85201765,
        70.46834792,  75.08467818,  79.70100844,  84.31733871,
        88.93366897,  93.54999923,  98.1663295 , 102.78265976,
       107.39899002, 112.01532028, 116.63165055, 121.24798081,
       125.86431107, 130.48064134, 135.0969716 , 139.71330186]), 3175: array([423.09159286, 446.41657595, 469.4626077 , 492.23302419,
       514.73112159, 536.96015666, 558.92334721, 580.62387256,
       602.06487402, 623.24945531, 644.18068305, 664.86158718,
       685.29516141, 705.48436363, 725.43211639, 745.14130724,
       764.61478924, 783.8553813 , 802.86586863, 821.64900314,
       840.20750381, 858.54405712, 876.6613174 , 894.56190726,
       912.24841793, 929.72340967, 946.98941208, 964.04892455]), 3180: array([150.21504159, 170.15346196, 188.71298878, 205.98898303,
       222.07021077, 237.03929918, 250.97316118, 263.94339054,
       276.01662981, 287.25491267, 297.71598272, 307.45359014,
       316.51776787, 324.95508871, 332.80890459, 340.11956931,
       346.92464591, 353.25909966, 359.15547771, 364.64407633,
       369.75309657, 374.50878917, 378.93558943, 383.05624274,
       386.89192151, 390.4623339 , 393.78582508, 396.87947156]), 3185: array([ 75.52969048,  79.11926025,  82.70883002,  86.29839978,
        89.88796955,  93.47753932,  97.06710908, 100.65667885,
       104.24624862, 107.83581838, 111.42538815, 115.01495791,
       118.60452768, 122.19409745, 125.78366721, 129.37323698,
       132.96280675, 136.55237651, 140.14194628, 143.73151605,
       147.32108581, 150.91065558, 154.50022535, 158.08979511,
       161.67936488, 165.26893465, 168.85850441, 172.44807418]), 3190: array([273.18823053, 276.65710114, 280.12597175, 283.59484235,
       287.06371296, 290.53258357, 294.00145417, 297.47032478,
       300.93919539, 304.40806599, 307.8769366 , 311.34580721,
       314.81467781, 318.28354842, 321.75241903, 325.22128963,
       328.69016024, 332.15903085, 335.62790145, 339.09677206,
       342.56564267, 346.03451327, 349.50338388, 352.97225449,
       356.44112509, 359.9099957 , 363.37886631, 366.84773691]), 3195: array([392.09176545, 395.65677672, 399.22178798, 402.78679925,
       406.35181051, 409.91682178, 413.48183304, 417.04684431,
       420.61185557, 424.17686683, 427.7418781 , 431.30688936,
       434.87190063, 438.43691189, 442.00192316, 445.56693442,
       449.13194569, 452.69695695, 456.26196822, 459.82697948,
       463.39199074, 466.95700201, 470.52201327, 474.08702454,
       477.6520358 , 481.21704707, 484.78205833, 488.3470696 ]), 3200: array([22.15833319, 23.29087748, 24.42342177, 25.55596606, 26.68851034,
       27.82105463, 28.95359892, 30.08614321, 31.2186875 , 32.35123179,
       33.48377608, 34.61632037, 35.74886466, 36.88140894, 38.01395323,
       39.14649752, 40.27904181, 41.4115861 , 42.54413039, 43.67667468,
       44.80921897, 45.94176326, 47.07430755, 48.20685183, 49.33939612,
       50.47194041, 51.6044847 , 52.73702899]), 3205: array([62.10791898, 56.41457216, 52.03856583, 48.67509053, 46.08986435,
       44.10281413, 42.57553243, 41.40163691, 40.49936019, 39.80585447,
       39.27281379, 38.86310937, 38.54820336, 38.30616107, 38.12012311,
       37.97713107, 37.86722488, 37.78274906, 37.71781945, 37.66791342,
       37.62955476, 37.60007163, 37.57741037, 37.55999253, 37.54660488,
       37.53631489, 37.52840582, 37.52232678]), 3210: array([106.7467091 , 107.6906031 , 108.63449711, 109.57839111,
       110.52228512, 111.46617912, 112.41007313, 113.35396713,
       114.29786114, 115.24175514, 116.18564915, 117.12954315,
       118.07343716, 119.01733117, 119.96122517, 120.90511918,
       121.84901318, 122.79290719, 123.73680119, 124.6806952 ,
       125.6245892 , 126.56848321, 127.51237721, 128.45627122,
       129.40016522, 130.34405923, 131.28795323, 132.23184724]), 3215: array([ 3.63744691,  6.61866342,  9.3204384 , 11.76896505, 13.98798136,
       15.99900027, 17.82151822, 19.47320416, 20.97007088, 22.32663021,
       23.55603372, 24.67020026, 25.67993144, 26.59501643, 27.42432678,
       28.17590251, 28.85703   , 29.47431265, 30.03373488, 30.5407202 ,
       31.00018373, 31.41657988, 31.79394553, 32.13593917, 32.44587635,
       32.72676186, 32.98131884, 33.21201515]), 3220: array([20.41203954, 23.22903415, 26.04602875, 28.86302335, 31.68001796,
       34.49701256, 37.31400717, 40.13100177, 42.94799637, 45.76499098,
       48.58198558, 51.39898018, 54.21597479, 57.03296939, 59.849964  ,
       62.6669586 , 65.4839532 , 68.30094781, 71.11794241, 73.93493701,
       76.75193162, 79.56892622, 82.38592083, 85.20291543, 88.01991003,
       90.83690464, 93.65389924, 96.47089384]), 3225: array([32.50246109, 30.66937558, 29.12169579, 27.81498492, 26.71172487,
       25.78023898, 24.99378254, 24.32977493, 23.76915123, 23.2958149 ,
       22.89617556, 22.55875883, 22.27387683, 22.03335007, 21.83027258,
       21.65881362, 21.51405029, 21.39182616, 21.28863195, 21.20150475,
       21.12794299, 21.06583456, 21.01339623, 20.96912238, 20.93174183,
       20.90018131, 20.87353467, 20.85103683]), 3230: array([14.26065247, 14.38730435, 14.51346111, 14.63912469, 14.76429703,
       14.88898004, 15.01317563, 15.13688572, 15.26011219, 15.38285695,
       15.50512186, 15.62690882, 15.74821968, 15.86905631, 15.98942056,
       16.10931428, 16.22873931, 16.34769748, 16.46619061, 16.58422053,
       16.70178904, 16.81889795, 16.93554905, 17.05174414, 17.167485  ,
       17.28277339, 17.3976111 , 17.51199988]), 3235: array([236.57950539, 243.60158774, 250.62367008, 257.64575243,
       264.66783477, 271.68991711, 278.71199946, 285.7340818 ,
       292.75616415, 299.77824649, 306.80032884, 313.82241118,
       320.84449353, 327.86657587, 334.88865822, 341.91074056,
       348.93282291, 355.95490525, 362.9769876 , 369.99906994,
       377.02115228, 384.04323463, 391.06531697, 398.08739932,
       405.10948166, 412.13156401, 419.15364635, 426.1757287 ]), 3240: array([18.16630865, 28.89430716, 35.99224369, 40.68843216, 43.79555859,
       45.85131822, 47.21146488, 48.11137502, 48.70678012, 49.10071639,
       49.36135537, 49.53380123, 49.64789611, 49.7233844 , 49.77332951,
       49.80637456, 49.82823807, 49.84270356, 49.85227433, 49.85860661,
       49.86279621, 49.86556817, 49.86740218, 49.8686156 , 49.86941844,
       49.86994962, 49.87030106, 49.87053358]), 3245: array([34.28016196, 34.28016179, 34.28016171, 34.28016167, 34.28016165,
       34.28016164, 34.28016163, 34.28016163, 34.28016163, 34.28016163,
       34.28016163, 34.28016163, 34.28016163, 34.28016163, 34.28016163,
       34.28016163, 34.28016163, 34.28016163, 34.28016163, 34.28016163,
       34.28016163, 34.28016163, 34.28016163, 34.28016163, 34.28016163,
       34.28016163, 34.28016163, 34.28016163]), 3250: array([39.0001103 , 39.38792894, 39.77574759, 40.16356623, 40.55138488,
       40.93920352, 41.32702217, 41.71484081, 42.10265946, 42.4904781 ,
       42.87829675, 43.26611539, 43.65393404, 44.04175269, 44.42957133,
       44.81738998, 45.20520862, 45.59302727, 45.98084591, 46.36866456,
       46.7564832 , 47.14430185, 47.53212049, 47.91993914, 48.30775778,
       48.69557643, 49.08339507, 49.47121372]), 3255: array([ 765.68674003,  779.43916096,  793.19158189,  806.94400282,
        820.69642375,  834.44884468,  848.2012656 ,  861.95368653,
        875.70610746,  889.45852839,  903.21094932,  916.96337025,
        930.71579118,  944.46821211,  958.22063304,  971.97305397,
        985.7254749 ,  999.47789582, 1013.23031675, 1026.98273768,
       1040.73515861, 1054.48757954, 1068.24000047, 1081.9924214 ,
       1095.74484233, 1109.49726326, 1123.24968419, 1137.00210512]), 3260: array([434.01059229, 449.23949186, 464.46839142, 479.69729099,
       494.92619055, 510.15509012, 525.38398968, 540.61288925,
       555.84178882, 571.07068838, 586.29958795, 601.52848751,
       616.75738708, 631.98628664, 647.21518621, 662.44408577,
       677.67298534, 692.9018849 , 708.13078447, 723.35968403,
       738.5885836 , 753.81748316, 769.04638273, 784.2752823 ,
       799.50418186, 814.73308143, 829.96198099, 845.19088056]), 3265: array([12.50243295, 23.00101761, 31.96420871, 39.61655399, 46.14976159,
       51.7275028 , 56.48951235, 60.55508909, 64.02608471, 66.9894553 ,
       69.51943984, 71.67942003, 73.52350816, 75.09790269, 76.44204569,
       77.5896109 , 78.56934738, 79.40579967, 80.11992277, 80.72960703,
       81.25012638, 81.69452099, 82.07392393, 82.39784007, 82.67438422,
       82.91048444, 83.11205556, 83.28414736]), 3270: array([243.28512042, 178.08932576, 139.24270853, 116.09612862,
       102.30434444,  94.08657266,  89.19005079,  86.27248054,
        84.5340596 ,  83.4982294 ,  82.8810347 ,  82.51328204,
        82.2941583 ,  82.16359442,  82.08579852,  82.03944419,
        82.01182417,  81.99536691,  81.98556093,  81.97971808,
        81.97623664,  81.97416224,  81.97292622,  81.97218975,
        81.97175092,  81.97148945,  81.97133365,  81.97124082]), 3275: array([146.26878154, 149.77099801, 153.27321448, 156.77543095,
       160.27764742, 163.77986389, 167.28208036, 170.78429683,
       174.2865133 , 177.78872977, 181.29094624, 184.79316271,
       188.29537918, 191.79759565, 195.29981212, 198.80202858,
       202.30424505, 205.80646152, 209.30867799, 212.81089446,
       216.31311093, 219.8153274 , 223.31754387, 226.81976034,
       230.32197681, 233.82419328, 237.32640975, 240.82862622]), 3280: array([935.98365899, 851.7941286 , 783.12778091, 727.12239302,
       681.44348949, 644.18703423, 613.80006451, 589.01595872,
       568.80163969, 552.31451295, 538.86734472, 527.89961603,
       518.95415845, 511.65809804, 505.70731272, 500.85375561,
       496.89511565, 493.66638463, 491.03297919, 488.88513097,
       487.13331109, 485.70449836, 484.5391355 , 483.58864664,
       482.81341249, 482.18111893, 481.66541005, 481.2447895 ]), 3285: array([101.2952868 , 122.79121557, 144.28714434, 165.78307311,
       187.27900188, 208.77493065, 230.27085942, 251.76678819,
       273.26271696, 294.75864573, 316.2545745 , 337.75050327,
       359.24643204, 380.74236081, 402.23828958, 423.73421835,
       445.23014712, 466.72607589, 488.22200466, 509.71793343,
       531.2138622 , 552.70979097, 574.20571974, 595.70164851,
       617.19757728, 638.69350605, 660.18943482, 681.68536359]), 3290: array([  7.24750774,  13.21303506,  19.17856238,  25.1440897 ,
        31.10961701,  37.07514433,  43.04067165,  49.00619897,
        54.97172628,  60.9372536 ,  66.90278092,  72.86830824,
        78.83383555,  84.79936287,  90.76489019,  96.73041751,
       102.69594482, 108.66147214, 114.62699946, 120.59252678,
       126.55805409, 132.52358141, 138.48910873, 144.45463605,
       150.42016336, 156.38569068, 162.351218  , 168.31674532]), 3295: array([2154.3159767 , 2195.07877045, 2235.84156419, 2276.60435794,
       2317.36715168, 2358.12994542, 2398.89273917, 2439.65553291,
       2480.41832666, 2521.1811204 , 2561.94391414, 2602.70670789,
       2643.46950163, 2684.23229538, 2724.99508912, 2765.75788286,
       2806.52067661, 2847.28347035, 2888.0462641 , 2928.80905784,
       2969.57185158, 3010.33464533, 3051.09743907, 3091.86023282,
       3132.62302656, 3173.3858203 , 3214.14861405, 3254.91140779]), 3300: array([814.37715025, 819.00056188, 823.38325098, 827.537751  ,
       831.47594284, 835.20908879, 838.74786478, 842.10239087,
       845.28226022, 848.2965665 , 851.15392992, 853.86252186,
       856.43008827, 858.86397177, 861.1711327 , 863.358169  ,
       865.43133508, 867.39655969, 869.25946293, 871.02537225,
       872.69933775, 874.28614656, 875.79033659, 877.21620947,
       878.56784285, 879.8491021 , 881.06365131, 882.2149638 ]), 3305: array([ 35.32249969,  39.53629208,  43.75008447,  47.96387687,
        52.17766926,  56.39146165,  60.60525404,  64.81904643,
        69.03283882,  73.24663121,  77.46042361,  81.674216  ,
        85.88800839,  90.10180078,  94.31559317,  98.52938556,
       102.74317795, 106.95697035, 111.17076274, 115.38455513,
       119.59834752, 123.81213991, 128.0259323 , 132.23972469,
       136.45351708, 140.66730948, 144.88110187, 149.09489426]), 3310: array([449.04329592, 461.0902536 , 473.13721129, 485.18416897,
       497.23112666, 509.27808435, 521.32504203, 533.37199972,
       545.4189574 , 557.46591509, 569.51287277, 581.55983046,
       593.60678814, 605.65374583, 617.70070351, 629.7476612 ,
       641.79461889, 653.84157657, 665.88853426, 677.93549194,
       689.98244963, 702.02940731, 714.076365  , 726.12332268,
       738.17028037, 750.21723805, 762.26419574, 774.31115343]), 3315: array([157.87927714, 160.8720438 , 163.86481045, 166.85757711,
       169.85034376, 172.84311042, 175.83587708, 178.82864373,
       181.82141039, 184.81417705, 187.8069437 , 190.79971036,
       193.79247702, 196.78524367, 199.77801033, 202.77077699,
       205.76354364, 208.7563103 , 211.74907695, 214.74184361,
       217.73461027, 220.72737692, 223.72014358, 226.71291024,
       229.70567689, 232.69844355, 235.69121021, 238.68397686]), 3320: array([68.54038039, 66.52583434, 64.57050008, 62.67263723, 60.8305566 ,
       59.04261863, 57.30723195, 55.62285196, 53.98797948, 52.40115936,
       50.86097926, 49.36606831, 47.91509597, 46.50677079, 45.13983927,
       43.81308476, 42.52532639, 41.27541796, 40.062247  , 38.8847337 ,
       37.74183002, 36.6325187 , 35.5558124 , 34.51075278, 33.49640967,
       32.51188026, 31.55628826, 30.62878314]), 3325: array([2245.36264324, 2279.71276622, 2314.0628892 , 2348.41301219,
       2382.76313517, 2417.11325815, 2451.46338113, 2485.81350412,
       2520.1636271 , 2554.51375008, 2588.86387306, 2623.21399604,
       2657.56411903, 2691.91424201, 2726.26436499, 2760.61448797,
       2794.96461095, 2829.31473393, 2863.66485691, 2898.01497989,
       2932.36510287, 2966.71522585, 3001.06534883, 3035.41547181,
       3069.76559479, 3104.11571777, 3138.46584074, 3172.81596372]), 3330: array([  52.5407166 ,   96.26126494,  139.98181329,  183.70236164,
        227.42290999,  271.14345833,  314.86400668,  358.58455503,
        402.30510338,  446.02565172,  489.74620007,  533.46674842,
        577.18729676,  620.90784511,  664.62839346,  708.34894181,
        752.06949015,  795.7900385 ,  839.51058685,  883.2311352 ,
        926.95168354,  970.67223189, 1014.39278024, 1058.11332859,
       1101.83387693, 1145.55442528, 1189.27497363, 1232.99552197]), 3335: array([384.22014597, 362.31153067, 350.30941882, 343.73434837,
       340.132353  , 338.15908582, 337.07807851, 336.48587446,
       336.16144961, 335.9837212 , 335.88635694, 335.83301825,
       335.80379792, 335.78779026, 335.77902085, 335.77421673,
       335.77158492, 335.77014314, 335.76935329, 335.76892059,
       335.76868355, 335.76855369, 335.76848255, 335.76844358,
       335.76842223, 335.76841053, 335.76840413, 335.76840062]), 3340: array([1069.21455676, 1197.34954147, 1317.63022107, 1430.53804181,
       1536.52493869, 1636.01514437, 1729.40688731, 1817.07398567,
       1899.36734368, 1976.61635611, 2049.13022681, 2117.19920631,
       2181.09575363, 2241.07562684, 2297.37890675, 2350.23095794,
       2399.84333078, 2446.41460821, 2490.13120062, 2531.16809195,
       2569.68954017, 2605.84973468, 2639.79341352, 2671.65644272,
       2701.56636011, 2729.64288579, 2755.9984014 , 2780.7383999 ]), 3345: array([1599.49545531, 1715.72972804, 1831.96400076, 1948.19827349,
       2064.43254622, 2180.66681894, 2296.90109167, 2413.1353644 ,
       2529.36963713, 2645.60390985, 2761.83818258, 2878.07245531,
       2994.30672803, 3110.54100076, 3226.77527349, 3343.00954621,
       3459.24381894, 3575.47809167, 3691.71236439, 3807.94663712,
       3924.18090985, 4040.41518258, 4156.6494553 , 4272.88372803,
       4389.11800076, 4505.35227348, 4621.58654621, 4737.82081894]), 3350: array([2283.32590582, 2613.21473939, 2867.42066755, 3063.30681869,
       3214.25288232, 3330.56898733, 3420.1999188 , 3489.26777381,
       3542.49012147, 3583.50222891, 3615.10536238, 3639.45812324,
       3658.2238878 , 3672.6844215 , 3683.82742792, 3692.41401225,
       3699.03066738, 3704.12933331, 3708.05826625, 3711.08582567,
       3713.41880415, 3715.21655207, 3716.60186169, 3717.66935439,
       3718.49194352, 3719.12581473, 3719.61426358, 3719.99065277]), 3355: array([1146.6585285 , 1369.51513403, 1535.54064481, 1659.22766843,
       1751.37302451, 1820.02021481, 1871.16155212, 1909.26123791,
       1937.64504902, 1958.79064946, 1974.54386936, 1986.27983014,
       1995.02298082, 2001.5365237 , 2006.3890354 , 2010.00409869,
       2012.69727768, 2014.70366388, 2016.19839765, 2017.31195646,
       2018.14154449, 2018.75957766, 2019.220005  , 2019.56301787,
       2019.81855836, 2020.00893298, 2020.15075979, 2020.25641908]), 3360: array([ 254.96584432,  299.42649222,  343.88714011,  388.347788  ,
        432.8084359 ,  477.26908379,  521.72973168,  566.19037958,
        610.65102747,  655.11167536,  699.57232325,  744.03297115,
        788.49361904,  832.95426693,  877.41491483,  921.87556272,
        966.33621061, 1010.79685851, 1055.2575064 , 1099.71815429,
       1144.17880218, 1188.63945008, 1233.10009797, 1277.56074586,
       1322.02139376, 1366.48204165, 1410.94268954, 1455.40333744]), 3365: array([ 52.28638886,  88.55572044, 116.66461125, 138.44912473,
       155.33221808, 168.41668937, 178.55721191, 186.4161613 ,
       192.50688149, 197.22721631, 200.88549647, 203.72067962,
       205.91795897, 207.6208601 , 208.94061592, 209.96343247,
       210.75611977, 211.3704559 , 211.8465691 , 212.2155589 ,
       212.50152762, 212.72315463, 212.89491653, 213.02803276,
       213.13119842, 213.21115226, 213.27311683, 213.32113965]), 3370: array([673.34406085, 552.88017731, 462.89341639, 395.67312676,
       345.45943653, 307.94970993, 279.92986945, 258.99899281,
       243.36358628, 231.68390646, 222.95916237, 216.44176116,
       211.57324947, 207.93646155, 205.21977373, 203.19040252,
       201.67445818, 200.54204474, 199.69612964, 199.06422938,
       198.59219863, 198.23959072, 197.9761919 , 197.77943247,
       197.63245277, 197.52265865, 197.44064222, 197.37937579]), 3375: array([2256.61819847, 2097.39472288, 1954.29391976, 1825.68323733,
       1710.09543298, 1606.21183433, 1512.84729532, 1428.93667557,
       1353.52268883, 1285.74498187, 1224.83031924, 1170.08376184,
       1120.88073885, 1076.65992228, 1036.91682321, 1001.1980363 ,
        969.0960672 ,  940.24468367,  914.31473749,  891.01040934,
        870.06583404,  851.24206741,  834.32436032,  819.11970872,
        805.45465182,  793.17329312,  782.13552191,  772.21541485]), 3380: array([1028.51366318, 1059.39620547, 1090.27874775, 1121.16129004,
       1152.04383232, 1182.92637461, 1213.80891689, 1244.69145918,
       1275.57400146, 1306.45654375, 1337.33908603, 1368.22162832,
       1399.1041706 , 1429.98671289, 1460.86925517, 1491.75179746,
       1522.63433975, 1553.51688203, 1584.39942432, 1615.2819666 ,
       1646.16450889, 1677.04705117, 1707.92959346, 1738.81213574,
       1769.69467803, 1800.57722031, 1831.4597626 , 1862.34230488]), 3385: array([ 42.13264346,  49.13261248,  56.1325815 ,  63.13255052,
        70.13251953,  77.13248855,  84.13245757,  91.13242659,
        98.13239561, 105.13236462, 112.13233364, 119.13230266,
       126.13227168, 133.1322407 , 140.13220971, 147.13217873,
       154.13214775, 161.13211677, 168.13208579, 175.1320548 ,
       182.13202382, 189.13199284, 196.13196186, 203.13193088,
       210.13189989, 217.13186891, 224.13183793, 231.13180695]), 3390: array([529.0343719 , 540.42488821, 551.81540451, 563.20592082,
       574.59643713, 585.98695343, 597.37746974, 608.76798605,
       620.15850235, 631.54901866, 642.93953496, 654.33005127,
       665.72056758, 677.11108388, 688.50160019, 699.8921165 ,
       711.2826328 , 722.67314911, 734.06366542, 745.45418172,
       756.84469803, 768.23521434, 779.62573064, 791.01624695,
       802.40676326, 813.79727956, 825.18779587, 836.57831217]), 3395: array([103.85328173, 117.54659649, 131.23991125, 144.933226  ,
       158.62654076, 172.31985552, 186.01317028, 199.70648504,
       213.3997998 , 227.09311455, 240.78642931, 254.47974407,
       268.17305883, 281.86637359, 295.55968835, 309.25300311,
       322.94631786, 336.63963262, 350.33294738, 364.02626214,
       377.7195769 , 391.41289166, 405.10620642, 418.79952117,
       432.49283593, 446.18615069, 459.87946545, 473.57278021]), 3400: array([3007.71942975, 3067.47291083, 3127.22639192, 3186.97987301,
       3246.73335409, 3306.48683518, 3366.24031627, 3425.99379735,
       3485.74727844, 3545.50075953, 3605.25424062, 3665.0077217 ,
       3724.76120279, 3784.51468388, 3844.26816496, 3904.02164605,
       3963.77512714, 4023.52860822, 4083.28208931, 4143.0355704 ,
       4202.78905148, 4262.54253257, 4322.29601366, 4382.04949474,
       4441.80297583, 4501.55645692, 4561.309938  , 4621.06341909]), 3405: array([814.76774456, 811.94864978, 810.03385484, 808.73328144,
       807.84990164, 807.24988947, 806.8423472 , 806.56553499,
       806.37751767, 806.24981193, 806.16307121, 806.10415488,
       806.06413754, 806.03695683, 806.01849506, 806.00595539,
       805.99743816, 805.99165305, 805.98772367, 805.98505475,
       805.98324195, 805.98201066, 805.98117433, 805.98060628,
       805.98022045, 805.97995838, 805.97978038, 805.97965948]), 3410: array([1376.33516653, 1339.11620942, 1314.61182577, 1298.47851992,
       1287.85660177, 1280.86329573, 1276.25901158, 1273.22762237,
       1271.23180276, 1269.91778611, 1269.05265794, 1268.48307098,
       1268.10806377, 1267.86116485, 1267.69861042, 1267.59158712,
       1267.52112463, 1267.47473323, 1267.44418984, 1267.42408056,
       1267.41084091, 1267.40212414, 1267.39638515, 1267.39260669,
       1267.390119  , 1267.38848115, 1267.38740282, 1267.38669286]), 3415: array([ 510.87417727,  841.60224743, 1073.09194737, 1235.12077411,
       1348.53117942, 1427.91162233, 1483.47314423, 1522.36285814,
       1549.58331209, 1568.63598794, 1581.97171181, 1591.30591411,
       1597.8392927 , 1602.41226362, 1605.61306743, 1607.85343702,
       1609.42156061, 1610.51915252, 1611.28740066, 1611.82512802,
       1612.20150473, 1612.46494573, 1612.64933854, 1612.77840238,
       1612.86873929, 1612.93196967, 1612.97622713, 1613.00720468]), 3420: array([41.2047878 , 36.0504484 , 31.54087001, 27.59539889, 24.14347035,
       21.12334669, 18.48101305, 16.16921134, 14.14659501, 12.37698959,
       10.82874574,  9.47417311,  8.28904521,  7.25216604,  6.34499103,
        5.55129537,  4.85688382,  4.24933685,  3.71778847,  3.25273197,
        2.84584982,  2.48986492,  2.17841049,  1.90591619,  1.66750844,
        1.45892334,  1.27643034,  1.11676555]), 3425: array([2283.76569959, 2340.38283057, 2396.99996155, 2453.61709253,
       2510.23422351, 2566.85135449, 2623.46848547, 2680.08561645,
       2736.70274743, 2793.31987841, 2849.93700939, 2906.55414037,
       2963.17127135, 3019.78840233, 3076.40553331, 3133.02266429,
       3189.63979527, 3246.25692625, 3302.87405723, 3359.49118821,
       3416.10831919, 3472.72545017, 3529.34258115, 3585.95971213,
       3642.57684311, 3699.19397409, 3755.81110507, 3812.42823605]), 3430: array([1114.53079481, 1044.59761083,  989.11744068,  945.10329598,
        910.18550591,  882.48413691,  860.50777923,  843.0732511 ,
        829.24189762,  818.26905468,  809.56395706,  802.65793235,
        797.17916812,  792.83269405,  789.38450097,  786.64894214,
        784.47873822,  782.75704796,  781.39117752,  780.30759001,
        779.44794633,  778.76596426,  778.22492668,  777.79570473,
        777.45518961,  777.18504837,  776.97073692,  776.80071699]), 3435: array([324.06162149, 299.32970851, 286.72030033, 280.29147395,
       277.01377779, 275.3426653 , 274.49065925, 274.0562694 ,
       273.8347985 , 273.72188297, 273.66431371, 273.63496239,
       273.61999781, 273.61236821, 273.60847831, 273.60649507,
       273.60548392, 273.6049684 , 273.60470556, 273.60457156,
       273.60450323, 273.6044684 , 273.60445064, 273.60444159,
       273.60443697, 273.60443462, 273.60443342, 273.6044328 ]), 3440: array([ 402.29903526,  433.19457793,  464.0901206 ,  494.98566327,
        525.88120594,  556.7767486 ,  587.67229127,  618.56783394,
        649.46337661,  680.35891928,  711.25446195,  742.15000462,
        773.04554728,  803.94108995,  834.83663262,  865.73217529,
        896.62771796,  927.52326063,  958.41880329,  989.31434596,
       1020.20988863, 1051.1054313 , 1082.00097397, 1112.89651664,
       1143.7920593 , 1174.68760197, 1205.58314464, 1236.47868731]), 3445: array([ 48.65160877,  86.01679017, 121.90061519, 156.36181274,
       189.45678343, 221.23969181, 251.76255508, 281.07532819,
       309.22598561, 336.26059986, 362.22341686, 387.15692841,
       411.10194172, 434.09764615, 456.18167741, 477.39017912,
       497.75786197, 517.31806052, 536.1027878 , 554.14278764,
       571.46758505, 588.10553448, 604.08386628, 619.42873122,
       634.16524335, 648.31752102, 661.90872643, 674.9611035 ]), 3450: array([3197.92011906, 2684.7243564 , 2325.68539461, 2074.49669536,
       1898.7615542 , 1775.8147818 , 1689.79949342, 1629.62198985,
       1587.52096335, 1558.06649403, 1537.4597337 , 1523.04295482,
       1512.95677387, 1505.90034005, 1500.96355987, 1497.50971913,
       1495.09336365, 1493.40284742, 1492.22013853, 1491.39269879,
       1490.81381032, 1490.40881183, 1490.12546919, 1489.9272387 ,
       1489.78855387, 1489.69152801, 1489.62364736, 1489.5761571 ]), 3455: array([1049.94012513, 1147.24566326, 1204.16900956, 1237.46893694,
       1256.94925979, 1268.34516988, 1275.01173119, 1278.9116426 ,
       1281.19307501, 1282.52770374, 1283.30845615, 1283.76519315,
       1284.03238245, 1284.18868711, 1284.2801247 , 1284.33361532,
       1284.36490712, 1284.3832127 , 1284.39392138, 1284.40018592,
       1284.40385065, 1284.4059945 , 1284.40724865, 1284.40798232,
       1284.40841151, 1284.40866259, 1284.40880947, 1284.40889539]), 3460: array([5108.78595192, 4758.59309172, 4458.84157817, 4202.26590207,
       3982.64706917, 3794.66186145, 3633.75381066, 3496.02275658,
       3378.13031326, 3277.21895173, 3190.84273796, 3116.90804725,
       3053.62281798, 2999.4531149 , 2953.08594889, 2913.39745214,
       2879.4256374 , 2850.34708086, 2825.45696366, 2804.15198817,
       2785.91575501, 2770.30624633, 2756.94511198, 2745.5084989 ,
       2735.71920144, 2727.33994228, 2720.16762125, 2714.02839247]), 3465: array([2110.71109878, 1872.02685365, 1729.63991617, 1644.69907748,
       1594.02767316, 1563.79967854, 1545.76718721, 1535.00991576,
       1528.59267219, 1524.76446954, 1522.48075764, 1521.11841073,
       1520.30570354, 1519.82088356, 1519.53166451, 1519.35913107,
       1519.25620635, 1519.19480667, 1519.15817873, 1519.13632836,
       1519.12329353, 1519.11551761, 1519.1108789 , 1519.10811167,
       1519.10646088, 1519.10547611, 1519.10488864, 1519.10453819]), 3470: array([ 4.14569767,  5.03687716,  5.92805665,  6.81923614,  7.71041563,
        8.60159512,  9.49277461, 10.3839541 , 11.27513359, 12.16631308,
       13.05749257, 13.94867206, 14.83985155, 15.73103104, 16.62221053,
       17.51339002, 18.40456952, 19.29574901, 20.1869285 , 21.07810799,
       21.96928748, 22.86046697, 23.75164646, 24.64282595, 25.53400544,
       26.42518493, 27.31636442, 28.20754391]), 3475: array([1232.58063496, 1283.91896685, 1335.25729875, 1386.59563065,
       1437.93396254, 1489.27229444, 1540.61062634, 1591.94895823,
       1643.28729013, 1694.62562203, 1745.96395392, 1797.30228582,
       1848.64061772, 1899.97894961, 1951.31728151, 2002.65561341,
       2053.9939453 , 2105.3322772 , 2156.6706091 , 2208.00894099,
       2259.34727289, 2310.68560479, 2362.02393668, 2413.36226858,
       2464.70060047, 2516.03893237, 2567.37726427, 2618.71559616]), 3480: array([518.02435915, 435.27389574, 375.76850359, 332.97851124,
       302.20846875, 280.08190451, 264.17081679, 252.72924322,
       244.50167211, 238.58527207, 234.33082212, 231.27147113,
       229.07150906, 227.48952873, 226.35193558, 225.53389875,
       224.94565308, 224.52264893, 224.21846903, 223.99973497,
       223.84244455, 223.72933789, 223.64800353, 223.58951644,
       223.54745871, 223.51721524, 223.49546732, 223.47982852]), 3485: array([224.8898104 , 224.88980995, 224.88980973, 224.88980962,
       224.88980956, 224.88980954, 224.88980953, 224.88980952,
       224.88980952, 224.88980951, 224.88980951, 224.88980951,
       224.88980951, 224.88980951, 224.88980951, 224.88980951,
       224.88980951, 224.88980951, 224.88980951, 224.88980951,
       224.88980951, 224.88980951, 224.88980951, 224.88980951,
       224.88980951, 224.88980951, 224.88980951, 224.88980951]), 3490: array([ 33.97480826,  65.63751645,  97.30022464, 128.96293283,
       160.62564102, 192.28834921, 223.9510574 , 255.6137656 ,
       287.27647379, 318.93918198, 350.60189017, 382.26459836,
       413.92730655, 445.59001474, 477.25272293, 508.91543112,
       540.57813931, 572.2408475 , 603.90355569, 635.56626388,
       667.22897207, 698.89168026, 730.55438845, 762.21709665,
       793.87980484, 825.54251303, 857.20522122, 888.86792941]), 3495: array([ 6339.18883973,  6484.79621466,  6630.40358959,  6776.01096452,
        6921.61833945,  7067.22571438,  7212.83308931,  7358.44046424,
        7504.04783917,  7649.6552141 ,  7795.26258903,  7940.86996396,
        8086.47733889,  8232.08471382,  8377.69208875,  8523.29946368,
        8668.90683861,  8814.51421354,  8960.12158847,  9105.7289634 ,
        9251.33633833,  9396.94371326,  9542.55108819,  9688.15846312,
        9833.76583805,  9979.37321298, 10124.98058791, 10270.58796284]), 3500: array([4995.89337956, 4482.8557229 , 4121.71081431, 3867.48845207,
       3688.5325595 , 3562.55933195, 3473.88243045, 3411.45969974,
       3367.51818573, 3336.58623784, 3314.81217244, 3299.4846565 ,
       3288.69508916, 3281.09994043, 3275.75345317, 3271.98987631,
       3269.34056469, 3267.47562284, 3266.16282592, 3265.23870286,
       3264.58818076, 3264.13025581, 3263.80790664, 3263.58099393,
       3263.42126224, 3263.3088216 , 3263.22967075, 3263.17395374]), 3505: array([569.14019394, 593.71417655, 616.53961786, 637.74093387,
       657.43368786, 675.72522032, 692.71523398, 708.49633735,
       723.15454943, 736.76976862, 749.4162082 , 761.16280088,
       772.07357453, 782.20800115, 791.62132107, 800.36484404,
       808.4862289 , 816.02974337, 823.03650534, 829.54470698,
       835.58982295, 841.20480372, 846.4202552 , 851.26460556,
       855.7642602 , 859.94374566, 863.8258433 , 867.43171351]), 3510: array([ 174.60044159,  241.71370457,  308.82696756,  375.94023054,
        443.05349353,  510.16675651,  577.2800195 ,  644.39328248,
        711.50654546,  778.61980845,  845.73307143,  912.84633442,
        979.9595974 , 1047.07286039, 1114.18612337, 1181.29938635,
       1248.41264934, 1315.52591232, 1382.63917531, 1449.75243829,
       1516.86570128, 1583.97896426, 1651.09222724, 1718.20549023,
       1785.31875321, 1852.4320162 , 1919.54527918, 1986.65854217]), 3515: array([ 858.25143456,  910.73089607,  962.02085515, 1012.14827313,
       1061.13950023, 1109.02028943, 1155.81580996, 1201.55066059,
       1246.24888252, 1289.93397203, 1332.62889285, 1374.35608819,
       1415.13749258, 1454.99454335, 1493.94819198, 1532.01891501,
       1569.22672488, 1605.59118045, 1641.13139722, 1675.86605744,
       1709.81341989, 1742.99132951, 1775.41722677, 1807.10815682,
       1838.08077846, 1868.35137292, 1897.93585238, 1926.84976837]), 3520: array([327.13785974, 338.21175617, 344.51522118, 348.10326911,
       350.14565181, 351.30821352, 351.96996497, 352.34664603,
       352.56105981, 352.68310806, 352.75258016, 352.79212496,
       352.81463458, 352.82744748, 352.83474081, 352.83889231,
       352.84125542, 352.84260054, 352.84336621, 352.84380204,
       352.84405013, 352.84419134, 352.84427172, 352.84431748,
       352.84434352, 352.84435835, 352.84436679, 352.84437159]), 3525: array([ 26.14803387,  35.06029379,  43.97255371,  52.88481363,
        61.79707355,  70.70933347,  79.62159339,  88.5338533 ,
        97.44611322, 106.35837314, 115.27063306, 124.18289298,
       133.0951529 , 142.00741282, 150.91967274, 159.83193265,
       168.74419257, 177.65645249, 186.56871241, 195.48097233,
       204.39323225, 213.30549217, 222.21775209, 231.13001201,
       240.04227192, 248.95453184, 257.86679176, 266.77905168]), 3530: array([ 16.61891887,  31.2941706 ,  45.56558685,  59.44428042,
        72.9410583 ,  86.0664301 ,  98.83061622, 111.2435558 ,
       123.31491451, 135.05409201, 146.47022929, 157.57221583,
       168.36869647, 178.86807815, 189.07853649, 199.00802211,
       208.66426686, 218.05478982, 227.18690314, 236.06771779,
       244.70414903, 253.10292184, 261.27057613, 269.21347185,
       276.93779393, 284.44955712, 291.75461063, 298.85864274]), 3535: array([91.7411343 , 82.88720673, 79.21438136, 77.69080371, 77.0587865 ,
       76.79661032, 76.68785324, 76.64273815, 76.62402331, 76.61625993,
       76.6130395 , 76.61170358, 76.61114941, 76.61091953, 76.61082417,
       76.61078461, 76.6107682 , 76.61076139, 76.61075857, 76.61075739,
       76.61075691, 76.61075671, 76.61075662, 76.61075659, 76.61075657,
       76.61075657, 76.61075657, 76.61075657]), 3540: array([2960.45763109, 3013.06652465, 3065.67541821, 3118.28431177,
       3170.89320533, 3223.50209889, 3276.11099245, 3328.71988601,
       3381.32877957, 3433.93767313, 3486.54656669, 3539.15546025,
       3591.76435382, 3644.37324738, 3696.98214094, 3749.5910345 ,
       3802.19992806, 3854.80882162, 3907.41771518, 3960.02660874,
       4012.6355023 , 4065.24439586, 4117.85328942, 4170.46218298,
       4223.07107654, 4275.6799701 , 4328.28886366, 4380.89775722]), 3545: array([546.18614371, 531.89275954, 523.4760285 , 518.51979416,
       515.60129069, 513.88271527, 512.8707235 , 512.27480707,
       511.92389869, 511.71726453, 511.59558696, 511.52393652,
       511.48174479, 511.45689998, 511.44226999, 511.43365505,
       511.4285821 , 511.42559486, 511.42383582, 511.42279999,
       511.42219004, 511.42183087, 511.42161937, 511.42149483,
       511.42142149, 511.4213783 , 511.42135287, 511.4213379 ]), 3550: array([242.57902605, 281.82399641, 318.66490858, 353.24902972,
       385.71460576, 416.19141397, 444.80128179, 471.65857375,
       496.87064871, 520.53828893, 542.756103  , 563.61290398,
       583.19206447, 601.57184984, 618.82573108, 635.02267856,
       650.22743763, 664.50078753, 677.89978427, 690.47798874,
       702.28568084, 713.3700604 , 723.77543591, 733.54340164,
       742.71300386, 751.32089698, 759.40149001, 766.98708417]), 3555: array([2142.4624963 , 1593.87262755, 1237.41783148, 1005.805786  ,
        855.31225861,  757.52674949,  693.98909468,  652.70451566,
        625.8792186 ,  608.44906478,  597.12355136,  589.76462293,
        584.98304478,  581.87614004,  579.85738038,  578.54565991,
        577.69334914,  577.13954696,  576.77970539,  576.54589273,
        576.39396933,  576.29525473,  576.23111338,  576.18943655,
        576.16235638,  576.14476062,  576.1333275 ,  576.12589865]), 3560: array([2821.23767439, 2432.17180616, 2129.6189771 , 1894.34206938,
       1711.38154815, 1569.10429428, 1458.46393956, 1372.42567441,
       1305.5189559 , 1253.48967597, 1213.02967389, 1181.56639455,
       1157.09931853, 1138.07276371, 1123.27697087, 1111.77118394,
       1102.82383422, 1095.8660253 , 1090.45536107, 1086.24781705,
       1082.97586633, 1080.43146954, 1078.45284713, 1076.91419299,
       1075.71767538, 1074.78721651, 1074.06365531, 1073.50098584]), 3565: array([761.0653157 , 761.0653106 , 761.06530809, 761.06530686,
       761.06530625, 761.06530596, 761.06530581, 761.06530574,
       761.0653057 , 761.06530569, 761.06530568, 761.06530567,
       761.06530567, 761.06530567, 761.06530567, 761.06530567,
       761.06530567, 761.06530567, 761.06530567, 761.06530567,
       761.06530567, 761.06530567, 761.06530567, 761.06530567,
       761.06530567, 761.06530567, 761.06530567, 761.06530567]), 3570: array([4324.23298149, 4666.61171602, 4989.59745162, 5294.28864554,
       5581.72153629, 5852.87366781, 6108.66721403, 6349.97211517,
       6577.60903632, 6792.35215852, 6994.93181167, 7186.03695837,
       7366.31753703, 7536.38667229, 7696.82276021, 7848.17143536,
       7990.94742652, 8125.63630723, 8252.69614718, 8372.55907011,
       8485.63272343, 8592.30166461, 8692.92866903, 8787.85596376,
       8877.40639147, 8961.8845084 , 9041.5776201 , 9116.75675861]), 3575: array([25412.17336968, 26353.12249087, 27294.07161206, 28235.02073325,
       29175.96985444, 30116.91897563, 31057.86809683, 31998.81721802,
       32939.76633921, 33880.7154604 , 34821.66458159, 35762.61370279,
       36703.56282398, 37644.51194517, 38585.46106636, 39526.41018755,
       40467.35930874, 41408.30842994, 42349.25755113, 43290.20667232,
       44231.15579351, 45172.1049147 , 46113.05403589, 47054.00315709,
       47994.95227828, 48935.90139947, 49876.85052066, 50817.79964185]), 3580: array([11763.72207035, 10992.90241553, 10382.88238741,  9900.1177973 ,
        9518.06206352,  9215.70645024,  8976.42482507,  8787.05941022,
        8637.19725379,  8518.59763543,  8424.73892014,  8350.45994219,
        8291.67619955,  8245.1552525 ,  8208.33897616,  8179.20289252,
        8156.14484717,  8137.89690891,  8123.45564792,  8112.02695849,
        8102.98239223,  8095.82460049,  8090.15998582,  8085.67705861,
        8082.12930868,  8079.32164998,  8077.09969309,  8075.34125556]), 3585: array([2064.2831654 , 2935.47353399, 3668.12517502, 4284.2688406 ,
       4802.43190114, 5238.19546134, 5604.66288224, 5912.85379778,
       6172.03547399, 6390.00147459, 6573.30601259, 6727.46103476,
       6857.10196519, 6966.12709201, 7057.81478848, 7134.92209327,
       7199.76761433, 7254.30124915, 7300.16281796, 7338.73137297,
       7371.16666627, 7398.44402345, 7421.38367157, 7440.67540326,
       7456.89931871, 7470.54326923, 7482.01752686, 7491.66712124]), 3590: array([  837.85961059,  1414.34400394,  1990.82839729,  2567.31279064,
        3143.79718399,  3720.28157734,  4296.76597069,  4873.25036404,
        5449.73475739,  6026.21915074,  6602.70354409,  7179.18793744,
        7755.67233079,  8332.15672415,  8908.6411175 ,  9485.12551085,
       10061.6099042 , 10638.09429755, 11214.5786909 , 11791.06308425,
       12367.5474776 , 12944.03187095, 13520.5162643 , 14097.00065765,
       14673.485051  , 15249.96944435, 15826.4538377 , 16402.93823105]), 3595: array([ 308.33044947,  351.93528092,  395.54011237,  439.14494382,
        482.74977527,  526.35460673,  569.95943818,  613.56426963,
        657.16910108,  700.77393253,  744.37876399,  787.98359544,
        831.58842689,  875.19325834,  918.7980898 ,  962.40292125,
       1006.0077527 , 1049.61258415, 1093.2174156 , 1136.82224706,
       1180.42707851, 1224.03190996, 1267.63674141, 1311.24157287,
       1354.84640432, 1398.45123577, 1442.05606722, 1485.66089867]), 3600: array([67.34676506, 67.34676564, 67.34676593, 67.34676607, 67.34676615,
       67.34676618, 67.3467662 , 67.34676621, 67.34676622, 67.34676622,
       67.34676622, 67.34676622, 67.34676622, 67.34676622, 67.34676622,
       67.34676622, 67.34676622, 67.34676622, 67.34676622, 67.34676622,
       67.34676622, 67.34676622, 67.34676622, 67.34676622, 67.34676622,
       67.34676622, 67.34676622, 67.34676622]), 3605: array([2649.23727288, 2696.93406802, 2744.63086316, 2792.3276583 ,
       2840.02445344, 2887.72124858, 2935.41804372, 2983.11483886,
       3030.811634  , 3078.50842914, 3126.20522428, 3173.90201942,
       3221.59881456, 3269.2956097 , 3316.99240484, 3364.68919998,
       3412.38599512, 3460.08279026, 3507.7795854 , 3555.47638054,
       3603.17317568, 3650.86997082, 3698.56676596, 3746.2635611 ,
       3793.96035624, 3841.65715138, 3889.35394653, 3937.05074167]), 3610: array([6625.15943194, 6198.80935687, 5827.98102647, 5505.44408167,
       5224.90974211, 4980.90818836, 4768.68191215, 4584.09295516,
       4423.54222763, 4283.89933389, 4162.44153625, 4056.80066753,
       3964.91695679, 3884.99886826, 3815.48817019, 3755.0295527 ,
       3702.44420208, 3656.7068165 , 3616.9256148 , 3582.32494866,
       3552.23017912, 3526.05452254, 3503.28760964, 3483.48553432,
       3466.26219848, 3451.28178392, 3438.2522046 , 3426.9194116 ]), 3615: array([1316.93044269, 1253.88428805, 1207.45163374, 1173.25460144,
       1148.068942  , 1129.52003882, 1115.85901834, 1105.79785846,
       1098.38794804, 1092.93064757, 1088.91141836, 1085.9513095 ,
       1083.77122871, 1082.1656282 , 1080.98312478, 1080.11222674,
       1079.47082191, 1078.99843579, 1078.6505297 , 1078.39430148,
       1078.20559282, 1078.06661139, 1077.96425342, 1077.88886813,
       1077.83334788, 1077.79245794, 1077.76234305, 1077.74016384]), 3620: array([1010.42705917, 1231.30939579, 1370.7682713 , 1458.81867071,
       1514.4112087 , 1549.51076874, 1571.67164067, 1585.66338998,
       1594.49738573, 1600.07492142, 1603.59642009, 1605.819795  ,
       1607.22357119, 1608.10987587, 1608.66946364, 1609.02277156,
       1609.24584022, 1609.38667948, 1609.47560142, 1609.53174422,
       1609.5671912 , 1609.58957142, 1609.60370166, 1609.6126231 ,
       1609.61825584, 1609.62181219, 1609.62405758, 1609.62547525]), 3625: array([1104.72385542, 1102.03225904, 1099.66312787, 1097.57782917,
       1095.74235852, 1094.12678543, 1092.70476518, 1091.45310929,
       1090.35140734, 1089.38169418, 1088.52815698, 1087.77687733,
       1087.11560433, 1086.53355477, 1086.02123734, 1085.57029782,
       1085.17338286, 1084.82402008, 1084.51651252, 1084.24584572,
       1084.00760602, 1083.79790849, 1083.61333366, 1083.45087171,
       1083.30787343, 1083.18200698, 1083.07121989, 1082.97370559]), 3630: array([433.68719719, 439.67523747, 444.31788865, 447.91743191,
       450.70823207, 452.87199702, 454.54960863, 455.85029552,
       456.85874491, 457.64061653, 458.24681773, 458.71681803,
       459.08121896, 459.36374652, 459.58279596, 459.75262952,
       459.88430498, 459.98639568, 460.06554871, 460.12691768,
       460.17449831, 460.21138856, 460.23999033, 460.26216587,
       460.27935903, 460.29268923, 460.30302442, 460.3110375 ]), 3635: array([8529.23373985, 7348.51516438, 6441.63248171, 5745.07682721,
       5210.06850794, 4799.14096779, 4483.51700986, 4241.09353349,
       4054.89365727, 3911.8778305 , 3802.03067527, 3717.659611  ,
       3652.85614411, 3603.08209709, 3564.85180053, 3535.48799223,
       3512.9343289 , 3495.61138071, 3482.30602408, 3472.08648679,
       3464.2370961 , 3458.2081603 , 3453.57747389, 3450.02075054,
       3447.28891344, 3445.19065243, 3443.57902658, 3442.34117396]), 3640: array([11828.46013324,  9626.47574336,  8189.8324735 ,  7252.52161229,
        6640.99078278,  6242.00900318,  5981.70085063,  5811.86769597,
        5701.06325078,  5628.77097605,  5581.60524208,  5550.83284669,
        5530.75597651,  5517.65720045,  5509.11115055,  5503.53544114,
        5499.89767448,  5497.5242821 ,  5495.97580691,  5494.96553341,
        5494.30639949,  5493.87635996,  5493.59578877,  5493.41273538,
        5493.29330564,  5493.21538595,  5493.16454872,  5493.13138092]), 3645: array([3008.47815126, 3475.00665707, 3835.76734329, 4114.73909123,
       4330.46447129, 4497.28222236, 4626.28031273, 4726.03293026,
       4803.17038767, 4862.8198233 , 4908.94598935, 4944.61477938,
       4972.19701072, 4993.52600686, 5010.01945408, 5022.77363151,
       5032.63627815, 5040.26294002, 5046.16054272, 5050.72108547,
       5054.24769641, 5056.97478075, 5059.08360112, 5060.71432567,
       5061.97534466, 5062.95047495, 5063.70453106, 5064.28763327]), 3650: array([989.51393575, 989.513091  , 989.51262986, 989.51237813,
       989.51224071, 989.51216569, 989.51212474, 989.51210238,
       989.51209018, 989.51208352, 989.51207988, 989.5120779 ,
       989.51207681, 989.51207622, 989.5120759 , 989.51207572,
       989.51207563, 989.51207557, 989.51207555, 989.51207553,
       989.51207552, 989.51207552, 989.51207551, 989.51207551,
       989.51207551, 989.51207551, 989.51207551, 989.51207551]), 3655: array([5519.62668656, 5585.80299339, 5651.18815136, 5715.79161879,
       5779.62274093, 5842.6907513 , 5905.00477301, 5966.57382013,
       6027.40679896, 6087.51250932, 6146.89964583, 6205.57679915,
       6263.55245726, 6320.83500664, 6377.43273353, 6433.3538251 ,
       6488.60637063, 6543.1983627 , 6597.13769835, 6650.43218019,
       6703.08951755, 6755.11732761, 6806.52313647, 6857.31438025,
       6907.49840619, 6957.08247367, 7006.07375531, 7054.47933796]), 3660: array([19000.35244165, 19353.03764353, 19691.38643729, 20015.98158793,
       20327.38217147, 20626.1245379 , 20912.72323494, 21187.67189429,
       21451.44408189, 21704.49411354, 21947.25783743, 22180.15338479,
       22403.58189016, 22617.92818219, 22823.56144655, 23020.83586175,
       23210.09120919, 23391.6534584 , 23565.83532848, 23732.93682669,
       23893.24576523, 24047.03825693, 24194.57919081, 24336.12268836,
       24471.91254119, 24602.18263096, 24727.15733219, 24847.05189875]), 3665: array([161476.26911451, 135290.15339135, 115303.07888283, 100047.54607938,
        88403.45674466,  79515.87358504,  72732.248679  ,  67554.51182531,
        63602.50102025,  60586.05004087,  58283.68373678,  56526.35678717,
        55185.04198321,  54161.25673726,  53379.83225232,  52783.39444656,
        52328.15140902,  51980.6780912 ,  51715.46215898,  51513.03081504,
        51358.52105893,  51240.58840941,  51150.5739652 ,  51081.86864737,
        51029.42794479,  50989.40153381,  50958.85057822,  50935.53195273]), 3670: array([20779.85812242, 30062.13993567, 34626.84305897, 36871.60517922,
       37975.50106037, 38518.35863331, 38785.31709337, 38916.59797247,
       38981.15733954, 39012.90538925, 39028.51797511, 39036.19570143,
       39039.97134001, 39041.82806765, 39042.74114168, 39043.1901597 ,
       39043.41097114, 39043.51955852, 39043.57295802, 39043.59921803,
       39043.61213179, 39043.61848233, 39043.6216053 , 39043.62314107,
       39043.62389631, 39043.62426771, 39043.62445035, 39043.62454017]), 3675: array([36960.36885022, 35247.55321684, 34281.69579223, 33737.048402  ,
       33429.92151958, 33256.73254705, 33159.07121577, 33103.99995178,
       33072.94524387, 33055.43348159, 33045.55859179, 33039.99013746,
       33036.85008383, 33035.07940632, 33034.08092056, 33033.51787404,
       33033.20037188, 33033.02133229, 33032.92037179, 33032.86344012,
       33032.83133633, 33032.81323299, 33032.80302451, 33032.79726794,
       33032.79402181, 33032.79219132, 33032.7911591 , 33032.79057704]), 3680: array([322113.58346807, 293439.64959785, 268720.21367847, 247409.9004533 ,
       229038.54880773, 213200.83878822, 199547.34918652, 187776.84839605,
       177629.64845669, 168881.87566077, 161340.5313149 , 154839.23368523,
       149234.54718226, 144402.81779746, 140237.44497322, 136646.52971634,
       133550.84706652, 130882.09818694, 128581.40351379, 126598.00371938,
       124888.13982899, 123414.08778364, 122143.32614899, 121047.81860758,
       120103.39540456, 119289.22009979, 118587.32986161, 117982.23915995]), 3685: array([111422.63427873, 109038.65471924, 107159.88391534, 105679.25891606,
       104512.40536268, 103592.82936221, 102868.12829053, 102297.00459544,
       101846.91242939, 101492.20300361, 101212.66297552, 100992.36257856,
       100818.74785429, 100681.92525705, 100574.09786399, 100489.12106244,
       100422.15239522, 100369.37561019, 100327.78318862, 100295.00495988,
       100269.17303573, 100248.81536752, 100232.77186055, 100220.12826536,
       100210.16407863, 100202.31148483, 100196.12299889, 100191.24596601]), 3690: array([ 21543.09363391,  32595.06682505,  42952.11103877,  52657.92220838,
        61753.44874243,  70277.06428429,  78264.72960892,  85750.14433992,
        92764.88912677,  99338.55888227, 105498.88764228, 111271.86557435,
       116681.84862925, 121751.66129763, 126502.69290561, 130954.98785544,
       135127.330192  , 139037.32285187, 142701.46192941, 146135.20627307,
       149353.0427056 , 152368.54714339, 155194.44187265, 157842.64922424,
       160324.34187342, 162649.98997697, 164829.40534628, 166871.78284301]), 3695: array([  4958.00877548,   9208.8968259 ,  13459.78487633,  17710.67292675,
        21961.56097717,  26212.4490276 ,  30463.33707802,  34714.22512844,
        38965.11317887,  43216.00122929,  47466.88927971,  51717.77733014,
        55968.66538056,  60219.55343098,  64470.44148141,  68721.32953183,
        72972.21758225,  77223.10563268,  81473.9936831 ,  85724.88173352,
        89975.76978395,  94226.65783437,  98477.54588479, 102728.43393522,
       106979.32198564, 111230.21003606, 115481.09808649, 119731.98613691]), 3700: array([622.23450005, 622.25184778, 622.26423143, 622.27307149,
       622.27938196, 622.28388667, 622.28710236, 622.28939787,
       622.29103652, 622.29220627, 622.29304129, 622.29363737,
       622.29406288, 622.29436663, 622.29458346, 622.29473825,
       622.29484874, 622.29492762, 622.29498392, 622.29502412,
       622.29505281, 622.29507329, 622.29508791, 622.29509835,
       622.2951058 , 622.29511112, 622.29511491, 622.29511762]), 3705: array([822.49726293, 822.53892635, 822.56918664, 822.59116482,
       822.60712765, 822.61872151, 822.62714218, 822.63325815,
       822.6377002 , 822.64092648, 822.64326974, 822.64497165,
       822.64620776, 822.64710555, 822.64775762, 822.64823122,
       822.6485752 , 822.64882503, 822.64900649, 822.64913828,
       822.649234  , 822.64930352, 822.64935401, 822.64939069,
       822.64941733, 822.64943667, 822.64945072, 822.64946093]), 3710: array([1458.90881898, 1279.61583652, 1193.94453265, 1153.00833869,
       1133.44785694, 1124.10130052, 1119.63524912, 1117.5012423 ,
       1116.48155294, 1115.99431627, 1115.76150068, 1115.65025474,
       1115.59709826, 1115.57169858, 1115.55956188, 1115.55376263,
       1115.55099157, 1115.54966749, 1115.5490348 , 1115.54873248,
       1115.54858803, 1115.548519  , 1115.54848602, 1115.54847026,
       1115.54846273, 1115.54845913, 1115.54845741, 1115.54845659]), 3715: array([9819.2674631 , 8498.87847796, 7449.13113571, 6614.55170878,
       5951.03698306, 5423.52363079, 5004.13529464, 4670.70946619,
       4405.62631177, 4194.87755518, 4027.32621266, 3894.11806077,
       3788.21373636, 3704.01674265, 3637.0777032 , 3583.85923535,
       3541.54901782, 3507.91117404, 3481.16811764, 3459.90661615,
       3443.00310897, 3429.56433303, 3418.88011838, 3410.38585945,
       3403.63267851, 3398.2637048 , 3393.99521578, 3390.60164384]), 3720: array([13186.2323489 , 11738.08758153, 10755.03352515, 10087.70018974,
        9634.6897193 ,  9327.16951097,  9118.41345631,  8976.70215026,
        8880.50329129,  8815.19995929,  8770.86965001,  8740.77660176,
        8720.34833118,  8706.48086798,  8697.06712272,  8690.67672538,
        8686.33868807,  8683.39386842,  8681.39481628,  8680.03778598,
        8679.11658379,  8678.49123778,  8678.06672985,  8677.77855822,
        8677.58293669,  8677.45014159,  8677.35999538,  8677.2988008 ]), 3725: array([ 30483.58045327,  33894.10392642,  37304.62739956,  40715.15087271,
        44125.67434586,  47536.197819  ,  50946.72129215,  54357.24476529,
        57767.76823844,  61178.29171159,  64588.81518473,  67999.33865788,
        71409.86213103,  74820.38560417,  78230.90907732,  81641.43255047,
        85051.95602361,  88462.47949676,  91873.00296991,  95283.52644305,
        98694.0499162 , 102104.57338934, 105515.09686249, 108925.62033564,
       112336.14380878, 115746.66728193, 119157.19075508, 122567.71422822]), 3730: array([16345.51643744, 18099.57357701, 19603.22674848, 20892.22287582,
       21997.20575875, 22944.44457944, 23756.45840997, 24452.55156681,
       25049.27253974, 25560.80740551, 25999.31707881, 26375.22641842,
       26697.47206135, 26973.71487697, 27210.52209176, 27413.52341453,
       27587.54487364, 27736.72354803, 27864.60591959, 27974.23218503,
       28068.20853163, 28148.76909515, 28217.82907278, 28277.03025389,
       28327.78005087, 28371.28495813, 28408.57923452, 28440.5494912 ]), 3735: array([19197.50193428, 20195.65467777, 21193.80742126, 22191.96016476,
       23190.11290825, 24188.26565174, 25186.41839524, 26184.57113873,
       27182.72388222, 28180.87662571, 29179.02936921, 30177.1821127 ,
       31175.33485619, 32173.48759969, 33171.64034318, 34169.79308667,
       35167.94583017, 36166.09857366, 37164.25131715, 38162.40406064,
       39160.55680414, 40158.70954763, 41156.86229112, 42155.01503462,
       43153.16777811, 44151.3205216 , 45149.47326509, 46147.62600859]), 3740: array([18796.11238919, 18882.36622362, 18961.96715056, 19035.42832026,
       19103.22330282, 19165.78914107, 19223.52916795, 19276.81560664,
       19325.99197011, 19371.37527558, 19413.25808816, 19451.91040693,
       19487.58140547, 19520.50103818, 19550.88152264, 19578.91870777,
       19604.7933363 , 19628.67220995, 19650.70926476, 19671.0465634 ,
       19689.815211  , 19707.13620034, 19723.1211918 , 19737.8732332 ,
       19751.48742413, 19764.05152895, 19775.64654263, 19786.34721283]), 3745: array([42853.09062115, 48835.96308167, 54225.13199808, 59079.51286634,
       63452.17477019, 67390.92054317, 70938.80935903, 74134.62746338,
       77013.31219285, 79606.33391721, 81942.04007988, 84045.96509796,
       85941.10950974, 87648.19142123, 89185.87300075, 90570.96449757,
       91818.60801502, 92942.443047  , 93954.75558776, 94866.61244486,
       95687.98222384, 96427.84430697, 97094.28701775, 97694.59604409,
       98235.33408695, 98722.41260513, 99161.15644053, 99556.36203042]), 3750: array([17720.13871438, 21453.93245666, 23319.00245548, 24250.62491257,
       24715.98031645, 24948.43032908, 25064.54160215, 25122.54042771,
       25151.51146279, 25165.98280537, 25173.21139612, 25176.82215468,
       25178.62576729, 25179.52669112, 25179.97671224, 25180.20150261,
       25180.3137878 , 25180.36987547, 25180.39789185, 25180.41188634,
       25180.41887673, 25180.42236851, 25180.42411269, 25180.42498393,
       25180.42541912, 25180.4256365 , 25180.42574509, 25180.42579933]), 3755: array([25946.01502917, 25946.59401878, 25947.01033264, 25947.3096769 ,
       25947.52491594, 25947.67968035, 25947.7909614 , 25947.87097638,
       25947.92850995, 25947.96987862, 25947.99962413, 25948.02101221,
       25948.03639098, 25948.04744886, 25948.05539986, 25948.06111691,
       25948.06522767, 25948.06818345, 25948.07030876, 25948.07183693,
       25948.07293574, 25948.07372582, 25948.07429392, 25948.0747024 ,
       25948.07499611, 25948.0752073 , 25948.07535916, 25948.07546835]), 3760: array([68709.39020538, 58287.09673415, 52714.20889902, 49734.33897801,
       48140.97750926, 47288.99375245, 46833.43088357, 46589.83759222,
       46459.58621388, 46389.93970816, 46352.69913673, 46332.78629047,
       46322.13872437, 46316.44538137, 46313.40110306, 46311.77330189,
       46310.90290293, 46310.4374933 , 46310.18863486, 46310.05556817,
       46309.98441629, 46309.94637078, 46309.92602753, 46309.91514982,
       46309.90933342, 46309.90622334, 46309.90456035, 46309.90367114]), 3765: array([126357.75048285, 118746.58397476, 112859.81774489, 108306.76840505,
       104785.26653431, 102061.60278724,  99955.01744966,  98325.70407011,
        97065.53101118,  96090.8651437 ,  95337.02141843,  94753.96995322,
        94303.01573063,  93954.23054955,  93684.46679871,  93475.82123344,
        93314.44680202,  93189.63366698,  93093.09843185,  93018.43440216,
        92960.68639624,  92916.02188776,  92881.47665479,  92854.75805513,
        92834.09287193,  92818.10963173,  92805.74758465,  92796.18630634]), 3770: array([77626.93636406, 73693.83707628, 70754.12429433, 68556.89747443,
       66914.62625403, 65687.14498676, 64769.68979253, 64083.95710082,
       63571.42054598, 63188.33582036, 62902.00715635, 62687.99678645,
       62528.03921258, 62408.48227031, 62319.12193496, 62252.33142172,
       62202.41024986, 62165.09771431, 62137.20924019, 62116.36458364,
       62100.78468117, 62089.139809  , 62080.43609292, 62073.93068241,
       62069.06834942, 62065.43410034, 62062.7177569 , 62060.68748282]), 3775: array([34414.55878178, 40574.21089871, 46042.53488369, 50897.12190209,
       55206.85468017, 59032.88489613, 62429.50087379, 65444.89789067,
       68121.86203063, 70498.37728434, 72608.16451191, 74481.159915  ,
       76143.93980778, 77620.09771358, 78930.57913829, 80093.97877038,
       81126.80432473, 82043.71077397, 82857.70829092, 83580.34685249,
       84221.88012478, 84791.41095436, 85297.02053042, 85745.88305047,
       86144.36751643, 86498.12810574, 86812.18439963, 87090.99260697]), 3780: array([11931.67852713, 11851.95016615, 11792.46795544, 11748.09060531,
       11714.98240068, 11690.28166458, 11671.85341181, 11658.10481343,
       11647.84752211, 11640.19495837, 11634.48567998, 11630.22621075,
       11627.04838742, 11624.67753776, 11622.90873959, 11621.58910848,
       11620.60458335, 11619.87006766, 11619.32207425, 11618.9132378 ,
       11618.60822092, 11618.38065977, 11618.21088529, 11618.0842232 ,
       11617.98972556, 11617.91922458, 11617.86662655, 11617.82738522]), 3785: array([1298.31634397, 2345.50536432, 3252.55074174, 4038.20767732,
       4718.72139339, 5308.16303997, 5818.72064743, 6260.95114141,
       6643.99863095, 6975.78348352, 7263.16609637, 7512.08875071,
       7727.69848168, 7914.4535049 , 8076.21540005, 8216.32895777,
       8337.69134066, 8442.81198865, 8533.86450733, 8612.73161209,
       8681.04405751, 8740.2143569 , 8791.46598912, 8835.85869682,
       8874.31039898, 8907.61617092, 8936.46468432, 8961.45244701]), 3790: array([2049.89089501, 2117.34223306, 2184.7935711 , 2252.24490915,
       2319.6962472 , 2387.14758524, 2454.59892329, 2522.05026133,
       2589.50159938, 2656.95293743, 2724.40427547, 2791.85561352,
       2859.30695157, 2926.75828961, 2994.20962766, 3061.66096571,
       3129.11230375, 3196.5636418 , 3264.01497985, 3331.46631789,
       3398.91765594, 3466.36899398, 3533.82033203, 3601.27167008,
       3668.72300812, 3736.17434617, 3803.62568422, 3871.07702226]), 3795: array([2874.08803676, 2520.08528685, 2225.5258145 , 1980.42804967,
       1776.48650317, 1606.7903233 , 1465.58911168, 1348.09806282,
       1250.33582406, 1168.98958178, 1101.30280192, 1044.98182089,
        998.11812151,  959.12366012,  926.67705349,  899.67880184,
        877.2140307 ,  858.52148909,  842.96775343,  830.0257631 ,
        819.25696018,  810.29642837,  802.84052718,  796.63660272,
        791.4744261 ,  787.17906959,  783.60497885,  780.6310407 ]), 3800: array([ 790.23649664,  909.04860926,  987.05809273, 1038.27744552,
       1071.90697341, 1093.98739974, 1108.48493383, 1118.0037036 ,
       1124.25352356, 1128.35702122, 1131.05128973, 1132.82028862,
       1133.98177532, 1134.74438257, 1135.24509412, 1135.57385058,
       1135.78970502, 1135.93143041, 1136.02448426, 1136.08558142,
       1136.1256965 , 1136.15203521, 1136.16932863, 1136.18068313,
       1136.18813825, 1136.19303311, 1136.19624698, 1136.19835714]), 3805: array([ 71.97530563,  78.0815375 ,  84.18776937,  90.29400124,
        96.40023311, 102.50646498, 108.61269685, 114.71892872,
       120.82516059, 126.93139245, 133.03762432, 139.14385619,
       145.25008806, 151.35631993, 157.4625518 , 163.56878367,
       169.67501554, 175.78124741, 181.88747928, 187.99371115,
       194.09994301, 200.20617488, 206.31240675, 212.41863862,
       218.52487049, 224.63110236, 230.73733423, 236.8435661 ]), 3810: array([  5.59599388,   9.56515521,  13.53431654,  17.50347786,
        21.47263919,  25.44180051,  29.41096184,  33.38012317,
        37.34928449,  41.31844582,  45.28760714,  49.25676847,
        53.2259298 ,  57.19509112,  61.16425245,  65.13341377,
        69.1025751 ,  73.07173643,  77.04089775,  81.01005908,
        84.9792204 ,  88.94838173,  92.91754306,  96.88670438,
       100.85586571, 104.82502703, 108.79418836, 112.76334969]), 3815: array([ 28.7160278 ,  35.6852994 ,  42.65457099,  49.62384258,
        56.59311417,  63.56238576,  70.53165735,  77.50092894,
        84.47020053,  91.43947212,  98.40874371, 105.3780153 ,
       112.34728689, 119.31655848, 126.28583007, 133.25510166,
       140.22437325, 147.19364484, 154.16291643, 161.13218802,
       168.10145961, 175.0707312 , 182.04000279, 189.00927438,
       195.97854597, 202.94781756, 209.91708915, 216.88636074]), 3820: array([ 24.93102386,  29.90593136,  34.88083886,  39.85574636,
        44.83065386,  49.80556136,  54.78046886,  59.75537635,
        64.73028385,  69.70519135,  74.68009885,  79.65500635,
        84.62991385,  89.60482135,  94.57972885,  99.55463635,
       104.52954385, 109.50445135, 114.47935885, 119.45426635,
       124.42917385, 129.40408135, 134.37898885, 139.35389635,
       144.32880385, 149.30371135, 154.27861885, 159.25352635]), 3825: array([ 8.02821341, 10.11944026, 12.21066712, 14.30189397, 16.39312083,
       18.48434769, 20.57557454, 22.6668014 , 24.75802825, 26.84925511,
       28.94048196, 31.03170882, 33.12293568, 35.21416253, 37.30538939,
       39.39661624, 41.4878431 , 43.57906995, 45.67029681, 47.76152367,
       49.85275052, 51.94397738, 54.03520423, 56.12643109, 58.21765794,
       60.3088848 , 62.40011165, 64.49133851]), 3830: array([143.74241352, 147.03921628, 150.33601904, 153.6328218 ,
       156.92962456, 160.22642732, 163.52323008, 166.82003284,
       170.1168356 , 173.41363836, 176.71044112, 180.00724388,
       183.30404665, 186.60084941, 189.89765217, 193.19445493,
       196.49125769, 199.78806045, 203.08486321, 206.38166597,
       209.67846873, 212.97527149, 216.27207425, 219.56887701,
       222.86567977, 226.16248254, 229.4592853 , 232.75608806]), 3835: array([ 36.8418606 ,  39.22382008,  41.60577956,  43.98773904,
        46.36969852,  48.751658  ,  51.13361749,  53.51557697,
        55.89753645,  58.27949593,  60.66145541,  63.04341489,
        65.42537438,  67.80733386,  70.18929334,  72.57125282,
        74.9532123 ,  77.33517178,  79.71713127,  82.09909075,
        84.48105023,  86.86300971,  89.24496919,  91.62692867,
        94.00888816,  96.39084764,  98.77280712, 101.1547666 ]), 3840: array([ 56.73680426,  60.46525612,  64.19370798,  67.92215984,
        71.6506117 ,  75.37906355,  79.10751541,  82.83596727,
        86.56441913,  90.29287098,  94.02132284,  97.7497747 ,
       101.47822656, 105.20667842, 108.93513027, 112.66358213,
       116.39203399, 120.12048585, 123.8489377 , 127.57738956,
       131.30584142, 135.03429328, 138.76274514, 142.49119699,
       146.21964885, 149.94810071, 153.67655257, 157.40500443]), 3845: array([93.44419867, 74.03363948, 68.86332733, 67.4861322 , 67.1192943 ,
       67.02158117, 66.99555372, 66.98862089, 66.98677422, 66.98628233,
       66.98615131, 66.98611641, 66.98610712, 66.98610464, 66.98610398,
       66.9861038 , 66.98610376, 66.98610375, 66.98610374, 66.98610374,
       66.98610374, 66.98610374, 66.98610374, 66.98610374, 66.98610374,
       66.98610374, 66.98610374, 66.98610374]), 3850: array([ 43.69567706,  53.74923328,  63.12205611,  71.86023851,
        80.00675241,  87.60166011,  94.68231126, 101.28352653,
       107.43776885, 113.17530309, 118.52434484, 123.5111992 ,
       128.16039014, 132.49478108, 136.53568736, 140.30298102,
       143.81518857, 147.08958207, 150.14226408, 152.98824684,
       155.64152609, 158.11514994, 160.42128298, 162.57126612,
       164.57567238, 166.44435889, 168.18651531, 169.8107091 ]), 3855: array([ 77.98294542,  82.75685295,  87.53076047,  92.304668  ,
        97.07857553, 101.85248306, 106.62639059, 111.40029812,
       116.17420565, 120.94811318, 125.72202071, 130.49592824,
       135.26983577, 140.04374329, 144.81765082, 149.59155835,
       154.36546588, 159.13937341, 163.91328094, 168.68718847,
       173.461096  , 178.23500353, 183.00891106, 187.78281859,
       192.55672611, 197.33063364, 202.10454117, 206.8784487 ]), 3860: array([322.93822315, 328.24868283, 333.55914251, 338.86960219,
       344.18006187, 349.49052154, 354.80098122, 360.1114409 ,
       365.42190058, 370.73236026, 376.04281994, 381.35327962,
       386.6637393 , 391.97419898, 397.28465866, 402.59511834,
       407.90557802, 413.21603769, 418.52649737, 423.83695705,
       429.14741673, 434.45787641, 439.76833609, 445.07879577,
       450.38925545, 455.69971513, 461.01017481, 466.32063449]), 3865: array([ 2.18635846,  3.10510028,  4.02384209,  4.9425839 ,  5.86132571,
        6.78006753,  7.69880934,  8.61755115,  9.53629297, 10.45503478,
       11.37377659, 12.2925184 , 13.21126022, 14.13000203, 15.04874384,
       15.96748565, 16.88622747, 17.80496928, 18.72371109, 19.6424529 ,
       20.56119472, 21.47993653, 22.39867834, 23.31742015, 24.23616197,
       25.15490378, 26.07364559, 26.99238741]), 3870: array([ 4.87767502,  5.45949051,  6.04130599,  6.62312148,  7.20493696,
        7.78675244,  8.36856793,  8.95038341,  9.5321989 , 10.11401438,
       10.69582986, 11.27764535, 11.85946083, 12.44127632, 13.0230918 ,
       13.60490728, 14.18672277, 14.76853825, 15.35035374, 15.93216922,
       16.51398471, 17.09580019, 17.67761567, 18.25943116, 18.84124664,
       19.42306213, 20.00487761, 20.58669309]), 3875: array([62.77851375, 63.85241311, 64.92631246, 66.00021181, 67.07411117,
       68.14801052, 69.22190988, 70.29580923, 71.36970858, 72.44360794,
       73.51750729, 74.59140665, 75.665306  , 76.73920535, 77.81310471,
       78.88700406, 79.96090342, 81.03480277, 82.10870213, 83.18260148,
       84.25650083, 85.33040019, 86.40429954, 87.4781989 , 88.55209825,
       89.6259976 , 90.69989696, 91.77379631]), 3880: array([226.19663967, 226.47709243, 226.75754519, 227.03799796,
       227.31845072, 227.59890348, 227.87935624, 228.15980901,
       228.44026177, 228.72071453, 229.0011673 , 229.28162006,
       229.56207282, 229.84252558, 230.12297835, 230.40343111,
       230.68388387, 230.96433664, 231.2447894 , 231.52524216,
       231.80569492, 232.08614769, 232.36660045, 232.64705321,
       232.92750598, 233.20795874, 233.4884115 , 233.76886426]), 3885: array([10.8551044 , 13.87764883, 16.44058508, 18.61380118, 20.45655798,
       22.01910514, 23.34405134, 24.46752619, 25.42016543, 26.22794632,
       26.91289603, 27.49369227, 27.98617261, 28.40376639, 28.75786084,
       29.05811169, 29.31270638, 29.5285874 , 29.71164154, 29.86686047,
       29.9984768 , 30.11007955, 30.20471199, 30.28495461, 30.35299554,
       30.41069016, 30.45961174, 30.5010943 ]), 3890: array([ 69.40634277,  75.69990892,  81.99347507,  88.28704123,
        94.58060738, 100.87417353, 107.16773968, 113.46130584,
       119.75487199, 126.04843814, 132.34200429, 138.63557045,
       144.9291366 , 151.22270275, 157.5162689 , 163.80983506,
       170.10340121, 176.39696736, 182.69053351, 188.98409967,
       195.27766582, 201.57123197, 207.86479812, 214.15836428,
       220.45193043, 226.74549658, 233.03906273, 239.33262889]), 3895: array([665.46306304, 674.90935962, 684.35565621, 693.80195279,
       703.24824938, 712.69454596, 722.14084255, 731.58713913,
       741.03343572, 750.4797323 , 759.92602889, 769.37232547,
       778.81862206, 788.26491864, 797.71121523, 807.15751181,
       816.6038084 , 826.05010498, 835.49640157, 844.94269815,
       854.38899474, 863.83529132, 873.28158791, 882.72788449,
       892.17418108, 901.62047766, 911.06677425, 920.51307083]), 3900: array([ 36.74392738,  51.50830127,  64.73498198,  76.58411854,
        87.19918065,  96.7086958 , 105.22780547, 112.85965931,
       119.69666403, 125.82160228, 131.30863499, 136.22419932,
       140.62781307, 144.57279533, 148.10691205, 151.27295443,
       154.10925701, 156.65016181, 158.92643419, 160.96563532,
       162.79245592, 164.42901517, 165.89512859, 167.20854792,
       168.38517608, 169.43925972, 170.38356172, 171.22951571]), 3905: array([ 62.20972375,  73.74259198,  85.27546021,  96.80832844,
       108.34119667, 119.8740649 , 131.40693313, 142.93980136,
       154.47266959, 166.00553783, 177.53840606, 189.07127429,
       200.60414252, 212.13701075, 223.66987898, 235.20274721,
       246.73561544, 258.26848367, 269.8013519 , 281.33422013,
       292.86708836, 304.39995659, 315.93282482, 327.46569305,
       338.99856129, 350.53142952, 362.06429775, 373.59716598]), 3910: array([ 57.36660903,  59.58818336,  61.80975769,  64.03133203,
        66.25290636,  68.47448069,  70.69605502,  72.91762935,
        75.13920368,  77.36077801,  79.58235234,  81.80392667,
        84.025501  ,  86.24707533,  88.46864966,  90.69022399,
        92.91179832,  95.13337265,  97.35494699,  99.57652132,
       101.79809565, 104.01966998, 106.24124431, 108.46281864,
       110.68439297, 112.9059673 , 115.12754163, 117.34911596]), 3915: array([ 19.17734457,  22.36591054,  25.55447651,  28.74304247,
        31.93160844,  35.12017441,  38.30874038,  41.49730635,
        44.68587232,  47.87443829,  51.06300426,  54.25157023,
        57.4401362 ,  60.62870217,  63.81726814,  67.00583411,
        70.19440007,  73.38296604,  76.57153201,  79.76009798,
        82.94866395,  86.13722992,  89.32579589,  92.51436186,
        95.70292783,  98.8914938 , 102.08005977, 105.26862574]), 3920: array([ 8.56755356, 12.73727242, 15.56862109, 17.49118122, 18.79665007,
       19.68309771, 20.28501895, 20.69373929, 20.97127114, 21.15972256,
       21.28768602, 21.37457657, 21.43357754, 21.47364075, 21.50084472,
       21.51931693, 21.53186005, 21.54037715, 21.54616049, 21.55008753,
       21.55275409, 21.55456476, 21.55579425, 21.5566291 , 21.55719599,
       21.55758093, 21.55784231, 21.55801979]), 3925: array([237.11895176, 210.87585053, 188.74023534, 170.06921564,
       154.32052407, 141.03676718, 129.83214132, 120.38122757,
       112.40954052, 105.68555636, 100.01398864,  95.23011651,
        91.1950007 ,  87.79144828,  84.92060896,  82.49910421,
        80.45660561,  78.73379235,  77.28062829,  76.0549088 ,
        75.02103501,  74.14897982,  73.41341591,  72.79298011,
        72.26965293,  71.82823524,  71.45590683,  71.14185407]), 3930: array([540.60267746, 545.38226727, 550.09251304, 554.73442084,
       559.30898214, 563.81717402, 568.25995941, 572.63828723,
       576.95309267, 581.20529733, 585.39580945, 589.52552407,
       593.59532329, 597.60607637, 601.55863997, 605.45385832,
       609.29256343, 613.07557519, 616.80370163, 620.47773904,
       624.09847217, 627.66667438, 631.1831078 , 634.64852352,
       638.06366171, 641.42925183, 644.74601273, 648.01465285]), 3935: array([144.54435586, 157.28290668, 170.0214575 , 182.76000832,
       195.49855913, 208.23710995, 220.97566077, 233.71421159,
       246.45276241, 259.19131323, 271.92986405, 284.66841487,
       297.40696569, 310.14551651, 322.88406733, 335.62261815,
       348.36116897, 361.09971979, 373.83827061, 386.57682142,
       399.31537224, 412.05392306, 424.79247388, 437.5310247 ,
       450.26957552, 463.00812634, 475.74667716, 488.48522798]), 3940: array([ 50.35524333,  54.75771599,  59.16018865,  63.56266132,
        67.96513398,  72.36760664,  76.77007931,  81.17255197,
        85.57502463,  89.9774973 ,  94.37996996,  98.78244262,
       103.18491529, 107.58738795, 111.98986061, 116.39233327,
       120.79480594, 125.1972786 , 129.59975126, 134.00222393,
       138.40469659, 142.80716925, 147.20964192, 151.61211458,
       156.01458724, 160.41705991, 164.81953257, 169.22200523]), 3945: array([20.52610625, 20.52610633, 20.52610637, 20.52610639, 20.5261064 ,
       20.5261064 , 20.52610641, 20.52610641, 20.52610641, 20.52610641,
       20.52610641, 20.52610641, 20.52610641, 20.52610641, 20.52610641,
       20.52610641, 20.52610641, 20.52610641, 20.52610641, 20.52610641,
       20.52610641, 20.52610641, 20.52610641, 20.52610641, 20.52610641,
       20.52610641, 20.52610641, 20.52610641]), 3950: array([45.06833722, 46.31172534, 47.55511346, 48.79850158, 50.04188969,
       51.28527781, 52.52866593, 53.77205405, 55.01544217, 56.25883029,
       57.5022184 , 58.74560652, 59.98899464, 61.23238276, 62.47577088,
       63.719159  , 64.96254711, 66.20593523, 67.44932335, 68.69271147,
       69.93609959, 71.1794877 , 72.42287582, 73.66626394, 74.90965206,
       76.15304018, 77.3964283 , 78.63981641]), 3955: array([ 19.59775081,  24.19741783,  28.79708485,  33.39675187,
        37.99641889,  42.59608591,  47.19575293,  51.79541995,
        56.39508697,  60.99475399,  65.59442101,  70.19408803,
        74.79375505,  79.39342207,  83.99308909,  88.59275611,
        93.19242313,  97.79209015, 102.39175717, 106.99142419,
       111.59109121, 116.19075823, 120.79042525, 125.39009227,
       129.9897593 , 134.58942632, 139.18909334, 143.78876036]), 3960: array([30.90272849, 35.18213637, 35.80224465, 35.89210154, 35.90512227,
       35.90700904, 35.90728244, 35.90732206, 35.9073278 , 35.90732863,
       35.90732875, 35.90732877, 35.90732877, 35.90732878, 35.90732878,
       35.90732878, 35.90732878, 35.90732878, 35.90732878, 35.90732878,
       35.90732878, 35.90732878, 35.90732878, 35.90732878, 35.90732878,
       35.90732878, 35.90732878, 35.90732878]), 3965: array([425.0295054 , 439.46181742, 453.89412944, 468.32644146,
       482.75875348, 497.19106549, 511.62337751, 526.05568953,
       540.48800155, 554.92031357, 569.35262559, 583.78493761,
       598.21724962, 612.64956164, 627.08187366, 641.51418568,
       655.9464977 , 670.37880972, 684.81112174, 699.24343375,
       713.67574577, 728.10805779, 742.54036981, 756.97268183,
       771.40499385, 785.83730587, 800.26961788, 814.7019299 ]), 3970: array([106.90902225, 162.47984296, 191.36530231, 206.37983243,
       214.18431677, 218.24105215, 220.34972472, 221.44580311,
       222.01553966, 222.31168613, 222.46562171, 222.54563672,
       222.58722816, 222.6088472 , 222.62008468, 222.62592587,
       222.6289621 , 222.63054031, 222.63136066, 222.63178707,
       222.63200872, 222.63212393, 222.63218382, 222.63221495,
       222.63223113, 222.63223954, 222.63224391, 222.63224618]), 3975: array([2701.32481923, 2331.61643992, 2038.78938941, 1806.85609736,
       1623.15362908, 1477.65232326, 1362.40819949, 1271.12923817,
       1198.83185322, 1141.56880164, 1096.21367464, 1060.29020412,
       1031.83706509, 1009.3007926 ,  991.4509667 ,  977.31303485,
        966.11510396,  957.24579707,  950.22087385,  944.65679238,
        940.24976873,  936.75919128,  933.99448385,  931.80470086,
        930.07028604,  928.69654499,  927.60847514,  926.7466708 ]), 3980: array([ 75.34883388, 140.43791503, 201.60627898, 259.09009473,
       313.11130536, 363.87848495, 411.58764389, 456.42298564,
       498.55761794, 538.15422121, 575.36567661, 610.33565631,
       643.19917823, 674.08312733, 703.10674551, 730.38209197,
       756.01447593, 780.10286315, 802.74025809, 824.01406297,
       844.00641524, 862.79450471, 880.45087155, 897.04368641,
       912.63701359, 927.29105841, 941.06239963, 954.00420795]), 3985: array([ 866.74871716, 1276.44820914, 1565.02933521, 1768.29799421,
       1911.47488278, 2012.32477041, 2083.36067528, 2133.39642543,
       2168.64024049, 2193.46502069, 2210.95091746, 2223.2675053 ,
       2231.94297319, 2238.05373569, 2242.35798981, 2245.38978879,
       2247.52530513, 2249.02950449, 2250.08902141, 2250.83531617,
       2251.36098581, 2251.73125314, 2251.99205932, 2252.17576407,
       2252.30516068, 2252.39630411, 2252.46050306, 2252.50572304]), 3990: array([ 837.71290367, 1230.88163167, 1498.11431784, 1679.7495891 ,
       1803.20518967, 1887.11667453, 1944.15043612, 1982.91568937,
       2009.26402793, 2027.17271901, 2039.34506966, 2047.61848952,
       2053.24184675, 2057.06398405, 2059.66185093, 2061.42759397,
       2062.62775111, 2063.44348541, 2063.99793151, 2064.37478274,
       2064.6309246 , 2064.80502155, 2064.92335343, 2065.00378238,
       2065.05844909, 2065.09560549, 2065.12086031, 2065.13802574]), 3995: array([ 936.30973352, 1389.84070072, 1690.69408219, 1890.26757041,
       2022.6562343 , 2110.47730955, 2168.7341197 , 2207.37923898,
       2233.01478684, 2250.02033181, 2261.30109559, 2268.78428015,
       2273.74831026, 2277.04123919, 2279.22562984, 2280.67466279,
       2281.63589034, 2282.2735283 , 2282.69651052, 2282.97709915,
       2283.16322985, 2283.28670114, 2283.3686068 , 2283.42293957,
       2283.45898165, 2283.48289045, 2283.49875054, 2283.50927146]), 4000: array([1401.60533264, 1907.40276983, 2267.29991797, 2523.38258607,
       2705.59668041, 2835.25003189, 2927.50410045, 2993.14693241,
       3039.85469777, 3073.08932949, 3096.73723337, 3113.56375826,
       3125.53657163, 3134.05575554, 3140.11753001, 3144.43074947,
       3147.49979503, 3149.68355608, 3151.23739823, 3152.34302534,
       3153.12972771, 3153.68950109, 3154.0878045 , 3154.37121491,
       3154.57287389, 3154.71636314, 3154.81846206, 3154.89110994]), 4005: array([1509.92021242, 1526.52411099, 1543.12800957, 1559.73190815,
       1576.33580673, 1592.9397053 , 1609.54360388, 1626.14750246,
       1642.75140103, 1659.35529961, 1675.95919819, 1692.56309676,
       1709.16699534, 1725.77089392, 1742.3747925 , 1758.97869107,
       1775.58258965, 1792.18648823, 1808.7903868 , 1825.39428538,
       1841.99818396, 1858.60208254, 1875.20598111, 1891.80987969,
       1908.41377827, 1925.01767684, 1941.62157542, 1958.225474  ]), 4010: array([606.77346891, 617.66870893, 628.56394894, 639.45918896,
       650.35442897, 661.24966899, 672.144909  , 683.04014902,
       693.93538903, 704.83062905, 715.72586906, 726.62110908,
       737.51634909, 748.41158911, 759.30682912, 770.20206914,
       781.09730915, 791.99254917, 802.88778918, 813.7830292 ,
       824.67826921, 835.57350923, 846.46874924, 857.36398926,
       868.25922927, 879.15446929, 890.0497093 , 900.94494932]), 4015: array([21.67832591, 23.28782469, 24.89732347, 26.50682224, 28.11632102,
       29.7258198 , 31.33531858, 32.94481735, 34.55431613, 36.16381491,
       37.77331369, 39.38281246, 40.99231124, 42.60181002, 44.2113088 ,
       45.82080757, 47.43030635, 49.03980513, 50.64930391, 52.25880268,
       53.86830146, 55.47780024, 57.08729902, 58.69679779, 60.30629657,
       61.91579535, 63.52529413, 65.1347929 ]), 4020: array([146.37978386, 147.84243775, 149.30509164, 150.76774553,
       152.23039942, 153.69305331, 155.1557072 , 156.61836109,
       158.08101498, 159.54366887, 161.00632276, 162.46897665,
       163.93163054, 165.39428443, 166.85693832, 168.3195922 ,
       169.78224609, 171.24489998, 172.70755387, 174.17020776,
       175.63286164, 177.09551553, 178.55816942, 180.02082331,
       181.48347719, 182.94613108, 184.40878497, 185.87143885]), 4025: array([250.32850624, 251.60636734, 252.88422843, 254.16208953,
       255.43995063, 256.71781173, 257.99567282, 259.27353392,
       260.55139502, 261.82925612, 263.10711721, 264.38497831,
       265.66283941, 266.9407005 , 268.2185616 , 269.4964227 ,
       270.7742838 , 272.05214489, 273.33000599, 274.60786709,
       275.88572819, 277.16358928, 278.44145038, 279.71931148,
       280.99717258, 282.27503367, 283.55289477, 284.83075587]), 4030: array([0.22321441, 0.25350608, 0.28300909, 0.31174397, 0.33973072,
       0.36698882, 0.39353724, 0.41939446, 0.44457847, 0.4691068 ,
       0.49299652, 0.51626426, 0.53892622, 0.56099815, 0.58249543,
       0.60343301, 0.62382548, 0.64368701, 0.66303144, 0.68187222,
       0.70022248, 0.71809497, 0.73550215, 0.75245612, 0.76896868,
       0.78505133, 0.80071526, 0.81597137]), 4035: array([10.6318846 , 11.03519811, 11.43851163, 11.84182514, 12.24513866,
       12.64845218, 13.05176569, 13.45507921, 13.85839273, 14.26170624,
       14.66501976, 15.06833327, 15.47164679, 15.87496031, 16.27827382,
       16.68158734, 17.08490085, 17.48821437, 17.89152789, 18.2948414 ,
       18.69815492, 19.10146844, 19.50478195, 19.90809547, 20.31140898,
       20.7147225 , 21.11803602, 21.52134953]), 4040: array([38.68475853, 39.15709795, 39.62943737, 40.10177679, 40.57411621,
       41.04645563, 41.51879505, 41.99113447, 42.46347389, 42.93581331,
       43.40815273, 43.88049215, 44.35283157, 44.82517099, 45.29751041,
       45.76984983, 46.24218925, 46.71452867, 47.18686809, 47.65920751,
       48.13154693, 48.60388635, 49.07622577, 49.54856519, 50.02090461,
       50.49324403, 50.96558345, 51.43792287]), 4045: array([35.61654907, 36.45808678, 37.29962448, 38.14116219, 38.9826999 ,
       39.82423761, 40.66577531, 41.50731302, 42.34885073, 43.19038844,
       44.03192614, 44.87346385, 45.71500156, 46.55653927, 47.39807697,
       48.23961468, 49.08115239, 49.9226901 , 50.7642278 , 51.60576551,
       52.44730322, 53.28884093, 54.13037863, 54.97191634, 55.81345405,
       56.65499176, 57.49652946, 58.33806717]), 4050: array([17.71348452, 18.08787516, 18.46226581, 18.83665645, 19.2110471 ,
       19.58543774, 19.95982839, 20.33421903, 20.70860967, 21.08300032,
       21.45739096, 21.83178161, 22.20617225, 22.5805629 , 22.95495354,
       23.32934419, 23.70373483, 24.07812548, 24.45251612, 24.82690677,
       25.20129741, 25.57568806, 25.9500787 , 26.32446935, 26.69885999,
       27.07325064, 27.44764128, 27.82203193]), 4055: array([ 5.82433878,  5.9791394 ,  6.13394002,  6.28874064,  6.44354126,
        6.59834188,  6.7531425 ,  6.90794312,  7.06274374,  7.21754436,
        7.37234498,  7.52714561,  7.68194623,  7.83674685,  7.99154747,
        8.14634809,  8.30114871,  8.45594933,  8.61074995,  8.76555057,
        8.92035119,  9.07515181,  9.22995243,  9.38475305,  9.53955367,
        9.69435429,  9.84915491, 10.00395553]), 4060: array([11.79007343, 11.92294928, 12.05582512, 12.18870096, 12.3215768 ,
       12.45445265, 12.58732849, 12.72020433, 12.85308018, 12.98595602,
       13.11883186, 13.25170771, 13.38458355, 13.51745939, 13.65033523,
       13.78321108, 13.91608692, 14.04896276, 14.18183861, 14.31471445,
       14.44759029, 14.58046613, 14.71334198, 14.84621782, 14.97909366,
       15.11196951, 15.24484535, 15.37772119]), 4065: array([ 8.15867617,  8.39737039,  8.63606462,  8.87475884,  9.11345306,
        9.35214729,  9.59084151,  9.82953573, 10.06822995, 10.30692418,
       10.5456184 , 10.78431262, 11.02300685, 11.26170107, 11.50039529,
       11.73908951, 11.97778374, 12.21647796, 12.45517218, 12.69386641,
       12.93256063, 13.17125485, 13.40994908, 13.6486433 , 13.88733752,
       14.12603174, 14.36472597, 14.60342019]), 4070: array([10.39374423, 10.6225614 , 10.85137857, 11.08019574, 11.3090129 ,
       11.53783007, 11.76664724, 11.99546441, 12.22428158, 12.45309874,
       12.68191591, 12.91073308, 13.13955025, 13.36836741, 13.59718458,
       13.82600175, 14.05481892, 14.28363609, 14.51245325, 14.74127042,
       14.97008759, 15.19890476, 15.42772193, 15.65653909, 15.88535626,
       16.11417343, 16.3429906 , 16.57180776]), 4075: array([0.59358594, 0.61854626, 0.64350658, 0.6684669 , 0.69342722,
       0.71838754, 0.74334786, 0.76830818, 0.7932685 , 0.81822882,
       0.84318914, 0.86814946, 0.89310978, 0.9180701 , 0.94303042,
       0.96799074, 0.99295106, 1.01791139, 1.04287171, 1.06783203,
       1.09279235, 1.11775267, 1.14271299, 1.16767331, 1.19263363,
       1.21759395, 1.24255427, 1.26751459]), 4080: array([0.02826952, 0.0326596 , 0.03704967, 0.04143975, 0.04582983,
       0.0502199 , 0.05460998, 0.05900005, 0.06339013, 0.06778021,
       0.07217028, 0.07656036, 0.08095044, 0.08534051, 0.08973059,
       0.09412067, 0.09851074, 0.10290082, 0.1072909 , 0.11168097,
       0.11607105, 0.12046113, 0.1248512 , 0.12924128, 0.13363136,
       0.13802143, 0.14241151, 0.14680159]), 4085: array([0.00327386, 0.00614927, 0.00902469, 0.0119001 , 0.01477552,
       0.01765093, 0.02052635, 0.02340176, 0.02627718, 0.02915259,
       0.03202801, 0.03490342, 0.03777884, 0.04065425, 0.04352967,
       0.04640509, 0.0492805 , 0.05215592, 0.05503133, 0.05790675,
       0.06078216, 0.06365758, 0.06653299, 0.06940841, 0.07228382,
       0.07515924, 0.07803465, 0.08091007]), 4090: array([0.00402552, 0.00740271, 0.01039751, 0.01305323, 0.01540825,
       0.01749662, 0.01934854, 0.02099077, 0.02244706, 0.02373846,
       0.02488364, 0.02589916, 0.02679969, 0.02759826, 0.02830642,
       0.02893439, 0.02949126, 0.02998508, 0.03042298, 0.0308113 ,
       0.03115566, 0.03146102, 0.03173181, 0.03197194, 0.03218488,
       0.03237371, 0.03254116, 0.03268965]), 4095: array([0.0094181 , 0.00837753, 0.00779654, 0.00747215, 0.00729103,
       0.0071899 , 0.00713344, 0.00710191, 0.00708431, 0.00707448,
       0.00706899, 0.00706593, 0.00706422, 0.00706326, 0.00706273,
       0.00706243, 0.00706227, 0.00706217, 0.00706212, 0.00706209,
       0.00706208, 0.00706207, 0.00706206, 0.00706206, 0.00706206,
       0.00706206, 0.00706206, 0.00706206]), 4100: array([0.07965626, 0.07836196, 0.07714878, 0.07601163, 0.07494576,
       0.0739467 , 0.07301025, 0.07213249, 0.07130975, 0.07053858,
       0.06981574, 0.0691382 , 0.06850313, 0.06790786, 0.06734991,
       0.06682692, 0.06633671, 0.06587723, 0.06544655, 0.06504285,
       0.06466447, 0.06430979, 0.06397735, 0.06366574, 0.06337367,
       0.06309989, 0.06284328, 0.06260276]), 4105: array([0.00838746, 0.01092007, 0.01245747, 0.01339074, 0.01395726,
       0.01430117, 0.01450994, 0.01463667, 0.0147136 , 0.01476029,
       0.01478864, 0.01480585, 0.0148163 , 0.01482264, 0.01482649,
       0.01482883, 0.01483024, 0.01483111, 0.01483163, 0.01483195,
       0.01483214, 0.01483225, 0.01483233, 0.01483237, 0.0148324 ,
       0.01483241, 0.01483242, 0.01483243]), 4110: array([0.44582492, 0.2575261 , 0.16661281, 0.12271861, 0.10152588,
       0.09129374, 0.08635351, 0.08396831, 0.0828167 , 0.08226068,
       0.08199223, 0.08186262, 0.08180004, 0.08176983, 0.08175524,
       0.08174819, 0.08174479, 0.08174315, 0.08174236, 0.08174198,
       0.08174179, 0.0817417 , 0.08174166, 0.08174164, 0.08174163,
       0.08174162, 0.08174162, 0.08174162]), 4115: array([1.1757286 , 1.05122162, 0.94502959, 0.85445838, 0.77721017,
       0.71132516, 0.65513181, 0.6072045 , 0.56632728, 0.53146309,
       0.50172742, 0.47636585, 0.45473497, 0.43628598, 0.42055084,
       0.40713033, 0.39568397, 0.38592137, 0.37759485, 0.37049316,
       0.36443612, 0.35927008, 0.35486395, 0.35110597, 0.34790079,
       0.34516708, 0.34283551, 0.34084691]), 4120: array([0.01569777, 0.02675943, 0.03782108, 0.04888274, 0.0599444 ,
       0.07100605, 0.08206771, 0.09312937, 0.10419103, 0.11525268,
       0.12631434, 0.137376  , 0.14843765, 0.15949931, 0.17056097,
       0.18162262, 0.19268428, 0.20374594, 0.2148076 , 0.22586925,
       0.23693091, 0.24799257, 0.25905422, 0.27011588, 0.28117754,
       0.2922392 , 0.30330085, 0.31436251]), 4125: array([0.33083786, 0.33602671, 0.34058143, 0.34457952, 0.34808901,
       0.3511696 , 0.35387371, 0.35624736, 0.35833093, 0.36015986,
       0.36176528, 0.3631745 , 0.3644115 , 0.36549733, 0.36645046,
       0.36728711, 0.36802151, 0.36866617, 0.36923203, 0.36972875,
       0.37016476, 0.37054749, 0.37088344, 0.37117834, 0.37143719,
       0.37166442, 0.37186387, 0.37203895]), 4130: array([1.71703502, 1.7528748 , 1.78871459, 1.82455437, 1.86039415,
       1.89623394, 1.93207372, 1.96791351, 2.00375329, 2.03959307,
       2.07543286, 2.11127264, 2.14711243, 2.18295221, 2.21879199,
       2.25463178, 2.29047156, 2.32631135, 2.36215113, 2.39799091,
       2.4338307 , 2.46967048, 2.50551026, 2.54135005, 2.57718983,
       2.61302962, 2.6488694 , 2.68470918]), 4135: array([0.59978506, 0.62785922, 0.65593338, 0.68400754, 0.7120817 ,
       0.74015587, 0.76823003, 0.79630419, 0.82437835, 0.85245251,
       0.88052668, 0.90860084, 0.936675  , 0.96474916, 0.99282332,
       1.02089748, 1.04897165, 1.07704581, 1.10511997, 1.13319413,
       1.16126829, 1.18934246, 1.21741662, 1.24549078, 1.27356494,
       1.3016391 , 1.32971327, 1.35778743]), 4140: array([0.16413383, 0.16910183, 0.17406983, 0.17903783, 0.18400583,
       0.18897383, 0.19394183, 0.19890984, 0.20387784, 0.20884584,
       0.21381384, 0.21878184, 0.22374984, 0.22871784, 0.23368584,
       0.23865385, 0.24362185, 0.24858985, 0.25355785, 0.25852585,
       0.26349385, 0.26846185, 0.27342985, 0.27839786, 0.28336586,
       0.28833386, 0.29330186, 0.29826986]), 4145: array([0.04317239, 0.04844806, 0.05372373, 0.0589994 , 0.06427506,
       0.06955073, 0.0748264 , 0.08010207, 0.08537774, 0.0906534 ,
       0.09592907, 0.10120474, 0.10648041, 0.11175607, 0.11703174,
       0.12230741, 0.12758308, 0.13285875, 0.13813441, 0.14341008,
       0.14868575, 0.15396142, 0.15923708, 0.16451275, 0.16978842,
       0.17506409, 0.18033976, 0.18561542]), 4150: array([0.48709891, 0.49351757, 0.49993623, 0.5063549 , 0.51277356,
       0.51919222, 0.52561089, 0.53202955, 0.53844821, 0.54486688,
       0.55128554, 0.5577042 , 0.56412287, 0.57054153, 0.57696019,
       0.58337885, 0.58979752, 0.59621618, 0.60263484, 0.60905351,
       0.61547217, 0.62189083, 0.6283095 , 0.63472816, 0.64114682,
       0.64756549, 0.65398415, 0.66040281]), 4155: array([1.03803553, 1.0654966 , 1.09295767, 1.12041874, 1.14787981,
       1.17534088, 1.20280196, 1.23026303, 1.2577241 , 1.28518517,
       1.31264624, 1.34010731, 1.36756839, 1.39502946, 1.42249053,
       1.4499516 , 1.47741267, 1.50487374, 1.53233482, 1.55979589,
       1.58725696, 1.61471803, 1.6421791 , 1.66964017, 1.69710125,
       1.72456232, 1.75202339, 1.77948446]), 4160: array([0.02755649, 0.03654347, 0.04553046, 0.05451744, 0.06350442,
       0.0724914 , 0.08147838, 0.09046537, 0.09945235, 0.10843933,
       0.11742631, 0.12641329, 0.13540028, 0.14438726, 0.15337424,
       0.16236122, 0.1713482 , 0.18033519, 0.18932217, 0.19830915,
       0.20729613, 0.21628311, 0.2252701 , 0.23425708, 0.24324406,
       0.25223104, 0.26121802, 0.27020501]), 4165: array([0.00717625, 0.01357913, 0.01937223, 0.02461362, 0.02935584,
       0.03364644, 0.03752842, 0.0410407 , 0.04421849, 0.04709364,
       0.04969497, 0.05204857, 0.05417802, 0.05610467, 0.05784783,
       0.05942499, 0.06085194, 0.062143  , 0.0633111 , 0.06436796,
       0.06532417, 0.06618931, 0.06697207, 0.06768027, 0.06832103,
       0.06890077, 0.06942529, 0.06989987]), 4170: array([0.9519423 , 0.97386166, 0.99578101, 1.01770036, 1.03961972,
       1.06153907, 1.08345842, 1.10537777, 1.12729713, 1.14921648,
       1.17113583, 1.19305519, 1.21497454, 1.23689389, 1.25881325,
       1.2807326 , 1.30265195, 1.32457131, 1.34649066, 1.36841001,
       1.39032937, 1.41224872, 1.43416807, 1.45608743, 1.47800678,
       1.49992613, 1.52184548, 1.54376484]), 4175: array([0.15774981, 0.16661217, 0.17547453, 0.18433689, 0.19319925,
       0.20206161, 0.21092397, 0.21978632, 0.22864868, 0.23751104,
       0.2463734 , 0.25523576, 0.26409812, 0.27296048, 0.28182284,
       0.2906852 , 0.29954756, 0.30840991, 0.31727227, 0.32613463,
       0.33499699, 0.34385935, 0.35272171, 0.36158407, 0.37044643,
       0.37930879, 0.38817115, 0.3970335 ]), 4180: array([0.01409238, 0.01931975, 0.02454711, 0.02977448, 0.03500184,
       0.04022921, 0.04545657, 0.05068394, 0.05591131, 0.06113867,
       0.06636604, 0.0715934 , 0.07682077, 0.08204813, 0.0872755 ,
       0.09250287, 0.09773023, 0.1029576 , 0.10818496, 0.11341233,
       0.11863969, 0.12386706, 0.12909443, 0.13432179, 0.13954916,
       0.14477652, 0.15000389, 0.15523125]), 4185: array([0.01459579, 0.02016686, 0.02573794, 0.03130901, 0.03688009,
       0.04245117, 0.04802224, 0.05359332, 0.0591644 , 0.06473547,
       0.07030655, 0.07587763, 0.0814487 , 0.08701978, 0.09259086,
       0.09816193, 0.10373301, 0.10930409, 0.11487516, 0.12044624,
       0.12601732, 0.13158839, 0.13715947, 0.14273054, 0.14830162,
       0.1538727 , 0.15944377, 0.16501485]), 4190: array([0.73049312, 0.74706393, 0.76363474, 0.78020554, 0.79677635,
       0.81334716, 0.82991797, 0.84648878, 0.86305959, 0.8796304 ,
       0.8962012 , 0.91277201, 0.92934282, 0.94591363, 0.96248444,
       0.97905525, 0.99562606, 1.01219686, 1.02876767, 1.04533848,
       1.06190929, 1.0784801 , 1.09505091, 1.11162172, 1.12819252,
       1.14476333, 1.16133414, 1.17790495]), 4195: array([1.44761184, 1.46429041, 1.48096899, 1.49764756, 1.51432614,
       1.53100471, 1.54768328, 1.56436186, 1.58104043, 1.59771901,
       1.61439758, 1.63107615, 1.64775473, 1.6644333 , 1.68111188,
       1.69779045, 1.71446902, 1.7311476 , 1.74782617, 1.76450475,
       1.78118332, 1.79786189, 1.81454047, 1.83121904, 1.84789762,
       1.86457619, 1.88125476, 1.89793334]), 4200: array([0.84119705, 0.86059373, 0.8799904 , 0.89938708, 0.91878376,
       0.93818043, 0.95757711, 0.97697379, 0.99637047, 1.01576714,
       1.03516382, 1.0545605 , 1.07395717, 1.09335385, 1.11275053,
       1.1321472 , 1.15154388, 1.17094056, 1.19033723, 1.20973391,
       1.22913059, 1.24852726, 1.26792394, 1.28732062, 1.3067173 ,
       1.32611397, 1.34551065, 1.36490733]), 4205: array([0.11561572, 0.16252867, 0.2038097 , 0.24013491, 0.27209925,
       0.30022625, 0.32497659, 0.34675562, 0.36592007, 0.38278382,
       0.39762306, 0.41068083, 0.42217102, 0.4322818 , 0.44117877,
       0.44900765, 0.45589667, 0.46195866, 0.46729291, 0.47198677,
       0.47611713, 0.47975164, 0.48294982, 0.48576406, 0.48824045,
       0.49041955, 0.49233704, 0.49402434]), 4210: array([0.07270822, 0.09550892, 0.11830962, 0.14111032, 0.16391102,
       0.18671171, 0.20951241, 0.23231311, 0.25511381, 0.27791451,
       0.30071521, 0.3235159 , 0.3463166 , 0.3691173 , 0.391918  ,
       0.4147187 , 0.4375194 , 0.4603201 , 0.48312079, 0.50592149,
       0.52872219, 0.55152289, 0.57432359, 0.59712429, 0.61992498,
       0.64272568, 0.66552638, 0.68832708]), 4215: array([0.64809303, 0.66271936, 0.67734569, 0.69197202, 0.70659835,
       0.72122468, 0.73585101, 0.75047734, 0.76510367, 0.77973   ,
       0.79435632, 0.80898265, 0.82360898, 0.83823531, 0.85286164,
       0.86748797, 0.8821143 , 0.89674063, 0.91136696, 0.92599329,
       0.94061962, 0.95524595, 0.96987228, 0.98449861, 0.99912493,
       1.01375126, 1.02837759, 1.04300392]), 4220: array([4.24587561, 4.33591479, 4.42595398, 4.51599316, 4.60603235,
       4.69607153, 4.78611072, 4.8761499 , 4.96618909, 5.05622827,
       5.14626746, 5.23630665, 5.32634583, 5.41638502, 5.5064242 ,
       5.59646339, 5.68650257, 5.77654176, 5.86658094, 5.95662013,
       6.04665931, 6.1366985 , 6.22673769, 6.31677687, 6.40681606,
       6.49685524, 6.58689443, 6.67693361]), 4225: array([0.05947506, 0.06474558, 0.07001609, 0.07528661, 0.08055712,
       0.08582764, 0.09109816, 0.09636867, 0.10163919, 0.1069097 ,
       0.11218022, 0.11745074, 0.12272125, 0.12799177, 0.13326228,
       0.1385328 , 0.14380331, 0.14907383, 0.15434435, 0.15961486,
       0.16488538, 0.17015589, 0.17542641, 0.18069693, 0.18596744,
       0.19123796, 0.19650847, 0.20177899]), 4230: array([0.00364771, 0.00364773, 0.00364774, 0.00364775, 0.00364777,
       0.00364778, 0.00364779, 0.00364781, 0.00364782, 0.00364784,
       0.00364785, 0.00364786, 0.00364788, 0.00364789, 0.0036479 ,
       0.00364792, 0.00364793, 0.00364794, 0.00364796, 0.00364797,
       0.00364799, 0.003648  , 0.00364801, 0.00364803, 0.00364804,
       0.00364805, 0.00364807, 0.00364808]), 4235: array([3.50801037, 3.56127694, 3.61454351, 3.66781007, 3.72107664,
       3.77434321, 3.82760978, 3.88087635, 3.93414291, 3.98740948,
       4.04067605, 4.09394262, 4.14720918, 4.20047575, 4.25374232,
       4.30700889, 4.36027545, 4.41354202, 4.46680859, 4.52007516,
       4.57334172, 4.62660829, 4.67987486, 4.73314143, 4.78640799,
       4.83967456, 4.89294113, 4.9462077 ]), 4240: array([4.96550003, 5.01657929, 5.06765854, 5.1187378 , 5.16981706,
       5.22089632, 5.27197558, 5.32305484, 5.3741341 , 5.42521336,
       5.47629262, 5.52737188, 5.57845114, 5.62953039, 5.68060965,
       5.73168891, 5.78276817, 5.83384743, 5.88492669, 5.93600595,
       5.98708521, 6.03816447, 6.08924373, 6.14032299, 6.19140224,
       6.2424815 , 6.29356076, 6.34464002]), 4245: array([0.10195291, 0.1206878 , 0.13888651, 0.15656438, 0.17373631,
       0.19041679, 0.20661988, 0.22235924, 0.23764815, 0.25249949,
       0.2669258 , 0.28093923, 0.2945516 , 0.30777439, 0.32061874,
       0.3330955 , 0.34521518, 0.35698799, 0.36842388, 0.37953247,
       0.39032314, 0.40080498, 0.41098684, 0.42087729, 0.43048469,
       0.43981712, 0.44888246, 0.45768836]), 4250: array([1.62347141, 1.68088716, 1.73830292, 1.79571867, 1.85313442,
       1.91055018, 1.96796593, 2.02538168, 2.08279744, 2.14021319,
       2.19762894, 2.2550447 , 2.31246045, 2.3698762 , 2.42729196,
       2.48470771, 2.54212346, 2.59953922, 2.65695497, 2.71437072,
       2.77178648, 2.82920223, 2.88661798, 2.94403374, 3.00144949,
       3.05886524, 3.116281  , 3.17369675]), 4255: array([2.62115418, 2.67954454, 2.7379349 , 2.79632526, 2.85471562,
       2.91310598, 2.97149633, 3.02988669, 3.08827705, 3.14666741,
       3.20505777, 3.26344813, 3.32183848, 3.38022884, 3.4386192 ,
       3.49700956, 3.55539992, 3.61379027, 3.67218063, 3.73057099,
       3.78896135, 3.84735171, 3.90574207, 3.96413242, 4.02252278,
       4.08091314, 4.1393035 , 4.19769386]), 4260: array([2.55807698, 2.25198302, 2.00418357, 1.80357665, 1.64117461,
       1.50970146, 1.4032669 , 1.31710243, 1.24734768, 1.19087747,
       1.14516181, 1.10815254, 1.07819155, 1.05393653, 1.03430079,
       1.0184046 , 1.00553579, 0.9951178 , 0.98668388, 0.97985617,
       0.97432877, 0.96985404, 0.96623151, 0.96329888, 0.96092476,
       0.95900278, 0.95744684, 0.95618722]), 4265: array([0.01054524, 0.02018566, 0.02902942, 0.03714235, 0.04458486,
       0.05141233, 0.0576756 , 0.06342129, 0.06869217, 0.07352748,
       0.07796321, 0.08203239, 0.0857653 , 0.08918973, 0.09233118,
       0.09521302, 0.09785672, 0.10028195, 0.10250676, 0.10454772,
       0.10642002, 0.1081376 , 0.10971325, 0.11115868, 0.11248467,
       0.11370109, 0.11481698, 0.11584066]), 4270: array([0.12331273, 0.13209255, 0.14087237, 0.14965218, 0.158432  ,
       0.16721182, 0.17599164, 0.18477145, 0.19355127, 0.20233109,
       0.21111091, 0.21989072, 0.22867054, 0.23745036, 0.24623018,
       0.25500999, 0.26378981, 0.27256963, 0.28134945, 0.29012926,
       0.29890908, 0.3076889 , 0.31646872, 0.32524853, 0.33402835,
       0.34280817, 0.35158799, 0.3603678 ]), 4275: array([0.01124757, 0.01845806, 0.02566855, 0.03287904, 0.04008953,
       0.04730002, 0.05451051, 0.061721  , 0.06893149, 0.07614198,
       0.08335247, 0.09056296, 0.09777345, 0.10498394, 0.11219443,
       0.11940492, 0.12661541, 0.1338259 , 0.14103639, 0.14824688,
       0.15545737, 0.16266786, 0.16987835, 0.17708884, 0.18429933,
       0.19150982, 0.19872031, 0.2059308 ]), 4280: array([0.02884702, 0.02892551, 0.02896477, 0.0289844 , 0.02899423,
       0.02899914, 0.0290016 , 0.02900283, 0.02900344, 0.02900375,
       0.0290039 , 0.02900398, 0.02900402, 0.02900404, 0.02900405,
       0.02900405, 0.02900405, 0.02900405, 0.02900406, 0.02900406,
       0.02900406, 0.02900406, 0.02900406, 0.02900406, 0.02900406,
       0.02900406, 0.02900406, 0.02900406]), 4285: array([0.72138998, 0.73977965, 0.75816932, 0.77655899, 0.79494866,
       0.81333833, 0.83172799, 0.85011766, 0.86850733, 0.886897  ,
       0.90528667, 0.92367634, 0.94206601, 0.96045567, 0.97884534,
       0.99723501, 1.01562468, 1.03401435, 1.05240402, 1.07079368,
       1.08918335, 1.10757302, 1.12596269, 1.14435236, 1.16274203,
       1.1811317 , 1.19952136, 1.21791103]), 4290: array([0.80217942, 0.81689485, 0.83161027, 0.8463257 , 0.86104113,
       0.87575656, 0.89047198, 0.90518741, 0.91990284, 0.93461826,
       0.94933369, 0.96404912, 0.97876455, 0.99347997, 1.0081954 ,
       1.02291083, 1.03762625, 1.05234168, 1.06705711, 1.08177254,
       1.09648796, 1.11120339, 1.12591882, 1.14063425, 1.15534967,
       1.1700651 , 1.18478053, 1.19949595]), 4295: array([0.13934364, 0.1422129 , 0.14508217, 0.14795144, 0.1508207 ,
       0.15368997, 0.15655923, 0.1594285 , 0.16229777, 0.16516703,
       0.1680363 , 0.17090557, 0.17377483, 0.1766441 , 0.17951337,
       0.18238263, 0.1852519 , 0.18812116, 0.19099043, 0.1938597 ,
       0.19672896, 0.19959823, 0.2024675 , 0.20533676, 0.20820603,
       0.2110753 , 0.21394456, 0.21681383]), 4300: array([0.03482589, 0.04001731, 0.04520874, 0.05040016, 0.05559158,
       0.060783  , 0.06597443, 0.07116585, 0.07635727, 0.0815487 ,
       0.08674012, 0.09193154, 0.09712296, 0.10231439, 0.10750581,
       0.11269723, 0.11788866, 0.12308008, 0.1282715 , 0.13346292,
       0.13865435, 0.14384577, 0.14903719, 0.15422862, 0.15942004,
       0.16461146, 0.16980288, 0.17499431]), 4305: array([0.00170163, 0.00176279, 0.00182046, 0.00187485, 0.00192615,
       0.00197453, 0.00202015, 0.00206318, 0.00210376, 0.00214203,
       0.00217812, 0.00221216, 0.00224426, 0.00227454, 0.00230309,
       0.00233002, 0.00235541, 0.00237936, 0.00240195, 0.00242325,
       0.00244334, 0.00246229, 0.00248016, 0.00249701, 0.0025129 ,
       0.00252789, 0.00254202, 0.00255535]), 4310: array([3.02507061e-05, 2.51065666e-05, 2.11861462e-05, 1.81983392e-05,
       1.59212899e-05, 1.41859188e-05, 1.28633684e-05, 1.18554343e-05,
       1.10872736e-05, 1.05018477e-05, 1.00556865e-05, 9.71566074e-06,
       9.45652241e-06, 9.25902948e-06, 9.10851736e-06, 8.99380998e-06,
       8.90638989e-06, 8.83976582e-06, 8.78899068e-06, 8.75029425e-06,
       8.72080315e-06, 8.69832758e-06, 8.68119863e-06, 8.66814442e-06,
       8.65819563e-06, 8.65061351e-06, 8.64483508e-06, 8.64043125e-06]), 4315: array([0.01526103, 0.01444489, 0.01376222, 0.0131912 , 0.01271356,
       0.01231404, 0.01197985, 0.01170031, 0.01146649, 0.01127091,
       0.01110732, 0.01097048, 0.01085602, 0.01076027, 0.01068019,
       0.0106132 , 0.01055717, 0.0105103 , 0.0104711 , 0.0104383 ,
       0.01041087, 0.01038793, 0.01036874, 0.01035269, 0.01033926,
       0.01032803, 0.01031863, 0.01031077]), 4320: array([0.00141108, 0.00247595, 0.00354081, 0.00460568, 0.00567055,
       0.00673542, 0.00780029, 0.00886515, 0.00993002, 0.01099489,
       0.01205976, 0.01312463, 0.01418949, 0.01525436, 0.01631923,
       0.0173841 , 0.01844897, 0.01951383, 0.0205787 , 0.02164357,
       0.02270844, 0.02377331, 0.02483817, 0.02590304, 0.02696791,
       0.02803278, 0.02909765, 0.03016251]), 4325: array([0.0078213 , 0.00897512, 0.01012895, 0.01128278, 0.0124366 ,
       0.01359043, 0.01474426, 0.01589808, 0.01705191, 0.01820574,
       0.01935956, 0.02051339, 0.02166722, 0.02282104, 0.02397487,
       0.0251287 , 0.02628252, 0.02743635, 0.02859018, 0.029744  ,
       0.03089783, 0.03205166, 0.03320548, 0.03435931, 0.03551314,
       0.03666696, 0.03782079, 0.03897462]), 4330: array([0.00843177, 0.00845208, 0.00846224, 0.00846732, 0.00846986,
       0.00847113, 0.00847177, 0.00847209, 0.00847225, 0.00847233,
       0.00847237, 0.00847239, 0.0084724 , 0.0084724 , 0.0084724 ,
       0.00847241, 0.00847241, 0.00847241, 0.00847241, 0.00847241,
       0.00847241, 0.00847241, 0.00847241, 0.00847241, 0.00847241,
       0.00847241, 0.00847241, 0.00847241]), 4335: array([0.04674349, 0.04843503, 0.05012658, 0.05181812, 0.05350966,
       0.05520121, 0.05689275, 0.05858429, 0.06027583, 0.06196738,
       0.06365892, 0.06535046, 0.06704201, 0.06873355, 0.07042509,
       0.07211663, 0.07380818, 0.07549972, 0.07719126, 0.07888281,
       0.08057435, 0.08226589, 0.08395743, 0.08564898, 0.08734052,
       0.08903206, 0.09072361, 0.09241515]), 4340: array([0.03448017, 0.03644238, 0.0384046 , 0.04036682, 0.04232904,
       0.04429125, 0.04625347, 0.04821569, 0.05017791, 0.05214012,
       0.05410234, 0.05606456, 0.05802678, 0.059989  , 0.06195121,
       0.06391343, 0.06587565, 0.06783787, 0.06980008, 0.0717623 ,
       0.07372452, 0.07568674, 0.07764895, 0.07961117, 0.08157339,
       0.08353561, 0.08549782, 0.08746004]), 4345: array([0.01421973, 0.01398428, 0.01389535, 0.01386175, 0.01384906,
       0.01384427, 0.01384246, 0.01384178, 0.01384152, 0.01384142,
       0.01384138, 0.01384137, 0.01384137, 0.01384136, 0.01384136,
       0.01384136, 0.01384136, 0.01384136, 0.01384136, 0.01384136,
       0.01384136, 0.01384136, 0.01384136, 0.01384136, 0.01384136,
       0.01384136, 0.01384136, 0.01384136]), 4350: array([0.01620989, 0.01998069, 0.02182358, 0.02272424, 0.02316442,
       0.02337955, 0.02348469, 0.02353607, 0.02356119, 0.02357346,
       0.02357946, 0.02358239, 0.02358382, 0.02358452, 0.02358486,
       0.02358503, 0.02358511, 0.02358515, 0.02358517, 0.02358518,
       0.02358519, 0.02358519, 0.02358519, 0.02358519, 0.02358519,
       0.02358519, 0.02358519, 0.02358519]), 4355: array([0.0167458 , 0.02034706, 0.02380397, 0.02712231, 0.03030765,
       0.03336532, 0.03630042, 0.03911788, 0.04182241, 0.04441854,
       0.0469106 , 0.04930278, 0.05159908, 0.05380333, 0.05591923,
       0.05795032, 0.0599    , 0.06177154, 0.06356806, 0.06529256,
       0.06694795, 0.06853699, 0.07006233, 0.07152653, 0.07293205,
       0.07428122, 0.07557632, 0.07681951]), 4360: array([0.00564145, 0.00564145, 0.00564145, 0.00564145, 0.00564145,
       0.00564145, 0.00564145, 0.00564145, 0.00564145, 0.00564145,
       0.00564145, 0.00564145, 0.00564145, 0.00564145, 0.00564145,
       0.00564145, 0.00564145, 0.00564145, 0.00564145, 0.00564145,
       0.00564145, 0.00564145, 0.00564145, 0.00564145, 0.00564145,
       0.00564145, 0.00564145, 0.00564145]), 4365: array([0.01198874, 0.01143281, 0.01132403, 0.01130274, 0.01129857,
       0.01129776, 0.0112976 , 0.01129757, 0.01129756, 0.01129756,
       0.01129756, 0.01129756, 0.01129756, 0.01129756, 0.01129756,
       0.01129756, 0.01129756, 0.01129756, 0.01129756, 0.01129756,
       0.01129756, 0.01129756, 0.01129756, 0.01129756, 0.01129756,
       0.01129756, 0.01129756, 0.01129756]), 4370: array([0.10240646, 0.10740078, 0.11239509, 0.1173894 , 0.12238372,
       0.12737803, 0.13237235, 0.13736666, 0.14236097, 0.14735529,
       0.1523496 , 0.15734392, 0.16233823, 0.16733254, 0.17232686,
       0.17732117, 0.18231548, 0.1873098 , 0.19230411, 0.19729843,
       0.20229274, 0.20728705, 0.21228137, 0.21727568, 0.22227   ,
       0.22726431, 0.23225862, 0.23725294]), 4375: array([0.01572084, 0.02732519, 0.03821012, 0.04842021, 0.0579973 ,
       0.06698065, 0.07540705, 0.08331105, 0.09072502, 0.09767934,
       0.10420253, 0.11032129, 0.11606071, 0.1214443 , 0.12649413,
       0.13123088, 0.13567397, 0.1398416 , 0.14375085, 0.14741774,
       0.1508573 , 0.15408361, 0.1571099 , 0.15994857, 0.16261125,
       0.16510885, 0.16745161, 0.16964913]), 4380: array([4.25572305e-05, 4.25581879e-05, 4.25591453e-05, 4.25601027e-05,
       4.25610602e-05, 4.25620176e-05, 4.25629750e-05, 4.25639324e-05,
       4.25648898e-05, 4.25658473e-05, 4.25668047e-05, 4.25677621e-05,
       4.25687196e-05, 4.25696770e-05, 4.25706345e-05, 4.25715919e-05,
       4.25725494e-05, 4.25735069e-05, 4.25744643e-05, 4.25754218e-05,
       4.25763793e-05, 4.25773367e-05, 4.25782942e-05, 4.25792517e-05,
       4.25802092e-05, 4.25811667e-05, 4.25821242e-05, 4.25830817e-05]), 4385: array([0.0501201 , 0.05565635, 0.06119255, 0.0667287 , 0.0722648 ,
       0.07780086, 0.08333686, 0.08887282, 0.09440872, 0.09994458,
       0.10548039, 0.11101615, 0.11655187, 0.12208753, 0.12762314,
       0.13315871, 0.13869423, 0.1442297 , 0.14976512, 0.15530049,
       0.16083581, 0.16637109, 0.17190631, 0.17744149, 0.18297662,
       0.1885117 , 0.19404673, 0.19958171]), 4390: array([0.00384566, 0.00732535, 0.01080504, 0.01428473, 0.01776442,
       0.02124411, 0.0247238 , 0.02820349, 0.03168318, 0.03516287,
       0.03864256, 0.04212225, 0.04560195, 0.04908164, 0.05256133,
       0.05604102, 0.05952071, 0.0630004 , 0.06648009, 0.06995978,
       0.07343947, 0.07691916, 0.08039885, 0.08387854, 0.08735823,
       0.09083792, 0.09431761, 0.09779731]), 4395: array([0.3367454 , 0.34523202, 0.35371864, 0.36220527, 0.37069189,
       0.37917851, 0.38766513, 0.39615175, 0.40463838, 0.413125  ,
       0.42161162, 0.43009824, 0.43858486, 0.44707149, 0.45555811,
       0.46404473, 0.47253135, 0.48101797, 0.4895046 , 0.49799122,
       0.50647784, 0.51496446, 0.52345108, 0.53193771, 0.54042433,
       0.54891095, 0.55739757, 0.56588419]), 4400: array([0.27583991, 0.28210999, 0.28828594, 0.29436917, 0.30036108,
       0.30626303, 0.31207637, 0.31780244, 0.32344255, 0.32899798,
       0.33447002, 0.3398599 , 0.34516886, 0.35039812, 0.35554888,
       0.36062231, 0.36561958, 0.37054182, 0.37539016, 0.38016572,
       0.38486959, 0.38950283, 0.39406652, 0.3985617 , 0.40298939,
       0.40735061, 0.41164635, 0.4158776 ]), 4405: array([0.57565136, 0.58713661, 0.59862186, 0.61010711, 0.62159236,
       0.63307761, 0.64456285, 0.6560481 , 0.66753335, 0.6790186 ,
       0.69050385, 0.7019891 , 0.71347435, 0.7249596 , 0.73644485,
       0.7479301 , 0.75941535, 0.7709006 , 0.78238585, 0.7938711 ,
       0.80535635, 0.81684159, 0.82832684, 0.83981209, 0.85129734,
       0.86278259, 0.87426784, 0.88575309]), 4410: array([0.38082146, 0.41404271, 0.44726396, 0.4804852 , 0.51370645,
       0.5469277 , 0.58014895, 0.6133702 , 0.64659145, 0.67981269,
       0.71303394, 0.74625519, 0.77947644, 0.81269769, 0.84591894,
       0.87914018, 0.91236143, 0.94558268, 0.97880393, 1.01202518,
       1.04524643, 1.07846768, 1.11168892, 1.14491017, 1.17813142,
       1.21135267, 1.24457392, 1.27779517]), 4415: array([0.20614464, 0.21723886, 0.22725544, 0.23629908, 0.24446427,
       0.25183634, 0.25849233, 0.2645018 , 0.26992754, 0.27482626,
       0.27924914, 0.28324241, 0.2868478 , 0.29010298, 0.29304198,
       0.29569549, 0.29809126, 0.30025432, 0.30220727, 0.30397053,
       0.30556251, 0.30699985, 0.30829758, 0.30946926, 0.31052713,
       0.31148224, 0.31234457, 0.31312315]), 4420: array([0.09152648, 0.11283356, 0.13152797, 0.14793006, 0.16232092,
       0.17494716, 0.18602517, 0.1957448 , 0.2042726 , 0.21175471,
       0.21831937, 0.22407906, 0.2291325 , 0.23356629, 0.2374564 ,
       0.24086951, 0.2438641 , 0.24649149, 0.24879671, 0.25081926,
       0.25259381, 0.25415076, 0.2555168 , 0.25671533, 0.2577669 ,
       0.25868952, 0.25949902, 0.26020925]), 4425: array([0.28724776, 0.29532996, 0.30341215, 0.31149435, 0.31957654,
       0.32765873, 0.33574093, 0.34382312, 0.35190532, 0.35998751,
       0.36806971, 0.3761519 , 0.38423409, 0.39231629, 0.40039848,
       0.40848068, 0.41656287, 0.42464507, 0.43272726, 0.44080945,
       0.44889165, 0.45697384, 0.46505604, 0.47313823, 0.48122043,
       0.48930262, 0.49738481, 0.50546701]), 4430: array([0.11410258, 0.12343646, 0.13089603, 0.13685768, 0.1416222 ,
       0.14542997, 0.14847312, 0.15090518, 0.15284887, 0.15440226,
       0.15564372, 0.15663588, 0.15742881, 0.15806252, 0.15856898,
       0.15897373, 0.15929721, 0.15955573, 0.15976234, 0.15992746,
       0.16005942, 0.16016489, 0.16024917, 0.16031654, 0.16037037,
       0.1604134 , 0.16044778, 0.16047526]), 4435: array([0.32043647, 0.32563193, 0.32986284, 0.33330827, 0.33611404,
       0.33839891, 0.34025958, 0.34177482, 0.34300874, 0.34401359,
       0.34483188, 0.34549825, 0.34604091, 0.34648282, 0.34684269,
       0.34713574, 0.3473744 , 0.34756874, 0.347727  , 0.34785588,
       0.34796084, 0.34804631, 0.34811591, 0.34817259, 0.34821875,
       0.34825633, 0.34828694, 0.34831187]), 4440: array([0.18870189, 0.22639627, 0.24925151, 0.26310934, 0.27151175,
       0.27660639, 0.27969543, 0.2815684 , 0.28270404, 0.28339261,
       0.28381012, 0.28406326, 0.28421675, 0.28430982, 0.28436624,
       0.28440046, 0.2844212 , 0.28443378, 0.28444141, 0.28444603,
       0.28444884, 0.28445054, 0.28445157, 0.28445219, 0.28445257,
       0.2844528 , 0.28445294, 0.28445302]), 4445: array([1.65950699, 1.56386358, 1.4800116 , 1.40649734, 1.34204632,
       1.28554116, 1.23600227, 1.19257079, 1.15449379, 1.12111112,
       1.09184405, 1.06618517, 1.04368967, 1.02396753, 1.00667684,
       0.99151784, 0.97822772, 0.96657608, 0.95636092, 0.94740514,
       0.93955347, 0.9326698 , 0.92663479, 0.92134381, 0.91670512,
       0.91263832, 0.9090729 , 0.90594704]), 4450: array([5.78804454, 5.87507639, 5.96210824, 6.04914008, 6.13617193,
       6.22320377, 6.31023562, 6.39726747, 6.48429931, 6.57133116,
       6.65836301, 6.74539485, 6.8324267 , 6.91945854, 7.00649039,
       7.09352224, 7.18055408, 7.26758593, 7.35461777, 7.44164962,
       7.52868147, 7.61571331, 7.70274516, 7.789777  , 7.87680885,
       7.9638407 , 8.05087254, 8.13790439]), 4455: array([0.01353402, 0.01924708, 0.02496013, 0.03067318, 0.03638623,
       0.04209929, 0.04781234, 0.05352539, 0.05923844, 0.0649515 ,
       0.07066455, 0.0763776 , 0.08209066, 0.08780371, 0.09351676,
       0.09922981, 0.10494287, 0.11065592, 0.11636897, 0.12208202,
       0.12779508, 0.13350813, 0.13922118, 0.14493423, 0.15064729,
       0.15636034, 0.16207339, 0.16778645]), 4460: array([0.76163241, 0.80553849, 0.84944456, 0.89335064, 0.93725671,
       0.98116279, 1.02506886, 1.06897494, 1.11288101, 1.15678709,
       1.20069316, 1.24459924, 1.28850531, 1.33241139, 1.37631746,
       1.42022354, 1.46412961, 1.50803569, 1.55194176, 1.59584784,
       1.63975391, 1.68365999, 1.72756607, 1.77147214, 1.81537822,
       1.85928429, 1.90319037, 1.94709644]), 4465: array([0.43663448, 0.45012137, 0.46292698, 0.47508573, 0.4866303 ,
       0.49759171, 0.50799942, 0.5178814 , 0.5272642 , 0.53617304,
       0.54463187, 0.55266341, 0.56028924, 0.56752987, 0.57440474,
       0.58093234, 0.58713021, 0.593015  , 0.59860252, 0.6039078 ,
       0.6089451 , 0.61372793, 0.61826917, 0.62258102, 0.62667506,
       0.63056229, 0.63425317, 0.6377576 ]), 4470: array([0.04385269, 0.04585219, 0.04785169, 0.04985119, 0.05185069,
       0.0538502 , 0.0558497 , 0.0578492 , 0.0598487 , 0.0618482 ,
       0.0638477 , 0.06584721, 0.06784671, 0.06984621, 0.07184571,
       0.07384521, 0.07584472, 0.07784422, 0.07984372, 0.08184322,
       0.08384272, 0.08584223, 0.08784173, 0.08984123, 0.09184073,
       0.09384023, 0.09583973, 0.09783924]), 4475: array([0.16180755, 0.16399043, 0.1661733 , 0.16835618, 0.17053905,
       0.17272192, 0.1749048 , 0.17708767, 0.17927055, 0.18145342,
       0.18363629, 0.18581917, 0.18800204, 0.19018492, 0.19236779,
       0.19455066, 0.19673354, 0.19891641, 0.20109928, 0.20328216,
       0.20546503, 0.20764791, 0.20983078, 0.21201365, 0.21419653,
       0.2163794 , 0.21856228, 0.22074515]), 4480: array([0.48022549, 0.48321225, 0.48619902, 0.48918579, 0.49217255,
       0.49515932, 0.49814608, 0.50113285, 0.50411962, 0.50710638,
       0.51009315, 0.51307992, 0.51606668, 0.51905345, 0.52204022,
       0.52502698, 0.52801375, 0.53100051, 0.53398728, 0.53697405,
       0.53996081, 0.54294758, 0.54593435, 0.54892111, 0.55190788,
       0.55489465, 0.55788141, 0.56086818]), 4485: array([0.45788052, 0.46641931, 0.47495811, 0.4834969 , 0.4920357 ,
       0.50057449, 0.50911329, 0.51765208, 0.52619088, 0.53472967,
       0.54326847, 0.55180726, 0.56034606, 0.56888485, 0.57742364,
       0.58596244, 0.59450123, 0.60304003, 0.61157882, 0.62011762,
       0.62865641, 0.63719521, 0.645734  , 0.6542728 , 0.66281159,
       0.67135039, 0.67988918, 0.68842798]), 4490: array([0.88293003, 0.89581828, 0.90870653, 0.92159478, 0.93448303,
       0.94737128, 0.96025953, 0.97314779, 0.98603604, 0.99892429,
       1.01181254, 1.02470079, 1.03758904, 1.05047729, 1.06336554,
       1.07625379, 1.08914204, 1.10203029, 1.11491854, 1.12780679,
       1.14069504, 1.15358329, 1.16647155, 1.1793598 , 1.19224805,
       1.2051363 , 1.21802455, 1.2309128 ]), 4495: array([0.27498902, 0.27741481, 0.2798406 , 0.28226639, 0.28469218,
       0.28711797, 0.28954376, 0.29196955, 0.29439534, 0.29682113,
       0.29924692, 0.30167271, 0.3040985 , 0.30652429, 0.30895008,
       0.31137587, 0.31380166, 0.31622745, 0.31865324, 0.32107903,
       0.32350482, 0.3259306 , 0.32835639, 0.33078218, 0.33320797,
       0.33563376, 0.33805955, 0.34048534]), 4500: array([0.27554851, 0.27791862, 0.28028872, 0.28265883, 0.28502893,
       0.28739903, 0.28976914, 0.29213924, 0.29450934, 0.29687945,
       0.29924955, 0.30161965, 0.30398976, 0.30635986, 0.30872996,
       0.31110007, 0.31347017, 0.31584027, 0.31821038, 0.32058048,
       0.32295059, 0.32532069, 0.32769079, 0.3300609 , 0.332431  ,
       0.3348011 , 0.33717121, 0.33954131]), 4505: array([0.04198084, 0.04519803, 0.04841521, 0.0516324 , 0.05484959,
       0.05806677, 0.06128396, 0.06450114, 0.06771832, 0.07093551,
       0.07415269, 0.07736987, 0.08058705, 0.08380423, 0.08702141,
       0.09023859, 0.09345577, 0.09667295, 0.09989013, 0.1031073 ,
       0.10632448, 0.10954166, 0.11275883, 0.115976  , 0.11919318,
       0.12241035, 0.12562752, 0.1288447 ]), 4510: array([0.35537283, 0.3585823 , 0.36179177, 0.36500124, 0.36821071,
       0.37142018, 0.37462964, 0.37783911, 0.38104858, 0.38425805,
       0.38746752, 0.39067699, 0.39388646, 0.39709593, 0.4003054 ,
       0.40351486, 0.40672433, 0.4099338 , 0.41314327, 0.41635274,
       0.41956221, 0.42277168, 0.42598115, 0.42919062, 0.43240008,
       0.43560955, 0.43881902, 0.44202849]), 4515: array([0.23192815, 0.2367145 , 0.24150085, 0.24628719, 0.25107354,
       0.25585989, 0.26064624, 0.26543259, 0.27021894, 0.27500529,
       0.27979164, 0.28457799, 0.28936433, 0.29415068, 0.29893703,
       0.30372338, 0.30850973, 0.31329608, 0.31808243, 0.32286878,
       0.32765513, 0.33244147, 0.33722782, 0.34201417, 0.34680052,
       0.35158687, 0.35637322, 0.36115957]), 4520: array([0.51932468, 0.5362579 , 0.55319112, 0.57012433, 0.58705755,
       0.60399076, 0.62092398, 0.63785719, 0.65479041, 0.67172363,
       0.68865684, 0.70559006, 0.72252327, 0.73945649, 0.7563897 ,
       0.77332292, 0.79025614, 0.80718935, 0.82412257, 0.84105578,
       0.857989  , 0.87492221, 0.89185543, 0.90878865, 0.92572186,
       0.94265508, 0.95958829, 0.97652151]), 4525: array([0.7606684 , 0.70374349, 0.65616335, 0.61639394, 0.58315306,
       0.55536898, 0.53214593, 0.51273516, 0.49651086, 0.48294993,
       0.47161516, 0.46214109, 0.45422229, 0.44760343, 0.44207112,
       0.437447  , 0.43358196, 0.43035141, 0.42765119, 0.42539423,
       0.42350777, 0.421931  , 0.42061306, 0.41951148, 0.41859073,
       0.41782114, 0.41717788, 0.41664021]), 4530: array([1.29723639, 1.35134025, 1.40544412, 1.45954799, 1.51365185,
       1.56775572, 1.62185959, 1.67596346, 1.73006732, 1.78417119,
       1.83827506, 1.89237893, 1.94648279, 2.00058666, 2.05469053,
       2.1087944 , 2.16289826, 2.21700213, 2.271106  , 2.32520986,
       2.37931373, 2.4334176 , 2.48752147, 2.54162533, 2.5957292 ,
       2.64983307, 2.70393694, 2.7580408 ]), 4535: array([0.87930108, 0.89261141, 0.90592174, 0.91923207, 0.9325424 ,
       0.94585274, 0.95916307, 0.9724734 , 0.98578373, 0.99909406,
       1.0124044 , 1.02571473, 1.03902506, 1.05233539, 1.06564572,
       1.07895605, 1.09226639, 1.10557672, 1.11888705, 1.13219738,
       1.14550771, 1.15881804, 1.17212838, 1.18543871, 1.19874904,
       1.21205937, 1.2253697 , 1.23868004]), 4540: array([0.53111516, 0.54296032, 0.55480547, 0.56665063, 0.57849579,
       0.59034094, 0.6021861 , 0.61403125, 0.62587641, 0.63772157,
       0.64956672, 0.66141188, 0.67325704, 0.68510219, 0.69694735,
       0.7087925 , 0.72063766, 0.73248282, 0.74432797, 0.75617313,
       0.76801829, 0.77986344, 0.7917086 , 0.80355375, 0.81539891,
       0.82724407, 0.83908922, 0.85093438]), 4545: array([0.25023735, 0.25416837, 0.25809939, 0.2620304 , 0.26596142,
       0.26989244, 0.27382345, 0.27775447, 0.28168548, 0.2856165 ,
       0.28954752, 0.29347853, 0.29740955, 0.30134057, 0.30527158,
       0.3092026 , 0.31313361, 0.31706463, 0.32099565, 0.32492666,
       0.32885768, 0.3327887 , 0.33671971, 0.34065073, 0.34458174,
       0.34851276, 0.35244378, 0.35637479]), 4550: array([0.24676349, 0.25044465, 0.25412582, 0.25780698, 0.26148814,
       0.2651693 , 0.26885047, 0.27253163, 0.27621279, 0.27989395,
       0.28357512, 0.28725628, 0.29093744, 0.2946186 , 0.29829977,
       0.30198093, 0.30566209, 0.30934325, 0.31302442, 0.31670558,
       0.32038674, 0.3240679 , 0.32774906, 0.33143023, 0.33511139,
       0.33879255, 0.34247371, 0.34615488]), 4555: array([0.34511586, 0.35194947, 0.35878308, 0.36561669, 0.3724503 ,
       0.37928391, 0.38611751, 0.39295112, 0.39978473, 0.40661834,
       0.41345195, 0.42028556, 0.42711917, 0.43395278, 0.44078639,
       0.44762   , 0.45445361, 0.46128722, 0.46812083, 0.47495444,
       0.48178805, 0.48862166, 0.49545527, 0.50228888, 0.50912249,
       0.5159561 , 0.52278971, 0.52962332]), 4560: array([0.24058824, 0.24328182, 0.24597541, 0.248669  , 0.25136259,
       0.25405617, 0.25674976, 0.25944335, 0.26213693, 0.26483052,
       0.26752411, 0.27021769, 0.27291128, 0.27560487, 0.27829846,
       0.28099204, 0.28368563, 0.28637922, 0.2890728 , 0.29176639,
       0.29445998, 0.29715357, 0.29984715, 0.30254074, 0.30523433,
       0.30792791, 0.3106215 , 0.31331509]), 4565: array([ 7.10953235,  7.22396923,  7.33840611,  7.45284298,  7.56727986,
        7.68171674,  7.79615361,  7.91059049,  8.02502737,  8.13946424,
        8.25390112,  8.368338  ,  8.48277487,  8.59721175,  8.71164863,
        8.8260855 ,  8.94052238,  9.05495926,  9.16939613,  9.28383301,
        9.39826989,  9.51270676,  9.62714364,  9.74158052,  9.85601739,
        9.97045427, 10.08489115, 10.19932802]), 4570: array([10.82989726, 11.01233242, 11.19476759, 11.37720276, 11.55963792,
       11.74207309, 11.92450825, 12.10694342, 12.28937859, 12.47181375,
       12.65424892, 12.83668408, 13.01911925, 13.20155441, 13.38398958,
       13.56642475, 13.74885991, 13.93129508, 14.11373024, 14.29616541,
       14.47860058, 14.66103574, 14.84347091, 15.02590607, 15.20834124,
       15.39077641, 15.57321157, 15.75564674]), 4575: array([1.41811391, 1.53537045, 1.652627  , 1.76988354, 1.88714008,
       2.00439663, 2.12165317, 2.23890972, 2.35616626, 2.47342281,
       2.59067935, 2.7079359 , 2.82519244, 2.94244899, 3.05970553,
       3.17696208, 3.29421862, 3.41147517, 3.52873171, 3.64598826,
       3.7632448 , 3.88050134, 3.99775789, 4.11501443, 4.23227098,
       4.34952752, 4.46678407, 4.58404061]), 4580: array([ 8.02727821,  8.14986739,  8.27245658,  8.39504576,  8.51763495,
        8.64022413,  8.76281332,  8.88540251,  9.00799169,  9.13058088,
        9.25317006,  9.37575925,  9.49834843,  9.62093762,  9.7435268 ,
        9.86611599,  9.98870517, 10.11129436, 10.23388354, 10.35647273,
       10.47906192, 10.6016511 , 10.72424029, 10.84682947, 10.96941866,
       11.09200784, 11.21459703, 11.33718621]), 4585: array([5.77840735, 5.90626497, 6.0341226 , 6.16198022, 6.28983785,
       6.41769547, 6.5455531 , 6.67341072, 6.80126835, 6.92912597,
       7.0569836 , 7.18484122, 7.31269885, 7.44055647, 7.5684141 ,
       7.69627172, 7.82412935, 7.95198697, 8.0798446 , 8.20770222,
       8.33555985, 8.46341747, 8.5912751 , 8.71913272, 8.84699035,
       8.97484797, 9.1027056 , 9.23056322]), 4590: array([0.99375086, 1.08095025, 1.16814963, 1.25534902, 1.3425484 ,
       1.42974778, 1.51694717, 1.60414655, 1.69134594, 1.77854532,
       1.86574471, 1.95294409, 2.04014348, 2.12734286, 2.21454224,
       2.30174163, 2.38894101, 2.4761404 , 2.56333978, 2.65053917,
       2.73773855, 2.82493793, 2.91213732, 2.9993367 , 3.08653609,
       3.17373547, 3.26093486, 3.34813424]), 4595: array([1.56457795, 1.63957477, 1.71457159, 1.78956842, 1.86456524,
       1.93956207, 2.01455889, 2.08955571, 2.16455254, 2.23954936,
       2.31454619, 2.38954301, 2.46453983, 2.53953666, 2.61453348,
       2.68953031, 2.76452713, 2.83952395, 2.91452078, 2.9895176 ,
       3.06451443, 3.13951125, 3.21450807, 3.2895049 , 3.36450172,
       3.43949855, 3.51449537, 3.58949219]), 4600: array([7.96077029, 7.69198354, 7.45964332, 7.2588076 , 7.08520448,
       6.93514133, 6.80542621, 6.69329999, 6.59637769, 6.51259771,
       6.44017799, 6.37757813, 6.32346658, 6.27669237, 6.23626058,
       6.20131119, 6.17110081, 6.14498686, 6.12241386, 6.10290168,
       6.08603528, 6.07145591, 6.05885344, 6.04795983, 6.03854335,
       6.03040371, 6.02336778, 6.01728589]), 4605: array([13.25339864, 12.76654689, 12.33726237, 11.95873811, 11.62497203,
       11.33067174, 11.07117065, 10.84235397, 10.64059347, 10.4626899 ,
       10.30582234, 10.16750341, 10.04553984,  9.93799772,  9.8431718 ,
        9.75955845,  9.68583188,  9.62082301,  9.56350105,  9.51295706,
        9.46838958,  9.42909194,  9.394441  ,  9.36388732,  9.33694643,
        9.31319113,  9.29224475,  9.27377516]), 4610: array([0.00434474, 0.00536728, 0.00638983, 0.00741237, 0.00843492,
       0.00945746, 0.01048   , 0.01150255, 0.01252509, 0.01354763,
       0.01457018, 0.01559272, 0.01661526, 0.01763781, 0.01866035,
       0.01968289, 0.02070544, 0.02172798, 0.02275053, 0.02377307,
       0.02479561, 0.02581816, 0.0268407 , 0.02786324, 0.02888579,
       0.02990833, 0.03093087, 0.03195342]), 4615: array([0.01785494, 0.03559345, 0.05333195, 0.07107046, 0.08880896,
       0.10654747, 0.12428598, 0.14202448, 0.15976299, 0.1775015 ,
       0.19524   , 0.21297851, 0.23071702, 0.24845552, 0.26619403,
       0.28393254, 0.30167104, 0.31940955, 0.33714805, 0.35488656,
       0.37262507, 0.39036357, 0.40810208, 0.42584059, 0.44357909,
       0.4613176 , 0.47905611, 0.49679461]), 4620: array([0.06224098, 0.06224098, 0.06224098, 0.06224098, 0.06224098,
       0.06224098, 0.06224098, 0.06224098, 0.06224098, 0.06224098,
       0.06224098, 0.06224098, 0.06224098, 0.06224098, 0.06224098,
       0.06224098, 0.06224098, 0.06224098, 0.06224098, 0.06224098,
       0.06224098, 0.06224098, 0.06224098, 0.06224098, 0.06224098,
       0.06224098, 0.06224098, 0.06224098]), 4625: array([1.04710964, 1.08203425, 1.11695887, 1.15188348, 1.18680809,
       1.22173271, 1.25665732, 1.29158193, 1.32650654, 1.36143116,
       1.39635577, 1.43128038, 1.466205  , 1.50112961, 1.53605422,
       1.57097884, 1.60590345, 1.64082806, 1.67575267, 1.71067729,
       1.7456019 , 1.78052651, 1.81545113, 1.85037574, 1.88530035,
       1.92022497, 1.95514958, 1.99007419]), 4630: array([1.73042906, 1.71755241, 1.7053682 , 1.69383921, 1.68293021,
       1.67260785, 1.66284058, 1.65359856, 1.64485353, 1.63657878,
       1.62874901, 1.6213403 , 1.61432999, 1.60769667, 1.60142007,
       1.59548099, 1.5898613 , 1.5845438 , 1.57951227, 1.5747513 ,
       1.57024637, 1.56598369, 1.56195024, 1.55813369, 1.55452238,
       1.55110528, 1.54787193, 1.54481246]), 4635: array([5.35104175, 5.49202121, 5.63300066, 5.77398012, 5.91495957,
       6.05593902, 6.19691848, 6.33789793, 6.47887738, 6.61985684,
       6.76083629, 6.90181575, 7.0427952 , 7.18377465, 7.32475411,
       7.46573356, 7.60671301, 7.74769247, 7.88867192, 8.02965138,
       8.17063083, 8.31161028, 8.45258974, 8.59356919, 8.73454864,
       8.8755281 , 9.01650755, 9.15748701]), 4640: array([2.49160711, 2.23584425, 2.13084474, 2.08773881, 2.07004234,
       2.06277732, 2.05979478, 2.05857035, 2.05806767, 2.05786131,
       2.05777659, 2.05774181, 2.05772753, 2.05772167, 2.05771926,
       2.05771827, 2.05771787, 2.0577177 , 2.05771763, 2.0577176 ,
       2.05771759, 2.05771759, 2.05771759, 2.05771758, 2.05771758,
       2.05771758, 2.05771758, 2.05771758]), 4645: array([0.30951845, 0.5004759 , 0.64744178, 0.76055058, 0.84760208,
       0.91459921, 0.96616195, 1.005846  , 1.03638788, 1.05989372,
       1.07798443, 1.09190751, 1.10262308, 1.11087007, 1.11721717,
       1.12210206, 1.1258616 , 1.12875504, 1.13098191, 1.13269577,
       1.1340148 , 1.13502996, 1.13581125, 1.13641256, 1.13687534,
       1.1372315 , 1.13750562, 1.13771658]), 4650: array([6.70480282, 6.80103489, 6.89726695, 6.99349902, 7.08973108,
       7.18596315, 7.28219522, 7.37842728, 7.47465935, 7.57089141,
       7.66712348, 7.76335555, 7.85958761, 7.95581968, 8.05205174,
       8.14828381, 8.24451587, 8.34074794, 8.43698001, 8.53321207,
       8.62944414, 8.7256762 , 8.82190827, 8.91814033, 9.0143724 ,
       9.11060447, 9.20683653, 9.3030686 ]), 4655: array([6.16938653, 6.26971656, 6.3700466 , 6.47037663, 6.57070667,
       6.6710367 , 6.77136674, 6.87169678, 6.97202681, 7.07235685,
       7.17268688, 7.27301692, 7.37334696, 7.47367699, 7.57400703,
       7.67433706, 7.7746671 , 7.87499714, 7.97532717, 8.07565721,
       8.17598724, 8.27631728, 8.37664731, 8.47697735, 8.57730739,
       8.67763742, 8.77796746, 8.87829749]), 4660: array([ 64.7132929 ,  66.61487897,  68.51646504,  70.41805112,
        72.31963719,  74.22122326,  76.12280933,  78.0243954 ,
        79.92598148,  81.82756755,  83.72915362,  85.63073969,
        87.53232576,  89.43391183,  91.33549791,  93.23708398,
        95.13867005,  97.04025612,  98.94184219, 100.84342827,
       102.74501434, 104.64660041, 106.54818648, 108.44977255,
       110.35135863, 112.2529447 , 114.15453077, 116.05611684]), 4665: array([ 91.44184276,  95.97294737, 100.50405198, 105.0351566 ,
       109.56626121, 114.09736582, 118.62847043, 123.15957504,
       127.69067966, 132.22178427, 136.75288888, 141.28399349,
       145.81509811, 150.34620272, 154.87730733, 159.40841194,
       163.93951655, 168.47062117, 173.00172578, 177.53283039,
       182.063935  , 186.59503962, 191.12614423, 195.65724884,
       200.18835345, 204.71945806, 209.25056268, 213.78166729]), 4670: array([3.4407951 , 3.65702933, 3.87326357, 4.08949781, 4.30573205,
       4.52196628, 4.73820052, 4.95443476, 5.170669  , 5.38690323,
       5.60313747, 5.81937171, 6.03560595, 6.25184019, 6.46807442,
       6.68430866, 6.9005429 , 7.11677714, 7.33301137, 7.54924561,
       7.76547985, 7.98171409, 8.19794833, 8.41418256, 8.6304168 ,
       8.84665104, 9.06288528, 9.27911951]), 4675: array([1.5139672 , 1.72184935, 1.92973149, 2.13761364, 2.34549579,
       2.55337794, 2.76126009, 2.96914224, 3.17702439, 3.38490653,
       3.59278868, 3.80067083, 4.00855298, 4.21643513, 4.42431728,
       4.63219943, 4.84008158, 5.04796372, 5.25584587, 5.46372802,
       5.67161017, 5.87949232, 6.08737447, 6.29525662, 6.50313876,
       6.71102091, 6.91890306, 7.12678521]), 4680: array([1.63894849, 1.81433136, 1.98389227, 2.1478245 , 2.30631487,
       2.45954405, 2.60768667, 2.7509116 , 2.88938208, 3.02325593,
       3.15268575, 3.27781905, 3.39879847, 3.51576188, 3.62884262,
       3.73816956, 3.84386732, 3.94605637, 4.04485318, 4.14037036,
       4.23271678, 4.32199769, 4.40831487, 4.49176668, 4.57244826,
       4.65045155, 4.72586547, 4.79877597]), 4685: array([14.07503188, 14.38520595, 14.69538001, 15.00555407, 15.31572813,
       15.62590219, 15.93607625, 16.24625032, 16.55642438, 16.86659844,
       17.1767725 , 17.48694656, 17.79712062, 18.10729469, 18.41746875,
       18.72764281, 19.03781687, 19.34799093, 19.65816499, 19.96833905,
       20.27851312, 20.58868718, 20.89886124, 21.2090353 , 21.51920936,
       21.82938342, 22.13955749, 22.44973155]), 4690: array([6.57982181, 5.60568113, 4.93480765, 4.47278893, 4.1546048 ,
       3.93547701, 3.78456757, 3.6806389 , 3.60906507, 3.55977343,
       3.52582715, 3.50244895, 3.48634879, 3.4752609 , 3.46762486,
       3.46236606, 3.45874441, 3.45625025, 3.45453257, 3.45334963,
       3.45253496, 3.45197391, 3.45158752, 3.45132143, 3.45113817,
       3.45101197, 3.45092505, 3.45086519]), 4695: array([2.07946621, 2.10563411, 2.131802  , 2.1579699 , 2.18413779,
       2.21030569, 2.23647358, 2.26264148, 2.28880938, 2.31497727,
       2.34114517, 2.36731306, 2.39348096, 2.41964885, 2.44581675,
       2.47198464, 2.49815254, 2.52432043, 2.55048833, 2.57665623,
       2.60282412, 2.62899202, 2.65515991, 2.68132781, 2.7074957 ,
       2.7336636 , 2.75983149, 2.78599939]), 4700: array([3.72584225, 3.75126206, 3.77668188, 3.80210169, 3.82752151,
       3.85294132, 3.87836114, 3.90378095, 3.92920077, 3.95462058,
       3.9800404 , 4.00546022, 4.03088003, 4.05629985, 4.08171966,
       4.10713948, 4.13255929, 4.15797911, 4.18339892, 4.20881874,
       4.23423855, 4.25965837, 4.28507819, 4.310498  , 4.33591782,
       4.36133763, 4.38675745, 4.41217726]), 4705: array([0.26425747, 0.27228659, 0.28031571, 0.28834483, 0.29637395,
       0.30440307, 0.31243219, 0.32046131, 0.32849043, 0.33651955,
       0.34454867, 0.35257779, 0.36060691, 0.36863603, 0.37666515,
       0.38469427, 0.39272339, 0.40075251, 0.40878163, 0.41681075,
       0.42483987, 0.43286899, 0.44089811, 0.44892722, 0.45695634,
       0.46498546, 0.47301458, 0.4810437 ]), 4710: array([0.06936527, 0.07324358, 0.07712189, 0.0810002 , 0.08487852,
       0.08875683, 0.09263514, 0.09651345, 0.10039176, 0.10427007,
       0.10814839, 0.1120267 , 0.11590501, 0.11978332, 0.12366163,
       0.12753994, 0.13141826, 0.13529657, 0.13917488, 0.14305319,
       0.1469315 , 0.15080981, 0.15468813, 0.15856644, 0.16244475,
       0.16632306, 0.17020137, 0.17407968]), 4715: array([0.0389245 , 0.04244401, 0.04596352, 0.04948303, 0.05300253,
       0.05652204, 0.06004155, 0.06356105, 0.06708056, 0.07060007,
       0.07411958, 0.07763908, 0.08115859, 0.0846781 , 0.0881976 ,
       0.09171711, 0.09523662, 0.09875613, 0.10227563, 0.10579514,
       0.10931465, 0.11283415, 0.11635366, 0.11987317, 0.12339267,
       0.12691218, 0.13043169, 0.1339512 ]), 4720: array([0.00200852, 0.002128  , 0.00224749, 0.00236697, 0.00248645,
       0.00260594, 0.00272542, 0.00284491, 0.00296439, 0.00308387,
       0.00320336, 0.00332284, 0.00344233, 0.00356181, 0.00368129,
       0.00380078, 0.00392026, 0.00403975, 0.00415923, 0.00427871,
       0.0043982 , 0.00451768, 0.00463717, 0.00475665, 0.00487613,
       0.00499562, 0.0051151 , 0.00523459]), 4725: array([2.98792820e-05, 4.16456376e-05, 5.19831540e-05, 6.10653413e-05,
       6.90446393e-05, 7.60549769e-05, 8.22140189e-05, 8.76251419e-05,
       9.23791690e-05, 9.65558940e-05, 1.00225421e-04, 1.03449342e-04,
       1.06281768e-04, 1.08770241e-04, 1.10956527e-04, 1.12877324e-04,
       1.14564869e-04, 1.16047489e-04, 1.17350068e-04, 1.18494469e-04,
       1.19499901e-04, 1.20383239e-04, 1.21159309e-04, 1.21841137e-04,
       1.22440169e-04, 1.22966457e-04, 1.23428836e-04, 1.23835066e-04]), 4730: array([0.00294022, 0.00371257, 0.00401865, 0.00413994, 0.00418801,
       0.00420706, 0.00421461, 0.0042176 , 0.00421878, 0.00421925,
       0.00421944, 0.00421951, 0.00421954, 0.00421955, 0.00421956,
       0.00421956, 0.00421956, 0.00421956, 0.00421956, 0.00421956,
       0.00421956, 0.00421956, 0.00421956, 0.00421956, 0.00421956,
       0.00421956, 0.00421956, 0.00421956]), 4735: array([0.00216868, 0.00285249, 0.00307501, 0.00314742, 0.00317098,
       0.00317865, 0.00318114, 0.00318195, 0.00318222, 0.0031823 ,
       0.00318233, 0.00318234, 0.00318235, 0.00318235, 0.00318235,
       0.00318235, 0.00318235, 0.00318235, 0.00318235, 0.00318235,
       0.00318235, 0.00318235, 0.00318235, 0.00318235, 0.00318235,
       0.00318235, 0.00318235, 0.00318235]), 4740: array([0.00417626, 0.00425396, 0.00433166, 0.00440936, 0.00448706,
       0.00456476, 0.00464246, 0.00472016, 0.00479786, 0.00487556,
       0.00495327, 0.00503097, 0.00510867, 0.00518637, 0.00526407,
       0.00534177, 0.00541947, 0.00549717, 0.00557487, 0.00565257,
       0.00573027, 0.00580797, 0.00588567, 0.00596337, 0.00604107,
       0.00611877, 0.00619647, 0.00627417]), 4745: array([0.00344297, 0.00344297, 0.00344297, 0.00344297, 0.00344297,
       0.00344297, 0.00344297, 0.00344297, 0.00344297, 0.00344297,
       0.00344297, 0.00344297, 0.00344297, 0.00344297, 0.00344297,
       0.00344297, 0.00344297, 0.00344297, 0.00344297, 0.00344297,
       0.00344297, 0.00344297, 0.00344297, 0.00344297, 0.00344297,
       0.00344297, 0.00344297, 0.00344297]), 4750: array([0.00021667, 0.00029733, 0.00035292, 0.00039123, 0.00041763,
       0.00043583, 0.00044837, 0.00045702, 0.00046297, 0.00046708,
       0.00046991, 0.00047186, 0.0004732 , 0.00047413, 0.00047477,
       0.0004752 , 0.00047551, 0.00047572, 0.00047586, 0.00047596,
       0.00047603, 0.00047608, 0.00047611, 0.00047613, 0.00047615,
       0.00047616, 0.00047616, 0.00047617]), 4755: array([0.00987401, 0.01041789, 0.01096176, 0.01150563, 0.0120495 ,
       0.01259337, 0.01313724, 0.01368111, 0.01422499, 0.01476886,
       0.01531273, 0.0158566 , 0.01640047, 0.01694434, 0.01748822,
       0.01803209, 0.01857596, 0.01911983, 0.0196637 , 0.02020757,
       0.02075145, 0.02129532, 0.02183919, 0.02238306, 0.02292693,
       0.0234708 , 0.02401468, 0.02455855]), 4760: array([0.00464254, 0.00481053, 0.00497851, 0.0051465 , 0.00531448,
       0.00548246, 0.00565045, 0.00581843, 0.00598642, 0.0061544 ,
       0.00632238, 0.00649037, 0.00665835, 0.00682634, 0.00699432,
       0.0071623 , 0.00733029, 0.00749827, 0.00766626, 0.00783424,
       0.00800222, 0.00817021, 0.00833819, 0.00850618, 0.00867416,
       0.00884214, 0.00901013, 0.00917811]), 4765: array([0.00335714, 0.00343886, 0.00352057, 0.00360228, 0.003684  ,
       0.00376571, 0.00384742, 0.00392914, 0.00401085, 0.00409256,
       0.00417428, 0.00425599, 0.0043377 , 0.00441941, 0.00450113,
       0.00458284, 0.00466455, 0.00474627, 0.00482798, 0.00490969,
       0.00499141, 0.00507312, 0.00515483, 0.00523655, 0.00531826,
       0.00539997, 0.00548168, 0.0055634 ]), 4770: array([0.02266606, 0.02336925, 0.02407244, 0.02477563, 0.02547882,
       0.02618201, 0.0268852 , 0.02758839, 0.02829158, 0.02899477,
       0.02969796, 0.03040115, 0.03110434, 0.03180753, 0.03251072,
       0.03321391, 0.0339171 , 0.0346203 , 0.03532349, 0.03602668,
       0.03672987, 0.03743306, 0.03813625, 0.03883944, 0.03954263,
       0.04024582, 0.04094901, 0.0416522 ]), 4775: array([0.00814447, 0.00822189, 0.00829931, 0.00837673, 0.00845414,
       0.00853156, 0.00860898, 0.0086864 , 0.00876382, 0.00884124,
       0.00891865, 0.00899607, 0.00907349, 0.00915091, 0.00922833,
       0.00930575, 0.00938316, 0.00946058, 0.009538  , 0.00961542,
       0.00969284, 0.00977025, 0.00984767, 0.00992509, 0.01000251,
       0.01007993, 0.01015735, 0.01023476]), 4780: array([0.04698488, 0.05067918, 0.05437348, 0.05806777, 0.06176207,
       0.06545637, 0.06915067, 0.07284497, 0.07653927, 0.08023357,
       0.08392787, 0.08762217, 0.09131647, 0.09501077, 0.09870507,
       0.10239937, 0.10609367, 0.10978797, 0.11348227, 0.11717657,
       0.12087087, 0.12456517, 0.12825947, 0.13195376, 0.13564806,
       0.13934236, 0.14303666, 0.14673096]), 4785: array([0.40133141, 0.40402924, 0.40672707, 0.40942491, 0.41212274,
       0.41482058, 0.41751841, 0.42021625, 0.42291408, 0.42561192,
       0.42830975, 0.43100759, 0.43370542, 0.43640326, 0.43910109,
       0.44179893, 0.44449676, 0.44719459, 0.44989243, 0.45259026,
       0.4552881 , 0.45798593, 0.46068377, 0.4633816 , 0.46607944,
       0.46877727, 0.47147511, 0.47417294]), 4790: array([0.23043575, 0.23286428, 0.2352928 , 0.23772132, 0.24014985,
       0.24257837, 0.2450069 , 0.24743542, 0.24986394, 0.25229247,
       0.25472099, 0.25714951, 0.25957804, 0.26200656, 0.26443508,
       0.26686361, 0.26929213, 0.27172066, 0.27414918, 0.2765777 ,
       0.27900623, 0.28143475, 0.28386327, 0.2862918 , 0.28872032,
       0.29114885, 0.29357737, 0.29600589]), 4795: array([0.00936971, 0.01021591, 0.0110621 , 0.0119083 , 0.01275449,
       0.01360069, 0.01444688, 0.01529308, 0.01613927, 0.01698547,
       0.01783166, 0.01867786, 0.01952405, 0.02037025, 0.02121644,
       0.02206264, 0.02290883, 0.02375503, 0.02460122, 0.02544742,
       0.02629361, 0.02713981, 0.027986  , 0.0288322 , 0.02967839,
       0.03052459, 0.03137078, 0.03221698]), 4800: array([0.00852649, 0.00969535, 0.01086422, 0.01203308, 0.01320195,
       0.01437081, 0.01553968, 0.01670855, 0.01787741, 0.01904628,
       0.02021514, 0.02138401, 0.02255287, 0.02372174, 0.0248906 ,
       0.02605947, 0.02722834, 0.0283972 , 0.02956607, 0.03073493,
       0.0319038 , 0.03307266, 0.03424153, 0.03541039, 0.03657926,
       0.03774812, 0.03891699, 0.04008586]), 4805: array([0.00272994, 0.0026753 , 0.00263705, 0.00261027, 0.00259151,
       0.00257838, 0.00256919, 0.00256275, 0.00255824, 0.00255508,
       0.00255287, 0.00255133, 0.00255024, 0.00254948, 0.00254895,
       0.00254858, 0.00254832, 0.00254814, 0.00254801, 0.00254792,
       0.00254786, 0.00254781, 0.00254778, 0.00254776, 0.00254775,
       0.00254774, 0.00254773, 0.00254772]), 4810: array([3.23748734e-05, 3.15352277e-05, 3.07487148e-05, 3.00119726e-05,
       2.93218514e-05, 2.86754012e-05, 2.80698584e-05, 2.75026344e-05,
       2.69713044e-05, 2.64735970e-05, 2.60073845e-05, 2.55706741e-05,
       2.51615987e-05, 2.47784096e-05, 2.44194688e-05, 2.40832418e-05,
       2.37682912e-05, 2.34732708e-05, 2.31969192e-05, 2.29380553e-05,
       2.26955722e-05, 2.24684335e-05, 2.22556682e-05, 2.20563666e-05,
       2.18696769e-05, 2.16948010e-05, 2.15309912e-05, 2.13775473e-05]), 4815: array([0.00043194, 0.00051102, 0.00058216, 0.00064617, 0.00070375,
       0.00075556, 0.00080217, 0.00084411, 0.00088184, 0.00091579,
       0.00094633, 0.0009738 , 0.00099852, 0.00102076, 0.00104077,
       0.00105877, 0.00107497, 0.00108954, 0.00110265, 0.00111444,
       0.00112506, 0.0011346 , 0.00114319, 0.00115092, 0.00115787,
       0.00116413, 0.00116975, 0.00117482]), 4820: array([0.00050524, 0.00068429, 0.00075253, 0.00077853, 0.00078844,
       0.00079222, 0.00079366, 0.0007942 , 0.00079441, 0.00079449,
       0.00079452, 0.00079454, 0.00079454, 0.00079454, 0.00079454,
       0.00079454, 0.00079454, 0.00079454, 0.00079454, 0.00079454,
       0.00079454, 0.00079454, 0.00079454, 0.00079454, 0.00079454,
       0.00079454, 0.00079454, 0.00079454]), 4825: array([0.00625422, 0.00651524, 0.00677626, 0.00703728, 0.0072983 ,
       0.00755932, 0.00782035, 0.00808137, 0.00834239, 0.00860341,
       0.00886443, 0.00912545, 0.00938647, 0.00964749, 0.00990851,
       0.01016953, 0.01043055, 0.01069158, 0.0109526 , 0.01121362,
       0.01147464, 0.01173566, 0.01199668, 0.0122577 , 0.01251872,
       0.01277974, 0.01304076, 0.01330178]), 4830: array([0.00343801, 0.00350506, 0.0035721 , 0.00363915, 0.0037062 ,
       0.00377325, 0.0038403 , 0.00390735, 0.00397439, 0.00404144,
       0.00410849, 0.00417554, 0.00424259, 0.00430963, 0.00437668,
       0.00444373, 0.00451078, 0.00457783, 0.00464488, 0.00471192,
       0.00477897, 0.00484602, 0.00491307, 0.00498012, 0.00504716,
       0.00511421, 0.00518126, 0.00524831]), 4835: array([5.79486680e-04, 5.38391040e-04, 5.00209821e-04, 4.64736337e-04,
       4.31778563e-04, 4.01158089e-04, 3.72709158e-04, 3.46277768e-04,
       3.21720840e-04, 2.98905440e-04, 2.77708063e-04, 2.58013962e-04,
       2.39716527e-04, 2.22716710e-04, 2.06922487e-04, 1.92248358e-04,
       1.78614889e-04, 1.65948279e-04, 1.54179959e-04, 1.43246225e-04,
       1.33087890e-04, 1.23649964e-04, 1.14881357e-04, 1.06734602e-04,
       9.91655984e-05, 9.21333737e-05, 8.55998604e-05, 7.95296908e-05]), 4840: array([0.00114657, 0.00113908, 0.00113253, 0.0011268 , 0.00112178,
       0.00111739, 0.00111356, 0.0011102 , 0.00110726, 0.00110469,
       0.00110244, 0.00110048, 0.00109876, 0.00109725, 0.00109593,
       0.00109478, 0.00109377, 0.00109289, 0.00109212, 0.00109145,
       0.00109086, 0.00109034, 0.00108989, 0.00108949, 0.00108915,
       0.00108884, 0.00108858, 0.00108835]), 4845: array([0.00162165, 0.00159711, 0.0015848 , 0.00157861, 0.00157551,
       0.00157395, 0.00157317, 0.00157277, 0.00157258, 0.00157248,
       0.00157243, 0.0015724 , 0.00157239, 0.00157238, 0.00157238,
       0.00157238, 0.00157238, 0.00157238, 0.00157238, 0.00157238,
       0.00157238, 0.00157238, 0.00157238, 0.00157238, 0.00157238,
       0.00157238, 0.00157238, 0.00157238]), 4850: array([0.00477727, 0.0040859 , 0.00363551, 0.0033421 , 0.00315097,
       0.00302645, 0.00294534, 0.0028925 , 0.00285808, 0.00283565,
       0.00282104, 0.00281153, 0.00280533, 0.00280129, 0.00279866,
       0.00279694, 0.00279583, 0.0027951 , 0.00279463, 0.00279432,
       0.00279412, 0.00279399, 0.0027939 , 0.00279385, 0.00279381,
       0.00279379, 0.00279377, 0.00279376]), 4855: array([1.59814682e-05, 2.62509436e-05, 3.63913679e-05, 4.64043627e-05,
       5.62915295e-05, 6.60544494e-05, 7.56946838e-05, 8.52137745e-05,
       9.46132437e-05, 1.03894595e-04, 1.13059312e-04, 1.22108861e-04,
       1.31044689e-04, 1.39868225e-04, 1.48580880e-04, 1.57184048e-04,
       1.65679104e-04, 1.74067408e-04, 1.82350300e-04, 1.90529105e-04,
       1.98605132e-04, 2.06579671e-04, 2.14453998e-04, 2.22229373e-04,
       2.29907039e-04, 2.37488224e-04, 2.44974139e-04, 2.52365984e-04]), 4860: array([0.0011394 , 0.00150306, 0.00165666, 0.00172155, 0.00174895,
       0.00176053, 0.00176542, 0.00176749, 0.00176836, 0.00176873,
       0.00176888, 0.00176895, 0.00176898, 0.00176899, 0.00176899,
       0.00176899, 0.00176899, 0.001769  , 0.001769  , 0.001769  ,
       0.001769  , 0.001769  , 0.001769  , 0.001769  , 0.001769  ,
       0.001769  , 0.001769  , 0.001769  ]), 4865: array([0.00506369, 0.00399893, 0.00335969, 0.0029759 , 0.00274549,
       0.00260716, 0.00252411, 0.00247425, 0.00244431, 0.00242634,
       0.00241555, 0.00240907, 0.00240519, 0.00240285, 0.00240145,
       0.00240061, 0.0024001 , 0.0023998 , 0.00239962, 0.00239951,
       0.00239944, 0.0023994 , 0.00239938, 0.00239936, 0.00239936,
       0.00239935, 0.00239935, 0.00239935]), 4870: array([0.00448617, 0.0045728 , 0.00465942, 0.00474605, 0.00483267,
       0.0049193 , 0.00500593, 0.00509255, 0.00517918, 0.0052658 ,
       0.00535243, 0.00543906, 0.00552568, 0.00561231, 0.00569893,
       0.00578556, 0.00587218, 0.00595881, 0.00604544, 0.00613206,
       0.00621869, 0.00630531, 0.00639194, 0.00647857, 0.00656519,
       0.00665182, 0.00673844, 0.00682507]), 4875: array([0.00147779, 0.00233153, 0.00316695, 0.00398444, 0.00478437,
       0.00556714, 0.00633311, 0.00708263, 0.00781607, 0.00853376,
       0.00923604, 0.00992325, 0.01059571, 0.01125374, 0.01189764,
       0.01252772, 0.01314427, 0.01374759, 0.01433796, 0.01491566,
       0.01548095, 0.01603412, 0.0165754 , 0.01710507, 0.01762337,
       0.01813055, 0.01862683, 0.01911247]), 4880: array([0.01218006, 0.01362677, 0.01507348, 0.01652019, 0.0179669 ,
       0.01941361, 0.02086031, 0.02230702, 0.02375373, 0.02520044,
       0.02664715, 0.02809386, 0.02954057, 0.03098727, 0.03243398,
       0.03388069, 0.0353274 , 0.03677411, 0.03822082, 0.03966753,
       0.04111424, 0.04256094, 0.04400765, 0.04545436, 0.04690107,
       0.04834778, 0.04979449, 0.0512412 ]), 4885: array([0.00913289, 0.01015046, 0.01116803, 0.0121856 , 0.01320318,
       0.01422075, 0.01523832, 0.01625589, 0.01727346, 0.01829103,
       0.0193086 , 0.02032618, 0.02134375, 0.02236132, 0.02337889,
       0.02439646, 0.02541403, 0.0264316 , 0.02744918, 0.02846675,
       0.02948432, 0.03050189, 0.03151946, 0.03253703, 0.0335546 ,
       0.03457218, 0.03558975, 0.03660732]), 4890: array([4.41240715e-08, 2.11390802e-08, 1.01401252e-08, 4.87682059e-09,
       2.35818354e-09, 1.15294594e-09, 5.76206364e-10, 3.00220502e-10,
       1.68153622e-10, 1.04955962e-10, 7.47141309e-11, 6.02425771e-11,
       5.33175377e-11, 5.00037146e-11, 4.84179584e-11, 4.76591302e-11,
       4.72960098e-11, 4.71222467e-11, 4.70390962e-11, 4.69993064e-11,
       4.69802659e-11, 4.69711545e-11, 4.69667944e-11, 4.69647080e-11,
       4.69637096e-11, 4.69632318e-11, 4.69630032e-11, 4.69628938e-11]), 4895: array([0.00054562, 0.00064573, 0.00073581, 0.00081688, 0.00088982,
       0.00095546, 0.00101453, 0.00106768, 0.00111551, 0.00115855,
       0.00119728, 0.00123213, 0.00126349, 0.00129171, 0.00131711,
       0.00133996, 0.00136052, 0.00137902, 0.00139568, 0.00141066,
       0.00142414, 0.00143627, 0.00144719, 0.00145702, 0.00146586,
       0.00147381, 0.00148097, 0.00148741]), 4900: array([1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33]), 4905: array([1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33]), 4910: array([1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33]), 4915: array([1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33]), 4920: array([1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33]), 4925: array([1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33]), 4930: array([1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33]), 4935: array([1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33]), 4940: array([1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33]), 4945: array([1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33])}, 7: {0: array([4978841.19691047, 4765599.07325937, 4652676.28753107,
       4592877.80438753, 4561211.40009893, 4544442.3934644 ,
       4535562.33303991, 4530859.87958746, 4528369.68611858,
       4527050.9992724 , 4526352.686061  , 4525982.8929273 ,
       4525787.06824648, 4525683.36890184, 4525628.45471005,
       4525599.37479185, 4525583.97546401, 4525575.82071968,
       4525571.50235879, 4525569.2155623 , 4525568.00458472,
       4525567.36330916, 4525567.02372043, 4525566.84389055,
       4525566.74866128, 4525566.69823244, 4525566.67152774,
       4525566.65738622]), 5: array([10240338.98984598, 10239229.85210512, 10238755.1438584 ,
       10238551.96988711, 10238465.01192315, 10238427.79412676,
       10238411.86500072, 10238405.04737364, 10238402.12944589,
       10238400.88057993, 10238400.34606835, 10238400.11729869,
       10238400.01938584, 10238399.97747938, 10238399.95954351,
       10238399.95186701, 10238399.94858148, 10238399.94717528,
       10238399.94657344, 10238399.94631585, 10238399.9462056 ,
       10238399.94615841, 10238399.94613822, 10238399.94612957,
       10238399.94612587, 10238399.94612429, 10238399.94612361,
       10238399.94612332]), 10: array([3620631.2638572 , 3630042.41610802, 3636893.55969275,
       3641881.06464087, 3645511.8753661 , 3648155.03796135,
       3650079.21110989, 3651479.97333019, 3652499.70214167,
       3653242.0457271 , 3653782.45803342, 3654175.8681289 ,
       3654462.26335234, 3654670.75374178, 3654822.5308628 ,
       3654933.02178051, 3655013.45711106, 3655072.01253383,
       3655114.63979119, 3655145.67164075, 3655168.26224936,
       3655184.70779174, 3655196.67984035, 3655205.39526879,
       3655211.7399384 , 3655216.35873973, 3655219.72114108,
       3655222.16890665]), 15: array([4630156.95839266, 4651636.47413433, 4667596.08291924,
       4679454.31639297, 4688265.16526857, 4694811.76076954,
       4699675.98137513, 4703290.17169684, 4705975.57039495,
       4707970.86270828, 4709453.39542062, 4710554.93990534,
       4711373.40430867, 4711981.53588104, 4712433.38694236,
       4712769.11919324, 4713018.57339161, 4713203.92167709,
       4713341.63828861, 4713443.96383774, 4713519.99328609,
       4713576.48432929, 4713618.45803858, 4713649.64514669,
       4713672.81764511, 4713690.03516592, 4713702.82804727,
       4713712.33335382]), 20: array([7839122.22786063, 7838362.18594183, 7838053.92873244,
       7837928.90601358, 7837878.19939666, 7837857.63384646,
       7837849.29288664, 7837845.90996665, 7837844.53792459,
       7837843.98145285, 7837843.75575947, 7837843.66422292,
       7837843.6270976 , 7837843.61204034, 7837843.60593343,
       7837843.6034566 , 7837843.60245204, 7837843.60204462,
       7837843.60187937, 7837843.60181236, 7837843.60178517,
       7837843.60177415, 7837843.60176968, 7837843.60176786,
       7837843.60176713, 7837843.60176683, 7837843.60176671,
       7837843.60176666]), 25: array([12611584.93245217, 12610392.82617602, 12609942.87723011,
       12609773.04836671, 12609708.94811021, 12609684.75409042,
       12609675.62229242, 12609672.17558388, 12609670.87465719,
       12609670.38363503, 12609670.19830348, 12609670.12835189,
       12609670.10194934, 12609670.09198395, 12609670.08822261,
       12609670.08680293, 12609670.08626709, 12609670.08606484,
       12609670.0859885 , 12609670.08595969, 12609670.08594881,
       12609670.08594471, 12609670.08594316, 12609670.08594257,
       12609670.08594235, 12609670.08594227, 12609670.08594224,
       12609670.08594223]), 30: array([155885.92824844, 155478.22705046, 155249.51625709, 155121.21487544,
       155049.24081469, 155008.8650576 , 154986.21520648, 154973.50917214,
       154966.3813854 , 154962.3828645 , 154960.13978822, 154958.88147513,
       154958.17559104, 154957.77960666, 154957.55746872, 154957.43285456,
       154957.36294894, 154957.32373353, 154957.30173461, 154957.28939373,
       154957.28247078, 154957.27858717, 154957.27640856, 154957.27518641,
       154957.27450081, 154957.27411621, 154957.27390045, 154957.27377942]), 35: array([1218826.67195215, 1144659.15297602, 1102955.52193323,
       1079506.00028059, 1066320.5760864 , 1058906.54804112,
       1054737.71653092, 1052393.62556521, 1051075.56738942,
       1050334.43687009, 1049917.70682223, 1049683.38381399,
       1049551.62640299, 1049477.54056958, 1049435.88286948,
       1049412.45917433, 1049399.28827211, 1049391.88240962,
       1049387.71816952, 1049385.37666025, 1049384.06005374,
       1049383.31973948, 1049382.9034684 , 1049382.66940347,
       1049382.53779117, 1049382.46378693, 1049382.42217511,
       1049382.39877722]), 40: array([8635392.96591321, 7747938.70053898, 7146481.86666827,
       6738854.86308715, 6462592.68649969, 6275360.75745098,
       6148467.54431435, 6062467.85600291, 6004183.04937814,
       5964681.52617512, 5937910.04959796, 5919766.14273044,
       5907469.42254511, 5899135.53236255, 5893487.38191853,
       5889659.44529596, 5887065.1272211 , 5885306.87285663,
       5884115.24626307, 5883307.6418759 , 5882760.30192085,
       5882389.35169923, 5882137.94657953, 5881967.56109239,
       5881852.08526493, 5881773.82351299, 5881720.78295938,
       5881684.83563828]), 45: array([560518.93384269, 559149.59615783, 558401.7647785 , 557993.35436367,
       557770.31067821, 557648.50064641, 557581.97697945, 557545.64665263,
       557525.80570418, 557514.9700396 , 557509.05239775, 557505.82061766,
       557504.05565743, 557503.09176615, 557502.56535974, 557502.27787533,
       557502.12087252, 557502.03512915, 557501.98830244, 557501.96272914,
       557501.94876288, 557501.94113554, 557501.93697005, 557501.93469517,
       557501.93345279, 557501.9327743 , 557501.93240376, 557501.93220139]), 50: array([657516.88047285, 636066.33718667, 617988.29750946, 602752.52868948,
       589912.16238427, 579090.58791695, 569970.406205  , 562284.12037753,
       555806.29003516, 550346.91903512, 545745.88286393, 541868.23215135,
       538600.23457658, 535846.03907517, 533524.86450682, 531568.63032735,
       529919.9597719 , 528530.49698216, 527359.48871873, 526372.58906   ,
       525540.85202893, 524839.88260134, 524249.12119471, 523751.24065126,
       523331.63802867, 522978.00629269, 522679.97334924, 522428.79782865]), 55: array([1398657.18475416, 1398500.98594822, 1398430.91014059,
       1398399.47187968, 1398385.36766479, 1398379.04006041,
       1398376.20129359, 1398374.9277315 , 1398374.35637059,
       1398374.10003971, 1398373.98504144, 1398373.93344951,
       1398373.91030372, 1398373.89991977, 1398373.8952612 ,
       1398373.89317121, 1398373.89223357, 1398373.89181292,
       1398373.8916242 , 1398373.89153954, 1398373.89150155,
       1398373.89148451, 1398373.89147687, 1398373.89147344,
       1398373.8914719 , 1398373.89147121, 1398373.8914709 ,
       1398373.89147076]), 60: array([720094.79250285, 719303.55537262, 718760.90585718, 718388.74372605,
       718133.50595673, 717958.45773597, 717838.40544249, 717756.07068291,
       717699.60351816, 717660.8769741 , 717634.31737575, 717616.10216236,
       717603.60972951, 717595.04211763, 717589.16624268, 717585.13642586,
       717582.37268025, 717580.47723683, 717579.17729599, 717578.2857652 ,
       717577.67433187, 717577.25499615, 717576.96740558, 717576.77016904,
       717576.63489946, 717576.54212831, 717576.47850362, 717576.43486828]), 65: array([389405.91086902, 388625.53092577, 388106.67359761, 387761.69685993,
       387532.32947301, 387379.82818108, 387278.43345207, 387211.01834403,
       387166.19553287, 387136.39383916, 387116.57935354, 387103.40514121,
       387094.64589942, 387088.82207369, 387084.94994104, 387082.37544586,
       387080.66372108, 387079.52563321, 387078.76894381, 387078.2658378 ,
       387077.93133376, 387077.70892944, 387077.56105774, 387077.46274112,
       387077.39737258, 387077.35391049, 387077.3250135 , 387077.30580054]), 70: array([3778633.20720461, 3778130.66190175, 3777905.24063643,
       3777804.12587808, 3777758.76993377, 3777738.42511252,
       3777729.29925795, 3777725.2057729 , 3777723.36960296,
       3777722.54597224, 3777722.17652519, 3777722.01080635,
       3777721.93647166, 3777721.90312816, 3777721.88817163,
       3777721.88146274, 3777721.87845341, 3777721.87710355,
       3777721.87649805, 3777721.87622645, 3777721.87610463,
       3777721.87604998, 3777721.87602547, 3777721.87601447,
       3777721.87600954, 3777721.87600733, 3777721.87600634,
       3777721.87600589]), 75: array([1596731.55704303, 1596504.4267152 , 1596402.03115857,
       1596355.86889517, 1596335.057889  , 1596325.67581051,
       1596321.44615454, 1596319.5393287 , 1596318.67968791,
       1596318.29214215, 1596318.11742763, 1596318.03866233,
       1596318.00315312, 1596317.98714476, 1596317.97992782,
       1596317.97667426, 1596317.97520748, 1596317.97454623,
       1596317.97424812, 1596317.97411372, 1596317.97405313,
       1596317.97402582, 1596317.9740135 , 1596317.97400795,
       1596317.97400545, 1596317.97400432, 1596317.97400381,
       1596317.97400358]), 80: array([1232707.77040163, 1232858.01805578, 1232935.91643058,
       1232976.30412802, 1232997.24379599, 1233008.10031228,
       1233013.72905224, 1233016.64736532, 1233018.16041288,
       1233018.94487735, 1233019.35159589, 1233019.56246583,
       1233019.67179483, 1233019.72847825, 1233019.75786671,
       1233019.77310363, 1233019.78100347, 1233019.78509927,
       1233019.78722281, 1233019.78832379, 1233019.78889461,
       1233019.78919057, 1233019.78934401, 1233019.78942356,
       1233019.78946481, 1233019.78948619, 1233019.78949728,
       1233019.78950303]), 85: array([277636.48541967, 275337.43149422, 273311.09633708, 271525.12945583,
       269951.01784371, 268563.6307687 , 267340.8185608 , 266263.05899196,
       265313.14560319, 264475.91300304, 263737.9947517 , 263087.6099655 ,
       262514.37523474, 262009.13885235, 261563.83470659, 261171.35350545,
       260825.42927653, 260520.53933071, 260251.81609224, 260014.96938777,
       259806.21795361, 259622.22906782, 259460.06534313, 259317.13783155,
       259191.16469172, 259080.13475925, 258982.27543843, 258896.02440272]), 90: array([419544.72192759, 424565.96521382, 428515.30233956, 431621.55767188,
       434064.70746698, 435986.3076842 , 437497.69573017, 438686.44134177,
       439621.42037173, 440356.80545155, 440935.20475066, 441390.13069136,
       441747.94165662, 442029.3691933 , 442250.71919677, 442424.81667356,
       442561.74882151, 442669.44948144, 442754.15882343, 442820.7849019 ,
       442873.18802803, 442914.40443594, 442946.82220196, 442972.31960959,
       442992.37397716, 443008.1472536 , 443020.55334162, 443030.31104928]), 95: array([384152.77843087, 383084.30957325, 382418.75943223, 382004.18769525,
       381745.9506151 , 381585.09452287, 381484.89712909, 381422.48408908,
       381383.6069545 , 381359.39035499, 381344.305815  , 381334.90964247,
       381329.05675879, 381325.41099267, 381323.14004191, 381321.7254648 ,
       381320.84432354, 381320.29545991, 381319.9535723 , 381319.74061022,
       381319.60795597, 381319.52532552, 381319.47385495, 381319.44179389,
       381319.42182302, 381319.40938316, 381319.40163435, 381319.39680762]), 100: array([1095133.41611442, 1000873.55278253,  954227.72844916,
        931144.38363167,  919721.2645084 ,  914068.37271408,
        911270.95938996,  909886.61990662,  909201.55996621,
        908862.54838155,  908694.78371198,  908611.76299638,
        908570.679023  ,  908550.34803867,  908540.28696399,
        908535.30809912,  908532.84423754,  908531.62496085,
        908531.02158456,  908530.72299528,  908530.57523416,
        908530.50211249,  908530.46592719,  908530.44802039,
        908530.43915895,  908530.43477375,  908530.43260367,
        908530.43152977]), 105: array([666606.11004975, 677045.9341876 , 685425.03555213, 692150.18137356,
       697547.84686917, 701880.06412899, 705357.14258107, 708147.87855687,
       710387.74958478, 712185.49120748, 713628.37559758, 714786.44822431,
       715715.92824225, 716461.93767533, 717060.69188577, 717541.25766498,
       717926.96429406, 718236.53607413, 718485.00130597, 718684.4218456 ,
       718844.47865247, 718972.94175597, 719076.04745504, 719158.80106203,
       719225.21988787, 719278.52826423, 719321.31407012, 719355.65436166]), 110: array([5401826.29267619, 6065163.20619424, 6525743.80403746,
       6845542.81233411, 7067591.69191441, 7221768.85833368,
       7328820.05665543, 7403149.86390432, 7454759.93770332,
       7490594.81762732, 7515476.36738383, 7532752.59433364,
       7544748.15009854, 7553077.1306408 , 7558860.2655145 ,
       7562875.72080315, 7565663.80745981, 7567599.68437696,
       7568943.83895313, 7569877.13771228, 7570525.16331088,
       7570975.11266774, 7571287.52999227, 7571504.45348195,
       7571655.07189097, 7571759.65210573, 7571832.26621306,
       7571882.68500973]), 115: array([45717.41915889, 45726.14794259, 45730.79230003, 45733.26344111,
       45734.57827063, 45735.27785701, 45735.65008863, 45735.84814333,
       45735.95352306, 45736.00959285, 45736.03942612, 45736.05529962,
       45736.0637455 , 45736.06823933, 45736.07063038, 45736.07190259,
       45736.07257951, 45736.07293967, 45736.07313131, 45736.07323327,
       45736.07328752, 45736.07331639, 45736.07333175, 45736.07333992,
       45736.07334427, 45736.07334658, 45736.07334782, 45736.07334847]), 120: array([404502.92719612, 404611.41173086, 404669.17390409, 404699.92915105,
       404716.30466399, 404725.02374286, 404729.66618287, 404732.1380322 ,
       404733.45415886, 404734.15492544, 404734.52804591, 404734.72671247,
       404734.83249172, 404734.88881347, 404734.91880177, 404734.93476893,
       404734.94327058, 404734.94779725, 404734.95020746, 404734.95149076,
       404734.95217405, 404734.95253787, 404734.95273158, 404734.95283472,
       404734.95288964, 404734.95291888, 404734.95293445, 404734.95294274]), 125: array([1330247.61554819, 1182206.56479365, 1082102.46317059,
       1014412.91955626,  968641.82486157,  937691.79923447,
        916763.65467713,  902612.22101145,  893043.14171513,
        886572.61153829,  882197.29396876,  879238.74137554,
        877238.19323069,  875885.43956018,  874970.71901333,
        874352.1927457 ,  873933.95053493,  873651.13870297,
        873459.90374332,  873330.59228723,  873243.15297851,
        873184.02726032,  873144.04695167,  873117.0126064 ,
        873098.73221166,  873086.37116394,  873078.01272842,
        873072.36082528]), 130: array([248681.53131543, 373234.33012311, 444256.11923205, 484753.76020455,
       507846.09489386, 521013.67474785, 528522.0173015 , 532803.38172292,
       535244.67701253, 536636.73853881, 537430.51195132, 537883.13291562,
       538141.22386966, 538288.39102676, 538372.30784674, 538420.15841893,
       538447.44350027, 538463.00184429, 538471.87343481, 538476.93214273,
       538479.81669042, 538481.4615008 , 538482.39939524, 538482.93419607,
       538483.23914716, 538483.41303464, 538483.51218777, 538483.5687263 ]), 135: array([610231.98082395, 696499.98417327, 745124.12570736, 772530.66171301,
       787978.09568574, 796684.89527153, 801592.40024361, 804358.46885628,
       805917.53718397, 806796.29125366, 807291.59264698, 807570.76457767,
       807728.11718747, 807816.80749295, 807866.79694209, 807894.97302078,
       807910.85420018, 807919.80547626, 807924.85077809, 807927.6945146 ,
       807929.29735969, 807930.20078812, 807930.70999699, 807930.99700773,
       807931.15877861, 807931.24995924, 807931.30135233, 807931.33031956]), 140: array([108493.6444295 , 109555.40341416, 110379.9657293 , 111020.32104663,
       111517.62115956, 111903.82456199, 112203.75022895, 112436.67258316,
       112617.56014655, 112758.03747728, 112867.13221039, 112951.85520967,
       113017.65111387, 113068.7482309 , 113108.43026582, 113139.2473449 ,
       113163.17989686, 113181.76592319, 113196.19983628, 113207.40921709,
       113216.11442527, 113222.8748923 , 113228.12507282, 113232.20236444,
       113235.36879022, 113237.82783733, 113239.73753399, 113241.22060493]), 145: array([65282.37095466, 65279.05246701, 65277.42891103, 65276.63459316,
       65276.24597652, 65276.05584748, 65275.96282765, 65275.9173181 ,
       65275.89505274, 65275.88415951, 65275.87883004, 65275.87622262,
       65275.87494695, 65275.87432284, 65275.87401749, 65275.8738681 ,
       65275.87379501, 65275.87375926, 65275.87374176, 65275.8737332 ,
       65275.87372902, 65275.87372697, 65275.87372596, 65275.87372547,
       65275.87372523, 65275.87372512, 65275.87372506, 65275.87372503]), 150: array([4212974.11376769, 4213172.72102848, 4213272.8084275 ,
       4213323.24710432, 4213348.6654901 , 4213361.47499218,
       4213367.93029366, 4213371.18341912, 4213372.82281973,
       4213373.64898964, 4213374.06533494, 4213374.27515061,
       4213374.38088646, 4213374.43417164, 4213374.46102452,
       4213374.47455693, 4213374.48137653, 4213374.48481325,
       4213374.48654517, 4213374.48741796, 4213374.4878578 ,
       4213374.48807946, 4213374.48819116, 4213374.48824746,
       4213374.48827583, 4213374.48829012, 4213374.48829733,
       4213374.48830096]), 155: array([660914.84064653, 660853.07816646, 660825.03718153, 660812.30620255,
       660806.52616928, 660803.90195753, 660802.7105306 , 660802.16960697,
       660801.92402047, 660801.81252095, 660801.76189868, 660801.7389155 ,
       660801.72848083, 660801.72374336, 660801.72159248, 660801.72061595,
       660801.7201726 , 660801.71997131, 660801.71987992, 660801.71983843,
       660801.71981959, 660801.71981104, 660801.71980715, 660801.71980539,
       660801.71980459, 660801.71980423, 660801.71980406, 660801.71980399]), 160: array([253524.03490673, 253504.5127662 , 253497.55609627, 253495.07710292,
       253494.19371933, 253493.87892762, 253493.76675232, 253493.72677891,
       253493.71253447, 253493.7074585 , 253493.70564969, 253493.70500513,
       253493.70477544, 253493.70469359, 253493.70466442, 253493.70465403,
       253493.70465032, 253493.704649  , 253493.70464853, 253493.70464837,
       253493.70464831, 253493.70464829, 253493.70464828, 253493.70464828,
       253493.70464827, 253493.70464827, 253493.70464827, 253493.70464827]), 165: array([113619.36196392, 113606.00871739, 113600.62609895, 113598.45639579,
       113597.58180067, 113597.2292563 , 113597.08714766, 113597.02986446,
       113597.00677393, 113596.99746626, 113596.9937144 , 113596.99220204,
       113596.99159242, 113596.99134668, 113596.99124763, 113596.9912077 ,
       113596.9911916 , 113596.99118512, 113596.9911825 , 113596.99118145,
       113596.99118102, 113596.99118085, 113596.99118078, 113596.99118075,
       113596.99118074, 113596.99118074, 113596.99118074, 113596.99118074]), 170: array([293406.00913797, 242899.50530391, 210499.84649743, 189715.63434477,
       176382.67064331, 167829.6439633 , 162342.92195408, 158823.21839969,
       156565.34692561, 155116.93415031, 154187.78490876, 153591.74051604,
       153209.38114662, 152964.09960522, 152806.75277562, 152705.81560503,
       152641.0649365 , 152599.52772034, 152572.88181279, 152555.78860206,
       152544.82339653, 152537.78927436, 152533.27692168, 152530.38227097,
       152528.52536763, 152527.33417382, 152526.57002921, 152526.07983442]), 175: array([261520.43731558, 261494.80721941, 261484.84103423, 261480.96571334,
       261479.45880657, 261478.87285044, 261478.64500317, 261478.55640546,
       261478.5219545 , 261478.50855835, 261478.5033493 , 261478.50132378,
       261478.50053616, 261478.50022989, 261478.5001108 , 261478.5000645 ,
       261478.50004649, 261478.50003949, 261478.50003677, 261478.50003571,
       261478.5000353 , 261478.50003514, 261478.50003507, 261478.50003505,
       261478.50003504, 261478.50003504, 261478.50003503, 261478.50003503]), 180: array([96354.16091837, 96836.1443199 , 97194.95102018, 97462.06031847,
       97660.90659746, 97808.93529929, 97919.13347185, 98001.16916549,
       98062.23964313, 98107.70281986, 98141.54733064, 98166.74246639,
       98185.49867977, 98199.46151544, 98209.85597919, 98217.59401172,
       98223.35449623, 98227.64281909, 98230.83520905, 98233.21174506,
       98234.98092848, 98236.29797563, 98237.27843542, 98238.00832682,
       98238.55168563, 98238.9561825 , 98239.2573053 , 98239.48147251]), 185: array([63376.28602447, 63248.16122218, 63162.63675867, 63105.54840631,
       63067.44141514, 63042.00465413, 63025.02538626, 63013.6915715 ,
       63006.12614771, 63001.07615896, 62997.70524582, 62995.45513084,
       62993.95315875, 62992.95057881, 62992.28134763, 62991.83462978,
       62991.53644157, 62991.33739825, 62991.20453503, 62991.11584763,
       62991.05664799, 62991.0171317 , 62990.99075421, 62990.973147  ,
       62990.96139403, 62990.95354882, 62990.94831207, 62990.94481649]), 190: array([246274.75408151, 246310.21220568, 246328.5096069 , 246337.95158669,
       246342.82391698, 246345.33817808, 246346.63560837, 246347.30511932,
       246347.65060602, 246347.828887  , 246347.92088505, 246347.96835867,
       246347.99285641, 246348.00549793, 246348.01202132, 246348.01538758,
       246348.01712466, 246348.01802104, 246348.0184836 , 246348.0187223 ,
       246348.01884547, 246348.01890903, 246348.01894183, 246348.01895876,
       246348.01896749, 246348.018972  , 246348.01897432, 246348.01897552]), 195: array([72259.4639394 , 72252.49014714, 72249.85602356, 72248.8610689 ,
       72248.48525708, 72248.34330637, 72248.2896891 , 72248.26943692,
       72248.26178731, 72248.25889792, 72248.25780655, 72248.25739432,
       72248.25723861, 72248.2571798 , 72248.25715758, 72248.25714919,
       72248.25714602, 72248.25714482, 72248.25714437, 72248.2571442 ,
       72248.25714414, 72248.25714411, 72248.2571441 , 72248.2571441 ,
       72248.2571441 , 72248.2571441 , 72248.2571441 , 72248.2571441 ]), 200: array([5026.58637891, 4998.23843   , 4973.07902088, 4950.7495088 ,
       4930.93159069, 4913.34276579, 4897.73230864, 4883.87769505,
       4871.58143006, 4860.66823269, 4850.98253731, 4842.38627614,
       4834.75691104, 4827.98568684, 4821.97608097, 4816.64242762,
       4811.90869655, 4807.70740927, 4803.97867724, 4800.66934804,
       4797.73224782, 4795.12550874, 4792.81197222, 4790.75865923,
       4788.93630017, 4787.31891765, 4785.88345617, 4784.60945349]), 205: array([496530.11265222, 496514.91615016, 496507.24113043, 496503.3648484 ,
       496501.40712544, 496500.41837406, 496499.91900345, 496499.66679547,
       496499.53941738, 496499.47508486, 496499.44259361, 496499.42618385,
       496499.41789607, 496499.41371031, 496499.41159629, 496499.4105286 ,
       496499.40998936, 496499.40971701, 496499.40957947, 496499.40951   ,
       496499.40947491, 496499.40945719, 496499.40944824, 496499.40944372,
       496499.40944144, 496499.40944029, 496499.4094397 , 496499.40943941]), 210: array([19623.84110062, 19634.94076917, 19641.08801277, 19644.49249315,
       19646.37797019, 19647.42218936, 19648.00050119, 19648.32078315,
       19648.49816244, 19648.59639904, 19648.65080465, 19648.68093569,
       19648.69762293, 19648.7068647 , 19648.711983  , 19648.71481762,
       19648.7163875 , 19648.71725693, 19648.71773845, 19648.71800512,
       19648.71815281, 19648.7182346 , 19648.7182799 , 19648.71830499,
       19648.71831888, 19648.71832658, 19648.71833084, 19648.7183332 ]), 215: array([1157147.20329256, 1175324.54019503, 1189907.97744504,
       1201608.07648408, 1210994.91136921, 1218525.84498495,
       1224567.81353119, 1229415.20507338, 1233304.20326718,
       1236424.29513922, 1238927.50362759, 1240935.79472708,
       1242547.02014401, 1243839.68500957, 1244876.77295339,
       1245708.8149094 , 1246376.35117832, 1246911.90670783,
       1247341.57583376, 1247686.29369699, 1247962.85628448,
       1248184.73879466, 1248362.75220121, 1248505.5700055 ,
       1248620.15084306, 1248712.07753527, 1248785.82910596,
       1248844.99901676]), 220: array([683833.13024552, 683785.1738951 , 683768.41902516, 683762.56525054,
       683760.52007339, 683759.8055345 , 683759.55589069, 683759.46867076,
       683759.43819807, 683759.4275516 , 683759.42383197, 683759.42253241,
       683759.42207837, 683759.42191974, 683759.42186432, 683759.42184496,
       683759.42183819, 683759.42183583, 683759.421835  , 683759.42183472,
       683759.42183461, 683759.42183458, 683759.42183457, 683759.42183456,
       683759.42183456, 683759.42183456, 683759.42183456, 683759.42183456]), 225: array([137111.22378628, 159603.70928274, 182096.1947792 , 204588.68027567,
       227081.16577213, 249573.65126859, 272066.13676506, 294558.62226152,
       317051.10775798, 339543.59325445, 362036.07875091, 384528.56424737,
       407021.04974383, 429513.5352403 , 452006.02073676, 474498.50623322,
       496990.99172969, 519483.47722615, 541975.96272261, 564468.44821908,
       586960.93371554, 609453.419212  , 631945.90470847, 654438.39020493,
       676930.87570139, 699423.36119786, 721915.84669432, 744408.33219078]), 230: array([60584.84262643, 61539.82974446, 62306.520776  , 62922.04231211,
       63416.20064425, 63812.92511755, 64131.4268962 , 64387.12925345,
       64592.41443516, 64757.2232632 , 64889.53651434, 64995.76138491,
       65081.04175577, 65149.50728192, 65204.47336877, 65248.60171881,
       65284.02922309, 65312.471439  , 65335.30566518, 65353.63763647,
       65368.35506847, 65380.17064474, 65389.65652804, 65397.27206706,
       65403.38604006, 65408.29451284, 65412.23517548, 65415.3988524 ]), 235: array([20311.20529461, 20249.452115  , 20213.24388955, 20192.01363714,
       20179.56553696, 20172.2667449 , 20167.98718698, 20165.47792026,
       20164.00664226, 20163.14397631, 20162.63816262, 20162.34158492,
       20162.16769019, 20162.06572914, 20162.00594551, 20161.97089211,
       20161.95033898, 20161.9382879 , 20161.93122189, 20161.92707883,
       20161.92464959, 20161.92322524, 20161.92239008, 20161.9219004 ,
       20161.92161328, 20161.92144494, 20161.92134623, 20161.92128835]), 240: array([134021.80809848, 135417.47602255, 136505.64396228, 137354.06173032,
       138015.55218858, 138531.3000228 , 138933.41591907, 139246.93578925,
       139491.37951782, 139681.9662784 , 139830.5620862 , 139946.41858132,
       140036.7490399 , 140107.17747585, 140162.08879445, 140204.90179847,
       140238.28204428, 140264.30780061, 140284.59944245, 140300.42033631,
       140312.75549798, 140322.37292003, 140329.87138736, 140335.71775784,
       140340.27602905, 140343.83000095, 140346.6009454 , 140348.76138261]), 245: array([15108.61007067, 15107.98757567, 15107.68861729, 15107.54504006,
       15107.4760859 , 15107.44297009, 15107.42706595, 15107.41942786,
       15107.4157596 , 15107.41399789, 15107.41315181, 15107.41274548,
       15107.41255033, 15107.41245661, 15107.4124116 , 15107.41238998,
       15107.4123796 , 15107.41237462, 15107.41237222, 15107.41237107,
       15107.41237052, 15107.41237026, 15107.41237013, 15107.41237007,
       15107.41237004, 15107.41237002, 15107.41237002, 15107.41237001]), 250: array([231908.41889891, 231979.31973492, 232016.76168164, 232036.53435927,
       232046.97609148, 232052.49025468, 232055.40222323, 232056.94000159,
       232057.75208533, 232058.18093776, 232058.40740998, 232058.52700745,
       232058.59016555, 232058.62351865, 232058.64113205, 232058.65043349,
       232058.65534548, 232058.65793944, 232058.65930929, 232058.66003269,
       232058.66041471, 232058.66061645, 232058.66072299, 232058.66077925,
       232058.66080896, 232058.66082465, 232058.66083293, 232058.66083731]), 255: array([126383.89737787, 126374.47973222, 126371.14224104, 126369.95947755,
       126369.54032155, 126369.39177811, 126369.33913625, 126369.32048066,
       126369.31386936, 126369.3115264 , 126369.31069608, 126369.31040183,
       126369.31029755, 126369.3102606 , 126369.3102475 , 126369.31024286,
       126369.31024121, 126369.31024063, 126369.31024042, 126369.31024035,
       126369.31024033, 126369.31024032, 126369.31024031, 126369.31024031,
       126369.31024031, 126369.31024031, 126369.31024031, 126369.31024031]), 260: array([145444.00549944, 145852.06017616, 146150.45797879, 146368.66709068,
       146528.23668567, 146644.92501012, 146730.25558367, 146792.65520093,
       146838.28611692, 146871.65459874, 146896.05594057, 146913.89988943,
       146926.94861901, 146936.49075259, 146943.46862064, 146948.57132038,
       146952.30276736, 146955.03145948, 146957.02686788, 146958.48604852,
       146959.55310232, 146960.33340587, 146960.90401779, 146961.32128869,
       146961.62642604, 146961.84956357, 146962.01273717, 146962.13206099]), 265: array([74697.10129969, 74689.01321155, 74685.72596163, 74684.38992129,
       74683.84691305, 74683.62621766, 74683.5365202 , 74683.50006438,
       74683.4852476 , 74683.4792256 , 74683.47677807, 74683.47578332,
       74683.47537902, 74683.4752147 , 74683.47514792, 74683.47512078,
       74683.47510974, 74683.47510526, 74683.47510344, 74683.4751027 ,
       74683.4751024 , 74683.47510227, 74683.47510223, 74683.4751022 ,
       74683.4751022 , 74683.47510219, 74683.47510219, 74683.47510219]), 270: array([216092.4929859 , 204159.08563961, 195088.9636337 , 188195.11422299,
       182955.36555514, 178972.83497368, 175945.86730067, 173645.18608654,
       171896.52715759, 170567.43904621, 169557.25050767, 168789.44521723,
       168205.86607181, 167762.31010364, 167425.18034422, 167168.94103544,
       166974.18343387, 166826.15570327, 166713.64554269, 166628.13091524,
       166563.13454985, 166513.73332295, 166476.18535846, 166447.64660091,
       166425.95539359, 166409.4687447 , 166396.93787967, 166387.41365315]), 275: array([2716800.07896699, 2716554.5745581 , 2716439.35986524,
       2716385.28985685, 2716359.91491782, 2716348.00651332,
       2716342.41792461, 2716339.79521191, 2716338.56437847,
       2716337.98675097, 2716337.71567162, 2716337.58845466,
       2716337.52875202, 2716337.50073369, 2716337.48758475,
       2716337.48141399, 2716337.47851806, 2716337.477159  ,
       2716337.4765212 , 2716337.47622189, 2716337.47608142,
       2716337.47601549, 2716337.47598456, 2716337.47597004,
       2716337.47596322, 2716337.47596003, 2716337.47595853,
       2716337.47595782]), 280: array([205098.21309317, 205093.79798321, 205091.57696177, 205090.45967676,
       205089.89762644, 205089.61488698, 205089.47265487, 205089.401105  ,
       205089.36511183, 205089.34700546, 205089.33789705, 205089.33331507,
       205089.3310101 , 205089.32985058, 205089.32926729, 205089.32897386,
       205089.32882625, 205089.328752  , 205089.32871465, 205089.32869586,
       205089.3286864 , 205089.32868165, 205089.32867926, 205089.32867805,
       205089.32867745, 205089.32867714, 205089.32867699, 205089.32867691]), 285: array([57869.03965153, 64546.65667895, 67730.97889278, 69249.47088175,
       69973.58664821, 70318.89215332, 70483.55628214, 70562.07885106,
       70599.52352024, 70617.37957448, 70625.89450278, 70629.95497453,
       70631.89127162, 70632.81462404, 70633.25493854, 70633.46490914,
       70633.56503678, 70633.61278415, 70633.63555321, 70633.64641097,
       70633.65158866, 70633.65405772, 70633.65523513, 70633.6557966 ,
       70633.65606434, 70633.65619202, 70633.6562529 , 70633.65628193]), 290: array([299334.72346597, 299411.35142348, 299452.32783493, 299474.23976303,
       299485.95705539, 299492.22281803, 299495.57340281, 299497.36511101,
       299498.32321789, 299498.83556068, 299499.10953338, 299499.2560389 ,
       299499.33438198, 299499.37627554, 299499.39867791, 299499.41065747,
       299499.41706347, 299499.42048905, 299499.42232086, 299499.42330041,
       299499.42382422, 299499.42410433, 299499.42425411, 299499.42433421,
       299499.42437704, 299499.42439995, 299499.42441219, 299499.42441874]), 295: array([187076.67603011, 187818.97745326, 188367.44205818, 188772.6863612 ,
       189072.10941176, 189293.34426328, 189456.80816304, 189577.58681227,
       189666.82659016, 189732.76322722, 189781.48186154, 189817.47862202,
       189844.07556552, 189863.72726179, 189878.24731994, 189888.9757622 ,
       189896.90269143, 189902.75966539, 189907.08721052, 189910.28470584,
       189912.64724073, 189914.39284801, 189915.68262568, 189916.63560433,
       189917.33973211, 189917.85999134, 189918.24439552, 189918.52842042]), 300: array([309626.13230597, 308835.20282865, 308325.33852855, 307996.65991436,
       307784.78073121, 307648.19506267, 307560.14655988, 307503.38702627,
       307466.79759484, 307443.21060588, 307428.00550357, 307418.20369561,
       307411.88506406, 307407.81182523, 307405.18605502, 307403.49338009,
       307402.40221516, 307401.69880725, 307401.2453628 , 307400.95305465,
       307400.76462129, 307400.64314973, 307400.56484438, 307400.51436566,
       307400.48182509, 307400.46084816, 307400.4473256 , 307400.43860843]), 305: array([35499.51833411, 55353.80233418, 66662.91826887, 73104.65664753,
       76773.90838911, 78863.93557613, 80054.42724859, 80732.53824686,
       81118.79422546, 81338.80788309, 81464.12894536, 81535.51255316,
       81576.17307239, 81599.33354123, 81612.52587933, 81620.04031204,
       81624.32057672, 81626.75864044, 81628.14737575, 81628.93840748,
       81629.38898377, 81629.64563465, 81629.79182449, 81629.87509507,
       81629.92252648, 81629.94954369, 81629.96493285, 81629.97369861]), 310: array([43310.77948101, 43311.78304691, 43312.29569814, 43312.5575756 ,
       43312.69135038, 43312.7596865 , 43312.79459462, 43312.81242672,
       43312.82153589, 43312.82618912, 43312.82856613, 43312.82978038,
       43312.83040065, 43312.83071751, 43312.83087937, 43312.83096205,
       43312.83100428, 43312.83102586, 43312.83103688, 43312.83104251,
       43312.83104539, 43312.83104686, 43312.83104761, 43312.83104799,
       43312.83104819, 43312.83104829, 43312.83104834, 43312.83104836]), 315: array([160867.04960965, 161248.93991271, 161526.17464673, 161727.43426796,
       161873.53946391, 161979.60509275, 162056.60384386, 162112.50138332,
       162153.08041704, 162182.53892261, 162203.92443801, 162219.44933515,
       162230.71969392, 162238.90145422, 162244.84103456, 162249.15289576,
       162252.28310797, 162254.55549756, 162256.20514753, 162257.40271726,
       162258.27209762, 162258.90322763, 162259.36139889, 162259.69401007,
       162259.93547044, 162260.11075953, 162260.23801131, 162260.33039023]), 320: array([346001.42707876, 345054.06796937, 344456.21292763, 344078.92130992,
       343840.82184624, 343690.56312873, 343595.73854644, 343535.89708396,
       343498.13260827, 343474.30037616, 343459.26044043, 343449.76910676,
       343443.77935944, 343439.99937718, 343437.61392331, 343436.10852202,
       343435.15850028, 343434.55896492, 343434.18061289, 343433.94184423,
       343433.79116319, 343433.6960721 , 343433.63606245, 343433.59819183,
       343433.57429262, 343433.55921041, 343433.5496924 , 343433.54368582]), 325: array([187859.52953472, 187983.94867219, 188053.58691778, 188092.56392204,
       188114.37961896, 188126.59001434, 188133.42425647, 188137.24942873,
       188139.3904039 , 188140.58872241, 188141.25942951, 188141.63482888,
       188141.84494248, 188141.96254451, 188142.02836717, 188142.06520857,
       188142.08582895, 188142.09737032, 188142.1038301 , 188142.10744569,
       188142.10946936, 188142.11060202, 188142.11123598, 188142.11159081,
       188142.11178941, 188142.11190057, 188142.11196278, 188142.11199761]), 330: array([583618.49725221, 583673.94263011, 583702.23774323, 583716.67742164,
       583724.04633766, 583727.80687317, 583729.72596511, 583730.70532399,
       583731.20511444, 583731.46016956, 583731.59033033, 583731.65675451,
       583731.69065238, 583731.70795127, 583731.71677932, 583731.72128448,
       583731.72358357, 583731.72475686, 583731.72535561, 583731.72566117,
       583731.7258171 , 583731.72589668, 583731.72593729, 583731.72595801,
       583731.72596859, 583731.72597399, 583731.72597674, 583731.72597815]), 335: array([1296648.16426118, 1310389.46361282, 1321094.965895  ,
       1329435.35468801, 1335933.14277725, 1340995.40679163,
       1344939.28994067, 1348011.87055858, 1350405.6411894 ,
       1352270.56795472, 1353723.48570518, 1354855.41754767,
       1355737.27730583, 1356424.31216418, 1356959.56382093,
       1357376.56498555, 1357701.44015239, 1357954.54226093,
       1358151.72777675, 1358305.35007516, 1358425.0333616 ,
       1358518.27561353, 1358590.91831749, 1358647.51242939,
       1358691.60348501, 1358725.95372253, 1358752.71513255,
       1358773.56427707]), 340: array([281931.5241695 , 281901.64014507, 281890.16240033, 281885.75407091,
       281884.06093617, 281883.41064329, 281883.16088123, 281883.06495354,
       281883.02811   , 281883.01395926, 281883.0085243 , 281883.00643686,
       281883.00563513, 281883.0053272 , 281883.00520893, 281883.00516351,
       281883.00514606, 281883.00513936, 281883.00513679, 281883.0051358 ,
       281883.00513542, 281883.00513527, 281883.00513522, 281883.0051352 ,
       281883.00513519, 281883.00513518, 281883.00513518, 281883.00513518]), 345: array([1640698.19683137, 1383572.05621778, 1236074.77733601,
       1151464.75975626, 1102929.25368375, 1075087.45176597,
       1059116.34119652, 1049954.70813932, 1044699.24892065,
       1041684.51874899, 1039955.15550409, 1038963.12734152,
       1038394.06246852, 1038067.62533507, 1037880.36864933,
       1037772.95113226, 1037711.33238189, 1037675.98553623,
       1037655.70924872, 1037644.07800335, 1037637.40588111,
       1037633.57849945, 1037631.38296857, 1037630.12352903,
       1037629.40106687, 1037628.98663525, 1037628.7489016 ,
       1037628.61252859]), 350: array([25267.74473009, 25264.91299117, 25263.66495409, 25263.1149046 ,
       25262.87248036, 25262.76563631, 25262.71854676, 25262.6977929 ,
       25262.68864601, 25262.68461469, 25262.68283796, 25262.6820549 ,
       25262.68170978, 25262.68155767, 25262.68149064, 25262.68146109,
       25262.68144807, 25262.68144233, 25262.6814398 , 25262.68143869,
       25262.68143819, 25262.68143798, 25262.68143788, 25262.68143784,
       25262.68143782, 25262.68143781, 25262.68143781, 25262.68143781]), 355: array([43567.33246743, 43063.63490359, 42623.7312507 , 42239.5419321 ,
       41904.01065939, 41610.9748317 , 41355.05234908, 41131.5427611 ,
       40936.3409351 , 40765.8616585 , 40616.97379026, 40486.94275216,
       40373.38030368, 40274.20067783, 40187.58227259, 40111.93419404,
       40045.86703693, 39988.16736587, 39937.77542853, 39893.76569154,
       39855.32984142, 39821.76193861, 39792.44545165, 39766.84193352,
       39744.4811322 , 39724.95235364, 39707.89691872, 39693.00157543]), 360: array([151429.94974079, 151039.51478587, 150785.26922278, 150619.70821054,
       150511.89728774, 150441.69238311, 150395.97597046, 150366.20610757,
       150346.82040591, 150334.19671899, 150325.9763577 , 150320.62337801,
       150317.1375955 , 150314.86770464, 150313.38958473, 150312.42705454,
       150311.80026889, 150311.39211519, 150311.12633144, 150310.95325693,
       150310.84055332, 150310.76716237, 150310.71937125, 150310.68825037,
       150310.66798491, 150310.65478833, 150310.64619491, 150310.64059901]), 365: array([ 82246.72518669, 101760.90066013, 110864.92603969, 115112.2629679 ,
       117093.78984525, 118018.23940789, 118449.52651463, 118650.73659245,
       118744.60792499, 118788.40208863, 118808.83355281, 118818.36552451,
       118822.81251293, 118824.887184  , 118825.8550885 , 118826.30664881,
       118826.51731702, 118826.61560089, 118826.66145366, 118826.68284553,
       118826.69282556, 118826.69748159, 118826.69965378, 118826.70066718,
       118826.70113997, 118826.70136054, 118826.70146345, 118826.70151145]), 370: array([2114355.02168086, 2114485.68469667, 2114551.70523246,
       2114585.06364776, 2114601.918765  , 2114610.43520605,
       2114614.73833649, 2114616.91259349, 2114618.01118755,
       2114618.56627781, 2114618.84675011, 2114618.98846528,
       2114619.06007018, 2114619.09625022, 2114619.11453103,
       2114619.12376784, 2114619.12843495, 2114619.13079312,
       2114619.13198464, 2114619.13258668, 2114619.13289087,
       2114619.13304458, 2114619.13312224, 2114619.13316148,
       2114619.13318131, 2114619.13319132, 2114619.13319639,
       2114619.13319894]), 375: array([3440612.53573674, 3440404.56515955, 3440303.610003  ,
       3440254.60334173, 3440230.81403832, 3440219.26599685,
       3440213.66023112, 3440210.93902428, 3440209.61806886,
       3440208.97683747, 3440208.66556452, 3440208.51446329,
       3440208.44111423, 3440208.40550839, 3440208.38822425,
       3440208.37983401, 3440208.37576113, 3440208.37378404,
       3440208.37282429, 3440208.37235841, 3440208.37213225,
       3440208.37202247, 3440208.37196918, 3440208.37194331,
       3440208.37193075, 3440208.37192465, 3440208.37192169,
       3440208.37192026]), 380: array([657168.98852102, 749621.04971065, 796174.51743254, 819616.1295399 ,
       831419.95866547, 837363.67880672, 840356.58972923, 841863.64517216,
       842622.51042637, 843004.63072378, 843197.04422654, 843293.93244812,
       843342.71970757, 843367.28612695, 843379.65634344, 843385.88526324,
       843389.02178408, 843390.6011531 , 843391.39643126, 843391.79688697,
       843391.99853312, 843392.10007036, 843392.1511986 , 843392.1769438 ,
       843392.18990758, 843392.19643538, 843392.19972241, 843392.20137756]), 385: array([275069.76461005, 274678.27226038, 274412.82978141, 274232.85254889,
       274110.82308191, 274028.0837787 , 273971.98427695, 273933.94728638,
       273908.15717049, 273890.67076928, 273878.81451286, 273870.77564799,
       273865.3250786 , 273861.62944405, 273859.12370315, 273857.42474255,
       273856.27280097, 273855.4917532 , 273854.96218153, 273854.60311751,
       273854.35966233, 273854.19459308, 273854.08267163, 273854.00678584,
       273853.9553332 , 273853.92044692, 273853.89679306, 273853.88075511]), 390: array([395602.48440518, 362997.08437605, 338993.30115561, 321321.945847  ,
       308312.46331771, 298735.00687907, 291684.17517786, 286493.42040936,
       282672.03646369, 279858.77020252, 277787.67052534, 276262.94677913,
       275140.45976035, 274314.09556784, 273705.73416388, 273257.86432492,
       272928.14683899, 272685.41198375, 272506.71290813, 272375.15636017,
       272278.30568955, 272207.00515344, 272154.51438164, 272115.87117817,
       272087.42242189, 272066.47871999, 272051.06016724, 272039.70917637]), 395: array([60319.86731955, 60144.05543323, 60037.11846765, 59972.07443198,
       59932.51162454, 59908.44768515, 59893.81087809, 59884.90809134,
       59879.4930024 , 59876.19929348, 59874.19590653, 59872.97735342,
       59872.23617275, 59871.7853522 , 59871.51114217, 59871.34435488,
       59871.24290709, 59871.18120183, 59871.14366982, 59871.12084111,
       59871.10695562, 59871.09850982, 59871.09337269, 59871.09024806,
       59871.0883475 , 59871.0871915 , 59871.08648837, 59871.08606069]), 400: array([1472010.02522218, 1467970.3529896 , 1465967.47995249,
       1464974.45374348, 1464482.11047782, 1464238.00625475,
       1464116.97916679, 1464056.9738304 , 1464027.22313197,
       1464012.47270958, 1464005.15943722, 1464001.53351037,
       1463999.73577266, 1463998.84445272, 1463998.40253552,
       1463998.18343258, 1463998.07480115, 1463998.02094159,
       1463997.99423797, 1463997.9809983 , 1463997.97443405,
       1463997.9711795 , 1463997.96956589, 1463997.96876585,
       1463997.9683692 , 1463997.96817254, 1463997.96807503,
       1463997.96802669]), 405: array([1011847.55935791,  877079.65373026,  785271.5404698 ,
        722728.98168185,  680123.03411546,  651098.52979058,
        631326.12947037,  617856.55183187,  608680.65417547,
        602429.74564216,  598171.43120198,  595270.53419239,
        593294.35240065,  591948.11554318,  591031.01688152,
        590406.26058359,  589980.65704917,  589690.72260736,
        589493.21019558,  589358.65856188,  589266.99777983,
        589204.55558767,  589162.01801299,  589133.04008642,
        589113.29941632,  589099.8514543 ,  589090.69028188,
        589084.44940463]), 410: array([64024.87776176, 64035.8369797 , 64041.57439945, 64044.5780796 ,
       64046.15057993, 64046.97382247, 64047.40481016, 64047.6304428 ,
       64047.74856703, 64047.81040797, 64047.84278322, 64047.85973245,
       64047.8686058 , 64047.87325121, 64047.8756832 , 64047.8769564 ,
       64047.87762296, 64047.87797191, 64047.8781546 , 64047.87825024,
       64047.87830031, 64047.87832653, 64047.87834025, 64047.87834744,
       64047.8783512 , 64047.87835317, 64047.8783542 , 64047.87835474]), 415: array([129073.12143509, 129996.48604482, 130700.70945462, 131237.80022643,
       131647.4237822 , 131959.83178888, 132198.0963156 , 132379.81376033,
       132518.40438552, 132624.10343617, 132704.71703676, 132766.1986921 ,
       132813.08896763, 132848.85082094, 132876.12534934, 132896.92684118,
       132912.79153575, 132924.89107821, 132934.11904836, 132941.15695357,
       132946.52455978, 132950.61827737, 132953.74043705, 132956.1216177 ,
       132957.93767512, 132959.32272945, 132960.37907023, 132961.1847107 ]), 420: array([77659.61948002, 77653.29003187, 77650.95937767, 77650.10117504,
       77649.78516431, 77649.6688016 , 77649.62595407, 77649.61017658,
       77649.60436693, 77649.60222768, 77649.60143996, 77649.6011499 ,
       77649.60104309, 77649.60100376, 77649.60098928, 77649.60098395,
       77649.60098199, 77649.60098126, 77649.600981  , 77649.6009809 ,
       77649.60098086, 77649.60098085, 77649.60098084, 77649.60098084,
       77649.60098084, 77649.60098084, 77649.60098084, 77649.60098084]), 425: array([1958950.60356128, 1684901.79744241, 1500215.838103  ,
       1375752.95844235, 1291875.39423102, 1235348.93592307,
       1197254.83389609, 1171582.59734209, 1154281.65849288,
       1142622.27367711, 1134764.82412095, 1129469.56073413,
       1125900.99638824, 1123496.08268321, 1121875.37212061,
       1120783.14884366, 1120047.08176651, 1119551.03416021,
       1119216.73958932, 1118991.45302667, 1118839.62873837,
       1118737.3118747 , 1118668.3588718 , 1118621.89031873,
       1118590.57440305, 1118569.47009681, 1118555.24756069,
       1118545.66276168]), 430: array([218370.69561926, 221090.12957835, 223233.66860694, 224923.27005939,
       226255.06436312, 227304.82439078, 228132.2765826 , 228784.49910174,
       229298.60036184, 229703.83032228, 230023.24467425, 230275.01660181,
       230473.47075114, 230629.89823601, 230753.19904934, 230850.38843125,
       230926.99600342, 230987.38037874, 231034.977146  , 231072.49433883,
       231102.06651021, 231125.37617849, 231143.74955488, 231158.23199865,
       231169.64749316, 231178.64552672, 231185.73804539, 231191.32858033]), 435: array([2066437.27144903, 2180820.42934314, 2248999.88657683,
       2289639.07222497, 2313862.54769917, 2328301.24165159,
       2336907.59887203, 2342037.52162335, 2345095.27378962,
       2346917.88375153, 2348004.27234438, 2348651.82733386,
       2349037.81027509, 2349267.88005038, 2349405.01590757,
       2349486.75738492, 2349535.48037581, 2349564.52230063,
       2349581.83308929, 2349592.15139311, 2349598.30174222,
       2349601.96773179, 2349604.15288898, 2349605.45537821,
       2349606.23174258, 2349606.6945039 , 2349606.97033836,
       2349607.1347528 ]), 440: array([23263.64426177, 23261.19968928, 23260.10799221, 23259.62046218,
       23259.40274104, 23259.30551114, 23259.26209022, 23259.2426993 ,
       23259.23403971, 23259.23017251, 23259.22844549, 23259.22767424,
       23259.22732982, 23259.22717601, 23259.22710732, 23259.22707664,
       23259.22706294, 23259.22705682, 23259.22705409, 23259.22705287,
       23259.22705233, 23259.22705208, 23259.22705197, 23259.22705193,
       23259.2270519 , 23259.22705189, 23259.22705189, 23259.22705189]), 445: array([6534.66252501, 6534.06836407, 6533.8467717 , 6533.7641288 ,
       6533.73330713, 6533.72181218, 6533.71752514, 6533.71592629,
       6533.71533   , 6533.71510761, 6533.71502467, 6533.71499374,
       6533.7149822 , 6533.7149779 , 6533.71497629, 6533.7149757 ,
       6533.71497547, 6533.71497539, 6533.71497536, 6533.71497535,
       6533.71497534, 6533.71497534, 6533.71497534, 6533.71497534,
       6533.71497534, 6533.71497534, 6533.71497534, 6533.71497534]), 450: array([16848.24061054, 16899.20516815, 16949.32716141, 16998.6205199 ,
       17047.09894289, 17094.7759032 , 17141.6646509 , 17187.778217  ,
       17233.12941708, 17277.73085485, 17321.59492564, 17364.73381988,
       17407.15952644, 17448.883836  , 17489.9183443 , 17530.27445539,
       17569.96338477, 17608.99616253, 17647.3836364 , 17685.13647479,
       17722.2651697 , 17758.7800397 , 17794.69123278, 17830.00872912,
       17864.74234395, 17898.90173019, 17932.4963812 , 17965.53563339]), 455: array([123233.09365759, 133236.74655622, 143240.39945484, 153244.05235347,
       163247.7052521 , 173251.35815073, 183255.01104935, 193258.66394798,
       203262.31684661, 213265.96974524, 223269.62264386, 233273.27554249,
       243276.92844112, 253280.58133975, 263284.23423838, 273287.887137  ,
       283291.54003563, 293295.19293426, 303298.84583289, 313302.49873151,
       323306.15163014, 333309.80452877, 343313.4574274 , 353317.11032602,
       363320.76322465, 373324.41612328, 383328.06902191, 393331.72192053]), 460: array([241087.49246838, 243441.51551748, 245266.77786639, 246682.04975323,
       247779.42324305, 248630.30467959, 249290.06111234, 249801.62304315,
       250198.27792374, 250505.83617782, 250744.31069126, 250929.21905515,
       251072.59329897, 251183.76281753, 251269.96143681, 251336.79812065,
       251388.62194735, 251428.80510515, 251459.96232132, 251484.12100302,
       251502.8531612 , 251517.37770166, 251528.63973958, 251537.37209834,
       251544.14299452, 251549.39301187, 251553.46377023, 251556.62015477]), 465: array([81809.91972204, 81807.27419571, 81805.94105237, 81805.26924989,
       81804.93071272, 81804.76011582, 81804.67414801, 81804.63082679,
       81804.60899621, 81804.59799526, 81804.59245162, 81804.58965805,
       81804.5882503 , 81804.58754091, 81804.58718342, 81804.58700328,
       81804.5869125 , 81804.58686676, 81804.5868437 , 81804.58683209,
       81804.58682623, 81804.58682328, 81804.5868218 , 81804.58682105,
       81804.58682067, 81804.58682048, 81804.58682038, 81804.58682034]), 470: array([14990.34029129, 14992.84148725, 14994.16751187, 14994.87051209,
       14995.24321203, 14995.44080123, 14995.54555437, 14995.6010899 ,
       14995.63053241, 14995.64614154, 14995.65441682, 14995.65880401,
       14995.6611299 , 14995.66236299, 14995.66301672, 14995.6633633 ,
       14995.66354704, 14995.66364445, 14995.66369609, 14995.66372347,
       14995.66373799, 14995.66374568, 14995.66374976, 14995.66375193,
       14995.66375307, 14995.66375368, 14995.663754  , 14995.66375417]), 475: array([280702.24624705, 306238.86748795, 331775.48872885, 357312.10996975,
       382848.73121065, 408385.35245155, 433921.97369245, 459458.59493335,
       484995.21617425, 510531.83741515, 536068.45865605, 561605.07989695,
       587141.70113785, 612678.32237874, 638214.94361964, 663751.56486054,
       689288.18610144, 714824.80734234, 740361.42858324, 765898.04982414,
       791434.67106504, 816971.29230594, 842507.91354684, 868044.53478774,
       893581.15602864, 919117.77726954, 944654.39851044, 970191.01975134]), 480: array([45375.37201234, 45296.94434161, 45258.01440545, 45238.69035929,
       45229.09828704, 45224.33697312, 45221.97355158, 45220.80039612,
       45220.21806508, 45219.92900753, 45219.78552511, 45219.71430329,
       45219.6789502 , 45219.66140163, 45219.65269086, 45219.64836701,
       45219.64622074, 45219.64515537, 45219.64462655, 45219.64436405,
       45219.64423375, 45219.64416907, 45219.64413696, 45219.64412103,
       45219.64411312, 45219.64410919, 45219.64410724, 45219.64410627]), 485: array([107439.20923774, 108082.12765048, 108567.67915844, 108934.38240135,
       109211.32782559, 109420.48541961, 109578.44758583, 109697.74541038,
       109787.84275005, 109855.88699683, 109907.27607821, 109946.08667293,
       109975.39761258, 109997.53412424, 110014.25229004, 110026.87835651,
       110036.41394531, 110043.61551152, 110049.05435301, 110053.16193125,
       110056.26409907, 110058.60695041, 110060.37634288, 110061.71264181,
       110062.72185533, 110063.48404403, 110064.05967208, 110064.49440386]), 490: array([24269.88281627, 24267.30865   , 24266.28570855, 24265.87920442,
       24265.71766477, 24265.65347093, 24265.6279611 , 24265.61782382,
       24265.61379539, 24265.61219454, 24265.61155838, 24265.61130558,
       24265.61120512, 24265.6111652 , 24265.61114933, 24265.61114303,
       24265.61114053, 24265.61113953, 24265.61113913, 24265.61113898,
       24265.61113891, 24265.61113889, 24265.61113888, 24265.61113888,
       24265.61113887, 24265.61113887, 24265.61113887, 24265.61113887]), 495: array([636707.51773044, 576632.40562526, 534089.66315846, 503962.62929746,
       482627.89353211, 467519.50442627, 456820.35990044, 449243.66242579,
       443878.15451214, 440078.52079737, 437387.77528011, 435482.29912579,
       434132.91868406, 433177.34252929, 432500.6424977 , 432021.43115439,
       431682.07323976, 431441.75381528, 431271.56940734, 431151.05175561,
       431065.7060735 , 431005.26774476, 430962.46778709, 430932.15860392,
       430910.69487745, 430895.4951424 , 430884.7313104 , 430877.10880389]), 500: array([3322133.63697384, 3314338.89239358, 3309252.94445607,
       3305934.4436179 , 3303769.17414438, 3302356.36995309,
       3301434.53749422, 3300833.0563495 , 3300440.59938622,
       3300184.52740563, 3300017.44447582, 3299908.42549855,
       3299837.2923348 , 3299790.87906702, 3299760.59514161,
       3299740.83535776, 3299727.94241036, 3299719.52996547,
       3299714.04097781, 3299710.45949992, 3299708.12264206,
       3299706.59787915, 3299705.6029954 , 3299704.95384943,
       3299704.53029192, 3299704.25392733, 3299704.07360379,
       3299703.95594552]), 505: array([ 83022.59217455, 126284.55442899, 148832.83646284, 160585.07783572,
       166710.3860556 , 169902.91755646, 171566.87584527, 172434.13657117,
       172886.15581452, 173121.74978329, 173244.542162  , 173308.5419679 ,
       173341.89888465, 173359.28462324, 173368.34612939, 173373.06901725,
       173375.53060249, 173376.81358909, 173377.48228608, 173377.83081323,
       173378.01246676, 173378.1071452 , 173378.15649193, 173378.18221161,
       173378.1956168 , 173378.20260362, 173378.20624518, 173378.20814318]), 510: array([76814.26363148, 77696.8640088 , 78389.53502602, 78933.14813839,
       79359.779553  , 79694.602904  , 79957.37463749, 80163.59975206,
       80325.44668025, 80452.46529395, 80552.15040016, 80630.38397642,
       80691.78224027, 80739.9680319 , 80777.78458191, 80807.46327777,
       80830.75532815, 80849.03509398, 80863.38118348, 80874.64009595,
       80883.47617008, 80890.41078354, 80895.85311721, 80900.12429917,
       80903.47635297, 80906.10706849, 80908.17167264, 80909.79198857]), 515: array([375407.81941076, 423781.02660964, 456929.86232135, 479645.85269435,
       495212.49953271, 505879.89680709, 513189.97236743, 518199.367192  ,
       521632.16844027, 523984.5732362 , 525596.6118961 , 526701.29789466,
       527458.30899233, 527977.06799057, 528332.55934214, 528576.1678414 ,
       528743.10608237, 528857.50429254, 528935.89825677, 528989.6194961 ,
       529026.43319194, 529051.66061072, 529068.94827074, 529080.79503128,
       529088.91329222, 529094.47651438, 529098.28883835, 529100.90131969]), 520: array([29421.82931202, 29434.21856386, 29440.95952297, 29444.62726096,
       29446.62286748, 29447.70867171, 29448.29945491, 29448.62089848,
       29448.79579508, 29448.89095585, 29448.94273258, 29448.97090416,
       29448.98623224, 29448.99457221, 29448.99910996, 29449.00157895,
       29449.00292231, 29449.00365323, 29449.00405093, 29449.00426731,
       29449.00438504, 29449.0044491 , 29449.00448395, 29449.00450292,
       29449.00451324, 29449.00451885, 29449.00452191, 29449.00452357]), 525: array([10252.86566905, 10175.21232984, 10099.79774732, 10026.55737782,
        9955.42853846,  9886.35035354,  9819.2637024 ,  9754.11116885,
        9690.83699199,  9629.38701855,  9569.70865648,  9511.75082997,
        9455.46393575,  9400.79980061,  9347.71164016,  9296.15401884,
        9246.08281099,  9197.4551631 ,  9150.22945714,  9104.36527491,
        9059.82336351,  9016.56560167,  8974.55496719,  8933.7555052 ,
        8894.13229744,  8855.65143233,  8818.27997597,  8781.98594395]), 530: array([327937.96562914, 283316.16043817, 254242.42481618, 235299.17275813,
       222956.52772619, 214914.56714214, 209674.75591302, 206260.71011787,
       204036.25809436, 202586.89651523, 201642.55203629, 201027.25595852,
       200626.35430478, 200365.14325243, 200194.9488588 , 200084.05718187,
       200011.80471957, 199964.72798258, 199934.05471422, 199914.06927233,
       199901.0475792 , 199892.56317877, 199887.0350919 , 199883.43321754,
       199881.08638414, 199879.55728388, 199878.56098495, 199877.91183749]), 535: array([189988.16683429, 189872.54802041, 189768.62357428, 189675.21065867,
       189591.24607548, 189515.77416471, 189447.93592747, 189386.95924907,
       189332.15011102, 189282.88469198, 189238.60226756, 189198.79882833,
       189163.02134336, 189130.86260392, 189101.95658878, 189075.97429824,
       189052.62000959, 189031.62791123, 189012.75907732, 188995.7987484 ,
       188980.55388703, 188966.85098072, 188954.53406705, 188943.46295857,
       188933.5116472 , 188924.56687007, 188916.52682038, 188909.29998866]), 540: array([71859.48659631, 72440.93376949, 72886.73914617, 73228.54566454,
       73490.6145002 , 73691.54710662, 73845.60553259, 73963.72473205,
       74054.28871901, 74123.72565874, 74176.96413422, 74217.78297333,
       74249.0794673 , 74273.07501827, 74291.47281283, 74305.57871292,
       74316.39394498, 74324.68616621, 74331.04395241, 74335.91857457,
       74339.65602977, 74342.52159986, 74344.71868089, 74346.40322005,
       74347.6947847 , 74348.68504916, 74349.44430165, 74350.02643337]), 545: array([52132.40631827, 68393.0480201 , 75867.75965797, 79303.74423311,
       80883.20181924, 81609.24881154, 81942.99897974, 82096.41766469,
       82166.94135317, 82199.35976843, 82214.26190515, 82221.11213756,
       82224.26106076, 82225.70856162, 82226.37395059, 82226.6798174 ,
       82226.82041863, 82226.88505037, 82226.91476037, 82226.9284175 ,
       82226.93469543, 82226.93758127, 82226.93890784, 82226.93951764,
       82226.93979795, 82226.93992681, 82226.93998604, 82226.94001327]), 550: array([228574.5669428 , 228545.60431579, 228533.72665477, 228528.85559003,
       228526.85795163, 228526.03871408, 228525.70274227, 228525.56495922,
       228525.50845398, 228525.485281  , 228525.4757777 , 228525.47188036,
       228525.47028205, 228525.46962658, 228525.46935777, 228525.46924753,
       228525.46920232, 228525.46918378, 228525.46917618, 228525.46917306,
       228525.46917178, 228525.46917125, 228525.46917104, 228525.46917095,
       228525.46917092, 228525.4691709 , 228525.46917089, 228525.46917089]), 555: array([1040385.71400893, 1040401.91045112, 1040410.03484803,
       1040414.11017669, 1040416.15442734, 1040417.17985648,
       1040417.69422829, 1040417.95224549, 1040418.08167109,
       1040418.14659306, 1040418.17915896, 1040418.19549455,
       1040418.20368874, 1040418.20779908, 1040418.20986089,
       1040418.21089513, 1040418.21141392, 1040418.21167416,
       1040418.21180469, 1040418.21187017, 1040418.21190302,
       1040418.2119195 , 1040418.21192776, 1040418.21193191,
       1040418.21193399, 1040418.21193503, 1040418.21193555,
       1040418.21193581]), 560: array([1241149.20759934, 1238436.46991291, 1236653.65524278,
       1235481.98716596, 1234711.96541032, 1234205.90612965,
       1233873.32332444, 1233654.74948035, 1233511.10247101,
       1233416.69747313, 1233354.65438801, 1233313.87959328,
       1233287.08234614, 1233269.47116112, 1233257.89706784,
       1233250.29055896, 1233245.29155162, 1233242.00619761,
       1233239.84705877, 1233238.42806996, 1233237.49550871,
       1233236.88262826, 1233236.47984245, 1233236.2151311 ,
       1233236.04116246, 1233235.92683005, 1233235.85169064,
       1233235.80230893]), 565: array([138109.57703075, 138099.93793557, 138096.56540033, 138095.38541469,
       138094.97256026, 138094.82811038, 138094.77757013, 138094.75988706,
       138094.75370009, 138094.75153539, 138094.750778  , 138094.75051301,
       138094.75042029, 138094.75038785, 138094.7503765 , 138094.75037253,
       138094.75037114, 138094.75037065, 138094.75037048, 138094.75037042,
       138094.7503704 , 138094.7503704 , 138094.75037039, 138094.75037039,
       138094.75037039, 138094.75037039, 138094.75037039, 138094.75037039]), 570: array([66886.97447175, 66932.64434282, 66958.20107138, 66972.50254322,
       66980.50560574, 66984.98409652, 66987.49024709, 66988.89268174,
       66989.67748014, 66990.11665107, 66990.36240986, 66990.49993577,
       66990.57689487, 66990.61996097, 66990.64406063, 66990.65754673,
       66990.66509352, 66990.66931667, 66990.67167994, 66990.67300242,
       66990.67374247, 66990.67415661, 66990.67438835, 66990.67451804,
       66990.67459061, 66990.67463122, 66990.67465395, 66990.67466666]), 575: array([273531.31397355, 320711.1512001 , 344068.04523086, 355631.13088003,
       361355.56279952, 364189.50538156, 365592.47962795, 366287.03736124,
       366630.88575768, 366801.11166413, 366885.38385946, 366927.10373074,
       366947.75760896, 366957.98253709, 366963.04449951, 366965.55047932,
       366966.79109202, 366967.40527089, 366967.70932685, 366967.85985308,
       366967.93437273, 366967.9712645 , 366967.98952817, 366967.99856981,
       366968.00304596, 366968.00526194, 366968.00635898, 366968.00690208]), 580: array([2354834.5769191 , 2088396.06462631, 1925854.7587867 ,
       1826696.13537038, 1766204.2342685 , 1729301.03843089,
       1706788.17574644, 1693054.16234338, 1684675.70213603,
       1679564.40703342, 1676446.25202887, 1674544.01581727,
       1673383.55310792, 1672675.61069174, 1672243.72911504,
       1671980.25896261, 1671819.52851018, 1671721.47460123,
       1671661.65663322, 1671625.16457151, 1671602.90252196,
       1671589.32151757, 1671581.03640079, 1671575.98205002,
       1671572.89863402, 1671571.01759039, 1671569.87005626,
       1671569.17000095]), 585: array([105651.87674072, 105640.45602202, 105635.98227391, 105634.22980783,
       105633.54332811, 105633.27441882, 105633.1690811 , 105633.12781799,
       105633.11165431, 105633.10532264, 105633.10284239, 105633.10187082,
       105633.10149023, 105633.10134115, 105633.10128275, 105633.10125987,
       105633.10125091, 105633.1012474 , 105633.10124603, 105633.10124549,
       105633.10124528, 105633.10124519, 105633.10124516, 105633.10124515,
       105633.10124514, 105633.10124514, 105633.10124514, 105633.10124514]), 590: array([227773.7624906 , 227749.77834126, 227738.8849485 , 227733.93726393,
       227731.69006848, 227730.66941178, 227730.20583836, 227729.99528733,
       227729.89965687, 227729.85622235, 227729.83649477, 227729.82753467,
       227729.82346507, 227729.82161669, 227729.82077718, 227729.82039588,
       227729.82022269, 227729.82014403, 227729.82010831, 227729.82009208,
       227729.82008471, 227729.82008136, 227729.82007984, 227729.82007915,
       227729.82007884, 227729.8200787 , 227729.82007863, 227729.8200786 ]), 595: array([58302.73062418, 58315.56873399, 58322.38540733, 58326.00486815,
       58327.92669952, 58328.94713763, 58329.48896142, 58329.77665454,
       58329.92941145, 58330.01052105, 58330.05358795, 58330.07645526,
       58330.08859716, 58330.09504416, 58330.09846734, 58330.10028494,
       58330.10125004, 58330.10176248, 58330.10203458, 58330.10217905,
       58330.10225576, 58330.10229649, 58330.10231812, 58330.1023296 ,
       58330.1023357 , 58330.10233894, 58330.10234066, 58330.10234157]), 600: array([173977.87381285, 162610.96800532, 155662.59653723, 151415.19034983,
       148818.83242573, 147231.72863282, 146261.56252972, 145668.51860166,
       145306.00222483, 145084.40291785, 144948.94351245, 144866.13977645,
       144815.52344106, 144784.58264622, 144765.66913187, 144754.10766336,
       144747.04035945, 144742.72025214, 144740.07945342, 144738.46518382,
       144737.47841178, 144736.87521696, 144736.50649554, 144736.2811032 ,
       144736.14332519, 144736.05910414, 144736.00762143, 144735.97615103]), 605: array([410575.58474434, 587748.65603556, 685807.87359706, 740080.28688593,
       770118.2059867 , 786743.163847  , 795944.50775267, 801037.13597957,
       803855.73101562, 805415.7266845 , 806279.13077619, 806756.99532441,
       807021.47696013, 807167.85847323, 807248.87561955, 807293.71583099,
       807318.53334991, 807332.26899534, 807339.87120392, 807344.0787656 ,
       807346.40750666, 807347.69638496, 807348.40973489, 807348.8045496 ,
       807349.023066  , 807349.14400734, 807349.21094422, 807349.24799148]), 610: array([ 947331.8160693 ,  962717.36943668,  975106.94947375,
        985083.9512643 ,  993118.16747104,  999587.90972545,
       1004797.82239913, 1008993.22756366, 1012371.67660821,
       1015092.25245226, 1017283.06037199, 1019047.26016508,
       1020467.92369378, 1021611.94653614, 1022533.19793549,
       1023275.05737168, 1023872.45719485, 1024353.52750454,
       1024740.92072746, 1025052.87826493, 1025304.08943598,
       1025506.38316151, 1025669.28495929, 1025800.46547737,
       1025906.10168618, 1025991.16773695, 1026059.66918238,
       1026114.83158834]), 615: array([679668.10670808, 679600.45400948, 679572.99799963, 679561.85531808,
       679557.33319877, 679555.49795266, 679554.75314075, 679554.45086807,
       679554.32819444, 679554.27840887, 679554.25820401, 679554.25000412,
       679554.24667629, 679554.24532574, 679554.24477763, 679554.24455519,
       679554.24446491, 679554.24442828, 679554.24441341, 679554.24440737,
       679554.24440492, 679554.24440393, 679554.24440353, 679554.24440336,
       679554.2444033 , 679554.24440327, 679554.24440326, 679554.24440325]), 620: array([728068.50348292, 728047.6770902 , 728037.31985591, 728032.16906942,
       728029.60751673, 728028.33362347, 728027.70009988, 728027.38504041,
       728027.22835727, 728027.15043671, 728027.11168582, 728027.09241449,
       728027.08283061, 728027.07806443, 728027.07569414, 728027.07451537,
       728027.07392915, 728027.07363761, 728027.07349263, 728027.07342053,
       728027.07338467, 728027.07336684, 728027.07335797, 728027.07335356,
       728027.07335137, 728027.07335028, 728027.07334973, 728027.07334946]), 625: array([1161253.41875834, 1064179.65030227, 1008808.96674384,
        977225.63948159,  959210.57271974,  948934.81463577,
        943073.54275728,  939730.28498955,  937823.2974392 ,
        936735.55555094,  936115.10975137,  935761.20870704,
        935559.3442585 ,  935444.20118042,  935378.52379875,
        935341.06155148,  935319.6931605 ,  935307.50467297,
        935300.55238405,  935296.58681233,  935294.32485815,
        935293.03464401,  935292.29870844,  935291.87893226,
        935291.63949277,  935291.50291696,  935291.42501439,
        935291.38057892]), 630: array([293631.43357724, 293653.27813005, 293664.30746902, 293669.87619452,
       293672.68785021, 293674.10745829, 293674.82421998, 293675.18611376,
       293675.36883433, 293675.46109015, 293675.50767021, 293675.53118854,
       293675.54306297, 293675.54905838, 293675.55208547, 293675.55361385,
       293675.55438553, 293675.55477516, 293675.55497188, 293675.5550712 ,
       293675.55512135, 293675.55514667, 293675.55515946, 293675.55516591,
       293675.55516917, 293675.55517081, 293675.55517165, 293675.55517206]), 635: array([287308.8414209 , 288512.26771054, 289402.4104218 , 290060.82552644,
       290547.83782743, 290908.06799171, 291174.52075069, 291371.6088344 ,
       291517.38969584, 291625.21995714, 291704.97915965, 291763.97493977,
       291807.61256354, 291839.89016382, 291863.76505409, 291881.42468123,
       291894.48704202, 291904.14892606, 291911.29556704, 291916.58174904,
       291920.49179855, 291923.38395912, 291925.52321408, 291927.1055646 ,
       291928.27598757, 291929.1417186 , 291929.78207703, 291930.25573328]), 640: array([409691.74683179, 409737.52721137, 409760.83229387, 409772.69604151,
       409778.73543262, 409781.80986121, 409783.37493806, 409784.17166026,
       409784.5772418 , 409784.78370822, 409784.88881257, 409784.94231727,
       409784.96955452, 409784.98341998, 409784.99047838, 409784.99407154,
       409784.99590068, 409784.99683183, 409784.99730585, 409784.99754715,
       409784.99766999, 409784.99773252, 409784.99776435, 409784.99778056,
       409784.99778881, 409784.99779301, 409784.99779515, 409784.99779623]), 645: array([5098833.75634149, 5099261.1123047 , 5099473.82602862,
       5099579.70293742, 5099632.40249817, 5099658.63337075,
       5099671.68962144, 5099678.18828752, 5099681.42295741,
       5099683.03299385, 5099683.8343793 , 5099684.23326383,
       5099684.43180607, 5099684.53062922, 5099684.57981781,
       5099684.60430113, 5099684.61648754, 5099684.62255325,
       5099684.62557242, 5099684.62707519, 5099684.62782319,
       5099684.6281955 , 5099684.62838081, 5099684.62847305,
       5099684.62851896, 5099684.62854181, 5099684.62855319,
       5099684.62855885]), 650: array([5993876.73560138, 5993353.86738295, 5993158.71090562,
       5993085.87027522, 5993058.68307904, 5993048.53567048,
       5993044.74822951, 5993043.33459676, 5993042.80696939,
       5993042.61003659, 5993042.53653296, 5993042.50909831,
       5993042.49885854, 5993042.49503662, 5993042.49361012,
       5993042.49307769, 5993042.49287897, 5993042.4928048 ,
       5993042.49277711, 5993042.49276678, 5993042.49276292,
       5993042.49276148, 5993042.49276094, 5993042.49276074,
       5993042.49276067, 5993042.49276064, 5993042.49276063,
       5993042.49276063]), 655: array([367641.81854383, 367642.06164803, 367642.18578923, 367642.24918196,
       367642.28155346, 367642.29808397, 367642.30652528, 367642.31083584,
       367642.31303703, 367642.31416106, 367642.31473505, 367642.31502816,
       367642.31517783, 367642.31525427, 367642.3152933 , 367642.31531323,
       367642.3153234 , 367642.3153286 , 367642.31533126, 367642.31533261,
       367642.3153333 , 367642.31533366, 367642.31533384, 367642.31533393,
       367642.31533398, 367642.315334  , 367642.31533401, 367642.31533402]), 660: array([1171452.20970897, 1172344.20989533, 1172845.00730608,
       1173126.17097671, 1173284.0252467 , 1173372.64967851,
       1173422.40626674, 1173450.34120547, 1173466.0247728 ,
       1173474.83002871, 1173479.77358077, 1173482.54904889,
       1173484.10728538, 1173484.98212915, 1173485.47329439,
       1173485.74905026, 1173485.90386842, 1173485.99078828,
       1173486.03958786, 1173486.06698551, 1173486.08236743,
       1173486.09100333, 1173486.0958518 , 1173486.09857388,
       1173486.10010215, 1173486.10096016, 1173486.10144188,
       1173486.10171233]), 665: array([108036.58166964, 107697.14830491, 107393.92131159, 107123.03866119,
       106881.05027655, 106664.87409026, 106471.75679006, 106299.23875153,
       106145.12271124, 106007.44578146, 105884.45445002, 105774.58224678,
       105676.42979243, 105588.74697539, 105510.41702984, 105440.44231214,
       105377.93159439, 105322.0887134 , 105272.20243037, 105227.63737231,
       105187.82593958, 105152.26107679, 105120.48981464, 105092.10750077,
       105066.75264591, 105044.1023198 , 105023.86803821, 105005.79208868]), 670: array([389443.45127459, 392268.71041065, 394422.0077051 , 396063.16308766,
       397313.98479103, 398267.31008263, 398993.89574159, 399547.66969941,
       399969.73362617, 400291.41353864, 400536.58484925, 400723.44442368,
       400865.86117085, 400974.40540753, 401057.1333981 , 401120.18529873,
       401168.24088601, 401204.86689485, 401232.78174511, 401254.05730557,
       401270.27267009, 401282.63135964, 401292.0506488 , 401299.22964687,
       401304.70118642, 401308.87137073, 401312.04971514, 401314.47211963]), 675: array([570208.11049236, 565309.62744786, 560558.06433521, 555949.01459299,
       551478.20382555, 547141.48583893, 542934.83879575, 538854.36148538,
       534896.26970598, 531056.89275507, 527332.67002534, 523720.14770259,
       520215.97556267, 516816.90386451, 513519.78033638, 510321.54725241,
       507219.23859698, 504209.97731399, 501290.97263873, 498459.51750974,
       495712.9860583 , 493048.83117324, 490464.58213875, 487957.84234305,
       485526.28705582, 483167.66127224, 480879.77762173, 478660.51433939]), 680: array([3692215.28361155, 3741636.9244366 , 3780821.50171128,
       3811889.49278893, 3836522.14514179, 3856052.45723762,
       3871537.31388628, 3883814.6796679 , 3893548.94547066,
       3901266.88207076, 3907386.14638612, 3912237.88302268,
       3916084.6441981 , 3919134.59778158, 3921552.79231905,
       3923470.08865193, 3924990.24146475, 3926195.51398036,
       3927151.12964259, 3927908.80168941, 3928509.5316201 ,
       3928985.82799549, 3929363.46564198, 3929662.88045892,
       3929900.27530936, 3930088.49683956, 3930237.73067664,
       3930356.05262475]), 685: array([6471495.94100892, 6470838.64369407, 6470579.91752664,
       6470478.07741836, 6470437.99099124, 6470422.21212311,
       6470416.00122587, 6470413.55648496, 6470412.59418307,
       6470412.21540063, 6470412.06630383, 6470412.00761616,
       6470411.98451545, 6470411.97542252, 6470411.97184335,
       6470411.97043451, 6470411.96987997, 6470411.96966168,
       6470411.96957576, 6470411.96954194, 6470411.96952863,
       6470411.96952339, 6470411.96952133, 6470411.96952052,
       6470411.9695202 , 6470411.96952007, 6470411.96952002,
       6470411.96952   ]), 690: array([560395.49285698, 560343.04706479, 560318.71903115, 560307.43398433,
       560302.1991888 , 560299.77092379, 560298.64452432, 560298.12202131,
       560297.8796478 , 560297.76721798, 560297.71506515, 560297.69087301,
       560297.67965101, 560297.67444545, 560297.67203075, 560297.67091064,
       560297.67039106, 560297.67015004, 560297.67003824, 560297.66998638,
       560297.66996232, 560297.66995116, 560297.66994598, 560297.66994358,
       560297.66994247, 560297.66994195, 560297.66994171, 560297.6699416 ]), 695: array([502251.56158144, 502270.67916996, 502280.44677588, 502285.4372654 ,
       502287.98701873, 502289.28974505, 502289.95533722, 502290.29540323,
       502290.4691506 , 502290.55792204, 502290.60327736, 502290.62645042,
       502290.63829005, 502290.64433919, 502290.64742983, 502290.64900891,
       502290.64981569, 502290.6502279 , 502290.6504385 , 502290.65054611,
       502290.65060108, 502290.65062917, 502290.65064352, 502290.65065086,
       502290.6506546 , 502290.65065652, 502290.65065749, 502290.65065799]), 700: array([639940.30455439, 639891.43636149, 639867.88245314, 639856.52973953,
       639851.05786181, 639848.42047952, 639847.14929151, 639846.53659347,
       639846.24128005, 639846.09894237, 639846.03033724, 639845.99727035,
       639845.98133249, 639845.97365063, 639845.96994806, 639845.96816346,
       639845.9673033 , 639845.96688872, 639845.96668889, 639845.96659258,
       639845.96654616, 639845.96652378, 639845.966513  , 639845.9665078 ,
       639845.9665053 , 639845.96650409, 639845.96650351, 639845.96650323]), 705: array([288166.54551789, 287416.43771482, 286939.44896308, 286636.13486828,
       286443.25937643, 286320.61108544, 286242.61982208, 286193.0256768 ,
       286161.48907719, 286141.43515532, 286128.68299473, 286120.57397742,
       286115.4175052 , 286112.13853752, 286110.05346295, 286108.72757737,
       286107.88445522, 286107.34831924, 286107.0073938 , 286106.7906015 ,
       286106.65274466, 286106.56508238, 286106.50933849, 286106.47389131,
       286106.45135068, 286106.43701723, 286106.42790269, 286106.42210681]), 710: array([1616443.37441401, 1621410.53920137, 1625049.03505713,
       1627714.26817484, 1629666.57700062, 1631096.6619436 ,
       1632144.21288286, 1632911.55399481, 1633473.63872026,
       1633885.37117362, 1634186.96914538, 1634407.89255286,
       1634569.72106811, 1634688.26200792, 1634775.09438347,
       1634838.69993153, 1634885.29160564, 1634919.42045386,
       1634944.42016258, 1634962.73268903, 1634976.14679033,
       1634985.97274821, 1634993.17035661, 1634998.44267381,
       1635002.30469674, 1635005.13366558, 1635007.20591239,
       1635008.72385306]), 715: array([2880766.48921767, 2881061.15593141, 2881211.45703726,
       2881288.12135449, 2881327.2256412 , 2881347.17162513,
       2881357.34550396, 2881362.53491005, 2881365.18187843,
       2881366.53202169, 2881367.22069134, 2881367.57196213,
       2881367.75113537, 2881367.84252654, 2881367.88914257,
       2881367.91292009, 2881367.92504832, 2881367.93123459,
       2881367.93439003, 2881367.93599952, 2881367.93682048,
       2881367.93723923, 2881367.93745282, 2881367.93756177,
       2881367.93761734, 2881367.93764569, 2881367.93766014,
       2881367.93766752]), 720: array([543315.94053731, 548497.26941548, 552620.57509247, 555901.90505736,
       558513.19007525, 560591.25278689, 562244.97675955, 563561.01162337,
       564608.31322355, 565441.75667696, 566105.01164566, 566632.83048173,
       567052.86913481, 567387.13623183, 567653.14625574, 567864.83724612,
       568033.30110606, 568167.36478091, 568274.05276089, 568358.95514093,
       568426.52052306, 568480.28910835, 568523.07819165, 568557.12977846,
       568584.22805855, 568605.79289158, 568622.95420301, 568636.6111884 ]), 725: array([3022788.93802756, 2700605.6688935 , 2519356.53131507,
       2417392.05016365, 2360030.36803162, 2327760.67431219,
       2309606.8633701 , 2299394.15870092, 2293648.84511401,
       2290416.73087188, 2288598.45545206, 2287575.5567379 ,
       2287000.10938376, 2286676.38265227, 2286494.26521627,
       2286391.81226054, 2286334.17577954, 2286301.7514935 ,
       2286283.51071428, 2286273.24908427, 2286267.47624699,
       2286264.22864887, 2286262.40166275, 2286261.3738637 ,
       2286260.79565959, 2286260.47038201, 2286260.28739211,
       2286260.18444834]), 730: array([1223201.0353963 , 1223033.52976854, 1222959.15992693,
       1222926.14089697, 1222911.48097144, 1222904.97219705,
       1222902.08240447, 1222900.79938241, 1222900.22974096,
       1222899.9768292 , 1222899.86454039, 1222899.81468594,
       1222899.79255135, 1222899.78272395, 1222899.77836073,
       1222899.77642354, 1222899.77556345, 1222899.77518159,
       1222899.77501205, 1222899.77493677, 1222899.77490335,
       1222899.77488851, 1222899.77488193, 1222899.774879  ,
       1222899.7748777 , 1222899.77487713, 1222899.77487687,
       1222899.77487676]), 735: array([1045769.44719255, 1046112.52602869, 1046295.54283423,
       1046393.1738962 , 1046445.25558473, 1046473.03877406,
       1046487.85982982, 1046495.76618252, 1046499.98385863,
       1046502.23379517, 1046503.434033  , 1046504.07430478,
       1046504.41586036, 1046504.59806459, 1046504.69526217,
       1046504.74711262, 1046504.77477246, 1046504.78952771,
       1046504.79739896, 1046504.80159791, 1046504.80383786,
       1046504.80503276, 1046504.80567019, 1046504.80601023,
       1046504.80619163, 1046504.80628839, 1046504.80634001,
       1046504.80636755]), 740: array([1875775.94155049, 1898322.07682958, 1916062.62208761,
       1930021.86353437, 1941005.76616728, 1949648.50778827,
       1956449.09453995, 1961800.17203309, 1966010.69553396,
       1969323.76812056, 1971930.67672988, 1973981.93649545,
       1975595.98104262, 1976866.0004931 , 1977865.32198483,
       1978651.6433624 , 1979270.3644786 , 1979757.20844668,
       1980140.28418638, 1980441.70934919, 1980678.88732566,
       1980865.51206528, 1981012.3587243 , 1981127.90579115,
       1981218.82460909, 1981290.36455972, 1981346.65614655,
       1981390.94947804]), 745: array([1135868.32218895, 1132400.63109681, 1130212.34995907,
       1128831.43850804, 1127960.01645779, 1127410.10691138,
       1127063.08733671, 1126844.1011671 , 1126705.9102811 ,
       1126618.70513474, 1126563.67446106, 1126528.94743896,
       1126507.033005  , 1126493.2039351 , 1126484.47712179,
       1126478.97007965, 1126475.49486916, 1126473.30184292,
       1126471.91793708, 1126471.04462543, 1126470.49352345,
       1126470.14575139, 1126469.92629037, 1126469.78779983,
       1126469.70040559, 1126469.64525558, 1126469.61045326,
       1126469.58849131]), 750: array([6913056.02296473, 6941367.51789918, 6962313.99458265,
       6977811.4060216 , 6989277.28474371, 6997760.40306241,
       7004036.70321812, 7008680.27202911, 7012115.85203125,
       7014657.69224759, 7016538.29222819, 7017929.66854851,
       7018959.0889913 , 7019720.71360181, 7020284.20741174,
       7020701.11262916, 7021009.56315204, 7021237.77263728,
       7021406.61517536, 7021531.53462222, 7021623.95723314,
       7021692.33681074, 7021742.92796571, 7021780.35821976,
       7021808.05128033, 7021828.54020359, 7021843.69909063,
       7021854.91450947]), 755: array([2606663.5725172 , 2606462.53956773, 2606390.81627884,
       2606365.22728866, 2606356.09780745, 2606352.84064777,
       2606351.67857854, 2606351.26398269, 2606351.11606575,
       2606351.06329286, 2606351.04446488, 2606351.03774755,
       2606351.03535098, 2606351.03449595, 2606351.03419089,
       2606351.03408206, 2606351.03404323, 2606351.03402938,
       2606351.03402443, 2606351.03402267, 2606351.03402204,
       2606351.03402182, 2606351.03402174, 2606351.03402171,
       2606351.0340217 , 2606351.0340217 , 2606351.03402169,
       2606351.03402169]), 760: array([1794533.505898  , 1795610.54874638, 1796370.91506674,
       1796907.71538254, 1797286.68348164, 1797554.22583567,
       1797743.10429634, 1797876.44794218, 1797970.5853458 ,
       1798037.04408633, 1798083.9623571 , 1798117.08552667,
       1798140.46968693, 1798156.97834108, 1798168.63305345,
       1798176.86099979, 1798182.66973181, 1798186.77055676,
       1798189.66564045, 1798191.70949984, 1798193.15241535,
       1798194.17107897, 1798194.89023096, 1798195.39793495,
       1798195.75636174, 1798196.00940243, 1798196.18804306,
       1798196.31415905]), 765: array([1144658.27968368, 1825467.71010008, 2231336.89485624,
       2473298.57719351, 2617545.68418848, 2703539.58072378,
       2754805.42858291, 2785367.9133941 , 2803587.94713666,
       2814449.94450471, 2820925.3983096 , 2824785.78425505,
       2827087.17966253, 2828459.17222918, 2829277.09495415,
       2829764.70516451, 2830055.3973167 , 2830228.69542562,
       2830332.00827507, 2830393.59893481, 2830430.31662664,
       2830452.20612902, 2830465.25570514, 2830473.03529893,
       2830477.67315683, 2830480.43804744, 2830482.08635583,
       2830483.06900612]), 770: array([713339.60266294, 711952.51604692, 711031.98537444, 710421.08140551,
       710015.65910899, 709746.60333774, 709568.04629078, 709449.54811149,
       709370.90759444, 709318.71834598, 709284.08330342, 709261.09799115,
       709245.84394377, 709235.72069816, 709229.00247452, 709224.54397074,
       709221.58511479, 709219.62149001, 709218.31834368, 709217.4535194 ,
       709216.87958461, 709216.49869666, 709216.24592294, 709216.07817137,
       709215.96684417, 709215.89296262, 709215.84393164, 709215.81139255]), 775: array([12331112.97602802,  9789997.43031467,  8513480.25598475,
        7872227.99214808,  7550098.0011501 ,  7388277.54927442,
        7306987.82345868,  7266152.32061215,  7245638.80213246,
        7235333.93477237,  7230157.33420946,  7227556.89381062,
        7226250.57508161,  7225594.35215009,  7225264.70171618,
        7225099.10340597,  7225015.91589119,  7224974.12704318,
        7224953.13461634,  7224942.58917168,  7224937.29171826,
        7224934.63056801,  7224933.29375198,  7224932.62220887,
        7224932.28486242,  7224932.11539806,  7224932.03026845,
        7224931.987504  ]), 780: array([189275.96263096, 273995.08744966, 316541.84685695, 337909.23869363,
       348640.14840949, 354029.31449069, 356735.8055357 , 358095.03137256,
       358777.64766239, 359120.46412931, 359292.62985659, 359379.09314091,
       359422.515834  , 359444.32312815, 359455.27496104, 359460.77507687,
       359463.53728794, 359464.92449691, 359465.6211666 , 359465.97104082,
       359466.14675102, 359466.23499437, 359466.27931103, 359466.30156729,
       359466.31274459, 359466.31835794, 359466.32117702, 359466.32259279]), 785: array([712149.78163686, 713389.04239585, 714314.89520932, 715006.6006684 ,
       715523.3744311 , 715909.45656809, 716197.89887547, 716413.39437945,
       716574.39126182, 716694.67217561, 716784.5341531 , 716851.67011628,
       716901.82745399, 716939.30004553, 716967.29585195, 716988.21154378,
       717003.83767572, 717015.51197277, 717024.23385046, 717030.74997303,
       717035.61817398, 717039.25521124, 717041.97244501, 717044.00249276,
       717045.51914325, 717046.65223417, 717047.4987674 , 717048.13121314]), 790: array([8876879.4609394 , 8916811.8893692 , 8946507.72880981,
       8968591.1060237 , 8985013.45872892, 8997225.97793566,
       9006307.84507445, 9013061.59582238, 9018084.03762516,
       9021818.98767052, 9024596.49159971, 9026661.98858974,
       9028198.0000319 , 9029340.25836575, 9030189.70132266,
       9030821.3914716 , 9031291.14925936, 9031640.48568567,
       9031900.27049801, 9032093.46005297, 9032237.12589628,
       9032343.96332099, 9032423.41321009, 9032482.49629727,
       9032526.4335668 , 9032559.10761525, 9032583.40574423,
       9032601.47510203]), 795: array([192861.7635141 , 192306.20136466, 191969.2635022 , 191764.91710591,
       191640.98490851, 191565.8223912 , 191520.23775598, 191492.59154292,
       191475.82464125, 191465.65583473, 191459.48864724, 191455.74836549,
       191453.47995585, 191452.10420861, 191451.2698441 , 191450.76381793,
       191450.45692269, 191450.27079657, 191450.15791462, 191450.08945387,
       191450.04793373, 191450.02275256, 191450.00748065, 191449.99821853,
       191449.99260124, 191449.98919445, 191449.9871283 , 191449.98587522]), 800: array([582740.77653406, 582823.9757192 , 582867.37727552, 582890.01806327,
       582901.82882106, 582907.99000244, 582911.20403464, 582912.88066164,
       582913.75528824, 582914.21154459, 582914.44955455, 582914.57371446,
       582914.63848352, 582914.67227085, 582914.68989629, 582914.69909075,
       582914.70388712, 582914.70638919, 582914.70769441, 582914.70837529,
       582914.70873048, 582914.70891577, 582914.70901242, 582914.70906284,
       582914.70908915, 582914.70910287, 582914.70911003, 582914.70911376]), 805: array([5440567.39394027, 4686828.22840078, 4275433.31111031,
       4050891.73796371, 3928335.73167366, 3861443.99992311,
       3824934.13058225, 3805006.84623181, 3794130.42654715,
       3788194.0177984 , 3784953.89376365, 3783185.41652348,
       3782220.17207126, 3781693.33642342, 3781405.78667454,
       3781248.84046481, 3781163.17837383, 3781116.4235408 ,
       3781090.9044998 , 3781076.97606907, 3781069.37385616,
       3781065.2245272 , 3781062.95980099, 3781061.72370116,
       3781061.04903118, 3781060.68079266, 3781060.47980608,
       3781060.37010651]), 810: array([340071.38446185, 339257.33096873, 338725.15477191, 338377.25195365,
       338149.81530453, 338001.13174507, 337903.93192728, 337840.38889257,
       337798.84851368, 337771.6920663 , 337753.93891493, 337742.33303809,
       337734.74585685, 337729.78584219, 337726.5433013 , 337724.4235351 ,
       337723.0377673 , 337722.1318408 , 337721.5396039 , 337721.15243722,
       337720.89933237, 337720.73386858, 337720.62569892, 337720.5549845 ,
       337720.50875593, 337720.47853464, 337720.45877789, 337720.44586219]), 815: array([2993238.10083038, 3071493.82078733, 3108570.13521448,
       3126136.30280271, 3134458.87338463, 3138401.97484619,
       3140270.15355169, 3141155.26688435, 3141574.61949198,
       3141773.30208214, 3141867.4347307 , 3141912.03328116,
       3141933.16336444, 3141943.17446155, 3141947.91756   ,
       3141950.16476455, 3141951.22945429, 3141951.73388734,
       3141951.97287969, 3141952.08611046, 3141952.1397574 ,
       3141952.16517446, 3141952.17721666, 3141952.18292207,
       3141952.1856252 , 3141952.1869059 , 3141952.18751267,
       3141952.18780015]), 820: array([2687394.14187412, 2687762.92941267, 2687952.58831335,
       2688050.125499  , 2688100.28661745, 2688126.0833204 ,
       2688139.34996802, 2688146.17269803, 2688149.68147025,
       2688151.48595065, 2688152.41395318, 2688152.89120341,
       2688153.13664217, 2688153.26286564, 2688153.32777946,
       2688153.36116313, 2688153.37833158, 2688153.38716092,
       2688153.39170164, 2688153.39403683, 2688153.39523776,
       2688153.39585538, 2688153.396173  , 2688153.39633635,
       2688153.39642035, 2688153.39646355, 2688153.39648577,
       2688153.3964972 ]), 825: array([ 993589.39985271, 1000776.06656367, 1006254.01402849,
       1010429.51146481, 1013612.2325392 , 1016038.22215885,
       1017887.40262333, 1019296.91747143, 1020371.30266268,
       1021190.23943425, 1021814.46381978, 1022290.27110677,
       1022652.94930326, 1022929.39625521, 1023140.11451175,
       1023300.73188634, 1023423.16048577, 1023516.4801655 ,
       1023587.61193265, 1023641.83123892, 1023683.1592319 ,
       1023714.66098138, 1023738.67279877, 1023756.97550843,
       1023770.9265216 , 1023781.56050817, 1023789.66613238,
       1023795.8445438 ]), 830: array([1380412.59401556, 1380822.23923467, 1381042.77230078,
       1381161.49657969, 1381225.41195824, 1381259.82089003,
       1381278.3449857 , 1381288.31745803, 1381293.68615221,
       1381296.57639608, 1381298.13236284, 1381298.97001969,
       1381299.4209734 , 1381299.66374495, 1381299.79444134,
       1381299.86480193, 1381299.90268064, 1381299.9230727 ,
       1381299.9340508 , 1381299.93996087, 1381299.94314256,
       1381299.94485543, 1381299.94577756, 1381299.94627399,
       1381299.94654124, 1381299.94668512, 1381299.94676257,
       1381299.94680427]), 835: array([ 878466.95124593, 1313459.62469957, 1530668.52718051,
       1639129.4512287 , 1693288.24449649, 1720331.85410947,
       1733835.78905284, 1740578.833401  , 1743945.89990953,
       1745627.20827524, 1746466.75148398, 1746885.96833539,
       1747095.2997512 , 1747199.82713719, 1747252.02176063,
       1747278.08458321, 1747291.09877272, 1747297.59726797,
       1747300.84222152, 1747302.4625541 , 1747303.2716497 ,
       1747303.67566287, 1747303.87740249, 1747303.978139  ,
       1747304.02844069, 1747304.05355829, 1747304.0661005 ,
       1747304.07236331]), 840: array([12190510.51346429, 12452205.73106459, 12592860.91138918,
       12668459.8464158 , 12709092.54095268, 12730931.68279703,
       12742669.720895  , 12748978.64728834, 12752369.5505981 ,
       12754192.08339358, 12755171.65299117, 12755698.14919409,
       12755981.12883369, 12756133.22390292, 12756214.97151598,
       12756258.90898401, 12756282.52436584, 12756295.21709222,
       12756302.03914167, 12756305.70583687, 12756307.67660148,
       12756308.73584228, 12756309.30515992, 12756309.61115511,
       12756309.77562051, 12756309.86401689, 12756309.91152791,
       12756309.93706401]), 845: array([1492574.40888463, 1998279.28744966, 2207250.52240806,
       2293603.21325801, 2329286.53215361, 2344031.86591069,
       2350125.0454225 , 2352642.91562976, 2353683.36920056,
       2354113.31337714, 2354290.9781958 , 2354364.39421003,
       2354394.73173654, 2354407.26804111, 2354412.4483887 ,
       2354414.58905153, 2354415.47363258, 2354415.83916592,
       2354415.9902144 , 2354416.05263181, 2354416.07842441,
       2354416.08908262, 2354416.09348689, 2354416.09530686,
       2354416.09605892, 2354416.09636969, 2354416.09649811,
       2354416.09655118]), 850: array([1235133.02210708, 1237492.84085409, 1239199.34213647,
       1240433.39734961, 1241325.80351701, 1241971.14641506,
       1242437.82568207, 1242775.30446878, 1243019.35201822,
       1243195.83483352, 1243323.45825841, 1243415.74904919,
       1243482.48907023, 1243530.75206993, 1243565.65342453,
       1243590.89231479, 1243609.14380069, 1243622.34235   ,
       1243631.88687174, 1243638.78898598, 1243643.78024508,
       1243647.38967063, 1243649.99982419, 1243651.88735492,
       1243653.25232146, 1243654.23939605, 1243654.95319836,
       1243655.469384  ]), 855: array([9308817.58857816, 9372848.29062064, 9421463.55840762,
       9458374.6680255 , 9486399.40336571, 9507677.16496701,
       9523832.29126046, 9536098.06011565, 9545410.83693189,
       9552481.55651359, 9557849.99563648, 9561925.97945725,
       9565020.66745256, 9567370.30724737, 9569154.26969326,
       9570508.74198956, 9571537.12417645, 9572317.92266543,
       9572910.74339702, 9573360.8421418 , 9573702.57931334,
       9573962.04303273, 9574159.04068849, 9574308.61102714,
       9574422.17220692, 9574508.39345687, 9574573.85688335,
       9574623.55994621]), 860: array([987506.69153923, 987591.13555736, 987633.25751673, 987654.26859011,
       987664.74923278, 987669.97713659, 987672.58489445, 987673.8856837 ,
       987674.53453714, 987674.85819509, 987675.0196406 , 987675.10017207,
       987675.14034239, 987675.16037996, 987675.170375  , 987675.17536068,
       987675.17784762, 987675.17908814, 987675.17970693, 987675.18001559,
       987675.18016955, 987675.18024635, 987675.18028466, 987675.18030377,
       987675.1803133 , 987675.18031806, 987675.18032043, 987675.18032161]), 865: array([6506038.75790022, 6506555.67864054, 6506822.12555182,
       6506959.46567187, 6507030.25766748, 6507066.74741746,
       6507085.55606726, 6507095.25099001, 6507100.2482401 ,
       6507102.82407379, 6507104.15178783, 6507104.83615834,
       6507105.18891727, 6507105.37074693, 6507105.46447108,
       6507105.51278121, 6507105.53768268, 6507105.55051814,
       6507105.55713419, 6507105.56054443, 6507105.56230224,
       6507105.5632083 , 6507105.56367533, 6507105.56391606,
       6507105.56404015, 6507105.56410411, 6507105.56413708,
       6507105.56415407]), 870: array([738008.54965979, 737983.25428687, 737970.5165351 , 737964.10230587,
       737960.8723531 , 737959.24587633, 737958.4268468 , 737958.01441584,
       737957.80673188, 737957.70215043, 737957.64948734, 737957.62296829,
       737957.60961434, 737957.60288982, 737957.59950361, 737957.59779846,
       737957.5969398 , 737957.59650742, 737957.59628969, 737957.59618005,
       737957.59612484, 737957.59609704, 737957.59608304, 737957.59607599,
       737957.59607244, 737957.59607065, 737957.59606975, 737957.5960693 ]), 875: array([2521795.55068613, 2546030.76698151, 2564838.99915193,
       2579435.50999238, 2590763.42889433, 2599554.69059048,
       2606377.32790623, 2611672.1742606 , 2615781.34738809,
       2618970.35470984, 2621445.2486563 , 2623365.940404  ,
       2624856.53227156, 2626013.33638566, 2626911.09772966,
       2627607.82366707, 2628148.53199128, 2628568.15967581,
       2628893.82026904, 2629146.55579125, 2629342.69632994,
       2629494.91518141, 2629613.04771484, 2629704.72686837,
       2629775.87633879, 2629831.09333137, 2629873.94560071,
       2629907.20197528]), 880: array([4110968.42014803, 4144399.79133477, 4169977.22398354,
       4189545.82191055, 4204517.22385254, 4215971.43620566,
       4224734.74248377, 4231439.30972563, 4236568.79173549,
       4240493.21888201, 4243495.69133413, 4245792.80132986,
       4247550.25769844, 4248894.83975729, 4249923.54291334,
       4250710.57571384, 4251312.71309955, 4251773.39203319,
       4252125.84495329, 4252395.49709455, 4252601.80061238,
       4252759.63782172, 4252880.39477688, 4252972.78263827,
       4253043.46607776, 4253097.54405449, 4253138.91764338,
       4253170.57145074]), 885: array([2504498.16585573, 2498914.38592463, 2495225.03898065,
       2492787.39261189, 2491176.77699092, 2490112.60184568,
       2489409.47397023, 2488944.89930745, 2488637.94288482,
       2488435.1288854 , 2488301.12446219, 2488212.5842949 ,
       2488154.08353024, 2488115.43057114, 2488089.89156741,
       2488073.0172911 , 2488061.86802295, 2488054.50141487,
       2488049.63410754, 2488046.41815246, 2488044.29328826,
       2488042.88933586, 2488041.96170842, 2488041.34880113,
       2488040.94383752, 2488040.67626765, 2488040.49947736,
       2488040.38266748]), 890: array([4903329.79114603, 4902699.0751713 , 4902414.10502402,
       4902285.34978698, 4902227.17558443, 4902200.89131111,
       4902189.01554842, 4902183.64984028, 4902181.22550555,
       4902180.13014242, 4902179.63523536, 4902179.4116264 ,
       4902179.31059539, 4902179.26494754, 4902179.24432293,
       4902179.23500432, 4902179.23079398, 4902179.22889167,
       4902179.22803216, 4902179.22764382, 4902179.22746836,
       4902179.22738908, 4902179.22735327, 4902179.22733708,
       4902179.22732977, 4902179.22732647, 4902179.22732497,
       4902179.2273243 ]), 895: array([2508404.13460149, 2508170.2736877 , 2508068.37062984,
       2508023.9671721 , 2508004.61871386, 2507996.18777503,
       2507992.5140596 , 2507990.91326693, 2507990.21573409,
       2507989.91178963, 2507989.77934822, 2507989.72163791,
       2507989.6964911 , 2507989.68553357, 2507989.68075891,
       2507989.67867839, 2507989.67777182, 2507989.67737679,
       2507989.67720466, 2507989.67712966, 2507989.67709697,
       2507989.67708273, 2507989.67707653, 2507989.67707382,
       2507989.67707265, 2507989.67707213, 2507989.67707191,
       2507989.67707181]), 900: array([9155606.62658754, 9154655.36734603, 9154268.0213112 ,
       9154110.29674554, 9154046.072418  , 9154019.92072608,
       9154009.27194211, 9154004.93583259, 9154003.17019947,
       9154002.45124615, 9154002.15849344, 9154002.03928661,
       9154001.99074643, 9154001.97098122, 9154001.96293296,
       9154001.95965577, 9154001.95832132, 9154001.95777794,
       9154001.95755668, 9154001.95746658, 9154001.9574299 ,
       9154001.95741496, 9154001.95740888, 9154001.9574064 ,
       9154001.95740539, 9154001.95740498, 9154001.95740481,
       9154001.95740474]), 905: array([2933810.09308297, 2928343.76882739, 2925576.5503679 ,
       2924175.70079432, 2923466.54842469, 2923107.55407382,
       2922925.82028926, 2922833.82115788, 2922787.24841856,
       2922763.67189109, 2922751.73674071, 2922745.69480706,
       2922742.63619774, 2922741.08783731, 2922740.30401049,
       2922739.90721368, 2922739.70634314, 2922739.60465641,
       2922739.55317952, 2922739.52712036, 2922739.51392842,
       2922739.50725027, 2922739.50386958, 2922739.50215818,
       2922739.50129181, 2922739.50085323, 2922739.50063121,
       2922739.50051882]), 910: array([1727192.86351937, 1742844.41651368, 1754953.77801246,
       1764322.60141047, 1771571.11338791, 1777179.1736165 ,
       1781518.04201121, 1784874.95655548, 1787472.14877992,
       1789481.5557403 , 1791036.20244471, 1792239.00825915,
       1793169.60028571, 1793889.58476659, 1794446.62548681,
       1794877.59917058, 1795211.03676206, 1795469.01220602,
       1795668.60376795, 1795823.02463446, 1795942.49764114,
       1796034.93203584, 1796106.4470798 , 1796161.77714962,
       1796204.58515835, 1796237.70504446, 1796263.3293818 ,
       1796283.1545304 ]), 915: array([6248008.35268709, 7236503.70146086, 7765613.44738298,
       8048828.86521683, 8200424.96322294, 8281569.47543365,
       8325003.52122055, 8348252.36802513, 8360696.72746598,
       8367357.79255858, 8370923.24631928, 8372831.71896486,
       8373853.26294871, 8374400.06256533, 8374692.74680161,
       8374849.41125338, 8374933.26869224, 8374978.15488034,
       8375002.1810122 , 8375015.04142731, 8375021.92519361,
       8375025.60985216, 8375027.58213129, 8375028.63782883,
       8375029.20290975, 8375029.50537938, 8375029.66728164,
       8375029.75394271]), 920: array([1523888.40025448, 1523709.52123569, 1523625.81949166,
       1523586.65345642, 1523568.32673773, 1523559.75123052,
       1523555.73854689, 1523553.86091685, 1523552.98232914,
       1523552.57121707, 1523552.37884796, 1523552.28883388,
       1523552.24671416, 1523552.22700533, 1523552.21778311,
       1523552.21346781, 1523552.21144858, 1523552.21050373,
       1523552.21006162, 1523552.20985474, 1523552.20975794,
       1523552.20971264, 1523552.20969145, 1523552.20968153,
       1523552.20967689, 1523552.20967472, 1523552.2096737 ,
       1523552.20967323]), 925: array([10285112.38090453, 10343881.66420873, 10388016.07142791,
       10421160.01654812, 10446050.37233507, 10464742.46855217,
       10478779.81152869, 10489321.53973038, 10497238.14002035,
       10503183.32841376, 10507648.03090453, 10511000.92184963,
       10513518.86738193, 10515409.78772723, 10516829.82628898,
       10517896.24324401, 10518697.09834234, 10519298.52247151,
       10519750.17843762, 10520089.36188874, 10520344.08101602,
       10520535.36933974, 10520679.0225596 , 10520786.90289006,
       10520867.91858683, 10520928.75954917, 10520974.44974065,
       10521008.76204469]), 930: array([ 9353108.52100393, 10810597.68161608, 12268086.84222822,
       13725576.00284037, 15183065.16345251, 16640554.32406466,
       18098043.48467681, 19555532.64528895, 21013021.8059011 ,
       22470510.96651324, 23928000.12712539, 25385489.28773754,
       26842978.44834968, 28300467.60896183, 29757956.76957398,
       31215445.93018613, 32672935.09079827, 34130424.25141041,
       35587913.41202255, 37045402.57263469, 38502891.73324684,
       39960380.89385898, 41417870.05447113, 42875359.21508327,
       44332848.37569541, 45790337.53630756, 47247826.6969197 ,
       48705315.85753185]), 935: array([969948.89126529, 971983.82184993, 973455.51360532, 974519.86274786,
       975289.61571621, 975846.31239459, 976248.92362762, 976540.09799827,
       976750.67958954, 976902.97529637, 977013.11779351, 977092.77446887,
       977150.38334914, 977192.04693941, 977222.17866124, 977243.97036603,
       977259.73044774, 977271.12837084, 977279.37151662, 977285.33308099,
       977289.64457211, 977292.76270596, 977295.01778626, 977296.64869353,
       977297.82818967, 977298.68121865, 977299.29814176, 977299.74430964]), 940: array([709095.80154982, 707341.94262377, 706193.33121956, 705441.09959005,
       704948.45915276, 704625.82634801, 704414.53243297, 704276.15494043,
       704185.5307952 , 704126.18056745, 704087.31179219, 704061.85642753,
       704045.18557578, 704034.26774758, 704027.11760466, 704022.43493858,
       704019.36823602, 704017.35983644, 704016.04452502, 704015.18312069,
       704014.61898247, 704014.24952539, 704014.00756602, 704013.84910555,
       704013.74532896, 704013.67736513, 704013.63285526, 704013.60370552]), 945: array([3509458.80175185, 3506530.45276879, 3504517.30011323,
       3503133.31765826, 3502181.87096574, 3501527.77971952,
       3501078.1114809 , 3500768.9779678 , 3500556.45789031,
       3500410.35667053, 3500309.91643602, 3500240.8667681 ,
       3500193.39717921, 3500160.76325154, 3500138.32839882,
       3500122.90510617, 3500112.30205212, 3500105.01276845,
       3500100.00160316, 3500096.55657636, 3500094.18822311,
       3500092.56005083, 3500091.44073091, 3500090.67123183,
       3500090.14222414, 3500089.77854711, 3500089.52853   ,
       3500089.35665069]), 950: array([1435255.74587615, 1435382.69770718, 1435447.52434672,
       1435480.62739974, 1435497.53113141, 1435506.16284716,
       1435510.57054354, 1435512.82128811, 1435513.97060755,
       1435514.55749563, 1435514.85718396, 1435515.01021671,
       1435515.0883613 , 1435515.12826502, 1435515.14864145,
       1435515.15904646, 1435515.16435967, 1435515.16707281,
       1435515.16845824, 1435515.1691657 , 1435515.16952696,
       1435515.16971143, 1435515.16980563, 1435515.16985373,
       1435515.16987829, 1435515.16989083, 1435515.16989724,
       1435515.16990051]), 955: array([1510478.84370474, 1521745.87590708, 1530348.13196599,
       1536915.86053674, 1541930.24958581, 1545758.68087139,
       1548681.64635431, 1550913.29858392, 1552617.14069325,
       1553918.00553904, 1554911.20164433, 1555669.49602575,
       1556248.44550596, 1556690.4671124 , 1557027.94578238,
       1557285.60706189, 1557482.32863532, 1557632.52340859,
       1557747.19547796, 1557834.7463508 , 1557901.59048621,
       1557952.62525372, 1557991.58974144, 1558021.33870236,
       1558044.05170918, 1558061.39284189, 1558074.63260735,
       1558084.74102371]), 960: array([3620052.87406368, 3619613.39170521, 3619436.53357937,
       3619365.36167435, 3619336.72041153, 3619325.19448798,
       3619320.55618294, 3619318.68961897, 3619317.93846936,
       3619317.63618893, 3619317.51454412, 3619317.46559136,
       3619317.44589161, 3619317.43796396, 3619317.43477369,
       3619317.43348985, 3619317.4329732 , 3619317.43276529,
       3619317.43268162, 3619317.43264795, 3619317.4326344 ,
       3619317.43262895, 3619317.43262675, 3619317.43262587,
       3619317.43262551, 3619317.43262537, 3619317.43262531,
       3619317.43262529]), 965: array([1062327.14004181, 1062251.9987044 , 1062214.98625589,
       1062196.75499475, 1062187.77480306, 1062183.35142049,
       1062181.17259022, 1062180.09936148, 1062179.57072006,
       1062179.31032659, 1062179.18206431, 1062179.11888602,
       1062179.08776622, 1062179.07243751, 1062179.06488703,
       1062179.06116788, 1062179.05933593, 1062179.05843357,
       1062179.05798909, 1062179.05777016, 1062179.05766231,
       1062179.05760919, 1062179.05758303, 1062179.05757014,
       1062179.05756379, 1062179.05756066, 1062179.05755912,
       1062179.05755837]), 970: array([11973839.61978817, 11035991.12933695, 10474341.35869471,
       10137985.89395359,  9936552.53712723,  9815920.04711087,
        9743676.81055452,  9700412.46918653,  9674502.73253533,
        9658986.15624853,  9649693.73684245,  9644128.78122192,
        9640796.09360795,  9638800.24539466,  9637604.99082781,
        9636889.18815801,  9636460.51507337,  9636203.7954197 ,
        9636050.05359885,  9635957.98216162,  9635902.84329631,
        9635869.82225786,  9635850.04693289,  9635838.20407464,
        9635831.1117365 ,  9635826.86434459,  9635824.32070698,
        9635822.79739752]), 975: array([958218.44025898, 955357.70774604, 953603.94118222, 952528.79796401,
       951869.68348236, 951465.61461734, 951217.90097694, 951066.04060623,
       950972.94289811, 950915.86952723, 950880.88080701, 950859.43103939,
       950846.28130061, 950838.21987855, 950833.27783926, 950830.24813158,
       950828.39077512, 950827.25212631, 950826.55407985, 950826.12614381,
       950825.86379844, 950825.70296812, 950825.6043714 , 950825.54392687,
       950825.50687147, 950825.48415473, 950825.47022827, 950825.46169069]), 980: array([464493.40912688, 466090.05191136, 467263.91836334, 468126.95576938,
       468761.4688036 , 469227.968619  , 469570.9435715 , 469823.1019093 ,
       470008.49103717, 470144.79082813, 470244.99968736, 470318.67416181,
       470372.84031267, 470412.66376469, 470441.94233269, 470463.46820502,
       470479.29422422, 470490.92965902, 470499.48413764, 470505.77346896,
       470510.39744316, 470513.7970315 , 470516.29644009, 470518.13402826,
       470519.48503998, 470520.47831621, 470521.20858203, 470521.74548017]), 985: array([235803.08046829, 235286.80289131, 234947.96180294, 234725.57507089,
       234579.61916328, 234483.82600705, 234420.95545299, 234379.69252018,
       234352.61100883, 234334.83698728, 234323.17161757, 234315.51545208,
       234310.49059033, 234307.19269459, 234305.02823378, 234303.60766413,
       234302.67532194, 234302.0634111 , 234301.66180441, 234301.39822362,
       234301.2252314 , 234301.1116939 , 234301.03717744, 234300.98827113,
       234300.95617314, 234300.93510673, 234300.92128051, 234300.91220615]), 990: array([474306.99178537, 474247.88142849, 474221.59946156, 474209.91383111,
       474204.71810283, 474202.40794999, 474201.38079733, 474200.92409915,
       474200.72103953, 474200.63075406, 474200.59061085, 474200.57276216,
       474200.56482618, 474200.56129764, 474200.55972876, 474200.55903119,
       474200.55872104, 474200.55858314, 474200.55852182, 474200.55849456,
       474200.55848244, 474200.55847705, 474200.55847465, 474200.55847359,
       474200.55847311, 474200.5584729 , 474200.55847281, 474200.55847277]), 995: array([521576.78895016, 521629.93006696, 521657.73337587, 521672.28000252,
       521679.89076381, 521683.87269644, 521685.95603434, 521687.0460319 ,
       521687.61631609, 521687.91468745, 521688.07079465, 521688.15246958,
       521688.19520171, 521688.21755906, 521688.22925638, 521688.23537639,
       521688.23857836, 521688.24025363, 521688.24113012, 521688.2415887 ,
       521688.24182863, 521688.24195416, 521688.24201984, 521688.2420542 ,
       521688.24207218, 521688.24208158, 521688.2420865 , 521688.24208908]), 1000: array([1406209.40967968, 1406140.11683934, 1406105.6212594 ,
       1406088.44856119, 1406079.8995945 , 1406075.64372099,
       1406073.52504863, 1406072.47032449, 1406071.9452584 ,
       1406071.68386835, 1406071.55374233, 1406071.48896258,
       1406071.45671372, 1406071.4406595 , 1406071.43266733,
       1406071.42868865, 1406071.42670796, 1406071.42572194,
       1406071.42523107, 1406071.4249867 , 1406071.42486505,
       1406071.42480449, 1406071.42477434, 1406071.42475933,
       1406071.42475186, 1406071.42474814, 1406071.42474629,
       1406071.42474537]), 1005: array([4339366.11215948, 4340386.41607157, 4340924.0265642 ,
       4341207.30004612, 4341356.5602757 , 4341435.20729901,
       4341476.64736843, 4341498.48264307, 4341509.98791382,
       4341516.05018037, 4341519.24446206, 4341520.92756778,
       4341521.81441658, 4341522.28170795, 4341522.52792944,
       4341522.65766652, 4341522.72602657, 4341522.7620463 ,
       4341522.78102553, 4341522.79102592, 4341522.79629525,
       4341522.79907172, 4341522.80053468, 4341522.80130553,
       4341522.8017117 , 4341522.80192571, 4341522.80203848,
       4341522.8020979 ]), 1010: array([3495031.51032804, 3499903.27124988, 3503381.4854797 ,
       3505864.77117919, 3507637.72346384, 3508903.53021508,
       3509807.25827665, 3510452.47873269, 3510913.13659491,
       3511242.02521592, 3511476.83663216, 3511644.4812318 ,
       3511764.17179983, 3511849.625385  , 3511910.63533206,
       3511954.19364074, 3511985.29227868, 3512007.49528223,
       3512023.34721013, 3512034.66476083, 3512042.74497381,
       3512048.51387591, 3512052.63260786, 3512055.57319388,
       3512057.67263766, 3512059.17154438, 3512060.24169515,
       3512061.0057338 ]), 1015: array([3502620.30197402, 3502419.22445011, 3502324.69741907,
       3502280.26003281, 3502259.36990989, 3502249.54941251,
       3502244.9327729 , 3502242.76247944, 3502241.74221922,
       3502241.26259243, 3502241.03711871, 3502240.93112296,
       3502240.88129411, 3502240.85786944, 3502240.84685745,
       3502240.84168069, 3502240.83924708, 3502240.83810303,
       3502240.83756521, 3502240.83731238, 3502240.83719353,
       3502240.83713765, 3502240.83711139, 3502240.83709904,
       3502240.83709323, 3502240.83709051, 3502240.83708922,
       3502240.83708862]), 1020: array([3507065.58916888, 3506729.98833778, 3506574.06348308,
       3506501.61860792, 3506467.95970251, 3506452.32130281,
       3506445.0554829 , 3506441.67968102, 3506440.11123611,
       3506439.3825146 , 3506439.04394036, 3506438.88663402,
       3506438.81354729, 3506438.77959016, 3506438.76381321,
       3506438.75648301, 3506438.7530773 , 3506438.75149496,
       3506438.75075978, 3506438.75041821, 3506438.75025951,
       3506438.75018578, 3506438.75015152, 3506438.7501356 ,
       3506438.75012821, 3506438.75012477, 3506438.75012317,
       3506438.75012243]), 1025: array([1717568.73257102, 1717367.38326559, 1717282.57512023,
       1717246.85400609, 1717231.80830512, 1717225.47106948,
       1717222.80183156, 1717221.67755096, 1717221.20400499,
       1717221.00454785, 1717220.92053669, 1717220.88515126,
       1717220.87024695, 1717220.86396927, 1717220.86132512,
       1717220.8602114 , 1717220.85974231, 1717220.85954472,
       1717220.8594615 , 1717220.85942645, 1717220.85941168,
       1717220.85940547, 1717220.85940285, 1717220.85940174,
       1717220.85940128, 1717220.85940108, 1717220.859401  ,
       1717220.85940097]), 1030: array([3415425.84540286, 3415195.4677571 , 3415085.3838086 ,
       3415032.78115406, 3415007.64543442, 3414995.63455005,
       3414989.89525372, 3414987.15278103, 3414985.84231438,
       3414985.21611932, 3414984.91689748, 3414984.77391693,
       3414984.70559492, 3414984.67294784, 3414984.65734772,
       3414984.64989334, 3414984.64633133, 3414984.64462925,
       3414984.64381593, 3414984.64342729, 3414984.64324159,
       3414984.64315285, 3414984.64311044, 3414984.64309018,
       3414984.6430805 , 3414984.64307587, 3414984.64307366,
       3414984.64307261]), 1035: array([7437339.17120998, 7477408.77004337, 7507421.83466365,
       7529902.32047152, 7546740.728963  , 7559353.08987679,
       7568800.04253269, 7575876.0305331 , 7581176.11067594,
       7585145.99438955, 7588119.52993522, 7590346.77745156,
       7592015.03781802, 7593264.60376426, 7594200.5578188 ,
       7594901.60924778, 7595426.71312834, 7595820.02818909,
       7596114.63034829, 7596335.29424059, 7596500.5766455 ,
       7596624.37702393, 7596717.10639647, 7596786.5628605 ,
       7596838.58737295, 7596877.55494686, 7596906.7425691 ,
       7596928.60477929]), 1040: array([14797463.61582663, 14795963.26319971, 14795372.04929366,
       14795139.08147234, 14795047.28050958, 14795011.10634306,
       14794996.85191386, 14794991.23495648, 14794989.0215946 ,
       14794988.14941942, 14794987.80573882, 14794987.67031148,
       14794987.61694635, 14794987.59591782, 14794987.58763153,
       14794987.58436631, 14794987.58307966, 14794987.58257265,
       14794987.58237286, 14794987.58229414, 14794987.58226312,
       14794987.58225089, 14794987.58224608, 14794987.58224418,
       14794987.58224343, 14794987.58224314, 14794987.58224302,
       14794987.58224297]), 1045: array([15200152.51334408, 15199358.0555778 , 15198970.92497353,
       15198782.28045256, 15198690.35603505, 15198645.56226904,
       15198623.73475543, 15198613.09844612, 15198607.9154886 ,
       15198605.38988994, 15198604.15919326, 15198603.55948819,
       15198603.26725845, 15198603.12485808, 15198603.05546794,
       15198603.02165488, 15198603.00517814, 15198602.99714921,
       15198602.9932368 , 15198602.99133032, 15198602.99040132,
       15198602.98994862, 15198602.98972803, 15198602.98962054,
       15198602.98956816, 15198602.98954263, 15198602.98953019,
       15198602.98952413]), 1050: array([2446597.5447074 , 2447221.1714522 , 2447549.5750814 ,
       2447722.51337273, 2447813.58317205, 2447861.5407891 ,
       2447886.79540754, 2447900.09456191, 2447907.09793468,
       2447910.78593083, 2447912.72804016, 2447913.75076049,
       2447914.28932795, 2447914.57293911, 2447914.72228956,
       2447914.80093794, 2447914.84235439, 2447914.86416442,
       2447914.87564964, 2447914.88169779, 2447914.88488277,
       2447914.88655998, 2447914.88744321, 2447914.88790832,
       2447914.88815325, 2447914.88828223, 2447914.88835015,
       2447914.88838592]), 1055: array([2829865.19721326, 2829746.82913234, 2829689.1373759 ,
       2829661.01882625, 2829647.31404616, 2829640.63443433,
       2829637.37883927, 2829635.79208551, 2829635.01871307,
       2829634.64177687, 2829634.45806087, 2829634.368519  ,
       2829634.32487693, 2829634.3036061 , 2829634.29323885,
       2829634.28818592, 2829634.28572317, 2829634.28452283,
       2829634.2839378 , 2829634.28365266, 2829634.28351368,
       2829634.28344595, 2829634.28341293, 2829634.28339684,
       2829634.283389  , 2829634.28338518, 2829634.28338332,
       2829634.28338241]), 1060: array([5426293.7098287 , 5427682.0433089 , 5428421.79548345,
       5428815.96106942, 5429025.98614878, 5429137.89478699,
       5429197.52358631, 5429229.29587632, 5429246.22525312,
       5429255.24581158, 5429260.05227762, 5429262.61332924,
       5429263.97794626, 5429264.70506149, 5429265.09249367,
       5429265.29893096, 5429265.4089279 , 5429265.46753808,
       5429265.49876761, 5429265.51540779, 5429265.52427425,
       5429265.52899861, 5429265.53151591, 5429265.53285722,
       5429265.53357191, 5429265.53395273, 5429265.53415564,
       5429265.53426376]), 1065: array([5414343.99088654, 5413711.05005585, 5413422.24192148,
       5413290.46003219, 5413230.32853214, 5413202.89079151,
       5413190.3710704 , 5413184.65837638, 5413182.05169907,
       5413180.86228361, 5413180.31955853, 5413180.07191545,
       5413179.958917  , 5413179.90735629, 5413179.88382937,
       5413179.87309414, 5413179.8681957 , 5413179.86596056,
       5413179.86494068, 5413179.86447531, 5413179.86426297,
       5413179.86416608, 5413179.86412186, 5413179.86410169,
       5413179.86409249, 5413179.86408828, 5413179.86408637,
       5413179.86408549]), 1070: array([10018955.99278318, 10207801.14373931, 10311730.71589097,
       10368927.60928717, 10400405.5086612 , 10417729.14444223,
       10427263.08294008, 10432510.01749988, 10435397.63024051,
       10436986.8071675 , 10437861.39927251, 10438342.72475437,
       10438607.61877544, 10438753.40129691, 10438833.6316603 ,
       10438877.7858644 , 10438902.08581343, 10438915.4591158 ,
       10438922.81901668, 10438926.86948526, 10438929.09863155,
       10438930.32542619, 10438931.00058381, 10438931.37215195,
       10438931.57664181, 10438931.68918134, 10438931.75111665,
       10438931.78520231]), 1075: array([5172706.21607722, 5235038.45762735, 5274040.6886551 ,
       5298444.97746795, 5313715.1119389 , 5323269.86719316,
       5329248.42279413, 5332989.29591151, 5335330.01708471,
       5336794.64190324, 5337711.07991543, 5338284.50911009,
       5338643.31247369, 5338867.82119233, 5339008.29971025,
       5339096.19925428, 5339151.19933511, 5339185.61372173,
       5339207.14732655, 5339220.62123041, 5339229.05205687,
       5339234.32735314, 5339237.6281862 , 5339239.69356763,
       5339240.98590818, 5339241.7945453 , 5339242.30052184,
       5339242.61711906]), 1080: array([871702.10661805, 871833.64025311, 871903.00223828, 871939.57908028,
       871958.86724465, 871969.03852418, 871974.40217235, 871977.23059935,
       871978.72212135, 871979.50864966, 871979.92341175, 871980.14212935,
       871980.25746629, 871980.31828723, 871980.3503601 , 871980.36727318,
       871980.37619199, 871980.38089518, 871980.38337532, 871980.38468318,
       871980.38537286, 871980.38573654, 871980.38592833, 871980.38602946,
       871980.3860828 , 871980.38611092, 871980.38612575, 871980.38613357]), 1085: array([409102.25021659, 408444.53247931, 408000.52366006, 407700.78439443,
       407498.4379016 , 407361.83883749, 407269.62422061, 407207.37243562,
       407165.34781019, 407136.97803505, 407117.82630833, 407104.8974559 ,
       407096.16951049, 407090.27749251, 407086.29993831, 407083.61479081,
       407081.80211478, 407080.57842247, 407079.75233834, 407079.19466958,
       407078.81820132, 407078.56405701, 407078.39249053, 407078.27667028,
       407078.19848292, 407078.14570059, 407078.11006856, 407078.08601426]), 1090: array([5722961.52125094, 5722554.14732357, 5722363.73081703,
       5722274.72549901, 5722233.12224318, 5722213.675867  ,
       5722204.58615662, 5722200.33740436, 5722198.35143396,
       5722197.42314296, 5722196.98923712, 5722196.78641895,
       5722196.69161679, 5722196.64730395, 5722196.62659105,
       5722196.61690933, 5722196.61238386, 5722196.61026855,
       5722196.6092798 , 5722196.60881764, 5722196.60860161,
       5722196.60850063, 5722196.60845343, 5722196.60843137,
       5722196.60842106, 5722196.60841624, 5722196.60841398,
       5722196.60841293]), 1095: array([8323859.80314888, 8040441.79697702, 7879467.10538616,
       7788037.30640204, 7736107.35356496, 7706612.37455785,
       7689859.92748054, 7680344.93569126, 7674940.64649503,
       7671871.13867377, 7670127.73118341, 7669137.51716396,
       7668575.09913504, 7668255.65906144, 7668074.22469168,
       7667971.17428176, 7667912.64409809, 7667879.40034483,
       7667860.51868308, 7667849.79434796, 7667843.70318049,
       7667840.24354214, 7667838.27854978, 7667837.16248082,
       7667836.52858018, 7667836.16853968, 7667835.96404523,
       7667835.84789724]), 1100: array([1846106.84150628, 1774039.05567853, 1727143.62681834,
       1696628.17219847, 1676771.37606097, 1663850.30515582,
       1655442.39925903, 1649971.26748611, 1646411.13215109,
       1644094.50661003, 1642587.04877699, 1641606.12670817,
       1640967.82818731, 1640552.47918591, 1640282.20628487,
       1640106.33625559, 1639991.8953809 , 1639917.42724183,
       1639868.96987245, 1639837.43804319, 1639816.91987908,
       1639803.56844759, 1639794.88050057, 1639789.22714245,
       1639785.54843011, 1639783.15464499, 1639781.59697844,
       1639780.58338492]), 1105: array([4153865.28404865, 4153863.39578629, 4153862.44452785,
       4153861.96530809, 4153861.7238894 , 4153861.60226881,
       4153861.54099946, 4153861.51013352, 4153861.49458405,
       4153861.48675062, 4153861.48280434, 4153861.4808163 ,
       4153861.47981478, 4153861.47931024, 4153861.47905606,
       4153861.47892802, 4153861.47886351, 4153861.47883101,
       4153861.47881464, 4153861.4788064 , 4153861.47880224,
       4153861.47880015, 4153861.47879909, 4153861.47879856,
       4153861.47879829, 4153861.47879816, 4153861.47879809,
       4153861.47879806]), 1110: array([8770334.97720735, 8600316.81863729, 8509780.19600888,
       8461568.40436323, 8435895.07144883, 8422223.72673345,
       8414943.5786144 , 8411066.81610575, 8409002.39553317,
       8407903.06786194, 8407317.6632478 , 8407005.92856557,
       8406839.92626604, 8406751.52813448, 8406704.45511389,
       8406679.38818965, 8406666.03976452, 8406658.93157479,
       8406655.1463821 , 8406653.13072351, 8406652.05736215,
       8406651.4857849 , 8406651.18141344, 8406651.01933215,
       8406650.933022  , 8406650.88706085, 8406650.86258601,
       8406650.84955288]), 1115: array([3723651.16091373, 3756080.12946737, 3781079.29935182,
       3800350.91120952, 3815207.20545092, 3826659.77517973,
       3835488.44747593, 3842294.38329291, 3847541.01164096,
       3851585.5853429 , 3854703.50705286, 3857107.08194254,
       3858959.97396092, 3860388.3500213 , 3861489.4709445 ,
       3862338.31413163, 3862992.67891679, 3863497.12223275,
       3863885.99257662, 3864185.76886378, 3864416.8634272 ,
       3864595.0119317 , 3864732.34484506, 3864838.21342444,
       3864919.82646117, 3864982.74114088, 3865031.24144281,
       3865068.62984404]), 1120: array([9366822.26029478, 9418813.39429079, 9457717.96359205,
       9486829.95627588, 9508614.23851433, 9524915.25087711,
       9537113.17418451, 9546240.78722486, 9553070.91049377,
       9558181.83967781, 9562006.30903155, 9564868.13029948,
       9567009.60934193, 9568612.06178739, 9569811.1647387 ,
       9570708.4443378 , 9571379.87182288, 9571882.29589246,
       9572258.25599433, 9572539.58407305, 9572750.09973013,
       9572907.6269918 , 9573025.50344106, 9573113.7094896 ,
       9573179.71340344, 9573229.10362909, 9573266.0619585 ,
       9573293.71759471]), 1125: array([5962874.45879199, 5945474.32643618, 5934874.37144669,
       5928417.00414156, 5924483.252295  , 5922086.85716072,
       5920627.00156646, 5919737.67479159, 5919195.90743075,
       5918865.86915736, 5918664.81374172, 5918542.33315868,
       5918467.71943501, 5918422.26563636, 5918394.57571942,
       5918377.70734926, 5918367.43133753, 5918361.17131262,
       5918357.35777943, 5918355.03462008, 5918353.61937886,
       5918352.75723064, 5918352.23202013, 5918351.91206809,
       5918351.71715709, 5918351.59841962, 5918351.52608615,
       5918351.48202146]), 1130: array([3172085.68428369, 3178935.65135294, 3182204.55037214,
       3183764.51419235, 3184508.95050136, 3184864.20580344,
       3185033.7385467 , 3185114.64191639, 3185153.25012328,
       3185171.67449356, 3185180.46685786, 3185184.6626957 ,
       3185186.66500755, 3185187.62053845, 3185188.07653101,
       3185188.29413697, 3185188.39798154, 3185188.44753761,
       3185188.47118645, 3185188.482472  , 3185188.48785762,
       3185188.49042772, 3185188.4916542 , 3185188.4922395 ,
       3185188.49251881, 3185188.4926521 , 3185188.49271571,
       3185188.49274606]), 1135: array([11379898.99186623, 11530050.31520177, 11648887.5239229 ,
       11742941.18833897, 11817379.92587992, 11876294.43687843,
       11922922.30458351, 11959825.91304727, 11989033.26016982,
       12012149.40413105, 12030444.66762739, 12044924.44708204,
       12056384.46311829, 12065454.48852594, 12072632.95674408,
       12078314.35273172, 12082810.8914622 , 12086369.67535944,
       12089186.27354449, 12091415.46912509, 12093179.76513399,
       12094576.11655066, 12095681.25835738, 12096555.92242716,
       12097248.17497819, 12097796.05800092, 12098229.67981444,
       12098572.86963664]), 1140: array([8193934.30323335, 8193323.27008099, 8193103.9588088 ,
       8193025.24387505, 8192996.99160724, 8192986.85133781,
       8192983.2118047 , 8192981.90550792, 8192981.43665348,
       8192981.26837282, 8192981.20797373, 8192981.18629536,
       8192981.17851459, 8192981.17572192, 8192981.17471958,
       8192981.17435982, 8192981.1742307 , 8192981.17418436,
       8192981.17416772, 8192981.17416175, 8192981.17415961,
       8192981.17415884, 8192981.17415856, 8192981.17415846,
       8192981.17415843, 8192981.17415841, 8192981.17415841,
       8192981.17415841]), 1145: array([1726741.33618838, 1726574.85639364, 1726512.5525989 ,
       1726489.23587843, 1726480.50977345, 1726477.24409514,
       1726476.02193992, 1726475.56455764, 1726475.39338581,
       1726475.32932605, 1726475.30535218, 1726475.29638014,
       1726475.29302242, 1726475.29176582, 1726475.29129555,
       1726475.29111955, 1726475.29105368, 1726475.29102904,
       1726475.29101981, 1726475.29101636, 1726475.29101507,
       1726475.29101458, 1726475.2910144 , 1726475.29101433,
       1726475.29101431, 1726475.2910143 , 1726475.2910143 ,
       1726475.29101429]), 1150: array([ 744986.25445473, 1323626.74019118, 1869796.01492068,
       2385316.24555042, 2871907.34557184, 3331192.71315254,
       3764704.64722706, 4173889.45965635, 4560112.30051134,
       4924661.71257895, 5268753.93028582, 5593536.93738192,
       5900094.29692164, 6189448.76632021, 6462565.70954623,
       6720356.31783429, 6963680.64966284, 7193350.50013952,
       7410132.10936694, 7614748.71882479, 7807882.98429702,
       7990179.25339429, 8162245.71527006, 8324656.42970246,
       8477953.24231132, 8622647.59230028, 8759222.21875481,
       8888132.7711891 ]), 1155: array([5039319.44138379, 5064508.35906212, 5083330.88810442,
       5097396.1053588 , 5107906.40054647, 5115760.26465209,
       5121629.09899861, 5126014.61116481, 5129291.70433603,
       5131740.52655924, 5133570.41968941, 5134937.81534439,
       5135959.60773566, 5136723.14657467, 5137293.70431581,
       5137720.05608645, 5138038.64931414, 5138276.71949872,
       5138454.6184867 , 5138587.55428452, 5138686.89114159,
       5138761.12104306, 5138816.58966199, 5138858.0388304 ,
       5138889.01190301, 5138912.15666715, 5138929.45169351,
       5138942.3754777 ]), 1160: array([1417341.07578238, 1427088.18230187, 1434492.6936712 ,
       1440117.62333714, 1444390.67150583, 1447636.74598789,
       1450102.66706509, 1451975.93485132, 1453398.98615309,
       1454480.0248718 , 1455301.24945445, 1455925.10297927,
       1456399.02111159, 1456759.03894785, 1457032.53099972,
       1457240.29265733, 1457398.12139891, 1457518.01797632,
       1457609.09891083, 1457678.28968184, 1457730.85131636,
       1457770.78041939, 1457801.11306187, 1457824.15563309,
       1457841.6602105 , 1457854.95778165, 1457865.05944787,
       1457872.73330496]), 1165: array([5276469.30785211, 5277897.40514705, 5278658.82024948,
       5279064.78205633, 5279281.22770876, 5279396.62950191,
       5279458.15799052, 5279490.9629826 , 5279508.45353909,
       5279517.77893583, 5279522.75093455, 5279525.40184281,
       5279526.815221  , 5279527.56878836, 5279527.97056601,
       5279528.1847808 , 5279528.29899317, 5279528.3598875 ,
       5279528.39235438, 5279528.40966466, 5279528.41889394,
       5279528.4238147 , 5279528.42643828, 5279528.42783709,
       5279528.42858289, 5279528.42898053, 5279528.42919254,
       5279528.42930557]), 1170: array([10908241.99060037, 10907957.35384165, 10907817.79797158,
       10907749.37447998, 10907715.8268105 , 10907699.3785688 ,
       10907691.31408447, 10907687.36011123, 10907685.42149944,
       10907684.47100852, 10907684.00498794, 10907683.77650055,
       10907683.66447442, 10907683.60954861, 10907683.58261878,
       10907683.56941523, 10907683.5629416 , 10907683.55976762,
       10907683.55821143, 10907683.55744844, 10907683.55707435,
       10907683.55689093, 10907683.55680101, 10907683.55675692,
       10907683.5567353 , 10907683.5567247 , 10907683.5567195 ,
       10907683.55671696]), 1175: array([3793577.47335028, 3793505.4846891 , 3793469.9705581 ,
       3793452.45038922, 3793443.80717287, 3793439.54321918,
       3793437.43968499, 3793436.4019495 , 3793435.89000396,
       3793435.63744611, 3793435.51285187, 3793435.45138586,
       3793435.42106286, 3793435.40610363, 3793435.3987238 ,
       3793435.39508311, 3793435.39328706, 3793435.39240101,
       3793435.39196389, 3793435.39174825, 3793435.39164187,
       3793435.39158939, 3793435.3915635 , 3793435.39155072,
       3793435.39154442, 3793435.39154131, 3793435.39153978,
       3793435.39153902]), 1180: array([6684758.13632767, 6572198.44245319, 6482586.18763092,
       6411243.09901799, 6354444.65886126, 6309225.66334313,
       6273225.42196279, 6244564.51597423, 6221746.68196566,
       6203580.69834146, 6189118.1967337 , 6177604.15174271,
       6168437.46428781, 6161139.58079319, 6155329.50995104,
       6150703.93279352, 6147021.36770586, 6144089.56370325,
       6141755.46382852, 6139897.21470261, 6138417.80508038,
       6137240.00130807, 6136302.31528441, 6135555.79442953,
       6134961.46608006, 6134488.30289289, 6134111.60304019,
       6133811.7006326 ]), 1185: array([266828.6110179 , 266794.49778675, 266780.3827804 , 266774.54242468,
       266772.12586502, 266771.12596693, 266770.71223983, 266770.54105228,
       266770.47022013, 266770.44091197, 266770.42878515, 266770.42376745,
       266770.42169127, 266770.42083222, 266770.42047677, 266770.42032969,
       266770.42026884, 266770.42024366, 266770.42023324, 266770.42022893,
       266770.42022714, 266770.42022641, 266770.4202261 , 266770.42022597,
       266770.42022592, 266770.4202259 , 266770.42022589, 266770.42022589]), 1190: array([4052558.35452992, 3718598.0029897 , 3541050.0269775 ,
       3446657.73268076, 3396474.64739461, 3369795.11738002,
       3355611.10861011, 3348070.26719818, 3344061.22503512,
       3341929.84231703, 3340796.7057457 , 3340194.2806259 ,
       3339874.00499969, 3339703.7324241 , 3339613.2080519 ,
       3339565.08132371, 3339539.49504335, 3339525.89225407,
       3339518.66041443, 3339514.81565118, 3339512.77160633,
       3339511.68490241, 3339511.10716292, 3339510.80001126,
       3339510.63671596, 3339510.54990101, 3339510.50374638,
       3339510.47920855]), 1195: array([236521.927383  , 236498.94434858, 236488.05032431, 236482.88652554,
       236480.43887011, 236479.27867441, 236478.72873832, 236478.46806703,
       236478.3445081 , 236478.28594081, 236478.25817974, 236478.24502092,
       236478.2387836 , 236478.23582709, 236478.2344257 , 236478.23376143,
       236478.23344657, 236478.23329732, 236478.23322658, 236478.23319305,
       236478.23317715, 236478.23316962, 236478.23316605, 236478.23316436,
       236478.23316355, 236478.23316317, 236478.23316299, 236478.23316291]), 1200: array([165514.40827735, 165498.30985944, 165490.59067848, 165486.88933622,
       165485.114545  , 165484.26353376, 165483.85547442, 165483.65981023,
       165483.56598938, 165483.52100235, 165483.49943109, 165483.48908769,
       165483.48412803, 165483.48174988, 165483.48060956, 165483.48006278,
       165483.47980059, 165483.47967488, 165483.4796146 , 165483.47958569,
       165483.47957183, 165483.47956519, 165483.479562  , 165483.47956047,
       165483.47955974, 165483.47955939, 165483.47955922, 165483.47955914]), 1205: array([543305.46717985, 451971.43533171, 394910.18158501, 359260.96504153,
       336988.99313909, 323074.50130676, 314381.37418717, 308950.31281404,
       305557.23835039, 303437.40328963, 302113.02896984, 301285.62151187,
       300768.69582759, 300445.74471023, 300243.97987753, 300117.92659725,
       300039.1743724 , 299989.9736463 , 299959.23532172, 299940.03144663,
       299928.03375894, 299920.53816187, 299915.85526156, 299912.92960332,
       299911.10178816, 299909.9598543 , 299909.24642714, 299908.80071105]), 1210: array([766621.56901872, 766529.11689105, 766487.10063606, 766468.00571928,
       766459.32774818, 766455.38391415, 766453.59157967, 766452.77702641,
       766452.40684047, 766452.23860392, 766452.1621463 , 766452.12739899,
       766452.11160755, 766452.10443089, 766452.10116936, 766452.0996871 ,
       766452.09901347, 766452.09870733, 766452.09856819, 766452.09850496,
       766452.09847623, 766452.09846317, 766452.09845723, 766452.09845454,
       766452.09845331, 766452.09845275, 766452.0984525 , 766452.09845238]), 1215: array([154766.54231934, 154804.83015427, 154824.88038721, 154835.38011491,
       154840.87851894, 154843.75787428, 154845.26570947, 154846.0553192 ,
       154846.468815  , 154846.68535081, 154846.79874435, 154846.85812527,
       154846.88922135, 154846.90550546, 154846.91403298, 154846.9184986 ,
       154846.92083712, 154846.92206173, 154846.92270302, 154846.92303885,
       154846.92321471, 154846.92330681, 154846.92335503, 154846.92338029,
       154846.92339351, 154846.92340044, 154846.92340407, 154846.92340597]), 1220: array([812607.416675  , 812537.58475895, 812505.44219271, 812490.64745954,
       812483.83766944, 812480.70322689, 812479.26049077, 812478.59642133,
       812478.29076029, 812478.15006918, 812478.0853112 , 812478.0555041 ,
       812478.04178434, 812478.03546934, 812478.03256265, 812478.03122474,
       812478.03060892, 812478.03032547, 812478.030195  , 812478.03013495,
       812478.03010731, 812478.03009458, 812478.03008873, 812478.03008603,
       812478.03008479, 812478.03008422, 812478.03008396, 812478.03008384]), 1225: array([188893.01433258, 190266.69087131, 191314.48223927, 192113.70004625,
       192723.31482504, 193188.30719041, 193542.9867477 , 193813.5236376 ,
       194019.87950811, 194177.2803909 , 194297.34015871, 194388.91745861,
       194458.76934997, 194512.04987616, 194552.69035726, 194583.68946375,
       194607.33447425, 194625.37004318, 194639.12693056, 194649.62019258,
       194657.62407781, 194663.7291554 , 194668.3858904 , 194671.93788141,
       194674.64721321, 194676.71379467, 194678.29010915, 194679.4924655 ]), 1230: array([1185688.96561146, 1303319.90806514, 1420950.85051882,
       1538581.79297251, 1656212.73542619, 1773843.67787987,
       1891474.62033356, 2009105.56278724, 2126736.50524093,
       2244367.44769461, 2361998.39014829, 2479629.33260198,
       2597260.27505566, 2714891.21750934, 2832522.15996303,
       2950153.10241671, 3067784.0448704 , 3185414.98732408,
       3303045.92977776, 3420676.87223145, 3538307.81468513,
       3655938.75713881, 3773569.6995925 , 3891200.64204618,
       4008831.58449987, 4126462.52695355, 4244093.46940723,
       4361724.41186092]), 1235: array([331677.35792702, 331652.94587511, 331644.30232163, 331641.24190635,
       331640.15830784, 331639.77463908, 331639.63879383, 331639.59069522,
       331639.57366498, 331639.56763511, 331639.56550011, 331639.56474418,
       331639.56447652, 331639.56438176, 331639.5643482 , 331639.56433632,
       331639.56433211, 331639.56433062, 331639.5643301 , 331639.56432991,
       331639.56432984, 331639.56432982, 331639.56432981, 331639.56432981,
       331639.56432981, 331639.56432981, 331639.56432981, 331639.56432981]), 1240: array([130799.26697143, 124599.48724132, 120445.02842077, 117661.13466276,
       115795.65355182, 114545.59874451, 113707.93975556, 113146.62630142,
       112770.49138499, 112518.44420117, 112349.54793524, 112236.37091729,
       112160.53124541, 112109.71124736, 112075.65687795, 112052.83711958,
       112037.54564948, 112027.29886884, 112020.43252358, 112015.83140065,
       112012.74819826, 112010.68215108, 112009.2976974 , 112008.36997801,
       112007.74831529, 112007.33174045, 112007.05259457, 112006.86553952]), 1245: array([206125.96330695, 209069.98407856, 211413.92631637, 213280.10377921,
       214765.89906319, 215948.84531017, 216890.67211387, 217640.52675048,
       218237.53882727, 218712.86217986, 219091.30057047, 219392.60202076,
       219632.4893213 , 219823.48049278, 219975.54201294, 220096.60889645,
       220192.99876727, 220269.74153067, 220330.84184841, 220379.48811371,
       220418.21883091, 220449.05508207, 220473.60599294, 220493.15270182,
       220508.71521313, 220521.10562421, 220530.97050293, 220538.82462751]), 1250: array([179683.66240188, 179668.94652364, 179663.5941896 , 179661.64748419,
       179660.93944506, 179660.6819231 , 179660.5882594 , 179660.55419283,
       179660.54180243, 179660.5372959 , 179660.53565682, 179660.53506067,
       179660.53484385, 179660.53476498, 179660.5347363 , 179660.53472587,
       179660.53472207, 179660.53472069, 179660.53472019, 179660.53472001,
       179660.53471994, 179660.53471992, 179660.53471991, 179660.53471991,
       179660.53471991, 179660.5347199 , 179660.5347199 , 179660.5347199 ]), 1255: array([6752.46164062, 6758.36825252, 6762.55489914, 6765.52242269,
       6767.62582353, 6769.11672833, 6770.17349177, 6770.92253288,
       6771.4534583 , 6771.82978184, 6772.09652253, 6772.28559013,
       6772.41960254, 6772.51459144, 6772.58192022, 6772.62964331,
       6772.66346977, 6772.68744619, 6772.70444084, 6772.71648676,
       6772.72502499, 6772.73107695, 6772.73536662, 6772.73840716,
       6772.74056232, 6772.74208991, 6772.74317268, 6772.74394015]), 1260: array([68548.44317377, 68539.4206094 , 68535.41942994, 68533.64505222,
       68532.85818018, 68532.50923102, 68532.35448474, 68532.28586039,
       68532.25542799, 68532.24193232, 68532.23594748, 68532.23329343,
       68532.23211645, 68532.2315945 , 68532.23136304, 68532.23126039,
       68532.23121487, 68532.23119468, 68532.23118573, 68532.23118176,
       68532.23118   , 68532.23117922, 68532.23117887, 68532.23117872,
       68532.23117865, 68532.23117862, 68532.23117861, 68532.2311786 ]), 1265: array([8411.57109178, 8448.62974999, 8482.31951961, 8512.94665595,
       8540.78957355, 8566.1013772 , 8589.11216265, 8610.03110841,
       8629.04837717, 8646.33684455, 8662.05367056, 8676.34172827,
       8689.33090262, 8701.1392711 , 8711.87417713, 8721.63320589,
       8730.50507138, 8738.57042287, 8745.90257807, 8752.56818961,
       8758.62785091, 8764.13664704, 8769.14465548, 8773.69740127,
       8777.83627095, 8781.59888873, 8785.0194585 , 8788.1290748 ]), 1270: array([3377.41000304, 3367.30559067, 3361.28033804, 3357.68748494,
       3355.54506964, 3354.26754919, 3353.50576482, 3353.05151343,
       3352.78064371, 3352.61912433, 3352.52281045, 3352.46537857,
       3352.43113198, 3352.41071077, 3352.39853362, 3352.3912724 ,
       3352.38694254, 3352.38436065, 3352.38282106, 3352.38190301,
       3352.38135558, 3352.38102915, 3352.3808345 , 3352.38071842,
       3352.38064921, 3352.38060794, 3352.38058333, 3352.38056865]), 1275: array([54624.04642341, 54983.7449747 , 55256.55539503, 55463.46622404,
       55620.39604772, 55739.41818725, 55829.6895542 , 55898.15513315,
       55950.08229077, 55989.4660182 , 56019.33628371, 56041.99114196,
       56059.17353366, 56072.20537792, 56082.08927347, 56089.5856331 ,
       56095.27118566, 56099.58334645, 56102.85386947, 56105.33437088,
       56107.21568686, 56108.64255555, 56109.72475242, 56110.54553578,
       56111.1680522 , 56111.64019467, 56111.99828727, 56112.26987966]), 1280: array([23756.49807297, 23713.76759542, 23692.30665882, 23681.52812729,
       23676.11472226, 23673.39589606, 23672.03039396, 23671.34458477,
       23671.00014426, 23670.82715261, 23670.74026936, 23670.69663315,
       23670.67471732, 23670.66371032, 23670.65818217, 23670.65540572,
       23670.65401127, 23670.65331093, 23670.65295919, 23670.65278253,
       23670.6526938 , 23670.65264924, 23670.65262686, 23670.65261562,
       23670.65260998, 23670.65260714, 23670.65260572, 23670.652605  ]), 1285: array([44548.87291145, 44542.98012781, 44540.50664117, 44539.46839906,
       44539.03259857, 44538.849672  , 44538.77288886, 44538.74065926,
       44538.72713094, 44538.72145244, 44538.7190689 , 44538.71806842,
       44538.71764847, 44538.71747219, 44538.7173982 , 44538.71736714,
       44538.71735411, 44538.71734863, 44538.71734634, 44538.71734537,
       44538.71734497, 44538.7173448 , 44538.71734473, 44538.7173447 ,
       44538.71734469, 44538.71734468, 44538.71734468, 44538.71734468]), 1290: array([12941.81149725, 12965.26263894, 12982.12425502, 12994.24793327,
       13002.9649847 , 13009.23263582, 13013.7391425 , 13016.97936793,
       13019.30912389, 13020.98424278, 13022.18867078, 13023.05466711,
       13023.67732752, 13024.12502686, 13024.44692738, 13024.67837721,
       13024.84479206, 13024.96444608, 13025.05047856, 13025.11233682,
       13025.15681356, 13025.1887928 , 13025.2117862 , 13025.2283187 ,
       13025.24020574, 13025.24875265, 13025.25489796, 13025.25931651]), 1295: array([566591.32061551, 568420.42936696, 569761.66247745, 570745.15034018,
       571466.31384904, 571995.12241517, 572382.88260572, 572667.21605834,
       572875.7096434 , 573028.59202363, 573140.69629857, 573222.8991557 ,
       573283.17615874, 573327.37556034, 573359.78571684, 573383.55115724,
       573400.97767467, 573413.75604128, 573423.12605187, 573429.99681254,
       573435.03494474, 573438.72926292, 573441.43820074, 573443.42458733,
       573444.88114778, 573445.94920188, 573446.73237539, 573447.30665412]), 1300: array([27102.33607204, 27099.17519254, 27097.88143299, 27097.35189247,
       27097.13514959, 27097.04643594, 27097.01012511, 27096.99526296,
       27096.98917983, 27096.98668998, 27096.98567088, 27096.98525375,
       27096.98508302, 27096.98501314, 27096.98498454, 27096.98497283,
       27096.98496804, 27096.98496608, 27096.98496528, 27096.98496495,
       27096.98496481, 27096.98496476, 27096.98496474, 27096.98496473,
       27096.98496472, 27096.98496472, 27096.98496472, 27096.98496472]), 1305: array([21356.71998841, 21310.13622985, 21279.3000113 , 21258.88791054,
       21245.37607681, 21236.4318896 , 21230.51126576, 21226.59209615,
       21223.99779346, 21222.28048924, 21221.14371605, 21220.3912266 ,
       21219.89311461, 21219.56338831, 21219.34512528, 21219.2006456 ,
       21219.10500697, 21219.04169877, 21218.99979177, 21218.97205135,
       21218.95368851, 21218.9415332 , 21218.93348696, 21218.92816073,
       21218.92463503, 21218.92230118, 21218.92075628, 21218.91973364]), 1310: array([50373.64665159, 50376.93876901, 50378.60882667, 50379.45602992,
       50379.88580751, 50380.1038293 , 50380.21442953, 50380.27053591,
       50380.2989981 , 50380.31343668, 50380.32076123, 50380.32447689,
       50380.32636181, 50380.32731801, 50380.32780309, 50380.32804916,
       50380.32817399, 50380.32823731, 50380.32826944, 50380.32828573,
       50380.328294  , 50380.32829819, 50380.32830032, 50380.3283014 ,
       50380.32830195, 50380.32830222, 50380.32830236, 50380.32830244]), 1315: array([56980.18244905, 56974.43450673, 56972.09681696, 56971.14607787,
       56970.75941201, 56970.6021549 , 56970.53819839, 56970.51218725,
       56970.50160852, 56970.49730615, 56970.49555637, 56970.49484473,
       56970.49455531, 56970.4944376 , 56970.49438973, 56970.49437026,
       56970.49436234, 56970.49435912, 56970.49435781, 56970.49435728,
       56970.49435706, 56970.49435698, 56970.49435694, 56970.49435693,
       56970.49435692, 56970.49435692, 56970.49435692, 56970.49435692]), 1320: array([19307.44546608, 19252.41333886, 19217.22306662, 19194.72066079,
       19180.33150617, 19171.13036688, 19165.24670195, 19161.48439471,
       19159.07858882, 19157.54019718, 19156.55647325, 19155.92743137,
       19155.52519078, 19155.2679782 , 19155.10350371, 19154.99833056,
       19154.93107763, 19154.88807278, 19154.86057334, 19154.84298883,
       19154.83174443, 19154.82455419, 19154.8199564 , 19154.81701635,
       19154.81513633, 19154.81393416, 19154.81316542, 19154.81267386]), 1325: array([97435.29742208, 97944.47377442, 98325.95046352, 98611.75412204,
       98825.87921424, 98986.30247594, 99106.49213999, 99196.53865314,
       99264.00181309, 99314.5454465 , 99352.41291195, 99380.7833484 ,
       99402.03857778, 99417.96306935, 99429.89375366, 99438.83226373,
       99445.52902647, 99450.54626434, 99454.30519636, 99457.12140126,
       99459.23131174, 99460.81206399, 99461.99636906, 99462.88365452,
       99463.54841187, 99464.04645038, 99464.41958256, 99464.69913448]), 1330: array([63453.58481852, 63274.0995235 , 63159.9410425 , 63087.33253837,
       63041.15116992, 63011.77831867, 62993.09623064, 62981.21381547,
       62973.65621324, 62968.8493326 , 62965.79200028, 62963.84743756,
       62962.61063247, 62961.82398424, 62961.3236504 , 62961.00542181,
       62960.80301809, 62960.67428275, 62960.59240288, 62960.54032463,
       62960.50720116, 62960.48613357, 62960.47273389, 62960.46421126,
       62960.45879059, 62960.45534287, 62960.45315   , 62960.45175527]), 1335: array([329197.47950503, 361867.80489095, 379641.98992146, 389311.97789272,
       394572.90362314, 397435.09327872, 398992.25831855, 399839.42893023,
       400300.32936592, 400551.08075966, 400687.50124573, 400761.72037065,
       400802.09904591, 400824.0669338 , 400836.01849227, 400842.52069906,
       400846.05820367, 400847.98277163, 400849.02982661, 400849.59947349,
       400849.90938804, 400850.07799605, 400850.16972669, 400850.21963245,
       400850.24678352, 400850.26155497, 400850.26959133, 400850.27396348]), 1340: array([25231.80398329, 25446.37533643, 25537.18887326, 25575.62409936,
       25591.89113021, 25598.77586381, 25601.68970576, 25602.92293791,
       25603.44488165, 25603.66578512, 25603.75927862, 25603.79884809,
       25603.81559517, 25603.82268307, 25603.8256829 , 25603.82695253,
       25603.82748988, 25603.8277173 , 25603.82781355, 25603.82785429,
       25603.82787153, 25603.82787883, 25603.82788191, 25603.82788322,
       25603.82788377, 25603.82788401, 25603.82788411, 25603.82788415]), 1345: array([3427.78679728, 3439.81242453, 3448.65282258, 3455.15166342,
       3459.92915558, 3463.44123287, 3466.02306586, 3467.92104847,
       3469.31631221, 3470.3420123 , 3471.09603509, 3471.65033978,
       3472.05782572, 3472.35738082, 3472.57759273, 3472.73947709,
       3472.85848311, 3472.945968  , 3473.01028076, 3473.05755899,
       3473.09231463, 3473.11786454, 3473.13664704, 3473.15045462,
       3473.16060498, 3473.16806682, 3473.17355224, 3473.17758473]), 1350: array([5297.82702219, 5349.3669627 , 5389.36388473, 5420.40299257,
       5444.49050147, 5463.18330953, 5477.68962792, 5488.94707369,
       5497.68327276, 5504.46289008, 5509.72412675, 5513.80704325,
       5516.97553919, 5519.43441058, 5521.34258677, 5522.82340289,
       5523.97257159, 5524.86436949, 5525.55643803, 5526.09350911,
       5526.51029636, 5526.83373885, 5527.08474233, 5527.27953042,
       5527.43069327, 5527.54800129, 5527.6390367 , 5527.70968359]), 1355: array([14059.22495947, 14020.01272389, 13995.80731131, 13980.86549559,
       13971.64202724, 13965.94845089, 13962.43384984, 13960.26431354,
       13958.9250754 , 13958.09837396, 13957.5880575 , 13957.27304305,
       13957.07858705, 13956.95855085, 13956.88445342, 13956.83871365,
       13956.81047884, 13956.79304971, 13956.78229084, 13956.77564947,
       13956.7715498 , 13956.76901911, 13956.76745693, 13956.76649261,
       13956.76589735, 13956.76552989, 13956.76530307, 13956.76516305]), 1360: array([5217.05194367, 5232.50744118, 5243.80642246, 5252.06671805,
       5258.10553532, 5262.52030638, 5265.74779328, 5268.10729765,
       5269.83224994, 5271.09330307, 5272.01521553, 5272.68919394,
       5273.18191632, 5273.54212866, 5273.80546748, 5273.99798541,
       5274.13872863, 5274.24162114, 5274.31684231, 5274.37183391,
       5274.41203638, 5274.44142702, 5274.4629135 , 5274.47862152,
       5274.49010512, 5274.49850038, 5274.50463786, 5274.50912477]), 1365: array([58324.37608733, 58338.05433964, 58345.19172056, 58348.91604187,
       58350.85941148, 58351.87347152, 58352.40261316, 58352.67872193,
       58352.82279688, 58352.89797591, 58352.93720471, 58352.9576745 ,
       58352.96835573, 58352.97392926, 58352.97683755, 58352.97835511,
       58352.97914698, 58352.97956018, 58352.97977579, 58352.9798883 ,
       58352.97994701, 58352.97997764, 58352.97999363, 58352.98000197,
       58352.98000632, 58352.98000859, 58352.98000978, 58352.98001039]), 1370: array([12235.25371073, 17356.08378478, 20449.95636022, 22319.19384215,
       23448.53859655, 24130.85937528, 24543.09987427, 24792.1648805 ,
       24942.64349063, 25033.5587599 , 25088.48740511, 25121.67386639,
       25141.72426466, 25153.83819471, 25161.15711673, 25165.57901939,
       25168.25061816, 25169.86472878, 25170.83993251, 25171.42912528,
       25171.78510025, 25172.00017109, 25172.13011131, 25172.20861781,
       25172.2560494 , 25172.28470634, 25172.30202012, 25172.31248065]), 1375: array([2931.84025297, 2923.91048588, 2916.81884209, 2910.47673758,
       2904.80495106, 2899.73263441, 2895.19642768, 2891.13966764,
       2887.51167997, 2884.26714632, 2881.36553816, 2878.77061056,
       2876.44994943, 2874.37456665, 2872.51853794, 2870.85867904,
       2869.37425612, 2868.04672676, 2866.85950837, 2865.79777101,
       2864.84825219, 2863.99909115, 2863.23968075, 2862.56053494,
       2861.9531703 , 2861.41000004, 2860.92423924, 2860.4898201 ]), 1380: array([41445.57623355, 41444.03923369, 41443.26468422, 41442.87436091,
       41442.67766297, 41442.5785398 , 41442.52858808, 41442.50341561,
       41442.4907303 , 41442.48433771, 41442.48111626, 41442.47949285,
       41442.47867476, 41442.4782625 , 41442.47805474, 41442.47795004,
       41442.47789728, 41442.4778707 , 41442.4778573 , 41442.47785055,
       41442.47784714, 41442.47784543, 41442.47784456, 41442.47784413,
       41442.47784391, 41442.4778438 , 41442.47784374, 41442.47784372]), 1385: array([8680.80166941, 8727.73939306, 8762.85643867, 8789.12969602,
       8808.78636244, 8823.49274353, 8834.49550667, 8842.72736167,
       8848.88612705, 8853.49388448, 8856.94123589, 8859.52041501,
       8861.45006016, 8862.89374834, 8863.97386172, 8864.78196208,
       8865.38655247, 8865.83888435, 8866.1773021 , 8866.43049358,
       8866.61992196, 8866.76164517, 8866.86767716, 8866.94700633,
       8867.00635744, 8867.05076171, 8867.08398332, 8867.10883849]), 1390: array([59687.57681751, 59689.13181782, 59689.93742136, 59690.35478274,
       59690.57100637, 59690.68302597, 59690.74106029, 59690.7711263 ,
       59690.78670269, 59690.79477239, 59690.79895309, 59690.80111899,
       59690.80224109, 59690.80282242, 59690.80312359, 59690.80327962,
       59690.80336045, 59690.80340233, 59690.80342402, 59690.80343526,
       59690.80344109, 59690.8034441 , 59690.80344567, 59690.80344648,
       59690.8034469 , 59690.80344711, 59690.80344723, 59690.80344728]), 1395: array([75107.06679183, 74955.43718675, 74854.86764812, 74788.16410369,
       74743.92244861, 74714.57881985, 74695.11642526, 74682.20783763,
       74673.64611447, 74667.96748365, 74664.2010867 , 74661.70299404,
       74660.04611427, 74658.94717561, 74658.21829583, 74657.73486053,
       74657.41421823, 74657.20154968, 74657.06049558, 74656.96694033,
       74656.90488906, 74656.86373307, 74656.83643603, 74656.81833105,
       74656.80632278, 74656.7983582 , 74656.79307563, 74656.78957193]), 1400: array([113017.30097259, 113005.92211503, 113000.81095003, 112998.51511255,
       112997.4838663 , 112997.02065022, 112996.81258243, 112996.71912236,
       112996.67714189, 112996.65828506, 112996.64981493, 112996.64601032,
       112996.64430135, 112996.64353372, 112996.64318892, 112996.64303404,
       112996.64296447, 112996.64293322, 112996.64291918, 112996.64291288,
       112996.64291004, 112996.64290877, 112996.6429082 , 112996.64290794,
       112996.64290783, 112996.64290778, 112996.64290775, 112996.64290774]), 1405: array([60437.07173332, 54579.17126214, 51334.3268228 , 49536.92253312,
       48541.2932384 , 47989.78810504, 47684.29497246, 47515.07432808,
       47421.33858271, 47369.41589921, 47340.65456541, 47324.7229096 ,
       47315.89794834, 47311.00957124, 47308.30177119, 47306.80184984,
       47305.97100414, 47305.51077695, 47305.25584506, 47305.11463161,
       47305.03640979, 47304.99308067, 47304.96907954, 47304.95578468,
       47304.94842031, 47304.944341  , 47304.94208136, 47304.94082968]), 1410: array([233757.07943254, 233984.08751369, 234145.56226771, 234260.42203857,
       234342.12376985, 234400.23961707, 234441.57841914, 234470.98342032,
       234491.8997036 , 234506.77781579, 234517.36087298, 234524.88878365,
       234530.24351603, 234534.05242931, 234536.76177486, 234538.68897897,
       234540.05983241, 234541.03494405, 234541.72855774, 234542.22193709,
       234542.57288631, 234542.82252253, 234543.00009306, 234543.12640204,
       234543.21624779, 234543.28015662, 234543.32561607, 234543.35795216]), 1415: array([182722.68470923, 182735.12981921, 182741.52374189, 182744.80874679,
       182746.49648337, 182747.36359159, 182747.80908568, 182748.03796712,
       182748.15555952, 182748.21597495, 182748.24701457, 182748.2629618 ,
       182748.271155  , 182748.27536443, 182748.2775271 , 182748.27863822,
       182748.27920908, 182748.27950236, 182748.27965305, 182748.27973047,
       182748.27977024, 182748.27979067, 182748.27980117, 182748.27980657,
       182748.27980934, 182748.27981076, 182748.27981149, 182748.27981187]), 1420: array([209255.22819023, 212262.1170183 , 214657.5250374 , 216565.80296386,
       218086.01355663, 219297.07417538, 220261.85354822, 221030.43542089,
       221642.71851028, 222130.4877316 , 222519.0642208 , 222828.61980848,
       223075.22418247, 223271.67909941, 223428.18295118, 223552.86018503,
       223652.18306087, 223731.30764009, 223794.34144759, 223844.55670215,
       223884.56018427, 223916.42855964, 223941.81618329, 223962.04098066,
       223978.15286393, 223990.98823518, 224001.21340576, 224009.35918601]), 1425: array([133147.42638081, 133138.2610937 , 133135.05506337, 133133.93358945,
       133133.5412963 , 133133.4040716 , 133133.35607021, 133133.33927926,
       133133.33340576, 133133.3313512 , 133133.33063251, 133133.33038111,
       133133.33029317, 133133.33026241, 133133.33025165, 133133.33024789,
       133133.33024657, 133133.33024611, 133133.33024595, 133133.33024589,
       133133.33024587, 133133.33024587, 133133.33024587, 133133.33024586,
       133133.33024586, 133133.33024586, 133133.33024586, 133133.33024586]), 1430: array([52559.89300257, 52414.16002936, 52321.36532834, 52262.27879255,
       52224.65575295, 52200.69948119, 52185.44545166, 52175.73252893,
       52169.54787667, 52165.60983201, 52163.10230288, 52161.50564694,
       52160.48898471, 52159.8416304 , 52159.42943096, 52159.16696515,
       52158.99984143, 52158.89342628, 52158.825667  , 52158.78252163,
       52158.75504905, 52158.73755602, 52158.72641744, 52158.719325  ,
       52158.71480892, 52158.71193334, 52158.71010233, 52158.70893644]), 1435: array([37040.46226391, 37041.33746888, 37041.78055986, 37042.00488401,
       37042.11845285, 37042.17594947, 37042.20505835, 37042.21979533,
       37042.22725624, 37042.23103348, 37042.23294579, 37042.23391394,
       37042.23440408, 37042.23465223, 37042.23477786, 37042.23484146,
       37042.23487366, 37042.23488996, 37042.23489821, 37042.23490239,
       37042.23490451, 37042.23490558, 37042.23490612, 37042.23490639,
       37042.23490653, 37042.2349066 , 37042.23490664, 37042.23490666]), 1440: array([144569.59635489, 131315.20706131, 121269.41728146, 113655.49482411,
       107884.7374763 , 103510.95503317, 100195.97023883,  97683.47119948,
        95779.19355889,  94335.90013842,  93241.9966796 ,  92412.90346804,
        91784.51569953,  91308.24694938,  90947.27251015,  90673.68213551,
        90466.32204305,  90309.15932122,  90190.04227782,  90099.76088117,
        90031.33464803,  89979.47291844,  89940.16578617,  89910.37405614,
        89887.79425631,  89870.68053516,  89857.70967387,  89847.87877613]), 1445: array([71351.01561534, 71525.43536032, 71652.11373347, 71744.1182839 ,
       71810.93977119, 71859.47118776, 71894.71880779, 71920.31861109,
       71938.91135376, 71952.41497627, 71962.22244922, 71969.3454657 ,
       71974.51880281, 71978.27611784, 71981.00499785, 71982.98694135,
       71984.42639637, 71985.47185038, 71986.23114751, 71986.78261332,
       71987.18313444, 71987.47402676, 71987.68529737, 71987.83873995,
       71987.95018294, 71988.03112226, 71988.08990725, 71988.13260187]), 1450: array([112643.33618609, 113261.50794854, 113723.91473513, 114069.80571443,
       114328.54017299, 114522.07953668, 114666.85146042, 114775.14421028,
       114856.14969373, 114916.74367032, 114962.06936732, 114995.9740378 ,
       115021.33551607, 115040.30648884, 115054.49721558, 115065.11220764,
       115073.05246739, 115078.99196548, 115083.43484752, 115086.75822612,
       115089.24419024, 115091.10374894, 115092.49474189, 115093.53523682,
       115094.3135511 , 115094.8957482 , 115095.33124511, 115095.65700688]), 1455: array([79893.31945777, 79818.94841073, 79767.87854689, 79732.80937553,
       79708.72772174, 79692.19108781, 79680.83554453, 79673.03780506,
       79667.68317434, 79664.00620229, 79661.48126187, 79659.74741022,
       79658.5567914 , 79657.73920521, 79657.17777685, 79656.79224953,
       79656.52751173, 79656.34571889, 79656.22088355, 79656.13516035,
       79656.07629507, 79656.03587287, 79656.00811534, 79655.98905452,
       79655.97596565, 79655.96697764, 79655.96080567, 79655.95656744]), 1460: array([76757.41650688, 76550.84011239, 76417.70665273, 76331.90537748,
       76276.60854336, 76240.9710793 , 76218.00360088, 76203.20161989,
       76193.66210332, 76187.51411701, 76183.55188943, 76180.99833017,
       76179.35262336, 76178.29200537, 76177.60846288, 76177.16793638,
       76176.88402777, 76176.70105558, 76176.58313445, 76176.50713716,
       76176.45815875, 76176.42659336, 76176.40625023, 76176.39313958,
       76176.38469008, 76176.37924459, 76176.3757351 , 76176.37347332]), 1465: array([148911.51760766, 168476.14859862, 177811.77897231, 182266.44998115,
       184392.07974612, 185406.36382877, 185890.34848935, 186121.29084138,
       186231.48931317, 186284.07257941, 186309.16367045, 186321.13635482,
       186326.84934557, 186329.57540619, 186330.8761971 , 186331.49689387,
       186331.79307096, 186331.93439742, 186332.00183398, 186332.0340126 ,
       186332.04936724, 186332.05669399, 186332.06019008, 186332.06185831,
       186332.06265434, 186332.06303418, 186332.06321542, 186332.06330191]), 1470: array([2042888.5128484 , 1987883.53498534, 1958635.52922438,
       1943083.37605159, 1934813.77058559, 1930416.54186727,
       1928078.38674236, 1926835.11063864, 1926174.01871465,
       1925822.49379541, 1925635.57611518, 1925536.18566725,
       1925483.33640694, 1925455.23466906, 1925440.29202526,
       1925432.34651652, 1925428.12162099, 1925425.87510125,
       1925424.68055077, 1925424.04536791, 1925423.70761972,
       1925423.52802759, 1925423.43253238, 1925423.38175435,
       1925423.35475396, 1925423.34039694, 1925423.33276282,
       1925423.32870351]), 1475: array([233710.62316266, 233219.90706442, 232895.55575194, 232681.16748489,
       232539.46209547, 232445.79830655, 232383.88883797, 232342.96819676,
       232315.92065597, 232298.04289449, 232286.22613238, 232278.41554228,
       232273.25293367, 232269.84057593, 232267.58509111, 232266.09427093,
       232265.10887533, 232264.45755299, 232264.02704489, 232263.74248959,
       232263.55440552, 232263.43008655, 232263.34791476, 232263.29360122,
       232263.2577013 , 232263.23397234, 232263.21828807, 232263.20792116]), 1480: array([26191.56338695, 26188.27608528, 26186.87025565, 26186.26904616,
       26186.01193616, 26185.90198189, 26185.85495944, 26185.83485008,
       26185.82625022, 26185.82257245, 26185.82099963, 26185.82032701,
       26185.82003936, 26185.81991634, 26185.81986374, 26185.81984124,
       26185.81983162, 26185.8198275 , 26185.81982574, 26185.81982499,
       26185.81982467, 26185.81982453, 26185.81982447, 26185.81982445,
       26185.81982444, 26185.81982443, 26185.81982443, 26185.81982443]), 1485: array([567206.6269517 , 487836.37665893, 436698.75720501, 403751.19670511,
       382523.34616207, 368846.41130436, 360034.47122013, 354357.00848043,
       350699.06450299, 348342.28036268, 346823.82313145, 345845.49324385,
       345215.16309737, 344809.04640955, 344547.38866551, 344378.80466718,
       344270.18734117, 344200.20606401, 344155.11768508, 344126.06760203,
       344107.35086513, 344095.29182077, 344087.52227464, 344082.51641801,
       344079.29118449, 344077.21319226, 344075.87435842, 344075.01175846]), 1490: array([49221.01401777, 49740.91985858, 50146.05507984, 50461.75560603,
       50707.7643878 , 50899.46606609, 51048.84908077, 51165.25539122,
       51255.96469401, 51326.64967305, 51381.73075192, 51424.65253376,
       51458.09921625, 51484.16245319, 51504.47216012, 51520.29844436,
       51532.63103358, 51542.2411704 , 51549.72984354, 51555.56537184,
       51560.1126915 , 51563.65617805, 51566.41743037, 51568.56912878,
       51570.24583395, 51571.55240192, 51572.57054148, 51573.36392398]), 1495: array([58461.33377191, 58454.88350227, 58451.9325842 , 58450.58257592,
       58449.96496393, 58449.68241414, 58449.55315112, 58449.4940149 ,
       58449.46696082, 58449.45458391, 58449.44892163, 58449.44633121,
       58449.44514612, 58449.44460396, 58449.44435593, 58449.44424245,
       58449.44419054, 58449.44416679, 58449.44415593, 58449.44415096,
       58449.44414868, 58449.44414764, 58449.44414717, 58449.44414695,
       58449.44414685, 58449.44414681, 58449.44414678, 58449.44414677]), 1500: array([35372.56899211, 35463.26276472, 35529.20778215, 35577.15754978,
       35612.02265871, 35637.37368502, 35655.8068566 , 35669.20993584,
       35678.95554756, 35686.04175113, 35691.19425283, 35694.94072632,
       35697.66485226, 35699.64561156, 35701.08585605, 35702.13308283,
       35702.89453962, 35703.44820807, 35703.85079002, 35704.14351435,
       35704.3563593 , 35704.51112256, 35704.62365361, 35704.70547689,
       35704.76497202, 35704.80823196, 35704.83968702, 35704.86255853]), 1505: array([90971.22431513, 90964.15895771, 90960.89039337, 90959.37829537,
       90958.67877101, 90958.35515817, 90958.20544892, 90958.13619066,
       90958.10415052, 90958.08932816, 90958.08247106, 90958.07929884,
       90958.07783131, 90958.07715241, 90958.07683834, 90958.07669304,
       90958.07662582, 90958.07659473, 90958.07658034, 90958.07657369,
       90958.07657061, 90958.07656918, 90958.07656852, 90958.07656822,
       90958.07656808, 90958.07656801, 90958.07656798, 90958.07656797]), 1510: array([7132.70828072, 7132.00239436, 7131.68326048, 7131.53897886,
       7131.47374859, 7131.44425774, 7131.43092482, 7131.42489695,
       7131.42217173, 7131.42093965, 7131.42038262, 7131.42013079,
       7131.42001693, 7131.41996546, 7131.41994218, 7131.41993166,
       7131.41992691, 7131.41992476, 7131.41992378, 7131.41992334,
       7131.41992315, 7131.41992306, 7131.41992301, 7131.419923  ,
       7131.41992299, 7131.41992298, 7131.41992298, 7131.41992298]), 1515: array([184973.19378363, 184958.60099188, 184951.68983759, 184948.41671107,
       184946.86655653, 184946.13240247, 184945.78470671, 184945.6200378 ,
       184945.54205051, 184945.50511569, 184945.48762333, 184945.47933895,
       184945.47541546, 184945.47355729, 184945.47267726, 184945.47226048,
       184945.47206309, 184945.47196961, 184945.47192533, 184945.47190436,
       184945.47189443, 184945.47188973, 184945.4718875 , 184945.47188645,
       184945.47188595, 184945.47188571, 184945.4718856 , 184945.47188555]), 1520: array([19257.45379814, 19210.45386112, 19180.08841298, 19160.47007944,
       19147.79517969, 19139.6062536 , 19134.31559947, 19130.89744418,
       19128.68906213, 19127.2622834 , 19126.34047842, 19125.74492399,
       19125.36015161, 19125.11156009, 19124.95095152, 19124.84718646,
       19124.78014653, 19124.73683376, 19124.70885049, 19124.69077123,
       19124.67909068, 19124.67154418, 19124.66666858, 19124.66351858,
       19124.66148344, 19124.6601686 , 19124.65931911, 19124.65877027]), 1525: array([5119.54974346, 7410.01029683, 8606.12098779, 9230.74680069,
       9556.93517864, 9727.27533383, 9816.22935683, 9862.68239779,
       9886.94082863, 9899.60892214, 9906.22437861, 9909.67906295,
       9911.48314767, 9912.42526606, 9912.91725352, 9913.17417629,
       9913.30834497, 9913.37840974, 9913.41499855, 9913.43410574,
       9913.44408378, 9913.44929446, 9913.45201555, 9913.45343654,
       9913.4541786 , 9913.45456611, 9913.45476848, 9913.45487415]), 1530: array([138283.984308  , 127308.46074296, 122270.8368582 , 119958.63241037,
       118897.36036409, 118410.2501705 , 118186.67286859, 118084.05376805,
       118036.95292326, 118015.33424245, 118005.41154653, 118000.85715698,
       117998.76675086, 117997.80728138, 117997.36689726, 117997.16476662,
       117997.07199127, 117997.02940857, 117997.00986366, 117997.0008928 ,
       117996.99677529, 117996.99488541, 117996.99401798, 117996.99361984,
       117996.9934371 , 117996.99335322, 117996.99331472, 117996.99329705]), 1535: array([112213.96896388, 112603.12163571, 112888.7331969 , 113098.35263367,
       113252.1990259 , 113365.1118014 , 113447.98208964, 113508.80323804,
       113553.44181925, 113586.20349813, 113610.24833948, 113627.89561565,
       113640.84751465, 113650.35332653, 113657.32994514, 113662.45030812,
       113666.20830586, 113668.9664203 , 113670.99068848, 113672.47636348,
       113673.56674776, 113674.36701557, 113674.95435764, 113675.38542673,
       113675.70180209, 113675.93400006, 113676.10441755, 113676.22949239]), 1540: array([17706.4418884 , 17704.87753321, 17704.10354893, 17703.72061053,
       17703.53114697, 17703.4374075 , 17703.39102873, 17703.36808225,
       17703.3567292 , 17703.35111213, 17703.34833302, 17703.34695802,
       17703.34627772, 17703.34594113, 17703.3457746 , 17703.34569221,
       17703.34565144, 17703.34563127, 17703.34562129, 17703.34561636,
       17703.34561391, 17703.34561271, 17703.34561211, 17703.34561181,
       17703.34561167, 17703.34561159, 17703.34561156, 17703.34561154]), 1545: array([3909.96778579, 3902.44903937, 3897.41413668, 3894.04253139,
       3891.7847475 , 3890.27283028, 3889.26038011, 3888.58239633,
       3888.12838683, 3887.82436092, 3887.62077102, 3887.48443774,
       3887.39314263, 3887.33200717, 3887.29106802, 3887.26365326,
       3887.24529506, 3887.23300156, 3887.22476925, 3887.21925652,
       3887.21556494, 3887.21309288, 3887.21143748, 3887.21032894,
       3887.20958661, 3887.20908952, 3887.20875664, 3887.20853373]), 1550: array([12854.03220557, 12866.00763804, 12872.82701995, 12876.71030096,
       12878.92162621, 12880.18086019, 12880.89792802, 12881.30626061,
       12881.53878465, 12881.67119491, 12881.74659563, 12881.78953239,
       12881.81398262, 12881.82790575, 12881.83583425, 12881.84034911,
       12881.84292009, 12881.84438413, 12881.84521782, 12881.84569256,
       12881.8459629 , 12881.84611685, 12881.84620451, 12881.84625443,
       12881.84628286, 12881.84629905, 12881.84630827, 12881.84631352]), 1555: array([50672.3162416 , 50704.316418  , 50722.15857902, 50732.10673385,
       50737.65347141, 50740.74613513, 50742.4704945 , 50743.431936  ,
       50743.96800161, 50744.26689274, 50744.43354381, 50744.52646252,
       50744.5782707 , 50744.60715709, 50744.62326312, 50744.63224327,
       50744.63725028, 50744.64004201, 50744.64159858, 50744.64246647,
       50744.64295037, 50744.64322018, 50744.64337062, 50744.64345449,
       50744.64350126, 50744.64352734, 50744.64354188, 50744.64354998]), 1560: array([10439.47025631, 10438.47289025, 10438.09676326, 10437.95491813,
       10437.90142545, 10437.88125228, 10437.87364456, 10437.87077554,
       10437.86969357, 10437.86928554, 10437.86913166, 10437.86907363,
       10437.86905175, 10437.8690435 , 10437.86904038, 10437.86903921,
       10437.86903877, 10437.8690386 , 10437.86903854, 10437.86903851,
       10437.86903851, 10437.8690385 , 10437.8690385 , 10437.8690385 ,
       10437.8690385 , 10437.8690385 , 10437.8690385 , 10437.8690385 ]), 1565: array([12757.33631997, 12721.33033891, 12698.79418625, 12684.68880259,
       12675.86023939, 12670.33443944, 12666.87583985, 12664.7111015 ,
       12663.35619121, 12662.50815252, 12661.97736489, 12661.64514478,
       12661.43720812, 12661.30706052, 12661.2256011 , 12661.17461563,
       12661.14270381, 12661.1227302 , 12661.11022871, 12661.10240402,
       12661.09750655, 12661.09444122, 12661.09252263, 12661.09132178,
       12661.09057017, 12661.09009974, 12661.08980529, 12661.089621  ]), 1570: array([13312.4827326 , 13311.60565947, 13311.1824489 , 13310.97823881,
       13310.87970213, 13310.83215563, 13310.80921321, 13310.79814289,
       13310.79280118, 13310.79022366, 13310.78897994, 13310.78837981,
       13310.78809024, 13310.78795051, 13310.78788309, 13310.78785055,
       13310.78783486, 13310.78782728, 13310.78782363, 13310.78782186,
       13310.78782101, 13310.7878206 , 13310.7878204 , 13310.78782031,
       13310.78782026, 13310.78782024, 13310.78782023, 13310.78782022]), 1575: array([48964.27315771, 49256.26584976, 49476.50416365, 49642.62104338,
       49767.9163076 , 49862.42147325, 49933.70290907, 49987.4676219 ,
       50028.02017689, 50058.60733396, 50081.67799321, 50099.07926122,
       50112.20433603, 50122.10405073, 50129.57100635, 50135.2030299 ,
       50139.45103816, 50142.65513951, 50145.07186396, 50146.89470176,
       50148.26959482, 50149.30662122, 50150.08880841, 50150.67878067,
       50151.12377296, 50151.4594127 , 50151.71257222, 50151.90352024]), 1580: array([164938.18456336, 166427.39904099, 167575.85024231, 168461.51189926,
       169144.51573058, 169671.2340659 , 170077.42828039, 170390.67680208,
       170632.24754051, 170818.54186475, 170962.20816915, 171073.00063213,
       171158.44147301, 171224.3316707 , 171275.1448194 , 171314.3308618 ,
       171344.55032189, 171367.85494038, 171385.82697698, 171399.68663744,
       171410.37491905, 171418.61749931, 171424.9740056 , 171429.87601092,
       171433.65633537, 171436.57164288, 171438.81986734, 171440.55365124]), 1585: array([69635.22515697, 69628.3521031 , 69625.69064171, 69624.66004063,
       69624.26095966, 69624.10642303, 69624.04658162, 69624.02340915,
       69624.01443604, 69624.01096138, 69624.00961588, 69624.00909486,
       69624.0088931 , 69624.00881498, 69624.00878473, 69624.00877301,
       69624.00876847, 69624.00876672, 69624.00876604, 69624.00876577,
       69624.00876567, 69624.00876563, 69624.00876562, 69624.00876561,
       69624.00876561, 69624.00876561, 69624.00876561, 69624.00876561]), 1590: array([30802.31947023, 30800.85314004, 30800.1535288 , 30799.8197323 ,
       30799.66047227, 30799.58448659, 30799.54823252, 30799.53093508,
       30799.52268218, 30799.51874458, 30799.51686588, 30799.51596952,
       30799.51554185, 30799.5153378 , 30799.51524045, 30799.515194  ,
       30799.51517184, 30799.51516126, 30799.51515622, 30799.51515381,
       30799.51515266, 30799.51515212, 30799.51515185, 30799.51515173,
       30799.51515167, 30799.51515164, 30799.51515163, 30799.51515162]), 1595: array([61209.08859415, 61281.42832082, 61332.99247675, 61369.74769133,
       61395.94701089, 61414.62203028, 61427.93368705, 61437.42230937,
       61444.18585167, 61449.00694189, 61452.44344159, 61454.89299751,
       61456.63905447, 61457.8836535 , 61458.77081055, 61459.40318098,
       61459.85393811, 61460.17524028, 61460.40426624, 61460.5675172 ,
       61460.68388339, 61460.76682985, 61460.82595454, 61460.86809895,
       61460.89813972, 61460.91955294, 61460.9348164 , 61460.94569628]), 1600: array([6553.42368186, 6554.78290528, 6555.49592733, 6555.86996476,
       6556.06617749, 6556.16910685, 6556.22310159, 6556.25142617,
       6556.26628469, 6556.27407918, 6556.27816802, 6556.28031294,
       6556.28143813, 6556.28202838, 6556.28233801, 6556.28250044,
       6556.28258564, 6556.28263034, 6556.28265379, 6556.28266609,
       6556.28267254, 6556.28267593, 6556.2826777 , 6556.28267863,
       6556.28267912, 6556.28267938, 6556.28267951, 6556.28267958]), 1605: array([20357.32725031, 20468.56701741, 20552.15470374, 20614.96408828,
       20662.16025985, 20697.6243649 , 20724.272771  , 20744.29689249,
       20759.34339996, 20770.64963315, 20779.14535278, 20785.52919884,
       20790.32614273, 20793.93065802, 20796.63915968, 20798.67437957,
       20800.20368268, 20801.35283026, 20802.21632171, 20802.86516568,
       20803.35271943, 20803.71907664, 20803.99436444, 20804.20122096,
       20804.3566569 , 20804.47345443, 20804.56121833, 20804.6271658 ]), 1610: array([454566.59450558, 453233.57777262, 452407.67823442, 451895.97419475,
       451578.9368166 , 451382.5094067 , 451260.80852845, 451185.40609976,
       451138.68888347, 451109.74421503, 451091.81091554, 451080.69994941,
       451073.81590845, 451069.550751  , 451066.90817984, 451065.27091735,
       451064.25651573, 451063.62802112, 451063.2386236 , 451062.99736389,
       451062.84788618, 451062.75527401, 451062.69789413, 451062.66234317,
       451062.6403168 , 451062.62666989, 451062.61821464, 451062.61297601]), 1615: array([10973.52498757, 10972.97548079, 10972.69825955, 10972.55840393,
       10972.48784802, 10972.4522532 , 10972.43429593, 10972.42523665,
       10972.42066632, 10972.41836063, 10972.41719743, 10972.41661061,
       10972.41631456, 10972.41616521, 10972.41608986, 10972.41605185,
       10972.41603267, 10972.416023  , 10972.41601812, 10972.41601566,
       10972.41601441, 10972.41601379, 10972.41601347, 10972.41601331,
       10972.41601323, 10972.41601319, 10972.41601317, 10972.41601316]), 1620: array([12113.73473286, 12079.73582803, 12058.13511128, 12044.41140558,
       12035.69224592, 12030.15265284, 12026.63315179, 12024.39708726,
       12022.97643572, 12022.07384513, 12021.50039714, 12021.13606518,
       12020.9045921 , 12020.75752899, 12020.66409455, 12020.60473232,
       12020.56701738, 12020.54305574, 12020.52783205, 12020.51815989,
       12020.51201483, 12020.50811065, 12020.50563019, 12020.50405426,
       12020.50305302, 12020.50241689, 12020.50201274, 12020.50175597]), 1625: array([60717.83413333, 61245.71459695, 61652.55524685, 61966.10978394,
       62207.76815252, 62394.0157114 , 62537.55782579, 62648.18659714,
       62733.44885694, 62799.16099364, 62849.80573282, 62888.83793808,
       62918.92029354, 62942.10494593, 62959.97349704, 62973.7448969 ,
       62984.35859765, 62992.53864069, 62998.84304908, 63003.70189456,
       63007.44663602, 63010.33273079, 63012.5570614 , 63014.27136638,
       63015.59259155, 63016.61086774, 63017.39565933, 63018.00050292]), 1630: array([18938.45696738, 18906.87912909, 18885.65390682, 18871.38725385,
       18861.79784252, 18855.35226556, 18851.01983462, 18848.1077667 ,
       18846.15040381, 18844.8347513 , 18843.95042803, 18843.35602516,
       18842.95649391, 18842.68794673, 18842.50744122, 18842.38611343,
       18842.30456226, 18842.24974719, 18842.21290293, 18842.18813785,
       18842.17149186, 18842.16030317, 18842.15278262, 18842.14772765,
       18842.14432992, 18842.14204611, 18842.14051104, 18842.13947923]), 1635: array([11393.18905612, 11391.86814073, 11391.25736779, 11390.97495487,
       11390.84437105, 11390.78399091, 11390.75607197, 11390.74316264,
       11390.73719354, 11390.73443352, 11390.73315732, 11390.73256722,
       11390.73229437, 11390.73216821, 11390.73210987, 11390.7320829 ,
       11390.73207043, 11390.73206466, 11390.73206199, 11390.73206076,
       11390.73206019, 11390.73205993, 11390.7320598 , 11390.73205975,
       11390.73205972, 11390.73205971, 11390.7320597 , 11390.7320597 ]), 1640: array([878467.12907653, 808012.65112302, 769800.03899121, 749074.54689546,
       737833.59793522, 731736.80983759, 728430.07610553, 726636.59275007,
       725663.85566057, 725136.26925035, 724850.12058464, 724694.92125179,
       724610.74531179, 724565.09054803, 724540.32863325, 724526.89843729,
       724519.61426055, 724515.66351919, 724513.52074343, 724512.35855955,
       724511.7282223 , 724511.38634434, 724511.20091894, 724511.1003492 ,
       724511.04580287, 724511.01621842, 724511.0001726 , 724510.99146979]), 1645: array([7207.54771674, 7187.25142166, 7174.57814325, 7166.66477853,
       7161.72356765, 7158.63820941, 7156.71167042, 7155.50871367,
       7154.75757138, 7154.28854807, 7153.99568364, 7153.81281516,
       7153.69862964, 7153.62733067, 7153.58281064, 7153.55501174,
       7153.53765373, 7153.52681516, 7153.52004741, 7153.51582153,
       7153.51318284, 7153.51153521, 7153.5105064 , 7153.509864  ,
       7153.50946288, 7153.50921241, 7153.50905602, 7153.50895836]), 1650: array([14094.092616  , 12883.67396288, 12067.90217785, 11518.1059536 ,
       11147.56618531, 10897.83780627, 10729.53127446, 10616.09967827,
       10539.65150435, 10488.12861751, 10453.40433657, 10430.00161671,
       10414.22915773, 10403.59917696, 10396.43501242, 10391.60666375,
       10388.35255774, 10386.15942575, 10384.68134608, 10383.68518192,
       10383.01380874, 10382.56133116, 10382.25638011, 10382.0508558 ,
       10381.91234097, 10381.81898774, 10381.75607155, 10381.71366865]), 1655: array([13991.12187352, 13966.6580154 , 13950.18808612, 13939.09995075,
       13931.63502824, 13926.60937998, 13923.22593691, 13920.94808409,
       13919.4145535 , 13918.38212679, 13917.68706084, 13917.21911801,
       13916.90408245, 13916.69198943, 13916.54920096, 13916.45307074,
       13916.38835249, 13916.3447819 , 13916.31544864, 13916.29570046,
       13916.28240529, 13916.27345452, 13916.26742854, 13916.26337164,
       13916.26064039, 13916.25880162, 13916.2575637 , 13916.25673028]), 1660: array([112957.84619499, 114748.87721425, 116187.98127384, 117344.30993151,
       118273.42687453, 119019.97785558, 119619.83600208, 120101.82558491,
       120489.10707689, 120800.29005548, 121050.32742666, 121251.23393919,
       121412.66351505, 121542.37313786, 121646.59559004, 121730.33894927,
       121797.6272357 , 121851.69377342, 121895.13655754, 121930.04309256,
       121958.09070073, 121980.62712044, 121998.73526751, 122013.28527122,
       122024.97628559, 122034.37008507, 122041.91805873, 122047.98290039]), 1665: array([79839.93128437, 79830.20647639, 79826.07253469, 79824.3152276 ,
       79823.56820976, 79823.25065817, 79823.11566942, 79823.05828673,
       79823.03389378, 79823.02352453, 79823.01911663, 79823.01724287,
       79823.01644635, 79823.01610776, 79823.01596382, 79823.01590264,
       79823.01587663, 79823.01586557, 79823.01586087, 79823.01585887,
       79823.01585802, 79823.01585766, 79823.01585751, 79823.01585744,
       79823.01585742, 79823.01585741, 79823.0158574 , 79823.0158574 ]), 1670: array([33181.67894869, 33178.27060532, 33176.96730163, 33176.46893621,
       33176.27836812, 33176.2054975 , 33176.17763277, 33176.16697769,
       33176.16290333, 33176.16134535, 33176.1607496 , 33176.16052179,
       33176.16043468, 33176.16040137, 33176.16038864, 33176.16038377,
       33176.1603819 , 33176.16038119, 33176.16038092, 33176.16038081,
       33176.16038077, 33176.16038076, 33176.16038075, 33176.16038075,
       33176.16038075, 33176.16038075, 33176.16038075, 33176.16038075]), 1675: array([89946.8497761 , 89975.68885826, 89991.26102391, 89999.66948648,
       90004.20978258, 90006.66139468, 90007.98518542, 90008.69998933,
       90009.08596017, 90009.29437186, 90009.40690739, 90009.46767292,
       90009.50048432, 90009.51820141, 90009.52776806, 90009.53293374,
       90009.53572304, 90009.53722917, 90009.53804244, 90009.53848157,
       90009.53871869, 90009.53884672, 90009.53891586, 90009.53895319,
       90009.53897335, 90009.53898423, 90009.53899011, 90009.53899328]), 1680: array([1243903.99155832, 1339420.12675848, 1434936.26195864,
       1530452.39715881, 1625968.53235897, 1721484.66755913,
       1817000.80275929, 1912516.93795945, 2008033.07315961,
       2103549.20835978, 2199065.34355994, 2294581.4787601 ,
       2390097.61396026, 2485613.74916042, 2581129.88436058,
       2676646.01956074, 2772162.1547609 , 2867678.28996106,
       2963194.42516122, 3058710.56036138, 3154226.69556154,
       3249742.8307617 , 3345258.96596186, 3440775.10116202,
       3536291.23636218, 3631807.37156234, 3727323.5067625 ,
       3822839.64196266]), 1685: array([177557.81649837, 177537.09026633, 177527.91741583, 177523.85776881,
       177522.0610826 , 177521.26591955, 177520.91400262, 177520.75825404,
       177520.68932407, 177520.6588176 , 177520.64531628, 177520.63934098,
       177520.63669648, 177520.6355261 , 177520.63500812, 177520.63477887,
       177520.63467742, 177520.63463252, 177520.63461264, 177520.63460385,
       177520.63459996, 177520.63459823, 177520.63459747, 177520.63459713,
       177520.63459699, 177520.63459692, 177520.63459689, 177520.63459688]), 1690: array([654180.98665481, 584065.47061043, 540726.0907857 , 513937.41476136,
       497378.95993253, 487143.94771807, 480817.54370797, 476907.10502355,
       474490.00825258, 472995.96697698, 472072.4791961 , 471501.65849967,
       471148.82625412, 470930.73571486, 470795.9309063 , 470712.60617121,
       470661.10198859, 470629.26653391, 470609.5885947 , 470597.42538562,
       470589.9071362 , 470585.26000121, 470582.38754217, 470580.61203511,
       470579.5145694 , 470578.83621052, 470578.41690741, 470578.15773031]), 1695: array([184978.17145917, 184954.75320028, 184944.40558179, 184939.83337132,
       184937.81308921, 184936.92040506, 184936.52596263, 184936.35167385,
       184936.27466241, 184936.24063405, 184936.22559824, 184936.2189545 ,
       184936.21601889, 184936.21472176, 184936.2141486 , 184936.21389535,
       184936.21378345, 184936.213734  , 184936.21371215, 184936.2137025 ,
       184936.21369823, 184936.21369635, 184936.21369552, 184936.21369515,
       184936.21369498, 184936.21369491, 184936.21369488, 184936.21369487]), 1700: array([20437.30898159, 20222.08486654, 20033.56380563, 19868.43272634,
       19723.78961212, 19597.09250227, 19486.11481951, 19388.90624003,
       19303.75841853, 19229.17496565, 19163.84515044, 19106.62086557,
       19056.49645041, 19012.5910176 , 18974.13297227, 18940.44645204,
       18910.93944939, 18885.09340773, 18862.45410825, 18842.62368751,
       18825.25364534, 18810.03872029, 18796.711525  , 18785.0378471 ,
       18774.81253317, 18765.85588336, 18758.01049333, 18751.13848807]), 1705: array([114970.18867181, 118669.15740529, 120213.66207003, 120858.57010556,
       121127.85150289, 121240.28997   , 121287.23866015, 121306.84208916,
       121315.02750237, 121318.44532225, 121319.87243319, 121320.46832347,
       121320.7171375 , 121320.82102982, 121320.86441006, 121320.88252348,
       121320.89008675, 121320.89324479, 121320.89456343, 121320.89511402,
       121320.89534393, 121320.89543992, 121320.89548   , 121320.89549674,
       121320.89550373, 121320.89550665, 121320.89550787, 121320.89550838]), 1710: array([461146.53292745, 464142.89746622, 466414.80926006, 468137.42449335,
       469443.55057184, 470433.88509341, 471184.77926876, 471754.12432369,
       472185.81470325, 472513.13217478, 472761.31173179, 472949.48712076,
       473092.16598376, 473200.34834521, 473282.37467401, 473344.56890351,
       473391.72598393, 473427.48155565, 473454.59224397, 473475.14818492,
       473490.73416722, 473502.55181376, 473511.51222234, 473518.30620808,
       473523.45756271, 473527.36343704, 473530.32495985, 473532.57045386]), 1715: array([429986.38515746, 429943.03476819, 429926.0505534 , 429919.3963213 ,
       429916.78926496, 429915.76784841, 429915.36766843, 429915.21088223,
       429915.14945509, 429915.1253886 , 429915.1159596 , 429915.11226543,
       429915.11081809, 429915.11025104, 429915.11002887, 429915.10994183,
       429915.10990773, 429915.10989437, 429915.10988913, 429915.10988708,
       429915.10988628, 429915.10988596, 429915.10988584, 429915.10988579,
       429915.10988577, 429915.10988577, 429915.10988576, 429915.10988576]), 1720: array([265252.54379215, 265215.43485511, 265199.52123276, 265192.69690965,
       265189.77039897, 265188.51540786, 265187.97722337, 265187.74643086,
       265187.64745888, 265187.6050162 , 265187.58681528, 265187.57901009,
       265187.57566294, 265187.57422757, 265187.57361203, 265187.57334807,
       265187.57323487, 265187.57318633, 265187.57316551, 265187.57315658,
       265187.57315275, 265187.57315111, 265187.57315041, 265187.57315011,
       265187.57314998, 265187.57314992, 265187.5731499 , 265187.57314989]), 1725: array([497925.26857017, 501520.92396968, 504260.97883392, 506349.02672086,
       507940.21528975, 509152.7741959 , 510076.79987686, 510780.94996369,
       511317.54473049, 511726.45463356, 512038.0627952 , 512275.52255266,
       512456.47781427, 512594.37405006, 512699.45732686, 512779.53561907,
       512840.55896244, 512887.061558  , 512922.49867558, 512949.50338978,
       512970.08222458, 512985.76424362, 512997.71466371, 513006.8214337 ,
       513013.76121148, 513019.04964147, 513023.07966846, 513026.15073446]), 1730: array([601302.28363929, 604149.82177766, 606276.04066109, 607863.66004337,
       609049.11433626, 609934.27730179, 610595.21672411, 611088.7314067 ,
       611457.23226127, 611732.3869519 , 611937.84130252, 612091.25133559,
       612205.80056843, 612291.3329582 , 612355.1988569 , 612402.88667466,
       612438.4945344 , 612465.08245003, 612484.93529327, 612499.75914747,
       612510.82792239, 612519.09282951, 612525.26412582, 612529.87215075,
       612533.31290173, 612535.88206476, 612537.80042464, 612539.23283848]), 1735: array([866101.96965849, 769969.45753319, 716348.68842352, 686440.10893935,
       669757.70878706, 660452.60370883, 655262.40447331, 652367.41641268,
       650752.65068002, 649851.96704445, 649349.58394642, 649069.36482482,
       648913.06427169, 648825.88298738, 648777.25503193, 648750.13134283,
       648735.00229816, 648726.56362332, 648721.85670133, 648719.23127553,
       648717.76686617, 648716.95004828, 648716.49444379, 648716.24031684,
       648716.09856996, 648716.01950643, 648715.97540639, 648715.95080828]), 1740: array([142330.16125123, 143001.36630186, 143500.08009141, 143870.63070578,
       144145.95447001, 144350.5234876 , 144502.52083907, 144615.45678179,
       144699.36960681, 144761.71789057, 144808.04344911, 144842.46392141,
       144868.03876499, 144887.04119524, 144901.16023977, 144911.65086733,
       144919.44553548, 144925.23707188, 144929.54025623, 144932.7375763 ,
       144935.11322529, 144936.87836236, 144938.18988138, 144939.16435651,
       144939.88840377, 144940.42637999, 144940.82610308, 144941.12310237]), 1745: array([73723.5590312 , 73715.88450722, 73712.86946203, 73711.68495893,
       73711.21961015, 73711.0367913 , 73710.96496834, 73710.93675167,
       73710.92566635, 73710.92131133, 73710.9196004 , 73710.91892823,
       73710.91866416, 73710.91856042, 73710.91851966, 73710.91850365,
       73710.91849736, 73710.91849489, 73710.91849392, 73710.91849354,
       73710.91849339, 73710.91849333, 73710.91849331, 73710.9184933 ,
       73710.91849329, 73710.91849329, 73710.91849329, 73710.91849329]), 1750: array([25610.32379393, 25612.66304142, 25613.8374737 , 25614.427104  ,
       25614.72313119, 25614.8717533 , 25614.94636986, 25614.98383152,
       25615.00263935, 25615.01208193, 25615.01682263, 25615.01920273,
       25615.02039767, 25615.02099759, 25615.02129879, 25615.02145001,
       25615.02152593, 25615.02156404, 25615.02158318, 25615.02159279,
       25615.02159761, 25615.02160003, 25615.02160125, 25615.02160186,
       25615.02160216, 25615.02160232, 25615.0216024 , 25615.02160243]), 1755: array([94591.12155669, 94580.55342814, 94576.45271538, 94574.86153061,
       94574.24410892, 94574.00453302, 94573.91157124, 94573.87549962,
       94573.86150288, 94573.85607178, 94573.85396436, 94573.85314663,
       94573.85282933, 94573.85270621, 94573.85265844, 94573.8526399 ,
       94573.85263271, 94573.85262991, 94573.85262883, 94573.85262841,
       94573.85262825, 94573.85262818, 94573.85262816, 94573.85262815,
       94573.85262815, 94573.85262815, 94573.85262814, 94573.85262814]), 1760: array([155807.15173453, 141075.54739083, 132309.09243179, 127092.36716848,
       123988.00826855, 122140.67230717, 121041.36315375, 120387.18836364,
       119997.90327974, 119766.24825599, 119628.39542717, 119546.36222925,
       119497.54607061, 119468.49664422, 119451.20996708, 119440.92304428,
       119434.80152192, 119431.1587381 , 119428.99099726, 119427.70102219,
       119426.93338628, 119426.47658298, 119426.20474934, 119426.0429871 ,
       119425.94672593, 119425.88944302, 119425.85535522, 119425.83507031]), 1765: array([26226.12146153, 26362.04748586, 26463.90946955, 26540.24410651,
       26597.44873367, 26640.31746927, 26672.44299099, 26696.5176256 ,
       26714.55898338, 26728.07904697, 26738.21088525, 26745.80361188,
       26751.49354654, 26755.7575426 , 26758.95295053, 26761.34756622,
       26763.14207397, 26764.48686516, 26765.49464199, 26766.24986269,
       26766.81581964, 26767.2399437 , 26767.55777922, 26767.79596287,
       26767.97445598, 26768.10821743, 26768.2084573 , 26768.28357633]), 1770: array([119391.42572585, 119395.75874591, 119397.99393492, 119399.14695748,
       119399.74174434, 119400.04856522, 119400.20683881, 119400.28848427,
       119400.33060109, 119400.35232706, 119400.3635344 , 119400.36931571,
       119400.372298  , 119400.37383642, 119400.37463001, 119400.37503938,
       119400.37525056, 119400.37535949, 119400.37541569, 119400.37544467,
       119400.37545963, 119400.37546734, 119400.37547132, 119400.37547337,
       119400.37547443, 119400.37547498, 119400.37547526, 119400.37547541]), 1775: array([820491.775725  , 674056.78686239, 600168.3770358 , 562885.64051834,
       544073.45542066, 534581.1718276 , 529791.53961086, 527374.77903405,
       526155.32596932, 525540.01231709, 525229.53633276, 525072.87584506,
       524993.82783605, 524953.94166041, 524933.81582768, 524923.66070158,
       524918.53661119, 524915.95108915, 524914.64648215, 524913.98820138,
       524913.65604498, 524913.48844495, 524913.40387705, 524913.36120564,
       524913.33967443, 524913.32881017, 524913.32332827, 524913.3205622 ]), 1780: array([40974.22001262, 40969.43951762, 40967.53447826, 40966.77531526,
       40966.47278688, 40966.35222856, 40966.30418576, 40966.28504059,
       40966.27741119, 40966.27437085, 40966.27315927, 40966.27267645,
       40966.27248405, 40966.27240737, 40966.27237682, 40966.27236464,
       40966.27235979, 40966.27235786, 40966.27235709, 40966.27235678,
       40966.27235666, 40966.27235661, 40966.27235659, 40966.27235658,
       40966.27235658, 40966.27235658, 40966.27235657, 40966.27235657]), 1785: array([50268.60232969, 50267.26745956, 50266.61284605, 50266.29182692,
       50266.13440077, 50266.05719979, 50266.01934082, 50266.00077498,
       50265.99167038, 50265.98720554, 50265.985016  , 50265.98394226,
       50265.9834157 , 50265.98315748, 50265.98303085, 50265.98296876,
       50265.9829383 , 50265.98292337, 50265.98291605, 50265.98291245,
       50265.98291069, 50265.98290983, 50265.98290941, 50265.9829092 ,
       50265.9829091 , 50265.98290905, 50265.98290902, 50265.98290901]), 1790: array([20470.49549841, 22399.57414356, 24328.33681819, 26256.78357403,
       28184.91446283, 30112.72953634, 32040.22884628, 33967.41244436,
       35894.28038231, 37820.83271183, 39747.0694846 , 41672.99075231,
       43598.59656665, 45523.88697929, 47448.86204187, 49373.52180606,
       51297.8663235 , 53221.89564582, 55145.60982466, 57069.00891162,
       58992.09295833, 60914.86201637, 62837.31613735, 64759.45537285,
       66681.27977445, 68602.7893937 , 70523.98428218, 72444.86449143]), 1795: array([8914.4117165 , 8892.11788051, 8877.57515268, 8868.08863216,
       8861.90037967, 8857.86365527, 8855.23041691, 8853.51270136,
       8852.39220016, 8851.66127419, 8851.18447614, 8850.87345096,
       8850.67056284, 8850.53821474, 8850.45188136, 8850.39556431,
       8850.35882755, 8850.3348634 , 8850.31923109, 8850.30903382,
       8850.30238193, 8850.29804276, 8850.29521223, 8850.29336582,
       8850.29216137, 8850.29137568, 8850.29086316, 8850.29052883]), 1800: array([6718.97274374, 6719.56432324, 6719.8636118 , 6720.01502618,
       6720.09162889, 6720.1303833 , 6720.14998971, 6720.15990887,
       6720.16492712, 6720.16746592, 6720.16875034, 6720.16940015,
       6720.16972889, 6720.16989521, 6720.16997935, 6720.17002192,
       6720.17004346, 6720.17005435, 6720.17005986, 6720.17006265,
       6720.17006406, 6720.17006478, 6720.17006514, 6720.17006532,
       6720.17006541, 6720.17006546, 6720.17006548, 6720.1700655 ]), 1805: array([10973.59911442, 11058.03478392, 11122.59247988, 11171.95190502,
       11209.69105934, 11238.54560464, 11260.60716907, 11277.4749665 ,
       11290.37172144, 11300.23230275, 11307.77149104, 11313.53579217,
       11317.94305277, 11321.31274939, 11323.88914691, 11325.85900502,
       11327.36511614, 11328.51665629, 11329.39709911, 11330.07026675,
       11330.58495624, 11330.97847675, 11331.27935406, 11331.50939838,
       11331.68528531, 11331.81976468, 11331.92258471, 11332.00119869]), 1810: array([16473.1741728 , 16472.66763884, 16472.42499444, 16472.30876076,
       16472.25308147, 16472.22640948, 16472.21363283, 16472.20751244,
       16472.2045806 , 16472.20317616, 16472.2025034 , 16472.20218112,
       16472.20202675, 16472.20195279, 16472.20191737, 16472.2019004 ,
       16472.20189227, 16472.20188838, 16472.20188651, 16472.20188562,
       16472.20188519, 16472.20188498, 16472.20188489, 16472.20188484,
       16472.20188482, 16472.20188481, 16472.2018848 , 16472.2018848 ]), 1815: array([186685.33222904, 179545.69472265, 175832.70001506, 173901.74348032,
       172897.54244243, 172375.30400446, 172103.71198672, 171962.46956039,
       171889.01591783, 171850.81608123, 171830.95011591, 171820.61874768,
       171815.24588169, 171812.451703  , 171810.9985801 , 171810.24287821,
       171809.84987266, 171809.64548868, 171809.53919804, 171809.48392121,
       171809.45517429, 171809.44022434, 171809.43244957, 171809.42840627,
       171809.42630354, 171809.42521001, 171809.42464131, 171809.42434556]), 1820: array([4851.23409977, 4851.89506821, 4852.23367666, 4852.40714285,
       4852.49600808, 4852.54153298, 4852.56485499, 4852.57680266,
       4852.58292334, 4852.58605892, 4852.58766525, 4852.58848816,
       4852.58890972, 4852.58912569, 4852.58923633, 4852.58929301,
       4852.58932204, 4852.58933692, 4852.58934454, 4852.58934844,
       4852.58935044, 4852.58935147, 4852.58935199, 4852.58935226,
       4852.5893524 , 4852.58935247, 4852.5893525 , 4852.58935252]), 1825: array([1024.93294944, 1024.84098235, 1024.79823457, 1024.77836471,
       1024.76912889, 1024.76483593, 1024.76284049, 1024.76191298,
       1024.76148186, 1024.76128146, 1024.76118832, 1024.76114502,
       1024.7611249 , 1024.76111554, 1024.7611112 , 1024.76110917,
       1024.76110823, 1024.7611078 , 1024.7611076 , 1024.7611075 ,
       1024.76110746, 1024.76110744, 1024.76110743, 1024.76110742,
       1024.76110742, 1024.76110742, 1024.76110742, 1024.76110742]), 1830: array([1239.57046216, 1240.08157731, 1240.35594122, 1240.5032183 ,
       1240.58227586, 1240.62471354, 1240.64749386, 1240.65972222,
       1240.66628633, 1240.66980991, 1240.67170136, 1240.67271667,
       1240.67326169, 1240.67355425, 1240.67371129, 1240.67379559,
       1240.67384085, 1240.67386514, 1240.67387818, 1240.67388518,
       1240.67388893, 1240.67389095, 1240.67389203, 1240.67389262,
       1240.67389293, 1240.67389309, 1240.67389318, 1240.67389323]), 1835: array([1647.40026597, 1647.25296484, 1647.19875295, 1647.17880111,
       1647.17145814, 1647.16875568, 1647.16776108, 1647.16739503,
       1647.16726031, 1647.16721073, 1647.16719248, 1647.16718577,
       1647.1671833 , 1647.16718239, 1647.16718205, 1647.16718193,
       1647.16718188, 1647.16718187, 1647.16718186, 1647.16718186,
       1647.16718186, 1647.16718186, 1647.16718186, 1647.16718186,
       1647.16718186, 1647.16718186, 1647.16718186, 1647.16718186]), 1840: array([921.48331616, 921.46127937, 921.45011051, 921.44444983,
       921.44158084, 921.44012676, 921.43938979, 921.43901627,
       921.43882697, 921.43873102, 921.43868239, 921.43865775,
       921.43864525, 921.43863892, 921.43863571, 921.43863409,
       921.43863326, 921.43863285, 921.43863263, 921.43863253,
       921.43863247, 921.43863244, 921.43863243, 921.43863242,
       921.43863242, 921.43863242, 921.43863242, 921.43863242]), 1845: array([1649.49075227, 1644.4123807 , 1641.20362183, 1639.17617399,
       1637.89513515, 1637.08571333, 1636.57428179, 1636.25113479,
       1636.04695501, 1635.91794443, 1635.83642935, 1635.78492422,
       1635.7523808 , 1635.7318183 , 1635.71882593, 1635.71061673,
       1635.70542976, 1635.70215239, 1635.70008158, 1635.69877315,
       1635.69794642, 1635.69742405, 1635.697094  , 1635.69688545,
       1635.69675368, 1635.69667042, 1635.69661782, 1635.69658458]), 1850: array([ 81520.746914  ,  87737.0885145 ,  93953.43011501, 100169.77171551,
       106386.11331602, 112602.45491652, 118818.79651703, 125035.13811753,
       131251.47971803, 137467.82131853, 143684.16291903, 149900.50451953,
       156116.84612003, 162333.18772053, 168549.52932102, 174765.87092152,
       180982.21252201, 187198.55412251, 193414.895723  , 199631.2373235 ,
       205847.57892399, 212063.92052448, 218280.26212497, 224496.60372546,
       230712.94532595, 236929.28692644, 243145.62852693, 249361.97012742]), 1855: array([ 6248.34157534,  9426.20882398, 11643.51426723, 13190.60325616,
       14270.05956064, 15023.23272755, 15548.74711568, 15915.41627525,
       16171.2537473 , 16349.76020303, 16474.31019364, 16561.21293391,
       16621.84791453, 16664.15499096, 16693.67406886, 16714.27052774,
       16728.64137359, 16738.66839871, 16745.66459322, 16750.54607471,
       16753.95204942, 16756.32851316, 16757.98665227, 16759.143592  ,
       16759.95082797, 16760.51406381, 16760.9070525 , 16761.18125399]), 1860: array([ 9239.56344207, 16851.3236509 , 23614.08006281, 29622.52922987,
       34960.80539929, 39703.65861626, 43917.50142314, 47661.33881149,
       50987.59444863, 53942.84474823, 56568.47106384, 58901.23913771,
       60973.81391886, 62815.21695914, 64451.23279199, 65904.76998444,
       67196.18191789, 68343.55178947, 69362.94582487, 70268.63824819,
       71073.31115891, 71788.23211505, 72423.41190889, 72987.74474461,
       73489.13278082, 73934.59678175, 74330.37442659, 74682.00765359]), 1865: array([713.35356013, 713.26120086, 713.22088102, 713.20327923,
       713.19559509, 713.19224055, 713.19077611, 713.1901368 ,
       713.18985771, 713.18973587, 713.18968268, 713.18965946,
       713.18964933, 713.1896449 , 713.18964297, 713.18964213,
       713.18964176, 713.1896416 , 713.18964153, 713.1896415 ,
       713.18964148, 713.18964148, 713.18964147, 713.18964147,
       713.18964147, 713.18964147, 713.18964147, 713.18964147]), 1870: array([ 5511.83381102,  9045.92500095, 11372.67494729, 12904.54411021,
       13913.08528844, 14577.08149176, 15014.2386129 , 15302.0510245 ,
       15491.53892315, 15616.29262483, 15698.42708405, 15752.50218803,
       15788.10377229, 15811.54289138, 15826.97457272, 15837.13437387,
       15843.82331185, 15848.2271275 , 15851.12648048, 15853.03533597,
       15854.29207474, 15855.11947752, 15855.66421711, 15856.0228589 ,
       15856.25897895, 15856.41443399, 15856.51678138, 15856.58416413]), 1875: array([747.75357449, 752.10481824, 755.38282575, 757.85231122,
       759.71269699, 761.11421777, 762.17005281, 762.96546566,
       763.56468958, 764.01611464, 764.35619551, 764.61239528,
       764.80540326, 764.95080573, 765.06034462, 765.14286569,
       765.20503291, 765.25186655, 765.28714865, 765.31372841,
       765.33375225, 765.34883721, 765.36020145, 765.3687627 ,
       765.37521232, 765.38007113, 765.38373151, 765.38648906]), 1880: array([3987.96913422, 3982.474747  , 3978.74667984, 3976.21710116,
       3974.50072427, 3973.33612337, 3972.54591507, 3972.0097407 ,
       3971.64593414, 3971.39908309, 3971.23158902, 3971.11794046,
       3971.04082733, 3970.9885043 , 3970.95300194, 3970.92891277,
       3970.91256772, 3970.90147723, 3970.89395208, 3970.88884609,
       3970.88538157, 3970.8830308 , 3970.88143576, 3970.88035348,
       3970.87961914, 3970.87912086, 3970.87878278, 3970.87855337]), 1885: array([10942.22394775, 11889.81880674, 12837.41366574, 13785.00852473,
       14732.60338372, 15680.19824271, 16627.7931017 , 17575.3879607 ,
       18522.98281969, 19470.57767868, 20418.17253767, 21365.76739667,
       22313.36225566, 23260.95711465, 24208.55197364, 25156.14683263,
       26103.74169163, 27051.33655062, 27998.93140961, 28946.5262686 ,
       29894.12112759, 30841.71598659, 31789.31084558, 32736.90570457,
       33684.50056356, 34632.09542255, 35579.69028155, 36527.28514054]), 1890: array([1412.00191333, 1664.80430775, 1807.10875826, 1887.21304953,
       1932.30438333, 1957.68664878, 1971.97452507, 1980.01728269,
       1984.54461403, 1987.09308435, 1988.52763828, 1989.33515994,
       1989.78972021, 1990.04559576, 1990.18963011, 1990.27070817,
       1990.31634765, 1990.34203847, 1990.35650004, 1990.36464057,
       1990.36922293, 1990.37180238, 1990.37325438, 1990.37407171,
       1990.3745318 , 1990.37479079, 1990.37493657, 1990.37501864]), 1895: array([28534.38689399, 28941.19070648, 29265.15244337, 29523.14217636,
       29728.59453309, 29892.20829551, 30022.50353126, 30126.26526993,
       30208.89682856, 30274.70118544, 30327.10505456, 30368.83732927,
       30402.07118743, 30428.53725801, 30449.61374237, 30466.3981831 ,
       30479.76461775, 30490.40909366, 30498.88591418, 30505.63650357,
       30511.01239385, 30515.2935306 , 30518.70285091, 30521.41789264,
       30523.58003962, 30525.30188409, 30526.67308983, 30527.76506138]), 1900: array([13442.96414861, 13407.38848377, 13387.29151829, 13375.93858859,
       13369.52523167, 13365.90227724, 13363.85564253, 13362.69948292,
       13362.0463595 , 13361.67740507, 13361.4689799 , 13361.35123892,
       13361.28472614, 13361.24715256, 13361.22592695, 13361.21393645,
       13361.20716292, 13361.2033365 , 13361.20117493, 13361.19995384,
       13361.19926404, 13361.19887436, 13361.19865423, 13361.19852988,
       13361.19845963, 13361.19841995, 13361.19839753, 13361.19838487]), 1905: array([2621.96269754, 2644.76313364, 2662.35757614, 2675.93470272,
       2686.41178183, 2694.49664325, 2700.73549889, 2705.54984482,
       2709.26493748, 2712.13176792, 2714.34401873, 2716.05114922,
       2717.36849285, 2718.38504914, 2719.16949647, 2719.77483198,
       2720.24195202, 2720.60241516, 2720.88057422, 2721.09522159,
       2721.26085881, 2721.3886763 , 2721.48730939, 2721.56342172,
       2721.62215542, 2721.66747853, 2721.70245307, 2721.72944192]), 1910: array([7663.2123151 , 7666.28403117, 7667.95881382, 7668.87195061,
       7669.36981748, 7669.64126795, 7669.78927009, 7669.86996486,
       7669.91396183, 7669.93795017, 7669.95102926, 7669.95816033,
       7669.96204839, 7669.96416826, 7669.96532407, 7669.96595425,
       7669.96629784, 7669.96648518, 7669.96658732, 7669.96664301,
       7669.96667337, 7669.96668992, 7669.96669895, 7669.96670387,
       7669.96670656, 7669.96670802, 7669.96670882, 7669.96670925]), 1915: array([11305.10470261, 11304.01376108, 11303.49932936, 11303.25674991,
       11303.14236195, 11303.0884225 , 11303.06298743, 11303.05099357,
       11303.04533788, 11303.04267095, 11303.04141337, 11303.04082035,
       11303.04054072, 11303.04040886, 11303.04034668, 11303.04031736,
       11303.04030353, 11303.04029701, 11303.04029394, 11303.04029249,
       11303.04029181, 11303.04029148, 11303.04029133, 11303.04029126,
       11303.04029123, 11303.04029121, 11303.0402912 , 11303.0402912 ]), 1920: array([79984.82282362, 79983.9765796 , 79983.55960138, 79983.35413957,
       79983.25290034, 79983.20301572, 79983.17843558, 79983.16632397,
       79983.16035609, 79983.15741548, 79983.15596652, 79983.15525256,
       79983.15490077, 79983.15472742, 79983.15464201, 79983.15459992,
       79983.15457919, 79983.15456897, 79983.15456393, 79983.15456145,
       79983.15456023, 79983.15455963, 79983.15455933, 79983.15455918,
       79983.15455911, 79983.15455908, 79983.15455906, 79983.15455905]), 1925: array([ 9774.05723008,  9820.83941885,  9863.40236789,  9902.1266063 ,
        9937.35834362,  9969.41256511,  9998.57584779, 10025.10892262,
       10049.24900544, 10071.21191787, 10091.19401677, 10109.37394976,
       10125.91425242, 10140.96280141, 10154.65413653, 10167.11066356,
       10178.44374863, 10188.75471387, 10198.13574327, 10206.67070683,
       10214.43591039, 10221.50077787, 10227.92847187, 10233.77645845,
       10239.09702086, 10243.93772696, 10248.34185453, 10252.34877815]), 1930: array([18244.08998485, 18437.38307929, 18587.90657942, 18705.12403179,
       18796.40500206, 18867.48840615, 18922.843321  , 18965.94995943,
       18999.5184742 , 19025.65934774, 19046.01608004, 19061.86851703,
       19074.21331551, 19083.82660399, 19091.31277845, 19097.14250138,
       19101.68229263, 19105.21757293, 19107.9706085 , 19110.11448515,
       19111.78399029, 19113.08408722, 19114.09651418, 19114.88492336,
       19115.49888274, 19115.9769925 , 19116.34931183, 19116.63924877]), 1935: array([40475.29438709, 40470.78604628, 40468.98664567, 40468.26845628,
       40467.98180749, 40467.86739821, 40467.82173438, 40467.80350871,
       40467.79623436, 40467.79333096, 40467.79217214, 40467.79170962,
       40467.79152502, 40467.79145134, 40467.79142193, 40467.7914102 ,
       40467.79140551, 40467.79140364, 40467.79140289, 40467.7914026 ,
       40467.79140248, 40467.79140243, 40467.79140241, 40467.7914024 ,
       40467.7914024 , 40467.7914024 , 40467.7914024 , 40467.7914024 ]), 1940: array([31144.47219879, 31154.80537141, 31160.37098921, 31163.36872309,
       31164.98335217, 31165.85301812, 31166.32143459, 31166.57373146,
       31166.70962273, 31166.78281601, 31166.82223913, 31166.84347307,
       31166.85491002, 31166.86107015, 31166.8643881 , 31166.86617521,
       31166.86713777, 31166.86765622, 31166.86793547, 31166.86808588,
       31166.86816689, 31166.86821052, 31166.86823402, 31166.86824668,
       31166.8682535 , 31166.86825717, 31166.86825915, 31166.86826022]), 1945: array([76460.52583922, 76452.52072819, 76448.80960688, 76447.08915337,
       76446.29156148, 76445.92180268, 76445.75038472, 76445.67091639,
       76445.63407535, 76445.61699606, 76445.60907821, 76445.60540754,
       76445.60370584, 76445.60291694, 76445.60255121, 76445.60238166,
       76445.60230306, 76445.60226662, 76445.60224973, 76445.6022419 ,
       76445.60223827, 76445.60223658, 76445.6022358 , 76445.60223544,
       76445.60223527, 76445.6022352 , 76445.60223516, 76445.60223514]), 1950: array([239908.31506084, 245516.04339351, 248404.32959288, 249891.9546479 ,
       250658.16275596, 251052.80175648, 251256.06238383, 251360.75270226,
       251414.67393097, 251442.44630714, 251456.75059688, 251464.11808691,
       251467.91274645, 251469.86720325, 251470.87385519, 251471.39233589,
       251471.65938175, 251471.79692495, 251471.8677672 , 251471.90425483,
       251471.92304795, 251471.93272743, 251471.9377129 , 251471.94028068,
       251471.94160323, 251471.94228442, 251471.94263526, 251471.94281597]), 1955: array([103242.31823846, 111447.34951654, 115387.32231096, 117279.25728288,
       118187.74526611, 118623.99198067, 118833.47322807, 118934.06399825,
       118982.36666578, 119005.56111679, 119016.69885689, 119022.04708672,
       119024.61525243, 119025.84845956, 119026.44063311, 119026.72498885,
       119026.86153359, 119026.92710099, 119026.95858579, 119026.97370447,
       119026.98096431, 119026.98445041, 119026.9861244 , 119026.98692823,
       119026.98731422, 119026.98749957, 119026.98758857, 119026.98763131]), 1960: array([2460.24669086, 2460.87797568, 2461.21517585, 2461.39529099,
       2461.49149932, 2461.5428889 , 2461.5703386 , 2461.58500083,
       2461.59283264, 2461.597016  , 2461.59925053, 2461.60044411,
       2461.60108165, 2461.6014222 , 2461.6016041 , 2461.60170126,
       2461.60175316, 2461.60178089, 2461.60179569, 2461.6018036 ,
       2461.60180783, 2461.60181008, 2461.60181129, 2461.60181193,
       2461.60181228, 2461.60181246, 2461.60181256, 2461.60181261]), 1965: array([2015.56890761, 2015.33781665, 2015.23304748, 2015.18554853,
       2015.16401404, 2015.154251  , 2015.14982475, 2015.14781803,
       2015.14690825, 2015.14649579, 2015.14630879, 2015.14622401,
       2015.14618557, 2015.14616815, 2015.14616025, 2015.14615667,
       2015.14615504, 2015.14615431, 2015.14615397, 2015.14615382,
       2015.14615375, 2015.14615372, 2015.14615371, 2015.1461537 ,
       2015.1461537 , 2015.1461537 , 2015.1461537 , 2015.1461537 ]), 1970: array([6296.62964913, 6331.0064413 , 6356.83724251, 6376.24656633,
       6390.83077717, 6401.78938696, 6410.02371172, 6416.21100241,
       6420.86014695, 6424.35352493, 6426.97845722, 6428.95083742,
       6430.43288847, 6431.54650506, 6432.38327914, 6433.01203313,
       6433.48448032, 6433.83947824, 6434.1062245 , 6434.30665826,
       6434.45726464, 6434.57043063, 6434.65546382, 6434.71935795,
       6434.76736815, 6434.80344312, 6434.83054994, 6434.85091807]), 1975: array([816.21093467, 816.29131045, 816.33168961, 816.35197528,
       816.36216639, 816.36728619, 816.36985828, 816.37115044,
       816.3717996 , 816.37212572, 816.37228956, 816.37237187,
       816.37241322, 816.37243399, 816.37244443, 816.37244967,
       816.37245231, 816.37245363, 816.37245429, 816.37245463,
       816.3724548 , 816.37245488, 816.37245492, 816.37245494,
       816.37245495, 816.37245496, 816.37245496, 816.37245496]), 1980: array([5942.16661556, 5977.90403135, 6006.12365989, 6028.40695647,
       6046.00269859, 6059.89696867, 6070.86841503, 6079.53188815,
       6086.37289744, 6091.77481967, 6096.0403838 , 6099.40863617,
       6102.06833689, 6104.16853817, 6105.82693733, 6107.13647264,
       6108.17053175, 6108.98706431, 6109.63182962, 6110.14096093,
       6110.54299046, 6110.86044833, 6111.11112519, 6111.30906922,
       6111.46537338, 6111.58879712, 6111.68625722, 6111.76321543]), 1985: array([47491.78526713, 45110.22143777, 43860.99318473, 43205.7215481 ,
       42862.00460387, 42681.71091933, 42587.13946094, 42537.53283848,
       42511.51212321, 42497.86318704, 42490.70375823, 42486.94834314,
       42484.97847336, 42483.94519557, 42483.40319885, 42483.11889926,
       42482.96977242, 42482.89154925, 42482.85051799, 42482.8289954 ,
       42482.81770591, 42482.81178411, 42482.80867789, 42482.80704854,
       42482.80619388, 42482.80574558, 42482.80551043, 42482.80538708]), 1990: array([ 13973.02078808,  26540.02163266,  37932.81999347,  48261.12792432,
        57624.40649172,  66112.82357975,  73808.12220211,  80784.40768303,
        87108.86128771,  92842.3871744 ,  98040.19889825, 102752.35111497,
       107024.22160455, 110896.94825693, 114407.82522772, 117590.66207897,
       120476.1093635 , 123091.95378811, 125463.38579813, 127613.2421601 ,
       129562.22587861, 131329.10556519, 132930.89617903, 134383.02288018,
       135699.469573  , 136892.91357046, 137974.847676  , 138955.69085859]), 1995: array([1784.20158986, 1784.87078881, 1785.23319354, 1785.42945383,
       1785.53573861, 1785.59329713, 1785.62446795, 1785.64134851,
       1785.65049018, 1785.65544085, 1785.65812189, 1785.6595738 ,
       1785.66036009, 1785.6607859 , 1785.6610165 , 1785.66114138,
       1785.66120901, 1785.66124563, 1785.66126547, 1785.66127621,
       1785.66128202, 1785.66128517, 1785.66128688, 1785.6612878 ,
       1785.6612883 , 1785.66128858, 1785.66128872, 1785.6612888 ]), 2000: array([21773.80741112, 23950.0520707 , 26126.29673028, 28302.54138985,
       30478.78604943, 32655.03070901, 34831.27536858, 37007.52002816,
       39183.76468774, 41360.00934731, 43536.25400689, 45712.49866646,
       47888.74332604, 50064.98798562, 52241.23264519, 54417.47730477,
       56593.72196435, 58769.96662392, 60946.2112835 , 63122.45594308,
       65298.70060265, 67474.94526223, 69651.1899218 , 71827.43458138,
       74003.67924096, 76179.92390053, 78356.16856011, 80532.41321969]), 2005: array([14502.15225022, 14502.44731504, 14502.59700779, 14502.67295014,
       14502.71147734, 14502.73102301, 14502.74093896, 14502.74596953,
       14502.74852165, 14502.74981639, 14502.75047324, 14502.75080648,
       14502.75097553, 14502.7510613 , 14502.75110481, 14502.75112689,
       14502.75113809, 14502.75114377, 14502.75114665, 14502.75114811,
       14502.75114885, 14502.75114923, 14502.75114942, 14502.75114952,
       14502.75114957, 14502.75114959, 14502.7511496 , 14502.75114961]), 2010: array([26631.72700966, 26562.55137609, 26518.30908513, 26490.01327909,
       26471.91628136, 26460.34208105, 26452.93963149, 26448.20528632,
       26445.17736643, 26443.24081586, 26442.00226654, 26441.21013416,
       26440.70351427, 26440.3794981 , 26440.1722688 , 26440.03973226,
       26439.95496658, 26439.90075344, 26439.86608063, 26439.84390513,
       26439.82972246, 26439.82065173, 26439.81485041, 26439.81114009,
       26439.8087671 , 26439.80724942, 26439.80627877, 26439.80565797]), 2015: array([9569.82654612, 9568.54963848, 9567.9821986 , 9567.73003625,
       9567.61797884, 9567.56818209, 9567.54605311, 9567.5362193 ,
       9567.5318493 , 9567.52990733, 9567.52904434, 9567.52866084,
       9567.52849042, 9567.52841469, 9567.52838104, 9567.52836608,
       9567.52835943, 9567.52835648, 9567.52835517, 9567.52835458,
       9567.52835433, 9567.52835421, 9567.52835416, 9567.52835414,
       9567.52835413, 9567.52835412, 9567.52835412, 9567.52835412]), 2020: array([ 53550.66753033,  58442.68957671,  63334.71162308,  68226.73366946,
        73118.75571584,  78010.77776222,  82902.7998086 ,  87794.82185497,
        92686.84390135,  97578.86594773, 102470.88799411, 107362.91004048,
       112254.93208686, 117146.95413324, 122038.97617961, 126930.99822599,
       131823.02027237, 136715.04231874, 141607.06436512, 146499.08641149,
       151391.10845787, 156283.13050424, 161175.15255062, 166067.17459699,
       170959.19664337, 175851.21868974, 180743.24073612, 185635.26278249]), 2025: array([122726.85481137, 126316.24253948, 127884.12600688, 128568.99450077,
       128868.15248264, 128998.8279319 , 129055.90838461, 129080.84174509,
       129091.73290721, 129096.49028488, 129098.56835902, 129099.47608433,
       129099.87258858, 129100.04578594, 129100.12144042, 129100.15448712,
       129100.16892228, 129100.17522771, 129100.17798199, 129100.17918509,
       129100.17971062, 129100.17994017, 129100.18004044, 129100.18008425,
       129100.18010338, 129100.18011173, 129100.18011539, 129100.18011698]), 2030: array([12445.9432523 , 12444.51815289, 12443.93491431, 12443.69621712,
       12443.59852751, 12443.55854689, 12443.54218436, 12443.5354878 ,
       12443.53274716, 12443.53162552, 12443.53116647, 12443.5309786 ,
       12443.53090171, 12443.53087025, 12443.53085737, 12443.5308521 ,
       12443.53084994, 12443.53084906, 12443.5308487 , 12443.53084855,
       12443.53084849, 12443.53084846, 12443.53084845, 12443.53084845,
       12443.53084845, 12443.53084845, 12443.53084845, 12443.53084845]), 2035: array([144810.7820315 , 165303.16909417, 185379.70837192, 205048.83857808,
       224318.82718095, 243197.77387877, 261693.61400428, 279814.12186016,
       297566.91398675, 314959.45236352, 331999.04754553, 348692.86173625,
       365047.91179803, 381071.07220148, 396769.07791501, 412148.52723568,
       427215.88456268, 441977.48311449, 456439.52759088, 470608.09678093,
       484489.14611811, 498088.51018351, 511411.90515825, 524464.93122619,
       537253.0749278 , 549781.71146632, 562056.1069671 , 574081.42069108]), 2040: array([11011.63166937, 11043.51731965, 11066.82182867, 11083.85457338,
       11096.30342574, 11105.40201365, 11112.05196817, 11116.91227128,
       11120.46455818, 11123.06084526, 11124.95841346, 11126.34530363,
       11127.35895066, 11128.09980261, 11128.64127475, 11129.03702462,
       11129.32626936, 11129.53767188, 11129.69218125, 11129.80510869,
       11129.88764484, 11129.94796866, 11129.992058  , 11130.02428191,
       11130.04783364, 11130.06504708, 11130.07762799, 11130.0868231 ]), 2045: array([11609.23362281, 11576.16455325, 11555.02628602, 11541.51437452,
       11532.87734905, 11527.35642709, 11523.8273673 , 11521.57153701,
       11520.12957495, 11519.20785022, 11518.61866933, 11518.24205568,
       11518.00131834, 11517.84743525, 11517.74907078, 11517.68619466,
       11517.64600327, 11517.6203123 , 11517.60389023, 11517.59339298,
       11517.58668298, 11517.58239384, 11517.57965216, 11517.57789963,
       11517.57677938, 11517.57606331, 11517.57560558, 11517.57531299]), 2050: array([45791.45446867, 46305.57308771, 46708.20408069, 47023.52375692,
       47270.46574588, 47463.85788252, 47615.31255684, 47733.9239894 ,
       47826.81430129, 47899.56116772, 47956.53273418, 48001.14990524,
       48036.09175567, 48063.45639763, 48084.88696356, 48101.67026944,
       48114.81408268, 48125.10763437, 48133.16900928, 48139.4822593 ,
       48144.42646873, 48148.2985167 , 48151.33090351, 48153.70571132,
       48155.56553742, 48157.0220566 , 48158.16272675, 48159.05604036]), 2055: array([309538.11468698, 321194.65358564, 330452.17018678, 337804.40521687,
       343643.48304591, 348280.82526281, 351963.76004571, 354888.71317203,
       357211.68419797, 359056.56654457, 360521.75523389, 361685.39469265,
       362609.54651   , 363343.49943252, 363926.39813202, 364389.33094889,
       364756.98795881, 365048.97779408, 365280.87345117, 365465.04286149,
       365611.30852304, 365727.47137393, 365819.72684787, 365892.99530165,
       365951.18443764, 365997.39771734, 366034.09988149, 366063.24840463]), 2060: array([123319.02160918, 114262.21312639, 109786.75401244, 107575.18750767,
       106482.332835  , 105942.29420944, 105675.43190433, 105543.56080008,
       105478.39615224, 105446.19477384, 105430.28233042, 105422.41913115,
       105418.53349893, 105416.61339781, 105415.66457195, 105415.19570576,
       105414.9640136 , 105414.84952197, 105414.79294546, 105414.76498794,
       105414.75117262, 105414.74434573, 105414.74097219, 105414.73930514,
       105414.73848136, 105414.73807429, 105414.73787313, 105414.73777373]), 2065: array([118345.80894803, 104843.90680449,  95350.37665666,  88675.234613  ,
        83981.77279119,  80681.68063904,  78361.30207282,  76729.78499926,
        75582.62392818,  74776.02585801,  74208.88627908,  73810.11604409,
        73529.73056894,  73332.58442368,  73193.96596432,  73096.49980666,
        73027.968877  ,  72979.78304067,  72945.90235593,  72922.07998642,
        72905.32987368,  72893.5524442 ,  72885.27143456,  72879.44884646,
        72875.35483697,  72872.47623496,  72870.45221682,  72869.02907828]), 2070: array([96192.52068214, 96185.13458001, 96182.5075856 , 96181.57324979,
       96181.24093718, 96181.12274447, 96181.0807072 , 96181.06575592,
       96181.06043824, 96181.05854692, 96181.05787424, 96181.05763498,
       96181.05754989, 96181.05751963, 96181.05750886, 96181.05750503,
       96181.05750367, 96181.05750319, 96181.05750302, 96181.05750295,
       96181.05750293, 96181.05750292, 96181.05750292, 96181.05750292,
       96181.05750292, 96181.05750292, 96181.05750292, 96181.05750292]), 2075: array([288831.94697842, 276422.40466968, 270334.79261295, 267348.46002862,
       265883.48784887, 265164.8326332 , 264812.28988451, 264639.34688355,
       264554.50814642, 264512.88974454, 264492.47346497, 264482.45807628,
       264477.54493772, 264475.13475361, 264473.95241623, 264473.37241004,
       264473.08788282, 264472.94830544, 264472.87983451, 264472.84624548,
       264472.82976808, 264472.82168494, 264472.81771969, 264472.8157745 ,
       264472.81482027, 264472.81435216, 264472.81412253, 264472.81400988]), 2080: array([78630.70623784, 66700.07389743, 59304.09876546, 54719.22458679,
       51876.99339224, 50115.05231196, 49022.79902296, 48345.69508305,
       47925.94835392, 47665.74115938, 47504.43487778, 47404.43873229,
       47342.44964535, 47304.02169515, 47280.19964147, 47265.43199868,
       47256.27731889, 47250.60219773, 47247.08410633, 47244.90318953,
       47243.55120701, 47242.71309308, 47242.19353389, 47241.87145147,
       47241.67178782, 47241.54801338, 47241.47128378, 47241.42371796]), 2085: array([7336.5249331 , 7338.05273707, 7338.85800642, 7339.28244486,
       7339.50615632, 7339.62406935, 7339.68621852, 7339.71897588,
       7339.7362415 , 7339.74534181, 7339.75013837, 7339.75266652,
       7339.75399904, 7339.75470139, 7339.75507158, 7339.7552667 ,
       7339.75536954, 7339.75542374, 7339.75545231, 7339.75546737,
       7339.75547531, 7339.75547949, 7339.7554817 , 7339.75548286,
       7339.75548347, 7339.7554838 , 7339.75548397, 7339.75548406]), 2090: array([67342.94146691, 67763.75391401, 68080.8531338 , 68319.80023693,
       68499.85655536, 68635.53628272, 68737.77645167, 68814.81855921,
       68872.87290709, 68916.61920914, 68949.58381925, 68974.42398788,
       68993.14206085, 69007.24688682, 69017.87544437, 69025.8844929 ,
       69031.91963528, 69036.46735947, 69039.8942538 , 69042.47655746,
       69044.42242783, 69045.88871996, 69046.99363045, 69047.82622525,
       69048.45361915, 69048.92638586, 69049.28263472, 69049.55108266]), 2095: array([10061.57406963, 10030.66036831, 10011.51329701,  9999.65414319,
        9992.3089191 ,  9987.75949527,  9984.94171096,  9983.19645515,
        9982.11549311,  9981.44597584,  9981.03129579,  9980.77445471,
        9980.61537462,  9980.51684492,  9980.45581841,  9980.41802032,
        9980.39460925,  9980.3801091 ,  9980.37112811,  9980.36556555,
        9980.36212025,  9980.35998633,  9980.35866464,  9980.35784602,
        9980.357339  ,  9980.35702496,  9980.35683045,  9980.35670998]), 2100: array([87909.20412151, 87781.94296595, 87695.70940278, 87637.2765889 ,
       87597.68186947, 87570.85205071, 87552.67186949, 87540.3527781 ,
       87532.00522584, 87526.34883233, 87522.51599767, 87519.91882662,
       87518.15895486, 87516.96644634, 87516.1583894 , 87515.61084111,
       87515.23981634, 87514.98840587, 87514.81804735, 87514.70261055,
       87514.62438929, 87514.57138571, 87514.53546989, 87514.51113294,
       87514.49464196, 87514.48346748, 87514.47589553, 87514.4707647 ]), 2105: array([22057.78800467, 22055.87974531, 22054.99120098, 22054.57746738,
       22054.38482027, 22054.29511784, 22054.25334963, 22054.23390106,
       22054.22484521, 22054.22062852, 22054.21866511, 22054.21775088,
       22054.21732519, 22054.21712697, 22054.21703468, 22054.2169917 ,
       22054.21697169, 22054.21696237, 22054.21695803, 22054.21695601,
       22054.21695507, 22054.21695463, 22054.21695443, 22054.21695434,
       22054.21695429, 22054.21695427, 22054.21695426, 22054.21695426]), 2110: array([220565.37915722, 220643.28659886, 220684.82570264, 220706.97374277,
       220718.78275251, 220725.07914308, 220728.43628607, 220730.22626541,
       220731.18065611, 220731.68952322, 220731.96084368, 220732.10550777,
       220732.18264054, 220732.2237666 , 220732.24569441, 220732.257386  ,
       220732.26361978, 220732.26694354, 220732.26871572, 220732.26966062,
       220732.27016443, 220732.27043305, 220732.27057628, 220732.27065264,
       220732.27069336, 220732.27071507, 220732.27072664, 220732.27073282]), 2115: array([6185.09685667, 6185.21767437, 6185.27711231, 6185.30635363,
       6185.32073931, 6185.32781654, 6185.33129828, 6185.33301117,
       6185.33385385, 6185.33426842, 6185.33447238, 6185.33457271,
       6185.33462208, 6185.33464636, 6185.33465831, 6185.33466418,
       6185.33466708, 6185.3346685 , 6185.3346692 , 6185.33466954,
       6185.33466971, 6185.3346698 , 6185.33466984, 6185.33466986,
       6185.33466987, 6185.33466987, 6185.33466987, 6185.33466987]), 2120: array([10529.58075646, 10528.84807203, 10528.48698909, 10528.30903951,
       10528.22134205, 10528.17812283, 10528.15682345, 10528.14632664,
       10528.14115359, 10528.1386042 , 10528.1373478 , 10528.13672862,
       10528.13642347, 10528.13627309, 10528.13619898, 10528.13616246,
       10528.13614446, 10528.13613559, 10528.13613121, 10528.13612906,
       10528.136128  , 10528.13612747, 10528.13612722, 10528.13612709,
       10528.13612703, 10528.136127  , 10528.13612698, 10528.13612697]), 2125: array([19803.8585914 , 19809.22030331, 19812.08489974, 19813.61536481,
       19814.43304484, 19814.86990593, 19815.10330726, 19815.22800636,
       19815.29462922, 19815.33022375, 19815.34924081, 19815.35940103,
       19815.36482932, 19815.36772949, 19815.36927896, 19815.37010679,
       19815.37054908, 19815.37078538, 19815.37091162, 19815.37097907,
       19815.37101511, 19815.37103436, 19815.37104465, 19815.37105015,
       19815.37105308, 19815.37105465, 19815.37105549, 19815.37105594]), 2130: array([162338.23179699, 162328.19250662, 162323.32725206, 162320.96944578,
       162319.82680249, 162319.27305315, 162319.00469439, 162318.874642  ,
       162318.81161583, 162318.78107201, 162318.76626982, 162318.75909636,
       162318.75561995, 162318.75393521, 162318.75311874, 162318.75272307,
       162318.75253132, 162318.75243839, 162318.75239335, 162318.75237153,
       162318.75236095, 162318.75235583, 162318.75235334, 162318.75235214,
       162318.75235156, 162318.75235127, 162318.75235114, 162318.75235107]), 2135: array([41244.32324201, 41405.93648198, 41525.33621996, 41613.54865498,
       41678.71993445, 41726.86842584, 41762.44049441, 41788.72111145,
       41808.1372112 , 41822.48181083, 41833.07959005, 41840.90922123,
       41846.69374676, 41850.96734979, 41854.12468443, 41856.45732085,
       41858.18067085, 41859.45388051, 41860.39452684, 41861.08947562,
       41861.60290325, 41861.98222319, 41862.26246447, 41862.46950651,
       41862.62246902, 41862.7354776 , 41862.81896825, 41862.88065108]), 2140: array([ 528645.31684828,  577159.98523738,  625674.65362649,
        674189.32201559,  722703.9904047 ,  771218.65879381,
        819733.32718291,  868247.99557202,  916762.66396113,
        965277.33235023, 1013792.00073934, 1062306.66912845,
       1110821.33751755, 1159336.00590666, 1207850.67429577,
       1256365.34268487, 1304880.01107398, 1353394.67946308,
       1401909.34785219, 1450424.0162413 , 1498938.6846304 ,
       1547453.35301951, 1595968.02140862, 1644482.68979772,
       1692997.35818683, 1741512.02657594, 1790026.69496504,
       1838541.36335415]), 2145: array([69887.28096147, 69879.72359278, 69876.29059898, 69874.73113472,
       69874.02273589, 69873.70094019, 69873.55476197, 69873.48835938,
       69873.45819548, 69873.44449329, 69873.43826897, 69873.43544152,
       69873.43415713, 69873.43357368, 69873.43330865, 69873.43318826,
       69873.43313357, 69873.43310872, 69873.43309744, 69873.43309231,
       69873.43308998, 69873.43308892, 69873.43308844, 69873.43308823,
       69873.43308813, 69873.43308808, 69873.43308806, 69873.43308805]), 2150: array([68269.13303199, 68114.84568169, 68013.53603586, 67947.01312054,
       67903.33220324, 67874.65001865, 67855.81644637, 67843.44976477,
       67835.3294352 , 67829.99738619, 67826.49620482, 67824.19722539,
       67822.68764738, 67821.69641372, 67821.04554034, 67820.61815758,
       67820.33752541, 67820.153254  , 67820.03225594, 67819.95280502,
       67819.9006352 , 67819.86637895, 67819.84388528, 67819.82911527,
       67819.81941684, 67819.81304857, 67819.80886697, 67819.80612121]), 2155: array([93393.04108171, 94181.50971475, 94819.97251671, 95336.96803486,
       95755.60536968, 96094.59712483, 96369.09583887, 96591.37128619,
       96771.35892166, 96917.10398398, 97035.12110852, 97130.68552396,
       97208.06884893, 97270.73002834, 97321.46994431, 97362.55661227,
       97395.82655866, 97422.76691151, 97444.58187339, 97462.2465478 ,
       97476.55052522, 97488.13317685, 97497.5122338 , 97505.10692905,
       97511.25673667, 97516.23654594, 97520.26894856, 97523.53418824]), 2160: array([133416.30749242, 133414.72957553, 133413.94572779, 133413.55634272,
       133413.36291136, 133413.26682219, 133413.21908882, 133413.19537674,
       133413.1835975 , 133413.17774604, 133413.17483925, 133413.17339528,
       133413.17267797, 133413.17232163, 133413.17214462, 133413.17205669,
       133413.17201301, 133413.17199131, 133413.17198053, 133413.17197517,
       133413.17197251, 133413.17197119, 133413.17197054, 133413.17197021,
       133413.17197005, 133413.17196997, 133413.17196993, 133413.17196991]), 2165: array([69876.13721016, 69869.46134241, 69866.94213238, 69865.99148155,
       69865.63274331, 69865.49736959, 69865.44628488, 69865.42700751,
       69865.41973299, 69865.41698788, 69865.41595198, 69865.41556107,
       69865.41541356, 69865.41535789, 69865.41533688, 69865.41532896,
       69865.41532597, 69865.41532484, 69865.41532441, 69865.41532425,
       69865.41532419, 69865.41532417, 69865.41532416, 69865.41532416,
       69865.41532415, 69865.41532415, 69865.41532415, 69865.41532415]), 2170: array([508367.42760014, 470548.17266148, 449051.83479953, 436833.38834349,
       429888.46429374, 425940.9927203 , 423697.26309684, 422421.93469243,
       421697.04229806, 421285.01588854, 421050.82145712, 420917.70612654,
       420842.04381841, 420799.03761583, 420774.5930343 , 420760.69881602,
       420752.80138888, 420748.31251773, 420745.76105841, 420744.31081747,
       420743.48650538, 420743.01796915, 420742.75165472, 420742.60028249,
       420742.51424303, 420742.46533848, 420742.4375413 , 420742.42174148]), 2175: array([14444.4197248 , 14447.90614355, 14449.7753327 , 14450.77746937,
       14451.31474936, 14451.60280366, 14451.75723949, 14451.84003785,
       14451.88442891, 14451.90822848, 14451.92098825, 14451.92782921,
       14451.93149688, 14451.93346324, 14451.93451748, 14451.93508269,
       14451.93538572, 14451.93554818, 14451.93563528, 14451.93568198,
       14451.93570702, 14451.93572044, 14451.93572764, 14451.9357315 ,
       14451.93573357, 14451.93573468, 14451.93573527, 14451.93573559]), 2180: array([39874.72627383, 39781.32287471, 39719.42360281, 39678.40239911,
       39651.2172788 , 39633.2014553 , 39621.26220717, 39613.34996016,
       39608.10644296, 39604.631517  , 39602.32865234, 39600.80252324,
       39599.79114377, 39599.1208935 , 39598.67671263, 39598.38234998,
       39598.1872732 , 39598.05799407, 39597.97231962, 39597.9155424 ,
       39597.87791562, 39597.85298002, 39597.83645497, 39597.82550367,
       39597.81824615, 39597.81343653, 39597.81024914, 39597.80813684]), 2185: array([615979.56148157, 542409.24706228, 498440.48644367, 472162.87806865,
       456458.25751089, 447072.50583426, 441463.17995395, 438110.80734537,
       436107.28636148, 434909.89669106, 434194.28550737, 433766.60571451,
       433511.00601262, 433358.2487192 , 433266.95443943, 433212.39308048,
       433179.78488315, 433160.29683238, 433148.64994129, 433141.68926197,
       433137.52926285, 433135.04306979, 433133.55721468, 433132.66920424,
       433132.13849129, 433131.82131457, 433131.63175623, 433131.51846807]), 2190: array([60630.95983753, 60624.04203387, 60621.27279189, 60620.16424624,
       60619.72048818, 60619.54284893, 60619.47173878, 60619.44327292,
       60619.43187785, 60619.42731633, 60619.42549032, 60619.42475936,
       60619.42446675, 60619.42434962, 60619.42430273, 60619.42428396,
       60619.42427644, 60619.42427344, 60619.42427223, 60619.42427175,
       60619.42427156, 60619.42427148, 60619.42427145, 60619.42427144,
       60619.42427143, 60619.42427143, 60619.42427143, 60619.42427143]), 2195: array([110700.10149508, 110425.85894669, 110248.01825754, 110132.69220438,
       110057.90561532, 110009.4080404 , 109977.958354  , 109957.56387496,
       109944.33847202, 109935.76206845, 109930.20044597, 109926.59384742,
       109924.25504196, 109922.73837441, 109921.75484649, 109921.11704873,
       109920.70344992, 109920.43523953, 109920.26131058, 109920.14852121,
       109920.07537961, 109920.02794877, 109919.99719085, 109919.97724496,
       109919.96431046, 109919.9559227 , 109919.95048341, 109919.94695614]), 2200: array([227109.56079653, 225862.33033895, 224647.99072081, 223465.67457448,
       222314.53740578, 221193.75699076, 220102.53278844, 219040.08536895,
       218005.65585688, 216998.50538918, 216017.91458743, 215063.18304403,
       214133.62882188, 213228.58796731, 212347.41403585, 211489.47763048,
       210654.16595207, 209840.88236168, 209049.04595438, 208278.09114437,
       207527.46726095, 206796.63815521, 206085.08181708, 205392.29000249,
       204717.76787029, 204061.03362887, 203421.61819197, 202799.06484366]), 2205: array([830826.30489718, 836153.67600938, 840180.30698379, 843223.78878046,
       845524.16880176, 847262.88406143, 848577.07159836, 849570.38483503,
       850321.16899513, 850888.64039717, 851317.55700095, 851641.74858548,
       851886.78499244, 852071.99288679, 852211.98010158, 852317.78779607,
       852397.76130101, 852458.20833677, 852503.89651981, 852538.42939712,
       852564.53066742, 852584.25900646, 852599.17044014, 852610.44107241,
       852618.95984762, 852625.39866395, 852630.26536776, 852633.94380876]), 2210: array([160772.71981134, 161200.73929542, 161512.26868943, 161739.01201993,
       161904.04472281, 162024.1620068 , 162111.58808455, 162175.22021822,
       162221.5341847 , 162255.24330882, 162279.77813352, 162297.63554271,
       162310.6328666 , 162320.09282949, 162326.97816208, 162331.98957762,
       162335.6370827 , 162338.29188019, 162340.22414608, 162341.6305251 ,
       162342.654143  , 162343.39917231, 162343.94143391, 162344.33611321,
       162344.6233763 , 162344.83245767, 162344.9846353 , 162345.09539616]), 2215: array([169580.03024777, 169559.39679359, 169550.0389351 , 169545.79488005,
       169543.87008034, 169542.99712891, 169542.6012206 , 169542.42166492,
       169542.34023131, 169542.30329885, 169542.28654893, 169542.27895237,
       169542.27550711, 169542.27394458, 169542.27323594, 169542.27291454,
       169542.27276878, 169542.27270268, 169542.2726727 , 169542.2726591 ,
       169542.27265293, 169542.27265013, 169542.27264887, 169542.27264829,
       169542.27264803, 169542.27264791, 169542.27264786, 169542.27264783]), 2220: array([296991.77973793, 296973.40109832, 296964.49886125, 296960.18679973,
       296958.09812533, 296957.08641418, 296956.596362  , 296956.35899074,
       296956.24401296, 296956.18832008, 296956.16134358, 296956.14827672,
       296956.1419474 , 296956.13888161, 296956.1373966 , 296956.13667729,
       296956.13632888, 296956.13616011, 296956.13607836, 296956.13603877,
       296956.13601959, 296956.1360103 , 296956.1360058 , 296956.13600362,
       296956.13600256, 296956.13600205, 296956.1360018 , 296956.13600168]), 2225: array([723642.72569082, 723726.16466777, 723768.33820181, 723789.65446236,
       723800.42858823, 723805.87428017, 723808.62675968, 723810.01797746,
       723810.72115687, 723811.07657302, 723811.25621515, 723811.34701377,
       723811.39290717, 723811.4161036 , 723811.42782805, 723811.43375407,
       723811.43674933, 723811.43826326, 723811.43902846, 723811.43941523,
       723811.43961071, 723811.43970952, 723811.43975946, 723811.43978471,
       723811.43979746, 723811.43980391, 723811.43980717, 723811.43980882]), 2230: array([158413.04636385, 158394.46914259, 158387.00510403, 158384.00616943,
       158382.80124416, 158382.31712392, 158382.12261194, 158382.04446005,
       158382.01305984, 158382.00044372, 158381.99537476, 158381.99333813,
       158381.99251985, 158381.99219107, 158381.99205898, 158381.9920059 ,
       158381.99198458, 158381.99197601, 158381.99197257, 158381.99197118,
       158381.99197063, 158381.9919704 , 158381.99197031, 158381.99197028,
       158381.99197026, 158381.99197026, 158381.99197026, 158381.99197025]), 2235: array([597031.41269504, 601224.6362119 , 604411.35806598, 606833.16938475,
       608673.67204934, 610072.39788405, 611135.38681546, 611943.22595037,
       612557.15902965, 613023.72942658, 613378.3086839 , 613647.77809419,
       613852.56661913, 614008.19964591, 614126.4759948 , 614216.36240899,
       614284.67333956, 614336.58756126, 614376.04078481, 614406.02403021,
       614428.81038133, 614446.12731251, 614459.28765153, 614469.2891074 ,
       614476.88990851, 614482.66628531, 614487.05615532, 614490.39232251]), 2240: array([839753.33933165, 839721.55720756, 839706.45771519, 839699.28403891,
       839695.87586928, 839694.25666878, 839693.48739654, 839693.12192002,
       839692.94828436, 839692.86579112, 839692.82659909, 839692.8079792 ,
       839692.799133  , 839692.79493023, 839692.79293351, 839692.79198489,
       839692.7915342 , 839692.79132008, 839692.79121836, 839692.79117003,
       839692.79114707, 839692.79113616, 839692.79113098, 839692.79112851,
       839692.79112734, 839692.79112679, 839692.79112652, 839692.7911264 ]), 2245: array([137988.21769157, 137719.30131541, 137581.78076718, 137511.45443953,
       137475.49041505, 137457.09885247, 137447.69363214, 137442.8839174 ,
       137440.42428807, 137439.16646369, 137438.52322768, 137438.19428464,
       137438.02606719, 137437.94004284, 137437.89605104, 137437.87355417,
       137437.86204955, 137437.85616623, 137437.85315757, 137437.85161897,
       137437.85083216, 137437.85042979, 137437.85022402, 137437.85011879,
       137437.85006498, 137437.85003746, 137437.85002339, 137437.8500162 ]), 2250: array([488403.78533358, 492618.10537913, 495865.91055503, 498368.86200309,
       500297.7849563 , 501784.32747885, 502929.94538322, 503812.82654061,
       504493.22716554, 505017.58427356, 505421.68498519, 505733.10897972,
       505973.11079505, 506158.0704397 , 506300.6113205 , 506410.46178401,
       506495.11907158, 506560.36100236, 506610.64030679, 506649.38852319,
       506679.25019873, 506702.26337839, 506719.99870063, 506733.66659266,
       506744.19988155, 506752.31745918, 506758.57334634, 506763.39450432]), 2255: array([1787208.92825484, 1586849.41538029, 1472354.40998956,
       1406926.48959113, 1369537.84758833, 1348172.18989508,
       1335962.83153886, 1328985.82041142, 1324998.82266329,
       1322720.46152078, 1321418.4970293 , 1320674.4922684 ,
       1320249.33237512, 1320006.37568405, 1319867.53861435,
       1319788.20047455, 1319742.86286809, 1319716.95479205,
       1319702.14967866, 1319693.689329  , 1319688.85468069,
       1319686.09193149, 1319684.5131645 , 1319683.61098156,
       1319683.09543109, 1319682.8008209 , 1319682.63246655,
       1319682.53626083]), 2260: array([381714.34236609, 361846.34507903, 350705.48513075, 344458.31494073,
       340955.25184109, 338990.9302832 , 337889.44878743, 337271.79966544,
       336925.4566362 , 336731.24686623, 336622.34490614, 336561.27878719,
       336527.03632838, 336507.83507561, 336497.06808864, 336491.03056548,
       336487.64506068, 336485.74665924, 336484.68214205, 336484.08522044,
       336483.75050024, 336483.5628079 , 336483.45756055, 336483.39854373,
       336483.36545041, 336483.34689352, 336483.33648786, 336483.33065295]), 2265: array([905953.05091358, 906099.24252377, 906175.50039095, 906215.27874963,
       906236.02831787, 906246.85190629, 906252.49781009, 906255.44288048,
       906256.97911629, 906257.78046232, 906258.19846811, 906258.41651229,
       906258.53025058, 906258.58957983, 906258.62052773, 906258.63667107,
       906258.64509191, 906258.64948447, 906258.65177576, 906258.65297096,
       906258.65359442, 906258.65391963, 906258.65408927, 906258.65417776,
       906258.65422392, 906258.654248  , 906258.65426055, 906258.65426711]), 2270: array([1530212.84629659, 1530046.39080042, 1529976.10395652,
       1529946.42490993, 1529933.89275231, 1529928.60097267,
       1529926.36648659, 1529925.42296127, 1529925.02455198,
       1529924.85632123, 1529924.78528478, 1529924.75528921,
       1529924.74262339, 1529924.73727518, 1529924.73501686,
       1529924.73406327, 1529924.73366062, 1529924.73349059,
       1529924.7334188 , 1529924.73338848, 1529924.73337568,
       1529924.73337027, 1529924.73336799, 1529924.73336703,
       1529924.73336662, 1529924.73336645, 1529924.73336638,
       1529924.73336635]), 2275: array([936251.0713635 , 929490.47264794, 922921.73283078, 916539.4071521 ,
       910338.20536871, 904312.98736915, 898458.75891306, 892770.66749155,
       887243.99830496, 881874.17035486, 876656.73264686, 871587.36050128,
       866661.85196843, 861876.12434566, 857226.21079326, 852708.2570464 ,
       848318.51822033, 844053.35570634, 839909.23415571, 835882.71854931,
       831970.47135035, 828169.24973795, 824475.90291915, 820887.36951732,
       817400.67503453, 814012.9293861 , 810721.32450501, 807523.13201431]), 2280: array([1227830.07734834, 1231725.50963815, 1234576.22332094,
       1236662.40218289, 1238189.08733207, 1239306.32976379,
       1240123.93819596, 1240722.27167253, 1241160.1376914 ,
       1241480.57212804, 1241715.06903749, 1241886.676063  ,
       1242012.25968487, 1242104.16295069, 1242171.4186178 ,
       1242220.63694229, 1242256.65537122, 1242283.01399346,
       1242302.30347906, 1242316.41970454, 1242326.75009001,
       1242334.30996245, 1242339.84234761, 1242343.89099868,
       1242346.85383929, 1242349.02207368, 1242350.60880783,
       1242351.76999469]), 2285: array([1495159.36292363, 1494954.13608977, 1494866.28885592,
       1494828.68589558, 1494812.589969  , 1494805.70011644,
       1494802.75091883, 1494801.4885164 , 1494800.94814574,
       1494800.71684037, 1494800.61783023, 1494800.575449  ,
       1494800.55730773, 1494800.54954238, 1494800.54621842,
       1494800.5447956 , 1494800.54418656, 1494800.54392587,
       1494800.54381427, 1494800.54376651, 1494800.54374606,
       1494800.54373731, 1494800.54373356, 1494800.54373196,
       1494800.54373127, 1494800.54373098, 1494800.54373085,
       1494800.5437308 ]), 2290: array([1240953.99348765, 1240829.25119478, 1240779.75161145,
       1240760.10944605, 1240752.31514485, 1240749.22225107,
       1240747.99494516, 1240747.50793205, 1240747.31467807,
       1240747.23799203, 1240747.20756188, 1240747.19548675,
       1240747.19069515, 1240747.18879378, 1240747.18803929,
       1240747.18773989, 1240747.18762109, 1240747.18757395,
       1240747.18755524, 1240747.18754782, 1240747.18754487,
       1240747.1875437 , 1240747.18754324, 1240747.18754305,
       1240747.18754298, 1240747.18754295, 1240747.18754294,
       1240747.18754294]), 2295: array([3609571.55750884, 3640865.23594836, 3664916.58787652,
       3683401.71197882, 3697608.80578786, 3708527.93802532,
       3716920.04484334, 3723369.95819849, 3728327.16181745,
       3732137.11496979, 3735065.32694954, 3737315.85997592,
       3739045.54994982, 3740374.93608668, 3741396.66109379,
       3742181.92728637, 3742785.45855839, 3743249.31399971,
       3743605.818924  , 3743879.81756609, 3744090.4044353 ,
       3744252.25498005, 3744376.64829544, 3744472.25314456,
       3744545.73207025, 3744602.20569652, 3744645.6095764 ,
       3744678.96845405]), 2300: array([950029.09310813, 949948.5773335 , 949918.30634655, 949906.92556241,
       949902.64680375, 949901.03814696, 949900.43335084, 949900.20596961,
       949900.12048258, 949900.08834259, 949900.07625912, 949900.07171618,
       949900.0700082 , 949900.06936607, 949900.06912465, 949900.06903388,
       949900.06899976, 949900.06898693, 949900.0689821 , 949900.06898029,
       949900.06897961, 949900.06897935, 949900.06897926, 949900.06897922,
       949900.06897921, 949900.0689792 , 949900.0689792 , 949900.0689792 ]), 2305: array([306088.98435239, 306058.62505433, 306045.85083027, 306040.47584433,
       306038.21422172, 306037.26260308, 306036.86219232, 306036.69371224,
       306036.6228212 , 306036.59299252, 306036.58044156, 306036.57516051,
       306036.57293842, 306036.57200343, 306036.57161002, 306036.57144448,
       306036.57137483, 306036.57134552, 306036.57133319, 306036.571328  ,
       306036.57132582, 306036.5713249 , 306036.57132452, 306036.57132435,
       306036.57132428, 306036.57132426, 306036.57132424, 306036.57132424]), 2310: array([148246.43276146, 148232.09232908, 148226.73077946, 148224.72622244,
       148223.97676583, 148223.69656167, 148223.59179994, 148223.552632  ,
       148223.53798803, 148223.53251299, 148223.530466  , 148223.52970068,
       148223.52941455, 148223.52930757, 148223.52926757, 148223.52925262,
       148223.52924703, 148223.52924494, 148223.52924416, 148223.52924386,
       148223.52924375, 148223.52924371, 148223.5292437 , 148223.52924369,
       148223.52924369, 148223.52924369, 148223.52924369, 148223.52924369]), 2315: array([89163.07862971, 89180.23972376, 89189.10735052, 89193.6895062 ,
       89196.05723673, 89197.28071062, 89197.91291448, 89198.23959225,
       89198.40839597, 89198.49562166, 89198.54069367, 89198.56398366,
       89198.57601826, 89198.58223688, 89198.58545022, 89198.58711065,
       89198.58796863, 89198.58841198, 89198.58864107, 89198.58875945,
       89198.58882062, 89198.58885223, 89198.58886856, 89198.588877  ,
       89198.58888136, 89198.58888361, 89198.58888478, 89198.58888538]), 2320: array([301961.06991554, 301924.71391787, 301910.15144504, 301904.31841532,
       301901.98198276, 301901.04611968, 301900.67125772, 301900.52110596,
       301900.46096235, 301900.4368717 , 301900.42722213, 301900.42335698,
       301900.42180879, 301900.42118865, 301900.42094026, 301900.42084076,
       301900.42080091, 301900.42078495, 301900.42077855, 301900.42077599,
       301900.42077496, 301900.42077455, 301900.42077439, 301900.42077432,
       301900.4207743 , 301900.42077429, 301900.42077428, 301900.42077428]), 2325: array([122700.27973124, 122683.76174304, 122676.87919662, 122674.01144755,
       122672.8165432 , 122672.31866267, 122672.1112109 , 122672.02477202,
       122671.98875555, 122671.97374858, 122671.96749563, 122671.96489021,
       122671.96380461, 122671.96335228, 122671.9631638 , 122671.96308527,
       122671.96305255, 122671.96303891, 122671.96303323, 122671.96303087,
       122671.96302988, 122671.96302947, 122671.9630293 , 122671.96302923,
       122671.9630292 , 122671.96302919, 122671.96302918, 122671.96302918]), 2330: array([114006.89297919, 114640.78120218, 115116.50808795, 115473.53644348,
       115741.48271783, 115942.57376515, 116093.4906212 , 116206.75223946,
       116291.7539716 , 116355.54693674, 116403.42293055, 116439.3533937 ,
       116466.31885341, 116486.55616609, 116501.7440705 , 116513.1424436 ,
       116521.69681066, 116528.11677912, 116532.9349024 , 116536.5508566 ,
       116539.26459472, 116541.30122852, 116542.82970219, 116543.97680666,
       116544.83769731, 116545.48378728, 116545.96867146, 116546.33257227]), 2335: array([100534.02878185, 100521.719192  , 100516.64592406, 100514.55503005,
       100513.69329008, 100513.33813302, 100513.19175877, 100513.13143217,
       100513.10656919, 100513.09632218, 100513.09209898, 100513.09035843,
       100513.08964108, 100513.08934544, 100513.08922359, 100513.08917337,
       100513.08915267, 100513.08914414, 100513.08914063, 100513.08913918,
       100513.08913858, 100513.08913834, 100513.08913823, 100513.08913819,
       100513.08913818, 100513.08913817, 100513.08913817, 100513.08913816]), 2340: array([28486.47388239, 28504.2564811 , 28514.15010124, 28519.65456779,
       28522.71706174, 28524.42092699, 28525.36889842, 28525.89631679,
       28526.18975405, 28526.35301235, 28526.44384359, 28526.49437894,
       28526.52249505, 28526.53813788, 28526.54684101, 28526.55168312,
       28526.55437711, 28526.55587595, 28526.55670985, 28526.55717381,
       28526.55743194, 28526.55757555, 28526.55765545, 28526.55769991,
       28526.55772464, 28526.5577384 , 28526.55774605, 28526.55775031]), 2345: array([29240.89723046, 29205.05858563, 29180.61803191, 29163.95053041,
       29152.58394645, 29144.83238085, 29139.54611637, 29135.94109079,
       29133.48260438, 29131.80601283, 29130.66264298, 29129.88290948,
       29129.35116173, 29128.98853057, 29128.7412303 , 29128.5725812 ,
       29128.45756911, 29128.37913536, 29128.32564661, 29128.28916938,
       29128.26429333, 29128.24732884, 29128.23575972, 29128.22787003,
       29128.22248958, 29128.21882032, 29128.21631802, 29128.21461156]), 2350: array([136041.21017838, 138018.67872513, 139596.38444588, 140855.14294567,
       141859.43223736, 142660.69553097, 143299.97633483, 143810.02084758,
       144216.95533305, 144541.62439883, 144800.65873001, 145007.32697101,
       145172.21539194, 145303.77015442, 145408.72995351, 145492.4711972 ,
       145559.28340488, 145612.58893151, 145655.1182726 , 145689.04992973,
       145716.12200108, 145737.72121281, 145754.9539521 , 145768.70294012,
       145779.67244812, 145788.42437268, 145795.40701797, 145800.97805951]), 2355: array([83998.60808752, 83991.38971517, 83988.67147578, 83987.64786201,
       83987.26239738, 83987.11724206, 83987.06258058, 83987.04199658,
       83987.03424521, 83987.03132626, 83987.03022706, 83987.02981314,
       83987.02965726, 83987.02959857, 83987.02957646, 83987.02956814,
       83987.029565  , 83987.02956382, 83987.02956338, 83987.02956321,
       83987.02956315, 83987.02956313, 83987.02956312, 83987.02956311,
       83987.02956311, 83987.02956311, 83987.02956311, 83987.02956311]), 2360: array([4551.90418842, 4551.61763104, 4551.47765335, 4551.40927698,
       4551.37587645, 4551.35956095, 4551.35159114, 4551.34769805,
       4551.34579635, 4551.3448674 , 4551.34441363, 4551.34419197,
       4551.3440837 , 4551.34403081, 4551.34400497, 4551.34399235,
       4551.34398619, 4551.34398318, 4551.3439817 , 4551.34398099,
       4551.34398063, 4551.34398046, 4551.34398038, 4551.34398034,
       4551.34398032, 4551.34398031, 4551.3439803 , 4551.3439803 ]), 2365: array([28833.1737621 , 28839.54615911, 28842.84489634, 28844.55252179,
       28845.43649177, 28845.89408797, 28846.13096738, 28846.25359045,
       28846.31706755, 28846.34992713, 28846.36693723, 28846.37574269,
       28846.38030092, 28846.38266054, 28846.38388202, 28846.38451433,
       28846.38484166, 28846.3850111 , 28846.38509881, 28846.38514422,
       28846.38516772, 28846.38517989, 28846.38518619, 28846.38518945,
       28846.38519114, 28846.38519201, 28846.38519246, 28846.3851927 ]), 2370: array([33829.33164436, 33825.68080996, 33824.22828651, 33823.65038454,
       33823.42046008, 33823.32898217, 33823.29258671, 33823.27810639,
       33823.27234524, 33823.2700531 , 33823.26914115, 33823.26877832,
       33823.26863397, 33823.26857653, 33823.26855368, 33823.26854459,
       33823.26854097, 33823.26853953, 33823.26853896, 33823.26853873,
       33823.26853864, 33823.26853861, 33823.26853859, 33823.26853859,
       33823.26853858, 33823.26853858, 33823.26853858, 33823.26853858]), 2375: array([29018.29537193, 29018.0552316 , 29017.93482621, 29017.87445544,
       29017.84418578, 29017.8290087 , 29017.82139897, 29017.81758348,
       29017.81567041, 29017.81471121, 29017.81423027, 29017.81398912,
       29017.81386822, 29017.81380759, 29017.8137772 , 29017.81376196,
       29017.81375431, 29017.81375048, 29017.81374856, 29017.8137476 ,
       29017.81374712, 29017.81374687, 29017.81374675, 29017.81374669,
       29017.81374666, 29017.81374665, 29017.81374664, 29017.81374663]), 2380: array([116190.35776837, 117159.68866511, 117905.29099498, 118478.80292593,
       118919.94416403, 119259.26682056, 119520.27135898, 119721.03416621,
       119875.45946857, 119994.24229662, 120085.60919067, 120155.88794616,
       120209.94585766, 120251.52681304, 120283.51058382, 120308.11226946,
       120327.03570851, 120341.59148124, 120352.78767658, 120361.39970923,
       120368.02402258, 120373.11939661, 120377.03872153, 120380.05343798,
       120382.37233611, 120384.15601582, 120385.52800938, 120386.58333692]), 2385: array([36805.96923613, 34203.0499114 , 32886.56427863, 32220.72173605,
       31883.95673044, 31713.6301716 , 31627.48364164, 31583.91307535,
       31561.87627075, 31550.73065576, 31545.09350755, 31542.24239167,
       31540.80037498, 31540.07104226, 31539.70216565, 31539.51559792,
       31539.42123704, 31539.37351189, 31539.3493738 , 31539.33716542,
       31539.33099075, 31539.32786777, 31539.32628825, 31539.32548938,
       31539.32508533, 31539.32488097, 31539.32477761, 31539.32472534]), 2390: array([45051.48766731, 45451.04694307, 45759.35026703, 45997.23972506,
       46180.7972473 , 46322.43178734, 46431.71819898, 46516.04452053,
       46581.11142502, 46631.31760005, 46670.05711027, 46699.94884471,
       46723.01356039, 46740.8104905 , 46754.54275263, 46765.13868249,
       46773.31459178, 46779.62319269, 46784.49096262, 46788.24697517,
       46791.14514628, 46793.38139968, 46795.10691176, 46796.4383315 ,
       46797.46566627, 46798.25836647, 46798.87002068, 46799.34197824]), 2395: array([33349.02725407, 33350.09846352, 33350.63959853, 33350.91295972,
       33351.05105158, 33351.12081043, 33351.15605   , 33351.17385171,
       33351.18284447, 33351.18738728, 33351.18968214, 33351.19084141,
       33351.19142704, 33351.19172287, 33351.19187231, 33351.19194781,
       33351.19198595, 33351.19200521, 33351.19201494, 33351.19201986,
       33351.19202234, 33351.1920236 , 33351.19202423, 33351.19202455,
       33351.19202471, 33351.19202479, 33351.19202484, 33351.19202486]), 2400: array([35268.47641025, 28424.69874199, 24095.08818752, 21356.02674192,
       19623.20169718, 18526.9566164 , 17833.43404713, 17394.68767323,
       17117.12153605, 16941.5235936 , 16830.43425934, 16760.15530269,
       16715.69440298, 16687.56689944, 16669.77246746, 16658.51509409,
       16651.39329017, 16646.88779059, 16644.03745567, 16642.23423517,
       16641.09345549, 16640.37175879, 16639.91518848, 16639.62634631,
       16639.44361476, 16639.32801246, 16639.25487844, 16639.20861133]), 2405: array([7924.03538241, 7996.05984055, 8051.67362544, 8094.61588632,
       8127.7738124 , 8153.37675086, 8173.14609517, 8188.41102171,
       8200.19785583, 8209.29907609, 8216.32659589, 8221.75290502,
       8225.94283712, 8229.17809897, 8231.67621089, 8233.60513145,
       8235.09455014, 8236.24460683, 8237.1326247 , 8237.81830892,
       8238.34776094, 8238.75657805, 8239.07224674, 8239.31599076,
       8239.50419804, 8239.64952256, 8239.76173508, 8239.84838014]), 2410: array([33376.3329116 , 33638.93607654, 33839.91905946, 33993.74111805,
       34111.46862595, 34201.57121749, 34270.53111606, 34323.30948268,
       34363.70333536, 34394.61871677, 34418.2797628 , 34436.3887129 ,
       34450.24837376, 34460.85584677, 34468.97426212, 34475.18768051,
       34479.94311201, 34483.58267518, 34486.36821001, 34488.50011539,
       34490.13176633, 34491.38054821, 34492.33630176, 34493.06778647,
       34493.62762731, 34494.05610076, 34494.38403235, 34494.63501435]), 2415: array([54385.06428375, 54378.34386549, 54375.61871202, 54374.5136526 ,
       54374.06554709, 54373.88383871, 54373.81015532, 54373.78027644,
       54373.76816045, 54373.76324737, 54373.7612551 , 54373.76044723,
       54373.76011963, 54373.75998679, 54373.75993292, 54373.75991108,
       54373.75990222, 54373.75989863, 54373.75989717, 54373.75989658,
       54373.75989634, 54373.75989625, 54373.75989621, 54373.75989619,
       54373.75989619, 54373.75989618, 54373.75989618, 54373.75989618]), 2420: array([126180.852922  , 113128.28748155, 105272.40540677, 100544.22507666,
        97698.49890344,  95985.75596903,  94954.91597221,  94334.48947522,
        93961.07649226,  93736.33229367,  93601.06663045,  93519.65496438,
        93470.65613337,  93441.16545279,  93423.41604483,  93412.73329771,
        93406.3037263 ,  93402.43399241,  93400.10493509,  93398.70315705,
        93397.85947593,  93397.35169381,  93397.04607753,  93396.8621378 ,
        93396.75143091,  93396.68480031,  93396.64469769,  93396.62056132]), 2425: array([2848.09825863, 2848.27260738, 2848.36277477, 2848.40940636,
       2848.43352266, 2848.44599482, 2848.45244501, 2848.45578083,
       2848.457506  , 2848.45839821, 2848.45885963, 2848.45909826,
       2848.45922167, 2848.45928549, 2848.4593185 , 2848.45933557,
       2848.4593444 , 2848.45934897, 2848.45935133, 2848.45935255,
       2848.45935318, 2848.45935351, 2848.45935368, 2848.45935376,
       2848.45935381, 2848.45935383, 2848.45935384, 2848.45935385]), 2430: array([8087.81367316, 8089.33191588, 8090.13416551, 8090.55807959,
       8090.78207864, 8090.90044123, 8090.96298482, 8090.99603328,
       8091.0134963 , 8091.02272388, 8091.02759979, 8091.03017626,
       8091.03153768, 8091.03225707, 8091.03263719, 8091.03283806,
       8091.03294419, 8091.03300028, 8091.03302991, 8091.03304557,
       8091.03305384, 8091.03305822, 8091.03306053, 8091.03306175,
       8091.03306239, 8091.03306273, 8091.03306291, 8091.03306301]), 2435: array([152507.63167417, 158846.92893593, 164411.47225347, 169295.94778037,
       173583.4696508 , 177346.9942479 , 180650.56162808, 183550.3852253 ,
       186095.80837769, 188330.14395277, 190291.4113583 , 192012.98347974,
       193524.15455257, 194850.6386324 , 196015.00714478, 197037.07296015,
       197934.22752921, 198721.73681548, 199413.00106063, 200019.78280271,
       200552.40702723, 201019.93685695, 201430.32776974, 201790.56296886,
       202106.77220897, 202384.33609995, 202627.97766319, 202841.84269849]), 2440: array([28125.8088756 , 28135.70138299, 28141.04055503, 28143.92220646,
       28145.47748785, 28146.31690244, 28146.76995025, 28147.01446867,
       28147.14643985, 28147.21766717, 28147.2561099 , 28147.27685816,
       28147.28805638, 28147.29410028, 28147.29736228, 28147.29912284,
       28147.30007305, 28147.3005859 , 28147.30086269, 28147.30101208,
       28147.30109271, 28147.30113623, 28147.30115971, 28147.30117239,
       28147.30117923, 28147.30118292, 28147.30118492, 28147.30118599]), 2445: array([33719.83012365, 33651.39218326, 33594.24694782, 33546.53104763,
       33506.68858108, 33473.42038045, 33445.64164914, 33422.44658903,
       33403.07886459, 33386.90694056, 33373.40348909, 33362.12819488,
       33352.71339749, 33344.85210286, 33338.28797294, 33332.80696711,
       33328.23036287, 33324.40892807, 33321.21805485, 33318.55369645,
       33316.3289745 , 33314.47134613, 33312.92023852, 33311.62507374,
       33310.54361957, 33309.64061236, 33308.88660722, 33308.25701782]), 2450: array([1772.84935853, 1768.9526256 , 1766.38416238, 1764.69120486,
       1763.57532159, 1762.83980669, 1762.35500493, 1762.03545635,
       1761.8248315 , 1761.68600183, 1761.59449468, 1761.53417935,
       1761.49442355, 1761.46821922, 1761.45094709, 1761.43956247,
       1761.43205849, 1761.42711238, 1761.42385224, 1761.42170337,
       1761.42028698, 1761.4193534 , 1761.41873804, 1761.41833244,
       1761.41806509, 1761.41788888, 1761.41777273, 1761.41769617]), 2455: array([3521.49341605, 3521.13729941, 3520.96633242, 3520.88425338,
       3520.8448483 , 3520.82593043, 3520.8168482 , 3520.81248794,
       3520.81039464, 3520.80938967, 3520.8089072 , 3520.80867557,
       3520.80856437, 3520.80851098, 3520.80848535, 3520.80847305,
       3520.80846714, 3520.8084643 , 3520.80846294, 3520.80846229,
       3520.80846198, 3520.80846182, 3520.80846175, 3520.80846172,
       3520.8084617 , 3520.80846169, 3520.80846169, 3520.80846169]), 2460: array([6936.51218432, 7016.71186757, 7079.69739114, 7129.16362366,
       7168.01236255, 7198.52255985, 7222.48401048, 7241.30234557,
       7256.08148983, 7267.6884202 , 7276.8040246 , 7283.96304436,
       7289.58544321, 7294.00104339, 7297.46887365, 7300.19236452,
       7302.33128193, 7304.01109944, 7305.33035884, 7306.36645076,
       7307.18015462, 7307.81920407, 7308.32108716, 7308.71524543,
       7309.02480109, 7309.26791333, 7309.45884366, 7309.60879247]), 2465: array([6006.00912504, 6031.66360852, 6050.66465299, 6064.73781456,
       6075.16112981, 6082.88117909, 6088.59904902, 6092.83400082,
       6095.97062634, 6098.29377429, 6100.01441847, 6101.28881702,
       6102.23270286, 6102.93179379, 6103.44957688, 6103.83307397,
       6104.11711185, 6104.32748508, 6104.48329843, 6104.5987019 ,
       6104.68417571, 6104.74748206, 6104.79437003, 6104.8290977 ,
       6104.85481882, 6104.87386922, 6104.88797893, 6104.89842932]), 2470: array([13928.1321416 , 12885.35761226, 12247.19684044, 11856.65299876,
       11617.6466245 , 11471.37867493, 11381.86510803, 11327.08428502,
       11293.55932702, 11273.04260699, 11260.48671354, 11252.80271433,
       11248.10023385, 11245.22239355, 11243.46120286, 11242.38338327,
       11241.72377551, 11241.32010646, 11241.07306768, 11240.92188403,
       11240.82936213, 11240.77274026, 11240.73808861, 11240.71688238,
       11240.70390451, 11240.69596227, 11240.69110175, 11240.6881272 ]), 2475: array([17435.1933773 , 17385.09185181, 17355.81222351, 17338.70103528,
       17328.70115551, 17322.85716654, 17319.44190476, 17317.44600554,
       17316.27959022, 17315.59793019, 17315.19956403, 17314.96675649,
       17314.83070238, 17314.75119156, 17314.70472496, 17314.67756961,
       17314.66169986, 17314.65242548, 17314.64700548, 17314.643838  ,
       17314.6419869 , 17314.64090511, 17314.64027291, 17314.63990345,
       17314.63968753, 17314.63956135, 17314.6394876 , 17314.63944451]), 2480: array([17608.27732204, 17698.11510549, 17765.26207046, 17815.44936063,
       17852.96057346, 17880.99737487, 17901.95276859, 17917.61534433,
       17929.32193798, 17938.07173349, 17944.61154546, 17949.4995615 ,
       17953.15298469, 17955.88364288, 17957.92460385, 17959.45006819,
       17960.59023768, 17961.44242836, 17962.07937659, 17962.55544734,
       17962.9112743 , 17963.17722811, 17963.37600852, 17963.52458188,
       17963.63562925, 17963.71862878, 17963.78066467, 17963.82703182]), 2485: array([15876.52895274, 15876.53277523, 15876.53466986, 15876.53560894,
       15876.5360744 , 15876.5363051 , 15876.53641945, 15876.53647613,
       15876.53650422, 15876.53651815, 15876.53652505, 15876.53652847,
       15876.53653017, 15876.53653101, 15876.53653142, 15876.53653163,
       15876.53653173, 15876.53653178, 15876.53653181, 15876.53653182,
       15876.53653183, 15876.53653183, 15876.53653183, 15876.53653183,
       15876.53653183, 15876.53653183, 15876.53653183, 15876.53653183]), 2490: array([15964.22504842, 16109.47347875, 16221.70480547, 16308.42430163,
       16375.4311814 , 16427.20641227, 16467.21237198, 16498.1243889 ,
       16522.00964991, 16540.46543994, 16554.72595756, 16565.74484988,
       16574.25898597, 16580.83773376, 16585.92103546, 16589.84882794,
       16592.88377545, 16595.22883478, 16597.04082764, 16598.44092788,
       16599.52276476, 16600.35868421, 16601.00458688, 16601.50366637,
       16601.88929776, 16602.18726947, 16602.41750782, 16602.59540961]), 2495: array([25299.88779182, 25297.99091168, 25297.07503308, 25296.63281556,
       25296.41929782, 25296.31620415, 25296.266427  , 25296.24239289,
       25296.2307884 , 25296.22518536, 25296.22248002, 25296.22117379,
       25296.22054309, 25296.22023857, 25296.22009154, 25296.22002055,
       25296.21998627, 25296.21996972, 25296.21996173, 25296.21995787,
       25296.21995601, 25296.21995511, 25296.21995467, 25296.21995446,
       25296.21995436, 25296.21995431, 25296.21995429, 25296.21995428]), 2500: array([11325.27856866, 11323.82549324, 11323.21660217, 11322.96145484,
       11322.85453889, 11322.80973725, 11322.79096374, 11322.78309696,
       11322.7798005 , 11322.77841916, 11322.77784033, 11322.77759778,
       11322.77749614, 11322.77745355, 11322.77743571, 11322.77742823,
       11322.7774251 , 11322.77742378, 11322.77742323, 11322.777423  ,
       11322.7774229 , 11322.77742286, 11322.77742285, 11322.77742284,
       11322.77742284, 11322.77742284, 11322.77742284, 11322.77742284]), 2505: array([2102.79061145, 2103.47935964, 2103.84899502, 2104.04736986,
       2104.15383309, 2104.21096947, 2104.24163325, 2104.25808981,
       2104.26692166, 2104.27166151, 2104.27420529, 2104.27557047,
       2104.27630313, 2104.27669634, 2104.27690736, 2104.27702061,
       2104.27708139, 2104.27711401, 2104.27713151, 2104.27714091,
       2104.27714595, 2104.27714866, 2104.27715011, 2104.27715089,
       2104.27715131, 2104.27715153, 2104.27715165, 2104.27715172]), 2510: array([8219.40413014, 8411.8553295 , 8513.24322864, 8566.65680114,
       8594.79634987, 8609.6209378 , 8617.43088563, 8621.54535311,
       8623.71295308, 8624.85489664, 8625.45649985, 8625.77343882,
       8625.94040985, 8626.02837419, 8626.07471591, 8626.09912984,
       8626.11199168, 8626.11876761, 8626.12233733, 8626.12421794,
       8626.1252087 , 8626.12573065, 8626.12600562, 8626.12615049,
       8626.12622681, 8626.12626701, 8626.12628819, 8626.12629935]), 2515: array([7972.67776312, 6731.36548706, 6035.3443241 , 5645.07551856,
       5426.24633823, 5303.54575473, 5234.7458206 , 5196.16873482,
       5174.538023  , 5162.40938021, 5155.60868048, 5151.79543298,
       5149.65729174, 5148.45840604, 5147.78617404, 5147.40924416,
       5147.1978943 , 5147.07938747, 5147.01293904, 5146.97568047,
       5146.95478907, 5146.94307497, 5146.93650671, 5146.9328238 ,
       5146.93075873, 5146.92960082, 5146.92895157, 5146.92858752]), 2520: array([5496.22789964, 5465.84172285, 5439.47480366, 5416.59550455,
       5396.74250907, 5379.51552027, 5364.5671895 , 5351.59611281,
       5340.34075373, 5330.57416989, 5322.09943716, 5314.74567909,
       5308.36462147, 5302.82760273, 5298.02297967, 5293.85387643,
       5290.23623118, 5287.09710116, 5284.37319192, 5282.00958115,
       5279.95861124, 5278.17892839, 5276.63464876, 5275.29463495,
       5274.13186822, 5273.12290362, 5272.24739736, 5271.48769657]), 2525: array([187.76380242, 187.7671109 , 187.76870774, 187.76947846,
       187.76985044, 187.77002999, 187.77011664, 187.77015847,
       187.77017865, 187.7701884 , 187.7701931 , 187.77019537,
       187.77019646, 187.77019699, 187.77019725, 187.77019737,
       187.77019743, 187.77019746, 187.77019747, 187.77019748,
       187.77019748, 187.77019748, 187.77019748, 187.77019749,
       187.77019749, 187.77019749, 187.77019749, 187.77019749]), 2530: array([396.2818041 , 396.23555781, 396.21685502, 396.20929129,
       396.20623239, 396.20499532, 396.20449502, 396.2042927 ,
       396.20421087, 396.20417778, 396.2041644 , 396.20415899,
       396.2041568 , 396.20415591, 396.20415555, 396.20415541,
       396.20415535, 396.20415533, 396.20415532, 396.20415531,
       396.20415531, 396.20415531, 396.20415531, 396.20415531,
       396.20415531, 396.20415531, 396.20415531, 396.20415531]), 2535: array([283.58293887, 283.06605436, 282.71941947, 282.48695798,
       282.33106385, 282.22651759, 282.15640641, 282.10938821,
       282.0778567 , 282.05671093, 282.04253008, 282.03302007,
       282.02664243, 282.02236544, 282.01949719, 282.01757367,
       282.01628372, 282.01541864, 282.0148385 , 282.01444945,
       282.01418854, 282.01401357, 282.01389623, 282.01381754,
       282.01376476, 282.01372937, 282.01370564, 282.01368972]), 2540: array([803.73853638, 803.9085863 , 803.99681653, 804.04259471,
       804.06634667, 804.07867035, 804.08506449, 804.08838207,
       804.0901034 , 804.09099651, 804.0914599 , 804.09170033,
       804.09182508, 804.0918898 , 804.09192338, 804.09194081,
       804.09194985, 804.09195454, 804.09195697, 804.09195823,
       804.09195889, 804.09195923, 804.09195941, 804.0919595 ,
       804.09195955, 804.09195957, 804.09195958, 804.09195959]), 2545: array([1400.8230266 , 1401.15222628, 1401.32465136, 1401.41496252,
       1401.46226485, 1401.48704041, 1401.50001712, 1401.50681394,
       1401.51037391, 1401.51223852, 1401.51321514, 1401.51372667,
       1401.5139946 , 1401.51413493, 1401.51420843, 1401.51424693,
       1401.51426709, 1401.51427765, 1401.51428318, 1401.51428608,
       1401.5142876 , 1401.51428839, 1401.51428881, 1401.51428903,
       1401.51428914, 1401.5142892 , 1401.51428923, 1401.51428925]), 2550: array([3494.89345854, 3135.39305923, 2891.37656038, 2725.74655877,
       2613.32261382, 2537.01310906, 2485.21684342, 2450.05932086,
       2426.1956045 , 2409.9977351 , 2399.0031788 , 2391.54045236,
       2386.47501048, 2383.03676286, 2380.70299871, 2379.11891991,
       2378.04370174, 2377.31388065, 2376.81850321, 2376.48225806,
       2376.25402642, 2376.09911063, 2375.99395913, 2375.92258591,
       2375.87414022, 2375.84125696, 2375.81893693, 2375.80378687]), 2555: array([3589.38862836, 3595.00797723, 3599.04543101, 3601.94630678,
       3604.03056105, 3605.5280798 , 3606.60403412, 3607.37709804,
       3607.93253781, 3608.33161651, 3608.61835111, 3608.82436746,
       3608.97238843, 3609.07874022, 3609.15515307, 3609.21005504,
       3609.24950163, 3609.27784367, 3609.29820718, 3609.31283819,
       3609.32335044, 3609.3309034 , 3609.33633014, 3609.34022921,
       3609.34303065, 3609.34504347, 3609.34648966, 3609.34752873]), 2560: array([10111.01834594, 10209.09631127, 10285.19209464, 10344.23255522,
       10390.04029688, 10425.58116454, 10453.15626927, 10474.55097489,
       10491.15049221, 10504.0295652 , 10514.02205581, 10521.7749328 ,
       10527.79016004, 10532.45719638, 10536.07821141, 10538.88764954,
       10541.06740923, 10542.7586201 , 10544.07078043, 10545.08884671,
       10545.87873412, 10546.49158433, 10546.96707663, 10547.33599699,
       10547.62223136, 10547.84431211, 10548.01661797, 10548.15030498]), 2565: array([2621.59739161, 2636.83992088, 2648.29510017, 2656.90398197,
       2663.37379303, 2668.23603371, 2671.89014109, 2674.63630313,
       2676.70011931, 2678.25113384, 2679.41676385, 2680.29276681,
       2680.95110709, 2681.44586789, 2681.81769421, 2682.09713191,
       2682.30713701, 2682.46496161, 2682.58357113, 2682.67270944,
       2682.73969933, 2682.79004407, 2682.82787952, 2682.85631391,
       2682.87768313, 2682.89374268, 2682.90581188, 2682.91488221]), 2570: array([3536.70749379, 3543.96176715, 3549.20537861, 3552.99562192,
       3555.73532613, 3557.71566843, 3559.14712063, 3560.18181822,
       3560.9297294 , 3561.47034255, 3561.86111434, 3562.14357618,
       3562.34774827, 3562.49533012, 3562.60200681, 3562.679116  ,
       3562.73485289, 3562.77514122, 3562.80426287, 3562.82531288,
       3562.84052848, 3562.85152679, 3562.8594767 , 3562.86522314,
       3562.86937684, 3562.87237926, 3562.87454951, 3562.87611822]), 2575: array([1276.71267623, 1289.93298645, 1300.21689056, 1308.21660328,
       1314.43947378, 1319.28016226, 1323.04566968, 1325.974808  ,
       1328.25334587, 1330.02579029, 1331.40455131, 1332.47707123,
       1333.31137027, 1333.96036043, 1334.46520127, 1334.85791028,
       1335.16339341, 1335.40102468, 1335.58587491, 1335.72966744,
       1335.84152175, 1335.92853174, 1335.99621565, 1336.04886607,
       1336.08982213, 1336.12168131, 1336.14646415, 1336.16574238]), 2580: array([361.92291459, 361.88257563, 361.86672869, 361.8605033 ,
       361.85805769, 361.85709695, 361.85671953, 361.85657126,
       361.85651301, 361.85649013, 361.85648114, 361.85647761,
       361.85647622, 361.85647568, 361.85647546, 361.85647538,
       361.85647534, 361.85647533, 361.85647533, 361.85647532,
       361.85647532, 361.85647532, 361.85647532, 361.85647532,
       361.85647532, 361.85647532, 361.85647532, 361.85647532]), 2585: array([3181.42344506, 3123.21366774, 3087.70592258, 3066.04633162,
       3052.83406262, 3044.77462824, 3039.8584036 , 3036.85952506,
       3035.03022043, 3033.91435149, 3033.23367563, 3032.81846592,
       3032.56518956, 3032.41069193, 3032.31644896, 3032.25896111,
       3032.22389373, 3032.20250276, 3032.18945435, 3032.18149487,
       3032.17663962, 3032.17367793, 3032.17187131, 3032.17076928,
       3032.17009705, 3032.16968699, 3032.16943685, 3032.16928427]), 2590: array([482.09639422, 482.12673172, 482.14204478, 482.14977415,
       482.1536756 , 482.15564488, 482.15663889, 482.15714063,
       482.15739388, 482.15752171, 482.15758623, 482.1576188 ,
       482.15763524, 482.15764354, 482.15764773, 482.15764984,
       482.15765091, 482.15765145, 482.15765172, 482.15765186,
       482.15765193, 482.15765196, 482.15765198, 482.15765199,
       482.15765199, 482.157652  , 482.157652  , 482.157652  ]), 2595: array([2965.35514612, 3212.59327586, 3459.8314056 , 3707.06953533,
       3954.30766507, 4201.5457948 , 4448.78392454, 4696.02205428,
       4943.26018401, 5190.49831375, 5437.73644348, 5684.97457322,
       5932.21270296, 6179.45083269, 6426.68896243, 6673.92709216,
       6921.1652219 , 7168.40335164, 7415.64148137, 7662.87961111,
       7910.11774084, 8157.35587058, 8404.59400032, 8651.83213005,
       8899.07025979, 9146.30838952, 9393.54651926, 9640.784649  ]), 2600: array([330.85766358, 472.91779884, 555.92286103, 604.42232455,
       632.7603307 , 649.31809307, 658.99271497, 664.64555059,
       667.94847559, 669.87835897, 671.00598067, 671.66484467,
       672.04981577, 672.27475256, 672.40618206, 672.48297569,
       672.52784584, 672.55406326, 672.56938197, 672.57833262,
       672.58356244, 672.5866182 , 672.58840367, 672.58944691,
       672.59005647, 672.59041263, 672.59062074, 672.59074233]), 2605: array([ 7409.32179174,  8138.33141285,  8852.8749597 ,  9553.23948928,
       10239.70636238, 10912.55135659, 11572.04477715, 12218.45156549,
       12852.0314057 , 13473.03882882, 14081.72331513, 14678.32939434,
       15263.09674387, 15836.26028509, 16398.05027771, 16948.69241232,
       17488.407901  , 18017.41356623, 18535.92192797, 19044.14128906,
       19542.2758189 , 20030.52563543, 20509.08688559, 20978.15182407,
       21437.90889056, 21888.54278546, 22330.23454407, 22763.16160933]), 2610: array([219.7267099 , 187.20197153, 167.99637268, 156.65561961,
       149.95899528, 146.00469198, 143.66970739, 142.2909176 ,
       141.47675321, 140.99599563, 140.7121121 , 140.54448115,
       140.4454964 , 140.3870467 , 140.35253262, 140.33215232,
       140.32011792, 140.31301171, 140.30881554, 140.30633774,
       140.30487462, 140.30401066, 140.30350049, 140.30319925,
       140.30302136, 140.30291632, 140.3028543 , 140.30281767]), 2615: array([169.32218795, 169.32925164, 169.33285396, 169.33469107,
       169.33562795, 169.33610574, 169.3363494 , 169.33647366,
       169.33653704, 169.33656935, 169.33658583, 169.33659424,
       169.33659853, 169.33660071, 169.33660183, 169.3366024 ,
       169.33660269, 169.33660283, 169.33660291, 169.33660295,
       169.33660297, 169.33660298, 169.33660298, 169.33660298,
       169.33660299, 169.33660299, 169.33660299, 169.33660299]), 2620: array([1275.889313  , 1278.93529733, 1281.14553024, 1282.74932364,
       1283.91307125, 1284.757512  , 1285.37025669, 1285.81487766,
       1286.13750437, 1286.37160937, 1286.54148109, 1286.66474372,
       1286.75418579, 1286.81908692, 1286.86618059, 1286.90035279,
       1286.92514889, 1286.94314148, 1286.9561973 , 1286.96567089,
       1286.97254513, 1286.97753323, 1286.98115271, 1286.98377908,
       1286.98568483, 1286.98706769, 1286.98807112, 1286.98879923]), 2625: array([ 6411.84182282,  7309.44805198,  8207.05428114,  9104.6605103 ,
       10002.26673946, 10899.87296862, 11797.47919778, 12695.08542694,
       13592.6916561 , 14490.29788526, 15387.90411442, 16285.51034358,
       17183.11657274, 18080.7228019 , 18978.32903106, 19875.93526022,
       20773.54148938, 21671.14771854, 22568.7539477 , 23466.36017686,
       24363.96640602, 25261.57263518, 26159.17886434, 27056.7850935 ,
       27954.39132266, 28851.99755182, 29749.60378098, 30647.21001014]), 2630: array([10033.68608803, 10183.65241146, 10303.54997754, 10399.40767428,
       10476.04557715, 10537.31732013, 10586.30387047, 10625.46845104,
       10656.78040015, 10681.81419708, 10701.82863267, 10717.83010593,
       10730.62322944, 10740.85128822, 10749.02858647, 10755.56630864,
       10760.7931953 , 10764.97207342, 10768.31307229, 10770.98418953,
       10773.11973869, 10774.82710299, 10776.19213494, 10777.28347336,
       10778.15599471, 10778.85357256, 10779.41128369, 10779.85717184]), 2635: array([2634.74903157, 2627.94287936, 2623.55194816, 2620.71917626,
       2618.89163756, 2617.71261652, 2616.95198113, 2616.46126367,
       2616.14468148, 2615.94044117, 2615.80867728, 2615.72367092,
       2615.66882979, 2615.63344951, 2615.61062421, 2615.59589867,
       2615.58639861, 2615.58026973, 2615.57631574, 2615.57376485,
       2615.57211917, 2615.57105747, 2615.57037252, 2615.56993063,
       2615.56964556, 2615.56946164, 2615.56934299, 2615.56926644]), 2640: array([ 4946.62474827,  5463.43475876,  5980.24476925,  6497.05477974,
        7013.86479023,  7530.67480072,  8047.48481121,  8564.2948217 ,
        9081.10483219,  9597.91484268, 10114.72485317, 10631.53486366,
       11148.34487415, 11665.15488464, 12181.96489513, 12698.77490562,
       13215.58491611, 13732.3949266 , 14249.20493709, 14766.01494758,
       15282.82495807, 15799.63496856, 16316.44497905, 16833.25498954,
       17350.06500003, 17866.87501052, 18383.68502101, 18900.4950315 ]), 2645: array([1941.94827857, 1959.99420011, 1973.94276691, 1984.72428977,
       1993.05785098, 1999.49926407, 2004.47814422, 2008.32656184,
       2011.30119022, 2013.60042456, 2015.37761414, 2016.75129005,
       2017.81307069, 2018.63377237, 2019.26813245, 2019.75846008,
       2020.13745805, 2020.43040394, 2020.65683601, 2020.83185632,
       2020.967138  , 2021.07170376, 2021.1525277 , 2021.21500044,
       2021.26328864, 2021.30061293, 2021.32946269, 2021.35176206]), 2650: array([206.67741755, 206.6609198 , 206.65493745, 206.65276816,
       206.65198154, 206.6516963 , 206.65159287, 206.65155536,
       206.65154176, 206.65153683, 206.65153504, 206.65153439,
       206.65153416, 206.65153407, 206.65153404, 206.65153403,
       206.65153403, 206.65153403, 206.65153403, 206.65153403,
       206.65153402, 206.65153402, 206.65153402, 206.65153402,
       206.65153402, 206.65153402, 206.65153402, 206.65153402]), 2655: array([16.6980387 , 16.69794672, 16.69790194, 16.69788014, 16.69786952,
       16.69786436, 16.69786184, 16.69786062, 16.69786002, 16.69785973,
       16.69785959, 16.69785952, 16.69785949, 16.69785947, 16.69785946,
       16.69785946, 16.69785946, 16.69785946, 16.69785946, 16.69785946,
       16.69785946, 16.69785946, 16.69785946, 16.69785946, 16.69785946,
       16.69785946, 16.69785946, 16.69785946]), 2660: array([50.01289917, 50.34832521, 50.60264034, 50.79545834, 50.94165013,
       51.05249061, 51.13652824, 51.20024434, 51.24855296, 51.28517985,
       51.31294981, 51.3340046 , 51.34996803, 51.36207127, 51.37124777,
       51.37820525, 51.38348032, 51.3874798 , 51.39051214, 51.39281122,
       51.39455435, 51.39587596, 51.39687799, 51.39763772, 51.39821373,
       51.39865045, 51.39898157, 51.39923262]), 2665: array([105.31440969, 106.53177078, 107.48790197, 108.2388598 ,
       108.82867182, 109.29191782, 109.65575725, 109.94152145,
       110.16596435, 110.34224472, 110.48069761, 110.58944031,
       110.67484823, 110.74192872, 110.79461461, 110.83599479,
       110.86849531, 110.89402165, 110.91407037, 110.92981689,
       110.94218441, 110.95189802, 110.95952722, 110.96551929,
       110.97022554, 110.97392189, 110.97682505, 110.97910523]), 2670: array([15.11866157, 12.67185256, 10.621036  ,  8.90212431,  7.4614019 ,
        6.25384651,  5.24172232,  4.39340066,  3.68237168,  3.08641589,
        2.58690979,  2.16824393,  1.81733511,  1.52321749,  1.27669997,
        1.07007894,  0.89689753,  0.75174386,  0.63008191,  0.52810977,
        0.44264084,  0.37100423,  0.31096132,  0.26063577,  0.21845493,
        0.18310064,  0.15346811,  0.12863132]), 2675: array([46.6755076 , 47.08972596, 47.40922606, 47.6556669 , 47.84575475,
       47.9923757 , 48.10546921, 48.19270192, 48.25998735, 48.3118868 ,
       48.35191853, 48.38279631, 48.40661335, 48.4249842 , 48.43915424,
       48.45008406, 48.45851458, 48.46501731, 48.47003308, 48.47390191,
       48.47688607, 48.47918784, 48.48096327, 48.48233272, 48.48338902,
       48.48420378, 48.48483223, 48.48531698]), 2680: array([179.65755537, 181.67299993, 183.25128707, 184.48723784,
       185.45510629, 186.21304046, 186.8065759 , 187.27137128,
       187.63535082, 187.92038184, 188.14358856, 188.31838092,
       188.45526017, 188.56244979, 188.64638959, 188.71212253,
       188.76359776, 188.80390781, 188.83547447, 188.86019419,
       188.87955212, 188.89471124, 188.90658229, 188.91587847,
       188.92315827, 188.92885906, 188.93332332, 188.93681927]), 2685: array([1.66069153e+01, 1.24127429e+01, 9.27783327e+00, 6.93466349e+00,
       5.18327499e+00, 3.87420994e+00, 2.89575695e+00, 2.16441801e+00,
       1.61778301e+00, 1.20920388e+00, 9.03813817e-01, 6.75551805e-01,
       5.04938703e-01, 3.77414942e-01, 2.82098056e-01, 2.10854008e-01,
       1.57603063e-01, 1.17800957e-01, 8.80511065e-02, 6.58147552e-02,
       4.91943250e-02, 3.67714820e-02, 2.74861009e-02, 2.05457973e-02,
       1.53583082e-02, 1.14809498e-02, 8.58284109e-03, 6.41666674e-03]), 2690: array([39.61253272, 39.74641792, 39.84482648, 39.91715894, 39.97032488,
       40.00940301, 40.0381263 , 40.05923855, 40.07475651, 40.08616256,
       40.09454625, 40.10070845, 40.1052378 , 40.10856697, 40.11101399,
       40.1128126 , 40.11413461, 40.11510632, 40.11582055, 40.11634553,
       40.1167314 , 40.11701502, 40.11722349, 40.11737671, 40.11748934,
       40.11757212, 40.11763297, 40.11767769]), 2695: array([143.8770226 , 181.57423655, 197.37500219, 203.99788406,
       206.77386121, 207.93741044, 208.42511143, 208.62953102,
       208.71521338, 208.75112709, 208.7661803 , 208.77248984,
       208.77513449, 208.77624299, 208.77670761, 208.77690236,
       208.77698399, 208.77701821, 208.77703255, 208.77703856,
       208.77704108, 208.77704213, 208.77704258, 208.77704276,
       208.77704284, 208.77704287, 208.77704289, 208.77704289]), 2700: array([259.64470007, 259.6156622 , 259.60295947, 259.59740262,
       259.59497175, 259.59390836, 259.59344318, 259.59323968,
       259.59315066, 259.59311172, 259.59309468, 259.59308723,
       259.59308397, 259.59308254, 259.59308192, 259.59308165,
       259.59308153, 259.59308147, 259.59308145, 259.59308144,
       259.59308144, 259.59308143, 259.59308143, 259.59308143,
       259.59308143, 259.59308143, 259.59308143, 259.59308143]), 2705: array([219.95412728, 219.92837723, 219.91727755, 219.91249298,
       219.91043056, 219.90954155, 219.90915834, 219.90899315,
       219.90892195, 219.90889125, 219.90887802, 219.90887232,
       219.90886986, 219.9088688 , 219.90886835, 219.90886815,
       219.90886806, 219.90886803, 219.90886801, 219.908868  ,
       219.908868  , 219.908868  , 219.908868  , 219.908868  ,
       219.908868  , 219.908868  , 219.908868  , 219.908868  ]), 2710: array([1.57444908, 1.56513084, 1.55586777, 1.54665952, 1.53750577,
       1.5284062 , 1.51936049, 1.51036833, 1.50142938, 1.49254335,
       1.48370991, 1.47492875, 1.46619957, 1.45752206, 1.4488959 ,
       1.44032081, 1.43179647, 1.42332258, 1.41489885, 1.40652498,
       1.39820068, 1.38992564, 1.38169958, 1.37352222, 1.36539325,
       1.3573124 , 1.34927937, 1.3412939 ]), 2715: array([4.09444179, 4.24584345, 4.39724512, 4.54864678, 4.70004845,
       4.85145011, 5.00285178, 5.15425344, 5.3056551 , 5.45705677,
       5.60845843, 5.7598601 , 5.91126176, 6.06266343, 6.21406509,
       6.36546676, 6.51686842, 6.66827008, 6.81967175, 6.97107341,
       7.12247508, 7.27387674, 7.42527841, 7.57668007, 7.72808174,
       7.8794834 , 8.03088506, 8.18228673]), 2720: array([ 35.28692086,  43.60139102,  51.91586118,  60.23033133,
        68.54480149,  76.85927165,  85.1737418 ,  93.48821196,
       101.80268212, 110.11715227, 118.43162243, 126.74609259,
       135.06056274, 143.3750329 , 151.68950306, 160.00397321,
       168.31844337, 176.63291353, 184.94738368, 193.26185384,
       201.576324  , 209.89079415, 218.20526431, 226.51973447,
       234.83420462, 243.14867478, 251.46314494, 259.77761509]), 2725: array([1.76496741, 1.56261964, 1.38347039, 1.22486002, 1.08443382,
       0.96010703, 0.85003391, 0.75258031, 0.66629945, 0.58991042,
       0.52227914, 0.46240156, 0.40938876, 0.3624537 , 0.3208996 ,
       0.28410954, 0.25153734, 0.22269944, 0.19716771, 0.17456312,
       0.15455006, 0.13683144, 0.1211442 , 0.10725545, 0.094959  ,
       0.0840723 , 0.07443373, 0.06590018]), 2730: array([2.74978202, 2.31374277, 1.94684728, 1.63813127, 1.37836909,
       1.159798  , 0.97588624, 0.8211378 , 0.69092819, 0.58136622,
       0.48917775, 0.41160782, 0.34633833, 0.29141878, 0.24520796,
       0.20632489, 0.1736076 , 0.14607837, 0.12291451, 0.1034238 ,
       0.08702378, 0.07322435, 0.06161312, 0.05184312, 0.04362237,
       0.0367052 , 0.0308849 , 0.02598754]), 2735: array([13.91696999, 13.91775734, 13.91815171, 13.91834924, 13.91844818,
       13.91849774, 13.91852256, 13.918535  , 13.91854122, 13.91854434,
       13.9185459 , 13.91854669, 13.91854708, 13.91854727, 13.91854737,
       13.91854742, 13.91854745, 13.91854746, 13.91854747, 13.91854747,
       13.91854747, 13.91854747, 13.91854747, 13.91854747, 13.91854747,
       13.91854747, 13.91854747, 13.91854747]), 2740: array([ 2.42857311,  3.45841578,  4.48825845,  5.51810112,  6.54794379,
        7.57778646,  8.60762913,  9.6374718 , 10.66731447, 11.69715713,
       12.7269998 , 13.75684247, 14.78668514, 15.81652781, 16.84637048,
       17.87621315, 18.90605582, 19.93589849, 20.96574116, 21.99558383,
       23.0254265 , 24.05526917, 25.08511183, 26.1149545 , 27.14479717,
       28.17463984, 29.20448251, 30.23432518]), 2745: array([1.85442751, 1.9405269 , 2.02662629, 2.11272568, 2.19882507,
       2.28492445, 2.37102384, 2.45712323, 2.54322262, 2.62932201,
       2.71542139, 2.80152078, 2.88762017, 2.97371956, 3.05981895,
       3.14591833, 3.23201772, 3.31811711, 3.4042165 , 3.49031588,
       3.57641527, 3.66251466, 3.74861405, 3.83471344, 3.92081282,
       4.00691221, 4.0930116 , 4.17911099]), 2750: array([55.63290027, 55.52570043, 55.45396994, 55.40597301, 55.37385689,
       55.35236707, 55.33798761, 55.3283659 , 55.32192774, 55.31761979,
       55.31473721, 55.31280839, 55.31151777, 55.31065417, 55.31007631,
       55.30968965, 55.30943093, 55.30925781, 55.30914197, 55.30906446,
       55.30901259, 55.30897789, 55.30895466, 55.30893913, 55.30892873,
       55.30892177, 55.30891712, 55.308914  ]), 2755: array([566.56249424, 469.91261857, 411.32690908, 375.81434031,
       354.28788698, 341.2393183 , 333.32974109, 328.53523732,
       325.62898004, 323.86731048, 322.79944918, 322.15214973,
       321.75977987, 321.52193925, 321.37776875, 321.29037772,
       321.2374044 , 321.20529386, 321.1858296 , 321.17403105,
       321.1668792 , 321.162544  , 321.15991615, 321.15832325,
       321.15735769, 321.1567724 , 321.15641761, 321.15620256]), 2760: array([ 5.89240623,  6.10222013,  6.31203404,  6.52184795,  6.73166186,
        6.94147577,  7.15128967,  7.36110358,  7.57091749,  7.7807314 ,
        7.9905453 ,  8.20035921,  8.41017312,  8.61998703,  8.82980094,
        9.03961484,  9.24942875,  9.45924266,  9.66905657,  9.87887048,
       10.08868438, 10.29849829, 10.5083122 , 10.71812611, 10.92794001,
       11.13775392, 11.34756783, 11.55738174]), 2765: array([26.24511548, 26.24495803, 26.2448806 , 26.24484251, 26.24482379,
       26.24481457, 26.24481004, 26.24480782, 26.24480672, 26.24480618,
       26.24480592, 26.24480579, 26.24480572, 26.24480569, 26.24480568,
       26.24480567, 26.24480567, 26.24480566, 26.24480566, 26.24480566,
       26.24480566, 26.24480566, 26.24480566, 26.24480566, 26.24480566,
       26.24480566, 26.24480566, 26.24480566]), 2770: array([29.26237471, 29.26306412, 29.26340947, 29.26358246, 29.26366912,
       29.26371253, 29.26373427, 29.26374516, 29.26375062, 29.26375335,
       29.26375472, 29.26375541, 29.26375575, 29.26375592, 29.26375601,
       29.26375605, 29.26375607, 29.26375608, 29.26375609, 29.26375609,
       29.26375609, 29.2637561 , 29.2637561 , 29.2637561 , 29.2637561 ,
       29.2637561 , 29.2637561 , 29.2637561 ]), 2775: array([157.61231105, 170.09954074, 182.58677042, 195.07400011,
       207.56122979, 220.04845948, 232.53568917, 245.02291885,
       257.51014854, 269.99737823, 282.48460791, 294.9718376 ,
       307.45906728, 319.94629697, 332.43352666, 344.92075634,
       357.40798603, 369.89521571, 382.3824454 , 394.86967509,
       407.35690477, 419.84413446, 432.33136415, 444.81859383,
       457.30582352, 469.7930532 , 482.28028289, 494.76751258]), 2780: array([5.06499708, 5.06459941, 5.06441123, 5.06432218, 5.06428005,
       5.06426011, 5.06425067, 5.06424621, 5.06424409, 5.06424309,
       5.06424262, 5.0642424 , 5.06424229, 5.06424224, 5.06424222,
       5.06424221, 5.0642422 , 5.0642422 , 5.0642422 , 5.0642422 ,
       5.0642422 , 5.0642422 , 5.0642422 , 5.0642422 , 5.0642422 ,
       5.0642422 , 5.0642422 , 5.0642422 ]), 2785: array([834.99381021, 845.73381782, 854.21890105, 860.92249382,
       866.21862997, 870.40281285, 873.70850325, 876.32014554,
       878.383459  , 880.01356831, 881.30142709, 882.31889276,
       883.12273584, 883.7578076 , 884.2595425 , 884.65593537,
       884.96910335, 885.21651996, 885.41199009, 885.56642017,
       885.68842679, 885.78481745, 885.86097035, 885.92113453,
       885.9686669 , 886.00621958, 886.03588788, 886.05932714]), 2790: array([2121.87133905, 2116.55047779, 2113.11142635, 2110.88865185,
       2109.45199799, 2108.52344033, 2107.9232823 , 2107.53538001,
       2107.28466572, 2107.12262065, 2107.01788547, 2106.95019161,
       2106.90643879, 2106.87815988, 2106.85988226, 2106.84806883,
       2106.84043341, 2106.83549838, 2106.8323087 , 2106.83024711,
       2106.82891463, 2106.8280534 , 2106.82749677, 2106.82713699,
       2106.82690446, 2106.82675416, 2106.82665702, 2106.82659424]), 2795: array([ 4.38075864,  4.59545417,  4.81014971,  5.02484525,  5.23954078,
        5.45423632,  5.66893185,  5.88362739,  6.09832292,  6.31301846,
        6.52771399,  6.74240953,  6.95710507,  7.1718006 ,  7.38649614,
        7.60119167,  7.81588721,  8.03058274,  8.24527828,  8.45997382,
        8.67466935,  8.88936489,  9.10406042,  9.31875596,  9.53345149,
        9.74814703,  9.96284257, 10.1775381 ]), 2800: array([50.84701375, 50.85693158, 50.86214766, 50.86489095, 50.86633373,
       50.86709253, 50.86749161, 50.8677015 , 50.86781188, 50.86786994,
       50.86790047, 50.86791653, 50.86792497, 50.86792941, 50.86793175,
       50.86793298, 50.86793362, 50.86793396, 50.86793414, 50.86793424,
       50.86793429, 50.86793431, 50.86793433, 50.86793433, 50.86793434,
       50.86793434, 50.86793434, 50.86793434]), 2805: array([39.47157284, 39.3808386 , 39.2921616 , 39.20549519, 39.12079377,
       39.0380128 , 38.95710874, 38.87803903, 38.80076208, 38.72523724,
       38.65142479, 38.57928589, 38.50878262, 38.43987787, 38.37253542,
       38.30671983, 38.24239648, 38.17953155, 38.11809197, 38.05804541,
       37.9993603 , 37.94200577, 37.88595164, 37.83116844, 37.77762735,
       37.7253002 , 37.67415947, 37.62417827]), 2810: array([71.96863679, 71.98699159, 71.99684078, 72.00212586, 72.00496183,
       72.00648361, 72.00730019, 72.00773838, 72.0079735 , 72.00809967,
       72.00816738, 72.0082037 , 72.0082232 , 72.00823366, 72.00823927,
       72.00824228, 72.0082439 , 72.00824477, 72.00824523, 72.00824548,
       72.00824562, 72.00824569, 72.00824573, 72.00824575, 72.00824576,
       72.00824577, 72.00824577, 72.00824577]), 2815: array([159.91448357, 159.91630518, 159.91723799, 159.91771566,
       159.91796027, 159.91808553, 159.91814967, 159.91818252,
       159.91819934, 159.91820795, 159.91821236, 159.91821462,
       159.91821578, 159.91821637, 159.91821667, 159.91821683,
       159.91821691, 159.91821695, 159.91821697, 159.91821698,
       159.91821698, 159.91821699, 159.91821699, 159.91821699,
       159.91821699, 159.91821699, 159.91821699, 159.91821699]), 2820: array([418.98949099, 420.899837  , 422.32263387, 423.3823115 ,
       424.17154341, 424.75935141, 425.19714194, 425.52320172,
       425.76604612, 425.94691296, 426.08161985, 426.18194751,
       426.25667004, 426.31232225, 426.35377118, 426.38464171,
       426.40763362, 426.42475765, 426.43751136, 426.44701014,
       426.45408468, 426.4593537 , 426.46327798, 426.46620072,
       426.46837754, 426.4699988 , 426.47120629, 426.47210561]), 2825: array([357.39585806, 336.6942938 , 323.20988172, 314.42651797,
       308.70528382, 304.97863409, 302.5512001 , 300.97003841,
       299.94011452, 299.26925129, 298.83227   , 298.54763278,
       298.36222816, 298.24146085, 298.16279645, 298.11155668,
       298.07818055, 298.05644029, 298.0422793 , 298.03305523,
       298.02704693, 298.0231333 , 298.02058407, 298.01892357,
       298.01784197, 298.01713745, 298.01667854, 298.01637962]), 2830: array([4108.13767583, 4109.15514238, 4109.694731  , 4109.9808887 ,
       4110.13264547, 4110.21312598, 4110.25580686, 4110.27844163,
       4110.29044543, 4110.29681135, 4110.30018736, 4110.30197774,
       4110.30292723, 4110.30343077, 4110.30369781, 4110.30383943,
       4110.30391453, 4110.30395436, 4110.30397548, 4110.30398668,
       4110.30399262, 4110.30399577, 4110.30399744, 4110.30399833,
       4110.3039988 , 4110.30399905, 4110.30399918, 4110.30399925]), 2835: array([1041.06369747, 1041.17339686, 1041.229576  , 1041.25834641,
       1041.27308028, 1041.28062577, 1041.28448997, 1041.28646889,
       1041.28748234, 1041.28800134, 1041.28826713, 1041.28840325,
       1041.28847296, 1041.28850866, 1041.28852694, 1041.2885363 ,
       1041.2885411 , 1041.28854355, 1041.28854481, 1041.28854545,
       1041.28854578, 1041.28854595, 1041.28854604, 1041.28854608,
       1041.28854611, 1041.28854612, 1041.28854612, 1041.28854613]), 2840: array([2372.48968178, 2367.38383187, 2364.02464088, 2361.81459468,
       2360.36058263, 2359.40397319, 2358.77461004, 2358.36054557,
       2358.08812831, 2357.9089022 , 2357.7909875 , 2357.71341022,
       2357.66237132, 2357.62879231, 2357.60670034, 2357.5921658 ,
       2357.58260338, 2357.57631217, 2357.57217311, 2357.56944998,
       2357.56765841, 2357.56647972, 2357.56570424, 2357.56519405,
       2357.56485839, 2357.56463755, 2357.56449226, 2357.56439668]), 2845: array([30.81401292, 31.04061625, 31.21357861, 31.34559775, 31.44636566,
       31.52328004, 31.58198744, 31.62679778, 31.66100072, 31.68710723,
       31.70703388, 31.72224353, 31.7338528 , 31.74271395, 31.74947751,
       31.75464002, 31.75858047, 31.76158815, 31.76388386, 31.76563613,
       31.76697361, 31.76799449, 31.7687737 , 31.76936847, 31.76982244,
       31.77016895, 31.77043343, 31.7706353 ]), 2850: array([475.40442779, 562.83049721, 633.36075604, 690.26045933,
       736.16382462, 773.19598512, 803.07137449, 827.1730979 ,
       846.61696404, 862.30314232, 874.95783698, 885.16690729,
       893.40299037, 900.04738232, 905.4076906 , 909.73207499,
       913.22073636, 916.03518508, 918.30571831, 920.13745224,
       921.61518844, 922.8073399 , 923.76909824, 924.54498883,
       925.17093215, 925.67590675, 926.08329083, 926.41194457]), 2855: array([1157.49361575, 1157.37760492, 1157.32326612, 1157.29781414,
       1157.28589257, 1157.28030858, 1157.27769307, 1157.27646798,
       1157.27589416, 1157.27562538, 1157.27549949, 1157.27544052,
       1157.2754129 , 1157.27539996, 1157.2753939 , 1157.27539106,
       1157.27538974, 1157.27538911, 1157.27538882, 1157.27538868,
       1157.27538862, 1157.27538859, 1157.27538858, 1157.27538857,
       1157.27538857, 1157.27538857, 1157.27538856, 1157.27538856]), 2860: array([1.25751493e+00, 9.57123108e-01, 7.28488109e-01, 5.54468847e-01,
       4.22018855e-01, 3.21208174e-01, 2.44478887e-01, 1.86078494e-01,
       1.41628635e-01, 1.07796844e-01, 8.20467029e-02, 6.24476890e-02,
       4.75304367e-02, 3.61765790e-02, 2.75349015e-02, 2.09575254e-02,
       1.59513360e-02, 1.21410121e-02, 9.24088846e-03, 7.03353888e-03,
       5.35347524e-03, 4.07474085e-03, 3.10146722e-03, 2.36068668e-03,
       1.79686187e-03, 1.36772207e-03, 1.04109408e-03, 7.92490131e-04]), 2865: array([  8.62097833,  13.63602192,  18.65106551,  23.6661091 ,
        28.68115269,  33.69619629,  38.71123988,  43.72628347,
        48.74132706,  53.75637065,  58.77141424,  63.78645783,
        68.80150142,  73.81654501,  78.8315886 ,  83.84663219,
        88.86167579,  93.87671938,  98.89176297, 103.90680656,
       108.92185015, 113.93689374, 118.95193733, 123.96698092,
       128.98202451, 133.9970681 , 139.01211169, 144.02715529]), 2870: array([24.79028046, 26.89264144, 28.99500242, 31.0973634 , 33.19972438,
       35.30208536, 37.40444634, 39.50680732, 41.6091683 , 43.71152928,
       45.81389026, 47.91625124, 50.01861222, 52.1209732 , 54.22333418,
       56.32569516, 58.42805614, 60.53041712, 62.6327781 , 64.73513908,
       66.83750006, 68.93986104, 71.04222202, 73.144583  , 75.24694398,
       77.34930496, 79.45166594, 81.55402692]), 2875: array([102.21551052, 109.71510506, 117.21469959, 124.71429413,
       132.21388867, 139.71348321, 147.21307775, 154.71267228,
       162.21226682, 169.71186136, 177.2114559 , 184.71105044,
       192.21064497, 199.71023951, 207.20983405, 214.70942859,
       222.20902313, 229.70861766, 237.2082122 , 244.70780674,
       252.20740128, 259.70699582, 267.20659035, 274.70618489,
       282.20577943, 289.70537397, 297.20496851, 304.70456304]), 2880: array([16.11103701, 16.75803255, 17.4050281 , 18.05202365, 18.6990192 ,
       19.34601475, 19.9930103 , 20.64000585, 21.2870014 , 21.93399695,
       22.58099249, 23.22798804, 23.87498359, 24.52197914, 25.16897469,
       25.81597024, 26.46296579, 27.10996134, 27.75695689, 28.40395243,
       29.05094798, 29.69794353, 30.34493908, 30.99193463, 31.63893018,
       32.28592573, 32.93292128, 33.57991683]), 2885: array([48.3373238 , 48.34638454, 48.35114786, 48.35365199, 48.35496844,
       48.35566051, 48.35602433, 48.3562156 , 48.35631615, 48.35636902,
       48.35639681, 48.35641141, 48.35641909, 48.35642313, 48.35642525,
       48.35642637, 48.35642696, 48.35642727, 48.35642743, 48.35642751,
       48.35642756, 48.35642758, 48.35642759, 48.3564276 , 48.3564276 ,
       48.35642761, 48.35642761, 48.35642761]), 2890: array([170.6598661 , 188.0676708 , 205.4754755 , 222.8832802 ,
       240.29108489, 257.69888959, 275.10669429, 292.51449899,
       309.92230369, 327.33010839, 344.73791309, 362.14571779,
       379.55352249, 396.96132719, 414.36913189, 431.77693659,
       449.18474129, 466.59254599, 484.00035069, 501.40815539,
       518.81596009, 536.22376479, 553.63156949, 571.03937419,
       588.44717889, 605.85498359, 623.26278829, 640.67059299]), 2895: array([10.4266166 ,  9.52355853,  8.81109719,  8.24900579,  7.80554773,
        7.45568459,  7.17966251,  6.96189683,  6.79009212,  6.65454799,
        6.54761141,  6.46324453,  6.39668388,  6.34417132,  6.3027419 ,
        6.27005645,  6.24426949,  6.22392506,  6.20787445,  6.19521144,
        6.18522105,  6.1773392 ,  6.17112087,  6.16621496,  6.16234448,
        6.15929089,  6.15688178,  6.15498113]), 2900: array([8.40621914, 8.39557823, 8.38946651, 8.38595617, 8.38393997,
       8.38278195, 8.38211682, 8.3817348 , 8.38151538, 8.38138936,
       8.38131697, 8.3812754 , 8.38125152, 8.3812378 , 8.38122993,
       8.3812254 , 8.3812228 , 8.38122131, 8.38122045, 8.38121996,
       8.38121968, 8.38121952, 8.38121942, 8.38121937, 8.38121934,
       8.38121932, 8.38121931, 8.3812193 ]), 2905: array([2.35425459, 2.35454831, 2.35470008, 2.3547785 , 2.35481902,
       2.35483996, 2.35485078, 2.35485637, 2.35485926, 2.35486075,
       2.35486152, 2.35486192, 2.35486212, 2.35486223, 2.35486228,
       2.35486231, 2.35486233, 2.35486233, 2.35486234, 2.35486234,
       2.35486234, 2.35486234, 2.35486234, 2.35486234, 2.35486234,
       2.35486234, 2.35486234, 2.35486234]), 2910: array([8.03795479, 8.03734868, 8.0370701 , 8.03694206, 8.03688321,
       8.03685616, 8.03684373, 8.03683801, 8.03683539, 8.03683418,
       8.03683363, 8.03683337, 8.03683325, 8.0368332 , 8.03683317,
       8.03683316, 8.03683316, 8.03683316, 8.03683315, 8.03683315,
       8.03683315, 8.03683315, 8.03683315, 8.03683315, 8.03683315,
       8.03683315, 8.03683315, 8.03683315]), 2915: array([16.84467472, 16.84697357, 16.84817847, 16.84881   , 16.849141  ,
       16.8493145 , 16.84940543, 16.84945309, 16.84947807, 16.84949116,
       16.84949802, 16.84950162, 16.84950351, 16.84950449, 16.84950501,
       16.84950528, 16.84950543, 16.8495055 , 16.84950554, 16.84950556,
       16.84950557, 16.84950558, 16.84950558, 16.84950558, 16.84950558,
       16.84950558, 16.84950558, 16.84950558]), 2920: array([8.81745511, 7.86145606, 7.28270757, 6.9323413 , 6.72023446,
       6.59182793, 6.51409241, 6.46703241, 6.43854294, 6.42129581,
       6.41085464, 6.40453371, 6.4007071 , 6.39839052, 6.3969881 ,
       6.39613909, 6.39562512, 6.39531396, 6.39512559, 6.39501156,
       6.39494252, 6.39490073, 6.39487543, 6.39486011, 6.39485084,
       6.39484523, 6.39484183, 6.39483977]), 2925: array([ 9.98869733, 11.20626269, 11.70634578, 11.91174182, 11.99610287,
       12.03075196, 12.04498316, 12.05082826, 12.05322898, 12.05421501,
       12.05462   , 12.05478634, 12.05485466, 12.05488272, 12.05489424,
       12.05489898, 12.05490092, 12.05490172, 12.05490205, 12.05490218,
       12.05490224, 12.05490226, 12.05490227, 12.05490227, 12.05490227,
       12.05490227, 12.05490227, 12.05490227]), 2930: array([3.0468563 , 4.40665703, 5.31829157, 5.92946755, 6.33921077,
       6.61390991, 6.79807308, 6.92153934, 7.00431332, 7.05980646,
       7.09701005, 7.12195199, 7.13867351, 7.14988392, 7.15739957,
       7.1624382 , 7.16581619, 7.16808085, 7.16959912, 7.170617  ,
       7.1712994 , 7.17175689, 7.1720636 , 7.17226923, 7.17240708,
       7.1724995 , 7.17256146, 7.172603  ]), 2935: array([187.45783493, 194.26010279, 201.06237065, 207.86463851,
       214.66690637, 221.46917423, 228.27144209, 235.07370995,
       241.87597781, 248.67824567, 255.48051353, 262.28278139,
       269.08504925, 275.88731712, 282.68958498, 289.49185284,
       296.2941207 , 303.09638856, 309.89865642, 316.70092428,
       323.50319214, 330.30546   , 337.10772786, 343.90999572,
       350.71226358, 357.51453144, 364.3167993 , 371.11906716]), 2940: array([170.77749246, 170.77290094, 170.77065219, 170.76955083,
       170.76901143, 170.76874725, 170.76861787, 170.7685545 ,
       170.76852346, 170.76850826, 170.76850082, 170.76849717,
       170.76849539, 170.76849451, 170.76849409, 170.76849388,
       170.76849377, 170.76849372, 170.7684937 , 170.76849369,
       170.76849368, 170.76849368, 170.76849368, 170.76849368,
       170.76849368, 170.76849368, 170.76849368, 170.76849368]), 2945: array([23.73811865, 23.73993525, 23.74085372, 23.74131809, 23.74155287,
       23.74167157, 23.74173159, 23.74176193, 23.74177728, 23.74178503,
       23.74178895, 23.74179094, 23.74179194, 23.74179245, 23.7417927 ,
       23.74179283, 23.7417929 , 23.74179293, 23.74179295, 23.74179296,
       23.74179296, 23.74179296, 23.74179296, 23.74179296, 23.74179297,
       23.74179297, 23.74179297, 23.74179297]), 2950: array([67.74512674, 71.59633615, 73.58279015, 74.60740322, 75.13589869,
       75.40849668, 75.54910274, 75.62162735, 75.65903555, 75.6783307 ,
       75.68828314, 75.6934166 , 75.69606445, 75.69743021, 75.69813466,
       75.69849802, 75.69868544, 75.69878212, 75.69883198, 75.6988577 ,
       75.69887096, 75.69887781, 75.69888134, 75.69888316, 75.6988841 ,
       75.69888458, 75.69888483, 75.69888496]), 2955: array([123.84698469, 123.83405037, 123.82895777, 123.82695266,
       123.82616319, 123.82585236, 123.82572997, 123.82568178,
       123.82566281, 123.82565534, 123.8256524 , 123.82565124,
       123.82565079, 123.82565061, 123.82565054, 123.82565051,
       123.8256505 , 123.82565049, 123.82565049, 123.82565049,
       123.82565049, 123.82565049, 123.82565049, 123.82565049,
       123.82565049, 123.82565049, 123.82565049, 123.82565049]), 2960: array([99.8999975 , 99.88632294, 99.88016421, 99.87739046, 99.87614122,
       99.87557858, 99.87532519, 99.87521106, 99.87515966, 99.87513651,
       99.87512609, 99.87512139, 99.87511928, 99.87511833, 99.8751179 ,
       99.8751177 , 99.87511762, 99.87511758, 99.87511756, 99.87511755,
       99.87511755, 99.87511755, 99.87511755, 99.87511755, 99.87511755,
       99.87511755, 99.87511755, 99.87511755]), 2965: array([44.26737114, 44.6227193 , 44.89519609, 45.10412808, 45.26433467,
       45.3871792 , 45.48137494, 45.55360313, 45.60898685, 45.65145443,
       45.68401808, 45.7089875 , 45.72813376, 45.74281488, 45.7540722 ,
       45.76270417, 45.76932307, 45.77439836, 45.77829004, 45.78127413,
       45.78356229, 45.78531683, 45.78666219, 45.78769379, 45.78848482,
       45.78909136, 45.78955646, 45.78991309]), 2970: array([ 26.78420723,  31.97712376,  37.1700403 ,  42.36295683,
        47.55587337,  52.7487899 ,  57.94170644,  63.13462297,
        68.3275395 ,  73.52045604,  78.71337257,  83.90628911,
        89.09920564,  94.29212218,  99.48503871, 104.67795524,
       109.87087178, 115.06378831, 120.25670485, 125.44962138,
       130.64253792, 135.83545445, 141.02837099, 146.22128752,
       151.41420405, 156.60712059, 161.80003712, 166.99295366]), 2975: array([64.64416525, 64.63622765, 64.6327035 , 64.63113884, 64.63044416,
       64.63013574, 64.6299988 , 64.62993801, 64.62991101, 64.62989903,
       64.62989371, 64.62989135, 64.6298903 , 64.62988983, 64.62988963,
       64.62988953, 64.62988949, 64.62988947, 64.62988947, 64.62988946,
       64.62988946, 64.62988946, 64.62988946, 64.62988946, 64.62988946,
       64.62988946, 64.62988946, 64.62988946]), 2980: array([335.19427278, 305.02558469, 283.07095049, 267.09392285,
       255.46697386, 247.00570397, 240.8481911 , 236.36718939,
       233.10623375, 230.73314123, 229.00617259, 227.74940714,
       226.83482227, 226.16925218, 225.68489742, 225.33241833,
       225.07590902, 224.88923971, 224.75339501, 224.65453686,
       224.58259491, 224.53024064, 224.49214092, 224.46441464,
       224.44423742, 224.42955386, 224.41886821, 224.41109196]), 2985: array([102.05795909, 117.49793361, 132.93790813, 148.37788265,
       163.81785718, 179.2578317 , 194.69780622, 210.13778074,
       225.57775526, 241.01772978, 256.4577043 , 271.89767882,
       287.33765334, 302.77762786, 318.21760238, 333.6575769 ,
       349.09755142, 364.53752594, 379.97750046, 395.41747498,
       410.8574495 , 426.29742402, 441.73739854, 457.17737306,
       472.61734758, 488.0573221 , 503.49729662, 518.93727114]), 2990: array([ 515.20893822,  836.45251657, 1101.24211044, 1319.49870372,
       1499.39980864, 1647.68585611, 1769.91274229, 1870.6599937 ,
       1953.70235029, 2022.15119521, 2078.57113033, 2125.07606525,
       2163.40842008, 2195.00440939, 2221.04785349, 2242.51453315,
       2260.20874953, 2274.79345935, 2286.8151141 , 2296.72413421,
       2304.89178514, 2311.62408772, 2317.17328399, 2321.74728804,
       2325.517476  , 2328.62510712, 2331.18661632, 2333.29797676]), 2995: array([268.33303994, 280.01639614, 291.69975234, 303.38310853,
       315.06646473, 326.74982093, 338.43317712, 350.11653332,
       361.79988952, 373.48324571, 385.16660191, 396.84995811,
       408.5333143 , 420.2166705 , 431.90002669, 443.58338289,
       455.26673909, 466.95009528, 478.63345148, 490.31680768,
       502.00016387, 513.68352007, 525.36687627, 537.05023246,
       548.73358866, 560.41694486, 572.10030105, 583.78365725]), 3000: array([4.0106663 , 3.85189626, 3.72597764, 3.62611309, 3.54691171,
       3.48409803, 3.43428126, 3.39477218, 3.36343799, 3.33858722,
       3.31887838, 3.30324753, 3.29085088, 3.28101926, 3.27322191,
       3.26703793, 3.26213349, 3.25824383, 3.25515899, 3.25271244,
       3.25077211, 3.24923326, 3.24801282, 3.2470449 , 3.24627725,
       3.24566844, 3.2451856 , 3.24480267]), 3005: array([39.18997538, 39.26840035, 39.32479797, 39.36535508, 39.39452085,
       39.41549477, 39.43057772, 39.44142429, 39.44922436, 39.45483362,
       39.45886739, 39.46176819, 39.46385424, 39.46535437, 39.46643316,
       39.46720895, 39.46776684, 39.46816804, 39.46845655, 39.46866402,
       39.46881322, 39.46892052, 39.46899768, 39.46905317, 39.46909307,
       39.46912176, 39.4691424 , 39.46915724]), 3010: array([2.47469122e-02, 1.79059132e-02, 1.29565414e-02, 9.37573660e-03,
       6.78507190e-03, 4.91076041e-03, 3.55472095e-03, 2.57364441e-03,
       1.86384856e-03, 1.35032070e-03, 9.78790111e-04, 7.09992667e-04,
       5.15521286e-04, 3.74823826e-04, 2.73031083e-04, 1.99385385e-04,
       1.46103701e-04, 1.07555111e-04, 7.96657175e-05, 5.94881120e-05,
       4.48898825e-05, 3.43282574e-05, 2.66870619e-05, 2.11587585e-05,
       1.71591044e-05, 1.42654078e-05, 1.21718568e-05, 1.06572004e-05]), 3015: array([89.64417099, 89.40494039, 89.25045142, 89.15068643, 89.08626077,
       89.04465633, 89.01778926, 89.0004392 , 88.98923498, 88.98199958,
       88.97732714, 88.9743098 , 88.97236128, 88.97110298, 88.9702904 ,
       88.96976566, 88.96942679, 88.96920796, 88.96906665, 88.96897539,
       88.96891646, 88.9688784 , 88.96885382, 88.96883795, 88.9688277 ,
       88.96882109, 88.96881681, 88.96881405]), 3020: array([113.89665407, 113.91181742, 113.91971454, 113.92382739,
       113.92596937, 113.92708492, 113.92766591, 113.92796848,
       113.92812607, 113.92820814, 113.92825088, 113.92827314,
       113.92828473, 113.92829077, 113.92829392, 113.92829555,
       113.92829641, 113.92829685, 113.92829708, 113.9282972 ,
       113.92829727, 113.9282973 , 113.92829732, 113.92829732,
       113.92829733, 113.92829733, 113.92829733, 113.92829733]), 3025: array([329.62081884, 329.59047281, 329.57603104, 329.56915815,
       329.56588732, 329.56433072, 329.56358993, 329.56323738,
       329.5630696 , 329.56298976, 329.56295176, 329.56293367,
       329.56292507, 329.56292097, 329.56291902, 329.5629181 ,
       329.56291765, 329.56291744, 329.56291734, 329.5629173 ,
       329.56291727, 329.56291726, 329.56291726, 329.56291726,
       329.56291726, 329.56291725, 329.56291725, 329.56291725]), 3030: array([138.17938573, 194.4646776 , 226.1775718 , 244.04560846,
       254.11301927, 259.78531346, 262.98126145, 264.78195853,
       265.79652759, 266.36816754, 266.69024737, 266.87171722,
       266.97396301, 267.03157149, 267.06402991, 267.082318  ,
       267.09262208, 267.09842772, 267.1016988 , 267.10354183,
       267.10458025, 267.10516533, 267.10549498, 267.10568072,
       267.10578536, 267.10584433, 267.10587755, 267.10589627]), 3035: array([68.3429982 , 68.35927712, 68.36796167, 68.37259474, 68.3750664 ,
       68.376385  , 68.37708845, 68.37746373, 68.37766393, 68.37777074,
       68.37782772, 68.37785812, 68.37787433, 68.37788298, 68.3778876 ,
       68.37789006, 68.37789137, 68.37789208, 68.37789245, 68.37789265,
       68.37789276, 68.37789281, 68.37789284, 68.37789286, 68.37789287,
       68.37789287, 68.37789287, 68.37789288]), 3040: array([0.89797842, 0.8979808 , 0.89798318, 0.89798556, 0.89798793,
       0.89799031, 0.89799269, 0.89799507, 0.89799745, 0.89799983,
       0.89800221, 0.89800459, 0.89800696, 0.89800934, 0.89801172,
       0.8980141 , 0.89801648, 0.89801886, 0.89802124, 0.89802362,
       0.89802599, 0.89802837, 0.89803075, 0.89803313, 0.89803551,
       0.89803789, 0.89804027, 0.89804265]), 3045: array([29.04325242, 29.04689182, 29.04877925, 29.04975809, 29.05026572,
       29.05052898, 29.05066551, 29.05073632, 29.05077304, 29.05079208,
       29.05080196, 29.05080708, 29.05080974, 29.05081112, 29.05081183,
       29.0508122 , 29.05081239, 29.05081249, 29.05081255, 29.05081257,
       29.05081259, 29.05081259, 29.0508126 , 29.0508126 , 29.0508126 ,
       29.0508126 , 29.0508126 , 29.0508126 ]), 3050: array([142.60239554, 144.22061741, 145.48808818, 146.48083347,
       147.25840029, 147.86742878, 148.34444977, 148.71807602,
       149.01071843, 149.23993032, 149.41946032, 149.56007703,
       149.67021493, 149.75648034, 149.82404764, 149.87696967,
       149.91842079, 149.95088735, 149.97631675, 149.9962343 ,
       150.01183471, 150.02405371, 150.03362423, 150.04112034,
       150.04699165, 150.05159036, 150.05519228, 150.05801349]), 3055: array([677.99900862, 676.5010555 , 675.51247367, 674.86005403,
       674.42948635, 674.14533101, 673.95780123, 673.83404   ,
       673.75236314, 673.69846008, 673.66288648, 673.6394095 ,
       673.62391575, 673.61369056, 673.6069424 , 673.60248892,
       673.59954982, 673.59761015, 673.59633005, 673.59548524,
       673.59492771, 673.59455976, 673.59431693, 673.59415668,
       673.59405091, 673.59398112, 673.59393505, 673.59390465]), 3060: array([844.96463989, 857.25115637, 867.06070535, 874.89264463,
       881.14566127, 886.13806681, 890.12400104, 893.30636905,
       895.84717018, 897.8757446 , 899.49535746, 900.78845561,
       901.82086456, 902.64513938, 903.30324001, 903.82866724,
       904.2481681 , 904.58309738, 904.85050476, 905.06400269,
       905.23445934, 905.37055185, 905.47920804, 905.56595909,
       905.63522109, 905.69051984, 905.73467033, 905.76992007]), 3065: array([302.6860675 , 302.65821895, 302.64762795, 302.64360012,
       302.64206831, 302.64148576, 302.6412642 , 302.64117995,
       302.6411479 , 302.64113572, 302.64113108, 302.64112932,
       302.64112865, 302.64112839, 302.6411283 , 302.64112826,
       302.64112825, 302.64112824, 302.64112824, 302.64112824,
       302.64112824, 302.64112824, 302.64112824, 302.64112824,
       302.64112824, 302.64112824, 302.64112824, 302.64112824]), 3070: array([160.84833175, 179.011426  , 197.17452026, 215.33761451,
       233.50070877, 251.66380302, 269.82689728, 287.98999154,
       306.15308579, 324.31618005, 342.4792743 , 360.64236856,
       378.80546281, 396.96855707, 415.13165132, 433.29474558,
       451.45783983, 469.62093409, 487.78402834, 505.9471226 ,
       524.11021685, 542.27331111, 560.43640537, 578.59949962,
       596.76259388, 614.92568813, 633.08878239, 651.25187664]), 3075: array([22.44066418, 22.43763366, 22.43630313, 22.43571897, 22.43546249,
       22.43534989, 22.43530045, 22.43527875, 22.43526922, 22.43526503,
       22.4352632 , 22.43526239, 22.43526204, 22.43526188, 22.43526181,
       22.43526178, 22.43526177, 22.43526176, 22.43526176, 22.43526176,
       22.43526176, 22.43526176, 22.43526176, 22.43526176, 22.43526176,
       22.43526176, 22.43526176, 22.43526176]), 3080: array([62.78926513, 62.788273  , 62.78778216, 62.78753933, 62.7874192 ,
       62.78735976, 62.78733036, 62.78731581, 62.78730861, 62.78730505,
       62.78730329, 62.78730242, 62.78730199, 62.78730178, 62.78730167,
       62.78730162, 62.78730159, 62.78730158, 62.78730157, 62.78730157,
       62.78730157, 62.78730157, 62.78730157, 62.78730157, 62.78730157,
       62.78730157, 62.78730157, 62.78730157]), 3085: array([3.71487064, 3.69163717, 3.67476313, 3.66250783, 3.65360704,
       3.64714256, 3.64244753, 3.63903762, 3.63656106, 3.63476239,
       3.63345604, 3.63250727, 3.63181819, 3.63131773, 3.63095425,
       3.63069027, 3.63049854, 3.63035929, 3.63025816, 3.6301847 ,
       3.63013136, 3.63009261, 3.63006447, 3.63004404, 3.63002919,
       3.63001841, 3.63001058, 3.6300049 ]), 3090: array([9.68993212, 9.69165213, 9.69255337, 9.6930256 , 9.69327303,
       9.69340268, 9.69347062, 9.69350621, 9.69352486, 9.69353464,
       9.69353976, 9.69354244, 9.69354385, 9.69354458, 9.69354497,
       9.69354517, 9.69354528, 9.69354533, 9.69354536, 9.69354538,
       9.69354539, 9.69354539, 9.69354539, 9.69354539, 9.69354539,
       9.69354539, 9.69354539, 9.69354539]), 3095: array([19.97707286, 21.47766287, 22.97825287, 24.47884287, 25.97943288,
       27.48002288, 28.98061288, 30.48120288, 31.98179289, 33.48238289,
       34.98297289, 36.48356289, 37.9841529 , 39.4847429 , 40.9853329 ,
       42.48592291, 43.98651291, 45.48710291, 46.98769291, 48.48828292,
       49.98887292, 51.48946292, 52.99005292, 54.49064293, 55.99123293,
       57.49182293, 58.99241293, 60.49300294]), 3100: array([6.32134778, 6.29702626, 6.28155689, 6.27171781, 6.2654598 ,
       6.26147948, 6.25894785, 6.25733764, 6.25631349, 6.25566209,
       6.25524778, 6.25498426, 6.25481666, 6.25471005, 6.25464225,
       6.25459912, 6.25457169, 6.25455425, 6.25454315, 6.25453609,
       6.2545316 , 6.25452875, 6.25452693, 6.25452578, 6.25452504,
       6.25452458, 6.25452428, 6.25452409]), 3105: array([4.04832757, 4.04907678, 4.04947065, 4.04967772, 4.04978659,
       4.04984382, 4.04987391, 4.04988973, 4.04989805, 4.04990242,
       4.04990472, 4.04990593, 4.04990656, 4.04990689, 4.04990707,
       4.04990716, 4.04990721, 4.04990724, 4.04990725, 4.04990726,
       4.04990726, 4.04990726, 4.04990726, 4.04990726, 4.04990726,
       4.04990726, 4.04990726, 4.04990726]), 3110: array([ 6.94791879,  7.24251172,  7.53710465,  7.83169758,  8.12629051,
        8.42088344,  8.71547637,  9.0100693 ,  9.30466223,  9.59925516,
        9.89384809, 10.18844102, 10.48303395, 10.77762689, 11.07221982,
       11.36681275, 11.66140568, 11.95599861, 12.25059154, 12.54518447,
       12.8397774 , 13.13437033, 13.42896326, 13.72355619, 14.01814912,
       14.31274205, 14.60733498, 14.90192791]), 3115: array([6.13152643, 5.42848056, 4.80604653, 4.2549813 , 3.76710169,
       3.33516276, 2.95275031, 2.6141856 , 2.31444101, 2.04906539,
       1.81411796, 1.6061098 , 1.42195203, 1.25890995, 1.11456241,
       0.98676588, 0.87362261, 0.77345245, 0.68476788, 0.60625195,
       0.53673873, 0.47519596, 0.42070973, 0.37247094, 0.32976325,
       0.29195246, 0.25847708, 0.22884002]), 3120: array([33.40368479, 33.40006687, 33.39840477, 33.3976412 , 33.39729041,
       33.39712925, 33.39705522, 33.39702121, 33.39700558, 33.3969984 ,
       33.3969951 , 33.39699359, 33.39699289, 33.39699257, 33.39699243,
       33.39699236, 33.39699233, 33.39699231, 33.39699231, 33.3969923 ,
       33.3969923 , 33.3969923 , 33.3969923 , 33.3969923 , 33.3969923 ,
       33.3969923 , 33.3969923 , 33.3969923 ]), 3125: array([2.38785876, 2.3877747 , 2.38773501, 2.38771627, 2.38770743,
       2.38770325, 2.38770128, 2.38770035, 2.38769991, 2.3876997 ,
       2.38769961, 2.38769956, 2.38769954, 2.38769953, 2.38769952,
       2.38769952, 2.38769952, 2.38769952, 2.38769952, 2.38769952,
       2.38769952, 2.38769952, 2.38769952, 2.38769952, 2.38769952,
       2.38769952, 2.38769952, 2.38769952]), 3130: array([38.80395501, 38.81230183, 38.8166675 , 38.81895088, 38.82014516,
       38.82076981, 38.82109652, 38.8212674 , 38.82135678, 38.82140353,
       38.82142798, 38.82144077, 38.82144745, 38.82145095, 38.82145278,
       38.82145374, 38.82145424, 38.8214545 , 38.82145464, 38.82145471,
       38.82145475, 38.82145477, 38.82145478, 38.82145478, 38.82145479,
       38.82145479, 38.82145479, 38.82145479]), 3135: array([82.83605583, 82.82773135, 82.82427503, 82.82283997, 82.82224414,
       82.82199675, 82.82189403, 82.82185138, 82.82183368, 82.82182632,
       82.82182327, 82.821822  , 82.82182148, 82.82182126, 82.82182117,
       82.82182113, 82.82182111, 82.82182111, 82.82182111, 82.8218211 ,
       82.8218211 , 82.8218211 , 82.8218211 , 82.8218211 , 82.8218211 ,
       82.8218211 , 82.8218211 , 82.8218211 ]), 3140: array([124.02014241, 124.00991117, 124.006198  , 124.00485039,
       124.00436131, 124.00418381, 124.00411939, 124.00409601,
       124.00408752, 124.00408444, 124.00408332, 124.00408292,
       124.00408277, 124.00408272, 124.0040827 , 124.00408269,
       124.00408269, 124.00408269, 124.00408269, 124.00408269,
       124.00408269, 124.00408269, 124.00408269, 124.00408269,
       124.00408269, 124.00408269, 124.00408269, 124.00408269]), 3145: array([14.03583757, 14.6679714 , 15.30010522, 15.93223905, 16.56437287,
       17.1965067 , 17.82864053, 18.46077435, 19.09290818, 19.72504201,
       20.35717583, 20.98930966, 21.62144349, 22.25357731, 22.88571114,
       23.51784497, 24.14997879, 24.78211262, 25.41424645, 26.04638027,
       26.6785141 , 27.31064793, 27.94278175, 28.57491558, 29.2070494 ,
       29.83918323, 30.47131706, 31.10345088]), 3150: array([64.28884701, 64.09453174, 63.97634799, 63.90446789, 63.86074997,
       63.83416046, 63.81798856, 63.8081527 , 63.80217048, 63.79853205,
       63.79631913, 63.79497323, 63.79415464, 63.79365676, 63.79335396,
       63.79316979, 63.79305777, 63.79298965, 63.79294821, 63.79292301,
       63.79290768, 63.79289836, 63.79289269, 63.79288924, 63.79288714,
       63.79288587, 63.79288509, 63.79288462]), 3155: array([10.83950292, 11.32188148, 11.80426005, 12.28663862, 12.76901719,
       13.25139576, 13.73377433, 14.2161529 , 14.69853146, 15.18091003,
       15.6632886 , 16.14566717, 16.62804574, 17.11042431, 17.59280287,
       18.07518144, 18.55756001, 19.03993858, 19.52231715, 20.00469572,
       20.48707429, 20.96945285, 21.45183142, 21.93420999, 22.41658856,
       22.89896713, 23.3813457 , 23.86372426]), 3160: array([3.79080571, 3.56296438, 3.34881714, 3.14754095, 2.9583622 ,
       2.78055378, 2.61343231, 2.45635545, 2.3087195 , 2.16995701,
       2.03953465, 1.91695116, 1.80173539, 1.69344451, 1.59166231,
       1.4959976 , 1.40608269, 1.321572  , 1.24214071, 1.16748353,
       1.09731353, 1.031361  , 0.96937246, 0.91110966, 0.85634867,
       0.80487902, 0.75650288, 0.71103433]), 3165: array([ 8.63652343,  9.40284963, 10.16917582, 10.93550201, 11.7018282 ,
       12.46815439, 13.23448059, 14.00080678, 14.76713297, 15.53345916,
       16.29978535, 17.06611154, 17.83243774, 18.59876393, 19.36509012,
       20.13141631, 20.8977425 , 21.6640687 , 22.43039489, 23.19672108,
       23.96304727, 24.72937346, 25.49569965, 26.26202585, 27.02835204,
       27.79467823, 28.56100442, 29.32733061]), 3170: array([29.45393558, 30.65749446, 31.86105333, 33.06461221, 34.26817108,
       35.47172996, 36.67528883, 37.87884771, 39.08240658, 40.28596546,
       41.48952433, 42.69308321, 43.89664208, 45.10020096, 46.30375983,
       47.50731871, 48.71087758, 49.91443646, 51.11799533, 52.32155421,
       53.52511308, 54.72867196, 55.93223084, 57.13578971, 58.33934859,
       59.54290746, 60.74646634, 61.95002521]), 3175: array([164.97907199, 166.34647032, 167.39759148, 168.2055899 ,
       168.82669951, 169.3041474 , 169.67116231, 169.95328723,
       170.17015708, 170.33686527, 170.4650141 , 170.5635223 ,
       170.6392457 , 170.69745439, 170.7421995 , 170.77659514,
       170.80303511, 170.82335956, 170.838983  , 170.85099275,
       170.86022467, 170.86732126, 170.87277642, 170.87696981,
       170.88019328, 170.88267116, 170.88457591, 170.8860401 ]), 3180: array([20.99018803, 20.65369002, 20.43077033, 20.28309283, 20.18526098,
       20.12045036, 20.0775153 , 20.04907213, 20.0302294 , 20.01774666,
       20.00947723, 20.00399898, 20.00036981, 19.99796559, 19.99637287,
       19.99531774, 19.99461875, 19.99415569, 19.99384893, 19.99364571,
       19.99351108, 19.99342189, 19.99336281, 19.99332367, 19.99329774,
       19.99328056, 19.99326918, 19.99326164]), 3185: array([9.61188539, 8.37967686, 7.30543298, 6.36890327, 5.55243326,
       4.84063174, 4.22008059, 3.67908185, 3.20743718, 2.79625564,
       2.43778608, 2.12527102, 1.85281925, 1.61529481, 1.40822014,
       1.22769169, 1.07030634, 0.93309721, 0.8134778 , 0.70919316,
       0.61827743, 0.53901677, 0.46991703, 0.40967563, 0.35715696,
       0.311371  , 0.27145463, 0.23665539]), 3190: array([ 67.55071223,  80.01053063,  92.47034904, 104.93016744,
       117.38998584, 129.84980424, 142.30962264, 154.76944104,
       167.22925944, 179.68907785, 192.14889625, 204.60871465,
       217.06853305, 229.52835145, 241.98816985, 254.44798825,
       266.90780665, 279.36762506, 291.82744346, 304.28726186,
       316.74708026, 329.20689866, 341.66671706, 354.12653546,
       366.58635386, 379.04617226, 391.50599066, 403.96580906]), 3195: array([1.69408591, 1.51531126, 1.35540247, 1.21236864, 1.08442899,
       0.96999065, 0.86762883, 0.77606912, 0.6941716 , 0.62091661,
       0.55539212, 0.49678235, 0.44435759, 0.39746515, 0.35552121,
       0.31800355, 0.28444509, 0.25442801, 0.22757859, 0.20356255,
       0.1820809 , 0.16286618, 0.14567916, 0.13030587, 0.11655489,
       0.10425505, 0.09325318, 0.08341234]), 3200: array([140.11110454, 146.07967745, 152.04825037, 158.01682329,
       163.9853962 , 169.95396912, 175.92254204, 181.89111495,
       187.85968787, 193.82826079, 199.7968337 , 205.76540662,
       211.73397954, 217.70255246, 223.67112537, 229.63969829,
       235.60827121, 241.57684412, 247.54541704, 253.51398996,
       259.48256287, 265.45113579, 271.41970871, 277.38828162,
       283.35685454, 289.32542746, 295.29400037, 301.26257329]), 3205: array([2.07087807, 1.72335931, 1.43415848, 1.1934891 , 0.99320701,
       0.82653472, 0.68783209, 0.57240547, 0.47634886, 0.39641173,
       0.32988903, 0.27452967, 0.22846028, 0.19012191, 0.15821718,
       0.13166646, 0.10957128, 0.09118394, 0.07588223, 0.06314833,
       0.05255133, 0.04373265, 0.03639384, 0.03028658, 0.02520419,
       0.02097469, 0.01745495, 0.01452587]), 3210: array([3.32375493, 3.0972233 , 2.88613102, 2.6894258 , 2.50612709,
       2.33532118, 2.1761566 , 2.02783993, 1.88963185, 1.76084338,
       1.64083254, 1.52900107, 1.42479152, 1.32768441, 1.23719567,
       1.15287422, 1.07429973, 1.00108051, 0.93285157, 0.8692728 ,
       0.81002726, 0.75481962, 0.70337468, 0.65543598, 0.61076457,
       0.56913775, 0.53034802, 0.49420202]), 3215: array([ 66.05677808,  67.71951716,  69.38225623,  71.04499531,
        72.70773438,  74.37047346,  76.03321253,  77.69595161,
        79.35869068,  81.02142976,  82.68416883,  84.34690791,
        86.00964698,  87.67238606,  89.33512513,  90.99786421,
        92.66060328,  94.32334236,  95.98608143,  97.64882051,
        99.31155958, 100.97429866, 102.63703773, 104.29977681,
       105.96251589, 107.62525496, 109.28799404, 110.95073311]), 3220: array([0.01657817, 0.01657825, 0.01657832, 0.0165784 , 0.01657848,
       0.01657856, 0.01657864, 0.01657872, 0.0165788 , 0.01657888,
       0.01657896, 0.01657903, 0.01657911, 0.01657919, 0.01657927,
       0.01657935, 0.01657943, 0.01657951, 0.01657959, 0.01657966,
       0.01657974, 0.01657982, 0.0165799 , 0.01657998, 0.01658006,
       0.01658014, 0.01658022, 0.0165803 ]), 3225: array([ 7.96333719,  8.32940358,  8.69546997,  9.06153636,  9.42760275,
        9.79366914, 10.15973553, 10.52580193, 10.89186832, 11.25793471,
       11.6240011 , 11.99006749, 12.35613388, 12.72220027, 13.08826666,
       13.45433305, 13.82039944, 14.18646583, 14.55253222, 14.91859862,
       15.28466501, 15.6507314 , 16.01679779, 16.38286418, 16.74893057,
       17.11499696, 17.48106335, 17.84712974]), 3230: array([4.21386415, 4.33447486, 4.45508557, 4.57569628, 4.69630698,
       4.81691769, 4.9375284 , 5.05813911, 5.17874982, 5.29936052,
       5.41997123, 5.54058194, 5.66119265, 5.78180336, 5.90241407,
       6.02302477, 6.14363548, 6.26424619, 6.3848569 , 6.50546761,
       6.62607831, 6.74668902, 6.86729973, 6.98791044, 7.10852115,
       7.22913186, 7.34974256, 7.47035327]), 3235: array([5.42203276, 5.42278806, 5.42317834, 5.42338   , 5.4234842 ,
       5.42353804, 5.42356587, 5.42358024, 5.42358767, 5.42359151,
       5.42359349, 5.42359452, 5.42359505, 5.42359532, 5.42359546,
       5.42359553, 5.42359557, 5.42359559, 5.4235956 , 5.42359561,
       5.42359561, 5.42359561, 5.42359561, 5.42359561, 5.42359561,
       5.42359561, 5.42359561, 5.42359561]), 3240: array([25.77681738, 26.86377771, 27.95073803, 29.03769835, 30.12465867,
       31.211619  , 32.29857932, 33.38553964, 34.47249996, 35.55946029,
       36.64642061, 37.73338093, 38.82034126, 39.90730158, 40.9942619 ,
       42.08122222, 43.16818255, 44.25514287, 45.34210319, 46.42906351,
       47.51602384, 48.60298416, 49.68994448, 50.7769048 , 51.86386513,
       52.95082545, 54.03778577, 55.1247461 ]), 3245: array([3.6726883 , 3.21657474, 2.81710624, 2.46724799, 2.16083888,
       1.89248293, 1.65745429, 1.45161401, 1.27133718, 1.11344904,
       0.97516915, 0.85406233, 0.74799584, 0.65510183, 0.57374438,
       0.50249078, 0.4400862 , 0.38543169, 0.33756477, 0.29564247,
       0.25892653, 0.22677036, 0.19860769, 0.17394257, 0.15234062,
       0.13342143, 0.11685183, 0.10234002]), 3250: array([25.88515537, 25.88269496, 25.88152475, 25.88096818, 25.88070347,
       25.88057757, 25.88051769, 25.88048921, 25.88047567, 25.88046922,
       25.88046616, 25.8804647 , 25.88046401, 25.88046368, 25.88046352,
       25.88046345, 25.88046341, 25.8804634 , 25.88046339, 25.88046338,
       25.88046338, 25.88046338, 25.88046338, 25.88046338, 25.88046338,
       25.88046338, 25.88046338, 25.88046338]), 3255: array([27.81635491, 27.81282427, 27.81135682, 27.8107469 , 27.8104934 ,
       27.81038803, 27.81034424, 27.81032604, 27.81031847, 27.81031533,
       27.81031402, 27.81031348, 27.81031325, 27.81031316, 27.81031312,
       27.8103131 , 27.8103131 , 27.81031309, 27.81031309, 27.81031309,
       27.81031309, 27.81031309, 27.81031309, 27.81031309, 27.81031309,
       27.81031309, 27.81031309, 27.81031309]), 3260: array([4.01367787, 3.36384302, 2.81921976, 2.3627738 , 1.98022877,
       1.65961974, 1.39091896, 1.1657222 , 0.97698595, 0.81880707,
       0.68623816, 0.57513283, 0.48201603, 0.40397531, 0.33856978,
       0.28375375, 0.23781271, 0.19930975, 0.16704063, 0.13999604,
       0.11733011, 0.09833391, 0.08241329, 0.0690703 , 0.05788761,
       0.04851545, 0.04066069, 0.03407766]), 3265: array([50.01535604, 50.03298703, 50.04251743, 50.04766907, 50.05045378,
       50.05195905, 50.05277273, 50.05321255, 50.0534503 , 50.05357882,
       50.05364829, 50.05368584, 50.05370613, 50.05371711, 50.05372304,
       50.05372624, 50.05372798, 50.05372891, 50.05372942, 50.05372969,
       50.05372984, 50.05372992, 50.05372996, 50.05372999, 50.05373   ,
       50.05373001, 50.05373001, 50.05373001]), 3270: array([172.57640744, 191.85438505, 211.13236266, 230.41034028,
       249.68831789, 268.9662955 , 288.24427312, 307.52225073,
       326.80022834, 346.07820596, 365.35618357, 384.63416118,
       403.91213879, 423.19011641, 442.46809402, 461.74607163,
       481.02404925, 500.30202686, 519.58000447, 538.85798209,
       558.1359597 , 577.41393731, 596.69191492, 615.96989254,
       635.24787015, 654.52584776, 673.80382538, 693.08180299]), 3275: array([25.44966384, 25.45554057, 25.45861261, 25.4602185 , 25.46105797,
       25.46149681, 25.4617262 , 25.46184612, 25.4619088 , 25.46194157,
       25.4619587 , 25.46196766, 25.46197234, 25.46197478, 25.46197606,
       25.46197673, 25.46197708, 25.46197726, 25.46197736, 25.46197741,
       25.46197744, 25.46197745, 25.46197746, 25.46197746, 25.46197746,
       25.46197746, 25.46197746, 25.46197746]), 3280: array([9.24928908, 9.25380244, 9.25628808, 9.25765699, 9.25841089,
       9.25882608, 9.25905474, 9.25918066, 9.25925002, 9.25928821,
       9.25930925, 9.25932083, 9.25932721, 9.25933072, 9.25933266,
       9.25933372, 9.25933431, 9.25933463, 9.25933481, 9.25933491,
       9.25933496, 9.25933499, 9.25933501, 9.25933502, 9.25933502,
       9.25933503, 9.25933503, 9.25933503]), 3285: array([86.51973247, 86.54287067, 86.55514984, 86.56166625, 86.56512442,
       86.56695964, 86.56793356, 86.56845041, 86.5687247 , 86.56887026,
       86.56894751, 86.5689885 , 86.56901025, 86.5690218 , 86.56902793,
       86.56903118, 86.5690329 , 86.56903382, 86.56903431, 86.56903456,
       86.5690347 , 86.56903477, 86.56903481, 86.56903483, 86.56903484,
       86.56903485, 86.56903485, 86.56903485]), 3290: array([ 685.87701598,  715.3019223 ,  744.72682863,  774.15173495,
        803.57664127,  833.00154759,  862.42645391,  891.85136023,
        921.27626656,  950.70117288,  980.1260792 , 1009.55098552,
       1038.97589184, 1068.40079816, 1097.82570449, 1127.25061081,
       1156.67551713, 1186.10042345, 1215.52532977, 1244.9502361 ,
       1274.37514242, 1303.80004874, 1333.22495506, 1362.64986138,
       1392.0747677 , 1421.49967403, 1450.92458035, 1480.34948667]), 3295: array([30.74220143, 32.01272391, 33.28324639, 34.55376887, 35.82429136,
       37.09481384, 38.36533632, 39.6358588 , 40.90638128, 42.17690376,
       43.44742624, 44.71794872, 45.9884712 , 47.25899368, 48.52951616,
       49.80003865, 51.07056113, 52.34108361, 53.61160609, 54.88212857,
       56.15265105, 57.42317353, 58.69369601, 59.96421849, 61.23474097,
       62.50526345, 63.77578594, 65.04630842]), 3300: array([89.85722694, 89.86241031, 89.86502734, 89.86634865, 89.86701577,
       89.86735259, 89.86752264, 89.8676085 , 89.86765185, 89.86767374,
       89.86768479, 89.86769037, 89.86769319, 89.86769461, 89.86769533,
       89.86769569, 89.86769587, 89.86769597, 89.86769601, 89.86769604,
       89.86769605, 89.86769605, 89.86769606, 89.86769606, 89.86769606,
       89.86769606, 89.86769606, 89.86769606]), 3305: array([ 65.73224116,  69.43390614,  73.13557111,  76.83723609,
        80.53890106,  84.24056604,  87.94223101,  91.64389599,
        95.34556096,  99.04722594, 102.74889091, 106.45055589,
       110.15222086, 113.85388584, 117.55555081, 121.25721579,
       124.95888076, 128.66054574, 132.36221071, 136.06387569,
       139.76554066, 143.46720564, 147.16887061, 150.87053559,
       154.57220056, 158.27386554, 161.97553051, 165.67719549]), 3310: array([135.38735527, 135.37177562, 135.36543414, 135.36285292,
       135.36180227, 135.36137462, 135.36120055, 135.3611297 ,
       135.36110086, 135.36108912, 135.36108434, 135.3610824 ,
       135.36108161, 135.36108128, 135.36108115, 135.3610811 ,
       135.36108108, 135.36108107, 135.36108106, 135.36108106,
       135.36108106, 135.36108106, 135.36108106, 135.36108106,
       135.36108106, 135.36108106, 135.36108106, 135.36108106]), 3315: array([10.92299448, 10.92624324, 10.9279768 , 10.92890184, 10.92939545,
       10.92965884, 10.92979939, 10.92987439, 10.92991441, 10.92993576,
       10.92994715, 10.92995323, 10.92995648, 10.92995821, 10.92995913,
       10.92995963, 10.92995989, 10.92996003, 10.92996011, 10.92996015,
       10.92996017, 10.92996018, 10.92996018, 10.92996019, 10.92996019,
       10.92996019, 10.92996019, 10.92996019]), 3320: array([332.12674177, 354.93949353, 377.75224528, 400.56499704,
       423.3777488 , 446.19050056, 469.00325232, 491.81600407,
       514.62875583, 537.44150759, 560.25425935, 583.0670111 ,
       605.87976286, 628.69251462, 651.50526638, 674.31801813,
       697.13076989, 719.94352165, 742.75627341, 765.56902516,
       788.38177692, 811.19452868, 834.00728044, 856.8200322 ,
       879.63278395, 902.44553571, 925.25828747, 948.07103923]), 3325: array([153.30402985, 152.8889342 , 152.62107188, 152.4482196 ,
       152.33667757, 152.2646992 , 152.21825136, 152.18827845,
       152.16893685, 152.15645567, 152.14840152, 152.14320416,
       152.13985029, 152.13768603, 152.13628943, 152.1353882 ,
       152.13480663, 152.13443134, 152.13418917, 152.13403289,
       152.13393205, 152.13386697, 152.13382498, 152.13379788,
       152.1337804 , 152.13376911, 152.13376183, 152.13375713]), 3330: array([17.96659101, 18.6279743 , 19.2893576 , 19.9507409 , 20.61212419,
       21.27350749, 21.93489078, 22.59627408, 23.25765737, 23.91904067,
       24.58042397, 25.24180726, 25.90319056, 26.56457385, 27.22595715,
       27.88734044, 28.54872374, 29.21010704, 29.87149033, 30.53287363,
       31.19425692, 31.85564022, 32.51702351, 33.17840681, 33.83979011,
       34.5011734 , 35.1625567 , 35.82393999]), 3335: array([45.56083544, 45.22324925, 44.92500512, 44.66151816, 44.42873778,
       44.22308547, 44.04139974, 43.88088754, 43.73908132, 43.6138011 ,
       43.50312095, 43.40533939, 43.31895322, 43.24263444, 43.17520979,
       43.11564277, 43.06301765, 43.01652542, 42.97545137, 42.93916405,
       42.90710564, 42.87878329, 42.85376161, 42.83165594, 42.81212644,
       42.79487291, 42.77963008, 42.76616365]), 3340: array([271.1697392 , 271.14331937, 271.13104233, 271.12533731,
       271.12268625, 271.12145432, 271.12088186, 271.12061584,
       271.12049222, 271.12043478, 271.12040809, 271.12039568,
       271.12038992, 271.12038724, 271.120386  , 271.12038542,
       271.12038515, 271.12038503, 271.12038497, 271.12038494,
       271.12038493, 271.12038492, 271.12038492, 271.12038492,
       271.12038492, 271.12038492, 271.12038492, 271.12038492]), 3345: array([273.39982815, 273.37002606, 273.35718076, 273.35164418,
       273.3492578 , 273.34822922, 273.34778588, 273.34759479,
       273.34751243, 273.34747693, 273.34746163, 273.34745503,
       273.34745219, 273.34745096, 273.34745044, 273.34745021,
       273.34745011, 273.34745007, 273.34745005, 273.34745004,
       273.34745004, 273.34745004, 273.34745004, 273.34745004,
       273.34745004, 273.34745004, 273.34745004, 273.34745004]), 3350: array([54.23570008, 54.22977183, 54.2274684 , 54.2265734 , 54.22622565,
       54.22609053, 54.22603803, 54.22601763, 54.2260097 , 54.22600662,
       54.22600542, 54.22600496, 54.22600478, 54.22600471, 54.22600468,
       54.22600467, 54.22600467, 54.22600466, 54.22600466, 54.22600466,
       54.22600466, 54.22600466, 54.22600466, 54.22600466, 54.22600466,
       54.22600466, 54.22600466, 54.22600466]), 3355: array([1530.96492131, 1534.26076856, 1536.65082768, 1538.38403379,
       1539.6409079 , 1540.55235894, 1541.21331854, 1541.69262853,
       1542.04021115, 1542.29226864, 1542.47505391, 1542.60760483,
       1542.70372716, 1542.77343248, 1542.82398088, 1542.86063722,
       1542.8872194 , 1542.90649607, 1542.920475  , 1542.93061213,
       1542.93796331, 1542.94329418, 1542.94715999, 1542.94996337,
       1542.9519963 , 1542.95347053, 1542.9545396 , 1542.95531486]), 3360: array([53.89146638, 53.73233059, 53.63737429, 53.58071387, 53.54690461,
       53.52673063, 53.51469282, 53.50750986, 53.50322379, 53.50066629,
       53.49914023, 53.49822963, 53.49768627, 53.49736206, 53.49716859,
       53.49705316, 53.49698427, 53.49694317, 53.49691865, 53.49690401,
       53.49689528, 53.49689007, 53.49688696, 53.4968851 , 53.496884  ,
       53.49688334, 53.49688294, 53.49688271]), 3365: array([449.43582629, 450.54119311, 451.3453499 , 451.93037575,
       452.35598334, 452.6656138 , 452.89087065, 453.0547455 ,
       453.17396482, 453.26069713, 453.32379508, 453.36969898,
       453.40309417, 453.42738924, 453.44506396, 453.45792236,
       453.46727687, 453.4740823 , 453.47903326, 453.4826351 ,
       453.48525545, 453.48716175, 453.4885486 , 453.48955753,
       453.49029153, 453.49082551, 453.49121399, 453.49149661]), 3370: array([ 47.6713072 ,  50.21309447,  52.75488174,  55.29666901,
        57.83845628,  60.38024355,  62.92203082,  65.46381809,
        68.00560536,  70.54739262,  73.08917989,  75.63096716,
        78.17275443,  80.7145417 ,  83.25632897,  85.79811624,
        88.33990351,  90.88169078,  93.42347805,  95.96526532,
        98.50705259, 101.04883985, 103.59062712, 106.13241439,
       108.67420166, 111.21598893, 113.7577762 , 116.29956347]), 3375: array([38.30833293, 38.22044092, 38.16294577, 38.12533494, 38.10073157,
       38.08463711, 38.07410881, 38.06722165, 38.06271637, 38.05976921,
       38.05784131, 38.05658016, 38.05575517, 38.05521549, 38.05486246,
       38.05463152, 38.05448046, 38.05438163, 38.05431699, 38.0542747 ,
       38.05424704, 38.05422894, 38.0542171 , 38.05420936, 38.05420429,
       38.05420098, 38.05419881, 38.05419739]), 3380: array([53.95361594, 53.96066836, 53.96431608, 53.96620278, 53.96717863,
       53.96768337, 53.96794444, 53.96807947, 53.96814931, 53.96818544,
       53.96820412, 53.96821379, 53.96821879, 53.96822137, 53.96822271,
       53.9682234 , 53.96822376, 53.96822394, 53.96822404, 53.96822409,
       53.96822411, 53.96822413, 53.96822413, 53.96822414, 53.96822414,
       53.96822414, 53.96822414, 53.96822414]), 3385: array([  8.31015358,  12.67099905,  17.03184454,  21.39269004,
        25.75353555,  30.11438107,  34.47522661,  38.83607216,
        43.19691772,  47.55776329,  51.91860888,  56.27945448,
        60.64030009,  65.00114571,  69.36199134,  73.72283699,
        78.08368265,  82.44452833,  86.80537401,  91.16621971,
        95.52706542,  99.88791114, 104.24875688, 108.60960262,
       112.97044838, 117.33129416, 121.69213994, 126.05298574]), 3390: array([162.64100987, 163.56286014, 164.25565722, 164.77631423,
       165.167603  , 165.46166781, 165.68266599, 165.84875251,
       165.97357132, 166.06737626, 166.13787338, 166.190854  ,
       166.23067047, 166.26059369, 166.28308186, 166.29998236,
       166.31268358, 166.32222891, 166.32940251, 166.33479367,
       166.33884528, 166.34189019, 166.34417852, 166.34589827,
       166.34719071, 166.34816202, 166.34889198, 166.34944057]), 3395: array([12.26487359, 12.55261295, 12.82346084, 13.07840886, 13.3183904 ,
       13.54428406, 13.75691684, 13.95706723, 14.14546797, 14.32280883,
       14.48973907, 14.64686982, 14.79477636, 14.9340002 , 15.06505103,
       15.18840864, 15.30452467, 15.41382422, 15.51670744, 15.613551  ,
       15.70470945, 15.79051653, 15.87128639, 15.94731473, 16.0188799 ,
       16.08624391, 16.14965337, 16.20934045]), 3400: array([100.62471218, 106.36408231, 112.10345245, 117.84282258,
       123.58219271, 129.32156285, 135.06093298, 140.80030311,
       146.53967325, 152.27904338, 158.01841351, 163.75778365,
       169.49715378, 175.23652391, 180.97589405, 186.71526418,
       192.45463431, 198.19400445, 203.93337458, 209.67274471,
       215.41211485, 221.15148498, 226.89085511, 232.63022525,
       238.36959538, 244.10896551, 249.84833565, 255.58770578]), 3405: array([122.9186266 , 124.01669703, 124.8648028 , 125.51984586,
       126.02577497, 126.41653443, 126.71834144, 126.95144513,
       127.13148512, 127.27054082, 127.37794189, 127.46089419,
       127.52496324, 127.57444762, 127.61266737, 127.64218679,
       127.66498641, 127.68259592, 127.69619681, 127.70670159,
       127.71481507, 127.72108159, 127.7259216 , 127.72965984,
       127.7325471 , 127.7347771 , 127.73649947, 127.73782976]), 3410: array([160.76963038, 200.99771307, 224.67229008, 238.60498483,
       246.80449703, 251.62998137, 254.46982094, 256.14109125,
       257.12464838, 257.70348032, 258.04412796, 258.24460206,
       258.36258282, 258.43201552, 258.47287727, 258.49692476,
       258.51107692, 258.51940559, 258.52430709, 258.52719166,
       258.52888926, 258.52988831, 258.53047626, 258.53082227,
       258.5310259 , 258.53114574, 258.53121627, 258.53125777]), 3415: array([766.12918335, 715.56869653, 687.10881522, 671.08909518,
       662.07179017, 656.99605917, 654.13899211, 652.53078391,
       651.62554313, 651.11599413, 650.82917522, 650.66772835,
       650.57685188, 650.52569862, 650.49690508, 650.48069754,
       650.47157452, 650.46643928, 650.46354872, 650.46192165,
       650.4610058 , 650.46049028, 650.46020009, 650.46003676,
       650.45994481, 650.45989306, 650.45986393, 650.45984753]), 3420: array([641.12375057, 641.07600181, 641.05907482, 641.05307418,
       641.05094695, 641.05019284, 641.04992551, 641.04983074,
       641.04979715, 641.04978524, 641.04978102, 641.04977952,
       641.04977899, 641.0497788 , 641.04977873, 641.04977871,
       641.0497787 , 641.0497787 , 641.0497787 , 641.0497787 ,
       641.0497787 , 641.0497787 , 641.0497787 , 641.0497787 ,
       641.0497787 , 641.0497787 , 641.0497787 , 641.0497787 ]), 3425: array([73.08706737, 72.91280796, 72.79913346, 72.72498026, 72.67660797,
       72.64505331, 72.62446929, 72.61104173, 72.60228254, 72.59656866,
       72.59284133, 72.59040989, 72.58882379, 72.58778913, 72.58711419,
       72.5866739 , 72.58638669, 72.58619934, 72.58607712, 72.5859974 ,
       72.58594539, 72.58591146, 72.58588933, 72.5858749 , 72.58586548,
       72.58585933, 72.58585533, 72.58585271]), 3430: array([99.53720653, 99.52491013, 99.51943412, 99.51699547, 99.51590945,
       99.51542581, 99.51521042, 99.51511451, 99.51507179, 99.51505277,
       99.5150443 , 99.51504052, 99.51503884, 99.5150381 , 99.51503776,
       99.51503762, 99.51503755, 99.51503752, 99.51503751, 99.5150375 ,
       99.5150375 , 99.5150375 , 99.5150375 , 99.5150375 , 99.5150375 ,
       99.5150375 , 99.5150375 , 99.5150375 ]), 3435: array([146.28222429, 148.69096511, 150.6335219 , 152.20011921,
       153.46351966, 154.48240351, 155.30409413, 155.966756  ,
       156.5011673 , 156.93214945, 157.27971997, 157.56002223,
       157.78607521, 157.96837824, 158.11539862, 158.2339649 ,
       158.32958404, 158.4066972 , 158.468886  , 158.51903887,
       158.55948523, 158.59210366, 158.61840917, 158.63962355,
       158.65673214, 158.67052955, 158.68165664, 158.6906302 ]), 3440: array([84.68503347, 84.67844548, 84.67608853, 84.67524529, 84.67494361,
       84.67483568, 84.67479707, 84.67478325, 84.67477831, 84.67477654,
       84.67477591, 84.67477568, 84.6747756 , 84.67477558, 84.67477556,
       84.67477556, 84.67477556, 84.67477556, 84.67477556, 84.67477556,
       84.67477556, 84.67477556, 84.67477556, 84.67477556, 84.67477556,
       84.67477556, 84.67477556, 84.67477556]), 3445: array([74.60474928, 75.09427832, 75.46516409, 75.74616121, 75.9590553 ,
       76.12035193, 76.24255637, 76.3351431 , 76.40529031, 76.4584365 ,
       76.49870207, 76.52920879, 76.55232184, 76.56983316, 76.58310041,
       76.59315217, 76.60076777, 76.60653764, 76.61090911, 76.6142211 ,
       76.61673039, 76.61863153, 76.6200719 , 76.62116318, 76.62198997,
       76.62261638, 76.62309098, 76.62345055]), 3450: array([232.81126657, 232.79071948, 232.78156832, 232.77749261,
       232.7756774 , 232.77486894, 232.77450888, 232.77434852,
       232.77427709, 232.77424528, 232.77423112, 232.77422481,
       232.774222  , 232.77422075, 232.77422019, 232.77421994,
       232.77421983, 232.77421978, 232.77421976, 232.77421975,
       232.77421974, 232.77421974, 232.77421974, 232.77421974,
       232.77421974, 232.77421974, 232.77421974, 232.77421974]), 3455: array([402.79111221, 406.48611826, 409.34074554, 411.54612673,
       413.24992403, 414.56621584, 415.58313501, 416.36876978,
       416.97572262, 417.4446323 , 417.80689487, 418.08676575,
       418.30298382, 418.47002603, 418.59907676, 418.69877667,
       418.77580119, 418.83530753, 418.88127997, 418.9167966 ,
       418.94423546, 418.96543372, 418.98181073, 418.99446301,
       419.0042377 , 419.01178927, 419.01762334, 419.02213053]), 3460: array([95.20834109, 95.1993336 , 95.195331  , 95.1935524 , 95.19276205,
       95.19241085, 95.19225479, 95.19218544, 95.19215462, 95.19214093,
       95.19213485, 95.19213214, 95.19213094, 95.19213041, 95.19213017,
       95.19213006, 95.19213002, 95.19213   , 95.19212999, 95.19212998,
       95.19212998, 95.19212998, 95.19212998, 95.19212998, 95.19212998,
       95.19212998, 95.19212998, 95.19212998]), 3465: array([257.77494045, 257.74444165, 257.7312294 , 257.72550578,
       257.72302628, 257.72195214, 257.72148682, 257.72128524,
       257.72119791, 257.72116008, 257.7211437 , 257.7211366 ,
       257.72113352, 257.72113219, 257.72113161, 257.72113136,
       257.72113125, 257.72113121, 257.72113119, 257.72113118,
       257.72113117, 257.72113117, 257.72113117, 257.72113117,
       257.72113117, 257.72113117, 257.72113117, 257.72113117]), 3470: array([544.47383755, 548.26117323, 551.1348746 , 553.31534136,
       554.96980531, 556.22515622, 557.17767375, 557.90041163,
       558.44880052, 558.86489934, 559.18062096, 559.42017978,
       559.60194885, 559.73986904, 559.84451818, 559.92392238,
       559.98417159, 560.02988664, 560.06457366, 560.09089299,
       560.1108632 , 560.12601592, 560.13751329, 560.1462371 ,
       560.15285643, 560.15787895, 560.16168987, 560.16458146]), 3475: array([256.57213021, 256.55285685, 256.54603877, 256.54362682,
       256.54277358, 256.54247174, 256.54236496, 256.54232718,
       256.54231382, 256.54230909, 256.54230742, 256.54230683,
       256.54230662, 256.54230655, 256.54230652, 256.54230651,
       256.54230651, 256.54230651, 256.54230651, 256.54230651,
       256.54230651, 256.54230651, 256.54230651, 256.54230651,
       256.54230651, 256.54230651, 256.54230651, 256.54230651]), 3480: array([ 56.60538078,  59.40782572,  62.21027066,  65.01271561,
        67.81516055,  70.6176055 ,  73.42005044,  76.22249539,
        79.02494033,  81.82738527,  84.62983022,  87.43227516,
        90.23472011,  93.03716505,  95.83961   ,  98.64205494,
       101.44449988, 104.24694483, 107.04938977, 109.85183472,
       112.65427966, 115.45672461, 118.25916955, 121.06161449,
       123.86405944, 126.66650438, 129.46894933, 132.27139427]), 3485: array([20.27490434, 20.27269363, 20.27167641, 20.27120836, 20.27099299,
       20.2708939 , 20.2708483 , 20.27082732, 20.27081767, 20.27081322,
       20.27081118, 20.27081024, 20.27080981, 20.27080961, 20.27080952,
       20.27080947, 20.27080945, 20.27080945, 20.27080944, 20.27080944,
       20.27080944, 20.27080944, 20.27080944, 20.27080944, 20.27080944,
       20.27080944, 20.27080944, 20.27080944]), 3490: array([404.94217976, 356.98550406, 328.33629086, 311.22131352,
       300.99686349, 294.88879939, 291.23985525, 289.05998401,
       287.75773369, 286.9797722 , 286.5150197 , 286.23737758,
       286.07151478, 285.97242871, 285.9132349 , 285.87787265,
       285.85674732, 285.8441271 , 285.8365878 , 285.83208384,
       285.82939319, 285.8277858 , 285.82682555, 285.82625189,
       285.82590919, 285.82570447, 285.82558216, 285.8255091 ]), 3495: array([ 47.93062316,  50.12947188,  52.3283206 ,  54.52716931,
        56.72601803,  58.92486675,  61.12371546,  63.32256418,
        65.5214129 ,  67.72026161,  69.91911033,  72.11795905,
        74.31680777,  76.51565648,  78.7145052 ,  80.91335392,
        83.11220263,  85.31105135,  87.50990007,  89.70874878,
        91.9075975 ,  94.10644622,  96.30529493,  98.50414365,
       100.70299237, 102.90184108, 105.1006898 , 107.29953852]), 3500: array([2044.19645913, 2155.45570575, 2266.71495238, 2377.974199  ,
       2489.23344562, 2600.49269225, 2711.75193887, 2823.01118549,
       2934.27043212, 3045.52967874, 3156.78892536, 3268.04817199,
       3379.30741861, 3490.56666523, 3601.82591186, 3713.08515848,
       3824.3444051 , 3935.60365173, 4046.86289835, 4158.12214497,
       4269.3813916 , 4380.64063822, 4491.89988484, 4603.15913147,
       4714.41837809, 4825.67762471, 4936.93687134, 5048.19611796]), 3505: array([606.20004747, 606.26106173, 606.29222968, 606.30815122,
       606.31628443, 606.32043912, 606.32256146, 606.32364562,
       606.32419944, 606.32448235, 606.32462687, 606.32470069,
       606.3247384 , 606.32475767, 606.32476751, 606.32477254,
       606.3247751 , 606.32477641, 606.32477709, 606.32477743,
       606.3247776 , 606.32477769, 606.32477774, 606.32477776,
       606.32477777, 606.32477778, 606.32477778, 606.32477778]), 3510: array([754.73295504, 754.65771443, 754.62900331, 754.61804742,
       754.61386675, 754.61227145, 754.6116627 , 754.6114304 ,
       754.61134176, 754.61130794, 754.61129503, 754.6112901 ,
       754.61128822, 754.61128751, 754.61128723, 754.61128713,
       754.61128709, 754.61128707, 754.61128707, 754.61128707,
       754.61128707, 754.61128707, 754.61128707, 754.61128707,
       754.61128707, 754.61128707, 754.61128707, 754.61128707]), 3515: array([4.23572942, 4.0316701 , 3.8374415 , 3.65257   , 3.47660481,
       3.30911689, 3.14969781, 2.99795887, 2.85353006, 2.71605921,
       2.58521113, 2.46066674, 2.34212238, 2.22928897, 2.1218914 ,
       2.01966778, 1.92236887, 1.82975739, 1.74160755, 1.65770439,
       1.57784332, 1.50182962, 1.42947794, 1.36061185, 1.29506343,
       1.23267286, 1.173288  , 1.11676405]), 3520: array([130.85522676, 132.1977824 , 133.24390627, 134.05904952,
       134.69421187, 135.18913252, 135.57477635, 135.87527132,
       136.10941801, 136.2918659 , 136.43402991, 136.54480458,
       136.63112058, 136.6983783 , 136.75078574, 136.79162179,
       136.82344138, 136.84823531, 136.86755483, 136.88260866,
       136.89433865, 136.90347871, 136.91060067, 136.91615012,
       136.92047427, 136.92384367, 136.92646911, 136.92851487]), 3525: array([110.63560314, 110.62620073, 110.62273864, 110.62146386,
       110.62099447, 110.62082163, 110.62075799, 110.62073456,
       110.62072593, 110.62072275, 110.62072158, 110.62072115,
       110.62072099, 110.62072094, 110.62072091, 110.62072091,
       110.6207209 , 110.6207209 , 110.6207209 , 110.6207209 ,
       110.6207209 , 110.6207209 , 110.6207209 , 110.6207209 ,
       110.6207209 , 110.6207209 , 110.6207209 , 110.6207209 ]), 3530: array([14.97841484, 16.95064342, 18.922872  , 20.89510058, 22.86732916,
       24.83955774, 26.81178631, 28.78401489, 30.75624347, 32.72847205,
       34.70070063, 36.67292921, 38.64515779, 40.61738636, 42.58961494,
       44.56184352, 46.5340721 , 48.50630068, 50.47852926, 52.45075784,
       54.42298641, 56.39521499, 58.36744357, 60.33967215, 62.31190073,
       64.28412931, 66.25635789, 68.22858646]), 3535: array([22.77086421, 22.77666399, 22.77976121, 22.7814152 , 22.78229848,
       22.78277017, 22.78302206, 22.78315658, 22.78322841, 22.78326678,
       22.78328726, 22.7832982 , 22.78330405, 22.78330717, 22.78330883,
       22.78330972, 22.7833102 , 22.78331045, 22.78331059, 22.78331066,
       22.7833107 , 22.78331072, 22.78331073, 22.78331073, 22.78331074,
       22.78331074, 22.78331074, 22.78331074]), 3540: array([45.65379357, 45.65612723, 45.65732305, 45.65793583, 45.65824983,
       45.65841073, 45.65849318, 45.65853543, 45.65855708, 45.65856818,
       45.65857386, 45.65857678, 45.65857827, 45.65857903, 45.65857943,
       45.65857963, 45.65857973, 45.65857978, 45.65857981, 45.65857982,
       45.65857983, 45.65857983, 45.65857984, 45.65857984, 45.65857984,
       45.65857984, 45.65857984, 45.65857984]), 3545: array([16.50987967, 18.42836579, 19.13249394, 19.39092502, 19.48577512,
       19.52058727, 19.53336412, 19.53805352, 19.53977463, 19.54040632,
       19.54063816, 19.54072326, 19.54075449, 19.54076595, 19.54077016,
       19.5407717 , 19.54077227, 19.54077247, 19.54077255, 19.54077258,
       19.54077259, 19.54077259, 19.54077259, 19.54077259, 19.54077259,
       19.54077259, 19.54077259, 19.54077259]), 3550: array([271.41340044, 274.61567077, 277.13215397, 279.10971582,
       280.66376987, 281.88501308, 282.84471906, 283.59889773,
       284.19156411, 284.6573071 , 285.02330818, 285.31092774,
       285.53695169, 285.71457113, 285.85415221, 285.96384108,
       286.05003937, 286.11777773, 286.17100947, 286.21284129,
       286.24571455, 286.27154779, 286.29184867, 286.30780199,
       286.32033879, 286.33019076, 286.33793287, 286.34401695]), 3555: array([302.28804105, 302.25711939, 302.24503686, 302.24031565,
       302.23847086, 302.23775001, 302.23746834, 302.23735828,
       302.23731528, 302.23729847, 302.23729191, 302.23728934,
       302.23728834, 302.23728795, 302.23728779, 302.23728773,
       302.23728771, 302.2372877 , 302.2372877 , 302.2372877 ,
       302.2372877 , 302.2372877 , 302.2372877 , 302.2372877 ,
       302.2372877 , 302.2372877 , 302.2372877 , 302.2372877 ]), 3560: array([89.1805523 , 89.17253511, 89.16957761, 89.1684866 , 89.16808413,
       89.16793566, 89.16788089, 89.16786069, 89.16785324, 89.16785049,
       89.16784947, 89.1678491 , 89.16784896, 89.16784891, 89.16784889,
       89.16784888, 89.16784888, 89.16784888, 89.16784888, 89.16784888,
       89.16784888, 89.16784888, 89.16784888, 89.16784888, 89.16784888,
       89.16784888, 89.16784888, 89.16784888]), 3565: array([100.12169099, 100.75475084, 101.23365364, 101.59593833,
       101.87000271, 102.07732939, 102.23416975, 102.35281775,
       102.44257365, 102.51047301, 102.56183812, 102.60069527,
       102.63009027, 102.65232726, 102.6691493 , 102.68187499,
       102.69150183, 102.69878443, 102.70429364, 102.7084613 ,
       102.71161408, 102.71399913, 102.71580339, 102.71716829,
       102.71820083, 102.71898193, 102.71957283, 102.72001983]), 3570: array([785.90765633, 785.8687096 , 785.84988438, 785.84078506,
       785.83638683, 785.83426091, 785.83323333, 785.83273664,
       785.83249656, 785.83238052, 785.83232442, 785.83229731,
       785.83228421, 785.83227787, 785.83227481, 785.83227333,
       785.83227262, 785.83227227, 785.8322721 , 785.83227202,
       785.83227198, 785.83227196, 785.83227196, 785.83227195,
       785.83227195, 785.83227195, 785.83227195, 785.83227195]), 3575: array([104.96274214,  82.71277143,  70.63194036,  64.0725394 ,
        60.51105089,  58.57730718,  57.52736282,  56.95728565,
        56.64775688,  56.47969532,  56.38844472,  56.33889934,
        56.31199822,  56.29739199,  56.28946141,  56.28515542,
        56.28281745,  56.28154802,  56.28085878,  56.28048454,
        56.28028135,  56.28017102,  56.28011112,  56.2800786 ,
        56.28006094,  56.28005135,  56.28004614,  56.28004332]), 3580: array([399.41374082, 401.80489679, 403.60542079, 404.96120296,
       405.98209762, 406.75082426, 407.32967014, 407.7655371 ,
       408.09374193, 408.3408779 , 408.52696959, 408.66709535,
       408.77260908, 408.8520602 , 408.91188634, 408.95693501,
       408.99085636, 409.01639889, 409.03563225, 409.05011483,
       409.06102012, 409.06923172, 409.075415  , 409.08007097,
       409.08357688, 409.08621681, 409.08820466, 409.0897015 ]), 3585: array([ 302.56841111,  488.64399508,  628.69738282,  734.11127431,
        813.45307888,  873.17122288,  918.11923916,  951.95023309,
        977.4137851 ,  996.5794201 , 1011.00480601, 1021.86235177,
       1030.03449362, 1036.18541426, 1040.81502366, 1044.29958874,
       1046.92231405, 1048.89635899, 1050.38216209, 1051.50048055,
       1052.34220456, 1052.97574442, 1053.45259046, 1053.81149785,
       1054.08163644, 1054.28496147, 1054.43799799, 1054.55318389]), 3590: array([1419.83402559, 1663.41991139, 1845.76082499, 1982.25563321,
       2084.43145489, 2160.91713718, 2218.17197007, 2261.03117967,
       2293.11426778, 2317.13068226, 2335.1086326 , 2348.56637412,
       2358.64042613, 2366.1815521 , 2371.8266074 , 2376.05232245,
       2379.21556296, 2381.58346766, 2383.3560084 , 2384.68287797,
       2385.67613178, 2386.41965108, 2386.97622679, 2387.39286227,
       2387.7047428 , 2387.93820699, 2388.11297111, 2388.24379417]), 3595: array([13.12031353, 15.20168511, 17.2830567 , 19.36442828, 21.44579987,
       23.52717145, 25.60854303, 27.68991462, 29.7712862 , 31.85265779,
       33.93402937, 36.01540096, 38.09677254, 40.17814412, 42.25951571,
       44.34088729, 46.42225888, 48.50363046, 50.58500205, 52.66637363,
       54.74774522, 56.8291168 , 58.91048838, 60.99185997, 63.07323155,
       65.15460314, 67.23597472, 69.31734631]), 3600: array([57.95221778, 57.94987012, 57.94873669, 57.94818948, 57.94792529,
       57.94779774, 57.94773616, 57.94770643, 57.94769207, 57.94768515,
       57.9476818 , 57.94768018, 57.9476794 , 57.94767903, 57.94767885,
       57.94767876, 57.94767872, 57.9476787 , 57.94767869, 57.94767868,
       57.94767868, 57.94767868, 57.94767868, 57.94767868, 57.94767868,
       57.94767868, 57.94767868, 57.94767868]), 3605: array([56.38914364, 56.38623377, 56.38481675, 56.3841267 , 56.38379066,
       56.38362702, 56.38354734, 56.38350853, 56.38348963, 56.38348043,
       56.38347595, 56.38347377, 56.38347271, 56.38347219, 56.38347194,
       56.38347181, 56.38347175, 56.38347172, 56.38347171, 56.3834717 ,
       56.3834717 , 56.3834717 , 56.3834717 , 56.3834717 , 56.3834717 ,
       56.3834717 , 56.3834717 , 56.3834717 ]), 3610: array([107.27220849, 107.2775382 , 107.28023174, 107.281593  ,
       107.28228095, 107.28262863, 107.28280434, 107.28289314,
       107.28293802, 107.2829607 , 107.28297216, 107.28297795,
       107.28298088, 107.28298236, 107.28298311, 107.28298348,
       107.28298367, 107.28298377, 107.28298382, 107.28298384,
       107.28298386, 107.28298386, 107.28298387, 107.28298387,
       107.28298387, 107.28298387, 107.28298387, 107.28298387]), 3615: array([80.38789504, 80.64353183, 80.83064692, 80.96760707, 81.06785599,
       81.14123387, 81.1949433 , 81.23425629, 81.2630317 , 81.28409405,
       81.29951079, 81.31079517, 81.31905485, 81.32510058, 81.32952579,
       81.33276486, 81.33513571, 81.33687108, 81.33814129, 81.33907103,
       81.33975156, 81.34024967, 81.34061428, 81.34088115, 81.34107649,
       81.34121947, 81.34132412, 81.34140072]), 3620: array([186.25423515, 249.15183045, 292.66901721, 322.77741061,
       343.60861366, 358.02117346, 367.99284334, 374.89197864,
       379.66530834, 382.96784922, 385.25279013, 386.83368046,
       387.92745677, 388.68421174, 389.20779054, 389.5700409 ,
       389.82067236, 389.99407766, 390.11405221, 390.19705944,
       390.25448995, 390.29422461, 390.32171596, 390.34073651,
       390.35389632, 390.36300125, 390.36930071, 390.37365914]), 3625: array([353.14512011, 356.12067392, 358.40815658, 360.16667862,
       361.51855761, 362.55782625, 363.35677298, 363.97097017,
       364.44313957, 364.80612386, 365.08517117, 365.2996912 ,
       365.46460532, 365.59138447, 365.68884704, 365.76377223,
       365.82137162, 365.86565164, 365.8996923 , 365.92586134,
       365.94597902, 365.96144466, 365.973334  , 365.98247404,
       365.98950052, 365.99490219, 365.99905477, 366.0022471 ]), 3630: array([2382.37072391, 2382.08421129, 2381.95688315, 2381.90029767,
       2381.8751507 , 2381.86397522, 2381.85900876, 2381.85680163,
       2381.85582077, 2381.85538487, 2381.85519115, 2381.85510506,
       2381.8550668 , 2381.8550498 , 2381.85504224, 2381.85503889,
       2381.85503739, 2381.85503673, 2381.85503644, 2381.8550363 ,
       2381.85503625, 2381.85503622, 2381.85503621, 2381.8550362 ,
       2381.8550362 , 2381.8550362 , 2381.8550362 , 2381.8550362 ]), 3635: array([552.13452159, 550.38474312, 549.30771495, 548.64477979,
       548.23672822, 547.98556326, 547.83096556, 547.73580718,
       547.67723505, 547.64118258, 547.61899147, 547.60533234,
       547.59692484, 547.59174983, 547.5885645 , 547.58660385,
       547.58539703, 547.5846542 , 547.58419698, 547.58391555,
       547.58374232, 547.58363569, 547.58357006, 547.58352966,
       547.5835048 , 547.58348949, 547.58348007, 547.58347427]), 3640: array([167.29479612, 167.36073142, 167.39640832, 167.41571273,
       167.42615815, 167.43181006, 167.43486824, 167.436523  ,
       167.43741837, 167.43790285, 167.43816499, 167.43830683,
       167.43838358, 167.43842511, 167.43844758, 167.43845974,
       167.43846632, 167.43846988, 167.43847181, 167.43847285,
       167.43847341, 167.43847372, 167.43847388, 167.43847397,
       167.43847402, 167.43847405, 167.43847406, 167.43847407]), 3645: array([1873.37940473, 1897.40781599, 1916.38751527, 1931.37930897,
       1943.22111294, 1952.57478497, 1959.96311706, 1965.79905519,
       1970.40877946, 1974.0499349 , 1976.92603164, 1979.19781942,
       1980.99227218, 1982.40968482, 1983.52927884, 1984.41363019,
       1985.1121667 , 1985.66393072, 1986.09976126, 1986.44401758,
       1986.71594073, 1986.93072896, 1987.10038711, 1987.23439766,
       1987.34025069, 1987.42386248, 1987.48990625, 1987.54207327]), 3650: array([  669.14299593,  1291.06334719,  1912.98369845,  2534.90404971,
        3156.82440097,  3778.74475223,  4400.66510349,  5022.58545475,
        5644.50580601,  6266.42615727,  6888.34650853,  7510.26685979,
        8132.18721105,  8754.1075623 ,  9376.02791356,  9997.94826482,
       10619.86861608, 11241.78896734, 11863.7093186 , 12485.62966986,
       13107.55002112, 13729.47037238, 14351.39072364, 14973.3110749 ,
       15595.23142616, 16217.15177742, 16839.07212868, 17460.99247994]), 3655: array([552.63425577, 552.61215476, 552.60134952, 552.59606681,
       552.59348407, 552.59222137, 552.59160403, 552.59130221,
       552.59115465, 552.59108251, 552.59104724, 552.59102999,
       552.59102156, 552.59101744, 552.59101542, 552.59101444,
       552.59101396, 552.59101372, 552.59101361, 552.59101355,
       552.59101352, 552.59101351, 552.5910135 , 552.5910135 ,
       552.5910135 , 552.5910135 , 552.5910135 , 552.5910135 ]), 3660: array([39.54670876, 39.46880764, 39.41744829, 39.38358765, 39.3612637 ,
       39.34654577, 39.33684241, 39.33044508, 39.3262274 , 39.32344673,
       39.32161346, 39.32040481, 39.31960796, 39.31908261, 39.31873625,
       39.31850789, 39.31835734, 39.31825809, 39.31819265, 39.31814951,
       39.31812106, 39.31810231, 39.31808995, 39.3180818 , 39.31807642,
       39.31807288, 39.31807055, 39.31806901]), 3665: array([224.60470662, 227.63926616, 230.04796005, 231.95987055,
       233.47745724, 234.6820478 , 235.63819642, 236.39714325,
       236.99956036, 237.47773138, 237.85728155, 238.15855104,
       238.39768491, 238.58749838, 238.7381636 , 238.85775472,
       238.95268065, 239.0280285 , 239.08783615, 239.13530872,
       239.17299026, 239.20290014, 239.22664123, 239.24548581,
       239.26044377, 239.27231672, 239.28174091, 239.28922141]), 3670: array([4366.54664354, 4121.07338001, 3951.22998802, 3833.71503999,
       3752.40623636, 3696.14852906, 3657.22372032, 3630.29157524,
       3611.65717567, 3598.76400114, 3589.84319052, 3583.67086562,
       3579.40022294, 3576.4453576 , 3574.40088096, 3572.9863039 ,
       3572.00755549, 3571.33035771, 3570.86180335, 3570.53760974,
       3570.31329961, 3570.15809902, 3570.05071545, 3569.97641657,
       3569.92500904, 3569.88944008, 3569.86482985, 3569.84780199]), 3675: array([68098.84261518, 61634.22800924, 57495.97707294, 54846.92189244,
       53151.15876513, 52065.63491304, 51370.74892662, 50925.92541288,
       50641.17660195, 50458.8978266 , 50342.21410163, 50267.52031653,
       50219.7059231 , 50189.09807245, 50169.50479824, 50156.96238229,
       50148.93349462, 50143.79389172, 50140.50383226, 50138.39773738,
       50137.04954424, 50136.18651344, 50135.6340539 , 50135.28040308,
       50135.05401746, 50134.90909923, 50134.81633144, 50134.75694717]), 3680: array([5893.86915796, 5894.95469817, 5895.52512951, 5895.82488064,
       5895.98239432, 5896.06516485, 5896.10865924, 5896.13151473,
       5896.14352487, 5896.14983598, 5896.15315235, 5896.15489504,
       5896.15581079, 5896.15629201, 5896.15654487, 5896.15667775,
       5896.15674757, 5896.15678427, 5896.15680355, 5896.15681368,
       5896.156819  , 5896.1568218 , 5896.15682327, 5896.15682404,
       5896.15682445, 5896.15682466, 5896.15682477, 5896.15682483]), 3685: array([6969.84519859, 6969.16421392, 6968.89146191, 6968.78221766,
       6968.73846251, 6968.72093744, 6968.71391819, 6968.7111068 ,
       6968.70998077, 6968.70952976, 6968.70934912, 6968.70927677,
       6968.70924779, 6968.70923619, 6968.70923154, 6968.70922968,
       6968.70922893, 6968.70922863, 6968.70922851, 6968.70922846,
       6968.70922844, 6968.70922844, 6968.70922843, 6968.70922843,
       6968.70922843, 6968.70922843, 6968.70922843, 6968.70922843]), 3690: array([8106.87760233, 8106.04888   , 8105.67446059, 8105.5052967 ,
       8105.42886791, 8105.39433713, 8105.37873602, 8105.37168738,
       8105.36850279, 8105.36706398, 8105.36641392, 8105.36612022,
       8105.36598753, 8105.36592758, 8105.36590049, 8105.36588825,
       8105.36588272, 8105.36588022, 8105.3658791 , 8105.36587859,
       8105.36587836, 8105.36587825, 8105.3658782 , 8105.36587818,
       8105.36587817, 8105.36587817, 8105.36587817, 8105.36587817]), 3695: array([42163.77712719, 37558.83451137, 34320.14624281, 32042.35418849,
       30440.36714544, 29313.67848163, 28521.27048392, 27963.96441081,
       27572.00716149, 27296.34089351, 27102.46288403, 26966.10712735,
       26870.20717238, 26802.76006499, 26755.32404381, 26721.96195917,
       26698.4981723 , 26681.99592729, 26670.38978324, 26662.22710116,
       26656.48622991, 26652.44863511, 26649.60896651, 26647.61180778,
       26646.20719211, 26645.21931611, 26644.52453602, 26644.03589234]), 3700: array([130.59841765, 130.296358  , 130.13561737, 130.05007947,
       130.00456059, 129.98033778, 129.96744765, 129.96058818,
       129.95693793, 129.95499545, 129.95396176, 129.95341169,
       129.95311896, 129.95296319, 129.9528803 , 129.95283619,
       129.95281271, 129.95280022, 129.95279357, 129.95279004,
       129.95278815, 129.95278715, 129.95278662, 129.95278634,
       129.95278618, 129.9527861 , 129.95278606, 129.95278604]), 3705: array([821.19830347, 828.89363283, 834.85326048, 839.4686785 ,
       843.04307689, 845.81126036, 847.95507279, 849.61534271,
       850.9011344 , 851.8969124 , 852.66809007, 853.26532659,
       853.72785485, 854.08605865, 854.36346864, 854.57830808,
       854.74468993, 854.87354391, 854.97333454, 855.05061713,
       855.11046843, 855.15682011, 855.19271705, 855.22051734,
       855.2420472 , 855.25872095, 855.27163389, 855.28163428]), 3710: array([405.43781823, 404.47003588, 403.95265898, 403.67606905,
       403.52820393, 403.44915518, 403.40689567, 403.38430372,
       403.37222606, 403.36576933, 403.36231756, 403.36047224,
       403.35948573, 403.35895835, 403.35867641, 403.35852568,
       403.3584451 , 403.35840202, 403.35837899, 403.35836668,
       403.3583601 , 403.35835658, 403.3583547 , 403.3583537 ,
       403.35835316, 403.35835287, 403.35835272, 403.35835264]), 3715: array([632.15700312, 632.10385648, 632.07805839, 632.06553564,
       632.05945693, 632.05650625, 632.05507394, 632.05437868,
       632.0540412 , 632.05387737, 632.05379785, 632.05375925,
       632.05374052, 632.05373142, 632.05372701, 632.05372486,
       632.05372382, 632.05372332, 632.05372307, 632.05372295,
       632.05372289, 632.05372287, 632.05372285, 632.05372285,
       632.05372284, 632.05372284, 632.05372284, 632.05372284]), 3720: array([ 989.34632754,  994.41006448,  998.19465866, 1001.02323234,
       1003.13728438, 1004.71730901, 1005.89820605, 1006.78079851,
       1007.44044065, 1007.93345161, 1008.30192383, 1008.57731685,
       1008.78314327, 1008.93697619, 1009.05194962, 1009.13787978,
       1009.20210326, 1009.25010335, 1009.28597821, 1009.31279077,
       1009.33283026, 1009.3478076 , 1009.35900154, 1009.36736779,
       1009.37362066, 1009.378294  , 1009.38178682, 1009.38439732]), 3725: array([2565.43078233, 2580.43694984, 2591.73982243, 2600.25331721,
       2606.6658104 , 2611.49579737, 2615.13381668, 2617.87402792,
       2619.93799652, 2621.49260892, 2622.66356652, 2623.54554952,
       2624.20987246, 2624.71025057, 2625.08714293, 2625.37102397,
       2625.58484746, 2625.74590255, 2625.86721169, 2625.95858357,
       2626.02740625, 2626.07924453, 2626.11828992, 2626.14769949,
       2626.16985123, 2626.18653625, 2626.19910366, 2626.20856962]), 3730: array([7236.69424585, 7770.74446542, 8109.82314383, 8325.11066911,
       8461.80082835, 8548.5880196 , 8603.69086392, 8638.67671159,
       8660.88989409, 8674.99346767, 8683.94809574, 8689.63356003,
       8693.24336984, 8695.53530699, 8696.99050163, 8697.91443249,
       8698.50105382, 8698.87351091, 8699.10999102, 8699.26013676,
       8699.35546715, 8699.41599424, 8699.45442404, 8699.47882386,
       8699.49431577, 8699.50415187, 8699.51039701, 8699.51436216]), 3735: array([279.20617685, 279.21728487, 279.22291663, 279.22577192,
       279.22721956, 279.22795351, 279.22832562, 279.22851428,
       279.22860993, 279.22865843, 279.22868301, 279.22869548,
       279.2287018 , 279.228705  , 279.22870663, 279.22870745,
       279.22870787, 279.22870808, 279.22870819, 279.22870824,
       279.22870827, 279.22870828, 279.22870829, 279.22870829,
       279.2287083 , 279.2287083 , 279.2287083 , 279.2287083 ]), 3740: array([4430.59915544, 4895.02949635, 5207.675338  , 5418.14268626,
       5559.82537889, 5655.2035245 , 5719.41031287, 5762.63312503,
       5791.72991587, 5811.31733267, 5824.50321626, 5833.37970711,
       5839.35519516, 5843.37778225, 5846.08571283, 5847.90864119,
       5849.13580255, 5849.96190469, 5850.51802123, 5850.89238852,
       5851.14440559, 5851.31405878, 5851.42826615, 5851.50514842,
       5851.55690412, 5851.5917451 , 5851.6151994 , 5851.63098839]), 3745: array([6010.3552746 , 6067.91185073, 6112.56980898, 6147.219772  ,
       6174.10456443, 6194.96438651, 6211.1494539 , 6223.7073945 ,
       6233.45105933, 6241.01113685, 6246.87697615, 6251.42826158,
       6254.95958899, 6257.69953432, 6259.82544889, 6261.47493903,
       6262.754773  , 6263.74779197, 6264.51827213, 6265.11608515,
       6265.57992631, 6265.93981914, 6266.2190588 , 6266.43571994,
       6266.6038266 , 6266.73426001, 6266.83546287, 6266.91398583]), 3750: array([ 3714.31368158,  6922.89961326,  9949.07831565, 12803.21958964,
       15495.10371581, 18033.95496847, 20428.47322446, 22686.863775  ,
       24816.8654428 , 26825.77710057, 28720.48268214, 30507.4747716 ,
       32192.87685138, 33782.46428566, 35281.68411073, 36695.67370035,
       38029.27837001, 39287.06798034, 40473.35259665, 41592.19725822,
       42647.43590796, 43642.68453018, 44581.35354147, 45466.65947718,
       46301.6360135 , 47089.14436298, 47831.883079  , 48532.39730294]), 3755: array([11137.90729527, 11188.14886021, 11225.59061927, 11253.49351847,
       11274.28772802, 11289.78429515, 11301.33287517, 11309.93927808,
       11316.35306843, 11321.13284775, 11324.69490529, 11327.34947429,
       11329.3277513 , 11330.80203203, 11331.90071723, 11332.7194956 ,
       11333.32967767, 11333.78440655, 11334.1232863 , 11334.37583126,
       11334.56403653, 11334.70429364, 11334.80881811, 11334.88671337,
       11334.94476363, 11334.98802469, 11335.02026434, 11335.04429045]), 3760: array([21551.41032107, 21491.20808664, 21456.80088753, 21437.13624613,
       21425.89737372, 21419.4740553 , 21415.80295575, 21413.70482344,
       21412.50568429, 21411.82034395, 21411.42865348, 21411.20479183,
       21411.07684886, 21411.003726  , 21410.96193432, 21410.93804925,
       21410.92439829, 21410.9165964 , 21410.9121374 , 21410.90958897,
       21410.90813247, 21410.90730004, 21410.90682429, 21410.90655238,
       21410.90639698, 21410.90630816, 21410.9062574 , 21410.90622839]), 3765: array([7476.08828158, 7478.11966848, 7479.20290457, 7479.78053969,
       7480.08856334, 7480.2528168 , 7480.34040488, 7480.38711119,
       7480.4120173 , 7480.42529847, 7480.43238065, 7480.43615722,
       7480.43817107, 7480.43924496, 7480.43981761, 7480.44012297,
       7480.44028581, 7480.44037264, 7480.44041894, 7480.44044363,
       7480.4404568 , 7480.44046382, 7480.44046757, 7480.44046956,
       7480.44047063, 7480.44047119, 7480.4404715 , 7480.44047166]), 3770: array([  9456.13164475,  15050.63980365,  20645.14796255,  26239.65612144,
        31834.16428032,  37428.67243921,  43023.18059808,  48617.68875696,
        54212.19691583,  59806.7050747 ,  65401.21323356,  70995.72139242,
        76590.22955128,  82184.73771013,  87779.24586898,  93373.75402783,
        98968.26218667, 104562.7703455 , 110157.27850434, 115751.78666317,
       121346.29482199, 126940.80298082, 132535.31113963, 138129.81929845,
       143724.32745726, 149318.83561607, 154913.34377487, 160507.85193367]), 3775: array([45583.09686329, 42054.21298878, 39374.30710841, 37339.13231009,
       35793.57935241, 34619.85513619, 33728.50519644, 33051.5960008 ,
       32537.53744903, 32147.15097424, 31850.68357928, 31625.54023556,
       31454.56182079, 31324.71735001, 31226.11082932, 31151.22704055,
       31094.35877483, 31051.17186217, 31018.37484608, 30993.46812786,
       30974.55346164, 30960.18928106, 30949.28083143, 30940.99673386,
       30934.70562241, 30929.92802496, 30926.2998207 , 30923.54448891]), 3780: array([ 5812.79430177,  6570.83118267,  7263.46630156,  7896.34237925,
        8474.61529494,  9002.99608987,  9485.78934695,  9926.92825911,
       10330.00667201, 10698.30836218, 11034.83378908, 11342.32453914,
       11623.28566068, 11880.00607195, 12114.57720835, 12328.9100608 ,
       12524.75074412, 12703.69472218, 12867.19980569, 13016.59802866,
       13153.10650014, 13277.83731964, 13391.8066372 , 13495.94293163,
       13591.09457463, 13678.03674225, 13757.47773005, 13830.06472339]), 3785: array([1669.24017709, 1679.91563726, 1687.96700442, 1694.03929658,
       1698.61898241, 1702.07295362, 1704.67791771, 1706.64256579,
       1708.12429142, 1709.24179989, 1710.08461798, 1710.72026626,
       1711.19966833, 1711.56123045, 1711.83391841, 1712.03957801,
       1712.19468523, 1712.31166615, 1712.39989245, 1712.46643219,
       1712.51661606, 1712.55446442, 1712.58300943, 1712.6045379 ,
       1712.62077455, 1712.63302012, 1712.64225566, 1712.64922105]), 3790: array([832.25072287, 832.16846273, 832.13683536, 832.12467528,
       832.11999998, 832.11820241, 832.11751129, 832.11724556,
       832.1171434 , 832.11710412, 832.11708902, 832.11708321,
       832.11708098, 832.11708012, 832.11707979, 832.11707966,
       832.11707961, 832.11707959, 832.11707959, 832.11707958,
       832.11707958, 832.11707958, 832.11707958, 832.11707958,
       832.11707958, 832.11707958, 832.11707958, 832.11707958]), 3795: array([14.52632219, 15.13470792, 15.74309366, 16.3514794 , 16.95986514,
       17.56825087, 18.17663661, 18.78502235, 19.39340808, 20.00179382,
       20.61017956, 21.21856529, 21.82695103, 22.43533677, 23.0437225 ,
       23.65210824, 24.26049398, 24.86887972, 25.47726545, 26.08565119,
       26.69403693, 27.30242266, 27.9108084 , 28.51919414, 29.12757987,
       29.73596561, 30.34435135, 30.95273709]), 3800: array([149.29965215, 150.28386786, 151.03101451, 151.59819518,
       152.02875845, 152.35561151, 152.60373512, 152.79209295,
       152.93508083, 153.04362707, 153.12602767, 153.18858035,
       153.2360659 , 153.27211356, 153.29947838, 153.3202518 ,
       153.33602152, 153.34799276, 153.35708048, 153.36397923,
       153.36921627, 153.37319186, 153.37620984, 153.37850088,
       153.38024008, 153.38156035, 153.38256261, 153.38332345]), 3805: array([1122.61280984, 1283.00669384, 1433.79828362, 1575.56243934,
       1708.83960602, 1834.13787391, 1951.93491542, 2062.67980616,
       2166.79473696, 2264.67662338, 2356.69861882, 2443.21153715,
       2524.54519007, 2601.00964444, 2672.89640439, 2740.47952256,
       2804.01664491, 2863.7499929 , 2919.90728693, 2972.7026145 ,
       3022.3372463 , 3069.0004036 , 3112.86997952, 3154.1132173 ,
       3192.88734782, 3229.34018902, 3263.61070943, 3295.82955797]), 3810: array([49.33089712, 49.32565354, 49.32350443, 49.32262361, 49.3222626 ,
       49.32211464, 49.32205399, 49.32202914, 49.32201895, 49.32201478,
       49.32201306, 49.32201236, 49.32201208, 49.32201196, 49.32201191,
       49.32201189, 49.32201188, 49.32201188, 49.32201188, 49.32201188,
       49.32201188, 49.32201188, 49.32201188, 49.32201188, 49.32201188,
       49.32201188, 49.32201188, 49.32201188]), 3815: array([ 22.7064221 ,  26.71226626,  30.71811042,  34.72395458,
        38.72979874,  42.7356429 ,  46.74148706,  50.74733122,
        54.75317538,  58.75901954,  62.76486371,  66.77070787,
        70.77655203,  74.78239619,  78.78824035,  82.79408451,
        86.79992867,  90.80577283,  94.81161699,  98.81746115,
       102.82330531, 106.82914947, 110.83499363, 114.84083779,
       118.84668195, 122.85252611, 126.85837026, 130.86421442]), 3820: array([37.15030297, 39.15917511, 41.16804726, 43.17691941, 45.18579155,
       47.1946637 , 49.20353584, 51.21240799, 53.22128014, 55.23015228,
       57.23902443, 59.24789657, 61.25676872, 63.26564087, 65.27451301,
       67.28338516, 69.2922573 , 71.30112945, 73.3100016 , 75.31887374,
       77.32774589, 79.33661803, 81.34549018, 83.35436233, 85.36323447,
       87.37210662, 89.38097876, 91.38985091]), 3825: array([11.71716186,  9.59051874,  7.84985749,  6.4251231 ,  5.25897542,
        4.30448142,  3.52322635,  2.88376766,  2.36036956,  1.93196727,
        1.58131921,  1.29431314,  1.05939815,  0.86711981,  0.70973963,
        0.58092367,  0.47548758,  0.38918794,  0.31855153,  0.2607355 ,
        0.21341298,  0.17467941,  0.14297591,  0.11702654,  0.09578693,
        0.07840227,  0.0641729 ,  0.05252613]), 3830: array([2.30094305, 1.88263249, 1.54037064, 1.26033188, 1.03120407,
       0.84373162, 0.69034159, 0.56483782, 0.46215059, 0.37813186,
       0.30938771, 0.25314122, 0.20712032, 0.16946601, 0.13865724,
       0.11344949, 0.0928245 , 0.07594913, 0.0621417 , 0.05084445,
       0.04160103, 0.03403807, 0.02785005, 0.02278701, 0.01864443,
       0.01525497, 0.01248171, 0.01021263]), 3835: array([ 9.50667102,  9.91214281, 10.3176146 , 10.72308639, 11.12855819,
       11.53402998, 11.93950177, 12.34497356, 12.75044535, 13.15591714,
       13.56138893, 13.96686072, 14.37233251, 14.7778043 , 15.18327609,
       15.58874788, 15.99421967, 16.39969146, 16.80516325, 17.21063504,
       17.61610683, 18.02157862, 18.42705041, 18.8325222 , 19.23799399,
       19.64346578, 20.04893758, 20.45440937]), 3840: array([1.91637398, 1.97005317, 2.02373236, 2.07741155, 2.13109074,
       2.18476993, 2.23844912, 2.29212831, 2.3458075 , 2.39948669,
       2.45316588, 2.50684507, 2.56052426, 2.61420345, 2.66788263,
       2.72156182, 2.77524101, 2.8289202 , 2.88259939, 2.93627858,
       2.98995777, 3.04363696, 3.09731615, 3.15099534, 3.20467453,
       3.25835372, 3.31203291, 3.3657121 ]), 3845: array([31.84757292, 31.84822004, 31.84854371, 31.84870561, 31.84878658,
       31.84882708, 31.84884734, 31.84885747, 31.84886254, 31.84886508,
       31.84886635, 31.84886698, 31.8488673 , 31.84886746, 31.84886754,
       31.84886758, 31.84886759, 31.8488676 , 31.84886761, 31.84886761,
       31.84886761, 31.84886761, 31.84886761, 31.84886761, 31.84886761,
       31.84886761, 31.84886761, 31.84886761]), 3850: array([73.21858519, 73.64938789, 73.97371249, 74.21787635, 74.40169217,
       74.54007568, 74.64425604, 74.72268697, 74.78173274, 74.82618464,
       74.85964971, 74.88484349, 74.90381032, 74.91808927, 74.928839  ,
       74.93693181, 74.94302438, 74.9476111 , 74.95106416, 74.95366375,
       74.95562082, 74.95709418, 74.95820338, 74.95903843, 74.95966708,
       74.96014036, 74.96049666, 74.9607649 ]), 3855: array([50.98445206, 51.28502011, 51.51130334, 51.68166111, 51.80991528,
       51.90647168, 51.97916435, 52.03389116, 52.07509235, 52.10611075,
       52.129463  , 52.1470438 , 52.16027953, 52.17024408, 52.1777459 ,
       52.18339367, 52.1876456 , 52.19084668, 52.19325661, 52.19507094,
       52.19643685, 52.19746519, 52.19823937, 52.19882222, 52.19926101,
       52.19959136, 52.19984006, 52.2000273 ]), 3860: array([24.31189727, 24.31095272, 24.31048675, 24.31025687, 24.31014346,
       24.31008752, 24.31005992, 24.3100463 , 24.31003958, 24.31003627,
       24.31003463, 24.31003383, 24.31003343, 24.31003323, 24.31003314,
       24.31003309, 24.31003306, 24.31003305, 24.31003305, 24.31003304,
       24.31003304, 24.31003304, 24.31003304, 24.31003304, 24.31003304,
       24.31003304, 24.31003304, 24.31003304]), 3865: array([13.41348654, 14.08769271, 14.76189888, 15.43610505, 16.11031122,
       16.78451739, 17.45872356, 18.13292973, 18.8071359 , 19.48134207,
       20.15554823, 20.8297544 , 21.50396057, 22.17816674, 22.85237291,
       23.52657908, 24.20078525, 24.87499142, 25.54919759, 26.22340376,
       26.89760993, 27.5718161 , 28.24602227, 28.92022844, 29.59443461,
       30.26864078, 30.94284695, 31.61705312]), 3870: array([2.47072113, 2.05363582, 1.70695918, 1.41880544, 1.17929528,
       0.98021712, 0.81474558, 0.67720749, 0.56288737, 0.46786577,
       0.38888488, 0.32323684, 0.26867093, 0.22331636, 0.18561815,
       0.15428382, 0.12823907, 0.10659097, 0.08859731, 0.07364118,
       0.06120982, 0.05087701, 0.04228849, 0.03514981, 0.02921622,
       0.02428428, 0.02018491, 0.01677757]), 3875: array([3.91663354, 3.31220915, 2.80106102, 2.36879452, 2.00323645,
       1.6940922 , 1.43265586, 1.21156501, 1.02459344, 0.86647579,
       0.73275924, 0.61967816, 0.52404802, 0.44317577, 0.37478392,
       0.31694647, 0.26803463, 0.22667099, 0.19169069, 0.16210864,
       0.13709176, 0.11593555, 0.09804421, 0.08291391, 0.07011856,
       0.05929781, 0.05014695, 0.04240828]), 3880: array([0.00569578, 0.0056958 , 0.00569583, 0.00569585, 0.00569587,
       0.00569589, 0.00569591, 0.00569593, 0.00569595, 0.00569597,
       0.005696  , 0.00569602, 0.00569604, 0.00569606, 0.00569608,
       0.0056961 , 0.00569612, 0.00569615, 0.00569617, 0.00569619,
       0.00569621, 0.00569623, 0.00569625, 0.00569627, 0.00569629,
       0.00569632, 0.00569634, 0.00569636]), 3885: array([11.21477613, 11.45694715, 11.69911817, 11.94128918, 12.1834602 ,
       12.42563121, 12.66780223, 12.90997324, 13.15214426, 13.39431528,
       13.63648629, 13.87865731, 14.12082832, 14.36299934, 14.60517035,
       14.84734137, 15.08951239, 15.3316834 , 15.57385442, 15.81602543,
       16.05819645, 16.30036746, 16.54253848, 16.7847095 , 17.02688051,
       17.26905153, 17.51122254, 17.75339356]), 3890: array([1.89895737e+00, 1.36429985e+00, 9.80176924e-01, 7.04205073e-01,
       5.05934007e-01, 3.63486813e-01, 2.61146097e-01, 1.87619747e-01,
       1.34794983e-01, 9.68432056e-02, 6.95768764e-02, 4.99874721e-02,
       3.59135292e-02, 2.58021513e-02, 1.85376653e-02, 1.33185192e-02,
       9.56884093e-03, 6.87489694e-03, 4.93944177e-03, 3.54892038e-03,
       2.54990488e-03, 1.83216548e-03, 1.31650798e-03, 9.46035554e-04,
       6.79870858e-04, 4.88645710e-04, 3.51260634e-04, 2.52556778e-04]), 3895: array([3.95594938, 3.75022383, 3.55519685, 3.37031207, 3.19504206,
       3.02888681, 2.87137232, 2.72204922, 2.58049154, 2.44629544,
       2.31907809, 2.19847657, 2.08414682, 1.97576268, 1.87301496,
       1.77561055, 1.68327157, 1.59573459, 1.5127499 , 1.43408075,
       1.35950272, 1.28880305, 1.22178006, 1.15824254, 1.09800923,
       1.04090829, 0.98677685, 0.93546046]), 3900: array([11.6118611 , 11.58920044, 11.57406704, 11.56396056, 11.55721119,
       11.55270377, 11.5496936 , 11.54768333, 11.54634082, 11.54544426,
       11.54484551, 11.54444565, 11.54417861, 11.54400027, 11.54388118,
       11.54380164, 11.54374853, 11.54371305, 11.54368936, 11.54367354,
       11.54366298, 11.54365592, 11.54365121, 11.54364806, 11.54364596,
       11.54364456, 11.54364362, 11.54364299]), 3905: array([60.61199425, 61.02788387, 61.34312145, 61.58206642, 61.76318283,
       61.90046613, 62.00452465, 62.08339931, 62.14318503, 62.18850163,
       62.22285088, 62.24888705, 62.26862205, 62.28358086, 62.29491939,
       62.30351382, 62.31002825, 62.31496609, 62.31870889, 62.32154587,
       62.32369625, 62.32532621, 62.32656169, 62.32749817, 62.328208  ,
       62.32874604, 62.32915387, 62.32946299]), 3910: array([30.56252678, 30.55914896, 30.55778105, 30.55722708, 30.55700274,
       30.55691189, 30.5568751 , 30.5568602 , 30.55685417, 30.55685172,
       30.55685074, 30.55685033, 30.55685017, 30.55685011, 30.55685008,
       30.55685007, 30.55685006, 30.55685006, 30.55685006, 30.55685006,
       30.55685006, 30.55685006, 30.55685006, 30.55685006, 30.55685006,
       30.55685006, 30.55685006, 30.55685006]), 3915: array([76.88823437, 76.87894752, 76.87507493, 76.87346007, 76.87278668,
       76.87250588, 76.87238878, 76.87233995, 76.87231959, 76.8723111 ,
       76.87230756, 76.87230609, 76.87230547, 76.87230521, 76.87230511,
       76.87230506, 76.87230504, 76.87230504, 76.87230503, 76.87230503,
       76.87230503, 76.87230503, 76.87230503, 76.87230503, 76.87230503,
       76.87230503, 76.87230503, 76.87230503]), 3920: array([13.03602542, 13.02770996, 13.02194521, 13.01794875, 13.01517817,
       13.01325745, 13.0119259 , 13.01100279, 13.01036283, 13.00991918,
       13.00961162, 13.0093984 , 13.00925058, 13.0091481 , 13.00907706,
       13.00902781, 13.00899367, 13.00897   , 13.00895359, 13.00894221,
       13.00893432, 13.00892886, 13.00892507, 13.00892244, 13.00892062,
       13.00891935, 13.00891848, 13.00891787]), 3925: array([4.43647369, 3.98156571, 3.57330317, 3.20690314, 2.87807312,
       2.58296074, 2.31810866, 2.08041403, 1.86709219, 1.67564399,
       1.50382654, 1.34962695, 1.21123871, 1.08704055, 0.97557745,
       0.87554358, 0.785767  , 0.70519595, 0.63288651, 0.56799155,
       0.50975081, 0.45748197, 0.41057268, 0.36847338, 0.33069088,
       0.29678252, 0.26635106, 0.23904   ]), 3930: array([17.20866188, 17.20627618, 17.20524742, 17.20480379, 17.20461249,
       17.20452999, 17.20449442, 17.20447908, 17.20447246, 17.20446961,
       17.20446838, 17.20446785, 17.20446762, 17.20446752, 17.20446748,
       17.20446746, 17.20446745, 17.20446745, 17.20446745, 17.20446745,
       17.20446745, 17.20446745, 17.20446745, 17.20446745, 17.20446745,
       17.20446745, 17.20446745, 17.20446745]), 3935: array([14.03150449, 14.03090511, 14.03061069, 14.03046606, 14.03039502,
       14.03036012, 14.03034298, 14.03033456, 14.03033042, 14.03032839,
       14.03032739, 14.0303269 , 14.03032666, 14.03032654, 14.03032648,
       14.03032645, 14.03032644, 14.03032643, 14.03032643, 14.03032643,
       14.03032643, 14.03032643, 14.03032643, 14.03032643, 14.03032643,
       14.03032643, 14.03032643, 14.03032643]), 3940: array([59.04857096, 59.04742093, 59.04685251, 59.04657155, 59.04643268,
       59.04636404, 59.04633012, 59.04631335, 59.04630506, 59.04630096,
       59.04629894, 59.04629794, 59.04629744, 59.0462972 , 59.04629708,
       59.04629702, 59.04629699, 59.04629697, 59.04629697, 59.04629696,
       59.04629696, 59.04629696, 59.04629696, 59.04629696, 59.04629696,
       59.04629696, 59.04629696, 59.04629696]), 3945: array([14.71828761, 14.75601064, 14.78346788, 14.80345302, 14.81799949,
       14.82858734, 14.83629385, 14.84190315, 14.84598596, 14.84895768,
       14.8511207 , 14.85269508, 14.85384101, 14.85467509, 14.85528219,
       14.85572408, 14.85604571, 14.85627982, 14.85645022, 14.85657424,
       14.85666452, 14.85673022, 14.85677805, 14.85681286, 14.8568382 ,
       14.85685664, 14.85687006, 14.85687983]), 3950: array([3.37752358, 3.38030023, 3.38226816, 3.38366291, 3.38465143,
       3.38535203, 3.38584857, 3.38620049, 3.38644991, 3.38662669,
       3.38675198, 3.38684077, 3.38690371, 3.38694831, 3.38697992,
       3.38700233, 3.38701821, 3.38702946, 3.38703744, 3.38704309,
       3.3870471 , 3.38704994, 3.38705195, 3.38705338, 3.38705439,
       3.3870551 , 3.38705561, 3.38705597]), 3955: array([21.07260388, 21.0710258 , 21.07027143, 21.06991082, 21.06973843,
       21.06965603, 21.06961664, 21.06959781, 21.0695888 , 21.0695845 ,
       21.06958244, 21.06958146, 21.06958099, 21.06958077, 21.06958066,
       21.06958061, 21.06958058, 21.06958057, 21.06958056, 21.06958056,
       21.06958056, 21.06958056, 21.06958056, 21.06958056, 21.06958056,
       21.06958056, 21.06958056, 21.06958056]), 3960: array([61.98683606, 62.93792853, 63.889021  , 64.84011347, 65.79120594,
       66.74229841, 67.69339087, 68.64448334, 69.59557581, 70.54666828,
       71.49776075, 72.44885322, 73.39994569, 74.35103816, 75.30213062,
       76.25322309, 77.20431556, 78.15540803, 79.1065005 , 80.05759297,
       81.00868544, 81.9597779 , 82.91087037, 83.86196284, 84.81305531,
       85.76414778, 86.71524025, 87.66633272]), 3965: array([3.30687262, 3.09941786, 2.90497766, 2.72273555, 2.5519263 ,
       2.39183268, 2.24178244, 2.10114552, 1.96933138, 1.84578652,
       1.72999219, 1.62146215, 1.51974068, 1.42440065, 1.33504172,
       1.25128868, 1.17278983, 1.09921557, 1.03025695, 0.96562441,
       0.90504656, 0.84826902, 0.7950534 , 0.74517622, 0.69842806,
       0.65461263, 0.61354593, 0.57505552]), 3970: array([6.23196402, 6.21638276, 6.20115917, 6.18628502, 6.17175231,
       6.15755318, 6.14367999, 6.13012526, 6.11688167, 6.10394208,
       6.09129951, 6.07894715, 6.06687833, 6.05508654, 6.04356543,
       6.03230878, 6.02131053, 6.01056473, 6.0000656 , 5.98980747,
       5.97978481, 5.96999222, 5.96042442, 5.95107623, 5.94194264,
       5.9330187 , 5.9242996 , 5.91578065]), 3975: array([191.0433535 , 193.88635025, 196.16111895, 197.98123098,
       199.43755831, 200.60281037, 201.5351642 , 202.28116903,
       202.87807032, 203.3556693 , 203.73781086, 204.04357402,
       204.28822447, 204.48397679, 204.64060421, 204.7659266 ,
       204.86620088, 204.9464334 , 205.01062989, 205.06199547,
       205.10309464, 205.13597934, 205.1622914 , 205.18334448,
       205.2001897 , 205.21366807, 205.22445253, 205.23308151]), 3980: array([22.82811792, 19.28300734, 16.28843762, 13.75891207, 11.62221127,
        9.81733118,  8.29274143,  7.0049141 ,  5.91708097,  4.99818379,
        4.2219875 ,  3.56633124,  3.01249567,  2.54466845,  2.14949284,
        1.81568635,  1.53371862,  1.29553929,  1.09434822,  0.92440129,
        0.7808464 ,  0.65958499,  0.55715496,  0.4706319 ,  0.3975455 ,
        0.33580912,  0.28366013,  0.23960967]), 3985: array([135.84797706, 135.90741302, 135.93985953, 135.95757231,
       135.96724184, 135.9725205 , 135.97540216, 135.97697528,
       135.97783405, 135.97830286, 135.97855879, 135.9786985 ,
       135.97877477, 135.97881641, 135.97883914, 135.97885155,
       135.97885832, 135.97886202, 135.97886404, 135.97886514,
       135.97886574, 135.97886607, 135.97886625, 135.97886635,
       135.9788664 , 135.97886643, 135.97886645, 135.97886646]), 3990: array([414.47982739, 414.53776025, 414.56761576, 414.5830017 ,
       414.59093079, 414.59501701, 414.59712284, 414.59820807,
       414.59876734, 414.59905556, 414.59920409, 414.59928063,
       414.59932008, 414.59934041, 414.59935089, 414.59935629,
       414.59935907, 414.5993605 , 414.59936124, 414.59936162,
       414.59936182, 414.59936192, 414.59936197, 414.599362  ,
       414.59936201, 414.59936202, 414.59936202, 414.59936202]), 3995: array([914.24149663, 914.34792885, 914.40153155, 914.42852761,
       914.4421237 , 914.44897112, 914.45241971, 914.45415653,
       914.45503125, 914.45547179, 914.45569365, 914.4558054 ,
       914.45586167, 914.45589001, 914.45590429, 914.45591148,
       914.4559151 , 914.45591692, 914.45591784, 914.4559183 ,
       914.45591853, 914.45591865, 914.45591871, 914.45591874,
       914.45591876, 914.45591876, 914.45591877, 914.45591877]), 4000: array([916.98590899, 914.71172409, 913.22584259, 912.25501395,
       911.62070479, 911.20626696, 910.93548621, 910.7585665 ,
       910.64297269, 910.56744729, 910.51810135, 910.48586026,
       910.46479493, 910.4510315 , 910.44203891, 910.43616342,
       910.43232457, 910.42981638, 910.42817761, 910.42710688,
       910.42640731, 910.42595023, 910.42565158, 910.42545646,
       910.42532897, 910.42524567, 910.42519125, 910.42515569]), 4005: array([1689.49645826, 1851.23960975, 2012.98276124, 2174.72591273,
       2336.46906421, 2498.2122157 , 2659.95536719, 2821.69851867,
       2983.44167016, 3145.18482165, 3306.92797314, 3468.67112462,
       3630.41427611, 3792.1574276 , 3953.90057909, 4115.64373057,
       4277.38688206, 4439.13003355, 4600.87318503, 4762.61633652,
       4924.35948801, 5086.1026395 , 5247.84579098, 5409.58894247,
       5571.33209396, 5733.07524544, 5894.81839693, 6056.56154842]), 4010: array([42.7776892 , 42.7734197 , 42.77168925, 42.77098788, 42.77070362,
       42.7705884 , 42.77054171, 42.77052278, 42.77051511, 42.770512  ,
       42.77051074, 42.77051023, 42.77051002, 42.77050994, 42.7705099 ,
       42.77050989, 42.77050988, 42.77050988, 42.77050988, 42.77050988,
       42.77050988, 42.77050988, 42.77050988, 42.77050988, 42.77050988,
       42.77050988, 42.77050988, 42.77050988]), 4015: array([8.60318975e+00, 6.65371199e+00, 5.14598487e+00, 3.97990793e+00,
       3.07806340e+00, 2.38057638e+00, 1.84113955e+00, 1.42393882e+00,
       1.10127556e+00, 8.51727622e-01, 6.58727117e-01, 5.09460426e-01,
       3.94017489e-01, 3.04733861e-01, 2.35681856e-01, 1.82276999e-01,
       1.40973655e-01, 1.09029627e-01, 8.43240989e-02, 6.52168305e-02,
       5.04392592e-02, 3.90102777e-02, 3.01710975e-02, 2.33348709e-02,
       1.80477296e-02, 1.39586518e-02, 1.07961569e-02, 8.35028162e-03]), 4020: array([114.5019339 , 108.14210049, 104.5970936 , 102.62108683,
       101.51964955, 100.90570222, 100.56348453, 100.37273046,
       100.26640308, 100.20713559, 100.17409956, 100.15568509,
       100.14542077, 100.13969937, 100.13651024, 100.13473259,
       100.13374172, 100.13318941, 100.13288154, 100.13270994,
       100.13261429, 100.13256097, 100.13253125, 100.13251468,
       100.13250545, 100.1325003 , 100.13249743, 100.13249583]), 4025: array([2.06896046, 2.18130221, 2.29364395, 2.4059857 , 2.51832744,
       2.63066919, 2.74301093, 2.85535268, 2.96769443, 3.08003617,
       3.19237792, 3.30471966, 3.41706141, 3.52940315, 3.6417449 ,
       3.75408665, 3.86642839, 3.97877014, 4.09111188, 4.20345363,
       4.31579537, 4.42813712, 4.54047886, 4.65282061, 4.76516236,
       4.8775041 , 4.98984585, 5.10218759]), 4030: array([6.23373957, 6.23537479, 6.23623885, 6.23669543, 6.23693669,
       6.23706417, 6.23713154, 6.23716713, 6.23718594, 6.23719588,
       6.23720113, 6.23720391, 6.23720537, 6.23720615, 6.23720656,
       6.23720677, 6.23720689, 6.23720695, 6.23720698, 6.237207  ,
       6.23720701, 6.23720701, 6.23720701, 6.23720701, 6.23720701,
       6.23720701, 6.23720701, 6.23720701]), 4035: array([0.00956604, 0.00956614, 0.00956624, 0.00956634, 0.00956645,
       0.00956655, 0.00956665, 0.00956675, 0.00956685, 0.00956695,
       0.00956705, 0.00956715, 0.00956725, 0.00956735, 0.00956745,
       0.00956755, 0.00956765, 0.00956775, 0.00956785, 0.00956795,
       0.00956805, 0.00956815, 0.00956825, 0.00956835, 0.00956845,
       0.00956855, 0.00956865, 0.00956875]), 4040: array([1.1649742 , 1.34076734, 1.51656046, 1.69235357, 1.86814666,
       2.04393974, 2.2197328 , 2.39552585, 2.57131888, 2.74711189,
       2.92290489, 3.09869788, 3.27449085, 3.4502838 , 3.62607674,
       3.80186966, 3.97766257, 4.15345546, 4.32924834, 4.5050412 ,
       4.68083404, 4.85662687, 5.03241969, 5.20821249, 5.38400527,
       5.55979804, 5.73559079, 5.91138353]), 4045: array([0.10191722, 0.10190409, 0.10189768, 0.10189454, 0.10189301,
       0.10189226, 0.1018919 , 0.10189172, 0.10189163, 0.10189159,
       0.10189157, 0.10189156, 0.10189155, 0.10189155, 0.10189155,
       0.10189155, 0.10189155, 0.10189155, 0.10189155, 0.10189155,
       0.10189155, 0.10189155, 0.10189155, 0.10189155, 0.10189155,
       0.10189155, 0.10189155, 0.10189155]), 4050: array([0.00221828, 0.00221829, 0.00221831, 0.00221832, 0.00221833,
       0.00221834, 0.00221835, 0.00221837, 0.00221838, 0.00221839,
       0.0022184 , 0.00221842, 0.00221843, 0.00221844, 0.00221845,
       0.00221847, 0.00221848, 0.00221849, 0.0022185 , 0.00221852,
       0.00221853, 0.00221854, 0.00221855, 0.00221856, 0.00221858,
       0.00221859, 0.0022186 , 0.00221861]), 4055: array([1.50376327, 1.81623333, 2.12870338, 2.44117343, 2.75364348,
       3.06611353, 3.37858358, 3.69105364, 4.00352369, 4.31599374,
       4.62846379, 4.94093384, 5.25340389, 5.56587395, 5.878344  ,
       6.19081405, 6.5032841 , 6.81575415, 7.1282242 , 7.44069426,
       7.75316431, 8.06563436, 8.37810441, 8.69057446, 9.00304452,
       9.31551457, 9.62798462, 9.94045467]), 4060: array([2.66334566, 2.5976187 , 2.54942861, 2.51409631, 2.48819117,
       2.46919788, 2.45527227, 2.4450622 , 2.43757633, 2.43208779,
       2.42806367, 2.42511324, 2.42295002, 2.42136399, 2.42020113,
       2.41934853, 2.41872343, 2.4182651 , 2.41792907, 2.41768269,
       2.41750205, 2.41736961, 2.41727251, 2.41720131, 2.41714911,
       2.41711084, 2.41708278, 2.4170622 ]), 4065: array([0.18566994, 0.19027545, 0.19488096, 0.19948648, 0.20409199,
       0.2086975 , 0.21330302, 0.21790853, 0.22251404, 0.22711956,
       0.23172507, 0.23633058, 0.2409361 , 0.24554161, 0.25014712,
       0.25475264, 0.25935815, 0.26396366, 0.26856918, 0.27317469,
       0.27778021, 0.28238572, 0.28699123, 0.29159675, 0.29620226,
       0.30080777, 0.30541329, 0.3100188 ]), 4070: array([0.91049636, 0.90702526, 0.90464874, 0.90302163, 0.90190761,
       0.90114488, 0.90062267, 0.90026513, 0.90002034, 0.89985274,
       0.89973799, 0.89965942, 0.89960563, 0.89956881, 0.89954359,
       0.89952633, 0.89951451, 0.89950642, 0.89950088, 0.89949708,
       0.89949448, 0.89949271, 0.89949149, 0.89949066, 0.89949008,
       0.89948969, 0.89948943, 0.89948924]), 4075: array([0.57840906, 0.60085314, 0.62329723, 0.64574132, 0.66818541,
       0.6906295 , 0.71307359, 0.73551767, 0.75796176, 0.78040585,
       0.80284994, 0.82529403, 0.84773812, 0.8701822 , 0.89262629,
       0.91507038, 0.93751447, 0.95995856, 0.98240265, 1.00484673,
       1.02729082, 1.04973491, 1.072179  , 1.09462309, 1.11706717,
       1.13951126, 1.16195535, 1.18439944]), 4080: array([1.84894106, 2.0584189 , 2.26789673, 2.47737456, 2.6868524 ,
       2.89633023, 3.10580807, 3.3152859 , 3.52476373, 3.73424157,
       3.9437194 , 4.15319723, 4.36267507, 4.5721529 , 4.78163073,
       4.99110857, 5.2005864 , 5.41006423, 5.61954207, 5.8290199 ,
       6.03849774, 6.24797557, 6.4574534 , 6.66693124, 6.87640907,
       7.0858869 , 7.29536474, 7.50484257]), 4085: array([4.19449893e-03, 3.04254713e-03, 2.20696065e-03, 1.60085476e-03,
       1.16120626e-03, 8.42300259e-04, 6.10976740e-04, 4.43182562e-04,
       3.21470398e-04, 2.33184553e-04, 1.69145017e-04, 1.22692925e-04,
       8.89981648e-05, 6.45571369e-05, 4.68284503e-05, 3.39686667e-05,
       2.46406191e-05, 1.78743720e-05, 1.29663675e-05, 9.40626874e-06,
       6.82389473e-06, 4.95072884e-06, 3.59199831e-06, 2.60642160e-06,
       1.89151792e-06, 1.37295122e-06, 9.96800654e-07, 7.23953883e-07]), 4090: array([0.09663871, 0.10167864, 0.10563036, 0.10872884, 0.11115831,
       0.11306322, 0.11455682, 0.11572793, 0.11664618, 0.11736617,
       0.1179307 , 0.11837333, 0.1187204 , 0.11899252, 0.11920589,
       0.1193732 , 0.11950437, 0.11960723, 0.11968787, 0.11975111,
       0.11980069, 0.11983956, 0.11987004, 0.11989394, 0.11991268,
       0.11992738, 0.1199389 , 0.11994793]), 4095: array([0.00814456, 0.00850388, 0.0088632 , 0.00922252, 0.00958184,
       0.00994116, 0.01030048, 0.0106598 , 0.01101912, 0.01137844,
       0.01173776, 0.01209708, 0.0124564 , 0.01281572, 0.01317504,
       0.01353436, 0.01389368, 0.014253  , 0.01461232, 0.01497164,
       0.01533096, 0.01569028, 0.0160496 , 0.01640892, 0.01676824,
       0.01712756, 0.01748688, 0.0178462 ]), 4100: array([0.00680045, 0.00672923, 0.00667893, 0.0066434 , 0.00661831,
       0.00660059, 0.00658807, 0.00657923, 0.00657299, 0.00656858,
       0.00656546, 0.00656326, 0.00656171, 0.00656061, 0.00655984,
       0.00655929, 0.0065589 , 0.00655863, 0.00655844, 0.0065583 ,
       0.0065582 , 0.00655814, 0.00655809, 0.00655805, 0.00655803,
       0.00655801, 0.006558  , 0.00655799]), 4105: array([0.0047437 , 0.0047556 , 0.00476396, 0.00476982, 0.00477393,
       0.00477681, 0.00477884, 0.00478026, 0.00478126, 0.00478196,
       0.00478245, 0.00478279, 0.00478303, 0.0047832 , 0.00478332,
       0.0047834 , 0.00478346, 0.0047835 , 0.00478353, 0.00478355,
       0.00478357, 0.00478358, 0.00478358, 0.00478359, 0.00478359,
       0.00478359, 0.0047836 , 0.0047836 ]), 4110: array([0.01637515, 0.01691173, 0.01744831, 0.01798489, 0.01852147,
       0.01905805, 0.01959463, 0.02013122, 0.0206678 , 0.02120438,
       0.02174096, 0.02227754, 0.02281412, 0.0233507 , 0.02388729,
       0.02442387, 0.02496045, 0.02549703, 0.02603361, 0.02657019,
       0.02710677, 0.02764335, 0.02817994, 0.02871652, 0.0292531 ,
       0.02978968, 0.03032626, 0.03086284]), 4115: array([0.01024489, 0.00901326, 0.0079297 , 0.0069764 , 0.0061377 ,
       0.00539984, 0.00475067, 0.00417955, 0.00367709, 0.00323504,
       0.00284612, 0.00250397, 0.00220294, 0.00193811, 0.00170511,
       0.00150012, 0.00131978, 0.00116112, 0.00102153, 0.00089872,
       0.00079068, 0.00069563, 0.000612  , 0.00053843, 0.0004737 ,
       0.00041675, 0.00036665, 0.00032257]), 4120: array([0.00967371, 0.00940787, 0.0092032 , 0.00904564, 0.00892433,
       0.00883093, 0.00875903, 0.00870367, 0.00866105, 0.00862824,
       0.00860298, 0.00858353, 0.00856856, 0.00855703, 0.00854816,
       0.00854133, 0.00853607, 0.00853202, 0.0085289 , 0.0085265 ,
       0.00852465, 0.00852323, 0.00852213, 0.00852129, 0.00852064,
       0.00852014, 0.00851976, 0.00851946]), 4125: array([0.20034107, 0.20583088, 0.2113207 , 0.21681051, 0.22230032,
       0.22779013, 0.23327995, 0.23876976, 0.24425957, 0.24974938,
       0.2552392 , 0.26072901, 0.26621882, 0.27170863, 0.27719845,
       0.28268826, 0.28817807, 0.29366788, 0.2991577 , 0.30464751,
       0.31013732, 0.31562713, 0.32111695, 0.32660676, 0.33209657,
       0.33758638, 0.3430762 , 0.34856601]), 4130: array([0.02294139, 0.02348357, 0.02402576, 0.02456794, 0.02511012,
       0.0256523 , 0.02619448, 0.02673666, 0.02727884, 0.02782103,
       0.02836321, 0.02890539, 0.02944757, 0.02998975, 0.03053193,
       0.03107411, 0.0316163 , 0.03215848, 0.03270066, 0.03324284,
       0.03378502, 0.0343272 , 0.03486938, 0.03541157, 0.03595375,
       0.03649593, 0.03703811, 0.03758029]), 4135: array([0.07102546, 0.0747602 , 0.07849494, 0.08222968, 0.08596442,
       0.08969916, 0.0934339 , 0.09716864, 0.10090338, 0.10463812,
       0.10837286, 0.1121076 , 0.11584234, 0.11957708, 0.12331182,
       0.12704656, 0.1307813 , 0.13451603, 0.13825077, 0.14198551,
       0.14572025, 0.14945499, 0.15318973, 0.15692447, 0.16065921,
       0.16439395, 0.16812869, 0.17186343]), 4140: array([3.25592154e-03, 2.21527197e-03, 1.50723243e-03, 1.02549484e-03,
       6.97729118e-04, 4.74723117e-04, 3.22993780e-04, 2.19759824e-04,
       1.49521267e-04, 1.01732195e-04, 6.92173563e-05, 4.70948353e-05,
       3.20430634e-05, 2.18021042e-05, 1.48343367e-05, 1.00935910e-05,
       6.86807153e-06, 4.67348514e-06, 3.18032739e-06, 2.16440928e-06,
       1.47319657e-06, 1.00290767e-06, 6.82931430e-07, 4.65225255e-07,
       3.17101825e-07, 2.16321265e-07, 1.47751954e-07, 1.01098609e-07]), 4145: array([0.00237523, 0.00241348, 0.00245172, 0.00248997, 0.00252821,
       0.00256646, 0.0026047 , 0.00264295, 0.00268119, 0.00271944,
       0.00275768, 0.00279593, 0.00283417, 0.00287242, 0.00291066,
       0.0029489 , 0.00298715, 0.00302539, 0.00306364, 0.00310188,
       0.00314013, 0.00317837, 0.00321662, 0.00325486, 0.00329311,
       0.00333135, 0.0033696 , 0.00340784]), 4150: array([7.77720977e-04, 6.52008101e-04, 5.46615792e-04, 4.58259378e-04,
       3.84185131e-04, 3.22084445e-04, 2.70021880e-04, 2.26374848e-04,
       1.89783039e-04, 1.59106028e-04, 1.33387731e-04, 1.11826609e-04,
       9.37506849e-05, 7.85966013e-05, 6.58920645e-05, 5.52411230e-05,
       4.63118283e-05, 3.88258888e-05, 3.25499965e-05, 2.72885564e-05,
       2.28775895e-05, 1.91796231e-05, 1.60794060e-05, 1.34803163e-05,
       1.13013504e-05, 9.47459835e-06, 7.94312743e-06, 6.65920758e-06]), 4155: array([0.02160942, 0.02160934, 0.0216093 , 0.02160929, 0.02160929,
       0.02160929, 0.02160928, 0.02160928, 0.02160928, 0.02160928,
       0.02160928, 0.02160928, 0.02160928, 0.02160928, 0.02160928,
       0.02160928, 0.02160928, 0.02160928, 0.02160928, 0.02160928,
       0.02160928, 0.02160928, 0.02160928, 0.02160928, 0.02160928,
       0.02160928, 0.02160928, 0.02160928]), 4160: array([0.07552567, 0.07553047, 0.07553275, 0.07553383, 0.07553434,
       0.07553459, 0.0755347 , 0.07553476, 0.07553478, 0.07553479,
       0.0755348 , 0.0755348 , 0.0755348 , 0.0755348 , 0.07553481,
       0.07553481, 0.07553481, 0.07553481, 0.07553481, 0.07553481,
       0.07553481, 0.07553481, 0.07553481, 0.07553481, 0.07553481,
       0.07553481, 0.07553481, 0.07553481]), 4165: array([0.36311542, 0.36315532, 0.36317521, 0.36318512, 0.36319006,
       0.36319252, 0.36319375, 0.36319436, 0.36319467, 0.36319482,
       0.36319489, 0.36319493, 0.36319495, 0.36319496, 0.36319496,
       0.36319497, 0.36319497, 0.36319497, 0.36319497, 0.36319497,
       0.36319497, 0.36319497, 0.36319497, 0.36319497, 0.36319497,
       0.36319497, 0.36319497, 0.36319497]), 4170: array([0.01202906, 0.012357  , 0.01268494, 0.01301288, 0.01334082,
       0.01366875, 0.01399669, 0.01432463, 0.01465257, 0.01498051,
       0.01530845, 0.01563639, 0.01596433, 0.01629227, 0.01662021,
       0.01694815, 0.01727609, 0.01760403, 0.01793197, 0.01825991,
       0.01858785, 0.01891579, 0.01924373, 0.01957167, 0.01989961,
       0.02022755, 0.02055549, 0.02088343]), 4175: array([0.01163845, 0.01215619, 0.01267393, 0.01319167, 0.01370941,
       0.01422715, 0.01474489, 0.01526263, 0.01578037, 0.01629811,
       0.01681585, 0.01733359, 0.01785133, 0.01836907, 0.01888681,
       0.01940455, 0.01992229, 0.02044003, 0.02095777, 0.02147551,
       0.02199325, 0.02251099, 0.02302873, 0.02354647, 0.02406421,
       0.02458195, 0.02509969, 0.02561743]), 4180: array([0.01429887, 0.01483879, 0.01537872, 0.01591864, 0.01645856,
       0.01699848, 0.0175384 , 0.01807833, 0.01861825, 0.01915817,
       0.01969809, 0.02023801, 0.02077794, 0.02131786, 0.02185778,
       0.0223977 , 0.02293763, 0.02347755, 0.02401747, 0.02455739,
       0.02509731, 0.02563724, 0.02617716, 0.02671708, 0.027257  ,
       0.02779693, 0.02833685, 0.02887677]), 4185: array([0.00175135, 0.00175135, 0.00175136, 0.00175136, 0.00175136,
       0.00175136, 0.00175136, 0.00175137, 0.00175137, 0.00175137,
       0.00175137, 0.00175137, 0.00175138, 0.00175138, 0.00175138,
       0.00175138, 0.00175138, 0.00175139, 0.00175139, 0.00175139,
       0.00175139, 0.0017514 , 0.0017514 , 0.0017514 , 0.0017514 ,
       0.0017514 , 0.00175141, 0.00175141]), 4190: array([0.00858272, 0.0102983 , 0.01201386, 0.0137294 , 0.01544492,
       0.01716042, 0.0188759 , 0.02059135, 0.02230679, 0.02402221,
       0.02573761, 0.02745299, 0.02916835, 0.03088369, 0.03259901,
       0.03431431, 0.03602959, 0.03774485, 0.03946008, 0.0411753 ,
       0.0428905 , 0.04460568, 0.04632084, 0.04803598, 0.0497511 ,
       0.0514662 , 0.05318128, 0.05489634]), 4195: array([0.00353217, 0.00313399, 0.00278069, 0.00246722, 0.00218909,
       0.00194231, 0.00172335, 0.00152908, 0.0013567 , 0.00120376,
       0.00106806, 0.00094765, 0.00084082, 0.00074604, 0.00066194,
       0.00058731, 0.00052111, 0.00046236, 0.00041024, 0.00036399,
       0.00032296, 0.00028655, 0.00025425, 0.00022559, 0.00020016,
       0.00017759, 0.00015757, 0.00013981]), 4200: array([0.05835314, 0.06126948, 0.06418581, 0.06710215, 0.07001849,
       0.07293482, 0.07585116, 0.0787675 , 0.08168383, 0.08460017,
       0.0875165 , 0.09043284, 0.09334918, 0.09626551, 0.09918185,
       0.10209819, 0.10501452, 0.10793086, 0.11084719, 0.11376353,
       0.11667987, 0.1195962 , 0.12251254, 0.12542888, 0.12834521,
       0.13126155, 0.13417789, 0.13709422]), 4205: array([0.06710243, 0.06693408, 0.0668308 , 0.06676743, 0.06672856,
       0.06670471, 0.06669008, 0.0666811 , 0.06667559, 0.06667221,
       0.06667014, 0.06666887, 0.06666809, 0.06666761, 0.06666732,
       0.06666714, 0.06666703, 0.06666696, 0.06666692, 0.06666689,
       0.06666688, 0.06666687, 0.06666686, 0.06666686, 0.06666685,
       0.06666685, 0.06666685, 0.06666685]), 4210: array([0.02695776, 0.0268701 , 0.02680524, 0.02675724, 0.02672172,
       0.02669543, 0.02667598, 0.02666159, 0.02665093, 0.02664305,
       0.02663722, 0.0266329 , 0.02662971, 0.02662734, 0.02662559,
       0.0266243 , 0.02662334, 0.02662263, 0.02662211, 0.02662172,
       0.02662143, 0.02662122, 0.02662106, 0.02662094, 0.02662086,
       0.02662079, 0.02662075, 0.02662071]), 4215: array([0.16680513, 0.17289017, 0.17897521, 0.18506025, 0.19114529,
       0.19723033, 0.20331537, 0.20940041, 0.21548545, 0.22157049,
       0.22765553, 0.23374057, 0.23982561, 0.24591065, 0.25199569,
       0.25808073, 0.26416577, 0.27025081, 0.27633585, 0.28242089,
       0.28850593, 0.29459097, 0.30067601, 0.30676105, 0.31284609,
       0.31893113, 0.32501617, 0.33110121]), 4220: array([0.15105507, 0.15554691, 0.16003876, 0.16453061, 0.16902246,
       0.17351431, 0.17800616, 0.18249801, 0.18698986, 0.1914817 ,
       0.19597355, 0.2004654 , 0.20495725, 0.2094491 , 0.21394095,
       0.2184328 , 0.22292464, 0.22741649, 0.23190834, 0.23640019,
       0.24089204, 0.24538389, 0.24987574, 0.25436759, 0.25885943,
       0.26335128, 0.26784313, 0.27233498]), 4225: array([0.09912037, 0.10288813, 0.10665588, 0.11042363, 0.11419138,
       0.11795914, 0.12172689, 0.12549464, 0.12926239, 0.13303015,
       0.1367979 , 0.14056565, 0.1443334 , 0.14810116, 0.15186891,
       0.15563666, 0.15940441, 0.16317216, 0.16693992, 0.17070767,
       0.17447542, 0.17824317, 0.18201093, 0.18577868, 0.18954643,
       0.19331418, 0.19708194, 0.20084969]), 4230: array([2.65796173, 2.2053016 , 1.92977979, 1.76207722, 1.66000127,
       1.59787044, 1.56005311, 1.53703474, 1.52302409, 1.51449619,
       1.50930549, 1.50614606, 1.50422299, 1.50305248, 1.50234002,
       1.50190636, 1.50164241, 1.50148175, 1.50138396, 1.50132444,
       1.50128821, 1.50126615, 1.50125273, 1.50124456, 1.50123959,
       1.50123656, 1.50123472, 1.5012336 ]), 4235: array([2.45556998e-01, 1.75979784e-01, 1.26116896e-01, 9.03823869e-02,
       6.47730567e-02, 4.64199911e-02, 3.32671670e-02, 2.38411242e-02,
       1.70858994e-02, 1.22447310e-02, 8.77528126e-03, 6.28888130e-03,
       4.50698927e-03, 3.22998667e-03, 2.31481582e-03, 1.65895367e-03,
       1.18892649e-03, 8.52078965e-04, 6.10675356e-04, 4.37672148e-04,
       3.13688460e-04, 2.24834877e-04, 1.61157474e-04, 1.15522718e-04,
       8.28183217e-05, 5.93805387e-05, 4.25837242e-05, 3.05461960e-05]), 4240: array([0.19346624, 0.2182081 , 0.23979397, 0.25862642, 0.27505667,
       0.28939114, 0.30189715, 0.31280794, 0.32232698, 0.33063181,
       0.33787731, 0.34419859, 0.34971355, 0.35452505, 0.3587228 ,
       0.36238511, 0.36558026, 0.36836785, 0.37079987, 0.37292167,
       0.37477281, 0.37638784, 0.37779685, 0.37902614, 0.38009862,
       0.3810343 , 0.38185063, 0.38256283]), 4245: array([1.58000145e-08, 1.29331265e-08, 1.05990212e-08, 8.69868617e-09,
       7.15150952e-09, 5.89186028e-09, 4.86630434e-09, 4.03133778e-09,
       3.35154146e-09, 2.79807853e-09, 2.34747119e-09, 1.98060474e-09,
       1.68191678e-09, 1.43873701e-09, 1.24074979e-09, 1.07955652e-09,
       9.48319422e-10, 8.41471434e-10, 7.54480083e-10, 6.83655210e-10,
       6.25992436e-10, 5.79045716e-10, 5.40823578e-10, 5.09704644e-10,
       4.84368855e-10, 4.63741470e-10, 4.46947480e-10, 4.33274486e-10]), 4250: array([0.78788609, 0.90888934, 1.02989258, 1.15089583, 1.27189908,
       1.39290233, 1.51390558, 1.63490882, 1.75591207, 1.87691532,
       1.99791857, 2.11892181, 2.23992506, 2.36092831, 2.48193156,
       2.6029348 , 2.72393805, 2.8449413 , 2.96594455, 3.0869478 ,
       3.20795104, 3.32895429, 3.44995754, 3.57096079, 3.69196403,
       3.81296728, 3.93397053, 4.05497378]), 4255: array([0.01786143, 0.01781308, 0.01778285, 0.01776395, 0.01775213,
       0.01774473, 0.01774011, 0.01773722, 0.01773541, 0.01773428,
       0.01773358, 0.01773314, 0.01773286, 0.01773269, 0.01773258,
       0.01773251, 0.01773247, 0.01773244, 0.01773243, 0.01773241,
       0.01773241, 0.0177324 , 0.0177324 , 0.0177324 , 0.0177324 ,
       0.0177324 , 0.0177324 , 0.0177324 ]), 4260: array([0.0522234 , 0.05363812, 0.05505284, 0.05646755, 0.05788227,
       0.05929699, 0.0607117 , 0.06212642, 0.06354114, 0.06495585,
       0.06637057, 0.06778529, 0.0692    , 0.07061472, 0.07202943,
       0.07344415, 0.07485887, 0.07627358, 0.0776883 , 0.07910302,
       0.08051773, 0.08193245, 0.08334717, 0.08476188, 0.0861766 ,
       0.08759132, 0.08900603, 0.09042075]), 4265: array([0.48183888, 0.50320381, 0.52456875, 0.54593368, 0.56729862,
       0.58866355, 0.61002849, 0.63139342, 0.65275836, 0.67412329,
       0.69548823, 0.71685316, 0.73821809, 0.75958303, 0.78094796,
       0.8023129 , 0.82367783, 0.84504277, 0.8664077 , 0.88777264,
       0.90913757, 0.9305025 , 0.95186744, 0.97323237, 0.99459731,
       1.01596224, 1.03732718, 1.05869211]), 4270: array([0.105916  , 0.1102735 , 0.11463101, 0.11898851, 0.12334601,
       0.12770352, 0.13206102, 0.13641853, 0.14077603, 0.14513353,
       0.14949104, 0.15384854, 0.15820605, 0.16256355, 0.16692106,
       0.17127856, 0.17563606, 0.17999357, 0.18435107, 0.18870858,
       0.19306608, 0.19742359, 0.20178109, 0.20613859, 0.2104961 ,
       0.2148536 , 0.21921111, 0.22356861]), 4275: array([0.02989115, 0.0296213 , 0.02943755, 0.02931241, 0.02922719,
       0.02916916, 0.02912965, 0.02910273, 0.02908441, 0.02907193,
       0.02906343, 0.02905764, 0.0290537 , 0.02905102, 0.02904919,
       0.02904795, 0.0290471 , 0.02904652, 0.02904613, 0.02904586,
       0.02904568, 0.02904555, 0.02904547, 0.02904541, 0.02904537,
       0.02904535, 0.02904533, 0.02904532]), 4280: array([0.00943617, 0.01258878, 0.01429236, 0.01521293, 0.01571038,
       0.01597919, 0.01612444, 0.01620293, 0.01624535, 0.01626827,
       0.01628065, 0.01628735, 0.01629096, 0.01629292, 0.01629397,
       0.01629454, 0.01629485, 0.01629502, 0.01629511, 0.01629516,
       0.01629518, 0.0162952 , 0.0162952 , 0.01629521, 0.01629521,
       0.01629521, 0.01629521, 0.01629521]), 4285: array([0.10293063, 0.11134191, 0.1197532 , 0.12816449, 0.13657578,
       0.14498707, 0.15339835, 0.16180964, 0.17022093, 0.17863222,
       0.18704351, 0.19545479, 0.20386608, 0.21227737, 0.22068866,
       0.22909994, 0.23751123, 0.24592252, 0.25433381, 0.2627451 ,
       0.27115638, 0.27956767, 0.28797896, 0.29639025, 0.30480153,
       0.31321282, 0.32162411, 0.3300354 ]), 4290: array([0.0181516 , 0.01727327, 0.01643744, 0.01564205, 0.01488515,
       0.01416488, 0.01347946, 0.0128272 , 0.01220651, 0.01161585,
       0.01105378, 0.0105189 , 0.0100099 , 0.00952553, 0.00906461,
       0.00862598, 0.00820858, 0.00781138, 0.00743339, 0.0070737 ,
       0.00673141, 0.00640569, 0.00609573, 0.00580076, 0.00552007,
       0.00525296, 0.00499878, 0.00475689]), 4295: array([0.05679562, 0.05679562, 0.05679562, 0.05679562, 0.05679562,
       0.05679562, 0.05679562, 0.05679562, 0.05679562, 0.05679562,
       0.05679562, 0.05679562, 0.05679562, 0.05679562, 0.05679562,
       0.05679562, 0.05679562, 0.05679562, 0.05679562, 0.05679562,
       0.05679562, 0.05679562, 0.05679562, 0.05679562, 0.05679562,
       0.05679562, 0.05679562, 0.05679562]), 4300: array([1.39368192e-02, 1.05086859e-02, 7.92379382e-03, 5.97472528e-03,
       4.50508240e-03, 3.39693759e-03, 2.56137070e-03, 1.93133389e-03,
       1.45627152e-03, 1.09806348e-03, 8.27966315e-04, 6.24306786e-04,
       4.70742778e-04, 3.54951955e-04, 2.67642989e-04, 2.01810004e-04,
       1.52170407e-04, 1.14740999e-04, 8.65183580e-05, 6.52378320e-05,
       4.91918219e-05, 3.70927581e-05, 2.79697835e-05, 2.10908490e-05,
       1.59039730e-05, 1.19929481e-05, 9.04394466e-06, 6.82032768e-06]), 4305: array([0.01653541, 0.01730121, 0.018067  , 0.01883279, 0.01959858,
       0.02036438, 0.02113017, 0.02189596, 0.02266175, 0.02342755,
       0.02419334, 0.02495913, 0.02572492, 0.02649072, 0.02725651,
       0.0280223 , 0.02878809, 0.02955389, 0.03031968, 0.03108547,
       0.03185126, 0.03261706, 0.03338285, 0.03414864, 0.03491443,
       0.03568023, 0.03644602, 0.03721181]), 4310: array([0.00748644, 0.00748523, 0.00748463, 0.00748432, 0.00748417,
       0.0074841 , 0.00748406, 0.00748404, 0.00748403, 0.00748403,
       0.00748402, 0.00748402, 0.00748402, 0.00748402, 0.00748402,
       0.00748402, 0.00748402, 0.00748402, 0.00748402, 0.00748402,
       0.00748402, 0.00748402, 0.00748402, 0.00748402, 0.00748402,
       0.00748402, 0.00748402, 0.00748402]), 4315: array([0.0024493 , 0.00244761, 0.00244676, 0.00244634, 0.00244613,
       0.00244602, 0.00244597, 0.00244595, 0.00244593, 0.00244593,
       0.00244592, 0.00244592, 0.00244592, 0.00244592, 0.00244592,
       0.00244592, 0.00244592, 0.00244592, 0.00244592, 0.00244592,
       0.00244592, 0.00244592, 0.00244592, 0.00244592, 0.00244592,
       0.00244592, 0.00244592, 0.00244592]), 4320: array([1.23503082e-04, 9.08723756e-05, 6.68682043e-05, 4.92099828e-05,
       3.62200408e-05, 2.66642320e-05, 1.96346791e-05, 1.44635194e-05,
       1.06594521e-05, 7.86106080e-06, 5.80247635e-06, 4.28811703e-06,
       3.17410680e-06, 2.35460591e-06, 1.75175535e-06, 1.30827955e-06,
       9.82044845e-07, 7.42056355e-07, 5.65513292e-07, 4.35642674e-07,
       3.40105773e-07, 2.69825830e-07, 2.18125699e-07, 1.80093460e-07,
       1.52115752e-07, 1.31534472e-07, 1.16394236e-07, 1.05256604e-07]), 4325: array([0.00192584, 0.0020367 , 0.00214757, 0.00225843, 0.0023693 ,
       0.00248017, 0.00259103, 0.0027019 , 0.00281276, 0.00292363,
       0.00303449, 0.00314536, 0.00325622, 0.00336709, 0.00347795,
       0.00358882, 0.00369969, 0.00381055, 0.00392142, 0.00403228,
       0.00414315, 0.00425401, 0.00436488, 0.00447574, 0.00458661,
       0.00469748, 0.00480834, 0.00491921]), 4330: array([0.00748054, 0.00747931, 0.0074787 , 0.00747839, 0.00747824,
       0.00747816, 0.00747813, 0.00747811, 0.0074781 , 0.00747809,
       0.00747809, 0.00747809, 0.00747809, 0.00747809, 0.00747809,
       0.00747809, 0.00747809, 0.00747809, 0.00747809, 0.00747809,
       0.00747809, 0.00747809, 0.00747809, 0.00747809, 0.00747809,
       0.00747809, 0.00747809, 0.00747809]), 4335: array([3.71534155e-03, 3.20740119e-03, 2.76890356e-03, 2.39035484e-03,
       2.06355916e-03, 1.78144114e-03, 1.53789270e-03, 1.32764082e-03,
       1.14613339e-03, 9.89440633e-04, 8.54170019e-04, 7.37392838e-04,
       6.36580773e-04, 5.49551162e-04, 4.74419747e-04, 4.09559875e-04,
       3.53567277e-04, 3.05229670e-04, 2.63500507e-04, 2.27476319e-04,
       1.96377155e-04, 1.69529692e-04, 1.46352662e-04, 1.26344265e-04,
       1.09071302e-04, 9.41598014e-05, 8.12869166e-05, 7.01739398e-05]), 4340: array([0.0081043 , 0.00853468, 0.00896505, 0.00939543, 0.00982581,
       0.01025618, 0.01068656, 0.01111694, 0.01154731, 0.01197769,
       0.01240807, 0.01283844, 0.01326882, 0.0136992 , 0.01412957,
       0.01455995, 0.01499033, 0.0154207 , 0.01585108, 0.01628145,
       0.01671183, 0.01714221, 0.01757258, 0.01800296, 0.01843334,
       0.01886371, 0.01929409, 0.01972447]), 4345: array([0.00730689, 0.00730888, 0.00730987, 0.00731037, 0.00731062,
       0.00731074, 0.00731081, 0.00731084, 0.00731085, 0.00731086,
       0.00731086, 0.00731087, 0.00731087, 0.00731087, 0.00731087,
       0.00731087, 0.00731087, 0.00731087, 0.00731087, 0.00731087,
       0.00731087, 0.00731087, 0.00731087, 0.00731087, 0.00731087,
       0.00731087, 0.00731087, 0.00731087]), 4350: array([0.01564185, 0.01632303, 0.0170042 , 0.01768538, 0.01836656,
       0.01904773, 0.01972891, 0.02041009, 0.02109126, 0.02177244,
       0.02245362, 0.02313479, 0.02381597, 0.02449715, 0.02517832,
       0.0258595 , 0.02654068, 0.02722185, 0.02790303, 0.02858421,
       0.02926538, 0.02994656, 0.03062774, 0.03130892, 0.03199009,
       0.03267127, 0.03335245, 0.03403362]), 4355: array([0.01330492, 0.01254385, 0.01182642, 0.01115015, 0.01051266,
       0.00991173, 0.00934527, 0.00881129, 0.00830794, 0.00783346,
       0.00738619, 0.00696457, 0.00656713, 0.00619249, 0.00583934,
       0.00550644, 0.00519263, 0.00489682, 0.00461797, 0.00435512,
       0.00410734, 0.00387377, 0.0036536 , 0.00344606, 0.00325042,
       0.003066  , 0.00289216, 0.00272828]), 4360: array([0.00502318, 0.00516082, 0.00529845, 0.00543609, 0.00557372,
       0.00571136, 0.005849  , 0.00598663, 0.00612427, 0.0062619 ,
       0.00639954, 0.00653718, 0.00667481, 0.00681245, 0.00695008,
       0.00708772, 0.00722536, 0.00736299, 0.00750063, 0.00763826,
       0.0077759 , 0.00791354, 0.00805117, 0.00818881, 0.00832644,
       0.00846408, 0.00860172, 0.00873935]), 4365: array([0.00653853, 0.0067161 , 0.00689366, 0.00707122, 0.00724879,
       0.00742635, 0.00760391, 0.00778148, 0.00795904, 0.0081366 ,
       0.00831417, 0.00849173, 0.00866929, 0.00884686, 0.00902442,
       0.00920198, 0.00937955, 0.00955711, 0.00973467, 0.00991224,
       0.0100898 , 0.01026736, 0.01044493, 0.01062249, 0.01080005,
       0.01097762, 0.01115518, 0.01133274]), 4370: array([0.00208219, 0.00258655, 0.00270975, 0.00273984, 0.00274719,
       0.00274898, 0.00274942, 0.00274953, 0.00274956, 0.00274956,
       0.00274956, 0.00274956, 0.00274956, 0.00274956, 0.00274956,
       0.00274956, 0.00274956, 0.00274956, 0.00274956, 0.00274956,
       0.00274956, 0.00274956, 0.00274956, 0.00274956, 0.00274956,
       0.00274956, 0.00274956, 0.00274956]), 4375: array([0.01237267, 0.01294849, 0.01352431, 0.01410014, 0.01467596,
       0.01525178, 0.0158276 , 0.01640343, 0.01697925, 0.01755507,
       0.01813089, 0.01870672, 0.01928254, 0.01985836, 0.02043418,
       0.02101001, 0.02158583, 0.02216165, 0.02273748, 0.0233133 ,
       0.02388912, 0.02446494, 0.02504077, 0.02561659, 0.02619241,
       0.02676823, 0.02734406, 0.02791988]), 4380: array([0.00742304, 0.00716575, 0.00701362, 0.00692368, 0.00687049,
       0.00683905, 0.00682045, 0.00680946, 0.00680296, 0.00679912,
       0.00679685, 0.0067955 , 0.00679471, 0.00679424, 0.00679396,
       0.0067938 , 0.0067937 , 0.00679364, 0.00679361, 0.00679359,
       0.00679358, 0.00679357, 0.00679356, 0.00679356, 0.00679356,
       0.00679356, 0.00679356, 0.00679356]), 4385: array([0.08253801, 0.08469693, 0.08685585, 0.08901477, 0.09117369,
       0.09333261, 0.09549153, 0.09765045, 0.09980938, 0.1019683 ,
       0.10412722, 0.10628614, 0.10844506, 0.11060398, 0.1127629 ,
       0.11492182, 0.11708074, 0.11923966, 0.12139858, 0.1235575 ,
       0.12571642, 0.12787535, 0.13003427, 0.13219319, 0.13435211,
       0.13651103, 0.13866995, 0.14082887]), 4390: array([0.05350974, 0.04707966, 0.04384165, 0.04221107, 0.04138996,
       0.04097647, 0.04076825, 0.04066339, 0.04061059, 0.040584  ,
       0.04057061, 0.04056387, 0.04056047, 0.04055876, 0.0405579 ,
       0.04055747, 0.04055725, 0.04055714, 0.04055708, 0.04055706,
       0.04055704, 0.04055703, 0.04055703, 0.04055703, 0.04055703,
       0.04055703, 0.04055703, 0.04055703]), 4395: array([0.00388371, 0.00403471, 0.00418571, 0.00433671, 0.00448771,
       0.00463872, 0.00478972, 0.00494072, 0.00509172, 0.00524272,
       0.00539372, 0.00554472, 0.00569572, 0.00584673, 0.00599773,
       0.00614873, 0.00629973, 0.00645073, 0.00660173, 0.00675273,
       0.00690373, 0.00705474, 0.00720574, 0.00735674, 0.00750774,
       0.00765874, 0.00780974, 0.00796074]), 4400: array([0.02136241, 0.02141578, 0.02145526, 0.02148447, 0.02150607,
       0.02152206, 0.02153388, 0.02154262, 0.02154909, 0.02155388,
       0.02155742, 0.02156004, 0.02156198, 0.02156341, 0.02156447,
       0.02156525, 0.02156583, 0.02156626, 0.02156658, 0.02156682,
       0.02156699, 0.02156712, 0.02156721, 0.02156728, 0.02156734,
       0.02156737, 0.0215674 , 0.02156742]), 4405: array([0.00445292, 0.00415732, 0.00389097, 0.00365097, 0.00343472,
       0.00323986, 0.00306429, 0.00290608, 0.00276353, 0.00263508,
       0.00251934, 0.00241505, 0.00232108, 0.00223641, 0.00216011,
       0.00209137, 0.00202942, 0.00197361, 0.00192331, 0.001878  ,
       0.00183716, 0.00180037, 0.00176722, 0.00173734, 0.00171043,
       0.00168617, 0.00166432, 0.00164462]), 4410: array([0.1554829 , 0.15446423, 0.15364365, 0.15298263, 0.15245015,
       0.15202122, 0.15167569, 0.15139735, 0.15117313, 0.15099252,
       0.15084703, 0.15072982, 0.15063541, 0.15055936, 0.1504981 ,
       0.15044875, 0.15040899, 0.15037697, 0.15035117, 0.15033039,
       0.15031365, 0.15030017, 0.1502893 , 0.15028055, 0.1502735 ,
       0.15026783, 0.15026325, 0.15025957]), 4415: array([0.00512276, 0.0051229 , 0.00512296, 0.00512298, 0.005123  ,
       0.005123  , 0.005123  , 0.005123  , 0.00512301, 0.00512301,
       0.00512301, 0.00512301, 0.00512301, 0.00512301, 0.00512301,
       0.00512301, 0.00512301, 0.00512301, 0.00512301, 0.00512301,
       0.00512301, 0.00512301, 0.00512301, 0.00512301, 0.00512301,
       0.00512301, 0.00512301, 0.00512301]), 4420: array([0.29948442, 0.35633249, 0.41318056, 0.47002863, 0.5268767 ,
       0.58372477, 0.64057284, 0.69742091, 0.75426898, 0.81111705,
       0.86796512, 0.92481319, 0.98166126, 1.03850933, 1.09535739,
       1.15220546, 1.20905353, 1.2659016 , 1.32274967, 1.37959774,
       1.43644581, 1.49329388, 1.55014195, 1.60699002, 1.66383809,
       1.72068616, 1.77753423, 1.8343823 ]), 4425: array([0.02301139, 0.02313541, 0.02325627, 0.02337403, 0.02348879,
       0.02360062, 0.02370959, 0.02381578, 0.02391926, 0.02402009,
       0.02411835, 0.0242141 , 0.02430741, 0.02439833, 0.02448694,
       0.02457327, 0.02465741, 0.02473939, 0.02481928, 0.02489714,
       0.024973  , 0.02504693, 0.02511896, 0.02518916, 0.02525757,
       0.02532423, 0.02538919, 0.02545248]), 4430: array([0.06398686, 0.06397627, 0.06397107, 0.06396853, 0.06396728,
       0.06396666, 0.06396636, 0.06396622, 0.06396615, 0.06396611,
       0.06396609, 0.06396608, 0.06396608, 0.06396608, 0.06396608,
       0.06396608, 0.06396608, 0.06396608, 0.06396608, 0.06396608,
       0.06396608, 0.06396608, 0.06396608, 0.06396608, 0.06396608,
       0.06396608, 0.06396608, 0.06396608]), 4435: array([0.01765665, 0.01545029, 0.01372071, 0.01236487, 0.01130202,
       0.01046885, 0.00981571, 0.00930372, 0.00890236, 0.00858773,
       0.00834109, 0.00814775, 0.00799619, 0.00787738, 0.00778424,
       0.00771123, 0.007654  , 0.00760913, 0.00757396, 0.00754639,
       0.00752478, 0.00750783, 0.00749455, 0.00748414, 0.00747598,
       0.00746958, 0.00746457, 0.00746063]), 4440: array([0.00251229, 0.00251229, 0.00251229, 0.00251229, 0.00251229,
       0.0025123 , 0.0025123 , 0.0025123 , 0.0025123 , 0.0025123 ,
       0.00251231, 0.00251231, 0.00251231, 0.00251231, 0.00251231,
       0.00251232, 0.00251232, 0.00251232, 0.00251232, 0.00251232,
       0.00251233, 0.00251233, 0.00251233, 0.00251233, 0.00251233,
       0.00251234, 0.00251234, 0.00251234]), 4445: array([0.21901333, 0.24118837, 0.26149233, 0.28008309, 0.2971052 ,
       0.31269102, 0.32696174, 0.34002834, 0.3519924 , 0.36294696,
       0.3729772 , 0.3821611 , 0.39057009, 0.39826955, 0.40531935,
       0.4117743 , 0.41768459, 0.42309619, 0.42805117, 0.43258805,
       0.43674213, 0.44054569, 0.44402832, 0.44721709, 0.4501368 ,
       0.45281015, 0.45525793, 0.45749917]), 4450: array([2.63895489e-02, 2.00010923e-02, 1.51591718e-02, 1.14893975e-02,
       8.70801283e-03, 6.59995380e-03, 5.00221981e-03, 3.79126990e-03,
       2.87347026e-03, 2.17785422e-03, 1.65063492e-03, 1.25104641e-03,
       9.48191434e-04, 7.18652473e-04, 5.44680970e-04, 4.12824992e-04,
       3.12889092e-04, 2.37145965e-04, 1.79738953e-04, 1.36229198e-04,
       1.03252410e-04, 7.82587383e-05, 5.93156074e-05, 4.49582846e-05,
       3.40766241e-05, 2.58292275e-05, 1.95783846e-05, 1.48407639e-05]), 4455: array([0.0186619 , 0.03163106, 0.04088142, 0.04747931, 0.05218531,
       0.05554191, 0.05793603, 0.05964365, 0.06086163, 0.06173036,
       0.06234999, 0.06279195, 0.06310717, 0.06333201, 0.06349238,
       0.06360677, 0.06368835, 0.06374654, 0.06378805, 0.06381765,
       0.06383877, 0.06385383, 0.06386457, 0.06387223, 0.0638777 ,
       0.0638816 , 0.06388438, 0.06388636]), 4460: array([0.49805726, 0.48190018, 0.46626723, 0.45114143, 0.4365063 ,
       0.42234595, 0.40864495, 0.39538843, 0.38256194, 0.37015155,
       0.35814376, 0.3465255 , 0.33528414, 0.32440746, 0.31388361,
       0.30370116, 0.29384903, 0.28431651, 0.27509323, 0.26616915,
       0.25753456, 0.24918009, 0.24109664, 0.23327542, 0.22570792,
       0.21838591, 0.21130142, 0.20444676]), 4465: array([0.00732925, 0.00940573, 0.01148212, 0.01355844, 0.01563469,
       0.01771085, 0.01978694, 0.02186296, 0.02393889, 0.02601475,
       0.02809053, 0.03016624, 0.03224187, 0.03431742, 0.0363929 ,
       0.03846829, 0.04054362, 0.04261886, 0.04469403, 0.04676912,
       0.04884414, 0.05091907, 0.05299394, 0.05506872, 0.05714343,
       0.05921806, 0.06129261, 0.06336709]), 4470: array([0.01355977, 0.0135596 , 0.01355952, 0.01355949, 0.01355948,
       0.01355948, 0.01355947, 0.01355947, 0.01355947, 0.01355947,
       0.01355947, 0.01355947, 0.01355947, 0.01355947, 0.01355947,
       0.01355947, 0.01355947, 0.01355947, 0.01355947, 0.01355947,
       0.01355947, 0.01355947, 0.01355947, 0.01355947, 0.01355947,
       0.01355947, 0.01355947, 0.01355947]), 4475: array([0.44045521, 0.45777651, 0.47509781, 0.49241911, 0.5097404 ,
       0.5270617 , 0.544383  , 0.5617043 , 0.5790256 , 0.5963469 ,
       0.6136682 , 0.6309895 , 0.6483108 , 0.6656321 , 0.6829534 ,
       0.7002747 , 0.717596  , 0.7349173 , 0.7522386 , 0.7695599 ,
       0.7868812 , 0.8042025 , 0.8215238 , 0.8388451 , 0.8561664 ,
       0.8734877 , 0.890809  , 0.9081303 ]), 4480: array([0.01204069, 0.01142851, 0.01091924, 0.01049559, 0.01014316,
       0.00984998, 0.00960608, 0.00940319, 0.00923441, 0.009094  ,
       0.00897719, 0.00888002, 0.00879919, 0.00873195, 0.00867601,
       0.00862947, 0.00859076, 0.00855856, 0.00853177, 0.00850948,
       0.00849094, 0.00847552, 0.00846269, 0.00845201, 0.00844313,
       0.00843575, 0.0084296 , 0.00842449]), 4485: array([0.00845942, 0.00765033, 0.00691861, 0.00625688, 0.00565844,
       0.00511724, 0.00462781, 0.00418518, 0.00378489, 0.00342289,
       0.00309551, 0.00279944, 0.00253169, 0.00228954, 0.00207056,
       0.00187252, 0.00169343, 0.00153146, 0.00138498, 0.00125252,
       0.00113272, 0.00102438, 0.0009264 , 0.0008378 , 0.00075767,
       0.0006852 , 0.00061967, 0.0005604 ]), 4490: array([0.01811356, 0.02056813, 0.0230227 , 0.02547727, 0.02793184,
       0.03038641, 0.03284098, 0.03529554, 0.03775011, 0.04020468,
       0.04265925, 0.04511382, 0.04756839, 0.05002296, 0.05247753,
       0.0549321 , 0.05738667, 0.05984124, 0.0622958 , 0.06475037,
       0.06720494, 0.06965951, 0.07211408, 0.07456865, 0.07702322,
       0.07947779, 0.08193236, 0.08438693]), 4495: array([0.0742599 , 0.07688964, 0.07951938, 0.08214911, 0.08477885,
       0.08740859, 0.09003832, 0.09266806, 0.0952978 , 0.09792753,
       0.10055727, 0.10318701, 0.10581674, 0.10844648, 0.11107622,
       0.11370595, 0.11633569, 0.11896543, 0.12159516, 0.1242249 ,
       0.12685464, 0.12948437, 0.13211411, 0.13474385, 0.13737358,
       0.14000332, 0.14263306, 0.14526279]), 4500: array([0.03412411, 0.03589218, 0.03766025, 0.03942832, 0.04119639,
       0.04296445, 0.04473252, 0.04650059, 0.04826866, 0.05003672,
       0.05180479, 0.05357286, 0.05534093, 0.057109  , 0.05887706,
       0.06064513, 0.0624132 , 0.06418127, 0.06594933, 0.0677174 ,
       0.06948547, 0.07125354, 0.07302161, 0.07478967, 0.07655774,
       0.07832581, 0.08009388, 0.08186194]), 4505: array([0.01501801, 0.01567161, 0.01632521, 0.01697881, 0.01763241,
       0.01828601, 0.01893961, 0.01959321, 0.02024681, 0.0209004 ,
       0.021554  , 0.0222076 , 0.0228612 , 0.0235148 , 0.0241684 ,
       0.024822  , 0.0254756 , 0.0261292 , 0.0267828 , 0.0274364 ,
       0.02808999, 0.02874359, 0.02939719, 0.03005079, 0.03070439,
       0.03135799, 0.03201159, 0.03266519]), 4510: array([0.30999312, 0.33906377, 0.36813441, 0.39720506, 0.4262757 ,
       0.45534635, 0.48441699, 0.51348764, 0.54255828, 0.57162893,
       0.60069957, 0.62977022, 0.65884086, 0.68791151, 0.71698215,
       0.7460528 , 0.77512344, 0.80419409, 0.83326473, 0.86233538,
       0.89140602, 0.92047667, 0.94954731, 0.97861796, 1.0076886 ,
       1.03675925, 1.06582989, 1.09490054]), 4515: array([0.00747795, 0.00747953, 0.00748038, 0.00748083, 0.00748108,
       0.00748121, 0.00748128, 0.00748132, 0.00748134, 0.00748136,
       0.00748136, 0.00748136, 0.00748137, 0.00748137, 0.00748137,
       0.00748137, 0.00748137, 0.00748137, 0.00748137, 0.00748137,
       0.00748137, 0.00748137, 0.00748137, 0.00748137, 0.00748137,
       0.00748137, 0.00748137, 0.00748137]), 4520: array([0.08113168, 0.08308947, 0.08504727, 0.08700507, 0.08896287,
       0.09092067, 0.09287847, 0.09483627, 0.09679407, 0.09875187,
       0.10070967, 0.10266747, 0.10462527, 0.10658307, 0.10854087,
       0.11049867, 0.11245647, 0.11441427, 0.11637207, 0.11832987,
       0.12028767, 0.12224547, 0.12420327, 0.12616107, 0.12811887,
       0.13007666, 0.13203446, 0.13399226]), 4525: array([0.02487749, 0.02603386, 0.02719024, 0.02834662, 0.02950299,
       0.03065937, 0.03181575, 0.03297213, 0.0341285 , 0.03528488,
       0.03644126, 0.03759763, 0.03875401, 0.03991039, 0.04106676,
       0.04222314, 0.04337952, 0.04453589, 0.04569227, 0.04684865,
       0.04800503, 0.0491614 , 0.05031778, 0.05147416, 0.05263053,
       0.05378691, 0.05494329, 0.05609966]), 4530: array([0.08612376, 0.08565928, 0.08534096, 0.08512281, 0.08497331,
       0.08487085, 0.08480063, 0.08475251, 0.08471954, 0.08469694,
       0.08468145, 0.08467083, 0.08466356, 0.08465857, 0.08465516,
       0.08465282, 0.08465121, 0.08465011, 0.08464936, 0.08464884,
       0.08464849, 0.08464824, 0.08464808, 0.08464796, 0.08464789,
       0.08464783, 0.0846478 , 0.08464777]), 4535: array([0.09593561, 0.09158258, 0.08742708, 0.08346013, 0.07967317,
       0.07605805, 0.07260696, 0.06931246, 0.06616745, 0.06316514,
       0.06029906, 0.05756303, 0.05495114, 0.05245776, 0.05007752,
       0.04780529, 0.04563615, 0.04356544, 0.04158868, 0.03970162,
       0.03790018, 0.03618049, 0.03453882, 0.03297164, 0.03147557,
       0.03004739, 0.02868401, 0.02738249]), 4540: array([0.06186164, 0.07703952, 0.0922174 , 0.10739528, 0.12257316,
       0.13775104, 0.15292892, 0.16810679, 0.18328467, 0.19846255,
       0.21364043, 0.2288183 , 0.24399618, 0.25917405, 0.27435193,
       0.2895298 , 0.30470768, 0.31988555, 0.33506342, 0.35024129,
       0.36541917, 0.38059704, 0.39577491, 0.41095278, 0.42613065,
       0.44130852, 0.45648639, 0.47166426]), 4545: array([0.00846317, 0.00850286, 0.00852272, 0.00853265, 0.00853762,
       0.00854011, 0.00854135, 0.00854198, 0.00854229, 0.00854244,
       0.00854252, 0.00854256, 0.00854258, 0.00854259, 0.00854259,
       0.0085426 , 0.0085426 , 0.0085426 , 0.0085426 , 0.0085426 ,
       0.0085426 , 0.0085426 , 0.0085426 , 0.0085426 , 0.0085426 ,
       0.0085426 , 0.0085426 , 0.0085426 ]), 4550: array([0.00055963, 0.00056465, 0.00056967, 0.00057469, 0.00057971,
       0.00058473, 0.00058975, 0.00059477, 0.00059979, 0.00060481,
       0.00060983, 0.00061485, 0.00061987, 0.00062489, 0.00062991,
       0.00063493, 0.00063995, 0.00064497, 0.00064999, 0.00065501,
       0.00066003, 0.00066505, 0.00067007, 0.00067509, 0.00068011,
       0.00068513, 0.00069015, 0.00069517]), 4555: array([0.04262509, 0.04529244, 0.04795979, 0.05062713, 0.05329448,
       0.05596183, 0.05862918, 0.06129653, 0.06396388, 0.06663123,
       0.06929858, 0.07196593, 0.07463328, 0.07730063, 0.07996798,
       0.08263533, 0.08530268, 0.08797003, 0.09063738, 0.09330473,
       0.09597208, 0.09863943, 0.10130678, 0.10397413, 0.10664148,
       0.10930883, 0.11197618, 0.11464353]), 4560: array([0.38328731, 0.40409271, 0.42438909, 0.4441889 , 0.46350428,
       0.4823471 , 0.50072892, 0.518661  , 0.53615436, 0.55321974,
       0.56986759, 0.58610813, 0.60195134, 0.61740693, 0.63248438,
       0.64719295, 0.66154166, 0.67553932, 0.68919451, 0.70251562,
       0.71551081, 0.72818806, 0.74055516, 0.75261968, 0.76438903,
       0.77587043, 0.78707093, 0.7979974 ]), 4565: array([0.09628728, 0.10088195, 0.10547662, 0.11007129, 0.11466596,
       0.11926063, 0.1238553 , 0.12844997, 0.13304464, 0.13763931,
       0.14223398, 0.14682865, 0.15142332, 0.15601798, 0.16061265,
       0.16520732, 0.16980199, 0.17439666, 0.17899133, 0.183586  ,
       0.18818067, 0.19277534, 0.19737001, 0.20196468, 0.20655935,
       0.21115402, 0.21574868, 0.22034335]), 4570: array([0.20923876, 0.21715067, 0.22506259, 0.2329745 , 0.24088642,
       0.24879833, 0.25671024, 0.26462216, 0.27253407, 0.28044599,
       0.2883579 , 0.29626981, 0.30418173, 0.31209364, 0.32000556,
       0.32791747, 0.33582939, 0.3437413 , 0.35165321, 0.35956513,
       0.36747704, 0.37538896, 0.38330087, 0.39121279, 0.3991247 ,
       0.40703661, 0.41494853, 0.42286044]), 4575: array([0.46174462, 0.48482087, 0.50789713, 0.53097338, 0.55404964,
       0.57712589, 0.60020215, 0.62327841, 0.64635466, 0.66943092,
       0.69250717, 0.71558343, 0.73865968, 0.76173594, 0.78481219,
       0.80788845, 0.8309647 , 0.85404096, 0.87711721, 0.90019347,
       0.92326972, 0.94634598, 0.96942224, 0.99249849, 1.01557475,
       1.038651  , 1.06172726, 1.08480351]), 4580: array([0.72269564, 0.71251858, 0.7054184 , 0.70046487, 0.69700897,
       0.69459791, 0.6929158 , 0.69174226, 0.69092352, 0.69035231,
       0.6899538 , 0.68967577, 0.6894818 , 0.68934648, 0.68925207,
       0.6891862 , 0.68914025, 0.68910819, 0.68908582, 0.68907022,
       0.68905933, 0.68905173, 0.68904643, 0.68904274, 0.68904016,
       0.68903836, 0.6890371 , 0.68903623]), 4585: array([0.33652399, 0.3584109 , 0.38029782, 0.40218474, 0.42407166,
       0.44595858, 0.4678455 , 0.48973242, 0.51161933, 0.53350625,
       0.55539317, 0.57728009, 0.59916701, 0.62105393, 0.64294085,
       0.66482777, 0.68671468, 0.7086016 , 0.73048852, 0.75237544,
       0.77426236, 0.79614928, 0.8180362 , 0.83992312, 0.86181003,
       0.88369695, 0.90558387, 0.92747079]), 4590: array([4.09251359, 4.16101644, 4.2295193 , 4.29802215, 4.366525  ,
       4.43502785, 4.50353071, 4.57203356, 4.64053641, 4.70903926,
       4.77754212, 4.84604497, 4.91454782, 4.98305067, 5.05155353,
       5.12005638, 5.18855923, 5.25706209, 5.32556494, 5.39406779,
       5.46257064, 5.5310735 , 5.59957635, 5.6680792 , 5.73658205,
       5.80508491, 5.87358776, 5.94209061]), 4595: array([0.11593469, 0.10816801, 0.10235232, 0.09799754, 0.09473668,
       0.09229495, 0.09046658, 0.0890975 , 0.08807233, 0.08730469,
       0.08672987, 0.08629946, 0.08597716, 0.08573582, 0.08555511,
       0.08541979, 0.08531847, 0.08524259, 0.08518578, 0.08514324,
       0.08511138, 0.08508753, 0.08506967, 0.0850563 , 0.08504628,
       0.08503878, 0.08503317, 0.08502896]), 4600: array([0.03997935, 0.04896473, 0.05795011, 0.0669355 , 0.07592088,
       0.08490626, 0.09389165, 0.10287703, 0.11186241, 0.1208478 ,
       0.12983318, 0.13881856, 0.14780395, 0.15678933, 0.16577471,
       0.1747601 , 0.18374548, 0.19273086, 0.20171625, 0.21070163,
       0.21968701, 0.2286724 , 0.23765778, 0.24664316, 0.25562855,
       0.26461393, 0.27359931, 0.28258469]), 4605: array([0.06784846, 0.0547673 , 0.04420819, 0.03568487, 0.02880484,
       0.02325128, 0.01876844, 0.0151499 , 0.012229  , 0.00987126,
       0.00796809, 0.00643185, 0.00519179, 0.00419082, 0.00338283,
       0.00273063, 0.00220417, 0.00177921, 0.00143618, 0.00115929,
       0.00093578, 0.00075537, 0.00060974, 0.00049218, 0.00039729,
       0.0003207 , 0.00025887, 0.00020896]), 4610: array([2.61127327, 2.69406221, 2.77685115, 2.8596401 , 2.94242904,
       3.02521798, 3.10800692, 3.19079586, 3.2735848 , 3.35637374,
       3.43916268, 3.52195162, 3.60474056, 3.6875295 , 3.77031845,
       3.85310739, 3.93589633, 4.01868527, 4.10147421, 4.18426315,
       4.26705209, 4.34984103, 4.43262997, 4.51541891, 4.59820785,
       4.68099679, 4.76378574, 4.84657468]), 4615: array([2.50830009, 2.49221841, 2.47658185, 2.46137808, 2.44659512,
       2.43222133, 2.41824539, 2.40465628, 2.39144329, 2.37859601,
       2.36610433, 2.35395839, 2.34214864, 2.33066575, 2.3195007 ,
       2.30864468, 2.29808913, 2.28782574, 2.27784643, 2.26814333,
       2.25870879, 2.24953539, 2.24061589, 2.23194327, 2.22351069,
       2.21531151, 2.20733927, 2.19958769]), 4620: array([0.08111129, 0.08362924, 0.08614719, 0.08866514, 0.09118309,
       0.09370103, 0.09621898, 0.09873693, 0.10125488, 0.10377283,
       0.10629078, 0.10880873, 0.11132668, 0.11384462, 0.11636257,
       0.11888052, 0.12139847, 0.12391642, 0.12643437, 0.12895232,
       0.13147027, 0.13398821, 0.13650616, 0.13902411, 0.14154206,
       0.14406001, 0.14657796, 0.14909591]), 4625: array([0.02302051, 0.02219355, 0.02139629, 0.02062768, 0.01988667,
       0.01917229, 0.01848357, 0.01781958, 0.01717945, 0.01656232,
       0.01596735, 0.01539376, 0.01484077, 0.01430765, 0.01379368,
       0.01329817, 0.01282046, 0.01235992, 0.01191591, 0.01148786,
       0.01107518, 0.01067733, 0.01029377, 0.00992399, 0.00956749,
       0.0092238 , 0.00889246, 0.00857301]), 4630: array([0.05673492, 0.05812675, 0.05945651, 0.06072695, 0.06194073,
       0.06310037, 0.06420829, 0.06526679, 0.06627808, 0.06724426,
       0.06816734, 0.06904926, 0.06989183, 0.07069683, 0.07146592,
       0.07220071, 0.07290272, 0.07357342, 0.07421421, 0.07482641,
       0.07541131, 0.07597012, 0.07650401, 0.07701408, 0.0775014 ,
       0.07796699, 0.0784118 , 0.07883678]), 4635: array([0.19748178, 0.20685869, 0.21623561, 0.22561253, 0.23498945,
       0.24436637, 0.25374329, 0.26312021, 0.27249713, 0.28187405,
       0.29125097, 0.30062789, 0.31000481, 0.31938173, 0.32875865,
       0.33813557, 0.34751249, 0.35688941, 0.36626633, 0.37564325,
       0.38502017, 0.39439709, 0.40377401, 0.41315093, 0.42252785,
       0.43190477, 0.44128169, 0.45065861]), 4640: array([0.61658531, 0.64953906, 0.68249281, 0.71544656, 0.74840031,
       0.78135406, 0.81430781, 0.84726156, 0.88021531, 0.91316906,
       0.94612281, 0.97907656, 1.01203031, 1.04498406, 1.07793782,
       1.11089157, 1.14384532, 1.17679907, 1.20975282, 1.24270657,
       1.27566032, 1.30861407, 1.34156782, 1.37452157, 1.40747532,
       1.44042907, 1.47338282, 1.50633657]), 4645: array([0.80332136, 0.77572036, 0.7490677 , 0.72333078, 0.69847814,
       0.67447941, 0.65130525, 0.62892731, 0.60731825, 0.58645165,
       0.56630199, 0.54684465, 0.52805584, 0.50991258, 0.4923927 ,
       0.47547478, 0.45913813, 0.44336279, 0.42812947, 0.41341955,
       0.39921504, 0.38549857, 0.37225338, 0.35946328, 0.34711263,
       0.33518633, 0.32366981, 0.31254897]), 4650: array([0.24034551, 0.2360922 , 0.23303498, 0.23083748, 0.22925795,
       0.2281226 , 0.22730652, 0.22671993, 0.2262983 , 0.22599524,
       0.2257774 , 0.22562082, 0.22550828, 0.22542738, 0.22536923,
       0.22532744, 0.22529739, 0.2252758 , 0.22526028, 0.22524912,
       0.2252411 , 0.22523534, 0.22523119, 0.22522822, 0.22522607,
       0.22522454, 0.22522343, 0.22522264]), 4655: array([1.23816003e-05, 2.47620457e-05, 3.71424912e-05, 4.95229367e-05,
       6.19033822e-05, 7.42838277e-05, 8.66642732e-05, 9.90447186e-05,
       1.11425164e-04, 1.23805610e-04, 1.36186055e-04, 1.48566501e-04,
       1.60946946e-04, 1.73327392e-04, 1.85707837e-04, 1.98088282e-04,
       2.10468728e-04, 2.22849173e-04, 2.35229619e-04, 2.47610064e-04,
       2.59990510e-04, 2.72370955e-04, 2.84751401e-04, 2.97131846e-04,
       3.09512292e-04, 3.21892737e-04, 3.34273183e-04, 3.46653628e-04]), 4660: array([1.71675102, 1.8110933 , 1.90543557, 1.99977785, 2.09412013,
       2.18846241, 2.28280469, 2.37714697, 2.47148924, 2.56583152,
       2.6601738 , 2.75451608, 2.84885836, 2.94320063, 3.03754291,
       3.13188519, 3.22622747, 3.32056975, 3.41491203, 3.5092543 ,
       3.60359658, 3.69793886, 3.79228114, 3.88662342, 3.98096569,
       4.07530797, 4.16965025, 4.26399253]), 4665: array([19.27117076, 14.68156904, 12.1708294 , 10.79733036, 10.04595829,
        9.63492053,  9.4100625 ,  9.28705401,  9.21976227,  9.18295035,
        9.16281241,  9.15179595,  9.14576941,  9.14247259,  9.14066906,
        9.13968245,  9.13914272,  9.13884746,  9.13868594,  9.13859758,
        9.13854924,  9.1385228 ,  9.13850833,  9.13850042,  9.13849609,
        9.13849372,  9.13849243,  9.13849172]), 4670: array([26.46184949, 26.40884056, 26.3737377 , 26.35049235, 26.33509913,
       26.32490564, 26.31815544, 26.31368541, 26.31072533, 26.30876515,
       26.3074671 , 26.30660753, 26.30603831, 26.30566137, 26.30541176,
       26.30524646, 26.30513701, 26.30506452, 26.30501652, 26.30498474,
       26.30496369, 26.30494975, 26.30494052, 26.30493441, 26.30493036,
       26.30492768, 26.3049259 , 26.30492473]), 4675: array([15.65255006, 15.6526279 , 15.65266646, 15.65268556, 15.65269502,
       15.6526997 , 15.65270203, 15.65270318, 15.65270374, 15.65270403,
       15.65270417, 15.65270424, 15.65270427, 15.65270429, 15.6527043 ,
       15.6527043 , 15.6527043 , 15.6527043 , 15.6527043 , 15.6527043 ,
       15.6527043 , 15.6527043 , 15.6527043 , 15.6527043 , 15.6527043 ,
       15.6527043 , 15.6527043 , 15.6527043 ]), 4680: array([3.24018852e-02, 2.60064213e-02, 2.08732903e-02, 1.67533338e-02,
       1.34465720e-02, 1.07924969e-02, 8.66228161e-03, 6.95252701e-03,
       5.58024281e-03, 4.47881927e-03, 3.59479408e-03, 2.88525728e-03,
       2.31576844e-03, 1.85868499e-03, 1.49182041e-03, 1.19736734e-03,
       9.61033259e-04, 7.71346660e-04, 6.19100294e-04, 4.96904229e-04,
       3.98827153e-04, 3.20108474e-04, 2.56927243e-04, 2.06216687e-04,
       1.65515352e-04, 1.32847623e-04, 1.06627832e-04, 8.55832877e-05]), 4685: array([0.8739982 , 0.87401553, 0.87402382, 0.87402778, 0.87402967,
       0.87403057, 0.87403101, 0.87403121, 0.87403131, 0.87403136,
       0.87403138, 0.87403139, 0.8740314 , 0.8740314 , 0.8740314 ,
       0.8740314 , 0.8740314 , 0.8740314 , 0.8740314 , 0.8740314 ,
       0.8740314 , 0.8740314 , 0.8740314 , 0.8740314 , 0.8740314 ,
       0.8740314 , 0.8740314 , 0.8740314 ]), 4690: array([0.66221684, 0.68527157, 0.70832629, 0.73138102, 0.75443575,
       0.77749048, 0.8005452 , 0.82359993, 0.84665466, 0.86970939,
       0.89276411, 0.91581884, 0.93887357, 0.9619283 , 0.98498303,
       1.00803775, 1.03109248, 1.05414721, 1.07720194, 1.10025666,
       1.12331139, 1.14636612, 1.16942085, 1.19247558, 1.2155303 ,
       1.23858503, 1.26163976, 1.28469449]), 4695: array([1.08803844, 1.13940026, 1.19076208, 1.24212391, 1.29348573,
       1.34484755, 1.39620937, 1.44757119, 1.49893302, 1.55029484,
       1.60165666, 1.65301848, 1.70438031, 1.75574213, 1.80710395,
       1.85846577, 1.90982759, 1.96118942, 2.01255124, 2.06391306,
       2.11527488, 2.1666367 , 2.21799853, 2.26936035, 2.32072217,
       2.37208399, 2.42344581, 2.47480764]), 4700: array([0.77131916, 0.7220611 , 0.67594876, 0.63278125, 0.59237052,
       0.55454049, 0.51912637, 0.48597388, 0.45493857, 0.42588524,
       0.39868732, 0.37322632, 0.34939131, 0.32707845, 0.30619054,
       0.28663658, 0.26833137, 0.25119517, 0.23515333, 0.22013595,
       0.20607762, 0.19291707, 0.18059699, 0.1690637 , 0.15826695,
       0.1481597 , 0.13869792, 0.12984039]), 4705: array([0.14319722, 0.15393891, 0.16468059, 0.17542227, 0.18616396,
       0.19690564, 0.20764732, 0.21838901, 0.22913069, 0.23987237,
       0.25061406, 0.26135574, 0.27209742, 0.28283911, 0.29358079,
       0.30432247, 0.31506416, 0.32580584, 0.33654752, 0.34728921,
       0.35803089, 0.36877258, 0.37951426, 0.39025594, 0.40099763,
       0.41173931, 0.42248099, 0.43322268]), 4710: array([0.4806187 , 0.49455233, 0.50848595, 0.52241958, 0.5363532 ,
       0.55028683, 0.56422046, 0.57815408, 0.59208771, 0.60602133,
       0.61995496, 0.63388859, 0.64782221, 0.66175584, 0.67568947,
       0.68962309, 0.70355672, 0.71749034, 0.73142397, 0.7453576 ,
       0.75929122, 0.77322485, 0.78715847, 0.8010921 , 0.81502573,
       0.82895935, 0.84289298, 0.8568266 ]), 4715: array([0.17735303, 0.18597548, 0.19459794, 0.20322039, 0.21184284,
       0.2204653 , 0.22908775, 0.23771021, 0.24633266, 0.25495512,
       0.26357757, 0.27220003, 0.28082248, 0.28944494, 0.29806739,
       0.30668985, 0.3153123 , 0.32393476, 0.33255721, 0.34117967,
       0.34980212, 0.35842457, 0.36704703, 0.37566948, 0.38429194,
       0.39291439, 0.40153685, 0.4101593 ]), 4720: array([0.00908984, 0.00902672, 0.00898553, 0.00895865, 0.00894111,
       0.00892966, 0.00892219, 0.00891732, 0.00891414, 0.00891207,
       0.00891071, 0.00890983, 0.00890925, 0.00890887, 0.00890863,
       0.00890847, 0.00890836, 0.0089083 , 0.00890825, 0.00890822,
       0.0089082 , 0.00890819, 0.00890818, 0.00890818, 0.00890817,
       0.00890817, 0.00890817, 0.00890817]), 4725: array([0.00752082, 0.00751988, 0.00751942, 0.00751919, 0.00751908,
       0.00751903, 0.007519  , 0.00751899, 0.00751898, 0.00751898,
       0.00751898, 0.00751897, 0.00751897, 0.00751897, 0.00751897,
       0.00751897, 0.00751897, 0.00751897, 0.00751897, 0.00751897,
       0.00751897, 0.00751897, 0.00751897, 0.00751897, 0.00751897,
       0.00751897, 0.00751897, 0.00751897]), 4730: array([0.00244077, 0.00221218, 0.00200501, 0.00181723, 0.00164704,
       0.00149279, 0.00135299, 0.00122628, 0.00111143, 0.00100734,
       0.000913  , 0.0008275 , 0.00075   , 0.00067976, 0.0006161 ,
       0.0005584 , 0.0005061 , 0.0004587 , 0.00041575, 0.00037681,
       0.00034152, 0.00030954, 0.00028055, 0.00025427, 0.00023046,
       0.00020888, 0.00018931, 0.00017158]), 4735: array([0.00217462, 0.00232602, 0.00237388, 0.00238901, 0.00239379,
       0.0023953 , 0.00239578, 0.00239593, 0.00239598, 0.002396  ,
       0.002396  , 0.002396  , 0.002396  , 0.002396  , 0.002396  ,
       0.002396  , 0.002396  , 0.002396  , 0.002396  , 0.002396  ,
       0.002396  , 0.002396  , 0.002396  , 0.002396  , 0.002396  ,
       0.002396  , 0.002396  , 0.002396  ]), 4740: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4745: array([0.00231709, 0.00238969, 0.00242598, 0.00244413, 0.0024532 ,
       0.00245774, 0.00246001, 0.00246114, 0.00246171, 0.00246199,
       0.00246213, 0.00246221, 0.00246224, 0.00246226, 0.00246227,
       0.00246227, 0.00246227, 0.00246228, 0.00246228, 0.00246228,
       0.00246228, 0.00246228, 0.00246228, 0.00246228, 0.00246228,
       0.00246228, 0.00246228, 0.00246228]), 4750: array([0.00134221, 0.00134323, 0.00134385, 0.00134423, 0.00134447,
       0.00134462, 0.00134471, 0.00134476, 0.00134479, 0.00134481,
       0.00134483, 0.00134484, 0.00134484, 0.00134484, 0.00134485,
       0.00134485, 0.00134485, 0.00134485, 0.00134485, 0.00134485,
       0.00134485, 0.00134485, 0.00134485, 0.00134485, 0.00134485,
       0.00134485, 0.00134485, 0.00134485]), 4755: array([1.33283018e-06, 1.59541786e-06, 1.72506455e-06, 1.78907466e-06,
       1.82067819e-06, 1.83628172e-06, 1.84398561e-06, 1.84778922e-06,
       1.84966717e-06, 1.85059437e-06, 1.85105215e-06, 1.85127817e-06,
       1.85138976e-06, 1.85144486e-06, 1.85147206e-06, 1.85148549e-06,
       1.85149212e-06, 1.85149540e-06, 1.85149701e-06, 1.85149781e-06,
       1.85149821e-06, 1.85149840e-06, 1.85149850e-06, 1.85149854e-06,
       1.85149857e-06, 1.85149858e-06, 1.85149858e-06, 1.85149859e-06]), 4760: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4765: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4770: array([0.00184404, 0.00193758, 0.00203111, 0.00212464, 0.00221818,
       0.00231171, 0.00240525, 0.00249878, 0.00259231, 0.00268585,
       0.00277938, 0.00287292, 0.00296645, 0.00305998, 0.00315352,
       0.00324705, 0.00334059, 0.00343412, 0.00352765, 0.00362119,
       0.00371472, 0.00380826, 0.00390179, 0.00399532, 0.00408886,
       0.00418239, 0.00427593, 0.00436946]), 4775: array([0.00409641, 0.00409464, 0.0040929 , 0.0040912 , 0.00408954,
       0.0040879 , 0.0040863 , 0.00408474, 0.0040832 , 0.0040817 ,
       0.00408023, 0.00407878, 0.00407737, 0.00407599, 0.00407463,
       0.0040733 , 0.004072  , 0.00407072, 0.00406947, 0.00406825,
       0.00406705, 0.00406587, 0.00406472, 0.00406359, 0.00406249,
       0.00406141, 0.00406035, 0.00405931]), 4780: array([0.00338189, 0.00331852, 0.00326936, 0.00323124, 0.00320167,
       0.00317873, 0.00316094, 0.00314714, 0.00313644, 0.00312814,
       0.0031217 , 0.00311671, 0.00311283, 0.00310983, 0.0031075 ,
       0.00310569, 0.00310429, 0.0031032 , 0.00310236, 0.0031017 ,
       0.0031012 , 0.0031008 , 0.0031005 , 0.00310026, 0.00310008,
       0.00309993, 0.00309982, 0.00309974]), 4785: array([0.0025263 , 0.0025276 , 0.00252825, 0.00252858, 0.00252874,
       0.00252883, 0.00252887, 0.00252889, 0.0025289 , 0.0025289 ,
       0.0025289 , 0.00252891, 0.00252891, 0.00252891, 0.00252891,
       0.00252891, 0.00252891, 0.00252891, 0.00252891, 0.00252891,
       0.00252891, 0.00252891, 0.00252891, 0.00252891, 0.00252891,
       0.00252891, 0.00252891, 0.00252891]), 4790: array([0.00441666, 0.00407459, 0.003759  , 0.00346786, 0.00319927,
       0.00295148, 0.00272289, 0.00251199, 0.00231744, 0.00213795,
       0.00197236, 0.0018196 , 0.00167867, 0.00154865, 0.00142871,
       0.00131805, 0.00121597, 0.00112179, 0.0010349 , 0.00095475,
       0.0008808 , 0.00081258, 0.00074965, 0.00069159, 0.00063802,
       0.00058861, 0.00054302, 0.00050096]), 4795: array([0.01672859, 0.01672859, 0.01672859, 0.01672859, 0.01672859,
       0.01672859, 0.01672859, 0.01672859, 0.01672859, 0.01672859,
       0.01672859, 0.01672859, 0.01672859, 0.01672859, 0.01672859,
       0.01672859, 0.01672859, 0.01672859, 0.01672859, 0.01672859,
       0.01672859, 0.01672859, 0.01672859, 0.01672859, 0.01672859,
       0.01672859, 0.01672859, 0.01672859]), 4800: array([4.91060502e-04, 3.18432842e-04, 2.06490835e-04, 1.33901003e-04,
       8.68294531e-05, 5.63054702e-05, 3.65119104e-05, 2.36765930e-05,
       1.53534124e-05, 9.95616874e-06, 6.45627607e-06, 4.18673820e-06,
       2.71503533e-06, 1.76069596e-06, 1.14184574e-06, 7.40546584e-07,
       4.80320421e-07, 3.11574354e-07, 2.02149401e-07, 1.31191776e-07,
       8.51786462e-08, 5.53410054e-08, 3.59925106e-08, 2.34457997e-08,
       1.53097687e-08, 1.00338839e-08, 6.61268751e-09, 4.39418098e-09]), 4805: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4810: array([0.00242072, 0.00245752, 0.00247593, 0.00248513, 0.00248973,
       0.00249203, 0.00249318, 0.00249375, 0.00249404, 0.00249419,
       0.00249426, 0.00249429, 0.00249431, 0.00249432, 0.00249433,
       0.00249433, 0.00249433, 0.00249433, 0.00249433, 0.00249433,
       0.00249433, 0.00249433, 0.00249433, 0.00249433, 0.00249433,
       0.00249433, 0.00249433, 0.00249433]), 4815: array([0.00217461, 0.00232602, 0.00237388, 0.00238901, 0.00239379,
       0.0023953 , 0.00239578, 0.00239593, 0.00239598, 0.002396  ,
       0.002396  , 0.002396  , 0.002396  , 0.002396  , 0.002396  ,
       0.002396  , 0.002396  , 0.002396  , 0.002396  , 0.002396  ,
       0.002396  , 0.002396  , 0.002396  , 0.002396  , 0.002396  ,
       0.002396  , 0.002396  , 0.002396  ]), 4820: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4825: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4830: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4835: array([0.00230273, 0.00231497, 0.00232474, 0.00233253, 0.00233875,
       0.00234371, 0.00234767, 0.00235083, 0.00235335, 0.00235536,
       0.00235696, 0.00235824, 0.00235926, 0.00236007, 0.00236072,
       0.00236124, 0.00236165, 0.00236198, 0.00236225, 0.00236246,
       0.00236262, 0.00236276, 0.00236286, 0.00236295, 0.00236302,
       0.00236307, 0.00236311, 0.00236315]), 4840: array([0.0018644 , 0.00179336, 0.00172502, 0.00165928, 0.00159605,
       0.00153523, 0.00147673, 0.00142046, 0.00136633, 0.00131426,
       0.00126418, 0.001216  , 0.00116967, 0.00112509, 0.00108222,
       0.00104098, 0.00100131, 0.00096316, 0.00092645, 0.00089115,
       0.00085719, 0.00082453, 0.00079311, 0.00076288, 0.00073381,
       0.00070585, 0.00067895, 0.00065308]), 4845: array([0.00122787, 0.00122787, 0.00122787, 0.00122787, 0.00122787,
       0.00122787, 0.00122787, 0.00122787, 0.00122787, 0.00122787,
       0.00122787, 0.00122787, 0.00122787, 0.00122787, 0.00122787,
       0.00122787, 0.00122787, 0.00122787, 0.00122787, 0.00122787,
       0.00122787, 0.00122787, 0.00122787, 0.00122787, 0.00122787,
       0.00122787, 0.00122787, 0.00122787]), 4850: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4855: array([0.0043868 , 0.0035147 , 0.00306068, 0.00282431, 0.00270126,
       0.0026372 , 0.00260385, 0.00258648, 0.00257744, 0.00257274,
       0.00257029, 0.00256901, 0.00256835, 0.002568  , 0.00256782,
       0.00256773, 0.00256768, 0.00256765, 0.00256764, 0.00256763,
       0.00256763, 0.00256763, 0.00256763, 0.00256763, 0.00256763,
       0.00256763, 0.00256763, 0.00256763]), 4860: array([0.00231709, 0.00238969, 0.00242598, 0.00244413, 0.0024532 ,
       0.00245774, 0.00246001, 0.00246114, 0.00246171, 0.00246199,
       0.00246213, 0.00246221, 0.00246224, 0.00246226, 0.00246227,
       0.00246227, 0.00246227, 0.00246228, 0.00246228, 0.00246228,
       0.00246228, 0.00246228, 0.00246228, 0.00246228, 0.00246228,
       0.00246228, 0.00246228, 0.00246228]), 4865: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4870: array([0.00192587, 0.00203674, 0.00214761, 0.00225848, 0.00236935,
       0.00248022, 0.00259109, 0.00270196, 0.00281283, 0.0029237 ,
       0.00303457, 0.00314544, 0.00325631, 0.00336718, 0.00347805,
       0.00358892, 0.00369979, 0.00381065, 0.00392152, 0.00403239,
       0.00414326, 0.00425413, 0.004365  , 0.00447587, 0.00458674,
       0.00469761, 0.00480848, 0.00491935]), 4875: array([0.00171623, 0.00192717, 0.0019714 , 0.00198067, 0.00198262,
       0.00198302, 0.00198311, 0.00198313, 0.00198313, 0.00198313,
       0.00198313, 0.00198313, 0.00198313, 0.00198313, 0.00198313,
       0.00198313, 0.00198313, 0.00198313, 0.00198313, 0.00198313,
       0.00198313, 0.00198313, 0.00198313, 0.00198313, 0.00198313,
       0.00198313, 0.00198313, 0.00198313]), 4880: array([0.00256302, 0.00250544, 0.00247666, 0.00246226, 0.00245507,
       0.00245147, 0.00244967, 0.00244877, 0.00244832, 0.0024481 ,
       0.00244799, 0.00244793, 0.0024479 , 0.00244789, 0.00244788,
       0.00244788, 0.00244788, 0.00244788, 0.00244788, 0.00244787,
       0.00244787, 0.00244787, 0.00244787, 0.00244787, 0.00244787,
       0.00244787, 0.00244787, 0.00244787]), 4885: array([0.00540322, 0.00542039, 0.00542898, 0.00543327, 0.00543542,
       0.00543649, 0.00543703, 0.0054373 , 0.00543743, 0.0054375 ,
       0.00543753, 0.00543755, 0.00543756, 0.00543756, 0.00543756,
       0.00543756, 0.00543756, 0.00543756, 0.00543756, 0.00543756,
       0.00543756, 0.00543756, 0.00543756, 0.00543756, 0.00543756,
       0.00543756, 0.00543756, 0.00543756]), 4890: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4895: array([0.00367964, 0.00334535, 0.00314346, 0.00302152, 0.00294788,
       0.00290341, 0.00287655, 0.00286033, 0.00285053, 0.00284461,
       0.00284104, 0.00283888, 0.00283758, 0.00283679, 0.00283632,
       0.00283603, 0.00283586, 0.00283575, 0.00283569, 0.00283565,
       0.00283563, 0.00283561, 0.0028356 , 0.0028356 , 0.0028356 ,
       0.00283559, 0.00283559, 0.00283559]), 4900: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4905: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4910: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4915: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4920: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4925: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4930: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4935: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4940: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4945: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4950: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4955: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4960: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])}}
Resultados Modelo Price: {14: {0: {'params': mu          6.780209e+04
omega       3.232496e+06
alpha[1]    1.134509e-15
beta[1]     7.180742e-01
Name: params, dtype: float64, 'loglikelihood': -133.18865030736922, 'aic': 274.37730061473843, 'bic': np.float64(276.93352993319945)}, 5: {'params': mu          6.851966e+04
omega       2.429420e+06
alpha[1]    1.755668e-15
beta[1]     6.230383e-01
Name: params, dtype: float64, 'loglikelihood': -130.93060525518916, 'aic': 269.8612105103783, 'bic': np.float64(272.41743982883935)}, 10: {'params': mu          6.757520e+04
omega       6.372802e+06
alpha[1]    5.573383e-01
beta[1]     2.661795e-02
Name: params, dtype: float64, 'loglikelihood': -133.54455091267693, 'aic': 275.08910182535385, 'bic': np.float64(277.6453311438149)}, 15: {'params': mu          6.256970e+04
omega       1.234206e+07
alpha[1]    6.662098e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -137.26148972143463, 'aic': 282.52297944286926, 'bic': np.float64(285.0792087613303)}, 20: {'params': mu          5.717594e+04
omega       1.605338e+07
alpha[1]    5.337998e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -140.67292268119235, 'aic': 289.3458453623847, 'bic': np.float64(291.9020746808457)}, 25: {'params': mu          5.307699e+04
omega       2.737143e+06
alpha[1]    9.741548e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -128.43139823034613, 'aic': 264.86279646069227, 'bic': np.float64(267.4190257791533)}, 30: {'params': mu           50945.789819
omega       603099.400590
alpha[1]         0.950377
beta[1]          0.020011
Name: params, dtype: float64, 'loglikelihood': -119.92100942386325, 'aic': 247.8420188477265, 'bic': np.float64(250.39824816618753)}, 35: {'params': mu          4.841570e+04
omega       5.536779e+06
alpha[1]    6.449223e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -131.89240308904687, 'aic': 271.78480617809373, 'bic': np.float64(274.34103549655475)}, 40: {'params': mu          4.519157e+04
omega       3.611449e+06
alpha[1]    5.206612e-01
beta[1]     3.169762e-16
Name: params, dtype: float64, 'loglikelihood': -129.39688212612225, 'aic': 266.7937642522445, 'bic': np.float64(269.3499935707055)}, 45: {'params': mu           43005.022063
omega       384543.794768
alpha[1]         0.952040
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -112.33040110032677, 'aic': 232.66080220065354, 'bic': np.float64(235.21703151911456)}, 50: {'params': mu           41794.379464
omega       875570.177985
alpha[1]         0.260785
beta[1]          0.217029
Name: params, dtype: float64, 'loglikelihood': -120.38027616616154, 'aic': 248.76055233232307, 'bic': np.float64(251.3167816507841)}, 55: {'params': mu          4.149023e+04
omega       6.874727e+05
alpha[1]    6.092566e-01
beta[1]     8.948754e-14
Name: params, dtype: float64, 'loglikelihood': -118.26178620624081, 'aic': 244.52357241248163, 'bic': np.float64(247.07980173094265)}, 60: {'params': mu          4.199692e+04
omega       1.340747e+06
alpha[1]    2.255141e-17
beta[1]     4.860995e-01
Name: params, dtype: float64, 'loglikelihood': -123.48855198642379, 'aic': 254.97710397284757, 'bic': np.float64(257.5333332913086)}, 65: {'params': mu          4.376877e+04
omega       1.788310e+06
alpha[1]    5.180393e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -125.08994249928341, 'aic': 258.1798849985668, 'bic': np.float64(260.73611431702784)}, 70: {'params': mu           44405.286271
omega       718368.294201
alpha[1]         0.743148
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -121.46034211956463, 'aic': 250.92068423912926, 'bic': np.float64(253.47691355759028)}, 75: {'params': mu           43840.903422
omega       992099.908898
alpha[1]         0.579504
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -120.00417958871805, 'aic': 248.0083591774361, 'bic': np.float64(250.5645884958971)}, 80: {'params': mu           43241.572473
omega       219687.085896
alpha[1]         0.139190
beta[1]          0.529783
Name: params, dtype: float64, 'loglikelihood': -114.22236569568358, 'aic': 236.44473139136716, 'bic': np.float64(239.00096070982818)}, 85: {'params': mu          42914.691896
omega       60061.924779
alpha[1]        0.000000
beta[1]         0.925576
Name: params, dtype: float64, 'loglikelihood': -112.89095174377063, 'aic': 233.78190348754126, 'bic': np.float64(236.33813280600228)}, 90: {'params': mu          4.283241e+04
omega       3.528771e+05
alpha[1]    2.482389e-15
beta[1]     5.116833e-01
Name: params, dtype: float64, 'loglikelihood': -114.12975428008357, 'aic': 236.25950856016715, 'bic': np.float64(238.81573787862817)}, 95: {'params': mu           42698.521293
omega       259752.183505
alpha[1]         0.000000
beta[1]          0.722463
Name: params, dtype: float64, 'loglikelihood': -115.5277092718698, 'aic': 239.0554185437396, 'bic': np.float64(241.6116478622006)}, 100: {'params': mu           42487.573401
omega       641373.582184
alpha[1]         0.468206
beta[1]          0.383615
Name: params, dtype: float64, 'loglikelihood': -121.10806912762642, 'aic': 250.21613825525284, 'bic': np.float64(252.77236757371386)}, 105: {'params': mu          4.096943e+04
omega       3.652792e+06
alpha[1]    5.656555e-01
beta[1]     1.972662e-15
Name: params, dtype: float64, 'loglikelihood': -130.10513164940738, 'aic': 268.21026329881477, 'bic': np.float64(270.7664926172758)}, 110: {'params': mu          3.874862e+04
omega       1.144931e+06
alpha[1]    8.445212e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -123.26480542320974, 'aic': 254.52961084641947, 'bic': np.float64(257.0858401648805)}, 115: {'params': mu          37291.871956
omega       95759.545471
alpha[1]        0.000000
beta[1]         0.727370
Name: params, dtype: float64, 'loglikelihood': -108.52498100847514, 'aic': 225.04996201695027, 'bic': np.float64(227.6061913354113)}, 120: {'params': mu          3.693730e+04
omega       2.597291e+05
alpha[1]    3.295975e-16
beta[1]     4.945907e-01
Name: params, dtype: float64, 'loglikelihood': -111.9894661067371, 'aic': 231.9789322134742, 'bic': np.float64(234.53516153193522)}, 125: {'params': mu           36665.535918
omega       268018.648886
alpha[1]         0.451452
beta[1]          0.065262
Name: params, dtype: float64, 'loglikelihood': -112.08191529061939, 'aic': 232.16383058123878, 'bic': np.float64(234.7200598996998)}, 130: {'params': mu          3.599723e+04
omega       5.210378e+05
alpha[1]    1.439820e-16
beta[1]     4.602933e-01
Name: params, dtype: float64, 'loglikelihood': -116.82328251226821, 'aic': 241.64656502453641, 'bic': np.float64(244.20279434299744)}, 135: {'params': mu           35214.652226
omega       352419.823849
alpha[1]         0.836772
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -111.71008459008533, 'aic': 231.42016918017066, 'bic': np.float64(233.97639849863168)}, 140: {'params': mu           34457.714514
omega       171226.170611
alpha[1]         0.000000
beta[1]          0.507965
Name: params, dtype: float64, 'loglikelihood': -109.06721219860145, 'aic': 226.1344243972029, 'bic': np.float64(228.69065371566393)}, 145: {'params': mu          3.241895e+04
omega       1.688045e+06
alpha[1]    5.596993e-01
beta[1]     1.970728e-01
Name: params, dtype: float64, 'loglikelihood': -127.94010863676274, 'aic': 263.8802172735255, 'bic': np.float64(266.4364465919865)}, 150: {'params': mu          3.000117e+04
omega       3.542922e+06
alpha[1]    6.033921e-01
beta[1]     3.062688e-15
Name: params, dtype: float64, 'loglikelihood': -128.55534383672125, 'aic': 265.1106876734425, 'bic': np.float64(267.6669169919035)}, 155: {'params': mu           27925.401366
omega       503371.958177
alpha[1]         0.528309
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -115.33431407167984, 'aic': 238.66862814335968, 'bic': np.float64(241.2248574618207)}, 160: {'params': mu          27460.562866
omega       25496.834216
alpha[1]        0.064619
beta[1]         0.740242
Name: params, dtype: float64, 'loglikelihood': -106.30570944024134, 'aic': 220.6114188804827, 'bic': np.float64(223.1676481989437)}, 165: {'params': mu          27476.732189
omega       77486.953166
alpha[1]        0.226057
beta[1]         0.251808
Name: params, dtype: float64, 'loglikelihood': -103.48787235623436, 'aic': 214.97574471246872, 'bic': np.float64(217.53197403092975)}, 170: {'params': mu          2.704713e+04
omega       1.883785e+05
alpha[1]    2.931683e-16
beta[1]     4.830591e-01
Name: params, dtype: float64, 'loglikelihood': -109.73650505356053, 'aic': 227.47301010712107, 'bic': np.float64(230.0292394255821)}, 175: {'params': mu          26774.111869
omega       63340.188357
alpha[1]        0.000000
beta[1]         0.579106
Name: params, dtype: float64, 'loglikelihood': -105.08671153262097, 'aic': 218.17342306524193, 'bic': np.float64(220.72965238370296)}, 180: {'params': mu          2.657439e+04
omega       4.197571e+04
alpha[1]    4.131307e-01
beta[1]     1.071187e-16
Name: params, dtype: float64, 'loglikelihood': -98.7066442006389, 'aic': 205.4132884012778, 'bic': np.float64(207.96951771973883)}, 185: {'params': mu           26339.942930
omega       145199.409082
alpha[1]         0.000000
beta[1]          0.499743
Name: params, dtype: float64, 'loglikelihood': -107.91820877111164, 'aic': 223.83641754222327, 'bic': np.float64(226.3926468606843)}, 190: {'params': mu          26011.013347
omega       14022.895204
alpha[1]        0.000000
beta[1]         0.823389
Name: params, dtype: float64, 'loglikelihood': -102.18283695540788, 'aic': 212.36567391081576, 'bic': np.float64(214.92190322927678)}, 195: {'params': mu           26074.423813
omega       199149.234772
alpha[1]         0.697717
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -107.7420659579308, 'aic': 223.4841319158616, 'bic': np.float64(226.04036123432263)}, 200: {'params': mu          2.617467e+04
omega       1.601688e+05
alpha[1]    5.849932e-01
beta[1]     1.278047e-11
Name: params, dtype: float64, 'loglikelihood': -106.68442802267737, 'aic': 221.36885604535473, 'bic': np.float64(223.92508536381575)}, 205: {'params': mu          2.629468e+04
omega       1.356564e+05
alpha[1]    7.153753e-01
beta[1]     1.011643e-12
Name: params, dtype: float64, 'loglikelihood': -104.74216441329742, 'aic': 217.48432882659483, 'bic': np.float64(220.04055814505585)}, 210: {'params': mu           26805.798334
omega       450004.182367
alpha[1]         0.495642
beta[1]          0.277014
Name: params, dtype: float64, 'loglikelihood': -117.41740769199068, 'aic': 242.83481538398135, 'bic': np.float64(245.39104470244237)}, 215: {'params': mu          2.797639e+04
omega       1.221893e+06
alpha[1]    5.003590e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -122.6226537693088, 'aic': 253.2453075386176, 'bic': np.float64(255.80153685707862)}, 220: {'params': mu           29290.186269
omega       158578.004814
alpha[1]         1.000000
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -106.5425586384878, 'aic': 221.0851172769756, 'bic': np.float64(223.64134659543663)}, 225: {'params': mu          2.933584e+04
omega       2.471688e+04
alpha[1]    1.826664e-15
beta[1]     5.247617e-01
Name: params, dtype: float64, 'loglikelihood': -95.50966022890923, 'aic': 199.01932045781845, 'bic': np.float64(201.57554977627947)}, 230: {'params': mu          2.925146e+04
omega       1.198323e+04
alpha[1]    2.747282e-14
beta[1]     5.126373e-01
Name: params, dtype: float64, 'loglikelihood': -90.46411086607534, 'aic': 188.9282217321507, 'bic': np.float64(191.4844510506117)}, 235: {'params': mu          29414.740155
omega       45445.363825
alpha[1]        0.722766
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -99.07157680250337, 'aic': 206.14315360500675, 'bic': np.float64(208.69938292346777)}, 240: {'params': mu          2.985775e+04
omega       7.436811e+04
alpha[1]    7.106037e-01
beta[1]     1.107775e-14
Name: params, dtype: float64, 'loglikelihood': -101.55487347638639, 'aic': 211.10974695277278, 'bic': np.float64(213.6659762712338)}, 245: {'params': mu          3.023081e+04
omega       8.935844e+04
alpha[1]    7.133183e-15
beta[1]     5.237450e-01
Name: params, dtype: float64, 'loglikelihood': -104.48985854804134, 'aic': 216.97971709608268, 'bic': np.float64(219.5359464145437)}, 250: {'params': mu          3.035506e+04
omega       6.698765e+04
alpha[1]    3.324651e-14
beta[1]     4.927207e-01
Name: params, dtype: float64, 'loglikelihood': -102.4983121612739, 'aic': 212.9966243225478, 'bic': np.float64(215.55285364100882)}, 255: {'params': mu          3.055122e+04
omega       4.229611e+04
alpha[1]    2.405021e-14
beta[1]     6.049441e-01
Name: params, dtype: float64, 'loglikelihood': -102.49407971981468, 'aic': 212.98815943962936, 'bic': np.float64(215.54438875809038)}, 260: {'params': mu          3.047171e+04
omega       8.512411e+03
alpha[1]    4.225960e-14
beta[1]     8.724987e-01
Name: params, dtype: float64, 'loglikelihood': -99.23656042845646, 'aic': 206.4731208569129, 'bic': np.float64(209.02935017537393)}, 265: {'params': mu          3.029875e+04
omega       4.010830e+04
alpha[1]    2.341616e-14
beta[1]     9.492037e-01
Name: params, dtype: float64, 'loglikelihood': -109.7013699256647, 'aic': 227.4027398513294, 'bic': np.float64(229.9589691697904)}, 270: {'params': mu          2.875295e+04
omega       1.819044e+06
alpha[1]    5.132383e-01
beta[1]     3.734140e-02
Name: params, dtype: float64, 'loglikelihood': -125.23924147860419, 'aic': 258.47848295720837, 'bic': np.float64(261.0347122756694)}, 275: {'params': mu          2.708898e+04
omega       1.568271e+06
alpha[1]    5.541417e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -122.99536047595713, 'aic': 253.99072095191426, 'bic': np.float64(256.5469502703753)}, 280: {'params': mu           26130.421553
omega       121508.719412
alpha[1]         0.000000
beta[1]          0.522275
Name: params, dtype: float64, 'loglikelihood': -106.64749002516776, 'aic': 221.2949800503355, 'bic': np.float64(223.85120936879653)}, 285: {'params': mu           26527.370112
omega       158302.098882
alpha[1]         0.255614
beta[1]          0.239991
Name: params, dtype: float64, 'loglikelihood': -108.52240837642205, 'aic': 225.0448167528441, 'bic': np.float64(227.60104607130512)}, 290: {'params': mu           27026.649990
omega       169212.366965
alpha[1]         0.000000
beta[1]          0.496688
Name: params, dtype: float64, 'loglikelihood': -108.98851819179546, 'aic': 225.97703638359093, 'bic': np.float64(228.53326570205195)}, 295: {'params': mu           27075.104964
omega       114683.165125
alpha[1]         0.572274
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -105.65238959422213, 'aic': 219.30477918844426, 'bic': np.float64(221.86100850690528)}, 300: {'params': mu          27019.063721
omega       20525.450965
alpha[1]        0.972101
beta[1]         0.027899
Name: params, dtype: float64, 'loglikelihood': -103.42760354791348, 'aic': 214.85520709582696, 'bic': np.float64(217.41143641428798)}, 305: {'params': mu          2.693400e+04
omega       1.876024e+04
alpha[1]    3.334357e-17
beta[1]     5.878998e-01
Name: params, dtype: float64, 'loglikelihood': -96.62891437961284, 'aic': 201.25782875922567, 'bic': np.float64(203.8140580776867)}, 310: {'params': mu          2.709556e+04
omega       1.872961e+05
alpha[1]    9.576782e-01
beta[1]     1.066452e-14
Name: params, dtype: float64, 'loglikelihood': -106.6446768156628, 'aic': 221.2893536313256, 'bic': np.float64(223.84558294978663)}, 315: {'params': mu          2.798546e+04
omega       3.909940e+05
alpha[1]    5.203866e-01
beta[1]     1.191260e-15
Name: params, dtype: float64, 'loglikelihood': -114.21389574336723, 'aic': 236.42779148673446, 'bic': np.float64(238.98402080519548)}, 320: {'params': mu           28744.389108
omega       182009.322754
alpha[1]         0.139299
beta[1]          0.299546
Name: params, dtype: float64, 'loglikelihood': -109.28193211428265, 'aic': 226.5638642285653, 'bic': np.float64(229.12009354702633)}, 325: {'params': mu           28485.653187
omega       153798.762749
alpha[1]         0.140928
beta[1]          0.616690
Name: params, dtype: float64, 'loglikelihood': -111.771205478766, 'aic': 231.542410957532, 'bic': np.float64(234.09864027599303)}, 330: {'params': mu          2.872259e+04
omega       2.824784e+05
alpha[1]    6.883452e-17
beta[1]     7.382669e-01
Name: params, dtype: float64, 'loglikelihood': -116.03922787668057, 'aic': 240.07845575336114, 'bic': np.float64(242.63468507182216)}, 335: {'params': mu           29186.898591
omega       441301.472342
alpha[1]         0.195144
beta[1]          0.464915
Name: params, dtype: float64, 'loglikelihood': -119.12041145500567, 'aic': 246.24082291001133, 'bic': np.float64(248.79705222847235)}, 340: {'params': mu           29432.326635
omega       477360.590125
alpha[1]         0.358105
beta[1]          0.164140
Name: params, dtype: float64, 'loglikelihood': -115.85081468569993, 'aic': 239.70162937139986, 'bic': np.float64(242.25785868986088)}, 345: {'params': mu           28828.988258
omega       295459.107791
alpha[1]         0.401416
beta[1]          0.229222
Name: params, dtype: float64, 'loglikelihood': -115.88392472698305, 'aic': 239.7678494539661, 'bic': np.float64(242.32407877242713)}, 350: {'params': mu          28018.222832
omega       45174.474593
alpha[1]        0.961169
beta[1]         0.038831
Name: params, dtype: float64, 'loglikelihood': -100.6411788502757, 'aic': 209.2823577005514, 'bic': np.float64(211.8385870190124)}, 355: {'params': mu          2.788216e+04
omega       6.375668e+04
alpha[1]    1.578598e-16
beta[1]     7.269838e-01
Name: params, dtype: float64, 'loglikelihood': -105.68441833899001, 'aic': 219.36883667798003, 'bic': np.float64(221.92506599644105)}, 360: {'params': mu          2.766822e+04
omega       9.756272e+04
alpha[1]    2.168404e-15
beta[1]     4.933426e-01
Name: params, dtype: float64, 'loglikelihood': -105.13310378272831, 'aic': 218.26620756545663, 'bic': np.float64(220.82243688391765)}, 365: {'params': mu          2.633611e+04
omega       1.048565e+06
alpha[1]    8.622445e-01
beta[1]     8.905231e-02
Name: params, dtype: float64, 'loglikelihood': -124.53890625831522, 'aic': 257.07781251663044, 'bic': np.float64(259.63404183509147)}, 370: {'params': mu          2.392684e+04
omega       3.715111e+06
alpha[1]    5.554458e-01
beta[1]     2.079123e-13
Name: params, dtype: float64, 'loglikelihood': -129.53135090371828, 'aic': 267.06270180743655, 'bic': np.float64(269.6189311258976)}, 375: {'params': mu           22356.528960
omega       567600.530311
alpha[1]         0.652186
beta[1]          0.107774
Name: params, dtype: float64, 'loglikelihood': -118.99000449003431, 'aic': 245.98000898006862, 'bic': np.float64(248.53623829852964)}, 380: {'params': mu           22458.856558
omega       571362.346956
alpha[1]         0.628241
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -115.58574241708229, 'aic': 239.17148483416457, 'bic': np.float64(241.7277141526256)}, 385: {'params': mu          2.344224e+04
omega       2.668348e+05
alpha[1]    8.020626e-01
beta[1]     7.183632e-15
Name: params, dtype: float64, 'loglikelihood': -109.7659893071, 'aic': 227.5319786142, 'bic': np.float64(230.08820793266102)}, 390: {'params': mu          2.395209e+04
omega       1.646147e+05
alpha[1]    2.081668e-16
beta[1]     4.814104e-01
Name: params, dtype: float64, 'loglikelihood': -108.78407925092209, 'aic': 225.56815850184418, 'bic': np.float64(228.1243878203052)}, 395: {'params': mu          2.343151e+04
omega       7.442729e+05
alpha[1]    5.414325e-01
beta[1]     1.241477e-17
Name: params, dtype: float64, 'loglikelihood': -118.879002068126, 'aic': 245.758004136252, 'bic': np.float64(248.31423345471302)}, 400: {'params': mu           22859.400003
omega       109161.940561
alpha[1]         0.713863
beta[1]          0.164864
Name: params, dtype: float64, 'loglikelihood': -115.39159133060687, 'aic': 238.78318266121374, 'bic': np.float64(241.33941197967476)}, 405: {'params': mu          2.269959e+04
omega       2.670489e+05
alpha[1]    5.071497e-01
beta[1]     7.319471e-17
Name: params, dtype: float64, 'loglikelihood': -111.75457171767904, 'aic': 231.50914343535808, 'bic': np.float64(234.0653727538191)}, 410: {'params': mu          2.318937e+04
omega       4.432367e+04
alpha[1]    2.876172e-15
beta[1]     5.160727e-01
Name: params, dtype: float64, 'loglikelihood': -99.603756814296, 'aic': 207.207513628592, 'bic': np.float64(209.76374294705303)}, 415: {'params': mu          2.310714e+04
omega       3.499431e+04
alpha[1]    6.796647e-15
beta[1]     6.845247e-01
Name: params, dtype: float64, 'loglikelihood': -101.51593198206058, 'aic': 211.03186396412116, 'bic': np.float64(213.58809328258218)}, 420: {'params': mu          2.240776e+04
omega       4.258452e+05
alpha[1]    5.296014e-01
beta[1]     3.830451e-17
Name: params, dtype: float64, 'loglikelihood': -114.39200416445468, 'aic': 236.78400832890935, 'bic': np.float64(239.34023764737037)}, 425: {'params': mu          2.116717e+04
omega       1.075980e+06
alpha[1]    8.169599e-01
beta[1]     1.246418e-14
Name: params, dtype: float64, 'loglikelihood': -119.54938306871269, 'aic': 247.09876613742537, 'bic': np.float64(249.6549954558864)}, 430: {'params': mu          1.916174e+04
omega       1.542019e+06
alpha[1]    5.412684e-01
beta[1]     3.315893e-15
Name: params, dtype: float64, 'loglikelihood': -124.05514225978987, 'aic': 256.11028451957975, 'bic': np.float64(258.66651383804077)}, 435: {'params': mu          1.763998e+04
omega       5.029032e+05
alpha[1]    8.294252e-01
beta[1]     9.068981e-15
Name: params, dtype: float64, 'loglikelihood': -117.22194307344319, 'aic': 242.44388614688637, 'bic': np.float64(245.0001154653474)}, 440: {'params': mu          16697.477862
omega       19873.077934
alpha[1]        0.626784
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -92.69620907855094, 'aic': 193.39241815710187, 'bic': np.float64(195.9486474755629)}, 445: {'params': mu          1.671708e+04
omega       4.165429e+03
alpha[1]    1.512679e-15
beta[1]     7.107118e-01
Name: params, dtype: float64, 'loglikelihood': -86.62834406819465, 'aic': 181.2566881363893, 'bic': np.float64(183.81291745485032)}, 450: {'params': mu          1.674120e+04
omega       8.935948e+03
alpha[1]    2.106822e-15
beta[1]     5.015687e-01
Name: params, dtype: float64, 'loglikelihood': -88.40202326795028, 'aic': 184.80404653590057, 'bic': np.float64(187.3602758543616)}, 455: {'params': mu          1.681393e+04
omega       4.598703e+04
alpha[1]    1.000000e+00
beta[1]     6.686133e-13
Name: params, dtype: float64, 'loglikelihood': -99.47290460566359, 'aic': 206.94580921132717, 'bic': np.float64(209.5020385297882)}, 460: {'params': mu          17074.312825
omega       72446.532267
alpha[1]        0.406557
beta[1]         0.130916
Name: params, dtype: float64, 'loglikelihood': -102.73710103244422, 'aic': 213.47420206488843, 'bic': np.float64(216.03043138334945)}, 465: {'params': mu          1.706672e+04
omega       3.769223e+04
alpha[1]    8.262950e-01
beta[1]     1.185132e-14
Name: params, dtype: float64, 'loglikelihood': -96.35406920459369, 'aic': 200.70813840918737, 'bic': np.float64(203.2643677276484)}, 470: {'params': mu          1.698982e+04
omega       2.829639e+04
alpha[1]    9.505991e-01
beta[1]     2.933286e-16
Name: params, dtype: float64, 'loglikelihood': -96.41279209496035, 'aic': 200.8255841899207, 'bic': np.float64(203.38181350838173)}, 475: {'params': mu          16691.256585
omega       51671.654084
alpha[1]        0.000000
beta[1]         0.498831
Name: params, dtype: float64, 'loglikelihood': -100.68567929971164, 'aic': 209.37135859942327, 'bic': np.float64(211.9275879178843)}, 480: {'params': mu          16481.428071
omega       46533.926730
alpha[1]        0.000000
beta[1]         0.429851
Name: params, dtype: float64, 'loglikelihood': -99.8396906973705, 'aic': 207.679381394741, 'bic': np.float64(210.23561071320202)}, 485: {'params': mu          1.651506e+04
omega       3.779846e+04
alpha[1]    9.062195e-15
beta[1]     5.250987e-01
Name: params, dtype: float64, 'loglikelihood': -98.4961659605629, 'aic': 204.9923319211258, 'bic': np.float64(207.54856123958683)}, 490: {'params': mu           16739.833026
omega       394431.191513
alpha[1]         1.000000
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -111.51645550120317, 'aic': 231.03291100240634, 'bic': np.float64(233.58914032086736)}, 495: {'params': mu          1.857110e+04
omega       1.934457e+06
alpha[1]    3.122502e-17
beta[1]     5.062617e-01
Name: params, dtype: float64, 'loglikelihood': -126.04232384569335, 'aic': 260.0846476913867, 'bic': np.float64(262.6408770098477)}, 500: {'params': mu           19952.012049
omega       664454.986161
alpha[1]         0.762442
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -118.52751042771189, 'aic': 245.05502085542378, 'bic': np.float64(247.6112501738848)}, 505: {'params': mu           20419.068554
omega       136158.826702
alpha[1]         0.782109
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -106.14154410522755, 'aic': 220.2830882104551, 'bic': np.float64(222.83931752891613)}, 510: {'params': mu          1.988836e+04
omega       2.234702e+05
alpha[1]    3.642919e-17
beta[1]     4.969187e-01
Name: params, dtype: float64, 'loglikelihood': -110.93591744738211, 'aic': 229.87183489476422, 'bic': np.float64(232.42806421322524)}, 515: {'params': mu          19297.356140
omega       61346.200264
alpha[1]        1.000000
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -101.55953914024505, 'aic': 211.1190782804901, 'bic': np.float64(213.67530759895112)}, 520: {'params': mu          1.923589e+04
omega       1.199008e+04
alpha[1]    5.717649e-15
beta[1]     5.110989e-01
Name: params, dtype: float64, 'loglikelihood': -90.45704331686713, 'aic': 188.91408663373426, 'bic': np.float64(191.47031595219528)}, 525: {'params': mu          1.928276e+04
omega       7.765958e+04
alpha[1]    7.148576e-01
beta[1]     1.103479e-15
Name: params, dtype: float64, 'loglikelihood': -101.40392301270586, 'aic': 210.80784602541172, 'bic': np.float64(213.36407534387274)}, 530: {'params': mu          1.942164e+04
omega       6.951794e+04
alpha[1]    5.754300e-01
beta[1]     1.391763e-17
Name: params, dtype: float64, 'loglikelihood': -101.11801117337335, 'aic': 210.2360223467467, 'bic': np.float64(212.79225166520771)}, 535: {'params': mu          19294.937947
omega       95914.649533
alpha[1]        0.547736
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -103.34963398798995, 'aic': 214.6992679759799, 'bic': np.float64(217.25549729444091)}, 540: {'params': mu          19199.329165
omega       28605.615610
alpha[1]        0.000000
beta[1]         0.732067
Name: params, dtype: float64, 'loglikelihood': -100.04991130474207, 'aic': 208.09982260948414, 'bic': np.float64(210.65605192794516)}, 545: {'params': mu          19427.592313
omega       81011.822342
alpha[1]        0.000000
beta[1]         0.719328
Name: params, dtype: float64, 'loglikelihood': -107.38056865191139, 'aic': 222.76113730382278, 'bic': np.float64(225.3173666222838)}, 550: {'params': mu           20206.991528
omega       638722.723903
alpha[1]         0.193752
beta[1]          0.246524
Name: params, dtype: float64, 'loglikelihood': -118.07701941695142, 'aic': 244.15403883390283, 'bic': np.float64(246.71026815236385)}, 555: {'params': mu           20296.970612
omega       542564.342450
alpha[1]         0.076980
beta[1]          0.424630
Name: params, dtype: float64, 'loglikelihood': -117.10744609644573, 'aic': 242.21489219289145, 'bic': np.float64(244.77112151135248)}, 560: {'params': mu          19981.719659
omega       73748.584210
alpha[1]        1.000000
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -107.51647032292033, 'aic': 223.03294064584065, 'bic': np.float64(225.58916996430168)}, 565: {'params': mu           20099.009962
omega       219196.110445
alpha[1]         0.661818
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -110.14255489201422, 'aic': 228.28510978402844, 'bic': np.float64(230.84133910248946)}, 570: {'params': mu          2.067456e+04
omega       2.484229e+05
alpha[1]    8.153200e-17
beta[1]     5.065293e-01
Name: params, dtype: float64, 'loglikelihood': -111.67824860487897, 'aic': 231.35649720975795, 'bic': np.float64(233.91272652821897)}, 575: {'params': mu           22031.288094
omega       574873.199137
alpha[1]         0.805215
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -119.35708067370726, 'aic': 246.71416134741452, 'bic': np.float64(249.27039066587554)}, 580: {'params': mu          2.311378e+04
omega       7.983588e+05
alpha[1]    5.311013e-01
beta[1]     9.148328e-15
Name: params, dtype: float64, 'loglikelihood': -118.79789338104212, 'aic': 245.59578676208423, 'bic': np.float64(248.15201608054525)}, 585: {'params': mu          2.366725e+04
omega       9.284056e+04
alpha[1]    2.133710e-16
beta[1]     7.271619e-01
Name: params, dtype: float64, 'loglikelihood': -108.30894611414907, 'aic': 224.61789222829813, 'bic': np.float64(227.17412154675915)}, 590: {'params': mu           23379.845583
omega       118054.895532
alpha[1]         0.100264
beta[1]          0.324935
Name: params, dtype: float64, 'loglikelihood': -106.23226782080602, 'aic': 220.46453564161203, 'bic': np.float64(223.02076496007305)}, 595: {'params': mu          22942.231234
omega       57907.141202
alpha[1]        0.502568
beta[1]         0.497432
Name: params, dtype: float64, 'loglikelihood': -110.05684724839472, 'aic': 228.11369449678944, 'bic': np.float64(230.66992381525046)}, 600: {'params': mu           22886.893715
omega       296579.777476
alpha[1]         0.241244
beta[1]          0.251222
Name: params, dtype: float64, 'loglikelihood': -112.5935912203485, 'aic': 233.187182440697, 'bic': np.float64(235.74341175915802)}, 605: {'params': mu           22300.100206
omega       488898.670000
alpha[1]         0.147818
beta[1]          0.351136
Name: params, dtype: float64, 'loglikelihood': -116.37657190992185, 'aic': 240.7531438198437, 'bic': np.float64(243.30937313830472)}, 610: {'params': mu          2.151699e+04
omega       8.434078e+05
alpha[1]    5.164438e-01
beta[1]     2.393179e-15
Name: params, dtype: float64, 'loglikelihood': -119.73741259826049, 'aic': 247.47482519652098, 'bic': np.float64(250.031054514982)}, 615: {'params': mu          2.085158e+04
omega       3.112676e+05
alpha[1]    6.853892e-15
beta[1]     4.401313e-01
Name: params, dtype: float64, 'loglikelihood': -113.16302436682712, 'aic': 234.32604873365423, 'bic': np.float64(236.88227805211525)}, 620: {'params': mu           20282.001661
omega       354074.477479
alpha[1]         0.313604
beta[1]          0.119881
Name: params, dtype: float64, 'loglikelihood': -114.08554132806536, 'aic': 236.17108265613072, 'bic': np.float64(238.72731197459174)}, 625: {'params': mu           20401.563369
omega       319700.326021
alpha[1]         0.586753
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -112.60443735652058, 'aic': 233.20887471304115, 'bic': np.float64(235.76510403150218)}, 630: {'params': mu           20355.835518
omega       261469.563858
alpha[1]         0.530586
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -110.81162101714114, 'aic': 229.62324203428227, 'bic': np.float64(232.1794713527433)}, 635: {'params': mu          2.072146e+04
omega       6.106826e+04
alpha[1]    9.331434e-18
beta[1]     9.521287e-01
Name: params, dtype: float64, 'loglikelihood': -112.58249469849991, 'aic': 233.16498939699983, 'bic': np.float64(235.72121871546085)}, 640: {'params': mu          2.243073e+04
omega       4.825247e+06
alpha[1]    5.739714e-01
beta[1]     2.640207e-16
Name: params, dtype: float64, 'loglikelihood': -130.54801817756115, 'aic': 269.0960363551223, 'bic': np.float64(271.6522656735833)}, 645: {'params': mu          2.598591e+04
omega       9.684868e+06
alpha[1]    5.193518e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -136.84768981897398, 'aic': 281.69537963794795, 'bic': np.float64(284.251608956409)}, 650: {'params': mu          2.934735e+04
omega       1.558927e+06
alpha[1]    1.000000e+00
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -125.18724779320195, 'aic': 258.3744955864039, 'bic': np.float64(260.9307249048649)}, 655: {'params': mu           30160.279393
omega       471381.609414
alpha[1]         0.214302
beta[1]          0.300783
Name: params, dtype: float64, 'loglikelihood': -116.01387136512876, 'aic': 240.02774273025753, 'bic': np.float64(242.58397204871855)}, 660: {'params': mu           29840.884916
omega       412540.270611
alpha[1]         0.120594
beta[1]          0.359991
Name: params, dtype: float64, 'loglikelihood': -115.12361450336351, 'aic': 238.24722900672703, 'bic': np.float64(240.80345832518805)}, 665: {'params': mu          2.948254e+04
omega       9.317864e+04
alpha[1]    3.452100e-16
beta[1]     7.276133e-01
Name: params, dtype: float64, 'loglikelihood': -108.33256098201336, 'aic': 224.66512196402672, 'bic': np.float64(227.22135128248775)}, 670: {'params': mu          2.968826e+04
omega       1.467848e+05
alpha[1]    2.014014e-15
beta[1]     7.343167e-01
Name: params, dtype: float64, 'loglikelihood': -111.49325336148641, 'aic': 230.98650672297282, 'bic': np.float64(233.54273604143384)}, 675: {'params': mu          3.104522e+04
omega       1.594458e+06
alpha[1]    7.879265e-01
beta[1]     5.560517e-02
Name: params, dtype: float64, 'loglikelihood': -126.33611809090412, 'aic': 260.6722361818082, 'bic': np.float64(263.2284655002693)}, 680: {'params': mu          3.392668e+04
omega       7.514729e+06
alpha[1]    5.531369e-01
beta[1]     2.168404e-18
Name: params, dtype: float64, 'loglikelihood': -135.27176756836218, 'aic': 278.54353513672436, 'bic': np.float64(281.0997644551854)}, 685: {'params': mu          3.713515e+04
omega       1.896749e+06
alpha[1]    3.173100e-02
beta[1]     4.919831e-01
Name: params, dtype: float64, 'loglikelihood': -128.34756085246286, 'aic': 264.6951217049257, 'bic': np.float64(267.25135102338675)}, 690: {'params': mu          3.908686e+04
omega       3.952394e+05
alpha[1]    2.567391e-16
beta[1]     5.000197e-01
Name: params, dtype: float64, 'loglikelihood': -114.92789872573286, 'aic': 237.85579745146572, 'bic': np.float64(240.41202676992674)}, 695: {'params': mu          3.992457e+04
omega       4.380700e+05
alpha[1]    1.743397e-15
beta[1]     4.842326e-01
Name: params, dtype: float64, 'loglikelihood': -115.63901267211466, 'aic': 239.27802534422932, 'bic': np.float64(241.83425466269034)}, 700: {'params': mu          4.028829e+04
omega       1.424862e+05
alpha[1]    4.683753e-17
beta[1]     6.790062e-01
Name: params, dtype: float64, 'loglikelihood': -111.33023143807027, 'aic': 230.66046287614054, 'bic': np.float64(233.21669219460156)}, 705: {'params': mu           41242.568760
omega       487333.873470
alpha[1]         0.140613
beta[1]          0.621486
Name: params, dtype: float64, 'loglikelihood': -119.7646839573317, 'aic': 247.5293679146634, 'bic': np.float64(250.08559723312442)}, 710: {'params': mu          4.322107e+04
omega       3.013625e+06
alpha[1]    6.265081e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -128.20942059234483, 'aic': 264.41884118468965, 'bic': np.float64(266.9750705031507)}, 715: {'params': mu          4.545187e+04
omega       1.464111e+06
alpha[1]    5.062413e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -122.98724242102159, 'aic': 253.97448484204318, 'bic': np.float64(256.5307141605042)}, 720: {'params': mu          4.552387e+04
omega       1.231568e+06
alpha[1]    6.128970e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -121.54737698291851, 'aic': 251.09475396583701, 'bic': np.float64(253.65098328429804)}, 725: {'params': mu          4.384847e+04
omega       2.749918e+06
alpha[1]    6.016309e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -127.38169020462882, 'aic': 262.76338040925765, 'bic': np.float64(265.31960972771867)}, 730: {'params': mu          4.125177e+04
omega       1.671634e+06
alpha[1]    6.711350e-01
beta[1]     4.800971e-15
Name: params, dtype: float64, 'loglikelihood': -123.59053018314651, 'aic': 255.18106036629302, 'bic': np.float64(257.73728968475405)}, 735: {'params': mu          3.997992e+04
omega       1.066827e+06
alpha[1]    5.169476e-16
beta[1]     4.904239e-01
Name: params, dtype: float64, 'loglikelihood': -121.87638435003849, 'aic': 251.75276870007698, 'bic': np.float64(254.308998018538)}, 740: {'params': mu          3.969471e+04
omega       1.491806e+06
alpha[1]    3.780619e-01
beta[1]     1.976223e-01
Name: params, dtype: float64, 'loglikelihood': -123.63725502849118, 'aic': 255.27451005698236, 'bic': np.float64(257.8307393754434)}, 745: {'params': mu          4.036107e+04
omega       2.471106e+06
alpha[1]    4.839468e-01
beta[1]     4.132509e-15
Name: params, dtype: float64, 'loglikelihood': -126.90641589056511, 'aic': 261.8128317811302, 'bic': np.float64(264.36906109959125)}, 750: {'params': mu          3.983726e+04
omega       2.988810e+06
alpha[1]    4.801645e-01
beta[1]     1.157996e-15
Name: params, dtype: float64, 'loglikelihood': -128.12481525856356, 'aic': 264.2496305171271, 'bic': np.float64(266.80585983558814)}, 755: {'params': mu          3.981844e+04
omega       2.772436e+06
alpha[1]    5.907569e-01
beta[1]     4.978370e-15
Name: params, dtype: float64, 'loglikelihood': -127.91677534056949, 'aic': 263.83355068113895, 'bic': np.float64(266.3897799996)}, 760: {'params': mu          4.090305e+04
omega       2.882837e+06
alpha[1]    5.104153e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -128.44181163695762, 'aic': 264.88362327391525, 'bic': np.float64(267.43985259237627)}, 765: {'params': mu           42698.013214
omega       922552.777751
alpha[1]         0.551589
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -120.13817765404526, 'aic': 248.27635530809053, 'bic': np.float64(250.83258462655155)}, 770: {'params': mu          4.137107e+04
omega       2.938706e+06
alpha[1]    4.326592e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -128.49873580954497, 'aic': 264.99747161908994, 'bic': np.float64(267.55370093755096)}, 775: {'params': mu          3.945917e+04
omega       1.908777e+06
alpha[1]    7.260528e-01
beta[1]     8.707632e-17
Name: params, dtype: float64, 'loglikelihood': -128.19861595466926, 'aic': 264.39723190933853, 'bic': np.float64(266.95346122779955)}, 780: {'params': mu           37188.692933
omega       436238.542473
alpha[1]         0.000000
beta[1]          0.520513
Name: params, dtype: float64, 'loglikelihood': -115.5998901265913, 'aic': 239.1997802531826, 'bic': np.float64(241.75600957164363)}, 785: {'params': mu          3.867031e+04
omega       6.864917e+05
alpha[1]    1.000000e+00
beta[1]     4.685141e-14
Name: params, dtype: float64, 'loglikelihood': -128.67887945168917, 'aic': 265.35775890337834, 'bic': np.float64(267.91398822183936)}, 790: {'params': mu          4.070841e+04
omega       4.503797e+06
alpha[1]    5.168756e-01
beta[1]     7.559077e-14
Name: params, dtype: float64, 'loglikelihood': -130.72124776172305, 'aic': 269.4424955234461, 'bic': np.float64(271.9987248419071)}, 795: {'params': mu          4.247800e+04
omega       1.421858e+05
alpha[1]    4.857226e-17
beta[1]     7.186941e-01
Name: params, dtype: float64, 'loglikelihood': -111.32048610045948, 'aic': 230.64097220091895, 'bic': np.float64(233.19720151937997)}, 800: {'params': mu          4.378623e+04
omega       1.286593e+06
alpha[1]    7.686061e-01
beta[1]     3.514720e-15
Name: params, dtype: float64, 'loglikelihood': -125.19390682084028, 'aic': 258.38781364168057, 'bic': np.float64(260.9440429601416)}, 805: {'params': mu          4.549541e+04
omega       3.501258e+06
alpha[1]    6.937742e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -129.28846125018174, 'aic': 266.5769225003635, 'bic': np.float64(269.1331518188245)}, 810: {'params': mu          4.833702e+04
omega       1.759449e+06
alpha[1]    0.000000e+00
beta[1]     4.899104e-01
Name: params, dtype: float64, 'loglikelihood': -125.38207840315694, 'aic': 258.76415680631385, 'bic': np.float64(261.3203861247749)}, 815: {'params': mu          4.847940e+04
omega       1.612317e+06
alpha[1]    1.685474e-01
beta[1]     3.392912e-01
Name: params, dtype: float64, 'loglikelihood': -124.76584270401734, 'aic': 257.5316854080347, 'bic': np.float64(260.08791472649574)}, 820: {'params': mu          4.841243e+04
omega       1.242208e+06
alpha[1]    5.243052e-01
beta[1]     8.842767e-15
Name: params, dtype: float64, 'loglikelihood': -122.53444400879758, 'aic': 253.06888801759516, 'bic': np.float64(255.62511733605618)}, 825: {'params': mu          4.809974e+04
omega       1.069370e+06
alpha[1]    1.320493e-01
beta[1]     3.898959e-01
Name: params, dtype: float64, 'loglikelihood': -121.86197886726468, 'aic': 251.72395773452936, 'bic': np.float64(254.28018705299039)}, 830: {'params': mu          4.988787e+04
omega       3.084366e+06
alpha[1]    7.993372e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -127.59430276274013, 'aic': 263.1886055254803, 'bic': np.float64(265.7448348439413)}, 835: {'params': mu          5.278847e+04
omega       7.085611e+06
alpha[1]    4.062247e-01
beta[1]     5.549225e-02
Name: params, dtype: float64, 'loglikelihood': -134.9881985859298, 'aic': 277.9763971718596, 'bic': np.float64(280.53262649032064)}, 840: {'params': mu          5.545667e+04
omega       4.209964e+06
alpha[1]    5.104026e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -129.92033593863852, 'aic': 267.84067187727703, 'bic': np.float64(270.39690119573805)}, 845: {'params': mu          5.744951e+04
omega       1.464362e+06
alpha[1]    0.000000e+00
beta[1]     5.258897e-01
Name: params, dtype: float64, 'loglikelihood': -124.07931117247242, 'aic': 256.15862234494483, 'bic': np.float64(258.71485166340585)}, 850: {'params': mu          6.011110e+04
omega       4.393616e+06
alpha[1]    5.058054e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -131.2832591339777, 'aic': 270.5665182679554, 'bic': np.float64(273.12274758641644)}, 855: {'params': mu          6.287837e+04
omega       4.978282e+06
alpha[1]    4.978632e-01
beta[1]     2.264618e-18
Name: params, dtype: float64, 'loglikelihood': -132.15114999685397, 'aic': 272.30229999370795, 'bic': np.float64(274.85852931216897)}, 860: {'params': mu          6.393536e+04
omega       1.765744e+06
alpha[1]    4.059480e-01
beta[1]     1.085813e-01
Name: params, dtype: float64, 'loglikelihood': -124.88554986886432, 'aic': 257.7710997377286, 'bic': np.float64(260.3273290561897)}, 865: {'params': mu          6.282423e+04
omega       2.252408e+06
alpha[1]    5.626164e-01
beta[1]     1.496464e-15
Name: params, dtype: float64, 'loglikelihood': -125.83558890438998, 'aic': 259.67117780877993, 'bic': np.float64(262.227407127241)}, 870: {'params': mu          6.138659e+04
omega       7.374673e+05
alpha[1]    1.604619e-15
beta[1]     5.249698e-01
Name: params, dtype: float64, 'loglikelihood': -119.26814079240675, 'aic': 246.5362815848135, 'bic': np.float64(249.09251090327453)}, 875: {'params': mu           61798.878367
omega       926317.356074
alpha[1]         0.000000
beta[1]          0.739169
Name: params, dtype: float64, 'loglikelihood': -124.34796355146302, 'aic': 256.695927102926, 'bic': np.float64(259.2521564213871)}, 880: {'params': mu          6.139701e+04
omega       1.458840e+06
alpha[1]    3.286830e-16
beta[1]     7.432097e-01
Name: params, dtype: float64, 'loglikelihood': -127.49652900008637, 'aic': 262.9930580001727, 'bic': np.float64(265.5492873186338)}, 885: {'params': mu          5.931066e+04
omega       6.762974e+06
alpha[1]    4.164373e-01
beta[1]     1.313862e-01
Name: params, dtype: float64, 'loglikelihood': -134.49961578260024, 'aic': 276.9992315652005, 'bic': np.float64(279.5554608836615)}, 890: {'params': mu          5.516439e+04
omega       6.847278e+06
alpha[1]    7.327715e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -132.57451581613535, 'aic': 273.1490316322707, 'bic': np.float64(275.7052609507317)}, 895: {'params': mu          5.008724e+04
omega       1.305137e+07
alpha[1]    6.272652e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -138.1570478305167, 'aic': 284.3140956610334, 'bic': np.float64(286.8703249794944)}, 900: {'params': mu          4.586908e+04
omega       8.339635e+06
alpha[1]    5.317740e-01
beta[1]     3.363214e-15
Name: params, dtype: float64, 'loglikelihood': -135.47332892985258, 'aic': 278.94665785970517, 'bic': np.float64(281.5028871781662)}, 905: {'params': mu          4.377851e+04
omega       2.894345e+06
alpha[1]    3.177239e-01
beta[1]     2.437296e-01
Name: params, dtype: float64, 'loglikelihood': -128.6878021942507, 'aic': 265.3756043885014, 'bic': np.float64(267.93183370696244)}, 910: {'params': mu          4.509904e+04
omega       2.913665e+06
alpha[1]    0.000000e+00
beta[1]     5.105592e-01
Name: params, dtype: float64, 'loglikelihood': -128.90918869699684, 'aic': 265.81837739399367, 'bic': np.float64(268.3746067124547)}, 915: {'params': mu           45912.106568
omega       420370.116983
alpha[1]         0.849761
beta[1]          0.100112
Name: params, dtype: float64, 'loglikelihood': -123.60505246708075, 'aic': 255.2101049341615, 'bic': np.float64(257.7663342526225)}, 920: {'params': mu          4.768266e+04
omega       1.760693e+06
alpha[1]    3.046404e-02
beta[1]     7.198660e-01
Name: params, dtype: float64, 'loglikelihood': -128.78398750203502, 'aic': 265.56797500407004, 'bic': np.float64(268.12420432253106)}, 925: {'params': mu          4.818455e+04
omega       1.580943e+06
alpha[1]    4.218726e-01
beta[1]     2.579094e-01
Name: params, dtype: float64, 'loglikelihood': -127.70537065452456, 'aic': 263.4107413090491, 'bic': np.float64(265.96697062751014)}, 930: {'params': mu          4.906103e+04
omega       1.321055e+06
alpha[1]    2.336130e-01
beta[1]     1.684122e-01
Name: params, dtype: float64, 'loglikelihood': -122.9513046562388, 'aic': 253.9026093124776, 'bic': np.float64(256.45883863093866)}, 935: {'params': mu          4.835514e+04
omega       4.880784e+05
alpha[1]    4.649059e-16
beta[1]     5.097230e-01
Name: params, dtype: float64, 'loglikelihood': -116.39986438102832, 'aic': 240.79972876205665, 'bic': np.float64(243.35595808051767)}, 940: {'params': mu          4.755996e+04
omega       1.300880e+06
alpha[1]    9.624434e-02
beta[1]     3.934662e-01
Name: params, dtype: float64, 'loglikelihood': -123.23683594360219, 'aic': 254.47367188720438, 'bic': np.float64(257.0299012056654)}, 945: {'params': mu          4.666782e+04
omega       1.285321e+06
alpha[1]    3.485299e-01
beta[1]     1.328495e-01
Name: params, dtype: float64, 'loglikelihood': -122.84542090913335, 'aic': 253.6908418182667, 'bic': np.float64(256.24707113672775)}, 950: {'params': mu          4.473016e+04
omega       2.506439e+06
alpha[1]    7.352618e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -126.04013128218904, 'aic': 260.0802625643781, 'bic': np.float64(262.6364918828391)}, 955: {'params': mu          4.247046e+04
omega       3.266892e+06
alpha[1]    5.010858e-01
beta[1]     6.347126e-16
Name: params, dtype: float64, 'loglikelihood': -129.25812214346038, 'aic': 266.51624428692077, 'bic': np.float64(269.0724736053818)}, 960: {'params': mu          4.007658e+04
omega       2.509805e+06
alpha[1]    8.077649e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -126.43434232577403, 'aic': 260.86868465154805, 'bic': np.float64(263.4249139700091)}, 965: {'params': mu          3.689859e+04
omega       7.382555e+06
alpha[1]    6.318802e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -134.57990323116638, 'aic': 277.15980646233277, 'bic': np.float64(279.7160357807938)}, 970: {'params': mu          3.365362e+04
omega       4.769276e+06
alpha[1]    5.345521e-01
beta[1]     6.364763e-16
Name: params, dtype: float64, 'loglikelihood': -130.73779443475527, 'aic': 269.47558886951055, 'bic': np.float64(272.03181818797157)}, 975: {'params': mu           32257.371411
omega       654525.776020
alpha[1]         0.000000
beta[1]          0.499700
Name: params, dtype: float64, 'loglikelihood': -118.45858882044095, 'aic': 244.9171776408819, 'bic': np.float64(247.47340695934292)}, 980: {'params': mu           32955.972411
omega       458396.342579
alpha[1]         0.345699
beta[1]          0.102046
Name: params, dtype: float64, 'loglikelihood': -115.74737318735062, 'aic': 239.49474637470124, 'bic': np.float64(242.05097569316226)}, 985: {'params': mu           33889.228620
omega       269677.022449
alpha[1]         0.000000
beta[1]          0.474263
Name: params, dtype: float64, 'loglikelihood': -112.24637260741848, 'aic': 232.49274521483696, 'bic': np.float64(235.04897453329798)}, 990: {'params': mu          3.399279e+04
omega       6.397340e+05
alpha[1]    7.499657e-01
beta[1]     8.316042e-13
Name: params, dtype: float64, 'loglikelihood': -117.40755678592275, 'aic': 242.8151135718455, 'bic': np.float64(245.37134289030652)}, 995: {'params': mu          3.386268e+04
omega       5.399243e+05
alpha[1]    1.939296e-16
beta[1]     7.363113e-01
Name: params, dtype: float64, 'loglikelihood': -120.58670180835712, 'aic': 249.17340361671424, 'bic': np.float64(251.72963293517526)}, 1000: {'params': mu          3.492306e+04
omega       3.099430e+06
alpha[1]    6.732447e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -128.46681601357176, 'aic': 264.9336320271435, 'bic': np.float64(267.48986134560454)}, 1005: {'params': mu          3.644637e+04
omega       3.319431e+06
alpha[1]    5.786691e-01
beta[1]     1.250255e-11
Name: params, dtype: float64, 'loglikelihood': -128.48028771259771, 'aic': 264.96057542519543, 'bic': np.float64(267.51680474365645)}, 1010: {'params': mu          3.692184e+04
omega       2.212422e+06
alpha[1]    4.007436e-01
beta[1]     1.808559e-16
Name: params, dtype: float64, 'loglikelihood': -126.80678856552754, 'aic': 261.6135771310551, 'bic': np.float64(264.1698064495161)}, 1015: {'params': mu          3.654739e+04
omega       1.342651e+06
alpha[1]    1.075529e-16
beta[1]     4.820918e-01
Name: params, dtype: float64, 'loglikelihood': -123.47590975336598, 'aic': 254.95181950673197, 'bic': np.float64(257.508048825193)}, 1020: {'params': mu          3.638881e+04
omega       1.605896e+06
alpha[1]    1.125441e-02
beta[1]     4.448405e-01
Name: params, dtype: float64, 'loglikelihood': -124.68701490462747, 'aic': 257.3740298092549, 'bic': np.float64(259.930259127716)}, 1025: {'params': mu          3.720357e+04
omega       1.137248e+06
alpha[1]    2.133710e-16
beta[1]     5.049908e-01
Name: params, dtype: float64, 'loglikelihood': -122.32616247915983, 'aic': 252.65232495831967, 'bic': np.float64(255.2085542767807)}, 1030: {'params': mu          3.891218e+04
omega       5.516333e+06
alpha[1]    7.313777e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -131.88015737748267, 'aic': 271.76031475496535, 'bic': np.float64(274.31654407342637)}, 1035: {'params': mu          4.362941e+04
omega       1.912809e+07
alpha[1]    7.821844e-01
beta[1]     8.673617e-19
Name: params, dtype: float64, 'loglikelihood': -141.77687655456785, 'aic': 291.5537531091357, 'bic': np.float64(294.1099824275967)}, 1040: {'params': mu          5.061346e+04
omega       2.168775e+07
alpha[1]    5.985486e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -142.0717578024373, 'aic': 292.1435156048746, 'bic': np.float64(294.69974492333563)}, 1045: {'params': mu          5.536128e+04
omega       3.071773e+06
alpha[1]    6.411045e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -131.02631529094373, 'aic': 270.05263058188746, 'bic': np.float64(272.6088599003485)}, 1050: {'params': mu          5.634029e+04
omega       1.452947e+06
alpha[1]    1.490127e-15
beta[1]     4.898349e-01
Name: params, dtype: float64, 'loglikelihood': -124.04136293493104, 'aic': 256.0827258698621, 'bic': np.float64(258.6389551883231)}, 1055: {'params': mu          5.401768e+04
omega       3.614595e+06
alpha[1]    3.330669e-16
beta[1]     5.142573e-01
Name: params, dtype: float64, 'loglikelihood': -130.41582629635118, 'aic': 268.83165259270237, 'bic': np.float64(271.3878819111634)}, 1060: {'params': mu          5.449736e+04
omega       5.615457e+06
alpha[1]    5.278727e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -132.71733133456797, 'aic': 273.43466266913595, 'bic': np.float64(275.99089198759697)}, 1065: {'params': mu          5.758000e+04
omega       1.002376e+07
alpha[1]    5.343633e-01
beta[1]     1.293144e-14
Name: params, dtype: float64, 'loglikelihood': -136.52502042166242, 'aic': 281.05004084332484, 'bic': np.float64(283.60627016178586)}, 1070: {'params': mu          5.948172e+04
omega       3.249876e+06
alpha[1]    5.657123e-01
beta[1]     3.000183e-15
Name: params, dtype: float64, 'loglikelihood': -129.22315816905882, 'aic': 266.44631633811764, 'bic': np.float64(269.00254565657866)}, 1075: {'params': mu          5.915728e+04
omega       1.957531e+06
alpha[1]    6.049862e-01
beta[1]     2.518972e-14
Name: params, dtype: float64, 'loglikelihood': -124.81359157545403, 'aic': 257.6271831509081, 'bic': np.float64(260.1834124693691)}, 1080: {'params': mu           57776.371463
omega       381351.911328
alpha[1]         0.000000
beta[1]          0.731175
Name: params, dtype: float64, 'loglikelihood': -118.18007233763353, 'aic': 244.36014467526707, 'bic': np.float64(246.9163739937281)}, 1085: {'params': mu          5.621638e+04
omega       2.916586e+06
alpha[1]    6.938894e-18
beta[1]     5.180282e-01
Name: params, dtype: float64, 'loglikelihood': -128.90438254087255, 'aic': 265.8087650817451, 'bic': np.float64(268.3649944002061)}, 1090: {'params': mu          5.610321e+04
omega       2.650146e+06
alpha[1]    0.000000e+00
beta[1]     5.046516e-01
Name: params, dtype: float64, 'loglikelihood': -128.24722175083224, 'aic': 264.4944435016645, 'bic': np.float64(267.0506728201255)}, 1095: {'params': mu          5.661774e+04
omega       3.458481e+06
alpha[1]    5.566750e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -129.41897828542457, 'aic': 266.83795657084914, 'bic': np.float64(269.39418588931017)}, 1100: {'params': mu          5.677356e+04
omega       3.357866e+06
alpha[1]    8.477842e-01
beta[1]     9.238783e-14
Name: params, dtype: float64, 'loglikelihood': -128.26107601313484, 'aic': 264.5221520262697, 'bic': np.float64(267.0783813447307)}, 1105: {'params': mu          5.357746e+04
omega       8.878748e+06
alpha[1]    4.992868e-01
beta[1]     5.262984e-02
Name: params, dtype: float64, 'loglikelihood': -136.45728465837084, 'aic': 280.9145693167417, 'bic': np.float64(283.4707986352027)}, 1110: {'params': mu          4.950642e+04
omega       4.645958e+06
alpha[1]    5.210884e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -130.78538137602223, 'aic': 269.57076275204446, 'bic': np.float64(272.1269920705055)}, 1115: {'params': mu          4.973486e+04
omega       6.263721e+06
alpha[1]    5.648949e-01
beta[1]     1.459146e-15
Name: params, dtype: float64, 'loglikelihood': -132.7293340803943, 'aic': 273.4586681607886, 'bic': np.float64(276.0148974792496)}, 1120: {'params': mu          5.052334e+04
omega       7.588015e+06
alpha[1]    5.459383e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -134.7653648330859, 'aic': 277.5307296661718, 'bic': np.float64(280.0869589846328)}, 1125: {'params': mu          5.064750e+04
omega       7.025206e+06
alpha[1]    6.190845e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -134.67249075735327, 'aic': 277.34498151470655, 'bic': np.float64(279.90121083316757)}, 1130: {'params': mu          4.614924e+04
omega       9.051841e+06
alpha[1]    5.369679e-01
beta[1]     5.255774e-16
Name: params, dtype: float64, 'loglikelihood': -135.3954991736255, 'aic': 278.790998347251, 'bic': np.float64(281.347227665712)}, 1135: {'params': mu          4.095831e+04
omega       1.402571e+07
alpha[1]    5.789656e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -139.2443554570606, 'aic': 286.4887109141212, 'bic': np.float64(289.04494023258223)}, 1140: {'params': mu          3.602903e+04
omega       7.386870e+06
alpha[1]    8.261485e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -134.46855944516514, 'aic': 276.9371188903303, 'bic': np.float64(279.4933482087913)}, 1145: {'params': mu          3.321762e+04
omega       9.530039e+05
alpha[1]    1.719111e-15
beta[1]     5.775949e-01
Name: params, dtype: float64, 'loglikelihood': -124.09909389450206, 'aic': 256.1981877890041, 'bic': np.float64(258.75441710746514)}, 1150: {'params': mu          3.363995e+04
omega       1.180618e+06
alpha[1]    1.647987e-16
beta[1]     7.288872e-01
Name: params, dtype: float64, 'loglikelihood': -126.10327087806742, 'aic': 260.2065417561348, 'bic': np.float64(262.7627710745959)}, 1155: {'params': mu          3.508203e+04
omega       1.511238e+06
alpha[1]    0.000000e+00
beta[1]     6.661718e-01
Name: params, dtype: float64, 'loglikelihood': -127.8237457908839, 'aic': 263.6474915817678, 'bic': np.float64(266.20372090022886)}, 1160: {'params': mu          3.733544e+04
omega       1.025451e+06
alpha[1]    1.070849e-16
beta[1]     7.348764e-01
Name: params, dtype: float64, 'loglikelihood': -125.08477319139806, 'aic': 258.1695463827961, 'bic': np.float64(260.72577570125713)}, 1165: {'params': mu          3.585009e+04
omega       5.681203e+06
alpha[1]    6.582142e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -132.99350538049762, 'aic': 273.98701076099525, 'bic': np.float64(276.54324007945627)}, 1170: {'params': mu          3.257457e+04
omega       1.157690e+07
alpha[1]    6.272341e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -136.8236129873023, 'aic': 281.6472259746046, 'bic': np.float64(284.20345529306564)}, 1175: {'params': mu          2.764353e+04
omega       4.851449e+06
alpha[1]    6.235455e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -130.6365701011791, 'aic': 269.2731402023582, 'bic': np.float64(271.8293695208192)}, 1180: {'params': mu          2.482329e+04
omega       1.831569e+06
alpha[1]    4.560894e-01
beta[1]     5.296031e-02
Name: params, dtype: float64, 'loglikelihood': -125.15495600670839, 'aic': 258.3099120134168, 'bic': np.float64(260.8661413318778)}, 1185: {'params': mu          2.211104e+04
omega       1.986718e+06
alpha[1]    5.409867e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -125.40649350473971, 'aic': 258.81298700947946, 'bic': np.float64(261.3692163279405)}, 1190: {'params': mu          2.025949e+04
omega       2.179547e+06
alpha[1]    4.919904e-01
beta[1]     3.437148e-16
Name: params, dtype: float64, 'loglikelihood': -125.80136794183684, 'aic': 259.6027358836737, 'bic': np.float64(262.1589652021347)}, 1195: {'params': mu          1.891751e+04
omega       1.058465e+05
alpha[1]    1.561251e-17
beta[1]     5.002629e-01
Name: params, dtype: float64, 'loglikelihood': -105.7057207543834, 'aic': 219.4114415087668, 'bic': np.float64(221.96767082722783)}, 1200: {'params': mu           18688.527537
omega       144377.495080
alpha[1]         0.353710
beta[1]          0.483763
Name: params, dtype: float64, 'loglikelihood': -110.84530614059504, 'aic': 229.69061228119008, 'bic': np.float64(232.2468415996511)}, 1205: {'params': mu           18557.067399
omega       291333.682579
alpha[1]         0.148986
beta[1]          0.331996
Name: params, dtype: float64, 'loglikelihood': -112.73824987259052, 'aic': 233.47649974518103, 'bic': np.float64(236.03272906364205)}, 1210: {'params': mu          1.822674e+04
omega       5.023102e+04
alpha[1]    4.219137e-17
beta[1]     8.272438e-01
Name: params, dtype: float64, 'loglikelihood': -111.19258349520108, 'aic': 230.38516699040215, 'bic': np.float64(232.94139630886318)}, 1215: {'params': mu           17616.409806
omega       589788.708563
alpha[1]         0.587783
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -117.02506371629157, 'aic': 242.05012743258314, 'bic': np.float64(244.60635675104416)}, 1220: {'params': mu           16422.323302
omega       368685.257431
alpha[1]         0.915874
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -116.19882586362019, 'aic': 240.39765172724037, 'bic': np.float64(242.9538810457014)}, 1225: {'params': mu           15298.112314
omega       343802.014605
alpha[1]         0.694597
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -112.05019153689666, 'aic': 232.10038307379332, 'bic': np.float64(234.65661239225435)}, 1230: {'params': mu          1.440625e+04
omega       3.702785e+05
alpha[1]    1.734723e-18
beta[1]     4.942765e-01
Name: params, dtype: float64, 'loglikelihood': -114.46996641878711, 'aic': 236.93993283757422, 'bic': np.float64(239.49616215603524)}, 1235: {'params': mu          1.364066e+04
omega       1.260525e+05
alpha[1]    1.000000e+00
beta[1]     3.386406e-14
Name: params, dtype: float64, 'loglikelihood': -107.61814207609773, 'aic': 223.23628415219545, 'bic': np.float64(225.79251347065647)}, 1240: {'params': mu           12918.121990
omega       235670.092452
alpha[1]         0.644143
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -109.47714629350483, 'aic': 226.95429258700966, 'bic': np.float64(229.51052190547068)}, 1245: {'params': mu          1.215238e+04
omega       2.744576e+05
alpha[1]    5.067211e-01
beta[1]     3.731838e-16
Name: params, dtype: float64, 'loglikelihood': -112.08751696244668, 'aic': 232.17503392489337, 'bic': np.float64(234.7312632433544)}, 1250: {'params': mu          11439.367642
omega       55647.521910
alpha[1]        1.000000
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -100.05868473873012, 'aic': 208.11736947746024, 'bic': np.float64(210.67359879592127)}, 1255: {'params': mu          11080.795964
omega       63121.650130
alpha[1]        0.566875
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -101.93717514391298, 'aic': 211.87435028782596, 'bic': np.float64(214.43057960628698)}, 1260: {'params': mu          1.073538e+04
omega       3.163224e+04
alpha[1]    6.394877e-01
beta[1]     2.356739e-15
Name: params, dtype: float64, 'loglikelihood': -94.73222807477553, 'aic': 197.46445614955107, 'bic': np.float64(200.0206854680121)}, 1265: {'params': mu          10662.986526
omega        2099.971720
alpha[1]        0.000000
beta[1]         0.952798
Name: params, dtype: float64, 'loglikelihood': -88.97126422540518, 'aic': 185.94252845081036, 'bic': np.float64(188.49875776927138)}, 1270: {'params': mu          10713.205374
omega       13063.702046
alpha[1]        0.067115
beta[1]         0.696031
Name: params, dtype: float64, 'loglikelihood': -94.34187836597852, 'aic': 196.68375673195703, 'bic': np.float64(199.23998605041805)}, 1275: {'params': mu          10711.099781
omega       30027.773573
alpha[1]        0.000000
beta[1]         0.528491
Name: params, dtype: float64, 'loglikelihood': -96.86139137028552, 'aic': 201.72278274057103, 'bic': np.float64(204.27901205903206)}, 1280: {'params': mu          1.061096e+04
omega       4.763501e+04
alpha[1]    5.500904e-01
beta[1]     4.767623e-17
Name: params, dtype: float64, 'loglikelihood': -99.84655416745758, 'aic': 207.69310833491517, 'bic': np.float64(210.2493376533762)}, 1285: {'params': mu          1.034012e+04
omega       2.882424e+04
alpha[1]    6.746029e-01
beta[1]     9.553472e-16
Name: params, dtype: float64, 'loglikelihood': -94.94392247362651, 'aic': 197.88784494725303, 'bic': np.float64(200.44407426571405)}, 1290: {'params': mu           10759.286811
omega       132262.318230
alpha[1]         0.481106
beta[1]          0.257706
Name: params, dtype: float64, 'loglikelihood': -110.42286520857078, 'aic': 228.84573041714157, 'bic': np.float64(231.4019597356026)}, 1295: {'params': mu           11499.289464
omega       111951.883271
alpha[1]         0.875555
beta[1]          0.004829
Name: params, dtype: float64, 'loglikelihood': -105.74795195381714, 'aic': 219.49590390763427, 'bic': np.float64(222.0521332260953)}, 1300: {'params': mu          1.161170e+04
omega       1.513927e+04
alpha[1]    8.239937e-16
beta[1]     4.693562e-01
Name: params, dtype: float64, 'loglikelihood': -92.06751843860664, 'aic': 192.13503687721328, 'bic': np.float64(194.6912661956743)}, 1305: {'params': mu          1.171661e+04
omega       3.072675e+04
alpha[1]    1.918604e-15
beta[1]     4.654477e-01
Name: params, dtype: float64, 'loglikelihood': -97.0142025060857, 'aic': 202.0284050121714, 'bic': np.float64(204.5846343306324)}, 1310: {'params': mu          1.177227e+04
omega       2.164739e+04
alpha[1]    2.419245e-14
beta[1]     5.159441e-01
Name: params, dtype: float64, 'loglikelihood': -94.59058145025469, 'aic': 197.18116290050938, 'bic': np.float64(199.7373922189704)}, 1315: {'params': mu          11721.412838
omega       29983.656318
alpha[1]        0.000000
beta[1]         0.423912
Name: params, dtype: float64, 'loglikelihood': -96.7521284898591, 'aic': 201.5042569797182, 'bic': np.float64(204.06048629817923)}, 1320: {'params': mu          1.150537e+04
omega       2.238414e+04
alpha[1]    9.540979e-17
beta[1]     7.330561e-01
Name: params, dtype: float64, 'loglikelihood': -98.32850380453742, 'aic': 204.65700760907484, 'bic': np.float64(207.21323692753586)}, 1325: {'params': mu           11104.771924
omega       178704.673375
alpha[1]         0.455291
beta[1]          0.038631
Name: params, dtype: float64, 'loglikelihood': -108.30732585775196, 'aic': 224.61465171550392, 'bic': np.float64(227.17088103396495)}, 1330: {'params': mu           10370.192959
omega       368442.826759
alpha[1]         0.375312
beta[1]          0.157899
Name: params, dtype: float64, 'loglikelihood': -114.33633814898866, 'aic': 236.67267629797732, 'bic': np.float64(239.22890561643834)}, 1335: {'params': mu            9617.479042
omega       179049.159343
alpha[1]         0.677275
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -106.58230757259, 'aic': 221.16461514518, 'bic': np.float64(223.72084446364101)}, 1340: {'params': mu          9251.854898
omega       1761.356512
alpha[1]       1.000000
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -83.01419643880504, 'aic': 174.0283928776101, 'bic': np.float64(176.5846221960711)}, 1345: {'params': mu          9.236970e+03
omega       7.277775e+02
alpha[1]    1.579598e-17
beta[1]     9.346613e-01
Name: params, dtype: float64, 'loglikelihood': -81.89707190964867, 'aic': 171.79414381929735, 'bic': np.float64(174.35037313775837)}, 1350: {'params': mu          9.218310e+03
omega       3.143611e+03
alpha[1]    2.792905e-15
beta[1]     7.328438e-01
Name: params, dtype: float64, 'loglikelihood': -84.59685988207802, 'aic': 177.19371976415604, 'bic': np.float64(179.74994908261706)}, 1355: {'params': mu          9170.761158
omega       3623.996220
alpha[1]       0.000000
beta[1]        0.591006
Name: params, dtype: float64, 'loglikelihood': -85.1506893218384, 'aic': 178.3013786436768, 'bic': np.float64(180.85760796213782)}, 1360: {'params': mu           9156.750871
omega       18067.128850
alpha[1]        0.982395
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -92.03016268396202, 'aic': 192.06032536792404, 'bic': np.float64(194.61655468638506)}, 1365: {'params': mu           9392.825969
omega       16360.451169
alpha[1]        0.573970
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -91.41645920256403, 'aic': 190.83291840512805, 'bic': np.float64(193.38914772358908)}, 1370: {'params': mu          9.449321e+03
omega       1.304809e+04
alpha[1]    9.719161e-01
beta[1]     4.275976e-14
Name: params, dtype: float64, 'loglikelihood': -89.34703495750277, 'aic': 186.69406991500554, 'bic': np.float64(189.25029923346656)}, 1375: {'params': mu          9.500876e+03
omega       1.573368e+04
alpha[1]    5.644708e-01
beta[1]     3.669745e-15
Name: params, dtype: float64, 'loglikelihood': -91.49567413233788, 'aic': 190.99134826467576, 'bic': np.float64(193.54757758313679)}, 1380: {'params': mu          9.665950e+03
omega       2.334857e+04
alpha[1]    4.163336e-17
beta[1]     4.975902e-01
Name: params, dtype: float64, 'loglikelihood': -95.126825620018, 'aic': 198.253651240036, 'bic': np.float64(200.809880558497)}, 1385: {'params': mu          9.584701e+03
omega       8.892701e+03
alpha[1]    4.543060e-17
beta[1]     9.513336e-01
Name: params, dtype: float64, 'loglikelihood': -99.11301951211536, 'aic': 206.22603902423072, 'bic': np.float64(208.78226834269174)}, 1390: {'params': mu          9.328721e+03
omega       4.353651e+04
alpha[1]    2.666443e-14
beta[1]     6.830576e-01
Name: params, dtype: float64, 'loglikelihood': -103.04077659052425, 'aic': 214.0815531810485, 'bic': np.float64(216.6377824995095)}, 1395: {'params': mu          9.296014e+03
omega       5.325298e+04
alpha[1]    2.081668e-17
beta[1]     5.221295e-01
Name: params, dtype: float64, 'loglikelihood': -100.88379319876066, 'aic': 209.7675863975213, 'bic': np.float64(212.32381571598233)}, 1400: {'params': mu           9285.435443
omega       14300.061522
alpha[1]        0.000000
beta[1]         0.918808
Name: params, dtype: float64, 'loglikelihood': -102.90555576027266, 'aic': 213.81111152054532, 'bic': np.float64(216.36734083900635)}, 1405: {'params': mu           9398.637210
omega       90243.288701
alpha[1]        0.336360
beta[1]         0.142009
Name: params, dtype: float64, 'loglikelihood': -104.22931175593311, 'aic': 216.45862351186622, 'bic': np.float64(219.01485283032724)}, 1410: {'params': mu           9026.535732
omega       93394.091989
alpha[1]        0.734562
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -103.72861501445254, 'aic': 215.4572300289051, 'bic': np.float64(218.0134593473661)}, 1415: {'params': mu          8.830916e+03
omega       2.368011e+05
alpha[1]    6.572879e-01
beta[1]     9.651770e-15
Name: params, dtype: float64, 'loglikelihood': -109.45595414491552, 'aic': 226.91190828983105, 'bic': np.float64(229.46813760829207)}, 1420: {'params': mu            8044.842873
omega       256696.121952
alpha[1]         0.597594
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -111.1607947970713, 'aic': 230.3215895941426, 'bic': np.float64(232.87781891260363)}, 1425: {'params': mu            7411.375519
omega       117821.734107
alpha[1]         0.830986
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -105.25305809923307, 'aic': 218.50611619846615, 'bic': np.float64(221.06234551692717)}, 1430: {'params': mu           7025.907847
omega       29805.053156
alpha[1]        0.159401
beta[1]         0.258540
Name: params, dtype: float64, 'loglikelihood': -96.48966935018491, 'aic': 200.97933870036982, 'bic': np.float64(203.53556801883084)}, 1435: {'params': mu          7.043757e+03
omega       1.364736e+04
alpha[1]    2.857090e-15
beta[1]     7.278570e-01
Name: params, dtype: float64, 'loglikelihood': -94.88830657119401, 'aic': 197.77661314238802, 'bic': np.float64(200.33284246084904)}, 1440: {'params': mu          6.897335e+03
omega       2.598901e+04
alpha[1]    5.321642e-01
beta[1]     3.278969e-17
Name: params, dtype: float64, 'loglikelihood': -95.1591906703158, 'aic': 198.3183813406316, 'bic': np.float64(200.8746106590926)}, 1445: {'params': mu           6733.845473
omega       93079.457510
alpha[1]        0.702632
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -103.83594114427787, 'aic': 215.67188228855574, 'bic': np.float64(218.22811160701676)}, 1450: {'params': mu           6483.778684
omega       48939.101557
alpha[1]        0.000000
beta[1]         0.499689
Name: params, dtype: float64, 'loglikelihood': -100.30736344113768, 'aic': 208.61472688227536, 'bic': np.float64(211.17095620073638)}, 1455: {'params': mu           6179.578058
omega       98580.843709
alpha[1]        0.369703
beta[1]         0.120013
Name: params, dtype: float64, 'loglikelihood': -104.65445074178677, 'aic': 217.30890148357355, 'bic': np.float64(219.86513080203457)}, 1460: {'params': mu            5777.840503
omega       185629.286224
alpha[1]         0.121425
beta[1]          0.353460
Name: params, dtype: float64, 'loglikelihood': -109.5678065312615, 'aic': 227.135613062523, 'bic': np.float64(229.691842380984)}, 1465: {'params': mu            6405.016001
omega       184465.355883
alpha[1]         0.447802
beta[1]          0.552198
Name: params, dtype: float64, 'loglikelihood': -120.17531563907805, 'aic': 248.3506312781561, 'bic': np.float64(250.90686059661712)}, 1470: {'params': mu          7.589998e+03
omega       1.200875e+06
alpha[1]    5.972588e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -121.4876366469969, 'aic': 250.9752732939938, 'bic': np.float64(253.53150261245483)}, 1475: {'params': mu           8757.776233
omega       14905.407870
alpha[1]        0.815687
beta[1]         0.079972
Name: params, dtype: float64, 'loglikelihood': -98.37559517361863, 'aic': 204.75119034723727, 'bic': np.float64(207.3074196656983)}, 1480: {'params': mu          8.846763e+03
omega       1.051884e+05
alpha[1]    7.627448e-01
beta[1]     3.103574e-17
Name: params, dtype: float64, 'loglikelihood': -103.48498770191388, 'aic': 214.96997540382776, 'bic': np.float64(217.52620472228878)}, 1485: {'params': mu            9437.637533
omega       123410.083877
alpha[1]         0.225901
beta[1]          0.228876
Name: params, dtype: float64, 'loglikelihood': -106.4142418932429, 'aic': 220.8284837864858, 'bic': np.float64(223.38471310494683)}, 1490: {'params': mu           9926.605618
omega       36339.283191
alpha[1]        0.062911
beta[1]         0.447871
Name: params, dtype: float64, 'loglikelihood': -98.2059913946398, 'aic': 204.4119827892796, 'bic': np.float64(206.9682121077406)}, 1495: {'params': mu          9.994015e+03
omega       1.584076e+04
alpha[1]    1.335737e-16
beta[1]     6.647971e-01
Name: params, dtype: float64, 'loglikelihood': -95.91594454243376, 'aic': 199.83188908486753, 'bic': np.float64(202.38811840332855)}, 1500: {'params': mu          9.816138e+03
omega       7.523345e+04
alpha[1]    5.394989e-01
beta[1]     7.082039e-17
Name: params, dtype: float64, 'loglikelihood': -102.74538154962197, 'aic': 213.49076309924394, 'bic': np.float64(216.04699241770496)}, 1505: {'params': mu           9489.682162
omega       50829.779183
alpha[1]        0.209093
beta[1]         0.270522
Name: params, dtype: float64, 'loglikelihood': -100.2763658945257, 'aic': 208.5527317890514, 'bic': np.float64(211.1089611075124)}, 1510: {'params': mu           9005.662601
omega       84639.509108
alpha[1]        0.361644
beta[1]         0.139270
Name: params, dtype: float64, 'loglikelihood': -103.95274374405611, 'aic': 215.90548748811221, 'bic': np.float64(218.46171680657324)}, 1515: {'params': mu           8736.181890
omega       12107.908872
alpha[1]        0.507224
beta[1]         0.312431
Name: params, dtype: float64, 'loglikelihood': -99.30099654129252, 'aic': 206.60199308258504, 'bic': np.float64(209.15822240104606)}, 1520: {'params': mu           8603.479339
omega       31791.824565
alpha[1]        0.611456
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -96.56452195542664, 'aic': 201.12904391085328, 'bic': np.float64(203.6852732293143)}, 1525: {'params': mu           8437.128711
omega       68941.657449
alpha[1]        0.000000
beta[1]         0.515078
Name: params, dtype: float64, 'loglikelihood': -102.69725529592426, 'aic': 213.39451059184853, 'bic': np.float64(215.95073991030955)}, 1530: {'params': mu            7931.022625
omega       134468.463845
alpha[1]         0.772113
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -105.51499551298816, 'aic': 219.02999102597633, 'bic': np.float64(221.58622034443735)}, 1535: {'params': mu           7531.381164
omega       71688.072690
alpha[1]        0.371559
beta[1]         0.111705
Name: params, dtype: float64, 'loglikelihood': -102.82291611003939, 'aic': 213.64583222007877, 'bic': np.float64(216.2020615385398)}, 1540: {'params': mu          7266.061401
omega       3354.952456
alpha[1]       0.000000
beta[1]        0.662162
Name: params, dtype: float64, 'loglikelihood': -84.97786593775436, 'aic': 177.95573187550872, 'bic': np.float64(180.51196119396974)}, 1545: {'params': mu          7.268258e+03
omega       4.037676e+03
alpha[1]    2.362693e-15
beta[1]     5.190716e-01
Name: params, dtype: float64, 'loglikelihood': -82.82214530404671, 'aic': 173.64429060809343, 'bic': np.float64(176.20051992655445)}, 1550: {'params': mu           7164.143373
omega       19763.237655
alpha[1]        0.000000
beta[1]         0.536113
Name: params, dtype: float64, 'loglikelihood': -93.90780610058533, 'aic': 195.81561220117067, 'bic': np.float64(198.3718415196317)}, 1555: {'params': mu          7.164807e+03
omega       2.060595e+04
alpha[1]    3.540571e-15
beta[1]     5.275848e-01
Name: params, dtype: float64, 'loglikelihood': -94.2318672311176, 'aic': 196.4637344622352, 'bic': np.float64(199.01996378069623)}, 1560: {'params': mu           7238.075017
omega       14949.687714
alpha[1]        0.681341
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -90.89892871011412, 'aic': 189.79785742022824, 'bic': np.float64(192.35408673868926)}, 1565: {'params': mu           7405.114101
omega       11082.854900
alpha[1]        0.000000
beta[1]         0.488947
Name: params, dtype: float64, 'loglikelihood': -89.91417842070626, 'aic': 187.82835684141253, 'bic': np.float64(190.38458615987355)}, 1570: {'params': mu          7.348188e+03
omega       1.201209e+04
alpha[1]    4.595930e-16
beta[1]     7.372143e-01
Name: params, dtype: float64, 'loglikelihood': -93.94304512791845, 'aic': 195.8860902558369, 'bic': np.float64(198.44231957429793)}, 1575: {'params': mu           7535.987896
omega       43469.172005
alpha[1]        0.483745
beta[1]         0.327370
Name: params, dtype: float64, 'loglikelihood': -102.15378812429205, 'aic': 212.3075762485841, 'bic': np.float64(214.86380556704512)}, 1580: {'params': mu          7.914918e+03
omega       1.971978e+05
alpha[1]    5.849148e-01
beta[1]     4.004186e-16
Name: params, dtype: float64, 'loglikelihood': -109.24533239966173, 'aic': 226.49066479932347, 'bic': np.float64(229.0468941177845)}, 1585: {'params': mu           8512.747694
omega       66011.463358
alpha[1]        0.714993
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -101.45019194499646, 'aic': 210.90038388999292, 'bic': np.float64(213.45661320845394)}, 1590: {'params': mu           8932.456515
omega       45569.770537
alpha[1]        0.549258
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -98.78216365896712, 'aic': 205.56432731793424, 'bic': np.float64(208.12055663639526)}, 1595: {'params': mu          9.255902e+03
omega       1.432409e+04
alpha[1]    1.000000e+00
beta[1]     1.045282e-16
Name: params, dtype: float64, 'loglikelihood': -93.34908707827897, 'aic': 194.69817415655794, 'bic': np.float64(197.25440347501896)}, 1600: {'params': mu            9286.536110
omega       127830.262292
alpha[1]         1.000000
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -102.18491944054907, 'aic': 212.36983888109813, 'bic': np.float64(214.92606819955915)}, 1605: {'params': mu          8.635543e+03
omega       2.488192e+05
alpha[1]    3.642919e-17
beta[1]     5.138179e-01
Name: params, dtype: float64, 'loglikelihood': -111.68209019861824, 'aic': 231.36418039723648, 'bic': np.float64(233.9204097156975)}, 1610: {'params': mu           8090.655173
omega       31300.389823
alpha[1]        1.000000
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -101.35459056374881, 'aic': 210.70918112749763, 'bic': np.float64(213.26541044595865)}, 1615: {'params': mu           8210.405792
omega       18500.656766
alpha[1]        0.198542
beta[1]         0.317653
Name: params, dtype: float64, 'loglikelihood': -93.32940645520708, 'aic': 194.65881291041416, 'bic': np.float64(197.21504222887518)}, 1620: {'params': mu           8222.549483
omega       16810.009109
alpha[1]        0.000000
beta[1]         0.511392
Name: params, dtype: float64, 'loglikelihood': -92.81798706106532, 'aic': 193.63597412213065, 'bic': np.float64(196.19220344059167)}, 1625: {'params': mu          8.247649e+03
omega       9.149506e+03
alpha[1]    6.529499e-15
beta[1]     6.942249e-01
Name: params, dtype: float64, 'loglikelihood': -92.13786796562576, 'aic': 192.27573593125152, 'bic': np.float64(194.83196524971254)}, 1630: {'params': mu          8.213321e+03
omega       1.236267e+04
alpha[1]    5.672546e-16
beta[1]     4.934048e-01
Name: params, dtype: float64, 'loglikelihood': -90.67692524756153, 'aic': 189.35385049512305, 'bic': np.float64(191.91007981358408)}, 1635: {'params': mu            8896.670396
omega       222122.611913
alpha[1]         0.761027
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -113.71108817714531, 'aic': 235.42217635429063, 'bic': np.float64(237.97840567275165)}, 1640: {'params': mu          1.010304e+04
omega       2.176661e+05
alpha[1]    9.564095e-01
beta[1]     2.047369e-15
Name: params, dtype: float64, 'loglikelihood': -109.14548732089888, 'aic': 226.29097464179776, 'bic': np.float64(228.84720396025878)}, 1645: {'params': mu          10217.621550
omega        6945.878949
alpha[1]        0.637710
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -85.682672589152, 'aic': 179.365345178304, 'bic': np.float64(181.92157449676503)}, 1650: {'params': mu          10338.738575
omega        8750.692008
alpha[1]        0.442814
beta[1]         0.117967
Name: params, dtype: float64, 'loglikelihood': -87.90829359126835, 'aic': 183.8165871825367, 'bic': np.float64(186.37281650099771)}, 1655: {'params': mu          10284.928796
omega       11487.975735
alpha[1]        0.502764
beta[1]         0.497236
Name: params, dtype: float64, 'loglikelihood': -98.99471730327889, 'aic': 205.98943460655778, 'bic': np.float64(208.5456639250188)}, 1660: {'params': mu          1.012067e+04
omega       7.779521e+04
alpha[1]    4.599725e-01
beta[1]     6.259730e-17
Name: params, dtype: float64, 'loglikelihood': -103.19502347547767, 'aic': 214.39004695095534, 'bic': np.float64(216.94627626941636)}, 1665: {'params': mu          10049.286083
omega       63796.762040
alpha[1]        0.000000
beta[1]         0.501254
Name: params, dtype: float64, 'loglikelihood': -102.16155289589416, 'aic': 212.32310579178832, 'bic': np.float64(214.87933511024934)}, 1670: {'params': mu          10287.194436
omega       37645.000074
alpha[1]        0.807604
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -97.03925959752505, 'aic': 202.0785191950501, 'bic': np.float64(204.6347485135111)}, 1675: {'params': mu          10616.869078
omega       72288.414623
alpha[1]        0.383814
beta[1]         0.383963
Name: params, dtype: float64, 'loglikelihood': -106.01727028872679, 'aic': 220.03454057745358, 'bic': np.float64(222.5907698959146)}, 1680: {'params': mu          1.113794e+04
omega       2.755355e+05
alpha[1]    4.799104e-01
beta[1]     3.851860e-34
Name: params, dtype: float64, 'loglikelihood': -112.22924830005394, 'aic': 232.45849660010788, 'bic': np.float64(235.0147259185689)}, 1685: {'params': mu           11246.025006
omega       204129.080611
alpha[1]         0.532830
beta[1]          0.005172
Name: params, dtype: float64, 'loglikelihood': -109.60310242296651, 'aic': 227.20620484593303, 'bic': np.float64(229.76243416439405)}, 1690: {'params': mu          1.060343e+04
omega       4.259782e+05
alpha[1]    5.954234e-01
beta[1]     2.369713e-16
Name: params, dtype: float64, 'loglikelihood': -114.46348456079019, 'aic': 236.92696912158038, 'bic': np.float64(239.4831984400414)}, 1695: {'params': mu          1.005539e+04
omega       5.336385e+04
alpha[1]    1.776952e-16
beta[1]     6.548792e-01
Name: params, dtype: float64, 'loglikelihood': -104.39226101982143, 'aic': 216.78452203964287, 'bic': np.float64(219.3407513581039)}, 1700: {'params': mu           10042.449344
omega       110251.778870
alpha[1]         0.536034
beta[1]          0.031016
Name: params, dtype: float64, 'loglikelihood': -105.54393138740711, 'aic': 219.08786277481423, 'bic': np.float64(221.64409209327525)}, 1705: {'params': mu          1.053805e+04
omega       2.159028e+05
alpha[1]    6.002864e-01
beta[1]     8.557294e-14
Name: params, dtype: float64, 'loglikelihood': -109.84436759910504, 'aic': 227.68873519821008, 'bic': np.float64(230.2449645166711)}, 1710: {'params': mu          1.110534e+04
omega       3.992647e+05
alpha[1]    2.099015e-16
beta[1]     5.079548e-01
Name: params, dtype: float64, 'loglikelihood': -115.00119134772312, 'aic': 238.00238269544624, 'bic': np.float64(240.55861201390726)}, 1715: {'params': mu          1.141033e+04
omega       1.982178e+05
alpha[1]    1.266348e-16
beta[1]     4.554274e-01
Name: params, dtype: float64, 'loglikelihood': -110.04016459624377, 'aic': 228.08032919248754, 'bic': np.float64(230.63655851094856)}, 1720: {'params': mu          11603.600138
omega       52032.352432
alpha[1]        0.000000
beta[1]         0.923354
Name: params, dtype: float64, 'loglikelihood': -111.91500344018856, 'aic': 231.8300068803771, 'bic': np.float64(234.38623619883813)}, 1725: {'params': mu           11332.614317
omega       172823.657082
alpha[1]         0.000000
beta[1]          0.734535
Name: params, dtype: float64, 'loglikelihood': -112.63337218126503, 'aic': 233.26674436253006, 'bic': np.float64(235.82297368099108)}, 1730: {'params': mu           10675.421672
omega       821393.565125
alpha[1]         0.304760
beta[1]          0.244451
Name: params, dtype: float64, 'loglikelihood': -119.99347870618102, 'aic': 247.98695741236205, 'bic': np.float64(250.54318673082307)}, 1735: {'params': mu          9.334813e+03
omega       4.916344e+05
alpha[1]    6.889530e-01
beta[1]     1.196855e-15
Name: params, dtype: float64, 'loglikelihood': -114.37448996893735, 'aic': 236.7489799378747, 'bic': np.float64(239.30520925633573)}, 1740: {'params': mu            8401.444506
omega       161125.810532
alpha[1]         0.545104
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -108.21114738520028, 'aic': 224.42229477040055, 'bic': np.float64(226.97852408886158)}, 1745: {'params': mu           8075.300302
omega       11505.842576
alpha[1]        0.000000
beta[1]         0.914829
Name: params, dtype: float64, 'loglikelihood': -101.40443820368567, 'aic': 210.80887640737134, 'bic': np.float64(213.36510572583236)}, 1750: {'params': mu          8.223186e+03
omega       8.500384e+04
alpha[1]    2.133710e-16
beta[1]     4.849231e-01
Name: params, dtype: float64, 'loglikelihood': -104.16613341934044, 'aic': 216.33226683868088, 'bic': np.float64(218.8884961571419)}, 1755: {'params': mu           8296.769141
omega       77135.021967
alpha[1]        0.335151
beta[1]         0.203834
Name: params, dtype: float64, 'loglikelihood': -103.48312611818048, 'aic': 214.96625223636096, 'bic': np.float64(217.52248155482198)}, 1760: {'params': mu            8084.748588
omega       107929.107680
alpha[1]         0.256448
beta[1]          0.233728
Name: params, dtype: float64, 'loglikelihood': -105.6497996500282, 'aic': 219.2995993000564, 'bic': np.float64(221.85582861851742)}, 1765: {'params': mu           7784.435024
omega       11444.548073
alpha[1]        0.000000
beta[1]         0.944672
Name: params, dtype: float64, 'loglikelihood': -101.01472946115878, 'aic': 210.02945892231756, 'bic': np.float64(212.58568824077858)}, 1770: {'params': mu            7226.731662
omega       318391.967034
alpha[1]         0.577346
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -112.45121038625327, 'aic': 232.90242077250653, 'bic': np.float64(235.45865009096755)}, 1775: {'params': mu            6512.075579
omega       403726.180839
alpha[1]         0.550809
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -113.89118846294595, 'aic': 235.7823769258919, 'bic': np.float64(238.33860624435292)}, 1780: {'params': mu          5.681230e+03
omega       6.042739e+04
alpha[1]    6.492143e-01
beta[1]     5.525272e-15
Name: params, dtype: float64, 'loglikelihood': -100.28830714241359, 'aic': 208.57661428482717, 'bic': np.float64(211.1328436032882)}, 1785: {'params': mu          5.360415e+03
omega       2.039598e+04
alpha[1]    5.751860e-01
beta[1]     3.767474e-14
Name: params, dtype: float64, 'loglikelihood': -91.81875282379102, 'aic': 191.63750564758203, 'bic': np.float64(194.19373496604305)}, 1790: {'params': mu          5274.951616
omega       3238.420327
alpha[1]       0.757731
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -78.7205496375175, 'aic': 165.441099275035, 'bic': np.float64(167.997328593496)}, 1795: {'params': mu          5227.482903
omega       8804.817991
alpha[1]       0.447133
beta[1]        0.108888
Name: params, dtype: float64, 'loglikelihood': -87.92438894474064, 'aic': 183.84877788948128, 'bic': np.float64(186.4050072079423)}, 1800: {'params': mu          5.168986e+03
omega       4.433136e+03
alpha[1]    1.908196e-17
beta[1]     4.928350e-01
Name: params, dtype: float64, 'loglikelihood': -83.49428776851587, 'aic': 174.98857553703175, 'bic': np.float64(177.54480485549277)}, 1805: {'params': mu          5069.108955
omega       4309.642028
alpha[1]       0.000000
beta[1]        0.741583
Name: params, dtype: float64, 'loglikelihood': -86.73988258363222, 'aic': 181.47976516726445, 'bic': np.float64(184.03599448572547)}, 1810: {'params': mu            4725.645417
omega       116779.822440
alpha[1]         0.528650
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -105.78409646696039, 'aic': 219.56819293392078, 'bic': np.float64(222.1244222523818)}, 1815: {'params': mu          4.070066e+03
omega       5.030889e+04
alpha[1]    1.000000e+00
beta[1]     1.420529e-14
Name: params, dtype: float64, 'loglikelihood': -98.92928219134608, 'aic': 205.85856438269215, 'bic': np.float64(208.41479370115317)}, 1820: {'params': mu          4002.323086
omega        284.940964
alpha[1]       1.000000
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -72.13343078477209, 'aic': 152.26686156954418, 'bic': np.float64(154.8230908880052)}, 1825: {'params': mu          3986.966941
omega       1233.240210
alpha[1]       0.794790
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -72.37879922429099, 'aic': 152.75759844858197, 'bic': np.float64(155.313827767043)}, 1830: {'params': mu          3940.609728
omega       1072.996628
alpha[1]       0.000000
beta[1]        0.681576
Name: params, dtype: float64, 'loglikelihood': -77.1184371783173, 'aic': 162.2368743566346, 'bic': np.float64(164.7931036750956)}, 1835: {'params': mu          3876.943060
omega       2016.641204
alpha[1]       0.000000
beta[1]        0.447844
Name: params, dtype: float64, 'loglikelihood': -77.97013149413772, 'aic': 163.94026298827544, 'bic': np.float64(166.49649230673646)}, 1840: {'params': mu          3843.057219
omega        837.148072
alpha[1]       0.000000
beta[1]        0.681833
Name: params, dtype: float64, 'loglikelihood': -75.37255143792848, 'aic': 158.74510287585696, 'bic': np.float64(161.30133219431798)}, 1845: {'params': mu          3835.102021
omega       4582.441013
alpha[1]       1.000000
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -82.5316985067432, 'aic': 173.0633970134864, 'bic': np.float64(175.61962633194742)}, 1850: {'params': mu          3.852674e+03
omega       7.782350e+03
alpha[1]    7.934011e-01
beta[1]     1.694602e-12
Name: params, dtype: float64, 'loglikelihood': -86.77581441373205, 'aic': 181.5516288274641, 'bic': np.float64(184.10785814592512)}, 1855: {'params': mu          3779.548668
omega       9042.202173
alpha[1]       0.000000
beta[1]        0.678957
Name: params, dtype: float64, 'loglikelihood': -92.03125279568917, 'aic': 192.06250559137834, 'bic': np.float64(194.61873490983936)}, 1860: {'params': mu          3618.639089
omega       9394.401710
alpha[1]       0.985130
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -86.03151984391774, 'aic': 180.06303968783547, 'bic': np.float64(182.6192690062965)}, 1865: {'params': mu          3506.806213
omega       4862.840476
alpha[1]       0.579100
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -83.52397943907609, 'aic': 175.04795887815217, 'bic': np.float64(177.6041881966132)}, 1870: {'params': mu          3468.885523
omega       1995.132721
alpha[1]       0.881524
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -77.47871298075975, 'aic': 162.9574259615195, 'bic': np.float64(165.51365527998053)}, 1875: {'params': mu          3479.824817
omega       1048.229125
alpha[1]       0.636881
beta[1]        0.180722
Name: params, dtype: float64, 'loglikelihood': -76.2800457357375, 'aic': 160.560091471475, 'bic': np.float64(163.11632078993603)}, 1880: {'params': mu          3.573324e+03
omega       2.354245e+03
alpha[1]    7.627839e-01
beta[1]     2.297996e-15
Name: params, dtype: float64, 'loglikelihood': -77.05243322433641, 'aic': 162.10486644867282, 'bic': np.float64(164.66109576713384)}, 1885: {'params': mu          3.582958e+03
omega       5.970052e+02
alpha[1]    2.518022e-15
beta[1]     7.432015e-01
Name: params, dtype: float64, 'loglikelihood': -72.8964232205756, 'aic': 153.7928464411512, 'bic': np.float64(156.34907575961222)}, 1890: {'params': mu          3639.210718
omega       7910.316001
alpha[1]       0.392647
beta[1]        0.408290
Name: params, dtype: float64, 'loglikelihood': -89.46462155710898, 'aic': 186.92924311421797, 'bic': np.float64(189.485472432679)}, 1895: {'params': mu           3764.170726
omega       14751.012524
alpha[1]        0.559585
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -91.49935418292104, 'aic': 190.99870836584208, 'bic': np.float64(193.5549376843031)}, 1900: {'params': mu          3792.878361
omega       3981.488553
alpha[1]       0.692450
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -84.4827187142191, 'aic': 176.9654374284382, 'bic': np.float64(179.52166674689923)}, 1905: {'params': mu          3804.101791
omega       1040.406816
alpha[1]       0.037618
beta[1]        0.933569
Name: params, dtype: float64, 'loglikelihood': -83.9790027271733, 'aic': 175.9580054543466, 'bic': np.float64(178.5142347728076)}, 1910: {'params': mu          3.818056e+03
omega       5.810229e+03
alpha[1]    1.009609e-15
beta[1]     7.298354e-01
Name: params, dtype: float64, 'loglikelihood': -88.90098890862242, 'aic': 185.80197781724485, 'bic': np.float64(188.35820713570587)}, 1915: {'params': mu           3667.074024
omega       43144.809727
alpha[1]        0.172148
beta[1]         0.346115
Name: params, dtype: float64, 'loglikelihood': -99.3273800678048, 'aic': 206.6547601356096, 'bic': np.float64(209.2109894540706)}, 1920: {'params': mu           3438.457305
omega       16543.105837
alpha[1]        0.744283
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -93.33662976812205, 'aic': 194.6732595362441, 'bic': np.float64(197.22948885470512)}, 1925: {'params': mu           3440.973121
omega       25125.623152
alpha[1]        0.715371
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -92.98318063244565, 'aic': 193.9663612648913, 'bic': np.float64(196.52259058335233)}, 1930: {'params': mu           3813.070991
omega       54571.301019
alpha[1]        0.381550
beta[1]         0.142966
Name: params, dtype: float64, 'loglikelihood': -100.91006142710285, 'aic': 209.8201228542057, 'bic': np.float64(212.3763521726667)}, 1935: {'params': mu          4.012773e+03
omega       2.645259e+04
alpha[1]    4.857226e-17
beta[1]     4.274718e-01
Name: params, dtype: float64, 'loglikelihood': -95.86192178890695, 'aic': 199.7238435778139, 'bic': np.float64(202.28007289627493)}, 1940: {'params': mu            4164.038830
omega       107389.733202
alpha[1]         1.000000
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -102.97277107565728, 'aic': 213.94554215131456, 'bic': np.float64(216.50177146977558)}, 1945: {'params': mu            4966.246415
omega       322236.592674
alpha[1]         0.615940
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -112.87016456475142, 'aic': 233.74032912950284, 'bic': np.float64(236.29655844796386)}, 1950: {'params': mu          5.796303e+03
omega       2.264346e+05
alpha[1]    5.862035e-01
beta[1]     9.945341e-14
Name: params, dtype: float64, 'loglikelihood': -109.32224415488682, 'aic': 226.64448830977364, 'bic': np.float64(229.20071762823466)}, 1955: {'params': mu           6441.207799
omega       27409.832289
alpha[1]        1.000000
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -93.41669978328177, 'aic': 194.83339956656354, 'bic': np.float64(197.38962888502456)}, 1960: {'params': mu          6424.635316
omega       2005.204282
alpha[1]       0.778590
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -77.2039815326684, 'aic': 162.4079630653368, 'bic': np.float64(164.9641923837978)}, 1965: {'params': mu          6454.672060
omega       2235.023177
alpha[1]       0.553986
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -77.96689993912005, 'aic': 163.9337998782401, 'bic': np.float64(166.49002919670113)}, 1970: {'params': mu          6515.346262
omega       3458.698195
alpha[1]       0.684379
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -79.09386260896186, 'aic': 166.1877252179237, 'bic': np.float64(168.74395453638473)}, 1975: {'params': mu          6528.885036
omega        897.418640
alpha[1]       1.000000
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -78.66794957563435, 'aic': 165.3358991512687, 'bic': np.float64(167.89212846972973)}, 1980: {'params': mu          6.566333e+03
omega       7.279806e+03
alpha[1]    7.978446e-01
beta[1]     5.562920e-14
Name: params, dtype: float64, 'loglikelihood': -87.86922079769163, 'aic': 183.73844159538325, 'bic': np.float64(186.29467091384427)}, 1985: {'params': mu          6601.494208
omega       8025.820519
alpha[1]       0.881010
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -88.19731836445499, 'aic': 184.39463672890997, 'bic': np.float64(186.950866047371)}, 1990: {'params': mu          6604.813261
omega       4761.224321
alpha[1]       0.954524
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -82.13695304127518, 'aic': 172.27390608255035, 'bic': np.float64(174.83013540101138)}, 1995: {'params': mu          6596.558627
omega       2177.257243
alpha[1]       0.494966
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -77.40941930201912, 'aic': 162.81883860403823, 'bic': np.float64(165.37506792249926)}, 2000: {'params': mu          6614.633674
omega       1183.248389
alpha[1]       0.918690
beta[1]        0.081310
Name: params, dtype: float64, 'loglikelihood': -83.32827841293694, 'aic': 174.65655682587388, 'bic': np.float64(177.2127861443349)}, 2005: {'params': mu           6525.906193
omega       10794.586828
alpha[1]        0.571336
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -89.24908194362935, 'aic': 186.4981638872587, 'bic': np.float64(189.05439320571972)}, 2010: {'params': mu          6.409957e+03
omega       1.216347e+04
alpha[1]    6.144564e-01
beta[1]     9.804049e-14
Name: params, dtype: float64, 'loglikelihood': -89.03103850751013, 'aic': 186.06207701502026, 'bic': np.float64(188.61830633348129)}, 2015: {'params': mu          6471.598735
omega       8177.675071
alpha[1]       0.000000
beta[1]        0.965020
Name: params, dtype: float64, 'loglikelihood': -98.10157849974783, 'aic': 204.20315699949566, 'bic': np.float64(206.75938631795668)}, 2020: {'params': mu          6.724293e+03
omega       9.313891e+04
alpha[1]    3.469447e-17
beta[1]     5.039376e-01
Name: params, dtype: float64, 'loglikelihood': -104.80973668572541, 'aic': 217.61947337145082, 'bic': np.float64(220.17570268991184)}, 2025: {'params': mu           7013.242193
omega       24739.854839
alpha[1]        0.868335
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -96.84661827665398, 'aic': 201.69323655330797, 'bic': np.float64(204.249465871769)}, 2030: {'params': mu           6805.114551
omega       46669.094526
alpha[1]        0.694760
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -98.94851149669101, 'aic': 205.89702299338202, 'bic': np.float64(208.45325231184304)}, 2035: {'params': mu          6.470283e+03
omega       2.766824e+04
alpha[1]    6.894879e-01
beta[1]     1.284646e-15
Name: params, dtype: float64, 'loglikelihood': -95.32377427757308, 'aic': 198.64754855514616, 'bic': np.float64(201.20377787360718)}, 2040: {'params': mu          6.341386e+03
omega       7.996093e+03
alpha[1]    3.354955e-15
beta[1]     4.885978e-01
Name: params, dtype: float64, 'loglikelihood': -87.62202245750322, 'aic': 183.24404491500644, 'bic': np.float64(185.80027423346746)}, 2045: {'params': mu           6357.964395
omega       22019.380135
alpha[1]        0.714009
beta[1]         0.163337
Name: params, dtype: float64, 'loglikelihood': -95.75214057889119, 'aic': 199.50428115778237, 'bic': np.float64(202.0605104762434)}, 2050: {'params': mu          6.841058e+03
omega       1.482086e+05
alpha[1]    6.088612e-01
beta[1]     3.237354e-16
Name: params, dtype: float64, 'loglikelihood': -107.15301385280523, 'aic': 222.30602770561046, 'bic': np.float64(224.86225702407148)}, 2055: {'params': mu          7.502510e+03
omega       1.819340e+05
alpha[1]    5.818676e-01
beta[1]     3.430820e-15
Name: params, dtype: float64, 'loglikelihood': -108.49659376348866, 'aic': 224.99318752697732, 'bic': np.float64(227.54941684543834)}, 2060: {'params': mu           7869.021195
omega       12003.666312
alpha[1]        0.000000
beta[1]         0.909790
Name: params, dtype: float64, 'loglikelihood': -101.72021304436021, 'aic': 211.44042608872041, 'bic': np.float64(213.99665540718144)}, 2065: {'params': mu          7.710800e+03
omega       1.106865e+05
alpha[1]    1.527498e-15
beta[1]     4.953045e-01
Name: params, dtype: float64, 'loglikelihood': -106.02029403350177, 'aic': 220.04058806700354, 'bic': np.float64(222.59681738546456)}, 2070: {'params': mu            7049.383560
omega       212889.122637
alpha[1]         0.594800
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -109.82778099668646, 'aic': 227.6555619933729, 'bic': np.float64(230.21179131183393)}, 2075: {'params': mu           6623.973957
omega       17498.156006
alpha[1]        0.838894
beta[1]         0.056916
Name: params, dtype: float64, 'loglikelihood': -101.08601488629245, 'aic': 210.1720297725849, 'bic': np.float64(212.7282590910459)}, 2080: {'params': mu           6524.316529
omega       15901.744121
alpha[1]        0.578776
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -91.59496424532941, 'aic': 191.18992849065882, 'bic': np.float64(193.74615780911984)}, 2085: {'params': mu           6557.208686
omega       32719.834130
alpha[1]        0.917166
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -95.64289403211461, 'aic': 199.28578806422922, 'bic': np.float64(201.84201738269024)}, 2090: {'params': mu           6299.507049
omega       27998.898903
alpha[1]        0.000000
beta[1]         0.489170
Name: params, dtype: float64, 'loglikelihood': -96.397173906948, 'aic': 200.794347813896, 'bic': np.float64(203.35057713235702)}, 2095: {'params': mu           6349.972198
omega       41557.097989
alpha[1]        0.142891
beta[1]         0.340774
Name: params, dtype: float64, 'loglikelihood': -99.13864584148229, 'aic': 206.27729168296457, 'bic': np.float64(208.8335210014256)}, 2100: {'params': mu           6539.522911
omega       18848.193817
alpha[1]        0.385519
beta[1]         0.296708
Name: params, dtype: float64, 'loglikelihood': -96.44085089009863, 'aic': 200.88170178019726, 'bic': np.float64(203.43793109865828)}, 2105: {'params': mu            6894.540353
omega       117878.557577
alpha[1]         0.502720
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -105.69231700524804, 'aic': 219.3846340104961, 'bic': np.float64(221.9408633289571)}, 2110: {'params': mu           7584.340207
omega       71372.183749
alpha[1]        0.925115
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -102.30217316246201, 'aic': 212.60434632492402, 'bic': np.float64(215.16057564338504)}, 2115: {'params': mu          7.528262e+03
omega       7.180419e+03
alpha[1]    3.572399e-15
beta[1]     7.423166e-01
Name: params, dtype: float64, 'loglikelihood': -90.30370176044256, 'aic': 188.60740352088513, 'bic': np.float64(191.16363283934615)}, 2120: {'params': mu           7515.543796
omega       11355.839440
alpha[1]        0.000000
beta[1]         0.743455
Name: params, dtype: float64, 'loglikelihood': -93.51336313643867, 'aic': 195.02672627287734, 'bic': np.float64(197.58295559133836)}, 2125: {'params': mu           7770.713974
omega       97686.409417
alpha[1]        0.298498
beta[1]         0.176319
Name: params, dtype: float64, 'loglikelihood': -105.06550565460765, 'aic': 218.1310113092153, 'bic': np.float64(220.68724062767632)}, 2130: {'params': mu          8.299150e+03
omega       7.879031e+04
alpha[1]    5.944966e-01
beta[1]     2.139219e-14
Name: params, dtype: float64, 'loglikelihood': -101.74886601085753, 'aic': 211.49773202171505, 'bic': np.float64(214.05396134017607)}, 2135: {'params': mu          8.533761e+03
omega       8.590705e+04
alpha[1]    7.381775e-01
beta[1]     2.383870e-15
Name: params, dtype: float64, 'loglikelihood': -102.31183049816295, 'aic': 212.6236609963259, 'bic': np.float64(215.17989031478692)}, 2140: {'params': mu          9.135488e+03
omega       1.238917e+05
alpha[1]    5.321206e-01
beta[1]     1.722555e-14
Name: params, dtype: float64, 'loglikelihood': -106.36172712734123, 'aic': 220.72345425468245, 'bic': np.float64(223.27968357314347)}, 2145: {'params': mu          9.372328e+03
omega       3.695861e+04
alpha[1]    3.295975e-17
beta[1]     5.010465e-01
Name: params, dtype: float64, 'loglikelihood': -98.33999488064917, 'aic': 204.67998976129834, 'bic': np.float64(207.23621907975937)}, 2150: {'params': mu           9296.299642
omega       55098.201756
alpha[1]        0.319749
beta[1]         0.197505
Name: params, dtype: float64, 'loglikelihood': -100.80874690074886, 'aic': 209.61749380149772, 'bic': np.float64(212.17372311995874)}, 2155: {'params': mu            8906.200296
omega       113714.779018
alpha[1]         0.364373
beta[1]          0.190378
Name: params, dtype: float64, 'loglikelihood': -105.7576173731789, 'aic': 219.5152347463578, 'bic': np.float64(222.07146406481883)}, 2160: {'params': mu          8.478412e+03
omega       7.944265e+04
alpha[1]    2.879527e-16
beta[1]     6.555768e-01
Name: params, dtype: float64, 'loglikelihood': -107.16246661367327, 'aic': 222.32493322734655, 'bic': np.float64(224.88116254580757)}, 2165: {'params': mu          7.716575e+03
omega       2.113135e+05
alpha[1]    5.686686e-01
beta[1]     4.067919e-15
Name: params, dtype: float64, 'loglikelihood': -109.99233214811002, 'aic': 227.98466429622005, 'bic': np.float64(230.54089361468107)}, 2170: {'params': mu          6.982437e+03
omega       8.927597e+04
alpha[1]    8.860270e-01
beta[1]     3.703847e-13
Name: params, dtype: float64, 'loglikelihood': -105.59555108426406, 'aic': 219.19110216852812, 'bic': np.float64(221.74733148698914)}, 2175: {'params': mu           6998.701387
omega       10518.375133
alpha[1]        0.000000
beta[1]         0.953641
Name: params, dtype: float64, 'loglikelihood': -100.22984569126945, 'aic': 208.4596913825389, 'bic': np.float64(211.0159207009999)}, 2180: {'params': mu          7.547648e+03
omega       2.586810e+05
alpha[1]    6.045418e-01
beta[1]     1.505853e-16
Name: params, dtype: float64, 'loglikelihood': -111.11442513881191, 'aic': 230.22885027762382, 'bic': np.float64(232.78507959608484)}, 2185: {'params': mu          8.151539e+03
omega       2.466469e+05
alpha[1]    5.052223e-01
beta[1]     2.547100e-15
Name: params, dtype: float64, 'loglikelihood': -110.24003054780768, 'aic': 228.48006109561535, 'bic': np.float64(231.03629041407638)}, 2190: {'params': mu          8.516972e+03
omega       1.280122e+04
alpha[1]    4.712933e-16
beta[1]     9.288894e-01
Name: params, dtype: float64, 'loglikelihood': -102.04317946572405, 'aic': 212.0863589314481, 'bic': np.float64(214.64258824990912)}, 2195: {'params': mu           8741.178442
omega       71057.273648
alpha[1]        0.000000
beta[1]         0.728438
Name: params, dtype: float64, 'loglikelihood': -106.44127266093786, 'aic': 220.8825453218757, 'bic': np.float64(223.43877464033673)}, 2200: {'params': mu          9.613734e+03
omega       6.277262e+05
alpha[1]    6.097304e-01
beta[1]     8.256282e-15
Name: params, dtype: float64, 'loglikelihood': -116.5900364195817, 'aic': 241.1800728391634, 'bic': np.float64(243.7363021576244)}, 2205: {'params': mu          1.032013e+04
omega       3.457242e+05
alpha[1]    5.195639e-01
beta[1]     3.473116e-16
Name: params, dtype: float64, 'loglikelihood': -113.24599415727758, 'aic': 234.49198831455516, 'bic': np.float64(237.04821763301618)}, 2210: {'params': mu          1.053891e+04
omega       1.685676e+05
alpha[1]    4.230496e-17
beta[1]     5.008616e-01
Name: params, dtype: float64, 'loglikelihood': -108.96360602012408, 'aic': 225.92721204024815, 'bic': np.float64(228.48344135870917)}, 2215: {'params': mu          1.042511e+04
omega       7.749998e+04
alpha[1]    2.227385e-15
beta[1]     7.210804e-01
Name: params, dtype: float64, 'loglikelihood': -107.07038927510233, 'aic': 222.14077855020466, 'bic': np.float64(224.69700786866568)}, 2220: {'params': mu            9949.059121
omega       423756.457677
alpha[1]         0.818268
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -114.85065973353109, 'aic': 237.70131946706218, 'bic': np.float64(240.2575487855232)}, 2225: {'params': mu            9184.144600
omega       674596.766961
alpha[1]         0.518572
beta[1]          0.044053
Name: params, dtype: float64, 'loglikelihood': -118.14334358382864, 'aic': 244.28668716765728, 'bic': np.float64(246.8429164861183)}, 2230: {'params': mu          8.442607e+03
omega       2.336884e+05
alpha[1]    1.127570e-16
beta[1]     4.915657e-01
Name: params, dtype: float64, 'loglikelihood': -111.2556716456532, 'aic': 230.5113432913064, 'bic': np.float64(233.0675726097674)}, 2235: {'params': mu          9.255338e+03
omega       1.085564e+06
alpha[1]    6.362971e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -120.82083225014345, 'aic': 249.6416645002869, 'bic': np.float64(252.19789381874793)}, 2240: {'params': mu           10429.858757
omega       587108.528358
alpha[1]         0.548991
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -117.12839878425267, 'aic': 242.25679756850533, 'bic': np.float64(244.81302688696636)}, 2245: {'params': mu          1.133475e+04
omega       1.631445e+05
alpha[1]    5.154037e-14
beta[1]     4.474967e-01
Name: params, dtype: float64, 'loglikelihood': -108.68929685614549, 'aic': 225.37859371229098, 'bic': np.float64(227.934823030752)}, 2250: {'params': mu           12130.603083
omega       438512.378939
alpha[1]         0.623669
beta[1]          0.146496
Name: params, dtype: float64, 'loglikelihood': -118.39352980591183, 'aic': 244.78705961182365, 'bic': np.float64(247.34328893028467)}, 2255: {'params': mu          1.345513e+04
omega       1.197904e+06
alpha[1]    6.188858e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -121.92158420046678, 'aic': 251.84316840093356, 'bic': np.float64(254.39939771939459)}, 2260: {'params': mu          1.495361e+04
omega       6.239959e+05
alpha[1]    5.663038e-01
beta[1]     4.087878e-13
Name: params, dtype: float64, 'loglikelihood': -116.99452047180267, 'aic': 241.98904094360535, 'bic': np.float64(244.54527026206637)}, 2265: {'params': mu          1.491871e+04
omega       7.388891e+05
alpha[1]    6.245005e-16
beta[1]     5.322376e-01
Name: params, dtype: float64, 'loglikelihood': -119.27512430782092, 'aic': 246.55024861564183, 'bic': np.float64(249.10647793410286)}, 2270: {'params': mu           14561.205746
omega       337329.846626
alpha[1]         0.000000
beta[1]          0.622537
Name: params, dtype: float64, 'loglikelihood': -117.11590271038112, 'aic': 242.23180542076224, 'bic': np.float64(244.78803473922326)}, 2275: {'params': mu          1.504438e+04
omega       1.375731e+06
alpha[1]    7.833523e-01
beta[1]     4.990988e-15
Name: params, dtype: float64, 'loglikelihood': -122.17105593007645, 'aic': 252.3421118601529, 'bic': np.float64(254.89834117861392)}, 2280: {'params': mu          1.634303e+04
omega       1.820915e+06
alpha[1]    4.739400e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -125.27623759776449, 'aic': 258.552475195529, 'bic': np.float64(261.10870451399)}, 2285: {'params': mu           16937.691445
omega       949938.453576
alpha[1]         0.440858
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -120.60072315453446, 'aic': 249.20144630906893, 'bic': np.float64(251.75767562752995)}, 2290: {'params': mu          1.532923e+04
omega       2.786274e+06
alpha[1]    6.982962e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -126.99035407630475, 'aic': 261.9807081526095, 'bic': np.float64(264.53693747107053)}, 2295: {'params': mu          1.280607e+04
omega       3.224627e+06
alpha[1]    5.806770e-01
beta[1]     3.132686e-13
Name: params, dtype: float64, 'loglikelihood': -129.23292221926232, 'aic': 266.46584443852464, 'bic': np.float64(269.02207375698566)}, 2300: {'params': mu          1.026944e+04
omega       6.620523e+05
alpha[1]    1.000000e+00
beta[1]     2.148499e-16
Name: params, dtype: float64, 'loglikelihood': -119.5945526332988, 'aic': 247.1891052665976, 'bic': np.float64(249.74533458505863)}, 2305: {'params': mu          8.926805e+03
omega       4.460736e+05
alpha[1]    5.789903e-01
beta[1]     4.001899e-15
Name: params, dtype: float64, 'loglikelihood': -115.4063875254466, 'aic': 238.8127750508932, 'bic': np.float64(241.36900436935423)}, 2310: {'params': mu            7903.345024
omega       256015.175088
alpha[1]         0.896694
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -109.24930119121278, 'aic': 226.49860238242556, 'bic': np.float64(229.05483170088658)}, 2315: {'params': mu            7248.756753
omega       263441.969816
alpha[1]         0.491412
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -111.58892798814398, 'aic': 231.17785597628796, 'bic': np.float64(233.73408529474898)}, 2320: {'params': mu           6970.121878
omega       77217.401642
alpha[1]        0.014954
beta[1]         0.636674
Name: params, dtype: float64, 'loglikelihood': -106.92181308562334, 'aic': 221.84362617124668, 'bic': np.float64(224.3998554897077)}, 2325: {'params': mu           6852.354439
omega       97030.801160
alpha[1]        0.294101
beta[1]         0.214079
Name: params, dtype: float64, 'loglikelihood': -105.04979005022147, 'aic': 218.09958010044295, 'bic': np.float64(220.65580941890397)}, 2330: {'params': mu            6426.859769
omega       206180.365431
alpha[1]         0.571715
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -109.76894134071003, 'aic': 227.53788268142006, 'bic': np.float64(230.09411199988108)}, 2335: {'params': mu          5.915650e+03
omega       4.744879e+04
alpha[1]    7.722752e-01
beta[1]     1.427338e-14
Name: params, dtype: float64, 'loglikelihood': -98.43048073338718, 'aic': 204.86096146677437, 'bic': np.float64(207.4171907852354)}, 2340: {'params': mu           5780.756529
omega       11802.314084
alpha[1]        0.013953
beta[1]         0.508515
Name: params, dtype: float64, 'loglikelihood': -90.34440262251994, 'aic': 188.68880524503987, 'bic': np.float64(191.2450345635009)}, 2345: {'params': mu          5.716260e+03
omega       8.992890e+04
alpha[1]    9.436831e-01
beta[1]     1.013896e-14
Name: params, dtype: float64, 'loglikelihood': -101.70968476836553, 'aic': 211.41936953673107, 'bic': np.float64(213.9755988551921)}, 2350: {'params': mu            5018.932230
omega       169559.564063
alpha[1]         0.571307
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -108.23633234406856, 'aic': 224.47266468813712, 'bic': np.float64(227.02889400659814)}, 2355: {'params': mu          4.529206e+03
omega       3.071689e+04
alpha[1]    5.522410e-18
beta[1]     5.359575e-01
Name: params, dtype: float64, 'loglikelihood': -99.59159074195509, 'aic': 207.18318148391018, 'bic': np.float64(209.7394108023712)}, 2360: {'params': mu          4.302626e+03
omega       2.394331e+04
alpha[1]    9.448569e-01
beta[1]     1.136781e-15
Name: params, dtype: float64, 'loglikelihood': -93.00080979754755, 'aic': 194.0016195950951, 'bic': np.float64(196.55784891355611)}, 2365: {'params': mu           4002.479279
omega       38082.673208
alpha[1]        0.453835
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -98.26639997783478, 'aic': 204.53279995566956, 'bic': np.float64(207.08902927413058)}, 2370: {'params': mu          3.781943e+03
omega       2.610399e+04
alpha[1]    7.610232e-15
beta[1]     4.615755e-01
Name: params, dtype: float64, 'loglikelihood': -95.90786033321184, 'aic': 199.8157206664237, 'bic': np.float64(202.3719499848847)}, 2375: {'params': mu          3.877287e+03
omega       8.796787e+03
alpha[1]    1.533650e-18
beta[1]     9.344070e-01
Name: params, dtype: float64, 'loglikelihood': -99.34890578979716, 'aic': 206.69781157959432, 'bic': np.float64(209.25404089805534)}, 2380: {'params': mu           4102.208115
omega       44789.530913
alpha[1]        0.000000
beta[1]         0.676241
Name: params, dtype: float64, 'loglikelihood': -103.22152732644282, 'aic': 214.44305465288565, 'bic': np.float64(216.99928397134667)}, 2385: {'params': mu          4.474422e+03
omega       2.363502e+04
alpha[1]    1.509209e-16
beta[1]     4.752216e-01
Name: params, dtype: float64, 'loglikelihood': -95.20218551973014, 'aic': 198.40437103946027, 'bic': np.float64(200.9606003579213)}, 2390: {'params': mu           4529.121344
omega       15241.372987
alpha[1]        0.000000
beta[1]         0.520892
Name: params, dtype: float64, 'loglikelihood': -92.12895885687784, 'aic': 192.2579177137557, 'bic': np.float64(194.8141470322167)}, 2395: {'params': mu          4.340160e+03
omega       3.321399e+04
alpha[1]    7.748298e-01
beta[1]     4.170374e-15
Name: params, dtype: float64, 'loglikelihood': -96.39580645865986, 'aic': 200.79161291731972, 'bic': np.float64(203.34784223578075)}, 2400: {'params': mu          4.225543e+03
omega       8.507356e+03
alpha[1]    1.040834e-16
beta[1]     4.889358e-01
Name: params, dtype: float64, 'loglikelihood': -88.0529745385884, 'aic': 184.1059490771768, 'bic': np.float64(186.66217839563782)}, 2405: {'params': mu           4138.445830
omega       18416.732309
alpha[1]        0.982613
beta[1]         0.017387
Name: params, dtype: float64, 'loglikelihood': -93.38653882708137, 'aic': 194.77307765416273, 'bic': np.float64(197.32930697262375)}, 2410: {'params': mu          3.782175e+03
omega       8.638266e+04
alpha[1]    5.578151e-01
beta[1]     6.276835e-17
Name: params, dtype: float64, 'loglikelihood': -104.01584115567894, 'aic': 216.03168231135788, 'bic': np.float64(218.5879116298189)}, 2415: {'params': mu          3.266329e+03
omega       8.222691e+04
alpha[1]    6.044986e-01
beta[1]     1.630152e-14
Name: params, dtype: float64, 'loglikelihood': -102.34725832186567, 'aic': 212.69451664373133, 'bic': np.float64(215.25074596219235)}, 2420: {'params': mu           2793.796009
omega       22386.433425
alpha[1]        1.000000
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -94.28155958558693, 'aic': 196.56311917117387, 'bic': np.float64(199.1193484896349)}, 2425: {'params': mu          2738.065939
omega       3755.100436
alpha[1]       0.000000
beta[1]        0.521126
Name: params, dtype: float64, 'loglikelihood': -82.31595012359267, 'aic': 172.63190024718534, 'bic': np.float64(175.18812956564636)}, 2430: {'params': mu          2.690460e+03
omega       2.203338e+04
alpha[1]    1.000000e+00
beta[1]     3.180193e-17
Name: params, dtype: float64, 'loglikelihood': -94.50417479268413, 'aic': 197.00834958536825, 'bic': np.float64(199.56457890382927)}, 2435: {'params': mu          2.424757e+03
omega       4.404212e+04
alpha[1]    5.628760e-01
beta[1]     1.218467e-14
Name: params, dtype: float64, 'loglikelihood': -99.14617404618868, 'aic': 206.29234809237735, 'bic': np.float64(208.84857741083837)}, 2440: {'params': mu          2.372466e+03
omega       1.889425e+04
alpha[1]    8.323791e-01
beta[1]     9.570250e-11
Name: params, dtype: float64, 'loglikelihood': -92.71190179553426, 'aic': 193.42380359106852, 'bic': np.float64(195.98003290952954)}, 2445: {'params': mu          2.475099e+03
omega       4.402662e+03
alpha[1]    8.593982e-17
beta[1]     6.381812e-01
Name: params, dtype: float64, 'loglikelihood': -86.83275392009396, 'aic': 181.66550784018793, 'bic': np.float64(184.22173715864895)}, 2450: {'params': mu          2.544986e+03
omega       1.101172e+03
alpha[1]    1.370432e-16
beta[1]     7.286918e-01
Name: params, dtype: float64, 'loglikelihood': -77.26637610597939, 'aic': 162.53275221195878, 'bic': np.float64(165.0889815304198)}, 2455: {'params': mu          2574.283062
omega       2224.842793
alpha[1]       0.000000
beta[1]        0.733481
Name: params, dtype: float64, 'loglikelihood': -82.16339796836414, 'aic': 172.32679593672827, 'bic': np.float64(174.8830252551893)}, 2460: {'params': mu          2.605927e+03
omega       3.630053e+03
alpha[1]    5.495604e-15
beta[1]     5.221770e-01
Name: params, dtype: float64, 'loglikelihood': -82.08085053427804, 'aic': 172.16170106855608, 'bic': np.float64(174.7179303870171)}, 2465: {'params': mu          2644.904468
omega       1729.854516
alpha[1]       0.126001
beta[1]        0.873999
Name: params, dtype: float64, 'loglikelihood': -87.54957543712578, 'aic': 183.09915087425156, 'bic': np.float64(185.65538019271258)}, 2470: {'params': mu          2.688971e+03
omega       1.279535e+04
alpha[1]    4.631712e-16
beta[1]     5.204551e-01
Name: params, dtype: float64, 'loglikelihood': -90.90555353416508, 'aic': 189.81110706833016, 'bic': np.float64(192.36733638679118)}, 2475: {'params': mu           2683.050160
omega       14243.726251
alpha[1]        0.000000
beta[1]         0.497245
Name: params, dtype: float64, 'loglikelihood': -91.6661848951368, 'aic': 191.3323697902736, 'bic': np.float64(193.8885991087346)}, 2480: {'params': mu           2490.537517
omega       31812.361588
alpha[1]        0.727800
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -96.3407403607721, 'aic': 200.6814807215442, 'bic': np.float64(203.23771004000523)}, 2485: {'params': mu          2.313178e+03
omega       6.411752e+03
alpha[1]    2.030901e-17
beta[1]     6.560926e-01
Name: params, dtype: float64, 'loglikelihood': -89.5546090102753, 'aic': 187.1092180205506, 'bic': np.float64(189.66544733901162)}, 2490: {'params': mu           2131.132279
omega       14765.873641
alpha[1]        0.702006
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -90.79573363839151, 'aic': 189.59146727678302, 'bic': np.float64(192.14769659524404)}, 2495: {'params': mu           1887.148544
omega       28208.253833
alpha[1]        0.590009
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -94.59321163678253, 'aic': 197.18642327356505, 'bic': np.float64(199.74265259202608)}, 2500: {'params': mu          1754.830804
omega       7178.676283
alpha[1]       0.914866
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -84.60081076085956, 'aic': 177.20162152171912, 'bic': np.float64(179.75785084018014)}, 2505: {'params': mu          1637.225434
omega       7100.248477
alpha[1]       0.175011
beta[1]        0.354978
Name: params, dtype: float64, 'loglikelihood': -86.75581424303599, 'aic': 181.51162848607197, 'bic': np.float64(184.067857804533)}, 2510: {'params': mu          1495.469375
omega       8953.673845
alpha[1]       0.682061
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -86.506917581249, 'aic': 181.013835162498, 'bic': np.float64(183.57006448095902)}, 2515: {'params': mu          1332.662240
omega       4587.406740
alpha[1]       0.634654
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -81.79645128158465, 'aic': 171.5929025631693, 'bic': np.float64(174.14913188163032)}, 2520: {'params': mu          1.252023e+03
omega       1.245284e+03
alpha[1]    7.543058e-01
beta[1]     7.046689e-14
Name: params, dtype: float64, 'loglikelihood': -72.50895828988479, 'aic': 153.01791657976958, 'bic': np.float64(155.5741458982306)}, 2525: {'params': mu          1225.792285
omega        479.543977
alpha[1]       0.540053
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -67.53442332364804, 'aic': 143.06884664729608, 'bic': np.float64(145.6250759657571)}, 2530: {'params': mu          1197.617092
omega        106.494553
alpha[1]       0.000000
beta[1]        0.629077
Name: params, dtype: float64, 'loglikelihood': -60.73804387126694, 'aic': 129.47608774253388, 'bic': np.float64(132.0323170609949)}, 2535: {'params': mu          1.182278e+03
omega       5.621251e+02
alpha[1]    8.661846e-01
beta[1]     9.156374e-16
Name: params, dtype: float64, 'loglikelihood': -68.38462611267164, 'aic': 144.76925222534328, 'bic': np.float64(147.3254815438043)}, 2540: {'params': mu          1140.194264
omega       1805.417151
alpha[1]       0.638330
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -75.9863675848716, 'aic': 159.9727351697432, 'bic': np.float64(162.52896448820422)}, 2545: {'params': mu          1.054378e+03
omega       1.950830e+03
alpha[1]    5.364922e-01
beta[1]     5.288762e-15
Name: params, dtype: float64, 'loglikelihood': -76.61208612689862, 'aic': 161.22417225379724, 'bic': np.float64(163.78040157225826)}, 2550: {'params': mu          1.026168e+03
omega       6.664310e+02
alpha[1]    8.019627e-15
beta[1]     7.230704e-01
Name: params, dtype: float64, 'loglikelihood': -73.7694402176217, 'aic': 155.5388804352434, 'bic': np.float64(158.09510975370443)}, 2555: {'params': mu          1.043314e+03
omega       5.582907e+03
alpha[1]    6.248387e-01
beta[1]     1.265512e-15
Name: params, dtype: float64, 'loglikelihood': -83.54158132181468, 'aic': 175.08316264362935, 'bic': np.float64(177.63939196209037)}, 2560: {'params': mu          1.169280e+03
omega       3.647109e+03
alpha[1]    4.919305e-01
beta[1]     1.882798e-17
Name: params, dtype: float64, 'loglikelihood': -81.40865969892211, 'aic': 170.81731939784422, 'bic': np.float64(173.37354871630524)}, 2565: {'params': mu          1.220791e+03
omega       7.631192e+02
alpha[1]    1.557782e-15
beta[1]     7.243971e-01
Name: params, dtype: float64, 'loglikelihood': -74.7134883147577, 'aic': 157.4269766295154, 'bic': np.float64(159.98320594797642)}, 2570: {'params': mu          1213.312260
omega        777.752201
alpha[1]       0.000000
beta[1]        0.670988
Name: params, dtype: float64, 'loglikelihood': -74.8250227716145, 'aic': 157.650045543229, 'bic': np.float64(160.20627486169002)}, 2575: {'params': mu          1186.029622
omega       1545.011726
alpha[1]       0.630276
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -75.03845105197827, 'aic': 158.07690210395654, 'bic': np.float64(160.63313142241756)}, 2580: {'params': mu          1155.196464
omega       1895.868149
alpha[1]       0.746798
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -76.06593031583023, 'aic': 160.13186063166046, 'bic': np.float64(162.68808995012148)}, 2585: {'params': mu          1044.065124
omega       1814.703937
alpha[1]       0.647959
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -75.14370821831508, 'aic': 158.28741643663017, 'bic': np.float64(160.8436457550912)}, 2590: {'params': mu          1.015272e+03
omega       3.125300e+02
alpha[1]    5.229097e-01
beta[1]     2.807708e-14
Name: params, dtype: float64, 'loglikelihood': -64.56032615388783, 'aic': 137.12065230777566, 'bic': np.float64(139.67688162623668)}, 2595: {'params': mu          1008.011646
omega        237.745715
alpha[1]       0.500411
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -61.9580277533154, 'aic': 131.9160555066308, 'bic': np.float64(134.47228482509183)}, 2600: {'params': mu          1.010724e+03
omega       1.195040e+03
alpha[1]    7.716762e-01
beta[1]     1.469125e-15
Name: params, dtype: float64, 'loglikelihood': -72.83210246659075, 'aic': 153.6642049331815, 'bic': np.float64(156.22043425164253)}, 2605: {'params': mu          9.224211e+02
omega       9.881482e+02
alpha[1]    7.546116e-01
beta[1]     2.688802e-16
Name: params, dtype: float64, 'loglikelihood': -70.66197360396167, 'aic': 149.32394720792334, 'bic': np.float64(151.88017652638436)}, 2610: {'params': mu          907.698118
omega        21.622141
alpha[1]      0.000000
beta[1]       0.936644
Name: params, dtype: float64, 'loglikelihood': -57.30751662891181, 'aic': 122.61503325782363, 'bic': np.float64(125.17126257628466)}, 2615: {'params': mu          8.846905e+02
omega       8.223806e+02
alpha[1]    6.287011e-01
beta[1]     2.397064e-16
Name: params, dtype: float64, 'loglikelihood': -70.56610817576566, 'aic': 149.13221635153133, 'bic': np.float64(151.68844566999235)}, 2620: {'params': mu          876.040065
omega       843.074246
alpha[1]      0.605147
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -71.2592787496854, 'aic': 150.5185574993708, 'bic': np.float64(153.0747868178318)}, 2625: {'params': mu           877.267936
omega       4776.856706
alpha[1]       0.779312
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -82.43258606427855, 'aic': 172.8651721285571, 'bic': np.float64(175.42140144701813)}, 2630: {'params': mu           965.451307
omega       2217.047683
alpha[1]       0.000000
beta[1]        0.499727
Name: params, dtype: float64, 'loglikelihood': -78.64675085633145, 'aic': 165.2935017126629, 'bic': np.float64(167.84973103112392)}, 2635: {'params': mu          9.661041e+02
omega       1.222457e+03
alpha[1]    1.852435e-15
beta[1]     6.394029e-01
Name: params, dtype: float64, 'loglikelihood': -77.86519079838328, 'aic': 163.73038159676656, 'bic': np.float64(166.28661091522758)}, 2640: {'params': mu          9.019174e+02
omega       2.094895e+03
alpha[1]    7.002631e-01
beta[1]     4.511070e-14
Name: params, dtype: float64, 'loglikelihood': -76.2804377781022, 'aic': 160.5608755562044, 'bic': np.float64(163.11710487466542)}, 2645: {'params': mu          7.968330e+02
omega       1.332936e+03
alpha[1]    7.439389e-01
beta[1]     1.588027e-15
Name: params, dtype: float64, 'loglikelihood': -72.96492381388526, 'aic': 153.92984762777053, 'bic': np.float64(156.48607694623155)}, 2650: {'params': mu          7.755518e+02
omega       1.275603e+01
alpha[1]    1.000000e+00
beta[1]     1.663674e-11
Name: params, dtype: float64, 'loglikelihood': -52.99338508134437, 'aic': 113.98677016268874, 'bic': np.float64(116.54299948114978)}, 2655: {'params': mu          7.727292e+02
omega       1.022606e+01
alpha[1]    1.000000e+00
beta[1]     4.442274e-15
Name: params, dtype: float64, 'loglikelihood': -47.175989370214886, 'aic': 102.35197874042977, 'bic': np.float64(104.9082080588908)}, 2660: {'params': mu          764.817132
omega        30.685766
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -52.11728015089928, 'aic': 112.23456030179857, 'bic': np.float64(114.7907896202596)}, 2665: {'params': mu          7.461670e+02
omega       1.822350e+01
alpha[1]    1.148900e-15
beta[1]     8.754254e-01
Name: params, dtype: float64, 'loglikelihood': -56.26137377816703, 'aic': 120.52274755633405, 'bic': np.float64(123.07897687479509)}, 2670: {'params': mu          739.287412
omega        27.606220
alpha[1]      0.000000
beta[1]       0.462981
Name: params, dtype: float64, 'loglikelihood': -47.91573540200416, 'aic': 103.83147080400832, 'bic': np.float64(106.38770012246935)}, 2675: {'params': mu          736.031116
omega        92.998094
alpha[1]      0.674753
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -55.38479740955675, 'aic': 118.7695948191135, 'bic': np.float64(121.32582413757453)}, 2680: {'params': mu          717.975699
omega       123.786923
alpha[1]      0.478282
beta[1]       0.086984
Name: params, dtype: float64, 'loglikelihood': -58.26095927501661, 'aic': 124.52191855003322, 'bic': np.float64(127.07814786849426)}, 2685: {'params': mu          7.089003e+02
omega       7.089801e+01
alpha[1]    2.873433e-12
beta[1]     3.983311e-01
Name: params, dtype: float64, 'loglikelihood': -54.303546695674534, 'aic': 116.60709339134907, 'bic': np.float64(119.1633227098101)}, 2690: {'params': mu          709.363302
omega        75.026571
alpha[1]      0.459321
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -53.90680830282821, 'aic': 115.81361660565642, 'bic': np.float64(118.36984592411746)}, 2695: {'params': mu          7.016035e+02
omega       2.817030e+02
alpha[1]    8.185897e-01
beta[1]     4.138940e-12
Name: params, dtype: float64, 'loglikelihood': -62.37156549019033, 'aic': 132.74313098038067, 'bic': np.float64(135.2993602988417)}, 2700: {'params': mu          6.634190e+02
omega       4.808327e+02
alpha[1]    6.575182e-01
beta[1]     3.549361e-16
Name: params, dtype: float64, 'loglikelihood': -67.33378017448821, 'aic': 142.66756034897642, 'bic': np.float64(145.22378966743744)}, 2705: {'params': mu          638.536887
omega         0.194732
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -50.79875901950363, 'aic': 109.59751803900726, 'bic': np.float64(112.15374735746829)}, 2710: {'params': mu          6.349096e+02
omega       1.585364e+01
alpha[1]    1.000000e+00
beta[1]     2.071379e-14
Name: params, dtype: float64, 'loglikelihood': -48.377012325559775, 'aic': 104.75402465111955, 'bic': np.float64(107.31025396958059)}, 2715: {'params': mu          6.343924e+02
omega       1.895164e+01
alpha[1]    1.000000e+00
beta[1]     4.403752e-15
Name: params, dtype: float64, 'loglikelihood': -53.15621670848175, 'aic': 114.3124334169635, 'bic': np.float64(116.86866273542454)}, 2720: {'params': mu          6.112941e+02
omega       2.451824e+00
alpha[1]    1.000000e+00
beta[1]     1.281118e-09
Name: params, dtype: float64, 'loglikelihood': -42.93464285796198, 'aic': 93.86928571592397, 'bic': np.float64(96.425515034385)}, 2725: {'params': mu          6.083367e+02
omega       8.480637e+00
alpha[1]    2.122619e-16
beta[1]     4.613750e-01
Name: params, dtype: float64, 'loglikelihood': -39.667564286988224, 'aic': 87.33512857397645, 'bic': np.float64(89.89135789243748)}, 2730: {'params': mu          604.890357
omega        11.667076
alpha[1]      0.585498
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -41.3364576581085, 'aic': 90.672915316217, 'bic': np.float64(93.22914463467804)}, 2735: {'params': mu          6.090506e+02
omega       1.075599e+00
alpha[1]    1.000000e+00
beta[1]     4.315050e-12
Name: params, dtype: float64, 'loglikelihood': -39.88674680602543, 'aic': 87.77349361205086, 'bic': np.float64(90.32972293051189)}, 2740: {'params': mu          609.620799
omega         2.365272
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -42.601308474241186, 'aic': 93.20261694848237, 'bic': np.float64(95.75884626694341)}, 2745: {'params': mu          6.097592e+02
omega       7.288989e+00
alpha[1]    1.000000e+00
beta[1]     2.846200e-10
Name: params, dtype: float64, 'loglikelihood': -43.50156132111438, 'aic': 95.00312264222876, 'bic': np.float64(97.5593519606898)}, 2750: {'params': mu          611.345658
omega        65.483664
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -58.37101095874579, 'aic': 124.74202191749158, 'bic': np.float64(127.29825123595262)}, 2755: {'params': mu          5.744704e+02
omega       5.982839e+00
alpha[1]    1.000000e+00
beta[1]     1.610898e-17
Name: params, dtype: float64, 'loglikelihood': -50.09304593601321, 'aic': 108.18609187202642, 'bic': np.float64(110.74232119048746)}, 2760: {'params': mu          577.744276
omega         6.383248
alpha[1]      0.000000
beta[1]       0.722062
Name: params, dtype: float64, 'loglikelihood': -41.23076601337361, 'aic': 90.46153202674722, 'bic': np.float64(93.01776134520826)}, 2765: {'params': mu          5.774345e+02
omega       8.787012e+00
alpha[1]    6.262352e-16
beta[1]     7.233505e-01
Name: params, dtype: float64, 'loglikelihood': -43.463791591760675, 'aic': 94.92758318352135, 'bic': np.float64(97.48381250198238)}, 2770: {'params': mu          580.109578
omega        15.995765
alpha[1]      0.021049
beta[1]       0.717518
Name: params, dtype: float64, 'loglikelihood': -47.606621181669865, 'aic': 103.21324236333973, 'bic': np.float64(105.76947168180077)}, 2775: {'params': mu          5.814334e+02
omega       1.962406e+01
alpha[1]    8.593610e-17
beta[1]     6.883916e-01
Name: params, dtype: float64, 'loglikelihood': -49.12122118445405, 'aic': 106.2424423689081, 'bic': np.float64(108.79867168736914)}, 2780: {'params': mu          587.387153
omega       269.343841
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -61.3111744790421, 'aic': 130.62234895808422, 'bic': np.float64(133.17857827654524)}, 2785: {'params': mu          607.071987
omega       534.898988
alpha[1]      0.000000
beta[1]       0.735950
Name: params, dtype: float64, 'loglikelihood': -72.17568923641628, 'aic': 152.35137847283255, 'bic': np.float64(154.90760779129357)}, 2790: {'params': mu          652.763613
omega       531.814792
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -65.15569955689385, 'aic': 138.3113991137877, 'bic': np.float64(140.86762843224872)}, 2795: {'params': mu          6.555579e+02
omega       6.521455e+00
alpha[1]    1.000000e+00
beta[1]     1.092816e-15
Name: params, dtype: float64, 'loglikelihood': -44.696639080247735, 'aic': 97.39327816049547, 'bic': np.float64(99.9495074789565)}, 2800: {'params': mu          6.623523e+02
omega       3.136361e+01
alpha[1]    1.488393e-15
beta[1]     5.199144e-01
Name: params, dtype: float64, 'loglikelihood': -48.81725707160037, 'aic': 105.63451414320075, 'bic': np.float64(108.19074346166178)}, 2805: {'params': mu          661.129475
omega        12.960440
alpha[1]      0.000000
beta[1]       0.930347
Name: params, dtype: float64, 'loglikelihood': -53.8059958943535, 'aic': 115.611991788707, 'bic': np.float64(118.16822110716804)}, 2810: {'params': mu          6.625222e+02
omega       6.672532e+01
alpha[1]    7.546721e-15
beta[1]     7.424622e-01
Name: params, dtype: float64, 'loglikelihood': -57.56004357212149, 'aic': 123.12008714424297, 'bic': np.float64(125.67631646270401)}, 2815: {'params': mu          6.583792e+02
omega       1.078547e+02
alpha[1]    2.263814e-15
beta[1]     7.361319e-01
Name: params, dtype: float64, 'loglikelihood': -60.966483812805535, 'aic': 129.93296762561107, 'bic': np.float64(132.4891969440721)}, 2820: {'params': mu          652.158707
omega       349.227019
alpha[1]      0.000000
beta[1]       0.507343
Name: params, dtype: float64, 'loglikelihood': -65.7023214313017, 'aic': 139.4046428626034, 'bic': np.float64(141.96087218106442)}, 2825: {'params': mu          646.008027
omega       972.745118
alpha[1]      0.896798
beta[1]       0.096924
Name: params, dtype: float64, 'loglikelihood': -74.67041749875958, 'aic': 157.34083499751915, 'bic': np.float64(159.89706431598017)}, 2830: {'params': mu          6.874071e+02
omega       1.627315e+03
alpha[1]    5.065393e-16
beta[1]     5.028269e-01
Name: params, dtype: float64, 'loglikelihood': -76.48093172727522, 'aic': 160.96186345455044, 'bic': np.float64(163.51809277301146)}, 2835: {'params': mu           660.452590
omega       2767.206791
alpha[1]       0.528280
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -79.65178145746299, 'aic': 167.30356291492598, 'bic': np.float64(169.859792233387)}, 2840: {'params': mu          5.778127e+02
omega       1.217380e+03
alpha[1]    8.887601e-01
beta[1]     3.175724e-13
Name: params, dtype: float64, 'loglikelihood': -70.48369632026899, 'aic': 148.96739264053798, 'bic': np.float64(151.523621958999)}, 2845: {'params': mu          566.961681
omega       477.086538
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -66.87249211650203, 'aic': 141.74498423300406, 'bic': np.float64(144.30121355146508)}, 2850: {'params': mu          5.194459e+02
omega       1.079661e+03
alpha[1]    6.930846e-01
beta[1]     8.614361e-15
Name: params, dtype: float64, 'loglikelihood': -72.19563580753906, 'aic': 152.39127161507813, 'bic': np.float64(154.94750093353915)}, 2855: {'params': mu          446.859393
omega        10.848734
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -55.95040028163466, 'aic': 119.90080056326931, 'bic': np.float64(122.45702988173035)}, 2860: {'params': mu          449.592436
omega        18.753768
alpha[1]      0.000000
beta[1]       0.523631
Name: params, dtype: float64, 'loglikelihood': -45.22339939484086, 'aic': 98.44679878968172, 'bic': np.float64(101.00302810814276)}, 2865: {'params': mu          4.553089e+02
omega       3.711085e+00
alpha[1]    1.000000e+00
beta[1]     7.820305e-13
Name: params, dtype: float64, 'loglikelihood': -39.3634134540617, 'aic': 86.7268269081234, 'bic': np.float64(89.28305622658443)}, 2870: {'params': mu          455.349690
omega         3.509114
alpha[1]      0.944495
beta[1]       0.055505
Name: params, dtype: float64, 'loglikelihood': -41.17952929267964, 'aic': 90.35905858535928, 'bic': np.float64(92.91528790382031)}, 2875: {'params': mu          4.513521e+02
omega       2.768412e-07
alpha[1]    1.660103e-13
beta[1]     9.573388e-01
Name: params, dtype: float64, 'loglikelihood': -42.81833167303709, 'aic': 93.63666334607419, 'bic': np.float64(96.19289266453522)}, 2880: {'params': mu          451.006088
omega        31.730604
alpha[1]      0.167271
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -45.19010629256808, 'aic': 98.38021258513616, 'bic': np.float64(100.9364419035972)}, 2885: {'params': mu          4.513356e+02
omega       4.216722e+01
alpha[1]    8.331071e-01
beta[1]     3.641673e-16
Name: params, dtype: float64, 'loglikelihood': -51.7760089173574, 'aic': 111.5520178347148, 'bic': np.float64(114.10824715317584)}, 2890: {'params': mu          427.351389
omega         3.662853
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -50.448397622465365, 'aic': 108.89679524493073, 'bic': np.float64(111.45302456339176)}, 2895: {'params': mu          4.236123e+02
omega       2.507831e+00
alpha[1]    1.000000e+00
beta[1]     8.644804e-14
Name: params, dtype: float64, 'loglikelihood': -43.24161892791801, 'aic': 94.48323785583602, 'bic': np.float64(97.03946717429706)}, 2900: {'params': mu          420.423483
omega         2.215786
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -33.781488922182234, 'aic': 75.56297784436447, 'bic': np.float64(78.1192071628255)}, 2905: {'params': mu          418.875069
omega         2.727598
alpha[1]      0.791194
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -32.86748937347079, 'aic': 73.73497874694158, 'bic': np.float64(76.29120806540261)}, 2910: {'params': mu          417.539542
omega         6.400256
alpha[1]      0.466052
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -36.390618573632764, 'aic': 80.78123714726553, 'bic': np.float64(83.33746646572656)}, 2915: {'params': mu          4.151190e+02
omega       1.111524e+01
alpha[1]    5.091889e-01
beta[1]     3.992678e-15
Name: params, dtype: float64, 'loglikelihood': -39.78818201577648, 'aic': 87.57636403155296, 'bic': np.float64(90.13259335001399)}, 2920: {'params': mu          4.147521e+02
omega       2.811874e+00
alpha[1]    7.201578e-01
beta[1]     3.364870e-14
Name: params, dtype: float64, 'loglikelihood': -33.40512613817044, 'aic': 74.81025227634088, 'bic': np.float64(77.36648159480191)}, 2925: {'params': mu          4.137314e+02
omega       3.587953e+00
alpha[1]    7.047147e-01
beta[1]     2.890810e-14
Name: params, dtype: float64, 'loglikelihood': -35.37960362867357, 'aic': 78.75920725734714, 'bic': np.float64(81.31543657580818)}, 2930: {'params': mu          413.280519
omega         7.712971
alpha[1]      0.989342
beta[1]       0.010658
Name: params, dtype: float64, 'loglikelihood': -40.81999541462863, 'aic': 89.63999082925726, 'bic': np.float64(92.1962201477183)}, 2935: {'params': mu          413.305435
omega        16.339183
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -51.23535952557068, 'aic': 110.47071905114136, 'bic': np.float64(113.0269483696024)}, 2940: {'params': mu          428.298302
omega        14.183399
alpha[1]      0.974771
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -50.238178584374474, 'aic': 108.47635716874895, 'bic': np.float64(111.03258648720998)}, 2945: {'params': mu          4.302618e+02
omega       9.937584e+00
alpha[1]    1.000000e+00
beta[1]     4.930381e-32
Name: params, dtype: float64, 'loglikelihood': -47.162377132795854, 'aic': 102.32475426559171, 'bic': np.float64(104.88098358405274)}, 2950: {'params': mu          4.239722e+02
omega       4.998133e+01
alpha[1]    1.000000e+00
beta[1]     3.457188e-14
Name: params, dtype: float64, 'loglikelihood': -56.92566834655283, 'aic': 121.85133669310567, 'bic': np.float64(124.4075660115667)}, 2955: {'params': mu          398.020741
omega       204.604204
alpha[1]      0.620178
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -61.10166050559454, 'aic': 130.20332101118908, 'bic': np.float64(132.7595503296501)}, 2960: {'params': mu          3.800007e+02
omega       1.070612e+01
alpha[1]    1.000000e+00
beta[1]     1.550757e-13
Name: params, dtype: float64, 'loglikelihood': -49.23843655993205, 'aic': 106.4768731198641, 'bic': np.float64(109.03310243832513)}, 2965: {'params': mu          3.773923e+02
omega       2.069197e+01
alpha[1]    3.740237e-01
beta[1]     7.284936e-16
Name: params, dtype: float64, 'loglikelihood': -44.06534605462465, 'aic': 96.1306921092493, 'bic': np.float64(98.68692142771033)}, 2970: {'params': mu          3.833634e+02
omega       4.980436e+01
alpha[1]    1.217776e-15
beta[1]     5.164414e-01
Name: params, dtype: float64, 'loglikelihood': -52.06480871633759, 'aic': 112.12961743267518, 'bic': np.float64(114.68584675113621)}, 2975: {'params': mu          3.904143e+02
omega       7.632520e+01
alpha[1]    5.296104e-01
beta[1]     1.634154e-15
Name: params, dtype: float64, 'loglikelihood': -54.452732811480665, 'aic': 116.90546562296133, 'bic': np.float64(119.46169494142237)}, 2980: {'params': mu          393.396406
omega        97.274124
alpha[1]      0.899753
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -57.71278112757852, 'aic': 123.42556225515705, 'bic': np.float64(125.98179157361808)}, 2985: {'params': mu          416.414721
omega       256.151807
alpha[1]      0.000000
beta[1]       0.723656
Name: params, dtype: float64, 'loglikelihood': -67.07718045044345, 'aic': 142.1543609008869, 'bic': np.float64(144.71059021934792)}, 2990: {'params': mu          436.395814
omega        20.933577
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -57.22949260691288, 'aic': 122.45898521382576, 'bic': np.float64(125.01521453228679)}, 2995: {'params': mu          432.191689
omega         1.173295
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -43.723205452835444, 'aic': 95.44641090567089, 'bic': np.float64(98.00264022413192)}, 3000: {'params': mu          430.281560
omega        12.698785
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -45.62591609425957, 'aic': 99.25183218851915, 'bic': np.float64(101.80806150698018)}, 3005: {'params': mu          4.296265e+02
omega       2.525905e+01
alpha[1]    1.000000e+00
beta[1]     5.183014e-12
Name: params, dtype: float64, 'loglikelihood': -54.547112288054635, 'aic': 117.09422457610927, 'bic': np.float64(119.6504538945703)}, 3010: {'params': mu          4.491560e+02
omega       9.846379e+01
alpha[1]    5.733273e-01
beta[1]     4.090252e-16
Name: params, dtype: float64, 'loglikelihood': -55.74962307421498, 'aic': 119.49924614842996, 'bic': np.float64(122.055475466891)}, 3015: {'params': mu          443.541631
omega       113.729255
alpha[1]      0.204451
beta[1]       0.340808
Name: params, dtype: float64, 'loglikelihood': -57.66260063631477, 'aic': 123.32520127262954, 'bic': np.float64(125.88143059109058)}, 3020: {'params': mu          432.976589
omega       424.944973
alpha[1]      0.797766
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -65.52819040512132, 'aic': 139.05638081024264, 'bic': np.float64(141.61261012870366)}, 3025: {'params': mu          383.746330
omega       391.970205
alpha[1]      0.574836
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -65.21470145538385, 'aic': 138.4294029107677, 'bic': np.float64(140.9856322292287)}, 3030: {'params': mu          3.645734e+02
omega       2.201577e+02
alpha[1]    7.958580e-01
beta[1]     2.484420e-14
Name: params, dtype: float64, 'loglikelihood': -60.183367209091685, 'aic': 128.36673441818337, 'bic': np.float64(130.9229637366444)}, 3035: {'params': mu          342.938965
omega       214.984816
alpha[1]      0.000000
beta[1]       0.497581
Name: params, dtype: float64, 'loglikelihood': -62.310339281266096, 'aic': 132.6206785625322, 'bic': np.float64(135.1769078809932)}, 3040: {'params': mu          325.207812
omega        29.239132
alpha[1]      0.983823
beta[1]       0.016177
Name: params, dtype: float64, 'loglikelihood': -51.632937959898534, 'aic': 111.26587591979707, 'bic': np.float64(113.8221052382581)}, 3045: {'params': mu          327.076577
omega        51.872221
alpha[1]      0.555080
beta[1]       0.444920
Name: params, dtype: float64, 'loglikelihood': -57.00949842391591, 'aic': 122.01899684783181, 'bic': np.float64(124.57522616629285)}, 3050: {'params': mu          3.502625e+02
omega       2.451351e+02
alpha[1]    7.340536e-17
beta[1]     7.282605e-01
Name: params, dtype: float64, 'loglikelihood': -66.7492580571912, 'aic': 141.4985161143824, 'bic': np.float64(144.05474543284342)}, 3055: {'params': mu          355.907632
omega       488.214649
alpha[1]      0.000000
beta[1]       0.499325
Name: params, dtype: float64, 'loglikelihood': -68.05285071518765, 'aic': 144.1057014303753, 'bic': np.float64(146.6619307488363)}, 3060: {'params': mu          321.716770
omega       824.313030
alpha[1]      0.672909
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -70.49642412423363, 'aic': 148.99284824846725, 'bic': np.float64(151.54907756692828)}, 3065: {'params': mu          288.934893
omega       191.408125
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -63.39173941049981, 'aic': 134.78347882099962, 'bic': np.float64(137.33970813946064)}, 3070: {'params': mu          2.683525e+02
omega       2.182360e+01
alpha[1]    1.000000e+00
beta[1]     2.049247e-14
Name: params, dtype: float64, 'loglikelihood': -54.01902343133092, 'aic': 116.03804686266184, 'bic': np.float64(118.59427618112288)}, 3075: {'params': mu          2.651229e+02
omega       2.709729e+01
alpha[1]    8.411599e-01
beta[1]     1.729026e-16
Name: params, dtype: float64, 'loglikelihood': -51.246811974929734, 'aic': 110.49362394985947, 'bic': np.float64(113.0498532683205)}, 3080: {'params': mu          244.255970
omega         3.315997
alpha[1]      0.999221
beta[1]       0.000779
Name: params, dtype: float64, 'loglikelihood': -43.39966646958806, 'aic': 94.79933293917613, 'bic': np.float64(97.35556225763716)}, 3085: {'params': mu          243.802214
omega         1.955528
alpha[1]      0.883767
beta[1]       0.116233
Name: params, dtype: float64, 'loglikelihood': -37.955336124946676, 'aic': 83.91067224989335, 'bic': np.float64(86.46690156835439)}, 3090: {'params': mu          2.369023e+02
omega       1.435121e+00
alpha[1]    1.000000e+00
beta[1]     1.065710e-13
Name: params, dtype: float64, 'loglikelihood': -34.22229710132457, 'aic': 76.44459420264914, 'bic': np.float64(79.00082352111018)}, 3095: {'params': mu          2.363714e+02
omega       2.279228e+00
alpha[1]    1.000000e+00
beta[1]     4.042638e-14
Name: params, dtype: float64, 'loglikelihood': -36.119365972505655, 'aic': 80.23873194501131, 'bic': np.float64(82.79496126347235)}, 3100: {'params': mu          2.313348e+02
omega       8.995401e-08
alpha[1]    0.000000e+00
beta[1]     9.279499e-01
Name: params, dtype: float64, 'loglikelihood': -34.440325315315135, 'aic': 76.88065063063027, 'bic': np.float64(79.4368799490913)}, 3105: {'params': mu          2.307917e+02
omega       5.462116e+00
alpha[1]    7.326870e-01
beta[1]     3.177399e-14
Name: params, dtype: float64, 'loglikelihood': -35.64186907694648, 'aic': 79.28373815389295, 'bic': np.float64(81.83996747235399)}, 3110: {'params': mu          2.350326e+02
omega       1.025948e+01
alpha[1]    5.412337e-16
beta[1]     5.132910e-01
Name: params, dtype: float64, 'loglikelihood': -41.009279772491375, 'aic': 90.01855954498275, 'bic': np.float64(92.57478886344379)}, 3115: {'params': mu          2.342661e+02
omega       8.582891e+00
alpha[1]    3.903128e-16
beta[1]     7.234573e-01
Name: params, dtype: float64, 'loglikelihood': -43.30116481648564, 'aic': 94.60232963297128, 'bic': np.float64(97.15855895143231)}, 3120: {'params': mu          228.495054
omega         2.766196
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -39.55603100068279, 'aic': 87.11206200136559, 'bic': np.float64(89.66829131982662)}, 3125: {'params': mu          2.264824e+02
omega       1.232625e+00
alpha[1]    1.026811e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -42.23167538436807, 'aic': 92.46335076873613, 'bic': np.float64(95.01958008719717)}, 3130: {'params': mu          2.308374e+02
omega       3.373334e+01
alpha[1]    1.000000e+00
beta[1]     4.529080e-13
Name: params, dtype: float64, 'loglikelihood': -52.236024209588074, 'aic': 112.47204841917615, 'bic': np.float64(115.02827773763718)}, 3135: {'params': mu          2.528871e+02
omega       1.666499e+02
alpha[1]    7.201092e-01
beta[1]     1.493297e-15
Name: params, dtype: float64, 'loglikelihood': -60.20509756573298, 'aic': 128.41019513146597, 'bic': np.float64(130.966424449927)}, 3140: {'params': mu          264.482942
omega        11.699289
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -50.050166606643344, 'aic': 108.10033321328669, 'bic': np.float64(110.65656253174772)}, 3145: {'params': mu          272.506364
omega        22.182865
alpha[1]      0.000000
beta[1]       0.713477
Name: params, dtype: float64, 'loglikelihood': -49.977718014735714, 'aic': 107.95543602947143, 'bic': np.float64(110.51166534793246)}, 3150: {'params': mu          2.818914e+02
omega       3.680807e+00
alpha[1]    1.000000e+00
beta[1]     2.247537e-14
Name: params, dtype: float64, 'loglikelihood': -43.906239745086644, 'aic': 95.81247949017329, 'bic': np.float64(98.36870880863432)}, 3155: {'params': mu          281.706088
omega         1.767582
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -42.4026334753244, 'aic': 92.8052669506488, 'bic': np.float64(95.36149626910984)}, 3160: {'params': mu          2.830405e+02
omega       2.772618e+01
alpha[1]    1.734723e-17
beta[1]     5.118532e-01
Name: params, dtype: float64, 'loglikelihood': -47.97210994379211, 'aic': 103.94421988758423, 'bic': np.float64(106.50044920604526)}, 3165: {'params': mu          2.821263e+02
omega       4.066892e+00
alpha[1]    7.739713e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -50.93797489688677, 'aic': 109.87594979377354, 'bic': np.float64(112.43217911223458)}, 3170: {'params': mu          2.806585e+02
omega       3.802219e+01
alpha[1]    4.496147e-15
beta[1]     7.483290e-01
Name: params, dtype: float64, 'loglikelihood': -53.60401544232675, 'aic': 115.2080308846535, 'bic': np.float64(117.76426020311453)}, 3175: {'params': mu          267.258365
omega         3.604774
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -52.68654119382336, 'aic': 113.37308238764672, 'bic': np.float64(115.92931170610775)}, 3180: {'params': mu          263.728751
omega        40.431766
alpha[1]      0.708372
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -50.21848223809785, 'aic': 108.4369644761957, 'bic': np.float64(110.99319379465673)}, 3185: {'params': mu          252.487563
omega        36.306108
alpha[1]      0.000000
beta[1]       0.440548
Name: params, dtype: float64, 'loglikelihood': -49.78065667898512, 'aic': 107.56131335797023, 'bic': np.float64(110.11754267643127)}, 3190: {'params': mu          245.826370
omega         1.369998
alpha[1]      0.941280
beta[1]       0.058720
Name: params, dtype: float64, 'loglikelihood': -40.29528027432299, 'aic': 88.59056054864598, 'bic': np.float64(91.14678986710702)}, 3195: {'params': mu          245.135221
omega         3.346394
alpha[1]      0.951641
beta[1]       0.048359
Name: params, dtype: float64, 'loglikelihood': -40.54305374003044, 'aic': 89.08610748006087, 'bic': np.float64(91.64233679852191)}, 3200: {'params': mu          2.310006e+02
omega       3.951517e+00
alpha[1]    1.000000e+00
beta[1]     3.248921e-12
Name: params, dtype: float64, 'loglikelihood': -45.526711474215006, 'aic': 99.05342294843001, 'bic': np.float64(101.60965226689105)}, 3205: {'params': mu          2.276269e+02
omega       5.703943e+00
alpha[1]    6.555662e-01
beta[1]     7.501139e-18
Name: params, dtype: float64, 'loglikelihood': -37.92443587375829, 'aic': 83.84887174751658, 'bic': np.float64(86.40510106597762)}, 3210: {'params': mu          2.250593e+02
omega       8.251375e-01
alpha[1]    1.000000e+00
beta[1]     3.603309e-14
Name: params, dtype: float64, 'loglikelihood': -35.48579021875678, 'aic': 78.97158043751357, 'bic': np.float64(81.5278097559746)}, 3215: {'params': mu          237.864960
omega         1.926764
alpha[1]      0.981932
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -41.453163334309195, 'aic': 90.90632666861839, 'bic': np.float64(93.46255598707943)}, 3220: {'params': mu          2.360564e+02
omega       3.334412e+00
alpha[1]    1.823672e-15
beta[1]     6.217583e-01
Name: params, dtype: float64, 'loglikelihood': -35.94551951888421, 'aic': 79.89103903776842, 'bic': np.float64(82.44726835622946)}, 3225: {'params': mu          2.371385e+02
omega       3.652724e+00
alpha[1]    4.416563e-01
beta[1]     4.341387e-17
Name: params, dtype: float64, 'loglikelihood': -32.31998313061991, 'aic': 72.63996626123982, 'bic': np.float64(75.19619557970086)}, 3230: {'params': mu          237.537817
omega         3.083123
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -36.249413410230105, 'aic': 80.49882682046021, 'bic': np.float64(83.05505613892124)}, 3235: {'params': mu          238.390937
omega         0.338674
alpha[1]      0.000000
beta[1]       1.000000
Name: params, dtype: float64, 'loglikelihood': -36.477138109266605, 'aic': 80.95427621853321, 'bic': np.float64(83.51050553699424)}, 3240: {'params': mu          2.362765e+02
omega       2.551251e+01
alpha[1]    1.777912e-01
beta[1]     1.368058e-17
Name: params, dtype: float64, 'loglikelihood': -43.557342843891, 'aic': 95.114685687782, 'bic': np.float64(97.67091500624304)}, 3245: {'params': mu          231.478838
omega        16.764534
alpha[1]      0.000000
beta[1]       0.519224
Name: params, dtype: float64, 'loglikelihood': -44.43951894007922, 'aic': 96.87903788015844, 'bic': np.float64(99.43526719861947)}, 3250: {'params': mu          228.466634
omega        13.521015
alpha[1]      0.000000
beta[1]       0.498386
Name: params, dtype: float64, 'loglikelihood': -42.946510927858114, 'aic': 93.89302185571623, 'bic': np.float64(96.44925117417726)}, 3255: {'params': mu          224.142258
omega        13.596309
alpha[1]      0.537041
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -42.748132883864656, 'aic': 93.49626576772931, 'bic': np.float64(96.05249508619035)}, 3260: {'params': mu          226.021304
omega        10.607954
alpha[1]      0.707577
beta[1]       0.292423
Name: params, dtype: float64, 'loglikelihood': -47.63793790569801, 'aic': 103.27587581139602, 'bic': np.float64(105.83210512985706)}, 3265: {'params': mu          237.447904
omega        11.302596
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -53.98318333725447, 'aic': 115.96636667450893, 'bic': np.float64(118.52259599296997)}, 3270: {'params': mu          2.466036e+02
omega       1.402501e+01
alpha[1]    7.805698e-01
beta[1]     3.725319e-15
Name: params, dtype: float64, 'loglikelihood': -46.0492454554397, 'aic': 100.0984909108794, 'bic': np.float64(102.65472022934044)}, 3275: {'params': mu          2.485564e+02
omega       2.226311e-07
alpha[1]    0.000000e+00
beta[1]     9.142097e-01
Name: params, dtype: float64, 'loglikelihood': -40.65638228863464, 'aic': 89.31276457726928, 'bic': np.float64(91.86899389573031)}, 3280: {'params': mu          250.210528
omega        35.970224
alpha[1]      0.490552
beta[1]       0.060729
Name: params, dtype: float64, 'loglikelihood': -49.22482317104099, 'aic': 106.44964634208198, 'bic': np.float64(109.00587566054301)}, 3285: {'params': mu          2.645940e+02
omega       2.349669e+01
alpha[1]    1.000000e+00
beta[1]     6.429518e-14
Name: params, dtype: float64, 'loglikelihood': -55.31816977983492, 'aic': 118.63633955966984, 'bic': np.float64(121.19256887813087)}, 3290: {'params': mu          289.003034
omega        10.901882
alpha[1]      0.974917
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -52.116240632493, 'aic': 112.232481264986, 'bic': np.float64(114.78871058344704)}, 3295: {'params': mu          285.303702
omega        19.450575
alpha[1]      0.527091
beta[1]       0.271088
Name: params, dtype: float64, 'loglikelihood': -48.383088694701044, 'aic': 104.76617738940209, 'bic': np.float64(107.32240670786312)}, 3300: {'params': mu          2.745588e+02
omega       4.980838e+01
alpha[1]    7.861043e-01
beta[1]     5.713657e-16
Name: params, dtype: float64, 'loglikelihood': -53.69686704632296, 'aic': 115.39373409264591, 'bic': np.float64(117.94996341110695)}, 3305: {'params': mu          2.551183e+02
omega       1.393651e+02
alpha[1]    5.480452e-01
beta[1]     1.348990e-15
Name: params, dtype: float64, 'loglikelihood': -59.03646796615189, 'aic': 126.07293593230378, 'bic': np.float64(128.6291652507648)}, 3310: {'params': mu          2.389562e+02
omega       4.199103e+00
alpha[1]    1.000000e+00
beta[1]     4.973536e-14
Name: params, dtype: float64, 'loglikelihood': -47.585257655218676, 'aic': 103.17051531043735, 'bic': np.float64(105.72674462889839)}, 3315: {'params': mu          240.314745
omega         9.238247
alpha[1]      0.689182
beta[1]       0.310818
Name: params, dtype: float64, 'loglikelihood': -46.56675514428204, 'aic': 101.13351028856408, 'bic': np.float64(103.68973960702512)}, 3320: {'params': mu          2.329206e+02
omega       6.334258e+01
alpha[1]    3.209238e-16
beta[1]     5.094498e-01
Name: params, dtype: float64, 'loglikelihood': -53.75299354242702, 'aic': 115.50598708485404, 'bic': np.float64(118.06221640331508)}, 3325: {'params': mu          2.272232e+02
omega       3.049439e+00
alpha[1]    9.081559e-14
beta[1]     8.824032e-01
Name: params, dtype: float64, 'loglikelihood': -51.786924408731565, 'aic': 111.57384881746313, 'bic': np.float64(114.13007813592417)}, 3330: {'params': mu          2.260273e+02
omega       1.115772e+00
alpha[1]    1.094124e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -46.07404294420459, 'aic': 100.14808588840918, 'bic': np.float64(102.70431520687022)}, 3335: {'params': mu          234.340485
omega       150.462562
alpha[1]      0.309990
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -57.36638995668557, 'aic': 122.73277991337115, 'bic': np.float64(125.28900923183218)}, 3340: {'params': mu          232.390098
omega       155.058713
alpha[1]      0.440371
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -59.46580240325268, 'aic': 126.93160480650536, 'bic': np.float64(129.48783412496638)}, 3345: {'params': mu          221.560945
omega       303.980890
alpha[1]      0.000000
beta[1]       0.443838
Name: params, dtype: float64, 'loglikelihood': -64.66104096392459, 'aic': 137.32208192784918, 'bic': np.float64(139.8783112463102)}, 3350: {'params': mu          214.680053
omega       382.691289
alpha[1]      0.583045
beta[1]       0.306081
Name: params, dtype: float64, 'loglikelihood': -68.9698318848663, 'aic': 145.9396637697326, 'bic': np.float64(148.4958930881936)}, 3355: {'params': mu          273.713450
omega       702.553179
alpha[1]      0.842937
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -67.39959882943037, 'aic': 142.79919765886075, 'bic': np.float64(145.35542697732177)}, 3360: {'params': mu          286.821457
omega       176.954432
alpha[1]      0.457860
beta[1]       0.136491
Name: params, dtype: float64, 'loglikelihood': -60.42968343371385, 'aic': 128.8593668674277, 'bic': np.float64(131.41559618588872)}, 3365: {'params': mu          317.308630
omega        28.799320
alpha[1]      0.913357
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -54.264379286926534, 'aic': 116.52875857385307, 'bic': np.float64(119.0849878923141)}, 3370: {'params': mu          3.213240e+02
omega       2.595164e+01
alpha[1]    5.330805e-15
beta[1]     5.087231e-01
Name: params, dtype: float64, 'loglikelihood': -47.507169516847426, 'aic': 103.01433903369485, 'bic': np.float64(105.57056835215589)}, 3375: {'params': mu          325.868207
omega        34.448296
alpha[1]      0.410955
beta[1]       0.431113
Name: params, dtype: float64, 'loglikelihood': -52.42134872147579, 'aic': 112.84269744295158, 'bic': np.float64(115.39892676141261)}, 3380: {'params': mu          336.167203
omega        99.265031
alpha[1]      0.000000
beta[1]       0.517803
Name: params, dtype: float64, 'loglikelihood': -56.89616207348993, 'aic': 121.79232414697987, 'bic': np.float64(124.3485534654409)}, 3385: {'params': mu          349.079157
omega        30.556823
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -55.319688738669576, 'aic': 118.63937747733915, 'bic': np.float64(121.19560679580019)}, 3390: {'params': mu          3.753184e+02
omega       6.339236e+00
alpha[1]    9.274888e-01
beta[1]     5.498981e-15
Name: params, dtype: float64, 'loglikelihood': -47.61375060361338, 'aic': 103.22750120722677, 'bic': np.float64(105.7837305256878)}, 3395: {'params': mu          3.756034e+02
omega       1.161302e+01
alpha[1]    3.728840e-01
beta[1]     1.154528e-17
Name: params, dtype: float64, 'loglikelihood': -39.40616979914916, 'aic': 86.81233959829832, 'bic': np.float64(89.36856891675936)}, 3400: {'params': mu          3.747623e+02
omega       1.266089e+01
alpha[1]    1.000000e+00
beta[1]     2.865409e-15
Name: params, dtype: float64, 'loglikelihood': -49.64558260365818, 'aic': 107.29116520731635, 'bic': np.float64(109.84739452577739)}, 3405: {'params': mu          372.603823
omega        48.590565
alpha[1]      0.000000
beta[1]       0.738058
Name: params, dtype: float64, 'loglikelihood': -55.370338249193, 'aic': 118.740676498386, 'bic': np.float64(121.29690581684703)}, 3410: {'params': mu          3.758984e+02
omega       2.936307e+02
alpha[1]    6.704813e-01
beta[1]     5.104643e-11
Name: params, dtype: float64, 'loglikelihood': -62.68002184832454, 'aic': 133.3600436966491, 'bic': np.float64(135.9162730151101)}, 3415: {'params': mu          362.846210
omega       475.734106
alpha[1]      0.694479
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -66.58137965133888, 'aic': 141.16275930267776, 'bic': np.float64(143.71898862113878)}, 3420: {'params': mu          3.422191e+02
omega       3.679043e+02
alpha[1]    1.000000e+00
beta[1]     5.195426e-14
Name: params, dtype: float64, 'loglikelihood': -63.748725914125146, 'aic': 135.4974518282503, 'bic': np.float64(138.0536811467113)}, 3425: {'params': mu          342.066489
omega        48.479722
alpha[1]      0.490774
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -51.1340580900159, 'aic': 110.2681161800318, 'bic': np.float64(112.82434549849283)}, 3430: {'params': mu          345.126529
omega        63.859611
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -57.69908465796661, 'aic': 123.39816931593322, 'bic': np.float64(125.95439863439425)}, 3435: {'params': mu          3.835409e+02
omega       1.651065e+01
alpha[1]    1.000000e+00
beta[1]     3.819050e-12
Name: params, dtype: float64, 'loglikelihood': -56.0450524854618, 'aic': 120.0901049709236, 'bic': np.float64(122.64633428938464)}, 3440: {'params': mu          3.792728e+02
omega       7.186012e+01
alpha[1]    2.810252e-16
beta[1]     4.583964e-01
Name: params, dtype: float64, 'loglikelihood': -54.631701584626285, 'aic': 117.26340316925257, 'bic': np.float64(119.8196324877136)}, 3445: {'params': mu          3.745237e+02
omega       2.766864e+02
alpha[1]    7.080884e-01
beta[1]     3.625554e-14
Name: params, dtype: float64, 'loglikelihood': -62.379565599622346, 'aic': 132.75913119924468, 'bic': np.float64(135.31536051770573)}, 3450: {'params': mu          3.639469e+02
omega       2.196279e+02
alpha[1]    6.489648e-01
beta[1]     2.112854e-13
Name: params, dtype: float64, 'loglikelihood': -61.27375645049263, 'aic': 130.54751290098525, 'bic': np.float64(133.10374221944627)}, 3455: {'params': mu          3.787559e+02
omega       4.000743e+02
alpha[1]    7.043395e-01
beta[1]     1.503449e-15
Name: params, dtype: float64, 'loglikelihood': -65.02407856393638, 'aic': 138.04815712787277, 'bic': np.float64(140.6043864463338)}, 3460: {'params': mu          393.204523
omega       196.039959
alpha[1]      0.597216
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -61.02795519916832, 'aic': 130.05591039833664, 'bic': np.float64(132.61213971679766)}, 3465: {'params': mu          4.095302e+02
omega       3.953198e+02
alpha[1]    8.652694e-01
beta[1]     1.809915e-15
Name: params, dtype: float64, 'loglikelihood': -64.53036270934786, 'aic': 137.0607254186957, 'bic': np.float64(139.61695473715673)}, 3470: {'params': mu          4.700753e+02
omega       5.230862e+02
alpha[1]    7.896935e-01
beta[1]     4.188852e-15
Name: params, dtype: float64, 'loglikelihood': -67.10174347210963, 'aic': 142.20348694421926, 'bic': np.float64(144.75971626268029)}, 3475: {'params': mu          478.207499
omega         0.851268
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -45.10109330971353, 'aic': 98.20218661942705, 'bic': np.float64(100.75841593788809)}, 3480: {'params': mu          4.804917e+02
omega       5.389847e+00
alpha[1]    6.422727e-12
beta[1]     7.285530e-01
Name: params, dtype: float64, 'loglikelihood': -40.033213321334294, 'aic': 88.06642664266859, 'bic': np.float64(90.62265596112962)}, 3485: {'params': mu          487.097183
omega        28.024617
alpha[1]      0.861858
beta[1]       0.138142
Name: params, dtype: float64, 'loglikelihood': -54.76792729942999, 'aic': 117.53585459885998, 'bic': np.float64(120.09208391732102)}, 3490: {'params': mu          507.565024
omega        33.115449
alpha[1]      0.838396
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -53.94255533183371, 'aic': 115.88511066366742, 'bic': np.float64(118.44133998212845)}, 3495: {'params': mu          5.069114e+02
omega       3.495496e+01
alpha[1]    1.000000e+00
beta[1]     2.626319e-14
Name: params, dtype: float64, 'loglikelihood': -55.19509449005871, 'aic': 118.39018898011741, 'bic': np.float64(120.94641829857845)}, 3500: {'params': mu          5.093249e+02
omega       4.499214e+02
alpha[1]    7.774514e-01
beta[1]     1.604076e-14
Name: params, dtype: float64, 'loglikelihood': -65.23793948439602, 'aic': 138.47587896879205, 'bic': np.float64(141.03210828725307)}, 3505: {'params': mu           566.468101
omega       1106.110255
alpha[1]       0.645535
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -73.01474404363185, 'aic': 154.0294880872637, 'bic': np.float64(156.58571740572472)}, 3510: {'params': mu          591.529704
omega        11.637791
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -51.637471944535314, 'aic': 111.27494388907063, 'bic': np.float64(113.83117320753166)}, 3515: {'params': mu          5.897320e+02
omega       2.641528e+00
alpha[1]    2.509168e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -47.804830344374196, 'aic': 103.60966068874839, 'bic': np.float64(106.16589000720943)}, 3520: {'params': mu          5.952368e+02
omega       5.781251e+01
alpha[1]    1.137467e-15
beta[1]     7.470433e-01
Name: params, dtype: float64, 'loglikelihood': -56.530482694815625, 'aic': 121.06096538963125, 'bic': np.float64(123.61719470809228)}, 3525: {'params': mu          610.328800
omega       182.720191
alpha[1]      0.604686
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -60.529800520086944, 'aic': 129.0596010401739, 'bic': np.float64(131.61583035863492)}, 3530: {'params': mu          622.493870
omega        10.040699
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -47.45815002137959, 'aic': 102.91630004275918, 'bic': np.float64(105.47252936122021)}, 3535: {'params': mu          6.231428e+02
omega       1.364738e+00
alpha[1]    1.939452e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -46.08300904696054, 'aic': 100.16601809392108, 'bic': np.float64(102.72224741238212)}, 3540: {'params': mu          624.437322
omega        54.279784
alpha[1]      0.436320
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -50.09920091292619, 'aic': 108.19840182585239, 'bic': np.float64(110.75463114431342)}, 3545: {'params': mu          621.099065
omega        64.614944
alpha[1]      0.758300
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -55.18497603235503, 'aic': 118.36995206471006, 'bic': np.float64(120.9261813831711)}, 3550: {'params': mu          601.227353
omega       277.151549
alpha[1]      0.604877
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -63.34224146092693, 'aic': 134.68448292185386, 'bic': np.float64(137.24071224031488)}, 3555: {'params': mu          5.970481e+02
omega       6.084234e+01
alpha[1]    6.699135e-13
beta[1]     5.754884e-01
Name: params, dtype: float64, 'loglikelihood': -56.38063863819182, 'aic': 120.76127727638364, 'bic': np.float64(123.31750659484467)}, 3560: {'params': mu          594.780002
omega        58.978822
alpha[1]      0.000000
beta[1]       0.416790
Name: params, dtype: float64, 'loglikelihood': -53.07898045662694, 'aic': 114.15796091325387, 'bic': np.float64(116.71419023171491)}, 3565: {'params': mu          606.277611
omega       341.700591
alpha[1]      0.672471
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -64.12929029397952, 'aic': 136.25858058795905, 'bic': np.float64(138.81480990642007)}, 3570: {'params': mu          6.513853e+02
omega       2.373977e+01
alpha[1]    1.000000e+00
beta[1]     2.996013e-14
Name: params, dtype: float64, 'loglikelihood': -59.38835981391308, 'aic': 126.77671962782615, 'bic': np.float64(129.3329489462872)}, 3575: {'params': mu          650.285343
omega       479.103973
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -63.74042136556165, 'aic': 135.4808427311233, 'bic': np.float64(138.03707204958434)}, 3580: {'params': mu           588.940330
omega       1202.817191
alpha[1]       0.620777
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -73.74780117583012, 'aic': 155.49560235166024, 'bic': np.float64(158.05183167012126)}, 3585: {'params': mu          5.561960e+02
omega       1.515612e+03
alpha[1]    7.339460e-01
beta[1]     4.007356e-14
Name: params, dtype: float64, 'loglikelihood': -74.40226679553271, 'aic': 156.80453359106542, 'bic': np.float64(159.36076290952644)}, 3590: {'params': mu           466.934883
omega       1095.540097
alpha[1]       0.699789
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -71.97833093209724, 'aic': 151.95666186419447, 'bic': np.float64(154.5128911826555)}, 3595: {'params': mu          448.072017
omega        26.409410
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -53.62329342378531, 'aic': 115.24658684757063, 'bic': np.float64(117.80281616603166)}, 3600: {'params': mu          440.805051
omega        25.349436
alpha[1]      0.000000
beta[1]       0.458847
Name: params, dtype: float64, 'loglikelihood': -47.297016223497174, 'aic': 102.59403244699435, 'bic': np.float64(105.15026176545538)}, 3605: {'params': mu          4.430943e+02
omega       3.404116e+01
alpha[1]    4.336809e-17
beta[1]     4.967463e-01
Name: params, dtype: float64, 'loglikelihood': -49.41027257557349, 'aic': 106.82054515114697, 'bic': np.float64(109.37677446960801)}, 3610: {'params': mu          4.455677e+02
omega       4.421526e+01
alpha[1]    1.000000e+00
beta[1]     1.528381e-13
Name: params, dtype: float64, 'loglikelihood': -57.616253280828026, 'aic': 123.23250656165605, 'bic': np.float64(125.78873588011709)}, 3615: {'params': mu          4.728597e+02
omega       2.627191e+02
alpha[1]    1.040834e-17
beta[1]     5.052947e-01
Name: params, dtype: float64, 'loglikelihood': -63.715177956285935, 'aic': 135.43035591257188, 'bic': np.float64(137.9865852310329)}, 3620: {'params': mu          490.749457
omega       211.581562
alpha[1]      0.607498
beta[1]       0.372284
Name: params, dtype: float64, 'loglikelihood': -65.09943478516732, 'aic': 138.19886957033464, 'bic': np.float64(140.75509888879566)}, 3625: {'params': mu          4.741427e+02
omega       4.937349e+02
alpha[1]    2.728935e-15
beta[1]     7.333654e-01
Name: params, dtype: float64, 'loglikelihood': -71.62884403960942, 'aic': 151.25768807921884, 'bic': np.float64(153.81391739767986)}, 3630: {'params': mu          450.793846
omega       137.834274
alpha[1]      0.084092
beta[1]       0.661042
Name: params, dtype: float64, 'loglikelihood': -68.82778918223114, 'aic': 145.6555783644623, 'bic': np.float64(148.2118076829233)}, 3635: {'params': mu          447.524507
omega       144.441130
alpha[1]      0.000000
beta[1]       0.622248
Name: params, dtype: float64, 'loglikelihood': -62.76600534618436, 'aic': 133.53201069236871, 'bic': np.float64(136.08824001082974)}, 3640: {'params': mu           466.655311
omega       1131.588160
alpha[1]       0.469903
beta[1]        0.022157
Name: params, dtype: float64, 'loglikelihood': -72.25803878168314, 'aic': 152.51607756336628, 'bic': np.float64(155.0723068818273)}, 3645: {'params': mu          5.516670e+02
omega       1.372745e+03
alpha[1]    7.882142e-01
beta[1]     1.515594e-13
Name: params, dtype: float64, 'loglikelihood': -74.0080218640378, 'aic': 156.0160437280756, 'bic': np.float64(158.57227304653662)}, 3650: {'params': mu          567.055520
omega       810.248555
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -69.8322857673804, 'aic': 147.6645715347608, 'bic': np.float64(150.22080085322182)}, 3655: {'params': mu          6.174574e+02
omega       3.905419e+01
alpha[1]    8.955605e-01
beta[1]     4.651047e-17
Name: params, dtype: float64, 'loglikelihood': -58.08326945618471, 'aic': 124.16653891236942, 'bic': np.float64(126.72276823083045)}, 3660: {'params': mu          620.505194
omega        91.564006
alpha[1]      0.673194
beta[1]       0.151649
Name: params, dtype: float64, 'loglikelihood': -56.928928196455225, 'aic': 121.85785639291045, 'bic': np.float64(124.41408571137148)}, 3665: {'params': mu          616.409063
omega       384.250884
alpha[1]      0.714171
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -66.86728094697874, 'aic': 141.73456189395748, 'bic': np.float64(144.2907912124185)}, 3670: {'params': mu            536.797662
omega       17019.570248
alpha[1]        0.365644
beta[1]         0.154652
Name: params, dtype: float64, 'loglikelihood': -92.17964697563382, 'aic': 192.35929395126763, 'bic': np.float64(194.91552326972865)}, 3675: {'params': mu            269.753107
omega       16711.783009
alpha[1]        0.587973
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -91.2720200665964, 'aic': 190.5440401331928, 'bic': np.float64(193.10026945165382)}, 3680: {'params': mu           261.184612
omega       7611.785424
alpha[1]       0.676946
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -85.83245261363011, 'aic': 179.66490522726022, 'bic': np.float64(182.22113454572124)}, 3685: {'params': mu          4.418757e+02
omega       1.495516e+04
alpha[1]    6.757273e-01
beta[1]     2.840358e-14
Name: params, dtype: float64, 'loglikelihood': -90.99384717841545, 'aic': 189.9876943568309, 'bic': np.float64(192.54392367529192)}, 3690: {'params': mu            630.280031
omega       18792.534432
alpha[1]        0.685864
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -91.88648795634535, 'aic': 191.7729759126907, 'bic': np.float64(194.32920523115172)}, 3695: {'params': mu           921.500022
omega       5037.462225
alpha[1]       1.000000
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -83.29018631841535, 'aic': 174.5803726368307, 'bic': np.float64(177.13660195529172)}, 3700: {'params': mu          9.405189e+02
omega       2.662596e+02
alpha[1]    2.563921e-15
beta[1]     4.880173e-01
Name: params, dtype: float64, 'loglikelihood': -63.82204401729024, 'aic': 135.64408803458048, 'bic': np.float64(138.2003173530415)}, 3705: {'params': mu          9.457493e+02
omega       2.705650e+02
alpha[1]    5.599687e-15
beta[1]     5.297713e-01
Name: params, dtype: float64, 'loglikelihood': -63.89409444820709, 'aic': 135.78818889641417, 'bic': np.float64(138.34441821487522)}, 3710: {'params': mu          937.487412
omega       402.787388
alpha[1]      0.650179
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -66.19698144915125, 'aic': 140.3939628983025, 'bic': np.float64(142.95019221676353)}, 3715: {'params': mu          939.181240
omega       366.020258
alpha[1]      0.000000
beta[1]       0.511967
Name: params, dtype: float64, 'loglikelihood': -66.0317152918918, 'aic': 140.0634305837836, 'bic': np.float64(142.61965990224462)}, 3720: {'params': mu          941.017205
omega       848.477099
alpha[1]      0.181987
beta[1]       0.343457
Name: params, dtype: float64, 'loglikelihood': -71.69388551056333, 'aic': 151.38777102112667, 'bic': np.float64(153.9440003395877)}, 3725: {'params': mu          9.264942e+02
omega       3.016281e+03
alpha[1]    6.904181e-01
beta[1]     9.701474e-11
Name: params, dtype: float64, 'loglikelihood': -79.81800435498376, 'aic': 167.6360087099675, 'bic': np.float64(170.19223802842853)}, 3730: {'params': mu           806.801077
omega       4309.481025
alpha[1]       0.713445
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -80.77077330462518, 'aic': 169.54154660925036, 'bic': np.float64(172.09777592771138)}, 3735: {'params': mu           770.933919
omega       1998.749805
alpha[1]       0.644142
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -77.43081926237139, 'aic': 162.86163852474277, 'bic': np.float64(165.4178678432038)}, 3740: {'params': mu          731.061444
omega       996.756927
alpha[1]      0.041278
beta[1]       0.919619
Name: params, dtype: float64, 'loglikelihood': -83.8803438429488, 'aic': 175.7606876858976, 'bic': np.float64(178.31691700435863)}, 3745: {'params': mu          8.011503e+02
omega       1.044008e+04
alpha[1]    2.440756e-15
beta[1]     4.915717e-01
Name: params, dtype: float64, 'loglikelihood': -89.48848267917664, 'aic': 186.97696535835328, 'bic': np.float64(189.5331946768143)}, 3750: {'params': mu           918.547446
omega       6075.831584
alpha[1]       0.944616
beta[1]        0.055384
Name: params, dtype: float64, 'loglikelihood': -87.3807446320869, 'aic': 182.7614892641738, 'bic': np.float64(185.31771858263482)}, 3755: {'params': mu           1009.373585
omega       12976.978450
alpha[1]        0.303556
beta[1]         0.202172
Name: params, dtype: float64, 'loglikelihood': -90.97314523777288, 'aic': 189.94629047554577, 'bic': np.float64(192.5025197940068)}, 3760: {'params': mu          1023.626638
omega       8201.396617
alpha[1]       0.000000
beta[1]        0.637763
Name: params, dtype: float64, 'loglikelihood': -91.20624925059653, 'aic': 190.41249850119306, 'bic': np.float64(192.96872781965408)}, 3765: {'params': mu            926.635939
omega       17383.176955
alpha[1]        0.430504
beta[1]         0.098241
Name: params, dtype: float64, 'loglikelihood': -92.70367035754286, 'aic': 193.40734071508572, 'bic': np.float64(195.96357003354674)}, 3770: {'params': mu          7.143861e+02
omega       1.837610e+04
alpha[1]    6.514914e-01
beta[1]     6.153452e-15
Name: params, dtype: float64, 'loglikelihood': -91.83643017245828, 'aic': 191.67286034491656, 'bic': np.float64(194.22908966337758)}, 3775: {'params': mu           437.346559
omega       7837.627605
alpha[1]       1.000000
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -88.73365082156377, 'aic': 185.46730164312754, 'bic': np.float64(188.02353096158856)}, 3780: {'params': mu           368.442729
omega       3344.315451
alpha[1]       0.743083
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -79.79372986419705, 'aic': 167.5874597283941, 'bic': np.float64(170.14368904685512)}, 3785: {'params': mu           250.977566
omega       2115.220078
alpha[1]       0.675080
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -77.28998067311373, 'aic': 162.57996134622746, 'bic': np.float64(165.13619066468848)}, 3790: {'params': mu          2.131466e+02
omega       2.813326e+02
alpha[1]    1.000000e+00
beta[1]     6.851894e-14
Name: params, dtype: float64, 'loglikelihood': -63.65211702888263, 'aic': 135.30423405776526, 'bic': np.float64(137.86046337622628)}, 3795: {'params': mu          2.062763e+02
omega       4.907489e+00
alpha[1]    1.344482e-17
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -52.78027430857778, 'aic': 113.56054861715556, 'bic': np.float64(116.1167779356166)}, 3800: {'params': mu          194.158329
omega       231.646876
alpha[1]      0.703163
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -61.483126366705044, 'aic': 130.9662527334101, 'bic': np.float64(133.52248205187112)}, 3805: {'params': mu          158.832478
omega       331.742562
alpha[1]      0.799430
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -63.60218244258011, 'aic': 135.2043648851602, 'bic': np.float64(137.76059420362125)}, 3810: {'params': mu          1.371979e+02
omega       9.441571e-07
alpha[1]    8.999488e-01
beta[1]     1.000512e-01
Name: params, dtype: float64, 'loglikelihood': -46.21188956667325, 'aic': 100.4237791333465, 'bic': np.float64(102.98000845180754)}, 3815: {'params': mu          139.338268
omega         6.281453
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -41.40693566206924, 'aic': 90.81387132413847, 'bic': np.float64(93.37010064259951)}, 3820: {'params': mu          136.580168
omega         6.102953
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -40.26554341650227, 'aic': 88.53108683300454, 'bic': np.float64(91.08731615146557)}, 3825: {'params': mu          1.341046e+02
omega       2.729857e-07
alpha[1]    8.290139e-01
beta[1]     1.709861e-01
Name: params, dtype: float64, 'loglikelihood': -35.76367781916037, 'aic': 79.52735563832074, 'bic': np.float64(82.08358495678178)}, 3830: {'params': mu          1.368931e+02
omega       7.747755e-08
alpha[1]    0.000000e+00
beta[1]     9.721147e-01
Name: params, dtype: float64, 'loglikelihood': -34.04105274082037, 'aic': 76.08210548164074, 'bic': np.float64(78.63833480010177)}, 3835: {'params': mu          138.123439
omega         2.765647
alpha[1]      0.805657
beta[1]       0.063449
Name: params, dtype: float64, 'loglikelihood': -35.061098503754465, 'aic': 78.12219700750893, 'bic': np.float64(80.67842632596997)}, 3840: {'params': mu          1.388781e+02
omega       3.058549e+00
alpha[1]    1.000000e+00
beta[1]     3.406046e-14
Name: params, dtype: float64, 'loglikelihood': -40.98085125492466, 'aic': 89.96170250984932, 'bic': np.float64(92.51793182831035)}, 3845: {'params': mu          1.359638e+02
omega       1.565629e+01
alpha[1]    5.299763e-16
beta[1]     7.304894e-01
Name: params, dtype: float64, 'loglikelihood': -47.493362533183394, 'aic': 102.98672506636679, 'bic': np.float64(105.54295438482782)}, 3850: {'params': mu          133.012539
omega        31.886739
alpha[1]      0.000000
beta[1]       0.511993
Name: params, dtype: float64, 'loglikelihood': -48.94771987232414, 'aic': 105.89543974464829, 'bic': np.float64(108.45166906310932)}, 3855: {'params': mu          121.461275
omega         2.397111
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -48.246168839530554, 'aic': 104.49233767906111, 'bic': np.float64(107.04856699752214)}, 3860: {'params': mu          1.211420e+02
omega       4.830766e+00
alpha[1]    1.000000e+00
beta[1]     9.811317e-13
Name: params, dtype: float64, 'loglikelihood': -41.53681563948415, 'aic': 91.0736312789683, 'bic': np.float64(93.62986059742934)}, 3865: {'params': mu          111.360093
omega         3.365006
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -42.29333215121636, 'aic': 92.58666430243272, 'bic': np.float64(95.14289362089376)}, 3870: {'params': mu          1.094469e+02
omega       5.568641e+00
alpha[1]    8.016968e-01
beta[1]     1.310237e-14
Name: params, dtype: float64, 'loglikelihood': -39.89497216466805, 'aic': 87.7899443293361, 'bic': np.float64(90.34617364779713)}, 3875: {'params': mu          104.482057
omega         0.143734
alpha[1]      0.911695
beta[1]       0.088305
Name: params, dtype: float64, 'loglikelihood': -29.569119902276164, 'aic': 67.13823980455233, 'bic': np.float64(69.69446912301336)}, 3880: {'params': mu          1.048541e+02
omega       2.727310e-01
alpha[1]    1.000000e+00
beta[1]     1.275724e-14
Name: params, dtype: float64, 'loglikelihood': -30.016860673302887, 'aic': 68.03372134660577, 'bic': np.float64(70.58995066506681)}, 3885: {'params': mu          100.196507
omega        12.958592
alpha[1]      0.000000
beta[1]       0.505670
Name: params, dtype: float64, 'loglikelihood': -42.646732185833855, 'aic': 93.29346437166771, 'bic': np.float64(95.84969369012875)}, 3890: {'params': mu          9.501290e+01
omega       3.759141e+00
alpha[1]    1.000000e+00
beta[1]     4.029642e-15
Name: params, dtype: float64, 'loglikelihood': -39.351387967680196, 'aic': 86.70277593536039, 'bic': np.float64(89.25900525382143)}, 3895: {'params': mu          94.580139
omega        1.455208
alpha[1]     0.000000
beta[1]      0.858464
Name: params, dtype: float64, 'loglikelihood': -35.222506473468655, 'aic': 78.44501294693731, 'bic': np.float64(81.00124226539835)}, 3900: {'params': mu          95.484645
omega       11.799431
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -46.401350965428094, 'aic': 100.80270193085619, 'bic': np.float64(103.35893124931722)}, 3905: {'params': mu          83.527128
omega       49.052399
alpha[1]     0.535144
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -51.57801497723882, 'aic': 111.15602995447765, 'bic': np.float64(113.71225927293868)}, 3910: {'params': mu          82.069062
omega       52.405924
alpha[1]     0.663608
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -52.202790007878384, 'aic': 112.40558001575677, 'bic': np.float64(114.9618093342178)}, 3915: {'params': mu          9.684387e+01
omega       1.080993e+01
alpha[1]    1.000000e+00
beta[1]     9.357164e-16
Name: params, dtype: float64, 'loglikelihood': -51.20630079973317, 'aic': 110.41260159946634, 'bic': np.float64(112.96883091792738)}, 3920: {'params': mu          104.175787
omega         1.861971
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -40.056742052446864, 'aic': 88.11348410489373, 'bic': np.float64(90.66971342335476)}, 3925: {'params': mu          1.051649e+02
omega       4.485835e+00
alpha[1]    2.532696e-16
beta[1]     7.237999e-01
Name: params, dtype: float64, 'loglikelihood': -38.75124351325025, 'aic': 85.5024870265005, 'bic': np.float64(88.05871634496154)}, 3930: {'params': mu          1.054127e+02
omega       8.573372e+00
alpha[1]    1.613293e-16
beta[1]     4.865577e-01
Name: params, dtype: float64, 'loglikelihood': -39.75228334337543, 'aic': 87.50456668675086, 'bic': np.float64(90.0607960052119)}, 3935: {'params': mu          1.063649e+02
omega       1.810712e+01
alpha[1]    8.922300e-01
beta[1]     9.331381e-15
Name: params, dtype: float64, 'loglikelihood': -48.13131572723643, 'aic': 104.26263145447285, 'bic': np.float64(106.81886077293389)}, 3940: {'params': mu          122.867455
omega        12.341590
alpha[1]      0.859025
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -47.9026177219731, 'aic': 103.8052354439462, 'bic': np.float64(106.36146476240724)}, 3945: {'params': mu          1.299820e+02
omega       4.010360e+00
alpha[1]    8.241664e-01
beta[1]     1.240266e-14
Name: params, dtype: float64, 'loglikelihood': -38.11608099620732, 'aic': 84.23216199241465, 'bic': np.float64(86.78839131087568)}, 3950: {'params': mu          1.303230e+02
omega       3.792195e+00
alpha[1]    8.622570e-01
beta[1]     3.269219e-17
Name: params, dtype: float64, 'loglikelihood': -38.24055764104477, 'aic': 84.48111528208953, 'bic': np.float64(87.03734460055057)}, 3955: {'params': mu          1.221588e+02
omega       9.853463e-01
alpha[1]    1.000000e+00
beta[1]     8.771363e-15
Name: params, dtype: float64, 'loglikelihood': -40.355142663996276, 'aic': 88.71028532799255, 'bic': np.float64(91.26651464645359)}, 3960: {'params': mu          1.175152e+02
omega       1.724816e-07
alpha[1]    0.000000e+00
beta[1]     9.738482e-01
Name: params, dtype: float64, 'loglikelihood': -39.69565258061949, 'aic': 87.39130516123898, 'bic': np.float64(89.94753447970001)}, 3965: {'params': mu          1.136237e+02
omega       1.085132e+00
alpha[1]    2.149302e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -41.269526629196434, 'aic': 90.53905325839287, 'bic': np.float64(93.0952825768539)}, 3970: {'params': mu          114.285235
omega        28.072415
alpha[1]      0.464484
beta[1]       0.535516
Name: params, dtype: float64, 'loglikelihood': -53.13789208075421, 'aic': 114.27578416150843, 'bic': np.float64(116.83201347996946)}, 3975: {'params': mu          132.948190
omega       133.114778
alpha[1]      0.614639
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -58.419591052549855, 'aic': 124.83918210509971, 'bic': np.float64(127.39541142356074)}, 3980: {'params': mu          131.361889
omega        45.509130
alpha[1]      0.000000
beta[1]       0.713188
Name: params, dtype: float64, 'loglikelihood': -55.00419315572127, 'aic': 118.00838631144254, 'bic': np.float64(120.56461562990357)}, 3985: {'params': mu          1.214513e+02
omega       3.110438e+02
alpha[1]    6.833357e-01
beta[1]     2.133471e-13
Name: params, dtype: float64, 'loglikelihood': -63.795115994448366, 'aic': 135.59023198889673, 'bic': np.float64(138.14646130735775)}, 3990: {'params': mu          1.070589e+02
omega       8.986525e+02
alpha[1]    9.131942e-01
beta[1]     5.091970e-14
Name: params, dtype: float64, 'loglikelihood': -69.6961872816742, 'aic': 147.3923745633484, 'bic': np.float64(149.94860388180942)}, 3995: {'params': mu          129.466140
omega       890.596837
alpha[1]      0.668156
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -71.32952003816067, 'aic': 150.65904007632133, 'bic': np.float64(153.21526939478235)}, 4000: {'params': mu          130.922476
omega       728.874753
alpha[1]      0.833017
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -69.8767421059388, 'aic': 147.7534842118776, 'bic': np.float64(150.30971353033863)}, 4005: {'params': mu          8.796670e+01
omega       2.631376e+01
alpha[1]    1.000000e+00
beta[1]     1.049791e-13
Name: params, dtype: float64, 'loglikelihood': -59.43883813164041, 'aic': 126.87767626328082, 'bic': np.float64(129.43390558174184)}, 4010: {'params': mu          7.656383e+01
omega       8.281071e+01
alpha[1]    6.576211e-01
beta[1]     5.756409e-16
Name: params, dtype: float64, 'loglikelihood': -55.14795103779837, 'aic': 118.29590207559674, 'bic': np.float64(120.85213139405778)}, 4015: {'params': mu          6.850339e+01
omega       1.068477e+01
alpha[1]    1.000000e+00
beta[1]     3.363402e-13
Name: params, dtype: float64, 'loglikelihood': -52.46718987692404, 'aic': 112.93437975384808, 'bic': np.float64(115.49060907230911)}, 4020: {'params': mu          4.668317e+01
omega       1.059158e+00
alpha[1]    9.782249e-01
beta[1]     1.302845e-13
Name: params, dtype: float64, 'loglikelihood': -37.84483996658658, 'aic': 83.68967993317315, 'bic': np.float64(86.24590925163419)}, 4025: {'params': mu          4.626556e+01
omega       1.344053e+00
alpha[1]    1.000000e+00
beta[1]     2.242579e-12
Name: params, dtype: float64, 'loglikelihood': -31.724566217452725, 'aic': 71.44913243490545, 'bic': np.float64(74.00536175336649)}, 4030: {'params': mu          38.922208
omega        4.031962
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -42.647254529992956, 'aic': 93.29450905998591, 'bic': np.float64(95.85073837844695)}, 4035: {'params': mu          30.128353
omega        0.010256
alpha[1]     0.990057
beta[1]      0.009943
Name: params, dtype: float64, 'loglikelihood': -33.283840265183635, 'aic': 74.56768053036727, 'bic': np.float64(77.1239098488283)}, 4040: {'params': mu          3.030525e+01
omega       4.227844e-01
alpha[1]    1.000000e+00
beta[1]     5.351362e-16
Name: params, dtype: float64, 'loglikelihood': -26.496412288593095, 'aic': 60.99282457718619, 'bic': np.float64(63.549053895647226)}, 4045: {'params': mu          2.824168e+01
omega       3.035493e+00
alpha[1]    1.968117e-01
beta[1]     5.078822e-17
Name: params, dtype: float64, 'loglikelihood': -28.91141409336732, 'aic': 65.82282818673464, 'bic': np.float64(68.37905750519568)}, 4050: {'params': mu          2.630626e+01
omega       7.635262e-01
alpha[1]    1.000000e+00
beta[1]     2.003987e-15
Name: params, dtype: float64, 'loglikelihood': -29.320288740815503, 'aic': 66.640577481631, 'bic': np.float64(69.19680680009203)}, 4055: {'params': mu          23.899718
omega        0.559581
alpha[1]     0.944510
beta[1]      0.055490
Name: params, dtype: float64, 'loglikelihood': -29.585229294222287, 'aic': 67.17045858844457, 'bic': np.float64(69.72668790690561)}, 4060: {'params': mu          2.028879e+01
omega       1.627892e-01
alpha[1]    1.000000e+00
beta[1]     6.300399e-15
Name: params, dtype: float64, 'loglikelihood': -20.89761253844604, 'aic': 49.79522507689208, 'bic': np.float64(52.351454395353116)}, 4065: {'params': mu          2.014802e+01
omega       1.217866e-01
alpha[1]    1.000000e+00
beta[1]     1.148685e-14
Name: params, dtype: float64, 'loglikelihood': -20.632265050363582, 'aic': 49.264530100727164, 'bic': np.float64(51.8207594191882)}, 4070: {'params': mu          1.746184e+01
omega       2.396296e-01
alpha[1]    1.000000e+00
beta[1]     2.551318e-14
Name: params, dtype: float64, 'loglikelihood': -21.648172650268577, 'aic': 51.296345300537155, 'bic': np.float64(53.85257461899819)}, 4075: {'params': mu          1.565672e+01
omega       2.070735e-01
alpha[1]    1.000000e+00
beta[1]     7.271249e-15
Name: params, dtype: float64, 'loglikelihood': -21.324857984065744, 'aic': 50.64971596813149, 'bic': np.float64(53.205945286592524)}, 4080: {'params': mu          1.417991e+01
omega       2.434156e-02
alpha[1]    1.000000e+00
beta[1]     2.671627e-12
Name: params, dtype: float64, 'loglikelihood': -12.269652580324323, 'aic': 32.539305160648645, 'bic': np.float64(35.09553447910968)}, 4085: {'params': mu          14.074948
omega        0.024036
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -4.89258705035988, 'aic': 17.785174100719757, 'bic': np.float64(20.341403419180793)}, 4090: {'params': mu          1.343323e+01
omega       3.608034e-03
alpha[1]    9.952527e-01
beta[1]     3.757461e-09
Name: params, dtype: float64, 'loglikelihood': 5.593720834625696, 'aic': -3.187441669251392, 'bic': np.float64(-0.6312123507903582)}, 4095: {'params': mu          13.411941
omega        0.003034
alpha[1]     0.125471
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': 19.80441667368748, 'aic': -31.60883334737496, 'bic': np.float64(-29.052604028913926)}, 4100: {'params': mu          13.425656
omega        0.000136
alpha[1]     0.000000
beta[1]      1.000000
Name: params, dtype: float64, 'loglikelihood': 15.71418366382187, 'aic': -23.42836732764374, 'bic': np.float64(-20.872138009182706)}, 4105: {'params': mu          13.426958
omega        0.000547
alpha[1]     0.049486
beta[1]      0.950514
Name: params, dtype: float64, 'loglikelihood': 12.356724946499208, 'aic': -16.713449892998415, 'bic': np.float64(-14.157220574537382)}, 4110: {'params': mu          13.477558
omega        0.008771
alpha[1]     0.512218
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': 8.72821884291985, 'aic': -9.456437685839699, 'bic': np.float64(-6.900208367378665)}, 4115: {'params': mu          13.411285
omega        0.002131
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': 10.908209061600964, 'aic': -13.816418123201927, 'bic': np.float64(-11.260188804740894)}, 4120: {'params': mu          13.312322
omega        0.053868
alpha[1]     0.838581
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -5.965139591779443, 'aic': 19.930279183558888, 'bic': np.float64(22.48650850201992)}, 4125: {'params': mu          1.251228e+01
omega       1.154977e-02
alpha[1]    1.000000e+00
beta[1]     2.187060e-12
Name: params, dtype: float64, 'loglikelihood': -2.881957822739119, 'aic': 13.763915645478239, 'bic': np.float64(16.32014496393927)}, 4130: {'params': mu          12.337769
omega        0.041190
alpha[1]     0.509286
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -0.647536122975942, 'aic': 9.295072245951884, 'bic': np.float64(11.851301564412918)}, 4135: {'params': mu          11.696887
omega        0.037763
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -7.474903839816972, 'aic': 22.949807679633942, 'bic': np.float64(25.506036998094977)}, 4140: {'params': mu          1.136196e+01
omega       4.267707e-02
alpha[1]    1.249616e-15
beta[1]     7.679449e-01
Name: params, dtype: float64, 'loglikelihood': -9.652657297647597, 'aic': 27.305314595295194, 'bic': np.float64(29.86154391375623)}, 4145: {'params': mu          1.088616e+01
omega       3.583366e-03
alpha[1]    9.999984e-01
beta[1]     5.243817e-07
Name: params, dtype: float64, 'loglikelihood': 7.864304640328516, 'aic': -7.728609280657032, 'bic': np.float64(-5.172379962195999)}, 4150: {'params': mu          10.882985
omega        0.004087
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': 8.1970289382955, 'aic': -8.394057876590999, 'bic': np.float64(-5.837828558129965)}, 4155: {'params': mu          10.719992
omega        0.002373
alpha[1]     0.000000
beta[1]      1.000000
Name: params, dtype: float64, 'loglikelihood': -0.3842309324821682, 'aic': 8.768461864964337, 'bic': np.float64(11.32469118342537)}, 4160: {'params': mu          10.859846
omega        0.052072
alpha[1]     0.464381
beta[1]      0.453815
Name: params, dtype: float64, 'loglikelihood': -10.40464829213467, 'aic': 28.80929658426934, 'bic': np.float64(31.365525902730376)}, 4165: {'params': mu          1.171578e+01
omega       1.161137e-02
alpha[1]    8.392505e-01
beta[1]     2.979832e-14
Name: params, dtype: float64, 'loglikelihood': -2.0057471052812765, 'aic': 12.011494210562553, 'bic': np.float64(14.567723529023587)}, 4170: {'params': mu          11.799108
omega        0.004465
alpha[1]     0.670334
beta[1]      0.276810
Name: params, dtype: float64, 'loglikelihood': 7.576862392750154, 'aic': -7.153724785500309, 'bic': np.float64(-4.597495467039275)}, 4175: {'params': mu          1.198116e+01
omega       1.492291e-02
alpha[1]    1.000000e+00
beta[1]     3.153100e-16
Name: params, dtype: float64, 'loglikelihood': 2.0440224233180784, 'aic': 3.9119551533638433, 'bic': np.float64(6.468184471824877)}, 4180: {'params': mu          12.027891
omega        0.004149
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -3.479923102827849, 'aic': 14.959846205655698, 'bic': np.float64(17.51607552411673)}, 4185: {'params': mu          12.373726
omega        0.002716
alpha[1]     0.951533
beta[1]      0.048467
Name: params, dtype: float64, 'loglikelihood': 0.9961806556582098, 'aic': 6.00763868868358, 'bic': np.float64(8.563868007144613)}, 4190: {'params': mu          1.236457e+01
omega       2.464267e-03
alpha[1]    1.000000e+00
beta[1]     2.361806e-08
Name: params, dtype: float64, 'loglikelihood': 7.006273645768479, 'aic': -6.012547291536958, 'bic': np.float64(-3.456317973075924)}, 4195: {'params': mu          12.246970
omega        0.007655
alpha[1]     0.447945
beta[1]      0.552055
Name: params, dtype: float64, 'loglikelihood': 3.1434717542086545, 'aic': 1.713056491582691, 'bic': np.float64(4.2692858100437245)}, 4200: {'params': mu          11.89233
omega        0.01925
alpha[1]     1.00000
beta[1]      0.00000
Name: params, dtype: float64, 'loglikelihood': -6.631441724460695, 'aic': 21.26288344892139, 'bic': np.float64(23.81911276738242)}, 4205: {'params': mu          1.109889e+01
omega       1.064406e-04
alpha[1]    1.000000e+00
beta[1]     1.932757e-11
Name: params, dtype: float64, 'loglikelihood': -4.224527117629842, 'aic': 16.449054235259684, 'bic': np.float64(19.005283553720716)}, 4210: {'params': mu          11.017787
omega        0.060639
alpha[1]     0.681722
beta[1]      0.108135
Name: params, dtype: float64, 'loglikelihood': -7.104275681316097, 'aic': 22.208551362632193, 'bic': np.float64(24.764780681093228)}, 4215: {'params': mu          1.079922e+01
omega       1.976365e-02
alpha[1]    1.000000e+00
beta[1]     4.746659e-15
Name: params, dtype: float64, 'loglikelihood': -3.990543838106371, 'aic': 15.981087676212741, 'bic': np.float64(18.537316994673777)}, 4220: {'params': mu          1.045146e+01
omega       5.657167e-02
alpha[1]    7.204120e-01
beta[1]     5.003026e-13
Name: params, dtype: float64, 'loglikelihood': -5.509375710281074, 'aic': 19.018751420562147, 'bic': np.float64(21.574980739023182)}, 4225: {'params': mu          10.615869
omega        0.239904
alpha[1]     0.475143
beta[1]      0.524857
Name: params, dtype: float64, 'loglikelihood': -20.467510934116934, 'aic': 48.93502186823387, 'bic': np.float64(51.4912511866949)}, 4230: {'params': mu          1.112126e+01
omega       6.608518e-01
alpha[1]    5.042327e-15
beta[1]     6.939196e-01
Name: params, dtype: float64, 'loglikelihood': -24.834480894456185, 'aic': 57.66896178891237, 'bic': np.float64(60.225191107373405)}, 4235: {'params': mu          11.118334
omega        0.011094
alpha[1]     0.650875
beta[1]      0.334509
Name: params, dtype: float64, 'loglikelihood': -17.57945566011757, 'aic': 43.15891132023514, 'bic': np.float64(45.71514063869618)}, 4240: {'params': mu          1.109023e+01
omega       5.647400e-02
alpha[1]    1.000000e+00
beta[1]     2.459565e-15
Name: params, dtype: float64, 'loglikelihood': -8.827367885965138, 'aic': 25.654735771930277, 'bic': np.float64(28.210965090391312)}, 4245: {'params': mu          1.094813e+01
omega       4.466611e-02
alpha[1]    1.000000e+00
beta[1]     1.740639e-14
Name: params, dtype: float64, 'loglikelihood': -14.125250967247103, 'aic': 36.25050193449421, 'bic': np.float64(38.80673125295524)}, 4250: {'params': mu          8.887135e+00
omega       8.647566e-03
alpha[1]    1.000000e+00
beta[1]     4.725695e-13
Name: params, dtype: float64, 'loglikelihood': -8.518658289471794, 'aic': 25.03731657894359, 'bic': np.float64(27.593545897404624)}, 4255: {'params': mu          8.794854
omega       0.032268
alpha[1]    0.136584
beta[1]     0.193734
Name: params, dtype: float64, 'loglikelihood': 1.2878890637159355, 'aic': 5.424221872568129, 'bic': np.float64(7.980451191029163)}, 4260: {'params': mu          8.518583
omega       0.038612
alpha[1]    0.380106
beta[1]     0.619894
Name: params, dtype: float64, 'loglikelihood': -9.638657435417377, 'aic': 27.277314870834754, 'bic': np.float64(29.833544189295786)}, 4265: {'params': mu          7.565449
omega       0.013400
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -11.904261326804512, 'aic': 31.808522653609025, 'bic': np.float64(34.36475197207006)}, 4270: {'params': mu          6.789203e+00
omega       1.268612e-02
alpha[1]    1.000000e+00
beta[1]     2.505620e-14
Name: params, dtype: float64, 'loglikelihood': -5.346227449405797, 'aic': 18.692454898811594, 'bic': np.float64(21.248684217272626)}, 4275: {'params': mu          6.660227e+00
omega       4.937326e-03
alpha[1]    1.000000e+00
beta[1]     3.425488e-11
Name: params, dtype: float64, 'loglikelihood': 6.104361216055925, 'aic': -4.20872243211185, 'bic': np.float64(-1.6524931136508165)}, 4280: {'params': mu          6.551472
omega       0.012990
alpha[1]    0.009973
beta[1]     0.490253
Name: params, dtype: float64, 'loglikelihood': 5.858078348733945, 'aic': -3.7161566974678895, 'bic': np.float64(-1.1599273790068558)}, 4285: {'params': mu          6.511080
omega       0.000435
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 4.255243577001003, 'aic': -0.5104871540020053, 'bic': np.float64(2.0457421644590283)}, 4290: {'params': mu          6.306644e+00
omega       1.607082e-02
alpha[1]    1.000000e+00
beta[1]     5.185743e-12
Name: params, dtype: float64, 'loglikelihood': -0.028111288448732008, 'aic': 8.056222576897465, 'bic': np.float64(10.612451895358497)}, 4295: {'params': mu          5.596570e+00
omega       1.628571e-09
alpha[1]    8.719339e-01
beta[1]     1.280661e-01
Name: params, dtype: float64, 'loglikelihood': -1.8505918753160384, 'aic': 11.701183750632076, 'bic': np.float64(14.257413069093111)}, 4300: {'params': mu          5.570705e+00
omega       3.043794e-03
alpha[1]    1.000000e+00
beta[1]     2.793527e-09
Name: params, dtype: float64, 'loglikelihood': 2.4877504190951036, 'aic': 3.0244991618097927, 'bic': np.float64(5.580728480270826)}, 4305: {'params': mu          5.269486
omega       0.005583
alpha[1]    0.889940
beta[1]     0.017221
Name: params, dtype: float64, 'loglikelihood': 6.179199559562555, 'aic': -4.35839911912511, 'bic': np.float64(-1.8021698006640765)}, 4310: {'params': mu          5.171498e+00
omega       9.234694e-11
alpha[1]    1.364990e-13
beta[1]     9.296991e-01
Name: params, dtype: float64, 'loglikelihood': 13.585097370374882, 'aic': -19.170194740749764, 'bic': np.float64(-16.61396542228873)}, 4315: {'params': mu          5.113188e+00
omega       1.683673e-11
alpha[1]    0.000000e+00
beta[1]     8.950246e-01
Name: params, dtype: float64, 'loglikelihood': 26.263603718065216, 'aic': -44.52720743613043, 'bic': np.float64(-41.9709781176694)}, 4320: {'params': mu          5.098163
omega       0.001216
alpha[1]    0.769507
beta[1]     0.230493
Name: params, dtype: float64, 'loglikelihood': 20.60840747625081, 'aic': -33.21681495250162, 'bic': np.float64(-30.660585634040586)}, 4325: {'params': mu          5.027004e+00
omega       2.423795e-04
alpha[1]    2.016957e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 13.412544831880815, 'aic': -18.82508966376163, 'bic': np.float64(-16.268860345300595)}, 4330: {'params': mu          5.021593
omega       0.004623
alpha[1]    0.009970
beta[1]     0.491014
Name: params, dtype: float64, 'loglikelihood': 13.216130035777805, 'aic': -18.43226007155561, 'bic': np.float64(-15.876030753094577)}, 4335: {'params': mu          5.020650e+00
omega       8.826531e-11
alpha[1]    0.000000e+00
beta[1]     9.743078e-01
Name: params, dtype: float64, 'loglikelihood': 13.380387997118278, 'aic': -18.760775994236557, 'bic': np.float64(-16.204546675775525)}, 4340: {'params': mu          5.077500
omega       0.001284
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 19.300826927864232, 'aic': -30.601653855728465, 'bic': np.float64(-28.04542453726743)}, 4345: {'params': mu          5.084678
omega       0.001607
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 12.766103690921662, 'aic': -17.532207381843325, 'bic': np.float64(-14.975978063382291)}, 4350: {'params': mu          5.077105
omega       0.003920
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 10.885709391334515, 'aic': -13.77141878266903, 'bic': np.float64(-11.215189464207997)}, 4355: {'params': mu          4.947466
omega       0.004215
alpha[1]    0.860193
beta[1]     0.083517
Name: params, dtype: float64, 'loglikelihood': 8.972676642265883, 'aic': -9.945353284531766, 'bic': np.float64(-7.389123966070732)}, 4360: {'params': mu          4.885501
omega       0.002813
alpha[1]    0.009989
beta[1]     0.490038
Name: params, dtype: float64, 'loglikelihood': 16.504435668590027, 'aic': -25.008871337180054, 'bic': np.float64(-22.45264201871902)}, 4365: {'params': mu          4.864283e+00
omega       5.164606e-03
alpha[1]    0.000000e+00
beta[1]     1.151076e-14
Name: params, dtype: float64, 'loglikelihood': 17.011993308691117, 'aic': -26.023986617382235, 'bic': np.float64(-23.4677572989212)}, 4370: {'params': mu          4.890739e+00
omega       4.029881e-03
alpha[1]    1.000000e+00
beta[1]     1.036660e-14
Name: params, dtype: float64, 'loglikelihood': 11.432629604478281, 'aic': -14.865259208956562, 'bic': np.float64(-12.309029890495529)}, 4375: {'params': mu          4.754970
omega       0.006247
alpha[1]    0.221131
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 14.017226186697068, 'aic': -20.034452373394135, 'bic': np.float64(-17.478223054933103)}, 4380: {'params': mu          4.813918e+00
omega       3.060544e-02
alpha[1]    8.119055e-01
beta[1]     5.581291e-17
Name: params, dtype: float64, 'loglikelihood': -1.1799840080951052, 'aic': 10.35996801619021, 'bic': np.float64(12.916197334651244)}, 4385: {'params': mu          4.888414
omega       0.006210
alpha[1]    0.999292
beta[1]     0.000251
Name: params, dtype: float64, 'loglikelihood': 1.1666886610645713, 'aic': 5.6666226778708575, 'bic': np.float64(8.22285199633189)}, 4390: {'params': mu          4.908605e+00
omega       3.806248e-03
alpha[1]    9.422720e-01
beta[1]     5.790923e-16
Name: params, dtype: float64, 'loglikelihood': 6.953080771697233, 'aic': -5.906161543394466, 'bic': np.float64(-3.3499322249334327)}, 4395: {'params': mu          4.902793
omega       0.003146
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 13.339165789202962, 'aic': -18.678331578405924, 'bic': np.float64(-16.12210225994489)}, 4400: {'params': mu          4.927662
omega       0.004796
alpha[1]    0.954493
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 10.833684547100644, 'aic': -13.667369094201288, 'bic': np.float64(-11.111139775740254)}, 4405: {'params': mu          4.849083
omega       0.011023
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 0.8375491073061989, 'aic': 6.324901785387603, 'bic': np.float64(8.881131103848636)}, 4410: {'params': mu          4.592536e+00
omega       2.018606e-03
alpha[1]    4.968664e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -4.311513380868893, 'aic': 16.623026761737783, 'bic': np.float64(19.17925608019882)}, 4415: {'params': mu          4.361910
omega       0.084938
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -11.460505428955662, 'aic': 30.921010857911323, 'bic': np.float64(33.477240176372355)}, 4420: {'params': mu          5.651029
omega       0.031220
alpha[1]    0.941234
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -5.784099986535059, 'aic': 19.56819997307012, 'bic': np.float64(22.12442929153115)}, 4425: {'params': mu          5.730744
omega       0.001975
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 0.7858517099559191, 'aic': 6.428296580088162, 'bic': np.float64(8.984525898549196)}, 4430: {'params': mu          5.709023e+00
omega       2.474091e-03
alpha[1]    1.177483e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -3.6383420667748303, 'aic': 15.276684133549661, 'bic': np.float64(17.832913452010693)}, 4435: {'params': mu          5.883208
omega       0.002943
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': -8.298805124008995, 'aic': 24.59761024801799, 'bic': np.float64(27.15383956647902)}, 4440: {'params': mu          6.267848
omega       0.030059
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -7.628518721924382, 'aic': 23.257037443848766, 'bic': np.float64(25.813266762309798)}, 4445: {'params': mu          6.454332
omega       0.090358
alpha[1]    0.285768
beta[1]     0.074216
Name: params, dtype: float64, 'loglikelihood': -5.859779840363799, 'aic': 19.7195596807276, 'bic': np.float64(22.27578899918863)}, 4450: {'params': mu          6.576735e+00
omega       6.412125e-02
alpha[1]    8.308334e-12
beta[1]     6.322015e-01
Name: params, dtype: float64, 'loglikelihood': -8.732755314282205, 'aic': 25.46551062856441, 'bic': np.float64(28.021739947025445)}, 4455: {'params': mu          6.563278e+00
omega       1.129282e-01
alpha[1]    1.000000e+00
beta[1]     9.635694e-16
Name: params, dtype: float64, 'loglikelihood': -15.882451473991502, 'aic': 39.764902947983, 'bic': np.float64(42.32113226644404)}, 4460: {'params': mu          4.179935e+00
omega       4.216238e-03
alpha[1]    1.000000e+00
beta[1]     4.799575e-14
Name: params, dtype: float64, 'loglikelihood': -12.28195304991746, 'aic': 32.563906099834924, 'bic': np.float64(35.12013541829595)}, 4465: {'params': mu          4.070591e+00
omega       7.255205e-03
alpha[1]    1.000000e+00
beta[1]     8.095341e-12
Name: params, dtype: float64, 'loglikelihood': -0.41101280319091005, 'aic': 8.82202560638182, 'bic': np.float64(11.378254924842853)}, 4470: {'params': mu          3.905596
omega       0.027343
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -3.2659616592218135, 'aic': 14.531923318443628, 'bic': np.float64(17.08815263690466)}, 4475: {'params': mu          3.205569
omega       0.001982
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 3.8262105509398863, 'aic': 0.34757889812022746, 'bic': np.float64(2.903808216581261)}, 4480: {'params': mu          3.124606e+00
omega       4.799440e-04
alpha[1]    2.629033e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 9.50216018092543, 'aic': -11.004320361850858, 'bic': np.float64(-8.448091043389825)}, 4485: {'params': mu          2.995175
omega       0.002708
alpha[1]    0.931985
beta[1]     0.068015
Name: params, dtype: float64, 'loglikelihood': 8.453950010962785, 'aic': -8.90790002192557, 'bic': np.float64(-6.351670703464537)}, 4490: {'params': mu          2.954166
omega       0.010624
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 2.7057099714671455, 'aic': 2.588580057065709, 'bic': np.float64(5.144809375526743)}, 4495: {'params': mu          2.480945
omega       0.002107
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 2.673812741875719, 'aic': 2.652374516248562, 'bic': np.float64(5.208603834709596)}, 4500: {'params': mu          2.356329
omega       0.000545
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 6.390267872916534, 'aic': -4.780535745833069, 'bic': np.float64(-2.224306427372035)}, 4505: {'params': mu          2.407548e+00
omega       3.550588e-02
alpha[1]    8.681379e-01
beta[1]     6.320806e-15
Name: params, dtype: float64, 'loglikelihood': -3.4940159170441767, 'aic': 14.988031834088353, 'bic': np.float64(17.54426115254939)}, 4510: {'params': mu          2.997573
omega       0.000052
alpha[1]    0.565950
beta[1]     0.176026
Name: params, dtype: float64, 'loglikelihood': 3.5142689913433593, 'aic': 0.9714620173132813, 'bic': np.float64(3.527691335774315)}, 4515: {'params': mu          3.061828e+00
omega       5.035299e-04
alpha[1]    2.249513e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 8.54134436324062, 'aic': -9.08268872648124, 'bic': np.float64(-6.526459408020207)}, 4520: {'params': mu          3.135243e+00
omega       1.398466e-03
alpha[1]    1.494794e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 3.664024772312511, 'aic': 0.6719504553749784, 'bic': np.float64(3.228179773836012)}, 4525: {'params': mu          3.106060
omega       0.002961
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': -2.5126292118557965, 'aic': 13.025258423711593, 'bic': np.float64(15.581487742172627)}, 4530: {'params': mu          2.939295
omega       0.068927
alpha[1]    0.823641
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -7.740552190207115, 'aic': 23.48110438041423, 'bic': np.float64(26.037333698875265)}, 4535: {'params': mu          2.993283e+00
omega       9.057792e-02
alpha[1]    8.878736e-01
beta[1]     6.508102e-30
Name: params, dtype: float64, 'loglikelihood': -13.894377485282833, 'aic': 35.78875497056566, 'bic': np.float64(38.3449842890267)}, 4540: {'params': mu          4.069687e+00
omega       1.309518e-02
alpha[1]    9.999991e-01
beta[1]     3.420427e-07
Name: params, dtype: float64, 'loglikelihood': -6.413643520543319, 'aic': 20.827287041086638, 'bic': np.float64(23.38351635954767)}, 4545: {'params': mu          4.086543
omega       0.011921
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -4.7143984953686635, 'aic': 17.428796990737325, 'bic': np.float64(19.98502630919836)}, 4550: {'params': mu          4.945085e+00
omega       3.057853e-03
alpha[1]    1.000000e+00
beta[1]     2.618674e-10
Name: params, dtype: float64, 'loglikelihood': 3.720739932356956, 'aic': 0.5585201352860878, 'bic': np.float64(3.1147494537471214)}, 4555: {'params': mu          5.011293
omega       0.003793
alpha[1]    0.999997
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 2.3873262596603655, 'aic': 3.225347480679269, 'bic': np.float64(5.781576799140303)}, 4560: {'params': mu          5.227848
omega       0.082985
alpha[1]    0.000000
beta[1]     0.462801
Name: params, dtype: float64, 'loglikelihood': -6.811275061441625, 'aic': 21.62255012288325, 'bic': np.float64(24.178779441344282)}, 4565: {'params': mu          5.595179e+00
omega       1.045860e-01
alpha[1]    4.582849e-01
beta[1]     8.930257e-14
Name: params, dtype: float64, 'loglikelihood': -7.5319878376246185, 'aic': 23.06397567524924, 'bic': np.float64(25.62020499371027)}, 4570: {'params': mu          5.477289
omega       0.181451
alpha[1]    0.884767
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -14.79769253270699, 'aic': 37.59538506541398, 'bic': np.float64(40.151614383875014)}, 4575: {'params': mu          7.067098
omega       0.196584
alpha[1]    0.999996
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -22.018524648222385, 'aic': 52.03704929644477, 'bic': np.float64(54.593278614905806)}, 4580: {'params': mu          8.435601e+00
omega       2.500146e-02
alpha[1]    1.000000e+00
beta[1]     8.724682e-11
Name: params, dtype: float64, 'loglikelihood': -15.717086477531032, 'aic': 39.43417295506207, 'bic': np.float64(41.990402273523095)}, 4585: {'params': mu          8.639863
omega       0.123486
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -14.76700922661319, 'aic': 37.53401845322638, 'bic': np.float64(40.090247771687416)}, 4590: {'params': mu          10.994015
omega        0.025532
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -16.073911585646535, 'aic': 40.14782317129307, 'bic': np.float64(42.704052489754105)}, 4595: {'params': mu          10.977273
omega        0.087185
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -10.111562564882412, 'aic': 28.223125129764824, 'bic': np.float64(30.77935444822586)}, 4600: {'params': mu          1.029946e+01
omega       9.396129e-01
alpha[1]    3.037007e-01
beta[1]     7.443342e-16
Name: params, dtype: float64, 'loglikelihood': -21.03422762152457, 'aic': 50.06845524304914, 'bic': np.float64(52.62468456151017)}, 4605: {'params': mu          9.994125e+00
omega       1.097294e+00
alpha[1]    6.025179e-01
beta[1]     4.271946e-16
Name: params, dtype: float64, 'loglikelihood': -23.931350397670798, 'aic': 55.862700795341595, 'bic': np.float64(58.41893011380263)}, 4610: {'params': mu          1.026580e+01
omega       2.070294e+00
alpha[1]    7.325348e-01
beta[1]     5.693352e-09
Name: params, dtype: float64, 'loglikelihood': -31.095159688213087, 'aic': 70.19031937642617, 'bic': np.float64(72.74654869488721)}, 4615: {'params': mu          1.364234e+01
omega       1.422399e-02
alpha[1]    9.999997e-01
beta[1]     7.877068e-09
Name: params, dtype: float64, 'loglikelihood': -14.379150984595716, 'aic': 36.758301969191436, 'bic': np.float64(39.314531287652464)}, 4620: {'params': mu          1.368660e+01
omega       1.616756e-02
alpha[1]    7.156184e-01
beta[1]     1.540906e-11
Name: params, dtype: float64, 'loglikelihood': 2.535942668566933, 'aic': 2.9281146628661343, 'bic': np.float64(5.484343981327168)}, 4625: {'params': mu          1.376444e+01
omega       3.123555e-02
alpha[1]    1.307982e-15
beta[1]     3.882702e-01
Name: params, dtype: float64, 'loglikelihood': 0.9860370260029587, 'aic': 6.027925947994083, 'bic': np.float64(8.584155266455117)}, 4630: {'params': mu          13.905061
omega        0.004691
alpha[1]     0.000000
beta[1]      1.000000
Name: params, dtype: float64, 'loglikelihood': -7.145350014865283, 'aic': 22.290700029730566, 'bic': np.float64(24.8469293481916)}, 4635: {'params': mu          14.145282
omega        0.047966
alpha[1]     0.318249
beta[1]      0.681751
Name: params, dtype: float64, 'loglikelihood': -12.00329680057416, 'aic': 32.006593601148325, 'bic': np.float64(34.56282291960935)}, 4640: {'params': mu          14.462959
omega        0.354079
alpha[1]     0.990432
beta[1]      0.009568
Name: params, dtype: float64, 'loglikelihood': -19.807605667258752, 'aic': 47.615211334517504, 'bic': np.float64(50.17144065297854)}, 4645: {'params': mu          1.691042e+01
omega       4.789072e-02
alpha[1]    1.000000e+00
beta[1]     7.016683e-14
Name: params, dtype: float64, 'loglikelihood': -19.16537531816647, 'aic': 46.33075063633294, 'bic': np.float64(48.88697995479397)}, 4650: {'params': mu          17.348760
omega        0.034022
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -10.354622547344839, 'aic': 28.709245094689678, 'bic': np.float64(31.265474413150713)}, 4655: {'params': mu          17.525200
omega        0.079007
alpha[1]     0.858691
beta[1]      0.141309
Name: params, dtype: float64, 'loglikelihood': -16.853851248927022, 'aic': 41.707702497854044, 'bic': np.float64(44.26393181631508)}, 4660: {'params': mu          17.602602
omega        1.688108
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -33.665929364806466, 'aic': 75.33185872961293, 'bic': np.float64(77.88808804807397)}, 4665: {'params': mu          18.047892
omega        4.580878
alpha[1]     0.893861
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -38.05951136446167, 'aic': 84.11902272892334, 'bic': np.float64(86.67525204738438)}, 4670: {'params': mu          17.677003
omega        7.099172
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -45.876967203850185, 'aic': 99.75393440770037, 'bic': np.float64(102.3101637261614)}, 4675: {'params': mu          8.614788
omega       0.192973
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -26.209257285411248, 'aic': 60.418514570822495, 'bic': np.float64(62.97474388928353)}, 4680: {'params': mu          8.400327e+00
omega       2.187057e-01
alpha[1]    9.032282e-01
beta[1]     2.212269e-17
Name: params, dtype: float64, 'loglikelihood': -18.195306817060896, 'aic': 44.39061363412179, 'bic': np.float64(46.94684295258283)}, 4685: {'params': mu          7.259478
omega       0.217621
alpha[1]    0.738292
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -16.245683430145874, 'aic': 40.49136686029175, 'bic': np.float64(43.047596178752784)}, 4690: {'params': mu          6.547762
omega       0.054220
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': -20.327437308164722, 'aic': 48.654874616329444, 'bic': np.float64(51.21110393479048)}, 4695: {'params': mu          3.389934e+00
omega       3.185969e-08
alpha[1]    9.753199e-01
beta[1]     8.900606e-03
Name: params, dtype: float64, 'loglikelihood': -22.536811531697886, 'aic': 53.07362306339577, 'bic': np.float64(55.62985238185681)}, 4700: {'params': mu          3.322275
omega       0.018069
alpha[1]    0.984930
beta[1]     0.015070
Name: params, dtype: float64, 'loglikelihood': -11.107821337900248, 'aic': 30.215642675800495, 'bic': np.float64(32.77187199426153)}, 4705: {'params': mu          3.311945
omega       0.025208
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -10.503055323075811, 'aic': 29.006110646151622, 'bic': np.float64(31.562339964612654)}, 4710: {'params': mu          1.608136
omega       0.008081
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -9.56567987761088, 'aic': 27.13135975522176, 'bic': np.float64(29.687589073682794)}, 4715: {'params': mu          1.161047e+00
omega       3.681812e-03
alpha[1]    1.000000e+00
beta[1]     1.868076e-09
Name: params, dtype: float64, 'loglikelihood': 0.8615268984893854, 'aic': 6.276946203021229, 'bic': np.float64(8.833175521482262)}, 4720: {'params': mu          9.990292e-01
omega       4.617663e-03
alpha[1]    1.000000e+00
beta[1]     2.498491e-14
Name: params, dtype: float64, 'loglikelihood': 5.250338114739012, 'aic': -2.5006762294780245, 'bic': np.float64(0.05555308898300915)}, 4725: {'params': mu          7.483757e-01
omega       1.739414e-04
alpha[1]    1.000000e+00
beta[1]     6.739229e-14
Name: params, dtype: float64, 'loglikelihood': 10.548600348196429, 'aic': -13.097200696392857, 'bic': np.float64(-10.540971377931823)}, 4730: {'params': mu          7.728119e-01
omega       3.203637e-10
alpha[1]    0.000000e+00
beta[1]     9.270735e-01
Name: params, dtype: float64, 'loglikelihood': 20.693584790766693, 'aic': -33.387169581533385, 'bic': np.float64(-30.83094026307235)}, 4735: {'params': mu          7.955746e-01
omega       2.133987e-03
alpha[1]    4.298382e-01
beta[1]     7.351820e-18
Name: params, dtype: float64, 'loglikelihood': 20.732400914374747, 'aic': -33.46480182874949, 'bic': np.float64(-30.908572510288458)}, 4740: {'params': mu          8.141472e-01
omega       1.249970e-04
alpha[1]    3.419845e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 22.291604829127643, 'aic': -36.583209658255285, 'bic': np.float64(-34.02698033979425)}, 4745: {'params': mu          8.284234e-01
omega       4.460087e-05
alpha[1]    8.917910e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 19.815973854239584, 'aic': -31.631947708479167, 'bic': np.float64(-29.07571839001813)}, 4750: {'params': mu          8.428295e-01
omega       3.879088e-03
alpha[1]    2.796330e-16
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': 19.00271914439254, 'aic': -30.00543828878508, 'bic': np.float64(-27.449208970324044)}, 4755: {'params': mu          9.000814e-01
omega       4.494918e-07
alpha[1]    4.741580e-01
beta[1]     5.699444e-03
Name: params, dtype: float64, 'loglikelihood': 66.67809426212686, 'aic': -125.35618852425372, 'bic': np.float64(-122.79995920579269)}, 4760: {'params': mu          0.90
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4765: {'params': mu          9.115046e-01
omega       6.398496e-05
alpha[1]    8.032016e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 27.936295201283848, 'aic': -47.872590402567695, 'bic': np.float64(-45.31636108410666)}, 4770: {'params': mu          0.907502
omega       0.000262
alpha[1]    0.000000
beta[1]     0.904803
Name: params, dtype: float64, 'loglikelihood': 23.46843714679248, 'aic': -38.93687429358496, 'bic': np.float64(-36.38064497512392)}, 4775: {'params': mu          0.949997
omega       0.002822
alpha[1]    0.009968
beta[1]     0.491244
Name: params, dtype: float64, 'loglikelihood': 16.728784568821066, 'aic': -25.457569137642132, 'bic': np.float64(-22.901339819181096)}, 4780: {'params': mu          0.991079
omega       0.001573
alpha[1]    0.000000
beta[1]     0.753643
Name: params, dtype: float64, 'loglikelihood': 13.805564940508976, 'aic': -19.611129881017952, 'bic': np.float64(-17.054900562556917)}, 4785: {'params': mu          1.034890e+00
omega       2.241920e-03
alpha[1]    1.000000e+00
beta[1]     7.765193e-10
Name: params, dtype: float64, 'loglikelihood': 12.250737337833591, 'aic': -16.501474675667183, 'bic': np.float64(-13.945245357206149)}, 4790: {'params': mu          8.845220e-01
omega       2.567868e-03
alpha[1]    9.999995e-01
beta[1]     2.172205e-07
Name: params, dtype: float64, 'loglikelihood': 5.207424518853575, 'aic': -2.4148490377071496, 'bic': np.float64(0.14138028075388398)}, 4795: {'params': mu          3.984030e-01
omega       3.508028e-07
alpha[1]    9.998672e-01
beta[1]     1.068468e-04
Name: params, dtype: float64, 'loglikelihood': 23.04511324567539, 'aic': -38.09022649135078, 'bic': np.float64(-35.53399717288975)}, 4800: {'params': mu          0.395274
omega       0.000964
alpha[1]    0.999991
beta[1]     0.000007
Name: params, dtype: float64, 'loglikelihood': 20.11832788651169, 'aic': -32.23665577302338, 'bic': np.float64(-29.680426454562344)}, 4805: {'params': mu          0.387686
omega       0.000795
alpha[1]    0.477506
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 26.74487431147313, 'aic': -45.48974862294626, 'bic': np.float64(-42.93351930448522)}, 4810: {'params': mu          0.334323
omega       0.001003
alpha[1]    0.588329
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.401468606047978, 'aic': -36.802937212095955, 'bic': np.float64(-34.24670789363492)}, 4815: {'params': mu          0.302063
omega       0.000048
alpha[1]    0.489862
beta[1]     0.293636
Name: params, dtype: float64, 'loglikelihood': 30.105172737780055, 'aic': -52.21034547556011, 'bic': np.float64(-49.654116157099075)}, 4820: {'params': mu          0.30
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4825: {'params': mu          2.944781e-01
omega       4.983196e-05
alpha[1]    6.215901e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 32.92502331436738, 'aic': -57.85004662873476, 'bic': np.float64(-55.293817310273724)}, 4830: {'params': mu          2.808341e-01
omega       7.454733e-05
alpha[1]    1.402947e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 25.252540187594676, 'aic': -42.50508037518935, 'bic': np.float64(-39.948851056728316)}, 4835: {'params': mu          0.25000
omega       0.00125
alpha[1]    0.01000
beta[1]     0.49000
Name: params, dtype: float64, 'loglikelihood': 22.075112364890458, 'aic': -36.150224729780916, 'bic': np.float64(-33.59399541131988)}, 4840: {'params': mu          2.203965e-01
omega       3.386470e-09
alpha[1]    2.254553e-05
beta[1]     9.211171e-01
Name: params, dtype: float64, 'loglikelihood': 24.348442252264597, 'aic': -40.696884504529194, 'bic': np.float64(-38.14065518606816)}, 4845: {'params': mu          2.020117e-01
omega       7.296490e-08
alpha[1]    5.774002e-05
beta[1]     8.124559e-01
Name: params, dtype: float64, 'loglikelihood': 36.69553245797364, 'aic': -65.39106491594728, 'bic': np.float64(-62.83483559748625)}, 4850: {'params': mu          2.100038e-01
omega       7.544827e-04
alpha[1]    3.416850e-01
beta[1]     1.472678e-16
Name: params, dtype: float64, 'loglikelihood': 28.514303135899933, 'aic': -49.028606271799866, 'bic': np.float64(-46.47237695333883)}, 4855: {'params': mu          2.373988e-01
omega       1.241744e-03
alpha[1]    5.191159e-01
beta[1]     4.127742e-15
Name: params, dtype: float64, 'loglikelihood': 22.35112131836721, 'aic': -36.70224263673442, 'bic': np.float64(-34.14601331827338)}, 4860: {'params': mu          0.287621
omega       0.000804
alpha[1]    0.466965
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 26.683915428165328, 'aic': -45.367830856330656, 'bic': np.float64(-42.81160153786962)}, 4865: {'params': mu          0.290011
omega       0.000751
alpha[1]    0.345130
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.521054166216537, 'aic': -49.042108332433074, 'bic': np.float64(-46.48587901397204)}, 4870: {'params': mu          2.763702e-01
omega       1.321389e-03
alpha[1]    4.055755e-01
beta[1]     1.193302e-14
Name: params, dtype: float64, 'loglikelihood': 23.982170684956078, 'aic': -39.964341369912155, 'bic': np.float64(-37.40811205145112)}, 4875: {'params': mu          2.631307e-01
omega       9.853626e-05
alpha[1]    2.195902e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 19.479797502221793, 'aic': -30.959595004443585, 'bic': np.float64(-28.40336568598255)}, 4880: {'params': mu          0.242970
omega       0.000912
alpha[1]    0.000000
beta[1]     0.775635
Name: params, dtype: float64, 'loglikelihood': 19.00838954266749, 'aic': -30.01677908533498, 'bic': np.float64(-27.460549766873946)}, 4885: {'params': mu          0.202297
omega       0.000009
alpha[1]    0.732529
beta[1]     0.267461
Name: params, dtype: float64, 'loglikelihood': 33.50119926524346, 'aic': -59.002398530486914, 'bic': np.float64(-56.44616921202588)}, 4890: {'params': mu          0.183979
omega       0.000788
alpha[1]    0.755582
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 24.530419315811756, 'aic': -41.06083863162351, 'bic': np.float64(-38.504609313162476)}, 4895: {'params': mu          0.102128
omega       0.000152
alpha[1]    0.315513
beta[1]     0.113435
Name: params, dtype: float64, 'loglikelihood': 31.831627455153566, 'aic': -55.66325491030713, 'bic': np.float64(-53.107025591846096)}, 4900: {'params': mu          1.000000e-01
omega       9.629650e-35
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 523.5622500941317, 'aic': -1039.1245001882635, 'bic': np.float64(-1036.5682708698025)}, 4905: {'params': mu          1.000000e-01
omega       9.629650e-35
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 523.5622500941317, 'aic': -1039.1245001882635, 'bic': np.float64(-1036.5682708698025)}, 4910: {'params': mu          1.000000e-01
omega       9.629650e-35
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 523.5622500941317, 'aic': -1039.1245001882635, 'bic': np.float64(-1036.5682708698025)}, 4915: {'params': mu          1.000000e-01
omega       9.629650e-35
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 523.5622500941317, 'aic': -1039.1245001882635, 'bic': np.float64(-1036.5682708698025)}, 4920: {'params': mu          1.000000e-01
omega       9.629650e-35
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 523.5622500941317, 'aic': -1039.1245001882635, 'bic': np.float64(-1036.5682708698025)}, 4925: {'params': mu          1.000000e-01
omega       9.629650e-35
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 523.5622500941317, 'aic': -1039.1245001882635, 'bic': np.float64(-1036.5682708698025)}, 4930: {'params': mu          1.000000e-01
omega       9.629650e-35
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 523.5622500941317, 'aic': -1039.1245001882635, 'bic': np.float64(-1036.5682708698025)}, 4935: {'params': mu          1.000000e-01
omega       9.629650e-35
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 523.5622500941317, 'aic': -1039.1245001882635, 'bic': np.float64(-1036.5682708698025)}, 4940: {'params': mu          1.000000e-01
omega       9.629650e-35
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 523.5622500941317, 'aic': -1039.1245001882635, 'bic': np.float64(-1036.5682708698025)}, 4945: {'params': mu          1.000000e-01
omega       9.629650e-35
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 523.5622500941317, 'aic': -1039.1245001882635, 'bic': np.float64(-1036.5682708698025)}, 4950: {'params': mu          1.000000e-01
omega       9.629650e-35
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 523.5622500941317, 'aic': -1039.1245001882635, 'bic': np.float64(-1036.5682708698025)}, 4955: {'params': mu          1.000000e-01
omega       9.629650e-35
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 523.5622500941317, 'aic': -1039.1245001882635, 'bic': np.float64(-1036.5682708698025)}}, 28: {0: {'params': mu          6.580169e+04
omega       5.469408e+06
alpha[1]    8.416386e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -268.84353695452853, 'aic': 545.6870739090571, 'bic': np.float64(551.0158919497579)}, 5: {'params': mu          6.325956e+04
omega       1.444013e+07
alpha[1]    6.873370e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -282.2500088501864, 'aic': 572.5000177003728, 'bic': np.float64(577.8288357410737)}, 10: {'params': mu          6.065712e+04
omega       1.825946e+07
alpha[1]    7.224622e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -287.5896917547002, 'aic': 583.1793835094004, 'bic': np.float64(588.5082015501013)}, 15: {'params': mu          5.689390e+04
omega       4.517579e+06
alpha[1]    5.729673e-01
beta[1]     3.307308e-01
Name: params, dtype: float64, 'loglikelihood': -284.6073699919979, 'aic': 577.2147399839959, 'bic': np.float64(582.5435580246967)}, 20: {'params': mu          5.312033e+04
omega       3.706472e+06
alpha[1]    1.000000e+00
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -271.79153208208487, 'aic': 551.5830641641697, 'bic': np.float64(556.9118822048706)}, 25: {'params': mu          4.946296e+04
omega       2.232689e+06
alpha[1]    1.000000e+00
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -268.75447418128545, 'aic': 545.5089483625709, 'bic': np.float64(550.8377664032718)}, 30: {'params': mu          4.716526e+04
omega       4.849723e+06
alpha[1]    7.299273e-01
beta[1]     8.475564e-15
Name: params, dtype: float64, 'loglikelihood': -270.1523110877775, 'aic': 548.304622175555, 'bic': np.float64(553.6334402162558)}, 35: {'params': mu          4.514065e+04
omega       1.715601e+06
alpha[1]    9.103772e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -267.3882281146632, 'aic': 542.7764562293264, 'bic': np.float64(548.1052742700273)}, 40: {'params': mu          4.333375e+04
omega       2.318421e+06
alpha[1]    7.115337e-01
beta[1]     3.355296e-16
Name: params, dtype: float64, 'loglikelihood': -253.13641698194482, 'aic': 514.2728339638896, 'bic': np.float64(519.6016520045905)}, 45: {'params': mu           42271.986695
omega       816666.463639
alpha[1]         0.550896
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -236.1463265123543, 'aic': 480.2926530247086, 'bic': np.float64(485.6214710654094)}, 50: {'params': mu          4.270041e+04
omega       1.087117e+06
alpha[1]    6.315773e-01
beta[1]     5.637851e-18
Name: params, dtype: float64, 'loglikelihood': -246.58685812244323, 'aic': 501.17371624488646, 'bic': np.float64(506.5025342855873)}, 55: {'params': mu          4.288802e+04
omega       1.978955e+06
alpha[1]    4.752333e-01
beta[1]     9.891998e-15
Name: params, dtype: float64, 'loglikelihood': -249.75121604536432, 'aic': 507.50243209072863, 'bic': np.float64(512.8312501314294)}, 60: {'params': mu          4.303258e+04
omega       1.825867e+06
alpha[1]    4.708556e-01
beta[1]     2.876262e-14
Name: params, dtype: float64, 'loglikelihood': -248.1225503219409, 'aic': 504.2451006438818, 'bic': np.float64(509.5739186845826)}, 65: {'params': mu          4.351187e+04
omega       1.115692e+06
alpha[1]    5.083200e-01
beta[1]     1.343346e-13
Name: params, dtype: float64, 'loglikelihood': -241.36625091845832, 'aic': 490.73250183691664, 'bic': np.float64(496.06131987761745)}, 70: {'params': mu           43692.263301
omega       193328.453673
alpha[1]         0.362618
beta[1]          0.503887
Name: params, dtype: float64, 'loglikelihood': -239.49312846122513, 'aic': 486.98625692245025, 'bic': np.float64(492.31507496315106)}, 75: {'params': mu          4.337331e+04
omega       4.499767e+05
alpha[1]    7.717757e-01
beta[1]     1.819442e-17
Name: params, dtype: float64, 'loglikelihood': -235.4073497241752, 'aic': 478.8146994483504, 'bic': np.float64(484.1435174890512)}, 80: {'params': mu          4.299062e+04
omega       4.486906e+05
alpha[1]    1.578598e-16
beta[1]     4.917864e-01
Name: params, dtype: float64, 'loglikelihood': -231.6264396535953, 'aic': 471.2528793071906, 'bic': np.float64(476.5816973478914)}, 85: {'params': mu           42801.604972
omega       103581.784048
alpha[1]         0.129806
beta[1]          0.828254
Name: params, dtype: float64, 'loglikelihood': -232.7121027799086, 'aic': 473.4242055598172, 'bic': np.float64(478.753023600518)}, 90: {'params': mu           42044.102152
omega       409471.013389
alpha[1]         0.729815
beta[1]          0.257395
Name: params, dtype: float64, 'loglikelihood': -246.18803995505786, 'aic': 500.3760799101157, 'bic': np.float64(505.70489795081653)}, 95: {'params': mu           40950.930494
omega       613070.252401
alpha[1]         0.336386
beta[1]          0.597309
Name: params, dtype: float64, 'loglikelihood': -257.32569377372965, 'aic': 522.6513875474593, 'bic': np.float64(527.9802055881602)}, 100: {'params': mu          3.996446e+04
omega       3.817881e+06
alpha[1]    5.266445e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -260.8081371889228, 'aic': 529.6162743778456, 'bic': np.float64(534.9450924185464)}, 105: {'params': mu           38967.118222
omega       792993.492282
alpha[1]         0.738862
beta[1]          0.180275
Name: params, dtype: float64, 'loglikelihood': -257.29846097211447, 'aic': 522.5969219442289, 'bic': np.float64(527.9257399849298)}, 110: {'params': mu          3.718636e+04
omega       9.609368e+05
alpha[1]    9.916719e-01
beta[1]     5.837107e-16
Name: params, dtype: float64, 'loglikelihood': -238.43222522116776, 'aic': 484.8644504423355, 'bic': np.float64(490.1932684830363)}, 115: {'params': mu           36688.494651
omega       300377.877825
alpha[1]         0.721839
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -230.3127443415496, 'aic': 468.6254886830992, 'bic': np.float64(473.9543067238)}, 120: {'params': mu           36185.554367
omega       620663.674100
alpha[1]         0.212971
beta[1]          0.285101
Name: params, dtype: float64, 'loglikelihood': -235.93962697061025, 'aic': 479.8792539412205, 'bic': np.float64(485.2080719819213)}, 125: {'params': mu           35633.055061
omega       430688.390018
alpha[1]         0.276417
beta[1]          0.434545
Name: params, dtype: float64, 'loglikelihood': -237.801053519905, 'aic': 483.60210703981, 'bic': np.float64(488.9309250805108)}, 130: {'params': mu           34461.736272
omega       528644.293859
alpha[1]         1.000000
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -243.29995168019335, 'aic': 494.5999033603867, 'bic': np.float64(499.9287214010875)}, 135: {'params': mu           32859.303425
omega       950857.865596
alpha[1]         0.548436
beta[1]          0.368122
Name: params, dtype: float64, 'loglikelihood': -260.6196621040344, 'aic': 529.2393242080688, 'bic': np.float64(534.5681422487696)}, 140: {'params': mu          3.126519e+04
omega       3.302212e+06
alpha[1]    7.005707e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -265.2497625410777, 'aic': 538.4995250821554, 'bic': np.float64(543.8283431228563)}, 145: {'params': mu          2.997455e+04
omega       2.683543e+06
alpha[1]    6.791487e-01
beta[1]     1.187179e-17
Name: params, dtype: float64, 'loglikelihood': -260.22739774851294, 'aic': 528.4547954970259, 'bic': np.float64(533.7836135377268)}, 150: {'params': mu          2.765687e+04
omega       5.248029e+05
alpha[1]    8.276422e-01
beta[1]     2.902778e-16
Name: params, dtype: float64, 'loglikelihood': -235.84684497311616, 'aic': 479.6936899462323, 'bic': np.float64(485.02250798693314)}, 155: {'params': mu          2.753562e+04
omega       8.608256e+04
alpha[1]    1.000000e+00
beta[1]     1.687539e-14
Name: params, dtype: float64, 'loglikelihood': -223.23067207332218, 'aic': 454.46134414664436, 'bic': np.float64(459.7901621873452)}, 160: {'params': mu           27143.818414
omega       175524.934059
alpha[1]         0.561950
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -217.82189184918633, 'aic': 443.64378369837266, 'bic': np.float64(448.97260173907347)}, 165: {'params': mu           27030.658275
omega       157755.243341
alpha[1]         0.530269
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -216.1145428584603, 'aic': 440.2290857169206, 'bic': np.float64(445.55790375762143)}, 170: {'params': mu          2.671754e+04
omega       1.309561e+05
alpha[1]    9.069771e-01
beta[1]     1.798633e-13
Name: params, dtype: float64, 'loglikelihood': -216.24455435174497, 'aic': 440.48910870348993, 'bic': np.float64(445.81792674419074)}, 175: {'params': mu           26412.520221
omega       157584.500238
alpha[1]         0.763615
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -214.84091645681045, 'aic': 437.6818329136209, 'bic': np.float64(443.0106509543217)}, 180: {'params': mu           26256.982687
omega       118842.458442
alpha[1]         0.669915
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -212.65340580864915, 'aic': 433.3068116172983, 'bic': np.float64(438.6356296579991)}, 185: {'params': mu           26259.915438
omega       155978.454359
alpha[1]         0.550479
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -215.51269753377886, 'aic': 439.0253950675577, 'bic': np.float64(444.35421310825853)}, 190: {'params': mu           26144.663565
omega       114292.522158
alpha[1]         0.607909
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -209.23437380490043, 'aic': 426.46874760980086, 'bic': np.float64(431.79756565050167)}, 195: {'params': mu          2.603345e+04
omega       3.770252e+05
alpha[1]    1.000000e+00
beta[1]     2.471177e-13
Name: params, dtype: float64, 'loglikelihood': -220.9523304363358, 'aic': 449.9046608726716, 'bic': np.float64(455.23347891337244)}, 200: {'params': mu          2.608867e+04
omega       1.971913e+05
alpha[1]    1.000000e+00
beta[1]     1.222924e-15
Name: params, dtype: float64, 'loglikelihood': -229.523234153449, 'aic': 467.046468306898, 'bic': np.float64(472.37528634759883)}, 205: {'params': mu          2.758823e+04
omega       1.190405e+06
alpha[1]    5.011018e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -244.83447957764972, 'aic': 497.66895915529943, 'bic': np.float64(502.99777719600024)}, 210: {'params': mu           28071.546512
omega       237658.808126
alpha[1]         0.659548
beta[1]          0.230679
Name: params, dtype: float64, 'loglikelihood': -244.33885206027037, 'aic': 496.67770412054074, 'bic': np.float64(502.00652216124155)}, 215: {'params': mu          2.929648e+04
omega       1.674795e+05
alpha[1]    8.617185e-01
beta[1]     4.519743e-15
Name: params, dtype: float64, 'loglikelihood': -215.9951759341935, 'aic': 439.990351868387, 'bic': np.float64(445.3191699090878)}, 220: {'params': mu          2.935548e+04
omega       3.350744e+04
alpha[1]    4.286726e-13
beta[1]     6.349832e-01
Name: params, dtype: float64, 'loglikelihood': -208.05893860220965, 'aic': 424.1178772044193, 'bic': np.float64(429.4466952451201)}, 225: {'params': mu          2.941427e+04
omega       3.571284e+04
alpha[1]    9.300176e-01
beta[1]     2.920267e-14
Name: params, dtype: float64, 'loglikelihood': -199.38857902714489, 'aic': 406.77715805428977, 'bic': np.float64(412.1059760949906)}, 230: {'params': mu           29385.915012
omega       100279.006730
alpha[1]         0.976725
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -211.98347942560284, 'aic': 431.9669588512057, 'bic': np.float64(437.2957768919065)}, 235: {'params': mu           29892.727477
omega       146730.877594
alpha[1]         0.649254
beta[1]          0.044438
Name: params, dtype: float64, 'loglikelihood': -215.42675754978794, 'aic': 438.8535150995759, 'bic': np.float64(444.1823331402767)}, 240: {'params': mu           30138.586023
omega       153882.265485
alpha[1]         0.554225
beta[1]          0.010711
Name: params, dtype: float64, 'loglikelihood': -215.47762249423616, 'aic': 438.9552449884723, 'bic': np.float64(444.2840630291731)}, 245: {'params': mu          30340.604953
omega       73531.843026
alpha[1]        0.000000
beta[1]         0.497607
Name: params, dtype: float64, 'loglikelihood': -206.3060134097957, 'aic': 420.6120268195914, 'bic': np.float64(425.9408448602922)}, 250: {'params': mu          3.041479e+04
omega       6.097312e+04
alpha[1]    2.542168e-13
beta[1]     4.873911e-01
Name: params, dtype: float64, 'loglikelihood': -203.65173758929504, 'aic': 415.3034751785901, 'bic': np.float64(420.6322932192909)}, 255: {'params': mu          3.046972e+04
omega       2.101493e+05
alpha[1]    1.000000e+00
beta[1]     1.650803e-16
Name: params, dtype: float64, 'loglikelihood': -222.5170630954389, 'aic': 453.0341261908778, 'bic': np.float64(458.36294423157864)}, 260: {'params': mu           28947.853689
omega       424533.185575
alpha[1]         0.504180
beta[1]          0.433770
Name: params, dtype: float64, 'loglikelihood': -251.0611627947136, 'aic': 510.1223255894272, 'bic': np.float64(515.4511436301281)}, 265: {'params': mu          2.825382e+04
omega       2.256881e+06
alpha[1]    4.866834e-01
beta[1]     1.665335e-16
Name: params, dtype: float64, 'loglikelihood': -253.86450906851982, 'aic': 515.7290181370397, 'bic': np.float64(521.0578361777405)}, 270: {'params': mu          27565.566142
omega       68575.851222
alpha[1]        0.378606
beta[1]         0.550852
Name: params, dtype: float64, 'loglikelihood': -247.15320252505097, 'aic': 502.30640505010194, 'bic': np.float64(507.63522309080275)}, 275: {'params': mu          27049.505623
omega       34921.118254
alpha[1]        0.069460
beta[1]         0.803550
Name: params, dtype: float64, 'loglikelihood': -234.35227294082804, 'aic': 476.7045458816561, 'bic': np.float64(482.0333639223569)}, 280: {'params': mu          2.661607e+04
omega       2.339980e+05
alpha[1]    5.643890e-01
beta[1]     3.969790e-12
Name: params, dtype: float64, 'loglikelihood': -220.24058228002508, 'aic': 448.48116456005016, 'bic': np.float64(453.80998260075097)}, 285: {'params': mu           26796.912703
omega       174458.911076
alpha[1]         0.614050
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -215.96858996294006, 'aic': 439.9371799258801, 'bic': np.float64(445.2659979665809)}, 290: {'params': mu          26962.189392
omega        4227.748441
alpha[1]        0.183160
beta[1]         0.750737
Name: params, dtype: float64, 'loglikelihood': -209.71811151111274, 'aic': 427.4362230222255, 'bic': np.float64(432.7650410629263)}, 295: {'params': mu          27042.560734
omega       66672.540402
alpha[1]        0.975826
beta[1]         0.003914
Name: params, dtype: float64, 'loglikelihood': -208.54965538306698, 'aic': 425.09931076613395, 'bic': np.float64(430.42812880683476)}, 300: {'params': mu          2.703455e+04
omega       2.153608e+05
alpha[1]    8.496942e-01
beta[1]     4.050971e-17
Name: params, dtype: float64, 'loglikelihood': -219.70123133819243, 'aic': 447.40246267638486, 'bic': np.float64(452.73128071708567)}, 305: {'params': mu           27809.838671
omega       510772.191581
alpha[1]         0.459296
beta[1]          0.076590
Name: params, dtype: float64, 'loglikelihood': -232.67229131362868, 'aic': 473.34458262725735, 'bic': np.float64(478.67340066795816)}, 310: {'params': mu           28001.835402
omega       415237.215119
alpha[1]         0.491084
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -229.60592314335068, 'aic': 467.21184628670136, 'bic': np.float64(472.54066432740217)}, 315: {'params': mu           28316.228938
omega       444164.196735
alpha[1]         0.183960
beta[1]          0.296704
Name: params, dtype: float64, 'loglikelihood': -231.11134652262112, 'aic': 470.22269304524224, 'bic': np.float64(475.55151108594305)}, 320: {'params': mu          28897.388274
omega       92242.341683
alpha[1]        0.414994
beta[1]         0.530566
Name: params, dtype: float64, 'loglikelihood': -230.091924432098, 'aic': 468.183848864196, 'bic': np.float64(473.51266690489683)}, 325: {'params': mu          28966.257868
omega       94574.311015
alpha[1]        0.389539
beta[1]         0.557155
Name: params, dtype: float64, 'loglikelihood': -230.96125763914642, 'aic': 469.92251527829285, 'bic': np.float64(475.25133331899366)}, 330: {'params': mu           28841.638852
omega       312300.964787
alpha[1]         0.220584
beta[1]          0.485995
Name: params, dtype: float64, 'loglikelihood': -233.29064065773713, 'aic': 474.58128131547426, 'bic': np.float64(479.91009935617507)}, 335: {'params': mu           28692.220535
omega       331576.735971
alpha[1]         0.259217
beta[1]          0.432885
Name: params, dtype: float64, 'loglikelihood': -233.4859697952646, 'aic': 474.9719395905292, 'bic': np.float64(480.30075763123)}, 340: {'params': mu           28042.525127
omega       336634.711946
alpha[1]         0.907341
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -229.2916554139308, 'aic': 466.5833108278616, 'bic': np.float64(471.91212886856243)}, 345: {'params': mu           27941.606865
omega       270285.471896
alpha[1]         0.733093
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -222.20491744836067, 'aic': 452.40983489672135, 'bic': np.float64(457.73865293742216)}, 350: {'params': mu           27970.595662
omega       154815.746164
alpha[1]         0.745791
beta[1]          0.254209
Name: params, dtype: float64, 'loglikelihood': -226.42658475784836, 'aic': 460.8531695156967, 'bic': np.float64(466.18198755639753)}, 355: {'params': mu           26115.844191
omega       737150.793283
alpha[1]         0.836650
beta[1]          0.144857
Name: params, dtype: float64, 'loglikelihood': -255.47679219206043, 'aic': 518.9535843841209, 'bic': np.float64(524.2824024248217)}, 360: {'params': mu          2.506733e+04
omega       4.004299e+06
alpha[1]    5.187606e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -260.7425150762435, 'aic': 529.485030152487, 'bic': np.float64(534.8138481931878)}, 365: {'params': mu          2.430108e+04
omega       1.969618e+06
alpha[1]    6.865270e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -255.47911852473555, 'aic': 518.9582370494711, 'bic': np.float64(524.287055090172)}, 370: {'params': mu          2.340498e+04
omega       8.087012e+04
alpha[1]    1.000000e+00
beta[1]     4.652124e-14
Name: params, dtype: float64, 'loglikelihood': -237.92249431175432, 'aic': 483.84498862350864, 'bic': np.float64(489.17380666420945)}, 375: {'params': mu          2.312985e+04
omega       5.117351e+05
alpha[1]    7.230519e-01
beta[1]     8.436621e-15
Name: params, dtype: float64, 'loglikelihood': -235.32309387987289, 'aic': 478.64618775974577, 'bic': np.float64(483.9750058004466)}, 380: {'params': mu           23000.788427
omega       446976.454712
alpha[1]         0.737128
beta[1]          0.011222
Name: params, dtype: float64, 'loglikelihood': -234.78604974583666, 'aic': 477.5720994916733, 'bic': np.float64(482.90091753237414)}, 385: {'params': mu          23199.687368
omega       94094.022575
alpha[1]        0.693606
beta[1]         0.197471
Name: params, dtype: float64, 'loglikelihood': -228.23603131533937, 'aic': 464.47206263067875, 'bic': np.float64(469.80088067137956)}, 390: {'params': mu           23292.759428
omega       260014.838194
alpha[1]         0.731821
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -225.54592759812016, 'aic': 459.0918551962403, 'bic': np.float64(464.4206732369411)}, 395: {'params': mu          23266.728542
omega       17610.782366
alpha[1]        0.676402
beta[1]         0.299225
Name: params, dtype: float64, 'loglikelihood': -224.56385991885412, 'aic': 457.12771983770824, 'bic': np.float64(462.45653787840905)}, 400: {'params': mu          23002.858710
omega       12433.907170
alpha[1]        0.209221
beta[1]         0.666308
Name: params, dtype: float64, 'loglikelihood': -219.18458094002008, 'aic': 446.36916188004017, 'bic': np.float64(451.697979920741)}, 405: {'params': mu           22612.552940
omega       323255.972990
alpha[1]         0.407400
beta[1]          0.055171
Name: params, dtype: float64, 'loglikelihood': -225.1489031678271, 'aic': 458.2978063356542, 'bic': np.float64(463.626624376355)}, 410: {'params': mu          2.310591e+04
omega       1.495906e+05
alpha[1]    1.000000e+00
beta[1]     1.734685e-16
Name: params, dtype: float64, 'loglikelihood': -225.7991930367508, 'aic': 459.5983860735016, 'bic': np.float64(464.9272041142024)}, 415: {'params': mu           21338.955016
omega       490998.204605
alpha[1]         0.975124
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -247.94450512572263, 'aic': 503.88901025144526, 'bic': np.float64(509.21782829214607)}, 420: {'params': mu           20176.085285
omega       653563.698454
alpha[1]         0.908042
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -255.2613459496573, 'aic': 518.5226918993146, 'bic': np.float64(523.8515099400155)}, 425: {'params': mu          1.899817e+04
omega       1.744345e+06
alpha[1]    6.814076e-01
beta[1]     1.556047e-16
Name: params, dtype: float64, 'loglikelihood': -255.43007742017514, 'aic': 518.8601548403503, 'bic': np.float64(524.1889728810511)}, 430: {'params': mu          1.684545e+04
omega       3.042323e+05
alpha[1]    8.689885e-01
beta[1]     6.451993e-15
Name: params, dtype: float64, 'loglikelihood': -227.0531899787775, 'aic': 462.106379957555, 'bic': np.float64(467.43519799825583)}, 435: {'params': mu          16777.932131
omega       21163.123297
alpha[1]        1.000000
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -199.28392186003165, 'aic': 406.5678437200633, 'bic': np.float64(411.8966617607641)}, 440: {'params': mu          16799.367945
omega       10296.260955
alpha[1]        1.000000
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -189.50181689234165, 'aic': 387.0036337846833, 'bic': np.float64(392.3324518253841)}, 445: {'params': mu          16789.159968
omega       55654.678786
alpha[1]        0.668591
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -196.1434328777605, 'aic': 400.286865755521, 'bic': np.float64(405.6156837962218)}, 450: {'params': mu          1.687405e+04
omega       5.038063e+04
alpha[1]    5.472024e-01
beta[1]     7.986390e-14
Name: params, dtype: float64, 'loglikelihood': -196.37585469675793, 'aic': 400.75170939351585, 'bic': np.float64(406.08052743421666)}, 455: {'params': mu          1.692654e+04
omega       5.795470e+04
alpha[1]    6.528008e-01
beta[1]     1.198833e-13
Name: params, dtype: float64, 'loglikelihood': -198.43533022377505, 'aic': 404.8706604475501, 'bic': np.float64(410.1994784882509)}, 460: {'params': mu          1.691409e+04
omega       7.265965e+04
alpha[1]    5.346756e-01
beta[1]     1.561811e-14
Name: params, dtype: float64, 'loglikelihood': -203.10315566689175, 'aic': 414.2063113337835, 'bic': np.float64(419.5351293744843)}, 465: {'params': mu          1.684702e+04
omega       1.052130e+05
alpha[1]    5.633100e-01
beta[1]     2.274098e-13
Name: params, dtype: float64, 'loglikelihood': -208.38048889087221, 'aic': 424.76097778174443, 'bic': np.float64(430.08979582244524)}, 470: {'params': mu          16698.074285
omega       62459.777377
alpha[1]        0.522788
beta[1]         0.031067
Name: params, dtype: float64, 'loglikelihood': -203.19133275149844, 'aic': 414.3826655029969, 'bic': np.float64(419.7114835436977)}, 475: {'params': mu          1.671398e+04
omega       8.148190e+04
alpha[1]    1.000000e+00
beta[1]     4.390932e-14
Name: params, dtype: float64, 'loglikelihood': -208.2273868125423, 'aic': 424.4547736250846, 'bic': np.float64(429.7835916657854)}, 480: {'params': mu          1.662362e+04
omega       2.844037e+05
alpha[1]    1.000000e+00
beta[1]     2.947716e-16
Name: params, dtype: float64, 'loglikelihood': -225.52902797226423, 'aic': 459.05805594452846, 'bic': np.float64(464.3868739852293)}, 485: {'params': mu          1.810691e+04
omega       1.179964e+06
alpha[1]    3.476385e-01
beta[1]     3.623710e-01
Name: params, dtype: float64, 'loglikelihood': -251.46833003355502, 'aic': 510.93666006711004, 'bic': np.float64(516.2654781078108)}, 490: {'params': mu           18797.796146
omega       372125.662498
alpha[1]         0.014595
beta[1]          0.870778
Name: params, dtype: float64, 'loglikelihood': -251.4112202044684, 'aic': 510.8224404089368, 'bic': np.float64(516.1512584496377)}, 495: {'params': mu          19271.012282
omega       52916.212259
alpha[1]        0.936022
beta[1]         0.063978
Name: params, dtype: float64, 'loglikelihood': -237.79219709568443, 'aic': 483.58439419136886, 'bic': np.float64(488.91321223206967)}, 500: {'params': mu          19724.810485
omega       25708.123965
alpha[1]        0.674501
beta[1]         0.325499
Name: params, dtype: float64, 'loglikelihood': -229.50433887910654, 'aic': 467.0086777582131, 'bic': np.float64(472.3374957989139)}, 505: {'params': mu           19819.926254
omega       252907.942672
alpha[1]         0.490506
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -222.9441101536715, 'aic': 453.888220307343, 'bic': np.float64(459.2170383480438)}, 510: {'params': mu          1.934126e+04
omega       1.030480e+05
alpha[1]    8.521242e-01
beta[1]     1.008345e-15
Name: params, dtype: float64, 'loglikelihood': -210.67683634500673, 'aic': 429.35367269001347, 'bic': np.float64(434.6824907307143)}, 515: {'params': mu          1.934081e+04
omega       8.891098e+04
alpha[1]    8.559810e-01
beta[1]     2.124403e-15
Name: params, dtype: float64, 'loglikelihood': -204.44900809683102, 'aic': 416.89801619366204, 'bic': np.float64(422.22683423436285)}, 520: {'params': mu          19246.962426
omega       59898.877822
alpha[1]        0.524822
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -198.03094643706586, 'aic': 404.06189287413173, 'bic': np.float64(409.39071091483254)}, 525: {'params': mu          1.920522e+04
omega       7.374216e+04
alpha[1]    5.848941e-01
beta[1]     1.685194e-15
Name: params, dtype: float64, 'loglikelihood': -202.50689047633364, 'aic': 413.0137809526673, 'bic': np.float64(418.3425989933681)}, 530: {'params': mu          19440.949565
omega       97086.740891
alpha[1]        0.000000
beta[1]         0.510888
Name: params, dtype: float64, 'loglikelihood': -210.1751747552629, 'aic': 428.3503495105258, 'bic': np.float64(433.6791675512266)}, 535: {'params': mu           19828.081434
omega       438833.070532
alpha[1]         0.326384
beta[1]          0.145249
Name: params, dtype: float64, 'loglikelihood': -228.94377909054086, 'aic': 465.8875581810817, 'bic': np.float64(471.2163762217825)}, 540: {'params': mu          1.933773e+04
omega       4.479319e+05
alpha[1]    8.411653e-01
beta[1]     1.384547e-15
Name: params, dtype: float64, 'loglikelihood': -226.4445559295686, 'aic': 460.8891118591372, 'bic': np.float64(466.217929899838)}, 545: {'params': mu           19862.724313
omega       430740.390172
alpha[1]         0.356596
beta[1]          0.072019
Name: params, dtype: float64, 'loglikelihood': -228.94427730902487, 'aic': 465.88855461804974, 'bic': np.float64(471.21737265875055)}, 550: {'params': mu           20078.583209
omega       414971.232679
alpha[1]         0.285667
beta[1]          0.165298
Name: params, dtype: float64, 'loglikelihood': -228.90840028516766, 'aic': 465.8168005703353, 'bic': np.float64(471.1456186110361)}, 555: {'params': mu           20454.387232
omega       415765.655478
alpha[1]         0.171451
beta[1]          0.321666
Name: params, dtype: float64, 'loglikelihood': -230.24633849652085, 'aic': 468.4926769930417, 'bic': np.float64(473.8214950337425)}, 560: {'params': mu           20919.883436
omega       570213.625145
alpha[1]         0.453536
beta[1]          0.229155
Name: params, dtype: float64, 'loglikelihood': -238.7412541827401, 'aic': 485.4825083654802, 'bic': np.float64(490.811326406181)}, 565: {'params': mu           21548.199600
omega       320186.637106
alpha[1]         1.000000
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -242.97213851985498, 'aic': 493.94427703970996, 'bic': np.float64(499.27309508041077)}, 570: {'params': mu          2.219203e+04
omega       8.018666e+05
alpha[1]    6.819449e-01
beta[1]     9.701365e-18
Name: params, dtype: float64, 'loglikelihood': -244.67511395575573, 'aic': 497.35022791151147, 'bic': np.float64(502.6790459522123)}, 575: {'params': mu          23088.382209
omega       32138.920496
alpha[1]        0.687015
beta[1]         0.262388
Name: params, dtype: float64, 'loglikelihood': -230.56099981783598, 'aic': 469.12199963567195, 'bic': np.float64(474.45081767637276)}, 580: {'params': mu           23117.797145
omega       100297.282572
alpha[1]         0.568250
beta[1]          0.415320
Name: params, dtype: float64, 'loglikelihood': -229.30573005419987, 'aic': 466.61146010839974, 'bic': np.float64(471.94027814910055)}, 585: {'params': mu           23262.987357
omega       305326.683825
alpha[1]         0.347891
beta[1]          0.117504
Name: params, dtype: float64, 'loglikelihood': -224.34418363796385, 'aic': 456.6883672759277, 'bic': np.float64(462.0171853166285)}, 590: {'params': mu           22945.312664
omega       386755.842668
alpha[1]         0.348344
beta[1]          0.187542
Name: params, dtype: float64, 'loglikelihood': -228.32535455962613, 'aic': 464.65070911925227, 'bic': np.float64(469.9795271599531)}, 595: {'params': mu           22291.610062
omega       157313.451947
alpha[1]         0.647152
beta[1]          0.347967
Name: params, dtype: float64, 'loglikelihood': -235.85534248642531, 'aic': 479.71068497285063, 'bic': np.float64(485.03950301355144)}, 600: {'params': mu           21983.864898
omega       807849.454006
alpha[1]         0.525828
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -238.03489085229594, 'aic': 484.0697817045919, 'bic': np.float64(489.3985997452927)}, 605: {'params': mu           21314.601922
omega       905928.173378
alpha[1]         0.629071
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -238.95211440358563, 'aic': 485.90422880717125, 'bic': np.float64(491.23304684787206)}, 610: {'params': mu           20962.747182
omega       739088.277504
alpha[1]         0.539171
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -234.64965178666836, 'aic': 477.2993035733367, 'bic': np.float64(482.6281216140375)}, 615: {'params': mu           20590.989381
omega       319677.861766
alpha[1]         0.497658
beta[1]          0.019455
Name: params, dtype: float64, 'loglikelihood': -226.5412929055276, 'aic': 461.0825858110552, 'bic': np.float64(466.411403851756)}, 620: {'params': mu          2.041364e+04
omega       5.514354e+04
alpha[1]    5.171013e-14
beta[1]     8.901058e-01
Name: params, dtype: float64, 'loglikelihood': -224.73967659236283, 'aic': 457.47935318472565, 'bic': np.float64(462.80817122542646)}, 625: {'params': mu          2.053332e+04
omega       3.997408e+05
alpha[1]    1.000000e+00
beta[1]     2.574028e-15
Name: params, dtype: float64, 'loglikelihood': -239.76890222007458, 'aic': 487.53780444014916, 'bic': np.float64(492.86662248084997)}, 630: {'params': mu          2.283742e+04
omega       1.637643e+06
alpha[1]    7.026804e-01
beta[1]     2.095218e-01
Name: params, dtype: float64, 'loglikelihood': -266.2702524241659, 'aic': 540.5405048483318, 'bic': np.float64(545.8693228890327)}, 635: {'params': mu          2.469024e+04
omega       6.015147e+06
alpha[1]    7.078696e-01
beta[1]     4.635217e-16
Name: params, dtype: float64, 'loglikelihood': -273.96147963136224, 'aic': 555.9229592627245, 'bic': np.float64(561.2517773034253)}, 640: {'params': mu          2.632746e+04
omega       6.133916e+06
alpha[1]    6.787768e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -273.9298537087198, 'aic': 555.8597074174396, 'bic': np.float64(561.1885254581405)}, 645: {'params': mu          2.792889e+04
omega       1.386567e+06
alpha[1]    9.398226e-01
beta[1]     2.088036e-12
Name: params, dtype: float64, 'loglikelihood': -262.06937679845566, 'aic': 532.1387535969113, 'bic': np.float64(537.4675716376122)}, 650: {'params': mu          29481.857810
omega       58743.550143
alpha[1]        0.000000
beta[1]         0.862857
Name: params, dtype: float64, 'loglikelihood': -239.18636923266922, 'aic': 486.37273846533844, 'bic': np.float64(491.70155650603925)}, 655: {'params': mu           29941.139231
omega       375261.649763
alpha[1]         0.003547
beta[1]          0.497782
Name: params, dtype: float64, 'loglikelihood': -229.1330978160985, 'aic': 466.266195632197, 'bic': np.float64(471.59501367289784)}, 660: {'params': mu           30199.108601
omega       697128.537649
alpha[1]         0.345944
beta[1]          0.434433
Name: params, dtype: float64, 'loglikelihood': -241.37469119382968, 'aic': 490.74938238765935, 'bic': np.float64(496.07820042836016)}, 665: {'params': mu          3.144913e+04
omega       1.091766e+06
alpha[1]    7.819839e-01
beta[1]     2.058198e-01
Name: params, dtype: float64, 'loglikelihood': -260.0701332257914, 'aic': 528.1402664515828, 'bic': np.float64(533.4690844922836)}, 670: {'params': mu          3.315793e+04
omega       4.986776e+06
alpha[1]    5.810252e-01
beta[1]     1.552831e-01
Name: params, dtype: float64, 'loglikelihood': -271.44252573611897, 'aic': 550.8850514722379, 'bic': np.float64(556.2138695129388)}, 675: {'params': mu          3.492541e+04
omega       5.469069e+06
alpha[1]    7.561257e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -272.922781063486, 'aic': 553.845562126972, 'bic': np.float64(559.1743801676729)}, 680: {'params': mu          3.682812e+04
omega       1.652904e+06
alpha[1]    6.108133e-01
beta[1]     2.191870e-01
Name: params, dtype: float64, 'loglikelihood': -266.78055149568075, 'aic': 541.5611029913615, 'bic': np.float64(546.8899210320624)}, 685: {'params': mu           38744.963904
omega       596625.399483
alpha[1]         0.989479
beta[1]          0.010521
Name: params, dtype: float64, 'loglikelihood': -249.84805387338525, 'aic': 507.6961077467705, 'bic': np.float64(513.0249257874714)}, 690: {'params': mu           40100.252748
omega       628076.091962
alpha[1]         0.511428
beta[1]          0.265294
Name: params, dtype: float64, 'loglikelihood': -240.94377854006586, 'aic': 489.8875570801317, 'bic': np.float64(495.21637512083254)}, 695: {'params': mu           41367.869484
omega       536601.170921
alpha[1]         0.789763
beta[1]          0.210237
Name: params, dtype: float64, 'loglikelihood': -250.8162179197106, 'aic': 509.6324358394212, 'bic': np.float64(514.9612538801221)}, 700: {'params': mu          4.270146e+04
omega       2.336894e+06
alpha[1]    7.645262e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -259.2585213513181, 'aic': 526.5170427026362, 'bic': np.float64(531.8458607433371)}, 705: {'params': mu          4.349511e+04
omega       3.369056e+06
alpha[1]    5.613922e-01
beta[1]     1.055082e-13
Name: params, dtype: float64, 'loglikelihood': -257.97808441395887, 'aic': 523.9561688279177, 'bic': np.float64(529.2849868686186)}, 710: {'params': mu          4.369942e+04
omega       2.865577e+06
alpha[1]    5.685436e-01
beta[1]     8.952996e-14
Name: params, dtype: float64, 'loglikelihood': -255.562187359915, 'aic': 519.12437471983, 'bic': np.float64(524.4531927605308)}, 715: {'params': mu          4.355659e+04
omega       2.045932e+06
alpha[1]    8.374781e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -256.25670597667323, 'aic': 520.5134119533465, 'bic': np.float64(525.8422299940473)}, 720: {'params': mu          4.285893e+04
omega       2.783871e+06
alpha[1]    5.877209e-01
beta[1]     1.532995e-01
Name: params, dtype: float64, 'loglikelihood': -262.0942287480042, 'aic': 532.1884574960084, 'bic': np.float64(537.5172755367092)}, 725: {'params': mu          4.167179e+04
omega       2.519002e+06
alpha[1]    6.472921e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -258.08023956939644, 'aic': 524.1604791387929, 'bic': np.float64(529.4892971794937)}, 730: {'params': mu          4.078930e+04
omega       2.201836e+06
alpha[1]    5.378434e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -252.47159905750118, 'aic': 512.9431981150024, 'bic': np.float64(518.2720161557032)}, 735: {'params': mu          3.991031e+04
omega       2.027733e+06
alpha[1]    4.828450e-01
beta[1]     1.462937e-14
Name: params, dtype: float64, 'loglikelihood': -250.5714522942839, 'aic': 509.1429045885678, 'bic': np.float64(514.4717226292686)}, 740: {'params': mu          3.975214e+04
omega       2.113080e+06
alpha[1]    4.767949e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -251.48562079359922, 'aic': 510.97124158719845, 'bic': np.float64(516.3000596278993)}, 745: {'params': mu          4.044699e+04
omega       2.641408e+06
alpha[1]    4.798852e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -255.737386559278, 'aic': 519.474773118556, 'bic': np.float64(524.8035911592568)}, 750: {'params': mu          4.122043e+04
omega       3.001933e+06
alpha[1]    5.018145e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -257.67208176455523, 'aic': 523.3441635291105, 'bic': np.float64(528.6729815698113)}, 755: {'params': mu          4.073946e+04
omega       3.136254e+06
alpha[1]    4.809318e-01
beta[1]     3.883575e-16
Name: params, dtype: float64, 'loglikelihood': -258.4688014764586, 'aic': 524.9376029529172, 'bic': np.float64(530.2664209936181)}, 760: {'params': mu          4.045213e+04
omega       3.368008e+06
alpha[1]    5.012404e-01
beta[1]     1.039283e-15
Name: params, dtype: float64, 'loglikelihood': -259.3501097825391, 'aic': 526.7002195650782, 'bic': np.float64(532.0290376057791)}, 765: {'params': mu          4.012521e+04
omega       4.289297e+06
alpha[1]    5.262791e-01
beta[1]     9.348235e-15
Name: params, dtype: float64, 'loglikelihood': -262.25850221736437, 'aic': 532.5170044347287, 'bic': np.float64(537.8458224754296)}, 770: {'params': mu          3.983635e+04
omega       3.992290e+06
alpha[1]    5.064999e-01
beta[1]     4.160879e-16
Name: params, dtype: float64, 'loglikelihood': -260.9208581596668, 'aic': 529.8417163193336, 'bic': np.float64(535.1705343600345)}, 775: {'params': mu          3.987727e+04
omega       4.066246e+06
alpha[1]    5.416694e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -261.5968617002691, 'aic': 531.1937234005381, 'bic': np.float64(536.522541441239)}, 780: {'params': mu          3.974829e+04
omega       3.653733e+06
alpha[1]    5.084813e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -260.0952187591549, 'aic': 528.1904375183097, 'bic': np.float64(533.5192555590106)}, 785: {'params': mu          4.106254e+04
omega       3.211128e+06
alpha[1]    7.821549e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -260.983015737888, 'aic': 529.966031475776, 'bic': np.float64(535.2948495164769)}, 790: {'params': mu          4.278596e+04
omega       1.164164e+06
alpha[1]    9.498987e-01
beta[1]     4.410104e-17
Name: params, dtype: float64, 'loglikelihood': -254.55081315756502, 'aic': 517.10162631513, 'bic': np.float64(522.4304443558309)}, 795: {'params': mu          4.522273e+04
omega       3.096188e+06
alpha[1]    7.327547e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -262.75496919592143, 'aic': 533.5099383918429, 'bic': np.float64(538.8387564325437)}, 800: {'params': mu          4.613452e+04
omega       4.631640e+06
alpha[1]    5.555715e-01
beta[1]     2.325257e-14
Name: params, dtype: float64, 'loglikelihood': -261.24443132702277, 'aic': 530.4888626540455, 'bic': np.float64(535.8176806947464)}, 805: {'params': mu          4.697889e+04
omega       2.113101e+06
alpha[1]    6.594145e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -253.17306526792166, 'aic': 514.3461305358433, 'bic': np.float64(519.6749485765441)}, 810: {'params': mu          4.815791e+04
omega       1.327085e+06
alpha[1]    2.150249e-01
beta[1]     2.681122e-01
Name: params, dtype: float64, 'loglikelihood': -246.45347601245038, 'aic': 500.90695202490076, 'bic': np.float64(506.23577006560157)}, 815: {'params': mu          4.886693e+04
omega       1.634537e+06
alpha[1]    0.000000e+00
beta[1]     4.985709e-01
Name: params, dtype: float64, 'loglikelihood': -249.73317996633662, 'aic': 507.46635993267324, 'bic': np.float64(512.795177973374)}, 820: {'params': mu          5.040576e+04
omega       1.251672e+06
alpha[1]    1.000000e+00
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -260.92145689579354, 'aic': 529.8429137915871, 'bic': np.float64(535.171731832288)}, 825: {'params': mu          5.157296e+04
omega       1.808805e+06
alpha[1]    3.947151e-01
beta[1]     5.442900e-01
Name: params, dtype: float64, 'loglikelihood': -272.7545498012395, 'aic': 553.509099602479, 'bic': np.float64(558.8379176431798)}, 830: {'params': mu          5.355593e+04
omega       8.837887e+06
alpha[1]    2.250407e-01
beta[1]     2.653052e-01
Name: params, dtype: float64, 'loglikelihood': -273.18971315952757, 'aic': 554.3794263190551, 'bic': np.float64(559.708244359756)}, 835: {'params': mu          5.607825e+04
omega       2.290133e+06
alpha[1]    8.716494e-01
beta[1]     1.018727e-01
Name: params, dtype: float64, 'loglikelihood': -269.80824745648476, 'aic': 547.6164949129695, 'bic': np.float64(552.9453129536704)}, 840: {'params': mu          5.900468e+04
omega       2.233748e+06
alpha[1]    9.869379e-01
beta[1]     1.306213e-02
Name: params, dtype: float64, 'loglikelihood': -270.30434558166695, 'aic': 548.6086911633339, 'bic': np.float64(553.9375092040348)}, 845: {'params': mu          6.058056e+04
omega       6.759329e+06
alpha[1]    5.660419e-01
beta[1]     3.497681e-14
Name: params, dtype: float64, 'loglikelihood': -267.7626710673478, 'aic': 543.5253421346956, 'bic': np.float64(548.8541601753965)}, 850: {'params': mu           61618.553794
omega       883373.905715
alpha[1]         1.000000
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -257.44897433744546, 'aic': 522.8979486748909, 'bic': np.float64(528.2267667155918)}, 855: {'params': mu          6.213860e+04
omega       3.131536e+06
alpha[1]    6.196290e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -255.904419215136, 'aic': 519.808838430272, 'bic': np.float64(525.1376564709728)}, 860: {'params': mu          6.282636e+04
omega       2.280829e+06
alpha[1]    2.887402e-01
beta[1]     2.002438e-01
Name: params, dtype: float64, 'loglikelihood': -254.13565719525153, 'aic': 516.271314390503, 'bic': np.float64(521.6001324312039)}, 865: {'params': mu          6.214840e+04
omega       2.437055e+06
alpha[1]    3.926134e-01
beta[1]     9.458062e-02
Name: params, dtype: float64, 'loglikelihood': -254.18296323962863, 'aic': 516.3659264792573, 'bic': np.float64(521.6947445199581)}, 870: {'params': mu          6.059062e+04
omega       2.113507e+06
alpha[1]    9.207005e-01
beta[1]     7.471127e-18
Name: params, dtype: float64, 'loglikelihood': -257.0699482178337, 'aic': 522.1398964356674, 'bic': np.float64(527.4687144763683)}, 875: {'params': mu          5.895762e+04
omega       4.717406e+06
alpha[1]    8.095375e-01
beta[1]     2.384462e-02
Name: params, dtype: float64, 'loglikelihood': -268.92157493554583, 'aic': 545.8431498710917, 'bic': np.float64(551.1719679117925)}, 880: {'params': mu          5.627761e+04
omega       3.943814e+06
alpha[1]    9.822828e-01
beta[1]     1.771721e-02
Name: params, dtype: float64, 'loglikelihood': -277.4953543388874, 'aic': 562.9907086777748, 'bic': np.float64(568.3195267184757)}, 885: {'params': mu          5.290826e+04
omega       5.809229e+06
alpha[1]    9.308561e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -283.4209660473775, 'aic': 574.841932094755, 'bic': np.float64(580.1707501354558)}, 890: {'params': mu          4.944860e+04
omega       1.266554e+07
alpha[1]    7.010206e-01
beta[1]     1.021087e-16
Name: params, dtype: float64, 'loglikelihood': -282.994074503407, 'aic': 573.988149006814, 'bic': np.float64(579.3169670475148)}, 895: {'params': mu          4.749396e+04
omega       6.892643e+06
alpha[1]    7.790877e-01
beta[1]     2.707402e-15
Name: params, dtype: float64, 'loglikelihood': -271.76434789929004, 'aic': 551.5286957985801, 'bic': np.float64(556.857513839281)}, 900: {'params': mu           45800.964508
omega       212565.252283
alpha[1]         0.240850
beta[1]          0.649230
Name: params, dtype: float64, 'loglikelihood': -261.8784410872214, 'aic': 531.7568821744428, 'bic': np.float64(537.0857002151437)}, 905: {'params': mu          4.563358e+04
omega       4.532688e+06
alpha[1]    4.961194e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -262.86223143939947, 'aic': 533.7244628787989, 'bic': np.float64(539.0532809194998)}, 910: {'params': mu          4.654483e+04
omega       3.884176e+06
alpha[1]    4.455039e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -260.3756472529506, 'aic': 528.7512945059012, 'bic': np.float64(534.0801125466021)}, 915: {'params': mu          4.745319e+04
omega       2.958349e+06
alpha[1]    5.353787e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -255.74190144978897, 'aic': 519.483802899578, 'bic': np.float64(524.8126209402787)}, 920: {'params': mu           48108.851403
omega       352684.887820
alpha[1]         0.298343
beta[1]          0.592321
Name: params, dtype: float64, 'loglikelihood': -248.84633011877258, 'aic': 505.69266023754517, 'bic': np.float64(511.021478278246)}, 925: {'params': mu          4.793710e+04
omega       1.213286e+06
alpha[1]    3.487670e-01
beta[1]     3.500449e-01
Name: params, dtype: float64, 'loglikelihood': -251.40310891019695, 'aic': 510.8062178203939, 'bic': np.float64(516.1350358610947)}, 930: {'params': mu          4.798070e+04
omega       2.017890e+06
alpha[1]    4.285644e-01
beta[1]     5.118381e-02
Name: params, dtype: float64, 'loglikelihood': -250.95348923745232, 'aic': 509.90697847490463, 'bic': np.float64(515.2357965156054)}, 935: {'params': mu          4.672075e+04
omega       1.413561e+06
alpha[1]    4.392913e-01
beta[1]     3.343927e-01
Name: params, dtype: float64, 'loglikelihood': -253.07155002390164, 'aic': 514.1431000478033, 'bic': np.float64(519.4719180885041)}, 940: {'params': mu          4.521542e+04
omega       1.099987e+06
alpha[1]    9.363401e-01
beta[1]     6.365989e-02
Name: params, dtype: float64, 'loglikelihood': -260.4063582518549, 'aic': 528.8127165037098, 'bic': np.float64(534.1415345444107)}, 945: {'params': mu          4.367227e+04
omega       6.148811e+06
alpha[1]    5.996884e-01
beta[1]     3.801689e-14
Name: params, dtype: float64, 'loglikelihood': -266.0540727024627, 'aic': 540.1081454049254, 'bic': np.float64(545.4369634456262)}, 950: {'params': mu          4.111210e+04
omega       2.105336e+06
alpha[1]    1.000000e+00
beta[1]     4.465317e-13
Name: params, dtype: float64, 'loglikelihood': -268.26078551452594, 'aic': 544.5215710290519, 'bic': np.float64(549.8503890697527)}, 955: {'params': mu          3.835351e+04
omega       2.613725e+06
alpha[1]    9.333540e-01
beta[1]     1.916656e-16
Name: params, dtype: float64, 'loglikelihood': -272.25918109535377, 'aic': 552.5183621907075, 'bic': np.float64(557.8471802314084)}, 960: {'params': mu          3.617820e+04
omega       9.196557e+06
alpha[1]    5.203804e-01
beta[1]     2.727982e-15
Name: params, dtype: float64, 'loglikelihood': -272.48406836448015, 'aic': 552.9681367289603, 'bic': np.float64(558.2969547696612)}, 965: {'params': mu           34825.442730
omega       245185.066863
alpha[1]         0.929277
beta[1]          0.070723
Name: params, dtype: float64, 'loglikelihood': -262.1343966226375, 'aic': 532.268793245275, 'bic': np.float64(537.5976112859759)}, 970: {'params': mu           33692.633175
omega       100452.199323
alpha[1]         0.117540
beta[1]          0.729231
Name: params, dtype: float64, 'loglikelihood': -246.85902205038528, 'aic': 501.71804410077056, 'bic': np.float64(507.04686214147137)}, 975: {'params': mu           33203.784077
omega       986699.613596
alpha[1]         0.487008
beta[1]          0.023414
Name: params, dtype: float64, 'loglikelihood': -241.8782937160582, 'aic': 491.7565874321164, 'bic': np.float64(497.08540547281723)}, 980: {'params': mu           33398.699785
omega       760187.335337
alpha[1]         0.497491
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -238.0622936035557, 'aic': 484.1245872071114, 'bic': np.float64(489.4534052478122)}, 985: {'params': mu           34251.797345
omega       250459.643408
alpha[1]         0.415355
beta[1]          0.584645
Name: params, dtype: float64, 'loglikelihood': -242.16732054114397, 'aic': 492.33464108228793, 'bic': np.float64(497.66345912298874)}, 990: {'params': mu          3.514872e+04
omega       1.619134e+06
alpha[1]    6.659858e-01
beta[1]     4.613090e-02
Name: params, dtype: float64, 'loglikelihood': -253.2055414171806, 'aic': 514.4110828343612, 'bic': np.float64(519.7399008750621)}, 995: {'params': mu          3.539202e+04
omega       2.725929e+06
alpha[1]    4.978476e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -254.44250275076848, 'aic': 516.885005501537, 'bic': np.float64(522.2138235422378)}, 1000: {'params': mu          3.585062e+04
omega       2.910970e+06
alpha[1]    5.275573e-01
beta[1]     9.371043e-12
Name: params, dtype: float64, 'loglikelihood': -256.3973865825966, 'aic': 520.7947731651932, 'bic': np.float64(526.1235912058941)}, 1005: {'params': mu          3.634913e+04
omega       2.332493e+06
alpha[1]    5.375909e-01
beta[1]     7.412951e-14
Name: params, dtype: float64, 'loglikelihood': -252.24445569225492, 'aic': 512.4889113845098, 'bic': np.float64(517.8177294252107)}, 1010: {'params': mu          3.704677e+04
omega       1.684444e+06
alpha[1]    1.331435e-01
beta[1]     3.359273e-01
Name: params, dtype: float64, 'loglikelihood': -250.07440326780917, 'aic': 508.14880653561835, 'bic': np.float64(513.4776245763192)}, 1015: {'params': mu          3.734502e+04
omega       2.780978e+06
alpha[1]    2.668427e-01
beta[1]     2.701913e-01
Name: params, dtype: float64, 'loglikelihood': -255.7606023784396, 'aic': 519.5212047568791, 'bic': np.float64(524.85002279758)}, 1020: {'params': mu          3.935490e+04
omega       2.356323e+06
alpha[1]    9.342661e-01
beta[1]     5.556296e-02
Name: params, dtype: float64, 'loglikelihood': -271.1407145503571, 'aic': 550.2814291007141, 'bic': np.float64(555.610247141415)}, 1025: {'params': mu          4.334822e+04
omega       6.225353e+06
alpha[1]    7.753367e-01
beta[1]     2.246633e-01
Name: params, dtype: float64, 'loglikelihood': -287.25856156882304, 'aic': 582.5171231376461, 'bic': np.float64(587.845941178347)}, 1030: {'params': mu          4.674036e+04
omega       2.221863e+07
alpha[1]    7.580542e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -291.62854148893024, 'aic': 591.2570829778605, 'bic': np.float64(596.5859010185613)}, 1035: {'params': mu          5.005016e+04
omega       1.848444e+07
alpha[1]    6.784460e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -287.5398078703259, 'aic': 583.0796157406518, 'bic': np.float64(588.4084337813526)}, 1040: {'params': mu           52444.975949
omega       580805.128785
alpha[1]         0.616903
beta[1]          0.352719
Name: params, dtype: float64, 'loglikelihood': -275.73299058051964, 'aic': 559.4659811610393, 'bic': np.float64(564.7947992017401)}, 1045: {'params': mu          5.479863e+04
omega       4.848400e+06
alpha[1]    3.236153e-01
beta[1]     1.321135e-01
Name: params, dtype: float64, 'loglikelihood': -264.3656240373801, 'aic': 536.7312480747602, 'bic': np.float64(542.060066115461)}, 1050: {'params': mu          5.656675e+04
omega       4.099348e+06
alpha[1]    7.752514e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -264.53312388912485, 'aic': 537.0662477782497, 'bic': np.float64(542.3950658189506)}, 1055: {'params': mu          5.669566e+04
omega       7.136264e+06
alpha[1]    5.592391e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -266.7870469955824, 'aic': 541.5740939911648, 'bic': np.float64(546.9029120318656)}, 1060: {'params': mu          5.698796e+04
omega       7.152957e+06
alpha[1]    5.752814e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -266.65395724039905, 'aic': 541.3079144807981, 'bic': np.float64(546.636732521499)}, 1065: {'params': mu           57816.960186
omega       213702.201634
alpha[1]         0.483908
beta[1]          0.458773
Name: params, dtype: float64, 'loglikelihood': -257.8125462806045, 'aic': 523.625092561209, 'bic': np.float64(528.9539106019099)}, 1070: {'params': mu          5.802174e+04
omega       2.508762e+06
alpha[1]    8.151590e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -256.1620812456236, 'aic': 520.3241624912472, 'bic': np.float64(525.6529805319481)}, 1075: {'params': mu          5.762491e+04
omega       3.463289e+06
alpha[1]    6.641815e-01
beta[1]     1.669626e-13
Name: params, dtype: float64, 'loglikelihood': -254.96239768317403, 'aic': 517.924795366348, 'bic': np.float64(523.2536134070489)}, 1080: {'params': mu          5.711746e+04
omega       2.294975e+06
alpha[1]    6.552779e-01
beta[1]     2.339977e-14
Name: params, dtype: float64, 'loglikelihood': -251.4070367051117, 'aic': 510.8140734102234, 'bic': np.float64(516.1428914509243)}, 1085: {'params': mu          5.672364e+04
omega       2.621335e+06
alpha[1]    6.846532e-01
beta[1]     2.797332e-11
Name: params, dtype: float64, 'loglikelihood': -255.49453007678312, 'aic': 518.9890601535662, 'bic': np.float64(524.3178781942671)}, 1090: {'params': mu          5.514268e+04
omega       5.856041e+06
alpha[1]    5.273983e-01
beta[1]     2.654782e-14
Name: params, dtype: float64, 'loglikelihood': -264.8961466423528, 'aic': 537.7922932847056, 'bic': np.float64(543.1211113254064)}, 1095: {'params': mu          5.345033e+04
omega       6.016302e+06
alpha[1]    7.615941e-01
beta[1]     3.946361e-02
Name: params, dtype: float64, 'loglikelihood': -273.35756871019635, 'aic': 554.7151374203927, 'bic': np.float64(560.0439554610936)}, 1100: {'params': mu          5.300178e+04
omega       1.119006e+07
alpha[1]    4.127505e-01
beta[1]     8.772360e-02
Name: params, dtype: float64, 'loglikelihood': -276.07796937557254, 'aic': 560.1559387511451, 'bic': np.float64(565.4847567918459)}, 1105: {'params': mu          5.210966e+04
omega       9.202953e+06
alpha[1]    4.804608e-01
beta[1]     1.101816e-02
Name: params, dtype: float64, 'loglikelihood': -272.4954656516106, 'aic': 552.9909313032211, 'bic': np.float64(558.319749343922)}, 1110: {'params': mu          5.025058e+04
omega       5.495344e+06
alpha[1]    4.946864e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -264.6166621619134, 'aic': 537.2333243238268, 'bic': np.float64(542.5621423645276)}, 1115: {'params': mu          4.857094e+04
omega       8.538881e+06
alpha[1]    6.409331e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -268.4045092541559, 'aic': 544.8090185083119, 'bic': np.float64(550.1378365490127)}, 1120: {'params': mu          4.629566e+04
omega       1.163392e+07
alpha[1]    7.807824e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -277.6799480117123, 'aic': 563.3598960234247, 'bic': np.float64(568.6887140641255)}, 1125: {'params': mu          4.383850e+04
omega       6.375202e+06
alpha[1]    8.550312e-01
beta[1]     1.078310e-01
Name: params, dtype: float64, 'loglikelihood': -287.19324817108395, 'aic': 582.3864963421679, 'bic': np.float64(587.7153143828688)}, 1130: {'params': mu          3.990270e+04
omega       4.986762e+06
alpha[1]    9.564412e-01
beta[1]     5.569530e-16
Name: params, dtype: float64, 'loglikelihood': -284.5100475432925, 'aic': 577.020095086585, 'bic': np.float64(582.3489131272859)}, 1135: {'params': mu          3.723710e+04
omega       8.893670e+06
alpha[1]    7.187779e-01
beta[1]     7.291497e-16
Name: params, dtype: float64, 'loglikelihood': -274.5430604178351, 'aic': 557.0861208356702, 'bic': np.float64(562.414938876371)}, 1140: {'params': mu          3.543798e+04
omega       3.151701e+06
alpha[1]    1.000000e+00
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -262.8731193242253, 'aic': 533.7462386484506, 'bic': np.float64(539.0750566891514)}, 1145: {'params': mu          3.522950e+04
omega       3.726792e+06
alpha[1]    5.977556e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -259.6496051061575, 'aic': 527.299210212315, 'bic': np.float64(532.6280282530158)}, 1150: {'params': mu          3.501237e+04
omega       3.960261e+06
alpha[1]    5.011089e-01
beta[1]     2.576884e-13
Name: params, dtype: float64, 'loglikelihood': -261.3950769959703, 'aic': 530.7901539919407, 'bic': np.float64(536.1189720326415)}, 1155: {'params': mu          3.425441e+04
omega       7.060522e+06
alpha[1]    5.649214e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -267.0438317054702, 'aic': 542.0876634109404, 'bic': np.float64(547.4164814516413)}, 1160: {'params': mu          3.285264e+04
omega       8.193047e+06
alpha[1]    7.638648e-01
beta[1]     2.212781e-13
Name: params, dtype: float64, 'loglikelihood': -275.56335214203324, 'aic': 559.1267042840665, 'bic': np.float64(564.4555223247673)}, 1165: {'params': mu          3.055541e+04
omega       1.077488e+07
alpha[1]    7.340975e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -279.48550770102844, 'aic': 566.9710154020569, 'bic': np.float64(572.2998334427577)}, 1170: {'params': mu          2.761584e+04
omega       3.828766e+06
alpha[1]    9.300765e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -275.1401217948764, 'aic': 558.2802435897528, 'bic': np.float64(563.6090616304537)}, 1175: {'params': mu          2.407858e+04
omega       1.988300e+06
alpha[1]    9.236239e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -265.1542985606004, 'aic': 538.3085971212008, 'bic': np.float64(543.6374151619017)}, 1180: {'params': mu          2.194659e+04
omega       3.122901e+06
alpha[1]    6.885679e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -262.41270556209906, 'aic': 532.8254111241981, 'bic': np.float64(538.154229164899)}, 1185: {'params': mu           20431.735688
omega       497387.083999
alpha[1]         0.632223
beta[1]          0.282948
Name: params, dtype: float64, 'loglikelihood': -253.57514846406198, 'aic': 515.1502969281239, 'bic': np.float64(520.4791149688248)}, 1190: {'params': mu          1.896627e+04
omega       3.158898e+05
alpha[1]    8.245958e-01
beta[1]     3.005202e-14
Name: params, dtype: float64, 'loglikelihood': -232.0366262095587, 'aic': 472.0732524191174, 'bic': np.float64(477.4020704598182)}, 1195: {'params': mu           18611.722377
omega       223285.414623
alpha[1]         0.325669
beta[1]          0.172856
Name: params, dtype: float64, 'loglikelihood': -220.8938054329831, 'aic': 449.7876108659662, 'bic': np.float64(455.116428906667)}, 1200: {'params': mu           18183.488094
omega       308577.671794
alpha[1]         0.560157
beta[1]          0.199500
Name: params, dtype: float64, 'loglikelihood': -230.82555584006377, 'aic': 469.65111168012754, 'bic': np.float64(474.97992972082835)}, 1205: {'params': mu          1.762754e+04
omega       5.472973e+05
alpha[1]    8.183308e-01
beta[1]     1.419445e-13
Name: params, dtype: float64, 'loglikelihood': -238.70246545542236, 'aic': 485.4049309108447, 'bic': np.float64(490.7337489515455)}, 1210: {'params': mu          1.687508e+04
omega       1.180306e+06
alpha[1]    5.952651e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -243.61766662665724, 'aic': 495.2353332533145, 'bic': np.float64(500.5641512940153)}, 1215: {'params': mu          1.609762e+04
omega       3.265790e+05
alpha[1]    1.000000e+00
beta[1]     5.580065e-17
Name: params, dtype: float64, 'loglikelihood': -243.1870222510648, 'aic': 494.3740445021296, 'bic': np.float64(499.7028625428304)}, 1220: {'params': mu           15125.974260
omega       260361.978007
alpha[1]         0.976807
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -239.74036010067476, 'aic': 487.4807202013495, 'bic': np.float64(492.80953824205034)}, 1225: {'params': mu           14188.544124
omega       175180.855961
alpha[1]         1.000000
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -237.28155125750823, 'aic': 482.56310251501645, 'bic': np.float64(487.89192055571726)}, 1230: {'params': mu           13359.109972
omega       179049.151119
alpha[1]         0.981725
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -230.5974247931144, 'aic': 469.1948495862288, 'bic': np.float64(474.52366762692964)}, 1235: {'params': mu           12650.615692
omega       133623.890902
alpha[1]         0.949014
beta[1]          0.050986
Name: params, dtype: float64, 'loglikelihood': -233.92176280327502, 'aic': 475.84352560655003, 'bic': np.float64(481.17234364725084)}, 1240: {'params': mu          1.143289e+04
omega       1.080744e+05
alpha[1]    9.853002e-01
beta[1]     1.092791e-15
Name: params, dtype: float64, 'loglikelihood': -223.1439043387654, 'aic': 454.2878086775308, 'bic': np.float64(459.6166267182316)}, 1245: {'params': mu          11364.569286
omega       72907.583085
alpha[1]        0.883180
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -215.6482541992839, 'aic': 439.2965083985678, 'bic': np.float64(444.62532643926863)}, 1250: {'params': mu          1.110390e+04
omega       7.931908e+04
alpha[1]    8.147259e-01
beta[1]     1.110249e-15
Name: params, dtype: float64, 'loglikelihood': -210.97872949164727, 'aic': 429.95745898329454, 'bic': np.float64(435.28627702399535)}, 1255: {'params': mu          1.070017e+04
omega       3.666747e+04
alpha[1]    7.179306e-01
beta[1]     6.109803e-17
Name: params, dtype: float64, 'loglikelihood': -197.30872400976307, 'aic': 402.61744801952614, 'bic': np.float64(407.94626606022695)}, 1260: {'params': mu          10725.352534
omega       28669.267133
alpha[1]        0.501427
beta[1]         0.028035
Name: params, dtype: float64, 'loglikelihood': -190.9682200030409, 'aic': 389.9364400060818, 'bic': np.float64(395.2652580467826)}, 1265: {'params': mu          10651.439145
omega        4969.668314
alpha[1]        0.189687
beta[1]         0.766206
Name: params, dtype: float64, 'loglikelihood': -189.33088014175544, 'aic': 386.6617602835109, 'bic': np.float64(391.9905783242117)}, 1270: {'params': mu          10586.554346
omega       22024.025471
alpha[1]        0.321748
beta[1]         0.403420
Name: params, dtype: float64, 'loglikelihood': -196.11072881392425, 'aic': 400.2214576278485, 'bic': np.float64(405.5502756685493)}, 1275: {'params': mu          10588.576601
omega        4672.631958
alpha[1]        0.537317
beta[1]         0.462683
Name: params, dtype: float64, 'loglikelihood': -206.96338196606266, 'aic': 421.9267639321253, 'bic': np.float64(427.2555819728261)}, 1280: {'params': mu          10848.028075
omega       29720.904225
alpha[1]        0.862329
beta[1]         0.135933
Name: params, dtype: float64, 'loglikelihood': -212.465723222749, 'aic': 432.931446445498, 'bic': np.float64(438.2602644861988)}, 1285: {'params': mu           10996.174229
omega       118267.417685
alpha[1]         0.251914
beta[1]          0.473739
Name: params, dtype: float64, 'loglikelihood': -219.89990316689753, 'aic': 447.79980633379506, 'bic': np.float64(453.12862437449587)}, 1290: {'params': mu          11624.328718
omega       47380.242006
alpha[1]        0.892004
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -210.6991477594068, 'aic': 429.3982955188136, 'bic': np.float64(434.7271135595144)}, 1295: {'params': mu          11642.925242
omega       88320.130422
alpha[1]        0.758551
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -204.0884581289066, 'aic': 416.1769162578132, 'bic': np.float64(421.505734298514)}, 1300: {'params': mu          11693.738463
omega       20959.193786
alpha[1]        0.666302
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -187.19959337324136, 'aic': 382.3991867464827, 'bic': np.float64(387.7280047871835)}, 1305: {'params': mu          11635.076866
omega       35028.885664
alpha[1]        0.601776
beta[1]         0.004061
Name: params, dtype: float64, 'loglikelihood': -194.30170623856955, 'aic': 396.6034124771391, 'bic': np.float64(401.9322305178399)}, 1310: {'params': mu          1.165967e+04
omega       6.080613e+04
alpha[1]    1.000000e+00
beta[1]     4.981689e-16
Name: params, dtype: float64, 'loglikelihood': -204.03651425113392, 'aic': 416.07302850226785, 'bic': np.float64(421.40184654296866)}, 1315: {'params': mu          1.162385e+04
omega       7.239101e+04
alpha[1]    1.000000e+00
beta[1]     3.073279e-16
Name: params, dtype: float64, 'loglikelihood': -215.09306459501406, 'aic': 438.1861291900281, 'bic': np.float64(443.5149472307289)}, 1320: {'params': mu           10629.603539
omega       104696.722831
alpha[1]         0.568310
beta[1]          0.373847
Name: params, dtype: float64, 'loglikelihood': -232.20409399747194, 'aic': 472.4081879949439, 'bic': np.float64(477.7370060356447)}, 1325: {'params': mu          1.019908e+04
omega       3.030493e+05
alpha[1]    7.108076e-01
beta[1]     3.824232e-19
Name: params, dtype: float64, 'loglikelihood': -232.22591553111292, 'aic': 472.45183106222584, 'bic': np.float64(477.78064910292665)}, 1330: {'params': mu           9297.331606
omega       68712.073811
alpha[1]        0.829515
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -206.58194051574495, 'aic': 421.1638810314899, 'bic': np.float64(426.4926990721907)}, 1335: {'params': mu          9.239869e+03
omega       2.222306e+04
alpha[1]    9.340159e-01
beta[1]     3.950412e-16
Name: params, dtype: float64, 'loglikelihood': -188.8524905965136, 'aic': 385.7049811930272, 'bic': np.float64(391.033799233728)}, 1340: {'params': mu          9212.348625
omega       8604.039736
alpha[1]       0.505752
beta[1]        0.024744
Name: params, dtype: float64, 'loglikelihood': -173.741358705304, 'aic': 355.482717410608, 'bic': np.float64(360.8115354513088)}, 1345: {'params': mu          9225.242587
omega       2164.051469
alpha[1]       0.213135
beta[1]        0.786865
Name: params, dtype: float64, 'loglikelihood': -176.85798178582914, 'aic': 361.7159635716583, 'bic': np.float64(367.0447816123591)}, 1350: {'params': mu           9276.281938
omega       12804.770357
alpha[1]        0.480165
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -180.98984706964197, 'aic': 369.97969413928394, 'bic': np.float64(375.30851217998475)}, 1355: {'params': mu           9301.089693
omega       14212.411553
alpha[1]        0.000000
beta[1]         0.510023
Name: params, dtype: float64, 'loglikelihood': -183.29666364738412, 'aic': 374.59332729476824, 'bic': np.float64(379.92214533546905)}, 1360: {'params': mu          9.429252e+03
omega       1.681333e+04
alpha[1]    8.314726e-01
beta[1]     2.729872e-14
Name: params, dtype: float64, 'loglikelihood': -189.58758215196082, 'aic': 387.17516430392163, 'bic': np.float64(392.50398234462244)}, 1365: {'params': mu           9504.813184
omega       32632.272266
alpha[1]        0.181033
beta[1]         0.338971
Name: params, dtype: float64, 'loglikelihood': -194.59423611139457, 'aic': 397.18847222278913, 'bic': np.float64(402.51729026348994)}, 1370: {'params': mu          9.558434e+03
omega       4.540121e+03
alpha[1]    3.117379e-14
beta[1]     9.162204e-01
Name: params, dtype: float64, 'loglikelihood': -189.61462600099696, 'aic': 387.2292520019939, 'bic': np.float64(392.55807004269474)}, 1375: {'params': mu           9521.275928
omega       10002.774118
alpha[1]        0.173286
beta[1]         0.800972
Name: params, dtype: float64, 'loglikelihood': -199.06735674497625, 'aic': 406.1347134899525, 'bic': np.float64(411.4635315306533)}, 1380: {'params': mu           9639.791705
omega       55959.950297
alpha[1]        0.588156
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -199.57087203730327, 'aic': 407.14174407460655, 'bic': np.float64(412.47056211530736)}, 1385: {'params': mu           9446.435979
omega       61196.360791
alpha[1]        0.009671
beta[1]         0.495690
Name: params, dtype: float64, 'loglikelihood': -203.7329796511082, 'aic': 415.4659593022164, 'bic': np.float64(420.7947773429172)}, 1390: {'params': mu           9376.561177
omega       81519.601907
alpha[1]        0.054045
beta[1]         0.447861
Name: params, dtype: float64, 'loglikelihood': -207.73364564185766, 'aic': 423.4672912837153, 'bic': np.float64(428.79610932441614)}, 1395: {'params': mu          9.246114e+03
omega       1.452834e+04
alpha[1]    2.210748e-15
beta[1]     9.144339e-01
Name: params, dtype: float64, 'loglikelihood': -205.94396822067233, 'aic': 419.88793644134466, 'bic': np.float64(425.2167544820455)}, 1400: {'params': mu            9096.051237
omega       147108.012413
alpha[1]         0.680028
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -213.7356712731268, 'aic': 435.4713425462536, 'bic': np.float64(440.8001605869544)}, 1405: {'params': mu          8.798854e+03
omega       2.027491e+05
alpha[1]    7.606648e-01
beta[1]     1.765818e-14
Name: params, dtype: float64, 'loglikelihood': -223.05651159720554, 'aic': 454.1130231944111, 'bic': np.float64(459.4418412351119)}, 1410: {'params': mu            8341.209349
omega       462991.796390
alpha[1]         0.551843
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -229.8763509964598, 'aic': 467.7527019929196, 'bic': np.float64(473.0815200336204)}, 1415: {'params': mu          7.952413e+03
omega       3.137172e+05
alpha[1]    7.045280e-01
beta[1]     4.242670e-16
Name: params, dtype: float64, 'loglikelihood': -230.46108557721277, 'aic': 468.92217115442554, 'bic': np.float64(474.25098919512635)}, 1420: {'params': mu          7.156186e+03
omega       1.638328e+05
alpha[1]    6.819270e-01
beta[1]     7.124089e-16
Name: params, dtype: float64, 'loglikelihood': -215.19994482614953, 'aic': 438.39988965229907, 'bic': np.float64(443.7287076929999)}, 1425: {'params': mu           7003.861283
omega       59153.003433
alpha[1]        0.958745
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -204.47312952694523, 'aic': 416.94625905389046, 'bic': np.float64(422.27507709459127)}, 1430: {'params': mu          6.932430e+03
omega       4.042688e+04
alpha[1]    8.641340e-01
beta[1]     7.347637e-14
Name: params, dtype: float64, 'loglikelihood': -199.07695701006912, 'aic': 406.15391402013825, 'bic': np.float64(411.48273206083906)}, 1435: {'params': mu           6797.752488
omega       58629.859136
alpha[1]        0.651510
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -199.9120201237413, 'aic': 407.8240402474826, 'bic': np.float64(413.15285828818344)}, 1440: {'params': mu          6.764047e+03
omega       1.058619e+05
alpha[1]    1.000000e+00
beta[1]     1.632800e-13
Name: params, dtype: float64, 'loglikelihood': -209.04578651068118, 'aic': 426.09157302136236, 'bic': np.float64(431.4203910620632)}, 1445: {'params': mu           6323.689783
omega       43743.785819
alpha[1]        0.370310
beta[1]         0.516727
Name: params, dtype: float64, 'loglikelihood': -218.11458509196495, 'aic': 444.2291701839299, 'bic': np.float64(449.5579882246307)}, 1450: {'params': mu           6347.925669
omega       15053.329790
alpha[1]        0.314530
beta[1]         0.685470
Name: params, dtype: float64, 'loglikelihood': -221.78362651866925, 'aic': 451.5672530373385, 'bic': np.float64(456.8960710780393)}, 1455: {'params': mu          6.188383e+03
omega       1.754745e+05
alpha[1]    9.647640e-01
beta[1]     7.130569e-17
Name: params, dtype: float64, 'loglikelihood': -230.759927739727, 'aic': 469.519855479454, 'bic': np.float64(474.8486735201548)}, 1460: {'params': mu          7.171071e+03
omega       1.107651e+06
alpha[1]    5.387534e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -243.19798882080482, 'aic': 494.39597764160965, 'bic': np.float64(499.72479568231046)}, 1465: {'params': mu          7.723905e+03
omega       8.259587e+05
alpha[1]    7.413111e-01
beta[1]     1.581201e-11
Name: params, dtype: float64, 'loglikelihood': -243.66647262330252, 'aic': 495.33294524660505, 'bic': np.float64(500.66176328730586)}, 1470: {'params': mu            8870.431455
omega       210342.477885
alpha[1]         0.937774
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -226.66991642966022, 'aic': 461.33983285932044, 'bic': np.float64(466.66865090002125)}, 1475: {'params': mu          9.243768e+03
omega       2.501243e+05
alpha[1]    5.493034e-01
beta[1]     1.459591e-15
Name: params, dtype: float64, 'loglikelihood': -221.14605098041503, 'aic': 450.29210196083005, 'bic': np.float64(455.62092000153086)}, 1480: {'params': mu            9838.986500
omega       101313.170055
alpha[1]         0.679846
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -211.7894311870297, 'aic': 431.5788623740594, 'bic': np.float64(436.9076804147602)}, 1485: {'params': mu           9803.372184
omega       70432.178472
alpha[1]        0.741470
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -207.30077494647955, 'aic': 422.6015498929591, 'bic': np.float64(427.9303679336599)}, 1490: {'params': mu           9743.417300
omega       54559.127398
alpha[1]        0.294203
beta[1]         0.210067
Name: params, dtype: float64, 'loglikelihood': -201.33387066465986, 'aic': 410.6677413293197, 'bic': np.float64(415.9965593700205)}, 1495: {'params': mu           9533.185806
omega       99150.333008
alpha[1]        0.602437
beta[1]         0.131907
Name: params, dtype: float64, 'loglikelihood': -213.08864310393852, 'aic': 434.17728620787705, 'bic': np.float64(439.50610424857786)}, 1500: {'params': mu           9331.925574
omega       37949.953715
alpha[1]        0.907705
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -212.29844970820056, 'aic': 432.59689941640113, 'bic': np.float64(437.92571745710194)}, 1505: {'params': mu          9.061578e+03
omega       1.296324e+05
alpha[1]    5.499492e-01
beta[1]     3.990222e-16
Name: params, dtype: float64, 'loglikelihood': -212.4534393059375, 'aic': 432.906878611875, 'bic': np.float64(438.2356966525758)}, 1510: {'params': mu           8646.256964
omega       22253.900959
alpha[1]        0.800385
beta[1]         0.170607
Name: params, dtype: float64, 'loglikelihood': -206.9285990058204, 'aic': 421.8571980116408, 'bic': np.float64(427.1860160523416)}, 1515: {'params': mu           8596.427688
omega       96276.734075
alpha[1]        0.846006
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -211.00889766471755, 'aic': 430.0177953294351, 'bic': np.float64(435.3466133701359)}, 1520: {'params': mu          8.092582e+03
omega       1.111054e+05
alpha[1]    7.775553e-01
beta[1]     8.761046e-14
Name: params, dtype: float64, 'loglikelihood': -215.02607592628598, 'aic': 438.05215185257197, 'bic': np.float64(443.3809698932728)}, 1525: {'params': mu            7867.170897
omega       122237.177399
alpha[1]         0.700794
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -217.36310717439977, 'aic': 442.72621434879954, 'bic': np.float64(448.05503238950035)}, 1530: {'params': mu          7.274717e+03
omega       2.502724e+04
alpha[1]    1.000000e+00
beta[1]     4.678182e-16
Name: params, dtype: float64, 'loglikelihood': -199.7101015549416, 'aic': 407.4202031098832, 'bic': np.float64(412.749021150584)}, 1535: {'params': mu           7214.596972
omega       37541.540185
alpha[1]        0.797154
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -196.79511937548395, 'aic': 401.5902387509679, 'bic': np.float64(406.9190567916687)}, 1540: {'params': mu           7214.417562
omega       14078.896342
alpha[1]        0.019915
beta[1]         0.472356
Name: params, dtype: float64, 'loglikelihood': -183.1240104181213, 'aic': 374.2480208362426, 'bic': np.float64(379.5768388769434)}, 1545: {'params': mu           7246.932309
omega       16925.070377
alpha[1]        0.050567
beta[1]         0.443929
Name: params, dtype: float64, 'loglikelihood': -185.5054092086635, 'aic': 379.010818417327, 'bic': np.float64(384.3396364580278)}, 1550: {'params': mu           7276.820114
omega       22395.368628
alpha[1]        0.084041
beta[1]         0.411475
Name: params, dtype: float64, 'loglikelihood': -189.46540915342183, 'aic': 386.93081830684366, 'bic': np.float64(392.2596363475445)}, 1555: {'params': mu          7.263168e+03
omega       2.556838e+04
alpha[1]    7.632783e-17
beta[1]     5.095523e-01
Name: params, dtype: float64, 'loglikelihood': -191.52578867059296, 'aic': 391.0515773411859, 'bic': np.float64(396.38039538188673)}, 1560: {'params': mu          7332.449421
omega       8085.401782
alpha[1]       0.760836
beta[1]        0.239164
Name: params, dtype: float64, 'loglikelihood': -193.57595921856412, 'aic': 395.15191843712824, 'bic': np.float64(400.48073647782905)}, 1565: {'params': mu          7.377117e+03
omega       2.269385e+04
alpha[1]    1.000000e+00
beta[1]     5.169586e-14
Name: params, dtype: float64, 'loglikelihood': -199.98201255621748, 'aic': 407.96402511243497, 'bic': np.float64(413.2928431531358)}, 1570: {'params': mu          7.455944e+03
omega       1.235894e+05
alpha[1]    8.229808e-01
beta[1]     1.346466e-14
Name: params, dtype: float64, 'loglikelihood': -214.64634377955068, 'aic': 437.29268755910135, 'bic': np.float64(442.62150559980216)}, 1575: {'params': mu            8209.667745
omega       172342.684578
alpha[1]         0.770737
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -221.9540234198886, 'aic': 451.9080468397772, 'bic': np.float64(457.23686488047804)}, 1580: {'params': mu           8864.415800
omega       57613.421713
alpha[1]        0.812733
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -213.6354892878471, 'aic': 435.2709785756942, 'bic': np.float64(440.599796616395)}, 1585: {'params': mu           8875.918258
omega       64853.387051
alpha[1]        0.788802
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -207.99318144764308, 'aic': 423.98636289528616, 'bic': np.float64(429.315180935987)}, 1590: {'params': mu           8832.013035
omega       29925.274297
alpha[1]        0.406100
beta[1]         0.593900
Name: params, dtype: float64, 'loglikelihood': -212.83814578053213, 'aic': 433.67629156106426, 'bic': np.float64(439.00510960176507)}, 1595: {'params': mu            8721.860407
omega       118111.104108
alpha[1]         0.175624
beta[1]          0.546705
Name: params, dtype: float64, 'loglikelihood': -219.5742251749837, 'aic': 447.1484503499674, 'bic': np.float64(452.4772683906682)}, 1600: {'params': mu           8209.558205
omega       39700.418707
alpha[1]        0.929463
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -213.6513163299871, 'aic': 435.3026326599742, 'bic': np.float64(440.63145070067503)}, 1605: {'params': mu           8149.375188
omega       31364.545612
alpha[1]        0.819660
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -205.54394945238286, 'aic': 419.0878989047657, 'bic': np.float64(424.41671694546653)}, 1610: {'params': mu          8233.661656
omega       3409.468260
alpha[1]       0.063679
beta[1]        0.758930
Name: params, dtype: float64, 'loglikelihood': -197.1141638140357, 'aic': 402.2283276280714, 'bic': np.float64(407.5571456687722)}, 1615: {'params': mu           8200.042766
omega       13748.803725
alpha[1]        0.024007
beta[1]         0.477987
Name: params, dtype: float64, 'loglikelihood': -182.83399189191002, 'aic': 373.66798378382003, 'bic': np.float64(378.99680182452084)}, 1620: {'params': mu          8.180161e+03
omega       3.972533e+04
alpha[1]    1.000000e+00
beta[1]     5.006127e-17
Name: params, dtype: float64, 'loglikelihood': -202.453924706824, 'aic': 412.907849413648, 'bic': np.float64(418.23666745434883)}, 1625: {'params': mu          8.201462e+03
omega       7.877027e+04
alpha[1]    1.000000e+00
beta[1]     7.309378e-15
Name: params, dtype: float64, 'loglikelihood': -216.308241579882, 'aic': 440.616483159764, 'bic': np.float64(445.9453012004648)}, 1630: {'params': mu            9193.795458
omega       494444.888033
alpha[1]         0.500543
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -232.7692313257431, 'aic': 473.5384626514862, 'bic': np.float64(478.867280692187)}, 1635: {'params': mu          1.023866e+04
omega       8.770453e+04
alpha[1]    8.565329e-01
beta[1]     9.722394e-16
Name: params, dtype: float64, 'loglikelihood': -212.66230069735877, 'aic': 433.32460139471755, 'bic': np.float64(438.65341943541836)}, 1640: {'params': mu          10233.819651
omega       51528.974862
alpha[1]        0.918930
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -203.47719032287347, 'aic': 414.95438064574694, 'bic': np.float64(420.28319868644775)}, 1645: {'params': mu          10223.590915
omega        1778.527948
alpha[1]        0.655434
beta[1]         0.344566
Name: params, dtype: float64, 'loglikelihood': -190.72318455200693, 'aic': 389.44636910401385, 'bic': np.float64(394.77518714471466)}, 1650: {'params': mu          10248.176388
omega       26572.065597
alpha[1]        0.556174
beta[1]         0.102904
Name: params, dtype: float64, 'loglikelihood': -192.55676920555203, 'aic': 393.11353841110406, 'bic': np.float64(398.44235645180487)}, 1655: {'params': mu          10283.086096
omega       58018.594035
alpha[1]        0.494462
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -198.7328686969146, 'aic': 405.4657373938292, 'bic': np.float64(410.79455543453)}, 1660: {'params': mu           10326.480881
omega       114065.604843
alpha[1]         0.678970
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -206.85015944284433, 'aic': 421.70031888568866, 'bic': np.float64(427.02913692638947)}, 1665: {'params': mu          10275.386738
omega       58472.617445
alpha[1]        0.955144
beta[1]         0.044856
Name: params, dtype: float64, 'loglikelihood': -214.93013574134878, 'aic': 437.86027148269756, 'bic': np.float64(443.18908952339837)}, 1670: {'params': mu           10420.524012
omega       236604.275781
alpha[1]         0.673744
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -218.07609210590113, 'aic': 444.15218421180225, 'bic': np.float64(449.48100225250306)}, 1675: {'params': mu           10390.943746
omega       178951.190912
alpha[1]         0.830843
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -220.38845554103185, 'aic': 448.7769110820637, 'bic': np.float64(454.1057291227645)}, 1680: {'params': mu          1.060449e+04
omega       3.304839e+05
alpha[1]    5.363354e-01
beta[1]     6.532417e-16
Name: params, dtype: float64, 'loglikelihood': -224.90461595216433, 'aic': 457.80923190432867, 'bic': np.float64(463.1380499450295)}, 1685: {'params': mu           10649.792769
omega       331883.686172
alpha[1]         0.569919
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -225.0881175170406, 'aic': 458.1762350340812, 'bic': np.float64(463.505053074782)}, 1690: {'params': mu          1.052084e+04
omega       3.165853e+05
alpha[1]    6.318522e-01
beta[1]     4.605274e-13
Name: params, dtype: float64, 'loglikelihood': -224.02292910485448, 'aic': 456.04585820970897, 'bic': np.float64(461.3746762504098)}, 1695: {'params': mu          1.037398e+04
omega       2.246503e+05
alpha[1]    7.002183e-01
beta[1]     7.787687e-16
Name: params, dtype: float64, 'loglikelihood': -224.05317845455525, 'aic': 456.1063569091105, 'bic': np.float64(461.4351749498113)}, 1700: {'params': mu          1.073458e+04
omega       3.881201e+05
alpha[1]    5.177865e-01
beta[1]     6.954525e-16
Name: params, dtype: float64, 'loglikelihood': -228.06299168712582, 'aic': 464.12598337425163, 'bic': np.float64(469.45480141495244)}, 1705: {'params': mu           11036.786805
omega       327753.894902
alpha[1]         0.428627
beta[1]          0.060610
Name: params, dtype: float64, 'loglikelihood': -226.48019381524497, 'aic': 460.96038763048995, 'bic': np.float64(466.28920567119076)}, 1710: {'params': mu           11247.227899
omega       331512.496651
alpha[1]         0.149163
beta[1]          0.339785
Name: params, dtype: float64, 'loglikelihood': -227.30478890032185, 'aic': 462.6095778006437, 'bic': np.float64(467.9383958413445)}, 1715: {'params': mu           11109.182839
omega       498732.786139
alpha[1]         0.464207
beta[1]          0.091660
Name: params, dtype: float64, 'loglikelihood': -230.93578114741464, 'aic': 469.8715622948293, 'bic': np.float64(475.2003803355301)}, 1720: {'params': mu           10609.301437
omega       553577.713356
alpha[1]         0.735319
beta[1]          0.090141
Name: params, dtype: float64, 'loglikelihood': -239.3910103265423, 'aic': 486.7820206530846, 'bic': np.float64(492.1108386937854)}, 1725: {'params': mu            9928.890216
omega       732844.226555
alpha[1]         0.739125
beta[1]          0.056553
Name: params, dtype: float64, 'loglikelihood': -243.58946540910003, 'aic': 495.17893081820006, 'bic': np.float64(500.50774885890087)}, 1730: {'params': mu          8.217060e+03
omega       2.555715e+05
alpha[1]    8.489175e-01
beta[1]     2.935985e-17
Name: params, dtype: float64, 'loglikelihood': -234.4613450790353, 'aic': 476.9226901580706, 'bic': np.float64(482.25150819877143)}, 1735: {'params': mu            8454.991019
omega       272146.229460
alpha[1]         0.689030
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -222.91706815407625, 'aic': 453.8341363081525, 'bic': np.float64(459.1629543488533)}, 1740: {'params': mu           8354.243944
omega       70320.685319
alpha[1]        0.705046
beta[1]         0.025618
Name: params, dtype: float64, 'loglikelihood': -210.63958744613157, 'aic': 429.27917489226314, 'bic': np.float64(434.60799293296395)}, 1745: {'params': mu           8122.839354
omega       15327.582243
alpha[1]        0.000000
beta[1]         0.913619
Name: params, dtype: float64, 'loglikelihood': -206.71648764500634, 'aic': 421.4329752900127, 'bic': np.float64(426.7617933307135)}, 1750: {'params': mu           7904.275235
omega       81914.424798
alpha[1]        0.656930
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -205.7389978663137, 'aic': 419.4779957326274, 'bic': np.float64(424.8068137733282)}, 1755: {'params': mu           7836.058849
omega       54666.931800
alpha[1]        0.605643
beta[1]         0.394357
Name: params, dtype: float64, 'loglikelihood': -219.56411782520135, 'aic': 447.1282356504027, 'bic': np.float64(452.4570536911035)}, 1760: {'params': mu            7823.219255
omega       101820.215380
alpha[1]         0.845945
beta[1]          0.100401
Name: params, dtype: float64, 'loglikelihood': -224.4941038854438, 'aic': 456.9882077708876, 'bic': np.float64(462.3170258115884)}, 1765: {'params': mu          6.801561e+03
omega       3.448280e+05
alpha[1]    7.399083e-01
beta[1]     1.194093e-13
Name: params, dtype: float64, 'loglikelihood': -233.5747163502848, 'aic': 475.1494327005696, 'bic': np.float64(480.4782507412704)}, 1770: {'params': mu          5.704713e+03
omega       3.343585e+05
alpha[1]    7.889454e-01
beta[1]     2.161070e-13
Name: params, dtype: float64, 'loglikelihood': -226.9628327339504, 'aic': 461.9256654679008, 'bic': np.float64(467.2544835086016)}, 1775: {'params': mu          5.390906e+03
omega       7.686013e+04
alpha[1]    9.227919e-01
beta[1]     4.579113e-16
Name: params, dtype: float64, 'loglikelihood': -210.15075652204857, 'aic': 428.30151304409713, 'bic': np.float64(433.63033108479794)}, 1780: {'params': mu          5.285470e+03
omega       1.157758e+04
alpha[1]    1.000000e+00
beta[1]     2.553513e-15
Name: params, dtype: float64, 'loglikelihood': -188.65820482283607, 'aic': 385.31640964567214, 'bic': np.float64(390.64522768637295)}, 1785: {'params': mu           5264.899253
omega       12800.019570
alpha[1]        0.773680
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -179.87114377895477, 'aic': 367.74228755790955, 'bic': np.float64(373.07110559861036)}, 1790: {'params': mu          5.236347e+03
omega       9.746690e+03
alpha[1]    6.642059e-01
beta[1]     4.734860e-17
Name: params, dtype: float64, 'loglikelihood': -175.45911857442798, 'aic': 358.91823714885595, 'bic': np.float64(364.24705518955676)}, 1795: {'params': mu          5.178794e+03
omega       4.651765e+04
alpha[1]    1.000000e+00
beta[1]     3.089446e-14
Name: params, dtype: float64, 'loglikelihood': -195.00763466608421, 'aic': 398.01526933216843, 'bic': np.float64(403.34408737286924)}, 1800: {'params': mu          5.139162e+03
omega       2.618257e+04
alpha[1]    1.000000e+00
beta[1]     5.174695e-16
Name: params, dtype: float64, 'loglikelihood': -201.07715683967496, 'aic': 410.1543136793499, 'bic': np.float64(415.4831317200507)}, 1805: {'params': mu           4550.137716
omega       83518.987162
alpha[1]        0.529354
beta[1]         0.175733
Name: params, dtype: float64, 'loglikelihood': -214.94279913857304, 'aic': 437.8855982771461, 'bic': np.float64(443.2144163178469)}, 1810: {'params': mu          4.019237e+03
omega       2.564476e+04
alpha[1]    9.820231e-01
beta[1]     1.808606e-14
Name: params, dtype: float64, 'loglikelihood': -194.20241414063747, 'aic': 396.40482828127494, 'bic': np.float64(401.73364632197575)}, 1815: {'params': mu          3.988943e+03
omega       1.155268e+04
alpha[1]    9.005202e-01
beta[1]     1.515401e-11
Name: params, dtype: float64, 'loglikelihood': -177.63641154498188, 'aic': 363.27282308996377, 'bic': np.float64(368.6016411306646)}, 1820: {'params': mu          3.984970e+03
omega       2.363146e+03
alpha[1]    9.723019e-01
beta[1]     2.249411e-15
Name: params, dtype: float64, 'loglikelihood': -160.71533680889777, 'aic': 329.43067361779555, 'bic': np.float64(334.75949165849636)}, 1825: {'params': mu          3908.308855
omega       3111.471476
alpha[1]       0.610452
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -161.17721182370462, 'aic': 330.35442364740925, 'bic': np.float64(335.68324168811006)}, 1830: {'params': mu          3.878740e+03
omega       4.120748e+03
alpha[1]    6.567993e-01
beta[1]     1.561416e-14
Name: params, dtype: float64, 'loglikelihood': -163.95425365731148, 'aic': 335.90850731462297, 'bic': np.float64(341.2373253553238)}, 1835: {'params': mu          3.875106e+03
omega       7.754224e+02
alpha[1]    2.607398e-16
beta[1]     9.243457e-01
Name: params, dtype: float64, 'loglikelihood': -164.54623377264565, 'aic': 337.0924675452913, 'bic': np.float64(342.4212855859921)}, 1840: {'params': mu          3839.451927
omega       4886.711411
alpha[1]       0.943841
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -170.70829778519246, 'aic': 349.4165955703849, 'bic': np.float64(354.7454136110857)}, 1845: {'params': mu          3782.363642
omega       2248.072174
alpha[1]       0.032154
beta[1]        0.904319
Name: params, dtype: float64, 'loglikelihood': -179.32119439522316, 'aic': 366.6423887904463, 'bic': np.float64(371.97120683114713)}, 1850: {'params': mu           3703.839234
omega       17338.271600
alpha[1]        0.269820
beta[1]         0.223052
Name: params, dtype: float64, 'loglikelihood': -185.16915416791812, 'aic': 378.33830833583625, 'bic': np.float64(383.66712637653706)}, 1855: {'params': mu           3536.847091
omega       11959.928992
alpha[1]        0.781053
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -182.15739439562066, 'aic': 372.3147887912413, 'bic': np.float64(377.6436068319421)}, 1860: {'params': mu          3562.298794
omega       8072.976704
alpha[1]       0.613581
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -170.7052444691913, 'aic': 349.4104889383826, 'bic': np.float64(354.73930697908344)}, 1865: {'params': mu          3561.058928
omega       3702.432114
alpha[1]       0.596691
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -162.70460824950462, 'aic': 333.40921649900923, 'bic': np.float64(338.73803453971004)}, 1870: {'params': mu          3561.097454
omega       3301.762481
alpha[1]       0.624083
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -161.4150123163607, 'aic': 330.8300246327214, 'bic': np.float64(336.1588426734222)}, 1875: {'params': mu          3558.689207
omega       8375.323490
alpha[1]       0.443366
beta[1]        0.109482
Name: params, dtype: float64, 'loglikelihood': -172.37803630952217, 'aic': 352.75607261904435, 'bic': np.float64(358.08489065974516)}, 1880: {'params': mu          3596.933019
omega       8044.570749
alpha[1]       0.462225
beta[1]        0.147941
Name: params, dtype: float64, 'loglikelihood': -177.22915460557874, 'aic': 362.4583092111575, 'bic': np.float64(367.7871272518583)}, 1885: {'params': mu           3662.530914
omega       11439.343467
alpha[1]        0.378480
beta[1]         0.066506
Name: params, dtype: float64, 'loglikelihood': -178.46237094694547, 'aic': 364.92474189389094, 'bic': np.float64(370.25355993459175)}, 1890: {'params': mu           3743.196796
omega       11676.398030
alpha[1]        0.229988
beta[1]         0.276847
Name: params, dtype: float64, 'loglikelihood': -180.17849683138158, 'aic': 368.35699366276316, 'bic': np.float64(373.68581170346397)}, 1895: {'params': mu          3808.964653
omega       7381.951965
alpha[1]       0.210010
beta[1]        0.477990
Name: params, dtype: float64, 'loglikelihood': -180.46381149947405, 'aic': 368.9276229989481, 'bic': np.float64(374.2564410396489)}, 1900: {'params': mu          3816.700782
omega       5090.247220
alpha[1]       0.570542
beta[1]        0.429458
Name: params, dtype: float64, 'loglikelihood': -184.67353803785363, 'aic': 377.34707607570726, 'bic': np.float64(382.6758941164081)}, 1905: {'params': mu          3.784582e+03
omega       1.653119e+04
alpha[1]    7.475092e-01
beta[1]     3.327965e-17
Name: params, dtype: float64, 'loglikelihood': -188.22648613311134, 'aic': 384.4529722662227, 'bic': np.float64(389.7817903069235)}, 1910: {'params': mu           3643.276479
omega       29623.492011
alpha[1]        0.247947
beta[1]         0.248680
Name: params, dtype: float64, 'loglikelihood': -193.15449594160262, 'aic': 394.30899188320524, 'bic': np.float64(399.63780992390605)}, 1915: {'params': mu           3711.525088
omega       47527.590480
alpha[1]        0.418581
beta[1]         0.112329
Name: params, dtype: float64, 'loglikelihood': -199.29911287751227, 'aic': 406.59822575502454, 'bic': np.float64(411.92704379572535)}, 1920: {'params': mu           3727.967114
omega       52511.310459
alpha[1]        0.410218
beta[1]         0.065892
Name: params, dtype: float64, 'loglikelihood': -200.87417096473948, 'aic': 409.74834192947895, 'bic': np.float64(415.07715997017976)}, 1925: {'params': mu           3870.601197
omega       62489.433584
alpha[1]        0.739122
beta[1]         0.014661
Name: params, dtype: float64, 'loglikelihood': -207.90769402268566, 'aic': 423.8153880453713, 'bic': np.float64(429.14420608607213)}, 1930: {'params': mu           4055.115574
omega       56210.050177
alpha[1]        0.984730
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -211.83255297874086, 'aic': 431.6651059574817, 'bic': np.float64(436.99392399818254)}, 1935: {'params': mu          4.126649e+03
omega       9.651803e+04
alpha[1]    9.930605e-01
beta[1]     6.025645e-17
Name: params, dtype: float64, 'loglikelihood': -219.9643502916524, 'aic': 447.9287005833048, 'bic': np.float64(453.2575186240056)}, 1940: {'params': mu            5299.723617
omega       319166.220564
alpha[1]         0.715933
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -231.9530456747307, 'aic': 471.9060913494614, 'bic': np.float64(477.2349093901622)}, 1945: {'params': mu          6.297888e+03
omega       2.591705e+05
alpha[1]    8.371512e-01
beta[1]     3.077718e-16
Name: params, dtype: float64, 'loglikelihood': -221.47670078480607, 'aic': 450.95340156961214, 'bic': np.float64(456.28221961031295)}, 1950: {'params': mu          6.428601e+03
omega       3.343921e+04
alpha[1]    1.000000e+00
beta[1]     6.931740e-15
Name: params, dtype: float64, 'loglikelihood': -194.2480235410381, 'aic': 396.4960470820762, 'bic': np.float64(401.824865122777)}, 1955: {'params': mu          6459.554020
omega       5657.293248
alpha[1]       0.989556
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -170.69741204503953, 'aic': 349.39482409007906, 'bic': np.float64(354.72364213077987)}, 1960: {'params': mu          6.498127e+03
omega       4.766175e+03
alpha[1]    6.304011e-01
beta[1]     1.249437e-13
Name: params, dtype: float64, 'loglikelihood': -163.67198811816564, 'aic': 335.3439762363313, 'bic': np.float64(340.6727942770321)}, 1965: {'params': mu          6.479315e+03
omega       1.505233e+03
alpha[1]    1.000000e+00
beta[1]     2.664535e-15
Name: params, dtype: float64, 'loglikelihood': -169.04426914141447, 'aic': 346.08853828282895, 'bic': np.float64(351.41735632352976)}, 1970: {'params': mu          6541.381420
omega       5368.826395
alpha[1]       0.774392
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -170.96180316538275, 'aic': 349.9236063307655, 'bic': np.float64(355.2524243714663)}, 1975: {'params': mu          6565.348148
omega       4263.637565
alpha[1]       0.667627
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -164.81418277763157, 'aic': 337.62836555526314, 'bic': np.float64(342.95718359596395)}, 1980: {'params': mu          6.589287e+03
omega       4.683119e+03
alpha[1]    7.863850e-01
beta[1]     3.554263e-14
Name: params, dtype: float64, 'loglikelihood': -166.67641491966546, 'aic': 341.3528298393309, 'bic': np.float64(346.68164788003173)}, 1985: {'params': mu          6.603413e+03
omega       5.646767e+03
alpha[1]    8.362714e-01
beta[1]     1.464003e-17
Name: params, dtype: float64, 'loglikelihood': -170.8193845159965, 'aic': 349.638769031993, 'bic': np.float64(354.9675870726938)}, 1990: {'params': mu          6.604584e+03
omega       5.743863e+03
alpha[1]    9.607110e-01
beta[1]     1.214058e-16
Name: params, dtype: float64, 'loglikelihood': -172.24596989083832, 'aic': 352.49193978167665, 'bic': np.float64(357.82075782237746)}, 1995: {'params': mu          6570.012010
omega       8953.085894
alpha[1]       0.677514
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -174.25158949744858, 'aic': 356.50317899489716, 'bic': np.float64(361.83199703559796)}, 2000: {'params': mu           6526.186125
omega       12442.505279
alpha[1]        0.554683
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -180.17963315131755, 'aic': 368.3592663026351, 'bic': np.float64(373.6880843433359)}, 2005: {'params': mu          6.432599e+03
omega       1.093015e+04
alpha[1]    1.000000e+00
beta[1]     1.499070e-15
Name: params, dtype: float64, 'loglikelihood': -193.29226575480905, 'aic': 394.5845315096181, 'bic': np.float64(399.9133495503189)}, 2010: {'params': mu          6.472153e+03
omega       6.290826e+04
alpha[1]    6.989621e-01
beta[1]     2.351052e-13
Name: params, dtype: float64, 'loglikelihood': -201.87295652795584, 'aic': 411.74591305591167, 'bic': np.float64(417.0747310966125)}, 2015: {'params': mu           6502.026586
omega       61593.401993
alpha[1]        0.626360
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -201.52106921746375, 'aic': 411.0421384349275, 'bic': np.float64(416.3709564756283)}, 2020: {'params': mu           6476.869564
omega       63830.923155
alpha[1]        0.636226
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -202.19739584147987, 'aic': 412.39479168295975, 'bic': np.float64(417.72360972366056)}, 2025: {'params': mu           6477.145577
omega       65532.616563
alpha[1]        0.634959
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -202.55790454796605, 'aic': 413.1158090959321, 'bic': np.float64(418.4446271366329)}, 2030: {'params': mu           6442.322191
omega       33266.624902
alpha[1]        0.830242
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -197.9309586788808, 'aic': 403.8619173577616, 'bic': np.float64(409.19073539846244)}, 2035: {'params': mu          6.429750e+03
omega       1.647436e+04
alpha[1]    1.000000e+00
beta[1]     1.867301e-17
Name: params, dtype: float64, 'loglikelihood': -197.87145095483328, 'aic': 403.74290190966656, 'bic': np.float64(409.07171995036737)}, 2040: {'params': mu          6.400584e+03
omega       4.929352e+04
alpha[1]    9.688933e-01
beta[1]     6.495036e-17
Name: params, dtype: float64, 'loglikelihood': -207.49343936091736, 'aic': 422.9868787218347, 'bic': np.float64(428.31569676253554)}, 2045: {'params': mu            7141.303214
omega       181259.725127
alpha[1]         0.722769
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -223.62451114347118, 'aic': 455.24902228694236, 'bic': np.float64(460.5778403276432)}, 2050: {'params': mu            7327.638376
omega       139106.770432
alpha[1]         0.745578
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -216.6099640186555, 'aic': 441.219928037311, 'bic': np.float64(446.5487460780118)}, 2055: {'params': mu          7.339678e+03
omega       2.213971e+05
alpha[1]    6.685718e-01
beta[1]     4.283335e-15
Name: params, dtype: float64, 'loglikelihood': -217.93558429542279, 'aic': 443.87116859084557, 'bic': np.float64(449.1999866315464)}, 2060: {'params': mu          7.298630e+03
omega       2.435610e+05
alpha[1]    5.930395e-01
beta[1]     2.022779e-13
Name: params, dtype: float64, 'loglikelihood': -220.0007435520446, 'aic': 448.0014871040892, 'bic': np.float64(453.33030514479003)}, 2065: {'params': mu            7099.574126
omega       150053.857013
alpha[1]         0.675231
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -220.01416449251488, 'aic': 448.02832898502976, 'bic': np.float64(453.35714702573057)}, 2070: {'params': mu           6535.579648
omega       32991.996118
alpha[1]        1.000000
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -206.26367911806787, 'aic': 420.52735823613574, 'bic': np.float64(425.85617627683655)}, 2075: {'params': mu          6.403125e+03
omega       4.472108e+04
alpha[1]    7.567529e-01
beta[1]     3.010436e-16
Name: params, dtype: float64, 'loglikelihood': -199.29377414355997, 'aic': 406.58754828711994, 'bic': np.float64(411.91636632782075)}, 2080: {'params': mu           6415.526316
omega       31001.329277
alpha[1]        0.533716
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -193.54111897610986, 'aic': 395.0822379522197, 'bic': np.float64(400.4110559929205)}, 2085: {'params': mu          6.519530e+03
omega       3.023651e+04
alpha[1]    6.416094e-01
beta[1]     2.960005e-14
Name: params, dtype: float64, 'loglikelihood': -191.32628888106805, 'aic': 390.6525777621361, 'bic': np.float64(395.9813958028369)}, 2090: {'params': mu           6459.743110
omega       58188.122414
alpha[1]        0.960249
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -203.18010986417178, 'aic': 414.36021972834357, 'bic': np.float64(419.6890377690444)}, 2095: {'params': mu           6491.390304
omega       35545.561790
alpha[1]        0.766140
beta[1]         0.233860
Name: params, dtype: float64, 'loglikelihood': -212.1575452156341, 'aic': 432.3150904312682, 'bic': np.float64(437.643908471969)}, 2100: {'params': mu            6997.387068
omega       150274.099084
alpha[1]         0.500633
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -215.31164507073512, 'aic': 438.62329014147025, 'bic': np.float64(443.95210818217106)}, 2105: {'params': mu          7.528799e+03
omega       2.166130e+04
alpha[1]    8.224707e-01
beta[1]     8.096158e-16
Name: params, dtype: float64, 'loglikelihood': -201.36648884325945, 'aic': 410.7329776865189, 'bic': np.float64(416.0617957272197)}, 2110: {'params': mu           7598.894766
omega       26944.777770
alpha[1]        1.000000
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -202.37868468490706, 'aic': 412.7573693698141, 'bic': np.float64(418.0861874105149)}, 2115: {'params': mu           7627.892277
omega       19635.785435
alpha[1]        1.000000
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -200.2177543913543, 'aic': 408.4355087827086, 'bic': np.float64(413.7643268234094)}, 2120: {'params': mu            8046.490993
omega       109338.325773
alpha[1]         0.777353
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -216.37478608591246, 'aic': 440.7495721718249, 'bic': np.float64(446.07839021252573)}, 2125: {'params': mu           8421.003302
omega       66431.012794
alpha[1]        0.902330
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -218.6978443606911, 'aic': 445.3956887213822, 'bic': np.float64(450.724506762083)}, 2130: {'params': mu          8.764387e+03
omega       1.398980e+05
alpha[1]    7.000649e-01
beta[1]     6.510943e-19
Name: params, dtype: float64, 'loglikelihood': -218.6041245590832, 'aic': 445.2082491181664, 'bic': np.float64(450.5370671588672)}, 2135: {'params': mu            9170.683193
omega       129941.274082
alpha[1]         0.601636
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -211.38278995675935, 'aic': 430.7655799135187, 'bic': np.float64(436.0943979542195)}, 2140: {'params': mu          9.150945e+03
omega       1.024709e+05
alpha[1]    6.799045e-01
beta[1]     1.689441e-13
Name: params, dtype: float64, 'loglikelihood': -208.82047033089822, 'aic': 425.64094066179644, 'bic': np.float64(430.96975870249724)}, 2145: {'params': mu          9.196298e+03
omega       1.007452e+05
alpha[1]    8.315111e-01
beta[1]     1.411804e-16
Name: params, dtype: float64, 'loglikelihood': -211.5206353764036, 'aic': 431.0412707528072, 'bic': np.float64(436.370088793508)}, 2150: {'params': mu           8578.526116
omega       79981.113510
alpha[1]        0.664288
beta[1]         0.335712
Name: params, dtype: float64, 'loglikelihood': -226.47921978374532, 'aic': 460.95843956749064, 'bic': np.float64(466.28725760819145)}, 2155: {'params': mu           8111.208595
omega       91518.905033
alpha[1]        0.677724
beta[1]         0.248266
Name: params, dtype: float64, 'loglikelihood': -228.80966414816007, 'aic': 465.61932829632013, 'bic': np.float64(470.94814633702094)}, 2160: {'params': mu            7703.081003
omega       225294.808366
alpha[1]         0.694345
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -226.4652228886864, 'aic': 460.9304457773728, 'bic': np.float64(466.25926381807363)}, 2165: {'params': mu            7550.235474
omega       223876.351859
alpha[1]         0.544755
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -221.45305433057226, 'aic': 450.9061086611445, 'bic': np.float64(456.2349267018453)}, 2170: {'params': mu            7648.917837
omega       185042.846362
alpha[1]         0.717694
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -224.39353856652292, 'aic': 456.78707713304584, 'bic': np.float64(462.11589517374665)}, 2175: {'params': mu            7709.510215
omega       310453.136541
alpha[1]         0.509000
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -225.15696615915536, 'aic': 458.3139323183107, 'bic': np.float64(463.64275035901153)}, 2180: {'params': mu            8123.949857
omega       209161.652745
alpha[1]         0.722090
beta[1]          0.026752
Name: params, dtype: float64, 'loglikelihood': -225.06995591101366, 'aic': 458.13991182202733, 'bic': np.float64(463.46872986272814)}, 2185: {'params': mu          8.756651e+03
omega       1.202560e+05
alpha[1]    1.000000e+00
beta[1]     5.584422e-13
Name: params, dtype: float64, 'loglikelihood': -223.9231299084856, 'aic': 455.8462598169712, 'bic': np.float64(461.175077857672)}, 2190: {'params': mu          8.850669e+03
omega       3.590654e+05
alpha[1]    7.722521e-01
beta[1]     4.780551e-14
Name: params, dtype: float64, 'loglikelihood': -227.85186479699678, 'aic': 463.70372959399356, 'bic': np.float64(469.03254763469437)}, 2195: {'params': mu            9619.675214
omega       536113.638222
alpha[1]         0.523448
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -231.17770738001042, 'aic': 470.35541476002084, 'bic': np.float64(475.68423280072165)}, 2200: {'params': mu           10042.629371
omega       283007.905776
alpha[1]         0.569115
beta[1]          0.127928
Name: params, dtype: float64, 'loglikelihood': -229.93265834440305, 'aic': 467.8653166888061, 'bic': np.float64(473.1941347295069)}, 2205: {'params': mu           10188.281955
omega       330658.657448
alpha[1]         0.530626
beta[1]          0.012026
Name: params, dtype: float64, 'loglikelihood': -226.43829046636392, 'aic': 460.87658093272785, 'bic': np.float64(466.20539897342866)}, 2210: {'params': mu           10658.095067
omega       118710.753634
alpha[1]         0.866445
beta[1]          0.133555
Name: params, dtype: float64, 'loglikelihood': -229.7436442636581, 'aic': 467.4872885273162, 'bic': np.float64(472.816106568017)}, 2215: {'params': mu            9464.450217
omega       677613.418322
alpha[1]         0.527967
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -235.75225334467325, 'aic': 479.5045066893465, 'bic': np.float64(484.8333247300473)}, 2220: {'params': mu            9498.346454
omega       766700.390865
alpha[1]         0.582996
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -237.28312093196496, 'aic': 482.5662418639299, 'bic': np.float64(487.8950599046307)}, 2225: {'params': mu            9666.772660
omega       941942.162091
alpha[1]         0.526200
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -240.43426675592156, 'aic': 488.8685335118431, 'bic': np.float64(494.1973515525439)}, 2230: {'params': mu          9.855575e+03
omega       1.215617e+06
alpha[1]    5.268286e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -244.4802856660283, 'aic': 496.9605713320566, 'bic': np.float64(502.2893893727574)}, 2235: {'params': mu          1.059411e+04
omega       1.054683e+06
alpha[1]    7.886239e-01
beta[1]     3.264928e-15
Name: params, dtype: float64, 'loglikelihood': -245.89269940450907, 'aic': 499.78539880901815, 'bic': np.float64(505.11421684971896)}, 2240: {'params': mu           11776.995760
omega       339404.549710
alpha[1]         0.773840
beta[1]          0.185376
Name: params, dtype: float64, 'loglikelihood': -243.66239727984504, 'aic': 495.3247945596901, 'bic': np.float64(500.6536126003909)}, 2245: {'params': mu          1.302303e+04
omega       1.220222e+06
alpha[1]    6.880588e-01
beta[1]     1.368194e-16
Name: params, dtype: float64, 'loglikelihood': -250.5346463179209, 'aic': 509.0692926358418, 'bic': np.float64(514.3981106765426)}, 2250: {'params': mu          1.349383e+04
omega       1.692439e+06
alpha[1]    5.439948e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -247.28200836359608, 'aic': 502.56401672719215, 'bic': np.float64(507.89283476789296)}, 2255: {'params': mu          1.410731e+04
omega       1.204163e+06
alpha[1]    5.485791e-01
beta[1]     2.823643e-13
Name: params, dtype: float64, 'loglikelihood': -241.3719875913485, 'aic': 490.743975182697, 'bic': np.float64(496.0727932233978)}, 2260: {'params': mu          1.480158e+04
omega       7.426267e+05
alpha[1]    6.467007e-01
beta[1]     2.643348e-13
Name: params, dtype: float64, 'loglikelihood': -237.27422402710428, 'aic': 482.54844805420856, 'bic': np.float64(487.8772660949094)}, 2265: {'params': mu          1.559977e+04
omega       1.526142e+06
alpha[1]    5.188715e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -245.9692737656135, 'aic': 499.938547531227, 'bic': np.float64(505.2673655719278)}, 2270: {'params': mu          1.566435e+04
omega       1.534423e+06
alpha[1]    5.150621e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -246.3108703880926, 'aic': 500.6217407761852, 'bic': np.float64(505.95055881688603)}, 2275: {'params': mu          1.546607e+04
omega       2.043530e+06
alpha[1]    6.148647e-01
beta[1]     2.222711e-14
Name: params, dtype: float64, 'loglikelihood': -249.62057869329914, 'aic': 507.2411573865983, 'bic': np.float64(512.5699754272991)}, 2280: {'params': mu          1.483092e+04
omega       2.266143e+06
alpha[1]    7.475642e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -256.4426358076004, 'aic': 520.8852716152008, 'bic': np.float64(526.2140896559017)}, 2285: {'params': mu          1.391918e+04
omega       3.699170e+06
alpha[1]    7.177651e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -266.05939369858874, 'aic': 540.1187873971775, 'bic': np.float64(545.4476054378783)}, 2290: {'params': mu          1.223983e+04
omega       1.284538e+06
alpha[1]    9.765809e-01
beta[1]     2.147282e-16
Name: params, dtype: float64, 'loglikelihood': -264.7847656918659, 'aic': 537.5695313837318, 'bic': np.float64(542.8983494244327)}, 2295: {'params': mu           10469.324938
omega       896605.444178
alpha[1]         0.948529
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -254.42860866693024, 'aic': 516.8572173338605, 'bic': np.float64(522.1860353745614)}, 2300: {'params': mu            8787.245684
omega       359531.169468
alpha[1]         0.958174
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -243.88849489173316, 'aic': 495.7769897834663, 'bic': np.float64(501.10580782416713)}, 2305: {'params': mu          7.968013e+03
omega       4.533309e+05
alpha[1]    7.673839e-01
beta[1]     4.446155e-16
Name: params, dtype: float64, 'loglikelihood': -232.1094413921614, 'aic': 472.2188827843228, 'bic': np.float64(477.5477008250236)}, 2310: {'params': mu          7.368184e+03
omega       1.966090e+05
alpha[1]    8.281008e-01
beta[1]     7.871874e-17
Name: params, dtype: float64, 'loglikelihood': -222.99848091440515, 'aic': 453.9969618288103, 'bic': np.float64(459.3257798695111)}, 2315: {'params': mu           7112.915598
omega       57511.316259
alpha[1]        0.925599
beta[1]         0.074401
Name: params, dtype: float64, 'loglikelihood': -220.2704536944034, 'aic': 448.5409073888068, 'bic': np.float64(453.8697254295076)}, 2320: {'params': mu            6520.681596
omega       205064.967833
alpha[1]         0.530322
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -219.9746318891758, 'aic': 447.9492637783516, 'bic': np.float64(453.27808181905243)}, 2325: {'params': mu          5.950566e+03
omega       1.998405e+05
alpha[1]    6.736227e-01
beta[1]     5.131998e-14
Name: params, dtype: float64, 'loglikelihood': -216.09853677590223, 'aic': 440.19707355180446, 'bic': np.float64(445.5258915925053)}, 2330: {'params': mu           5795.387173
omega       43931.907656
alpha[1]        0.992729
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -206.8388222133069, 'aic': 421.6776444266138, 'bic': np.float64(427.00646246731463)}, 2335: {'params': mu           5766.724228
omega       38569.874740
alpha[1]        1.000000
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -205.9231705984466, 'aic': 419.8463411968932, 'bic': np.float64(425.175159237594)}, 2340: {'params': mu            5207.331292
omega       127708.979453
alpha[1]         0.703847
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -219.82964713910263, 'aic': 447.65929427820527, 'bic': np.float64(452.9881123189061)}, 2345: {'params': mu            4458.253240
omega       152235.577920
alpha[1]         0.799579
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -217.62571044725402, 'aic': 443.25142089450804, 'bic': np.float64(448.58023893520885)}, 2350: {'params': mu          4.320842e+03
omega       4.541275e+04
alpha[1]    8.836352e-01
beta[1]     2.373470e-17
Name: params, dtype: float64, 'loglikelihood': -208.62279338182094, 'aic': 425.2455867636419, 'bic': np.float64(430.5744048043427)}, 2355: {'params': mu           4189.625402
omega       55821.288985
alpha[1]        0.833345
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -205.30874377737757, 'aic': 418.61748755475514, 'bic': np.float64(423.94630559545595)}, 2360: {'params': mu          4.022700e+03
omega       4.699911e+04
alpha[1]    4.492934e-16
beta[1]     4.913475e-01
Name: params, dtype: float64, 'loglikelihood': -200.04346999084726, 'aic': 408.0869399816945, 'bic': np.float64(413.4157580223953)}, 2365: {'params': mu          4.046381e+03
omega       5.680544e+04
alpha[1]    6.090990e-01
beta[1]     4.450303e-13
Name: params, dtype: float64, 'loglikelihood': -201.85172827673654, 'aic': 411.7034565534731, 'bic': np.float64(417.0322745941739)}, 2370: {'params': mu           4102.710278
omega       81980.024950
alpha[1]        0.599521
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -206.78892520388243, 'aic': 421.57785040776486, 'bic': np.float64(426.90666844846567)}, 2375: {'params': mu           4344.705520
omega       82529.141576
alpha[1]        0.665231
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -205.2934208302059, 'aic': 418.5868416604118, 'bic': np.float64(423.9156597011126)}, 2380: {'params': mu           4357.373503
omega       39619.121806
alpha[1]        0.816240
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -197.54652419072454, 'aic': 403.0930483814491, 'bic': np.float64(408.4218664221499)}, 2385: {'params': mu           4345.266830
omega       24151.867869
alpha[1]        0.583416
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -188.53622133323327, 'aic': 385.07244266646654, 'bic': np.float64(390.40126070716735)}, 2390: {'params': mu          4.322446e+03
omega       3.756661e+04
alpha[1]    6.957330e-01
beta[1]     1.592305e-14
Name: params, dtype: float64, 'loglikelihood': -193.54509458133464, 'aic': 395.0901891626693, 'bic': np.float64(400.4190072033701)}, 2395: {'params': mu           4231.474851
omega       18737.599084
alpha[1]        0.998893
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -197.87731079196274, 'aic': 403.7546215839255, 'bic': np.float64(409.0834396246263)}, 2400: {'params': mu          4.175395e+03
omega       3.036204e+04
alpha[1]    9.516836e-01
beta[1]     3.911159e-14
Name: params, dtype: float64, 'loglikelihood': -203.57514761996313, 'aic': 415.15029523992627, 'bic': np.float64(420.4791132806271)}, 2405: {'params': mu          3.515763e+03
omega       1.067247e+05
alpha[1]    7.547438e-01
beta[1]     3.260479e-15
Name: params, dtype: float64, 'loglikelihood': -215.59435587258798, 'aic': 439.18871174517597, 'bic': np.float64(444.5175297858768)}, 2410: {'params': mu            2879.907476
omega       106681.298663
alpha[1]         0.729782
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -211.0648588110907, 'aic': 430.1297176221814, 'bic': np.float64(435.4585356628822)}, 2415: {'params': mu           2742.817658
omega       20292.669171
alpha[1]        1.000000
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -198.1849789957358, 'aic': 404.3699579914716, 'bic': np.float64(409.6987760321724)}, 2420: {'params': mu          2.731137e+03
omega       1.392770e+04
alpha[1]    1.000000e+00
beta[1]     8.918135e-17
Name: params, dtype: float64, 'loglikelihood': -193.87816575726242, 'aic': 395.75633151452485, 'bic': np.float64(401.08514955522566)}, 2425: {'params': mu           2653.560453
omega       34120.979398
alpha[1]        0.592786
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -191.7009657539405, 'aic': 391.401931507881, 'bic': np.float64(396.7307495485818)}, 2430: {'params': mu          2.590556e+03
omega       1.698214e+04
alpha[1]    7.555739e-01
beta[1]     1.113759e-14
Name: params, dtype: float64, 'loglikelihood': -187.02384461720433, 'aic': 382.04768923440867, 'bic': np.float64(387.3765072751095)}, 2435: {'params': mu          2533.686377
omega       1002.837397
alpha[1]       0.581689
beta[1]        0.378543
Name: params, dtype: float64, 'loglikelihood': -181.83872760185412, 'aic': 371.67745520370823, 'bic': np.float64(377.00627324440904)}, 2440: {'params': mu          2.522792e+03
omega       1.849845e+04
alpha[1]    6.935929e-01
beta[1]     3.989787e-14
Name: params, dtype: float64, 'loglikelihood': -180.8616151607394, 'aic': 369.7232303214788, 'bic': np.float64(375.0520483621796)}, 2445: {'params': mu          2.555708e+03
omega       4.601632e+03
alpha[1]    8.083201e-01
beta[1]     5.028988e-30
Name: params, dtype: float64, 'loglikelihood': -171.19370157384316, 'aic': 350.3874031476863, 'bic': np.float64(355.7162211883871)}, 2450: {'params': mu          2579.492198
omega        772.779449
alpha[1]       0.000000
beta[1]        0.921838
Name: params, dtype: float64, 'loglikelihood': -164.58030978802347, 'aic': 337.16061957604694, 'bic': np.float64(342.48943761674775)}, 2455: {'params': mu          2607.774592
omega       5482.466302
alpha[1]       0.149402
beta[1]        0.575427
Name: params, dtype: float64, 'loglikelihood': -176.36639883398422, 'aic': 360.73279766796844, 'bic': np.float64(366.06161570866925)}, 2460: {'params': mu          2634.522244
omega       5668.852642
alpha[1]       0.104471
beta[1]        0.612136
Name: params, dtype: float64, 'loglikelihood': -177.21656296930752, 'aic': 362.43312593861504, 'bic': np.float64(367.76194397931584)}, 2465: {'params': mu           2654.524317
omega       11990.456537
alpha[1]        0.481898
beta[1]         0.271604
Name: params, dtype: float64, 'loglikelihood': -184.8764358717041, 'aic': 377.7528717434082, 'bic': np.float64(383.081689784109)}, 2470: {'params': mu          2.521824e+03
omega       2.738656e+04
alpha[1]    5.778516e-01
beta[1]     8.605075e-18
Name: params, dtype: float64, 'loglikelihood': -190.59671344951298, 'aic': 389.19342689902595, 'bic': np.float64(394.52224493972676)}, 2475: {'params': mu           2306.984467
omega       27639.228230
alpha[1]        0.819968
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -196.51923069263754, 'aic': 401.03846138527507, 'bic': np.float64(406.3672794259759)}, 2480: {'params': mu           2248.697885
omega       11762.524175
alpha[1]        0.937176
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -195.32717504805242, 'aic': 398.65435009610485, 'bic': np.float64(403.98316813680566)}, 2485: {'params': mu           2139.812276
omega       24523.410339
alpha[1]        0.768525
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -194.48369288309055, 'aic': 396.9673857661811, 'bic': np.float64(402.2962038068819)}, 2490: {'params': mu          1.768435e+03
omega       2.302162e+04
alpha[1]    8.039686e-01
beta[1]     1.001468e-14
Name: params, dtype: float64, 'loglikelihood': -191.33604086795876, 'aic': 390.6720817359175, 'bic': np.float64(396.0008997766183)}, 2495: {'params': mu          1734.448493
omega       8707.014950
alpha[1]       0.931781
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -186.9779397183509, 'aic': 381.9558794367018, 'bic': np.float64(387.28469747740263)}, 2500: {'params': mu          1521.804368
omega       5111.867714
alpha[1]       1.000000
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -185.73352572997837, 'aic': 379.46705145995674, 'bic': np.float64(384.79586950065755)}, 2505: {'params': mu          1.315629e+03
omega       4.011912e+03
alpha[1]    8.582956e-01
beta[1]     1.278256e-16
Name: params, dtype: float64, 'loglikelihood': -179.27764821037306, 'aic': 366.5552964207461, 'bic': np.float64(371.8841144614469)}, 2510: {'params': mu          1.252020e+03
omega       2.837178e+03
alpha[1]    9.520759e-01
beta[1]     6.198987e-17
Name: params, dtype: float64, 'loglikelihood': -170.81319287820799, 'aic': 349.62638575641597, 'bic': np.float64(354.9552037971168)}, 2515: {'params': mu          1230.365066
omega       3266.604331
alpha[1]       0.748043
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -159.53793166306377, 'aic': 327.07586332612755, 'bic': np.float64(332.40468136682836)}, 2520: {'params': mu          1205.059470
omega       1034.481873
alpha[1]       0.725417
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -146.3738249285158, 'aic': 300.7476498570316, 'bic': np.float64(306.0764678977324)}, 2525: {'params': mu          1188.858686
omega        374.282179
alpha[1]       0.879628
beta[1]        0.048482
Name: params, dtype: float64, 'loglikelihood': -144.99832924628925, 'aic': 297.9966584925785, 'bic': np.float64(303.3254765332793)}, 2530: {'params': mu          1183.611256
omega        711.335831
alpha[1]       0.999403
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -150.87181314414096, 'aic': 309.7436262882819, 'bic': np.float64(315.0724443289827)}, 2535: {'params': mu          1.104736e+03
omega       3.306292e+03
alpha[1]    5.444584e-01
beta[1]     1.237570e-14
Name: params, dtype: float64, 'loglikelihood': -160.66830086137975, 'aic': 329.3366017227595, 'bic': np.float64(334.6654197634603)}, 2540: {'params': mu          1.085169e+03
omega       3.696272e+03
alpha[1]    6.165341e-01
beta[1]     7.483272e-15
Name: params, dtype: float64, 'loglikelihood': -162.32636200141135, 'aic': 332.6527240028227, 'bic': np.float64(337.9815420435235)}, 2545: {'params': mu          1077.905633
omega       2265.324192
alpha[1]       0.622923
beta[1]        0.142921
Name: params, dtype: float64, 'loglikelihood': -162.08361154597245, 'aic': 332.1672230919449, 'bic': np.float64(337.4960411326457)}, 2550: {'params': mu          1084.069881
omega       5489.625130
alpha[1]       0.578808
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -168.7189835912892, 'aic': 345.4379671825784, 'bic': np.float64(350.7667852232792)}, 2555: {'params': mu          1201.294738
omega       3488.509976
alpha[1]       0.741986
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -166.05855368906884, 'aic': 340.1171073781377, 'bic': np.float64(345.4459254188385)}, 2560: {'params': mu          1189.882038
omega       1843.711394
alpha[1]       0.639391
beta[1]        0.037766
Name: params, dtype: float64, 'loglikelihood': -156.73078946826527, 'aic': 321.46157893653054, 'bic': np.float64(326.79039697723135)}, 2565: {'params': mu          1186.443153
omega       1456.356246
alpha[1]       0.632051
beta[1]        0.085755
Name: params, dtype: float64, 'loglikelihood': -154.6654908606964, 'aic': 317.3309817213928, 'bic': np.float64(322.6597997620936)}, 2570: {'params': mu          1.164215e+03
omega       2.470538e+03
alpha[1]    7.699940e-01
beta[1]     1.864651e-14
Name: params, dtype: float64, 'loglikelihood': -160.3553188608486, 'aic': 328.7106377216972, 'bic': np.float64(334.039455762398)}, 2575: {'params': mu          1.058746e+03
omega       2.982544e+03
alpha[1]    7.364049e-01
beta[1]     1.850932e-14
Name: params, dtype: float64, 'loglikelihood': -163.99928620879098, 'aic': 335.99857241758195, 'bic': np.float64(341.32739045828276)}, 2580: {'params': mu          1030.697330
omega       1587.425241
alpha[1]       0.780843
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -151.63331672564968, 'aic': 311.26663345129936, 'bic': np.float64(316.59545149200017)}, 2585: {'params': mu          1.015790e+03
omega       4.089388e+02
alpha[1]    1.000000e+00
beta[1]     1.244898e-17
Name: params, dtype: float64, 'loglikelihood': -143.09772932790867, 'aic': 294.19545865581733, 'bic': np.float64(299.52427669651814)}, 2590: {'params': mu          1.009297e+03
omega       8.118542e+02
alpha[1]    7.951414e-01
beta[1]     6.267168e-14
Name: params, dtype: float64, 'loglikelihood': -143.0166310605673, 'aic': 294.0332621211346, 'bic': np.float64(299.3620801618354)}, 2595: {'params': mu           961.558138
omega       1479.856709
alpha[1]       0.328482
beta[1]        0.178672
Name: params, dtype: float64, 'loglikelihood': -151.18424275830526, 'aic': 310.3684855166105, 'bic': np.float64(315.69730355731133)}, 2600: {'params': mu          913.730362
omega       469.900757
alpha[1]      0.855243
beta[1]       0.144757
Name: params, dtype: float64, 'loglikelihood': -149.42002272005232, 'aic': 306.84004544010463, 'bic': np.float64(312.16886348080544)}, 2605: {'params': mu           904.511997
omega       1074.467121
alpha[1]       0.743509
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -146.45557565862583, 'aic': 300.91115131725167, 'bic': np.float64(306.2399693579525)}, 2610: {'params': mu          9.102226e+02
omega       4.646779e+02
alpha[1]    1.000000e+00
beta[1]     2.698865e-15
Name: params, dtype: float64, 'loglikelihood': -147.6206148754842, 'aic': 303.2412297509684, 'bic': np.float64(308.5700477916692)}, 2615: {'params': mu          8.984200e+02
omega       2.850814e+03
alpha[1]    7.923557e-01
beta[1]     9.512249e-13
Name: params, dtype: float64, 'loglikelihood': -156.1219591104315, 'aic': 320.243918220863, 'bic': np.float64(325.5727362615638)}, 2620: {'params': mu          8.969807e+02
omega       2.922113e+03
alpha[1]    7.146531e-01
beta[1]     3.147517e-12
Name: params, dtype: float64, 'loglikelihood': -157.32294564814288, 'aic': 322.64589129628575, 'bic': np.float64(327.97470933698656)}, 2625: {'params': mu           897.270150
omega       3401.336131
alpha[1]       0.745356
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -159.74420742628578, 'aic': 327.48841485257157, 'bic': np.float64(332.8172328932724)}, 2630: {'params': mu          9.010139e+02
omega       3.961801e+03
alpha[1]    7.427826e-01
beta[1]     5.447185e-13
Name: params, dtype: float64, 'loglikelihood': -161.51623736632794, 'aic': 331.0324747326559, 'bic': np.float64(336.3612927733567)}, 2635: {'params': mu           888.466366
omega       1031.932191
alpha[1]       1.000000
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -164.38522015561463, 'aic': 336.77044031122927, 'bic': np.float64(342.0992583519301)}, 2640: {'params': mu          774.662154
omega        11.474729
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -132.32855988859086, 'aic': 272.6571197771817, 'bic': np.float64(277.98593781788253)}, 2645: {'params': mu          768.076483
omega        41.549529
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -124.06574355222757, 'aic': 256.1314871044551, 'bic': np.float64(261.460305145156)}, 2650: {'params': mu          767.256650
omega        38.462166
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -117.67277406840176, 'aic': 243.34554813680353, 'bic': np.float64(248.67436617750434)}, 2655: {'params': mu          7.654264e+02
omega       3.195120e+01
alpha[1]    1.000000e+00
beta[1]     8.333530e-18
Name: params, dtype: float64, 'loglikelihood': -115.61572572043934, 'aic': 239.2314514408787, 'bic': np.float64(244.5602694815795)}, 2660: {'params': mu          7.385459e+02
omega       9.671684e+01
alpha[1]    7.683539e-01
beta[1]     2.607078e-16
Name: params, dtype: float64, 'loglikelihood': -117.23792045155139, 'aic': 242.47584090310278, 'bic': np.float64(247.8046589438036)}, 2665: {'params': mu          7.347275e+02
omega       5.536861e+01
alpha[1]    8.983499e-01
beta[1]     5.513583e-15
Name: params, dtype: float64, 'loglikelihood': -115.24792722844333, 'aic': 238.49585445688666, 'bic': np.float64(243.82467249758747)}, 2670: {'params': mu          733.739649
omega        49.528846
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -115.00074006691248, 'aic': 238.00148013382497, 'bic': np.float64(243.33029817452578)}, 2675: {'params': mu          7.100964e+02
omega       4.594957e+01
alpha[1]    1.000000e+00
beta[1]     2.720493e-15
Name: params, dtype: float64, 'loglikelihood': -118.56711644720404, 'aic': 245.1342328944081, 'bic': np.float64(250.4630509351089)}, 2680: {'params': mu          7.068292e+02
omega       5.851634e+01
alpha[1]    1.000000e+00
beta[1]     1.289464e-12
Name: params, dtype: float64, 'loglikelihood': -118.78123235241728, 'aic': 245.56246470483455, 'bic': np.float64(250.89128274553536)}, 2685: {'params': mu          7.060408e+02
omega       5.822345e+01
alpha[1]    1.000000e+00
beta[1]     1.141028e-12
Name: params, dtype: float64, 'loglikelihood': -121.58357559886, 'aic': 251.16715119772, 'bic': np.float64(256.4959692384208)}, 2690: {'params': mu          699.274576
omega       582.721340
alpha[1]      0.705150
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -135.81259718409538, 'aic': 279.62519436819076, 'bic': np.float64(284.9540124088916)}, 2695: {'params': mu          6.352977e+02
omega       1.400025e+01
alpha[1]    1.000000e+00
beta[1]     9.039726e-17
Name: params, dtype: float64, 'loglikelihood': -125.36737365233422, 'aic': 258.7347473046684, 'bic': np.float64(264.0635653453693)}, 2700: {'params': mu          634.886435
omega        14.337469
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -119.21391257255534, 'aic': 246.4278251451107, 'bic': np.float64(251.7566431858115)}, 2705: {'params': mu          634.231866
omega        15.159155
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -113.05194541157749, 'aic': 234.10389082315498, 'bic': np.float64(239.4327088638558)}, 2710: {'params': mu          6.112995e+02
omega       2.660739e+00
alpha[1]    1.000000e+00
beta[1]     2.238736e-13
Name: params, dtype: float64, 'loglikelihood': -105.0330459325849, 'aic': 218.0660918651698, 'bic': np.float64(223.3949099058706)}, 2715: {'params': mu          611.159758
omega         2.626173
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -99.02043332839683, 'aic': 206.04086665679367, 'bic': np.float64(211.36968469749448)}, 2720: {'params': mu          6.100747e+02
omega       4.246298e+00
alpha[1]    1.000000e+00
beta[1]     7.592258e-15
Name: params, dtype: float64, 'loglikelihood': -87.91817894815851, 'aic': 183.83635789631703, 'bic': np.float64(189.16517593701784)}, 2725: {'params': mu          6.101323e+02
omega       4.695421e+00
alpha[1]    1.000000e+00
beta[1]     4.870493e-15
Name: params, dtype: float64, 'loglikelihood': -82.13886740485557, 'aic': 172.27773480971115, 'bic': np.float64(177.60655285041196)}, 2730: {'params': mu          6.094415e+02
omega       8.333742e+00
alpha[1]    1.000000e+00
beta[1]     2.247053e-11
Name: params, dtype: float64, 'loglikelihood': -87.65629885226024, 'aic': 183.31259770452047, 'bic': np.float64(188.64141574522128)}, 2735: {'params': mu          6.089057e+02
omega       2.209634e+01
alpha[1]    1.000000e+00
beta[1]     8.620244e-14
Name: params, dtype: float64, 'loglikelihood': -100.28834101603162, 'aic': 208.57668203206325, 'bic': np.float64(213.90550007276406)}, 2740: {'params': mu          609.317487
omega        20.254403
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -108.20924233483309, 'aic': 224.41848466966619, 'bic': np.float64(229.747302710367)}, 2745: {'params': mu          609.239254
omega        29.829479
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -116.57532545994518, 'aic': 241.15065091989035, 'bic': np.float64(246.47946896059116)}, 2750: {'params': mu          575.311954
omega         7.395797
alpha[1]      0.987452
beta[1]       0.005316
Name: params, dtype: float64, 'loglikelihood': -104.20391714363426, 'aic': 216.4078342872685, 'bic': np.float64(221.73665232796932)}, 2755: {'params': mu          575.233232
omega         7.995903
alpha[1]      0.996766
beta[1]       0.003234
Name: params, dtype: float64, 'loglikelihood': -97.97740314012033, 'aic': 203.95480628024066, 'bic': np.float64(209.28362432094147)}, 2760: {'params': mu          5.751830e+02
omega       7.898551e+00
alpha[1]    1.000000e+00
beta[1]     4.885108e-17
Name: params, dtype: float64, 'loglikelihood': -91.1156672803519, 'aic': 190.2313345607038, 'bic': np.float64(195.5601526014046)}, 2765: {'params': mu          578.376106
omega         8.000809
alpha[1]      0.000000
beta[1]       1.000000
Name: params, dtype: float64, 'loglikelihood': -111.87724317581208, 'aic': 231.75448635162417, 'bic': np.float64(237.08330439232498)}, 2770: {'params': mu          585.280119
omega        45.251302
alpha[1]      0.998003
beta[1]       0.001997
Name: params, dtype: float64, 'loglikelihood': -120.1694236069282, 'aic': 248.3388472138564, 'bic': np.float64(253.66766525455722)}, 2775: {'params': mu          587.764666
omega        36.161415
alpha[1]      0.959545
beta[1]       0.040455
Name: params, dtype: float64, 'loglikelihood': -131.3100081435412, 'aic': 270.6200162870824, 'bic': np.float64(275.94883432778323)}, 2780: {'params': mu          648.100320
omega       889.773902
alpha[1]      0.787001
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -141.680705662787, 'aic': 291.361411325574, 'bic': np.float64(296.6902293662748)}, 2785: {'params': mu          6.556119e+02
omega       9.663763e+00
alpha[1]    1.000000e+00
beta[1]     5.323256e-11
Name: params, dtype: float64, 'loglikelihood': -116.51167564563615, 'aic': 241.0233512912723, 'bic': np.float64(246.3521693319731)}, 2790: {'params': mu          655.287872
omega        12.454838
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -108.99866420236943, 'aic': 225.99732840473885, 'bic': np.float64(231.32614644543966)}, 2795: {'params': mu          659.866656
omega         7.622541
alpha[1]      0.115509
beta[1]       0.884491
Name: params, dtype: float64, 'loglikelihood': -106.35404477138141, 'aic': 220.70808954276282, 'bic': np.float64(226.03690758346363)}, 2800: {'params': mu          661.283492
omega         4.956073
alpha[1]      0.000000
beta[1]       1.000000
Name: params, dtype: float64, 'loglikelihood': -110.65853813477437, 'aic': 229.31707626954875, 'bic': np.float64(234.64589431024956)}, 2805: {'params': mu          660.799452
omega        43.304302
alpha[1]      0.275992
beta[1]       0.724008
Name: params, dtype: float64, 'loglikelihood': -121.93741395340706, 'aic': 251.87482790681412, 'bic': np.float64(257.20364594751493)}, 2810: {'params': mu          657.064590
omega       149.488630
alpha[1]      0.548573
beta[1]       0.451427
Name: params, dtype: float64, 'loglikelihood': -133.15778534223287, 'aic': 274.31557068446574, 'bic': np.float64(279.64438872516655)}, 2815: {'params': mu          664.717202
omega       178.000642
alpha[1]      0.478547
beta[1]       0.442786
Name: params, dtype: float64, 'loglikelihood': -139.79495754515227, 'aic': 287.58991509030454, 'bic': np.float64(292.91873313100535)}, 2820: {'params': mu          653.043719
omega       313.155168
alpha[1]      0.604911
beta[1]       0.391654
Name: params, dtype: float64, 'loglikelihood': -148.1148773759052, 'aic': 304.2297547518104, 'bic': np.float64(309.5585727925112)}, 2825: {'params': mu           628.563252
omega       1301.478384
alpha[1]       0.760198
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -152.74559344547697, 'aic': 313.49118689095394, 'bic': np.float64(318.82000493165475)}, 2830: {'params': mu           587.954464
omega       3117.766448
alpha[1]       0.632537
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -157.72656854322858, 'aic': 323.45313708645716, 'bic': np.float64(328.78195512715797)}, 2835: {'params': mu          5.703477e+02
omega       9.422234e+02
alpha[1]    9.997698e-01
beta[1]     1.007400e-16
Name: params, dtype: float64, 'loglikelihood': -155.1164354385385, 'aic': 318.232870877077, 'bic': np.float64(323.5616889177778)}, 2840: {'params': mu          5.675570e+02
omega       5.681166e+02
alpha[1]    9.885864e-01
beta[1]     1.546420e-16
Name: params, dtype: float64, 'loglikelihood': -151.5862749679572, 'aic': 311.1725499359144, 'bic': np.float64(316.5013679766152)}, 2845: {'params': mu          457.732319
omega       882.282521
alpha[1]      0.832152
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -145.15908400182337, 'aic': 298.31816800364675, 'bic': np.float64(303.64698604434756)}, 2850: {'params': mu          454.904239
omega         4.274224
alpha[1]      0.981429
beta[1]       0.018571
Name: params, dtype: float64, 'loglikelihood': -112.38080441124022, 'aic': 232.76160882248044, 'bic': np.float64(238.09042686318125)}, 2855: {'params': mu          454.651877
omega         4.828060
alpha[1]      0.984087
beta[1]       0.015913
Name: params, dtype: float64, 'loglikelihood': -98.94923638803321, 'aic': 205.89847277606643, 'bic': np.float64(211.22729081676724)}, 2860: {'params': mu          452.024937
omega        16.695197
alpha[1]      0.429386
beta[1]       0.071649
Name: params, dtype: float64, 'loglikelihood': -88.1116574716688, 'aic': 184.2233149433376, 'bic': np.float64(189.55213298403842)}, 2865: {'params': mu          453.904760
omega         9.921839
alpha[1]      0.800074
beta[1]       0.070659
Name: params, dtype: float64, 'loglikelihood': -87.95167564976242, 'aic': 183.90335129952484, 'bic': np.float64(189.23216934022565)}, 2870: {'params': mu          453.916871
omega         8.661623
alpha[1]      0.754466
beta[1]       0.245534
Name: params, dtype: float64, 'loglikelihood': -93.2896427643372, 'aic': 194.5792855286744, 'bic': np.float64(199.9081035693752)}, 2875: {'params': mu          451.407899
omega        30.176254
alpha[1]      0.742703
beta[1]       0.077412
Name: params, dtype: float64, 'loglikelihood': -103.28318193017726, 'aic': 214.56636386035453, 'bic': np.float64(219.89518190105534)}, 2880: {'params': mu          4.490426e+02
omega       3.783478e+01
alpha[1]    8.771120e-01
beta[1]     9.319707e-17
Name: params, dtype: float64, 'loglikelihood': -109.39566671498635, 'aic': 226.7913334299727, 'bic': np.float64(232.1201514706735)}, 2885: {'params': mu          420.990808
omega         2.009943
alpha[1]      0.994686
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -99.69113068109358, 'aic': 207.38226136218717, 'bic': np.float64(212.71107940288798)}, 2890: {'params': mu          4.202866e+02
omega       2.488179e+00
alpha[1]    1.000000e+00
beta[1]     6.045171e-10
Name: params, dtype: float64, 'loglikelihood': -92.22001452216337, 'aic': 192.44002904432674, 'bic': np.float64(197.76884708502755)}, 2895: {'params': mu          4.199008e+02
omega       2.928081e+00
alpha[1]    1.000000e+00
beta[1]     5.423419e-31
Name: params, dtype: float64, 'loglikelihood': -82.71343469939949, 'aic': 173.42686939879897, 'bic': np.float64(178.75568743949978)}, 2900: {'params': mu          4.192152e+02
omega       3.583042e+00
alpha[1]    1.000000e+00
beta[1]     3.171149e-16
Name: params, dtype: float64, 'loglikelihood': -78.50118112403833, 'aic': 165.00236224807665, 'bic': np.float64(170.33118028877746)}, 2905: {'params': mu          4.168525e+02
omega       6.897987e+00
alpha[1]    5.655148e-01
beta[1]     1.042575e-12
Name: params, dtype: float64, 'loglikelihood': -75.26732420950802, 'aic': 158.53464841901604, 'bic': np.float64(163.86346645971685)}, 2910: {'params': mu          415.650250
omega         7.563362
alpha[1]      0.532735
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -75.78744485954962, 'aic': 159.57488971909925, 'bic': np.float64(164.90370775980006)}, 2915: {'params': mu          414.042753
omega        11.535171
alpha[1]      0.560571
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -81.14962213406227, 'aic': 170.29924426812454, 'bic': np.float64(175.62806230882535)}, 2920: {'params': mu          413.605253
omega         7.766577
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -86.01890553081297, 'aic': 180.03781106162594, 'bic': np.float64(185.36662910232675)}, 2925: {'params': mu          4.133007e+02
omega       8.320079e+00
alpha[1]    1.000000e+00
beta[1]     1.397312e-14
Name: params, dtype: float64, 'loglikelihood': -92.94161021248314, 'aic': 193.88322042496628, 'bic': np.float64(199.2120384656671)}, 2930: {'params': mu          4.200989e+02
omega       6.023891e+01
alpha[1]    4.206856e-01
beta[1]     1.658266e-11
Name: params, dtype: float64, 'loglikelihood': -103.72343559367276, 'aic': 215.44687118734552, 'bic': np.float64(220.77568922804633)}, 2935: {'params': mu          4.247875e+02
omega       3.609937e+01
alpha[1]    1.000000e+00
beta[1]     7.138587e-14
Name: params, dtype: float64, 'loglikelihood': -108.31790260475931, 'aic': 224.63580520951862, 'bic': np.float64(229.96462325021943)}, 2940: {'params': mu          4.275683e+02
omega       1.870657e+01
alpha[1]    1.000000e+00
beta[1]     1.835921e-14
Name: params, dtype: float64, 'loglikelihood': -114.97844790624507, 'aic': 237.95689581249013, 'bic': np.float64(243.28571385319094)}, 2945: {'params': mu          426.853786
omega        14.966209
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -121.42813225478672, 'aic': 250.85626450957344, 'bic': np.float64(256.1850825502743)}, 2950: {'params': mu          379.736583
omega         7.528748
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -114.23382456560611, 'aic': 236.46764913121223, 'bic': np.float64(241.79646717191304)}, 2955: {'params': mu          381.764908
omega        33.807668
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -111.80618908368942, 'aic': 231.61237816737884, 'bic': np.float64(236.94119620807965)}, 2960: {'params': mu          384.879581
omega       106.190857
alpha[1]      0.262582
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -108.78770668276569, 'aic': 225.57541336553138, 'bic': np.float64(230.90423140623219)}, 2965: {'params': mu          384.079390
omega         5.187666
alpha[1]      0.000000
beta[1]       1.000000
Name: params, dtype: float64, 'loglikelihood': -112.14599532234409, 'aic': 232.29199064468818, 'bic': np.float64(237.620808685389)}, 2970: {'params': mu          388.237476
omega       108.448318
alpha[1]      0.896382
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -120.86537326786784, 'aic': 249.73074653573568, 'bic': np.float64(255.0595645764365)}, 2975: {'params': mu          393.496623
omega        47.216326
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -125.71504124443238, 'aic': 259.43008248886474, 'bic': np.float64(264.7589005295656)}, 2980: {'params': mu          4.336880e+02
omega       2.200151e+01
alpha[1]    1.000000e+00
beta[1]     1.669810e-12
Name: params, dtype: float64, 'loglikelihood': -122.4737520898062, 'aic': 252.9475041796124, 'bic': np.float64(258.2763222203132)}, 2985: {'params': mu          432.523186
omega        34.174334
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -116.41415431610753, 'aic': 240.82830863221506, 'bic': np.float64(246.15712667291587)}, 2990: {'params': mu          434.24736
omega        29.72897
alpha[1]      1.00000
beta[1]       0.00000
Name: params, dtype: float64, 'loglikelihood': -108.36278801456999, 'aic': 224.72557602913997, 'bic': np.float64(230.05439406984078)}, 2995: {'params': mu          4.406627e+02
omega       8.659055e+01
alpha[1]    5.321092e-01
beta[1]     9.158334e-18
Name: params, dtype: float64, 'loglikelihood': -110.65155320256946, 'aic': 229.30310640513892, 'bic': np.float64(234.63192444583973)}, 3000: {'params': mu          434.117808
omega        48.622045
alpha[1]      0.948005
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -108.81327039198341, 'aic': 225.62654078396682, 'bic': np.float64(230.95535882466763)}, 3005: {'params': mu          4.355367e+02
omega       8.098440e+01
alpha[1]    9.688244e-01
beta[1]     3.011108e-13
Name: params, dtype: float64, 'loglikelihood': -118.46039482566788, 'aic': 244.92078965133575, 'bic': np.float64(250.24960769203656)}, 3010: {'params': mu          438.746036
omega        90.453016
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -128.50337486448, 'aic': 265.00674972896, 'bic': np.float64(270.3355677696608)}, 3015: {'params': mu          4.330227e+02
omega       5.004980e+02
alpha[1]    8.611804e-01
beta[1]     1.450611e-13
Name: params, dtype: float64, 'loglikelihood': -140.02339197717433, 'aic': 288.04678395434865, 'bic': np.float64(293.37560199504946)}, 3020: {'params': mu          3.659931e+02
omega       2.103339e+02
alpha[1]    9.393288e-01
beta[1]     2.889602e-17
Name: params, dtype: float64, 'loglikelihood': -138.48108119666625, 'aic': 284.9621623933325, 'bic': np.float64(290.2909804340333)}, 3025: {'params': mu          3.555710e+02
omega       4.174929e+02
alpha[1]    7.138025e-01
beta[1]     2.199539e-15
Name: params, dtype: float64, 'loglikelihood': -134.83122355294074, 'aic': 277.6624471058815, 'bic': np.float64(282.9912651465823)}, 3030: {'params': mu          324.976609
omega        30.484109
alpha[1]      0.989311
beta[1]       0.010689
Name: params, dtype: float64, 'loglikelihood': -121.20273460888663, 'aic': 250.40546921777326, 'bic': np.float64(255.73428725847407)}, 3035: {'params': mu          331.536739
omega       160.211263
alpha[1]      0.621369
beta[1]       0.248265
Name: params, dtype: float64, 'loglikelihood': -126.19681440299986, 'aic': 260.3936288059997, 'bic': np.float64(265.72244684670056)}, 3040: {'params': mu          323.645720
omega        40.217881
alpha[1]      0.934344
beta[1]       0.065656
Name: params, dtype: float64, 'loglikelihood': -125.37110456837198, 'aic': 258.74220913674395, 'bic': np.float64(264.07102717744476)}, 3045: {'params': mu          3.222303e+02
omega       9.324832e+01
alpha[1]    1.000000e+00
beta[1]     1.593809e-18
Name: params, dtype: float64, 'loglikelihood': -127.62265529768352, 'aic': 263.2453105953671, 'bic': np.float64(268.5741286360679)}, 3050: {'params': mu          3.214028e+02
omega       4.429603e+02
alpha[1]    8.020837e-01
beta[1]     2.046892e-14
Name: params, dtype: float64, 'loglikelihood': -136.65644548280818, 'aic': 281.31289096561636, 'bic': np.float64(286.64170900631717)}, 3055: {'params': mu          3.008846e+02
omega       1.031581e+03
alpha[1]    5.921873e-01
beta[1]     1.121410e-13
Name: params, dtype: float64, 'loglikelihood': -142.9356906166324, 'aic': 293.8713812332648, 'bic': np.float64(299.2001992739656)}, 3060: {'params': mu          2.676354e+02
omega       1.695933e+01
alpha[1]    1.000000e+00
beta[1]     6.588681e-17
Name: params, dtype: float64, 'loglikelihood': -129.93730599261346, 'aic': 267.8746119852269, 'bic': np.float64(273.20343002592773)}, 3065: {'params': mu          266.963285
omega        18.465181
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -122.53178234897473, 'aic': 253.06356469794946, 'bic': np.float64(258.39238273865027)}, 3070: {'params': mu          244.023573
omega         2.305354
alpha[1]      0.943100
beta[1]       0.056900
Name: params, dtype: float64, 'loglikelihood': -108.14047433421842, 'aic': 224.28094866843685, 'bic': np.float64(229.60976670913766)}, 3075: {'params': mu          243.881469
omega         2.086476
alpha[1]      0.887740
beta[1]       0.112260
Name: params, dtype: float64, 'loglikelihood': -99.18230383570237, 'aic': 206.36460767140474, 'bic': np.float64(211.69342571210555)}, 3080: {'params': mu          2.369809e+02
omega       1.748924e+00
alpha[1]    1.000000e+00
beta[1]     1.306542e-17
Name: params, dtype: float64, 'loglikelihood': -90.72170102765173, 'aic': 189.44340205530347, 'bic': np.float64(194.77222009600428)}, 3085: {'params': mu          2.368233e+02
omega       1.946681e+00
alpha[1]    1.000000e+00
beta[1]     1.545201e-16
Name: params, dtype: float64, 'loglikelihood': -83.98932798123722, 'aic': 175.97865596247445, 'bic': np.float64(181.30747400317526)}, 3090: {'params': mu          234.419088
omega         9.287826
alpha[1]      0.602967
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -81.02499929676586, 'aic': 170.0499985935317, 'bic': np.float64(175.37881663423252)}, 3095: {'params': mu          234.438970
omega         0.338816
alpha[1]      0.000000
beta[1]       1.000000
Name: params, dtype: float64, 'loglikelihood': -78.90892401585354, 'aic': 165.8178480317071, 'bic': np.float64(171.1466660724079)}, 3100: {'params': mu          2.316309e+02
omega       6.500065e+00
alpha[1]    9.030853e-01
beta[1]     3.090956e-13
Name: params, dtype: float64, 'loglikelihood': -79.8772158446597, 'aic': 167.7544316893194, 'bic': np.float64(173.0832497300202)}, 3105: {'params': mu          229.008326
omega         4.442936
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -77.75685075806894, 'aic': 163.51370151613787, 'bic': np.float64(168.84251955683868)}, 3110: {'params': mu          2.288609e+02
omega       4.844810e+00
alpha[1]    1.000000e+00
beta[1]     6.280151e-11
Name: params, dtype: float64, 'loglikelihood': -84.74135600723422, 'aic': 177.48271201446843, 'bic': np.float64(182.81153005516924)}, 3115: {'params': mu          230.891375
omega        18.625186
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -94.9801196501416, 'aic': 197.9602393002832, 'bic': np.float64(203.28905734098402)}, 3120: {'params': mu          2.304036e+02
omega       1.610370e+01
alpha[1]    1.000000e+00
beta[1]     2.582478e-13
Name: params, dtype: float64, 'loglikelihood': -102.34562828571526, 'aic': 212.69125657143053, 'bic': np.float64(218.02007461213134)}, 3125: {'params': mu          230.278135
omega        18.102994
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -111.40279404378211, 'aic': 230.80558808756422, 'bic': np.float64(236.13440612826503)}, 3130: {'params': mu          2.646460e+02
omega       1.075337e+01
alpha[1]    1.000000e+00
beta[1]     1.287572e-13
Name: params, dtype: float64, 'loglikelihood': -116.12844177053442, 'aic': 240.25688354106885, 'bic': np.float64(245.58570158176965)}, 3135: {'params': mu          265.291745
omega        10.626935
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -113.78398758223646, 'aic': 235.56797516447293, 'bic': np.float64(240.89679320517374)}, 3140: {'params': mu          2.817473e+02
omega       3.687071e+00
alpha[1]    1.000000e+00
beta[1]     1.087689e-14
Name: params, dtype: float64, 'loglikelihood': -105.93158332779441, 'aic': 219.86316665558883, 'bic': np.float64(225.19198469628964)}, 3145: {'params': mu          2.814932e+02
omega       4.512607e+00
alpha[1]    1.000000e+00
beta[1]     6.960915e-12
Name: params, dtype: float64, 'loglikelihood': -95.86397153170901, 'aic': 199.72794306341802, 'bic': np.float64(205.05676110411883)}, 3150: {'params': mu          281.097163
omega         8.600329
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -91.44786395580044, 'aic': 190.8957279116009, 'bic': np.float64(196.2245459523017)}, 3155: {'params': mu          283.620108
omega         2.187254
alpha[1]      0.000000
beta[1]       1.000000
Name: params, dtype: float64, 'loglikelihood': -98.68919473780565, 'aic': 205.3783894756113, 'bic': np.float64(210.7072075163121)}, 3160: {'params': mu          277.005978
omega        12.263363
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -103.02262728015629, 'aic': 214.04525456031257, 'bic': np.float64(219.37407260101338)}, 3165: {'params': mu          276.262649
omega        12.988107
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -105.04005629674243, 'aic': 218.08011259348487, 'bic': np.float64(223.40893063418568)}, 3170: {'params': mu          2.675203e+02
omega       1.941778e+01
alpha[1]    1.000000e+00
beta[1]     3.115814e-14
Name: params, dtype: float64, 'loglikelihood': -111.57108622636275, 'aic': 231.1421724527255, 'bic': np.float64(236.4709904934263)}, 3175: {'params': mu          245.787513
omega         1.472656
alpha[1]      0.967538
beta[1]       0.032462
Name: params, dtype: float64, 'loglikelihood': -107.3580787184615, 'aic': 222.716157436923, 'bic': np.float64(228.0449754776238)}, 3180: {'params': mu          245.521064
omega         3.458643
alpha[1]      0.986434
beta[1]       0.013566
Name: params, dtype: float64, 'loglikelihood': -100.29052519832969, 'aic': 208.58105039665938, 'bic': np.float64(213.9098684373602)}, 3185: {'params': mu          245.310999
omega         3.459249
alpha[1]      0.984778
beta[1]       0.015222
Name: params, dtype: float64, 'loglikelihood': -96.46931478031027, 'aic': 200.93862956062054, 'bic': np.float64(206.26744760132135)}, 3190: {'params': mu          245.066706
omega         3.710480
alpha[1]      0.972518
beta[1]       0.027482
Name: params, dtype: float64, 'loglikelihood': -97.41394825058148, 'aic': 202.82789650116297, 'bic': np.float64(208.15671454186378)}, 3195: {'params': mu          2.301031e+02
omega       6.832298e+00
alpha[1]    9.892365e-01
beta[1]     1.264342e-13
Name: params, dtype: float64, 'loglikelihood': -93.93373400536964, 'aic': 195.8674680107393, 'bic': np.float64(201.1962860514401)}, 3200: {'params': mu          230.759429
omega         6.338295
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -91.38846812790506, 'aic': 190.7769362558101, 'bic': np.float64(196.10575429651092)}, 3205: {'params': mu          233.843076
omega         4.732711
alpha[1]      0.927068
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -84.22454076997309, 'aic': 176.44908153994618, 'bic': np.float64(181.777899580647)}, 3210: {'params': mu          236.731367
omega         2.390147
alpha[1]      0.964791
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -81.07638646797804, 'aic': 170.15277293595608, 'bic': np.float64(175.4815909766569)}, 3215: {'params': mu          2.377751e+02
omega       2.385351e+00
alpha[1]    9.990210e-01
beta[1]     3.023868e-14
Name: params, dtype: float64, 'loglikelihood': -76.73034506154005, 'aic': 161.4606901230801, 'bic': np.float64(166.7895081637809)}, 3220: {'params': mu          236.996358
omega         4.638790
alpha[1]      0.389567
beta[1]       0.250710
Name: params, dtype: float64, 'loglikelihood': -73.88716440602617, 'aic': 155.77432881205235, 'bic': np.float64(161.10314685275316)}, 3225: {'params': mu          237.026565
omega         0.361964
alpha[1]      0.000000
beta[1]       1.000000
Name: params, dtype: float64, 'loglikelihood': -76.67555877570408, 'aic': 161.35111755140815, 'bic': np.float64(166.67993559210896)}, 3230: {'params': mu          235.696330
omega         6.437016
alpha[1]      0.364800
beta[1]       0.503232
Name: params, dtype: float64, 'loglikelihood': -85.81273467271123, 'aic': 179.62546934542246, 'bic': np.float64(184.95428738612327)}, 3235: {'params': mu          234.783560
omega        25.568173
alpha[1]      0.446719
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -90.6550005103553, 'aic': 189.3100010207106, 'bic': np.float64(194.6388190614114)}, 3240: {'params': mu          2.310151e+02
omega       3.539855e+01
alpha[1]    3.632083e-01
beta[1]     3.652500e-16
Name: params, dtype: float64, 'loglikelihood': -94.79431800590928, 'aic': 197.58863601181855, 'bic': np.float64(202.91745405251936)}, 3245: {'params': mu          2.302727e+02
omega       4.910757e-01
alpha[1]    1.493313e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -92.38078928145715, 'aic': 192.7615785629143, 'bic': np.float64(198.09039660361512)}, 3250: {'params': mu          226.932693
omega        18.101487
alpha[1]      0.894349
beta[1]       0.058820
Name: params, dtype: float64, 'loglikelihood': -99.61995695416927, 'aic': 207.23991390833854, 'bic': np.float64(212.56873194903935)}, 3255: {'params': mu          231.320943
omega        28.938788
alpha[1]      0.827500
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -105.93864755833357, 'aic': 219.87729511666714, 'bic': np.float64(225.20611315736795)}, 3260: {'params': mu          2.468566e+02
omega       8.428655e+00
alpha[1]    9.414742e-01
beta[1]     9.604725e-16
Name: params, dtype: float64, 'loglikelihood': -101.52600897121948, 'aic': 211.05201794243897, 'bic': np.float64(216.38083598313978)}, 3265: {'params': mu          2.502323e+02
omega       2.623710e+01
alpha[1]    8.240668e-01
beta[1]     8.822869e-17
Name: params, dtype: float64, 'loglikelihood': -102.98039974922733, 'aic': 213.96079949845466, 'bic': np.float64(219.28961753915547)}, 3270: {'params': mu          250.037345
omega        15.736486
alpha[1]      0.446140
beta[1]       0.553860
Name: params, dtype: float64, 'loglikelihood': -107.00780503319938, 'aic': 222.01561006639875, 'bic': np.float64(227.34442810709956)}, 3275: {'params': mu          2.578729e+02
omega       9.001238e+01
alpha[1]    6.710892e-01
beta[1]     1.069952e-15
Name: params, dtype: float64, 'loglikelihood': -114.31576164816182, 'aic': 236.63152329632365, 'bic': np.float64(241.96034133702446)}, 3280: {'params': mu          265.952420
omega        21.988604
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -116.17456155821785, 'aic': 240.3491231164357, 'bic': np.float64(245.6779411571365)}, 3285: {'params': mu          2.710658e+02
omega       5.579249e+01
alpha[1]    7.844959e-01
beta[1]     2.039942e-14
Name: params, dtype: float64, 'loglikelihood': -112.44642691163696, 'aic': 232.89285382327392, 'bic': np.float64(238.22167186397473)}, 3290: {'params': mu          273.298057
omega        43.594716
alpha[1]      0.856888
beta[1]       0.109663
Name: params, dtype: float64, 'loglikelihood': -114.72257010741184, 'aic': 237.44514021482368, 'bic': np.float64(242.7739582555245)}, 3295: {'params': mu          2.754445e+02
omega       5.272521e+01
alpha[1]    9.592699e-01
beta[1]     1.783827e-16
Name: params, dtype: float64, 'loglikelihood': -119.03842371000002, 'aic': 246.07684742000004, 'bic': np.float64(251.40566546070085)}, 3300: {'params': mu          2.404450e+02
omega       1.145587e+01
alpha[1]    1.000000e+00
beta[1]     1.124509e-13
Name: params, dtype: float64, 'loglikelihood': -114.91907878423784, 'aic': 237.83815756847568, 'bic': np.float64(243.1669756091765)}, 3305: {'params': mu          240.382682
omega        11.210104
alpha[1]      0.825828
beta[1]       0.174172
Name: params, dtype: float64, 'loglikelihood': -111.10403663985957, 'aic': 230.20807327971914, 'bic': np.float64(235.53689132041995)}, 3310: {'params': mu          239.977881
omega        11.221716
alpha[1]      0.826633
beta[1]       0.173367
Name: params, dtype: float64, 'loglikelihood': -108.041593041671, 'aic': 224.083186083342, 'bic': np.float64(229.41200412404282)}, 3315: {'params': mu          232.083736
omega        29.194857
alpha[1]      0.000000
beta[1]       0.712163
Name: params, dtype: float64, 'loglikelihood': -103.80211247063592, 'aic': 215.60422494127184, 'bic': np.float64(220.93304298197265)}, 3320: {'params': mu          233.590357
omega        94.363620
alpha[1]      0.170184
beta[1]       0.300556
Name: params, dtype: float64, 'loglikelihood': -112.44309403860447, 'aic': 232.88618807720894, 'bic': np.float64(238.21500611790975)}, 3325: {'params': mu          222.081551
omega        33.309770
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -111.98990819911698, 'aic': 231.97981639823396, 'bic': np.float64(237.30863443893477)}, 3330: {'params': mu          2.254004e+02
omega       8.370938e+01
alpha[1]    1.000000e+00
beta[1]     3.572539e-15
Name: params, dtype: float64, 'loglikelihood': -117.82609330097593, 'aic': 243.65218660195185, 'bic': np.float64(248.98100464265266)}, 3335: {'params': mu          230.640904
omega       135.881211
alpha[1]      0.837144
beta[1]       0.162856
Name: params, dtype: float64, 'loglikelihood': -126.91326684166594, 'aic': 261.8265336833319, 'bic': np.float64(267.1553517240327)}, 3340: {'params': mu          244.655829
omega        97.338417
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -132.8648174208099, 'aic': 273.7296348416198, 'bic': np.float64(279.05845288232064)}, 3345: {'params': mu          2.694921e+02
omega       4.774827e+02
alpha[1]    8.331040e-01
beta[1]     5.342428e-12
Name: params, dtype: float64, 'loglikelihood': -138.63651267727036, 'aic': 285.2730253545407, 'bic': np.float64(290.60184339524153)}, 3350: {'params': mu          285.922381
omega       635.093338
alpha[1]      0.748138
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -140.66807165743904, 'aic': 289.3361433148781, 'bic': np.float64(294.6649613555789)}, 3355: {'params': mu          3.090237e+02
omega       5.382631e+02
alpha[1]    7.437424e-01
beta[1]     9.423181e-16
Name: params, dtype: float64, 'loglikelihood': -135.52583862005483, 'aic': 279.05167724010965, 'bic': np.float64(284.38049528081046)}, 3360: {'params': mu          317.367043
omega        58.057053
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -117.91622799679944, 'aic': 243.83245599359887, 'bic': np.float64(249.16127403429968)}, 3365: {'params': mu          3.209974e+02
omega       6.511390e+01
alpha[1]    8.292229e-01
beta[1]     4.930381e-32
Name: params, dtype: float64, 'loglikelihood': -115.70409728183373, 'aic': 239.40819456366745, 'bic': np.float64(244.73701260436826)}, 3370: {'params': mu          324.393958
omega        60.444384
alpha[1]      0.899915
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -116.64333240503277, 'aic': 241.28666481006553, 'bic': np.float64(246.61548285076634)}, 3375: {'params': mu          348.380442
omega        30.627341
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -122.05270529504018, 'aic': 252.10541059008037, 'bic': np.float64(257.4342286307812)}, 3380: {'params': mu          374.558356
omega         6.961531
alpha[1]      0.981576
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -112.95631764931912, 'aic': 233.91263529863824, 'bic': np.float64(239.24145333933905)}, 3385: {'params': mu          3.744890e+02
omega       1.134791e+01
alpha[1]    1.000000e+00
beta[1]     1.170858e-12
Name: params, dtype: float64, 'loglikelihood': -109.99295272156358, 'aic': 227.98590544312717, 'bic': np.float64(233.31472348382798)}, 3390: {'params': mu          3.750213e+02
omega       1.332403e+01
alpha[1]    1.000000e+00
beta[1]     4.768335e-15
Name: params, dtype: float64, 'loglikelihood': -101.02272463568531, 'aic': 210.04544927137061, 'bic': np.float64(215.37426731207142)}, 3395: {'params': mu          377.083915
omega        45.873259
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -108.19158313098924, 'aic': 224.3831662619785, 'bic': np.float64(229.7119843026793)}, 3400: {'params': mu          3.765775e+02
omega       7.068742e+01
alpha[1]    1.000000e+00
beta[1]     5.662331e-16
Name: params, dtype: float64, 'loglikelihood': -117.74641463235552, 'aic': 243.49282926471105, 'bic': np.float64(248.82164730541186)}, 3405: {'params': mu          3.644288e+02
omega       1.479614e+02
alpha[1]    9.262622e-01
beta[1]     3.004117e-12
Name: params, dtype: float64, 'loglikelihood': -126.41373177503691, 'aic': 260.82746355007384, 'bic': np.float64(266.15628159077465)}, 3410: {'params': mu          3.435199e+02
omega       3.817513e+01
alpha[1]    1.000000e+00
beta[1]     1.664078e-12
Name: params, dtype: float64, 'loglikelihood': -123.03009406851598, 'aic': 254.06018813703196, 'bic': np.float64(259.38900617773277)}, 3415: {'params': mu          344.594891
omega        50.695993
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -122.33000576056578, 'aic': 252.66001152113157, 'bic': np.float64(257.9888295618324)}, 3420: {'params': mu          345.943342
omega        61.118327
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -123.7397947946595, 'aic': 255.479589589319, 'bic': np.float64(260.8084076300198)}, 3425: {'params': mu          3.454183e+02
omega       6.142508e+01
alpha[1]    1.000000e+00
beta[1]     3.015054e-14
Name: params, dtype: float64, 'loglikelihood': -123.1187220060081, 'aic': 254.2374440120162, 'bic': np.float64(259.56626205271704)}, 3430: {'params': mu          356.067727
omega       237.888605
alpha[1]      0.580352
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -123.66684817261317, 'aic': 255.33369634522634, 'bic': np.float64(260.6625143859272)}, 3435: {'params': mu          367.795196
omega       205.058310
alpha[1]      0.531896
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -121.61079522323949, 'aic': 251.22159044647898, 'bic': np.float64(256.5504084871798)}, 3440: {'params': mu          3.836082e+02
omega       3.807812e+01
alpha[1]    1.000000e+00
beta[1]     2.041200e-12
Name: params, dtype: float64, 'loglikelihood': -115.55375161351994, 'aic': 239.10750322703987, 'bic': np.float64(244.43632126774068)}, 3445: {'params': mu          384.212797
omega        53.616339
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -122.96490333611256, 'aic': 253.9298066722251, 'bic': np.float64(259.25862471292595)}, 3450: {'params': mu          3.849102e+02
omega       6.547021e+02
alpha[1]    6.823803e-01
beta[1]     1.607523e-13
Name: params, dtype: float64, 'loglikelihood': -135.82647062344438, 'aic': 279.65294124688876, 'bic': np.float64(284.98175928758957)}, 3455: {'params': mu          4.033664e+02
omega       2.343743e+02
alpha[1]    1.000000e+00
beta[1]     4.101220e-16
Name: params, dtype: float64, 'loglikelihood': -139.40579129051227, 'aic': 286.81158258102454, 'bic': np.float64(292.14040062172535)}, 3460: {'params': mu          4.111377e+02
omega       5.151541e+02
alpha[1]    7.736404e-01
beta[1]     8.886757e-17
Name: params, dtype: float64, 'loglikelihood': -140.63739593974447, 'aic': 289.27479187948893, 'bic': np.float64(294.60360992018974)}, 3465: {'params': mu          4.781563e+02
omega       7.094139e-01
alpha[1]    1.000000e+00
beta[1]     1.416983e-11
Name: params, dtype: float64, 'loglikelihood': -112.97781371255081, 'aic': 233.95562742510162, 'bic': np.float64(239.28444546580243)}, 3470: {'params': mu          4.786061e+02
omega       4.963234e+01
alpha[1]    1.000000e+00
beta[1]     4.328176e-16
Name: params, dtype: float64, 'loglikelihood': -117.91077829625547, 'aic': 243.82155659251094, 'bic': np.float64(249.15037463321175)}, 3475: {'params': mu          479.557017
omega        58.844870
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -115.2904824122859, 'aic': 238.5809648245718, 'bic': np.float64(243.9097828652726)}, 3480: {'params': mu          485.257400
omega        26.327135
alpha[1]      0.571714
beta[1]       0.379745
Name: params, dtype: float64, 'loglikelihood': -114.28277118885177, 'aic': 236.56554237770354, 'bic': np.float64(241.89436041840435)}, 3485: {'params': mu          5.035177e+02
omega       2.405411e+02
alpha[1]    6.292571e-01
beta[1]     5.572366e-17
Name: params, dtype: float64, 'loglikelihood': -123.7775079206597, 'aic': 255.5550158413194, 'bic': np.float64(260.8838338820202)}, 3490: {'params': mu          509.774765
omega       147.979384
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -129.43652119515494, 'aic': 266.8730423903099, 'bic': np.float64(272.2018604310107)}, 3495: {'params': mu          514.931979
omega       891.248489
alpha[1]      0.750182
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -140.704035186941, 'aic': 289.408070373882, 'bic': np.float64(294.73688841458284)}, 3500: {'params': mu          579.818821
omega       940.656582
alpha[1]      0.748607
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -141.2044249461125, 'aic': 290.408849892225, 'bic': np.float64(295.73766793292583)}, 3505: {'params': mu          590.375219
omega        69.740231
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -122.8321594667004, 'aic': 253.6643189334008, 'bic': np.float64(258.9931369741016)}, 3510: {'params': mu          5.914369e+02
omega       6.531158e+01
alpha[1]    1.000000e+00
beta[1]     2.716083e-17
Name: params, dtype: float64, 'loglikelihood': -118.62050103229551, 'aic': 245.24100206459102, 'bic': np.float64(250.56982010529183)}, 3515: {'params': mu          5.942380e+02
omega       7.120423e+01
alpha[1]    1.000000e+00
beta[1]     4.760549e-11
Name: params, dtype: float64, 'loglikelihood': -116.26386679148536, 'aic': 240.5277335829707, 'bic': np.float64(245.85655162367152)}, 3520: {'params': mu          6.215746e+02
omega       1.515500e+01
alpha[1]    1.000000e+00
beta[1]     3.284336e-13
Name: params, dtype: float64, 'loglikelihood': -110.32710921813528, 'aic': 228.65421843627055, 'bic': np.float64(233.98303647697136)}, 3525: {'params': mu          621.934537
omega        31.770029
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -107.24159940057085, 'aic': 222.4831988011417, 'bic': np.float64(227.8120168418425)}, 3530: {'params': mu          6.221450e+02
omega       3.375873e+01
alpha[1]    9.282439e-01
beta[1]     1.201565e-13
Name: params, dtype: float64, 'loglikelihood': -103.1381769995651, 'aic': 214.2763539991302, 'bic': np.float64(219.60517203983102)}, 3535: {'params': mu          6.224578e+02
omega       4.230516e+01
alpha[1]    9.645289e-01
beta[1]     2.009634e-15
Name: params, dtype: float64, 'loglikelihood': -110.7407926454949, 'aic': 229.4815852909898, 'bic': np.float64(234.81040333169062)}, 3540: {'params': mu          6.207276e+02
omega       4.884725e+01
alpha[1]    1.000000e+00
beta[1]     1.436370e-14
Name: params, dtype: float64, 'loglikelihood': -117.63120827125393, 'aic': 243.26241654250785, 'bic': np.float64(248.59123458320866)}, 3545: {'params': mu          5.976227e+02
omega       6.364851e+01
alpha[1]    9.148299e-01
beta[1]     7.537487e-13
Name: params, dtype: float64, 'loglikelihood': -118.2809090252009, 'aic': 244.5618180504018, 'bic': np.float64(249.8906360911026)}, 3550: {'params': mu          603.277810
omega       288.929091
alpha[1]      0.640282
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -125.81550042451467, 'aic': 259.6310008490293, 'bic': np.float64(264.9598188897302)}, 3555: {'params': mu          6.021359e+02
omega       2.396566e+02
alpha[1]    8.810173e-01
beta[1]     1.256872e-16
Name: params, dtype: float64, 'loglikelihood': -128.5634518599726, 'aic': 265.1269037199452, 'bic': np.float64(270.455721760646)}, 3560: {'params': mu          601.991492
omega        91.476046
alpha[1]      0.530626
beta[1]       0.413394
Name: params, dtype: float64, 'loglikelihood': -132.52722412193924, 'aic': 273.0544482438785, 'bic': np.float64(278.3832662845793)}, 3565: {'params': mu          606.729886
omega       135.237499
alpha[1]      0.554362
beta[1]       0.445638
Name: params, dtype: float64, 'loglikelihood': -138.68030149419195, 'aic': 285.3606029883839, 'bic': np.float64(290.6894210290847)}, 3570: {'params': mu          6.467322e+02
omega       3.772283e+02
alpha[1]    1.000000e+00
beta[1]     1.865354e-15
Name: params, dtype: float64, 'loglikelihood': -145.661527785508, 'aic': 299.323055571016, 'bic': np.float64(304.65187361171684)}, 3575: {'params': mu          572.071517
omega       658.708227
alpha[1]      0.941182
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -157.2149863576484, 'aic': 322.4299727152968, 'bic': np.float64(327.7587907559976)}, 3580: {'params': mu           475.006533
omega       2011.301950
alpha[1]       0.744777
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -158.15625374302562, 'aic': 324.31250748605123, 'bic': np.float64(329.64132552675204)}, 3585: {'params': mu          442.341446
omega        30.840682
alpha[1]      0.966938
beta[1]       0.013805
Name: params, dtype: float64, 'loglikelihood': -131.82203475633665, 'aic': 271.6440695126733, 'bic': np.float64(276.9728875533741)}, 3590: {'params': mu          444.197976
omega        36.805376
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -118.31510119957187, 'aic': 244.63020239914374, 'bic': np.float64(249.95902043984455)}, 3595: {'params': mu          444.960005
omega        48.638281
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -110.20963616875972, 'aic': 228.41927233751943, 'bic': np.float64(233.74809037822024)}, 3600: {'params': mu          4.436789e+02
omega       4.788028e+01
alpha[1]    1.000000e+00
beta[1]     8.402838e-14
Name: params, dtype: float64, 'loglikelihood': -114.13585593836272, 'aic': 236.27171187672545, 'bic': np.float64(241.60052991742626)}, 3605: {'params': mu          4.445604e+02
omega       4.827617e+01
alpha[1]    1.000000e+00
beta[1]     2.083805e-16
Name: params, dtype: float64, 'loglikelihood': -125.07724870464328, 'aic': 258.1544974092866, 'bic': np.float64(263.4833154499874)}, 3610: {'params': mu          449.174496
omega       114.803716
alpha[1]      0.498087
beta[1]       0.501913
Name: params, dtype: float64, 'loglikelihood': -136.26169663233912, 'aic': 280.52339326467825, 'bic': np.float64(285.85221130537906)}, 3615: {'params': mu          458.227651
omega       307.494216
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -134.43946836185907, 'aic': 276.87893672371814, 'bic': np.float64(282.20775476441895)}, 3620: {'params': mu          460.701532
omega       539.870377
alpha[1]      0.706289
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -136.35225113210757, 'aic': 280.70450226421514, 'bic': np.float64(286.03332030491595)}, 3625: {'params': mu          469.039924
omega       824.654670
alpha[1]      0.301598
beta[1]       0.215887
Name: params, dtype: float64, 'loglikelihood': -142.86824696382658, 'aic': 293.73649392765316, 'bic': np.float64(299.06531196835397)}, 3630: {'params': mu           465.301501
omega       1392.200136
alpha[1]       0.601257
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -147.99659980399312, 'aic': 303.99319960798624, 'bic': np.float64(309.32201764868705)}, 3635: {'params': mu          4.706108e+02
omega       1.423811e+03
alpha[1]    8.119627e-01
beta[1]     1.115703e-14
Name: params, dtype: float64, 'loglikelihood': -153.95876296829206, 'aic': 315.9175259365841, 'bic': np.float64(321.24634397728494)}, 3640: {'params': mu          5.667679e+02
omega       5.029016e+02
alpha[1]    9.162330e-01
beta[1]     1.727497e-15
Name: params, dtype: float64, 'loglikelihood': -151.07578987325905, 'aic': 310.1515797465181, 'bic': np.float64(315.4803977872189)}, 3645: {'params': mu          6.036733e+02
omega       1.189944e+03
alpha[1]    7.776704e-01
beta[1]     1.876631e-13
Name: params, dtype: float64, 'loglikelihood': -146.89901026387614, 'aic': 301.79802052775227, 'bic': np.float64(307.1268385684531)}, 3650: {'params': mu          610.109855
omega       562.693684
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -140.34092673260406, 'aic': 288.6818534652081, 'bic': np.float64(294.01067150590893)}, 3655: {'params': mu           590.538216
omega       5044.182246
alpha[1]       0.272817
beta[1]        0.482558
Name: params, dtype: float64, 'loglikelihood': -171.03470219890073, 'aic': 350.06940439780146, 'bic': np.float64(355.3982224385023)}, 3660: {'params': mu           591.497065
omega       3620.047098
alpha[1]       0.309694
beta[1]        0.687353
Name: params, dtype: float64, 'loglikelihood': -181.51605769561525, 'aic': 371.0321153912305, 'bic': np.float64(376.3609334319313)}, 3665: {'params': mu          5.114441e+02
omega       1.780193e+04
alpha[1]    5.325489e-01
beta[1]     1.050575e-15
Name: params, dtype: float64, 'loglikelihood': -184.71521418894415, 'aic': 377.4304283778883, 'bic': np.float64(382.7592464185891)}, 3670: {'params': mu            495.742883
omega       17574.895493
alpha[1]        0.554828
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -184.36129867953179, 'aic': 376.72259735906357, 'bic': np.float64(382.0514153997644)}, 3675: {'params': mu            458.839233
omega       17309.229261
alpha[1]        0.786426
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -188.61367586558282, 'aic': 385.22735173116564, 'bic': np.float64(390.55616977186645)}, 3680: {'params': mu           552.313491
omega       8868.114838
alpha[1]       0.948512
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -193.7092058891821, 'aic': 395.4184117783642, 'bic': np.float64(400.747229819065)}, 3685: {'params': mu          8.845805e+02
omega       2.272468e+04
alpha[1]    8.509736e-01
beta[1]     1.652978e-16
Name: params, dtype: float64, 'loglikelihood': -191.03710025110058, 'aic': 390.07420050220117, 'bic': np.float64(395.403018542902)}, 3690: {'params': mu           937.814468
omega       3726.012524
alpha[1]       0.988008
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -167.36555179031672, 'aic': 342.73110358063343, 'bic': np.float64(348.05992162133424)}, 3695: {'params': mu          935.158814
omega       409.543129
alpha[1]      0.966443
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -144.611225725563, 'aic': 297.222451451126, 'bic': np.float64(302.5512694918268)}, 3700: {'params': mu          939.959221
omega        63.639855
alpha[1]      0.000000
beta[1]       0.914639
Name: params, dtype: float64, 'loglikelihood': -129.9265736121525, 'aic': 267.853147224305, 'bic': np.float64(273.18196526500583)}, 3705: {'params': mu          944.358916
omega       541.600941
alpha[1]      0.129342
beta[1]       0.369848
Name: params, dtype: float64, 'loglikelihood': -137.06451649991462, 'aic': 282.12903299982923, 'bic': np.float64(287.45785104053004)}, 3710: {'params': mu          941.907033
omega       310.127750
alpha[1]      0.466002
beta[1]       0.516194
Name: params, dtype: float64, 'loglikelihood': -146.8097148400952, 'aic': 301.6194296801904, 'bic': np.float64(306.94824772089123)}, 3715: {'params': mu          924.390241
omega       617.198597
alpha[1]      0.963582
beta[1]       0.036418
Name: params, dtype: float64, 'loglikelihood': -154.95694592711504, 'aic': 317.9138918542301, 'bic': np.float64(323.2427098949309)}, 3720: {'params': mu           917.317985
omega       3783.139410
alpha[1]       0.869878
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -167.22441836958603, 'aic': 342.44883673917207, 'bic': np.float64(347.7776547798729)}, 3725: {'params': mu           811.128001
omega       4515.100070
alpha[1]       0.603412
beta[1]        0.211274
Name: params, dtype: float64, 'loglikelihood': -172.57614546051911, 'aic': 353.15229092103823, 'bic': np.float64(358.48110896173904)}, 3730: {'params': mu           810.454264
omega       4499.226499
alpha[1]       0.871003
beta[1]        0.100582
Name: params, dtype: float64, 'loglikelihood': -172.08128155259843, 'aic': 352.16256310519685, 'bic': np.float64(357.49138114589766)}, 3735: {'params': mu           780.772576
omega       1522.489577
alpha[1]       0.288166
beta[1]        0.711834
Name: params, dtype: float64, 'loglikelihood': -172.93203557899474, 'aic': 353.8640711579895, 'bic': np.float64(359.1928891986903)}, 3740: {'params': mu            860.550018
omega       10001.495060
alpha[1]        0.454739
beta[1]         0.320262
Name: params, dtype: float64, 'loglikelihood': -183.94237904982253, 'aic': 375.88475809964507, 'bic': np.float64(381.2135761403459)}, 3745: {'params': mu            927.254317
omega       10922.854234
alpha[1]        0.705318
beta[1]         0.078598
Name: params, dtype: float64, 'loglikelihood': -184.4842719017138, 'aic': 376.9685438034276, 'bic': np.float64(382.29736184412843)}, 3750: {'params': mu          9.109610e+02
omega       1.333220e+04
alpha[1]    6.271552e-01
beta[1]     8.673617e-19
Name: params, dtype: float64, 'loglikelihood': -180.8691566921172, 'aic': 369.7383133842344, 'bic': np.float64(375.0671314249352)}, 3755: {'params': mu            885.727619
omega       14409.962850
alpha[1]        0.579579
beta[1]         0.212059
Name: params, dtype: float64, 'loglikelihood': -187.9379953059887, 'aic': 383.8759906119774, 'bic': np.float64(389.2048086526782)}, 3760: {'params': mu          7.918135e+02
omega       2.470374e+04
alpha[1]    7.377786e-01
beta[1]     1.097616e-15
Name: params, dtype: float64, 'loglikelihood': -194.6582471081009, 'aic': 397.3164942162018, 'bic': np.float64(402.6453122569026)}, 3765: {'params': mu           689.391064
omega       9294.396039
alpha[1]       0.931609
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -194.28520250697935, 'aic': 396.5704050139587, 'bic': np.float64(401.8992230546595)}, 3770: {'params': mu           370.489903
omega       6452.416006
alpha[1]       1.000000
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -184.3196207203182, 'aic': 376.6392414406364, 'bic': np.float64(381.9680594813372)}, 3775: {'params': mu           242.811719
omega       3517.129727
alpha[1]       0.972702
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -173.79693391101497, 'aic': 355.59386782202995, 'bic': np.float64(360.92268586273076)}, 3780: {'params': mu          2.160680e+02
omega       9.810665e+02
alpha[1]    1.000000e+00
beta[1]     1.164166e-15
Name: params, dtype: float64, 'loglikelihood': -153.45828705456032, 'aic': 314.91657410912063, 'bic': np.float64(320.24539214982144)}, 3785: {'params': mu          2.126360e+02
omega       6.516387e+01
alpha[1]    1.000000e+00
beta[1]     7.893855e-17
Name: params, dtype: float64, 'loglikelihood': -135.11461052086133, 'aic': 278.22922104172267, 'bic': np.float64(283.5580390824235)}, 3790: {'params': mu          2.113027e+02
omega       8.319634e+01
alpha[1]    1.000000e+00
beta[1]     2.614470e-17
Name: params, dtype: float64, 'loglikelihood': -130.8363242771759, 'aic': 269.6726485543518, 'bic': np.float64(275.0014665950526)}, 3795: {'params': mu          1.972102e+02
omega       2.794249e+02
alpha[1]    7.892604e-01
beta[1]     5.126419e-13
Name: params, dtype: float64, 'loglikelihood': -132.25127589747086, 'aic': 272.5025517949417, 'bic': np.float64(277.83136983564253)}, 3800: {'params': mu          139.220154
omega         6.282196
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -117.4157761819211, 'aic': 242.8315523638422, 'bic': np.float64(248.16037040454302)}, 3805: {'params': mu          1.405012e+02
omega       4.645112e+00
alpha[1]    1.000000e+00
beta[1]     3.659295e-12
Name: params, dtype: float64, 'loglikelihood': -103.53805024347282, 'aic': 215.07610048694565, 'bic': np.float64(220.40491852764646)}, 3810: {'params': mu          136.717374
omega         5.486317
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -90.09599451219444, 'aic': 188.19198902438887, 'bic': np.float64(193.52080706508968)}, 3815: {'params': mu          137.321741
omega         6.020778
alpha[1]      0.882832
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -78.4839553477588, 'aic': 164.9679106955176, 'bic': np.float64(170.2967287362184)}, 3820: {'params': mu          137.327051
omega         6.324278
alpha[1]      0.761429
beta[1]       0.002572
Name: params, dtype: float64, 'loglikelihood': -75.67522956938302, 'aic': 159.35045913876604, 'bic': np.float64(164.67927717946685)}, 3825: {'params': mu          138.192573
omega         3.488800
alpha[1]      0.979056
beta[1]       0.020944
Name: params, dtype: float64, 'loglikelihood': -82.29577976735781, 'aic': 172.59155953471563, 'bic': np.float64(177.92037757541644)}, 3830: {'params': mu          1.381668e+02
omega       3.284714e+00
alpha[1]    1.000000e+00
beta[1]     7.607153e-17
Name: params, dtype: float64, 'loglikelihood': -81.07731283660152, 'aic': 170.15462567320304, 'bic': np.float64(175.48344371390385)}, 3835: {'params': mu          137.058007
omega         2.528682
alpha[1]      0.504196
beta[1]       0.495804
Name: params, dtype: float64, 'loglikelihood': -86.0569749377338, 'aic': 180.1139498754676, 'bic': np.float64(185.4427679161684)}, 3840: {'params': mu          137.782752
omega         6.342971
alpha[1]      0.653868
beta[1]       0.346132
Name: params, dtype: float64, 'loglikelihood': -96.33326534685055, 'aic': 200.6665306937011, 'bic': np.float64(205.99534873440192)}, 3845: {'params': mu          126.190819
omega        14.747529
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -99.880641850542, 'aic': 207.761283701084, 'bic': np.float64(213.09010174178482)}, 3850: {'params': mu          121.616451
omega         9.580414
alpha[1]      0.866358
beta[1]       0.133642
Name: params, dtype: float64, 'loglikelihood': -100.08881159000809, 'aic': 208.17762318001618, 'bic': np.float64(213.506441220717)}, 3855: {'params': mu          1.207412e+02
omega       5.103529e+00
alpha[1]    1.000000e+00
beta[1]     1.894374e-17
Name: params, dtype: float64, 'loglikelihood': -101.34298223597132, 'aic': 210.68596447194264, 'bic': np.float64(216.01478251264345)}, 3860: {'params': mu          1.060918e+02
omega       8.712461e-01
alpha[1]    1.000000e+00
beta[1]     9.769980e-15
Name: params, dtype: float64, 'loglikelihood': -89.29107945870396, 'aic': 186.58215891740792, 'bic': np.float64(191.91097695810873)}, 3865: {'params': mu          105.007244
omega         1.358557
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -79.00237714007416, 'aic': 166.00475428014832, 'bic': np.float64(171.33357232084913)}, 3870: {'params': mu          104.823827
omega         1.165386
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -77.08144224901764, 'aic': 162.16288449803528, 'bic': np.float64(167.4917025387361)}, 3875: {'params': mu          1.046591e+02
omega       9.679225e-01
alpha[1]    1.000000e+00
beta[1]     4.278231e-16
Name: params, dtype: float64, 'loglikelihood': -78.6354644439193, 'aic': 165.2709288878386, 'bic': np.float64(170.59974692853942)}, 3880: {'params': mu          9.668533e+01
omega       4.174944e+00
alpha[1]    8.731882e-01
beta[1]     1.018714e-13
Name: params, dtype: float64, 'loglikelihood': -83.94259095152078, 'aic': 175.88518190304157, 'bic': np.float64(181.21399994374238)}, 3885: {'params': mu          96.305408
omega        5.628072
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -86.85226310736398, 'aic': 181.70452621472796, 'bic': np.float64(187.03334425542877)}, 3890: {'params': mu          95.717049
omega        6.364837
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -91.38627866753613, 'aic': 190.77255733507226, 'bic': np.float64(196.10137537577307)}, 3895: {'params': mu          94.101548
omega        7.593353
alpha[1]     0.902368
beta[1]      0.056243
Name: params, dtype: float64, 'loglikelihood': -91.33065726483197, 'aic': 190.66131452966394, 'bic': np.float64(195.99013257036475)}, 3900: {'params': mu          96.579157
omega        7.805325
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -97.56888764568387, 'aic': 203.13777529136775, 'bic': np.float64(208.46659333206856)}, 3905: {'params': mu          9.682775e+01
omega       1.120513e+01
alpha[1]    1.000000e+00
beta[1]     5.364646e-14
Name: params, dtype: float64, 'loglikelihood': -103.36440651868558, 'aic': 214.72881303737117, 'bic': np.float64(220.05763107807198)}, 3910: {'params': mu          103.576958
omega         3.279886
alpha[1]      0.995519
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -98.27983955007821, 'aic': 204.55967910015642, 'bic': np.float64(209.88849714085723)}, 3915: {'params': mu          104.124832
omega         5.958757
alpha[1]      0.953538
beta[1]       0.046462
Name: params, dtype: float64, 'loglikelihood': -92.12607759137052, 'aic': 192.25215518274103, 'bic': np.float64(197.58097322344184)}, 3920: {'params': mu          1.044792e+02
omega       7.398555e+00
alpha[1]    9.823151e-01
beta[1]     4.925952e-15
Name: params, dtype: float64, 'loglikelihood': -87.84400788368949, 'aic': 183.68801576737897, 'bic': np.float64(189.01683380807978)}, 3925: {'params': mu          106.596059
omega        12.501984
alpha[1]      0.939867
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -94.74832213406611, 'aic': 197.49664426813223, 'bic': np.float64(202.82546230883304)}, 3930: {'params': mu          1.069634e+02
omega       1.625663e+01
alpha[1]    9.653525e-01
beta[1]     1.090808e-13
Name: params, dtype: float64, 'loglikelihood': -104.68360451402538, 'aic': 217.36720902805075, 'bic': np.float64(222.69602706875156)}, 3935: {'params': mu          1.239502e+02
omega       4.766554e+00
alpha[1]    1.000000e+00
beta[1]     3.162927e-15
Name: params, dtype: float64, 'loglikelihood': -96.28681778396752, 'aic': 200.57363556793504, 'bic': np.float64(205.90245360863585)}, 3940: {'params': mu          122.895190
omega         7.299769
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -89.7087354521634, 'aic': 187.4174709043268, 'bic': np.float64(192.7462889450276)}, 3945: {'params': mu          1.230081e+02
omega       7.781264e+00
alpha[1]    1.000000e+00
beta[1]     2.856852e-16
Name: params, dtype: float64, 'loglikelihood': -87.05401304356418, 'aic': 182.10802608712837, 'bic': np.float64(187.43684412782918)}, 3950: {'params': mu          122.161078
omega         1.376328
alpha[1]      0.980195
beta[1]       0.019805
Name: params, dtype: float64, 'loglikelihood': -91.06835177806713, 'aic': 190.13670355613425, 'bic': np.float64(195.46552159683506)}, 3955: {'params': mu          122.249039
omega         2.206851
alpha[1]      0.866985
beta[1]       0.133015
Name: params, dtype: float64, 'loglikelihood': -98.22747802234723, 'aic': 204.45495604469446, 'bic': np.float64(209.78377408539527)}, 3960: {'params': mu          117.587071
omega        10.513069
alpha[1]      0.446805
beta[1]       0.553195
Name: params, dtype: float64, 'loglikelihood': -102.9830907289057, 'aic': 213.9661814578114, 'bic': np.float64(219.2949994985122)}, 3965: {'params': mu          116.314701
omega        21.652191
alpha[1]      0.589682
beta[1]       0.374282
Name: params, dtype: float64, 'loglikelihood': -107.66715705426175, 'aic': 223.3343141085235, 'bic': np.float64(228.6631321492243)}, 3970: {'params': mu          118.044571
omega       112.048933
alpha[1]      0.804795
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -117.62677982621226, 'aic': 243.2535596524245, 'bic': np.float64(248.58237769312532)}, 3975: {'params': mu          1.231574e+02
omega       2.487858e+02
alpha[1]    1.000000e+00
beta[1]     7.824578e-13
Name: params, dtype: float64, 'loglikelihood': -128.57053292983892, 'aic': 265.14106585967784, 'bic': np.float64(270.46988390037865)}, 3980: {'params': mu          135.911620
omega       102.232314
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -128.30071532136185, 'aic': 264.6014306427237, 'bic': np.float64(269.9302486834245)}, 3985: {'params': mu          124.435472
omega       561.947238
alpha[1]      0.692716
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -134.01098092682545, 'aic': 276.0219618536509, 'bic': np.float64(281.3507798943517)}, 3990: {'params': mu          102.834956
omega       656.186540
alpha[1]      0.638787
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -134.98571716345327, 'aic': 277.97143432690655, 'bic': np.float64(283.30025236760736)}, 3995: {'params': mu          9.086734e+01
omega       8.206807e+02
alpha[1]    7.007618e-01
beta[1]     5.433964e-13
Name: params, dtype: float64, 'loglikelihood': -137.18093129537658, 'aic': 282.36186259075316, 'bic': np.float64(287.690680631454)}, 4000: {'params': mu          6.903938e+01
omega       1.159346e+01
alpha[1]    1.000000e+00
beta[1]     4.549790e-17
Name: params, dtype: float64, 'loglikelihood': -130.10886340358127, 'aic': 268.21772680716253, 'bic': np.float64(273.54654484786334)}, 4005: {'params': mu          68.640231
omega       10.525177
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -122.56377625528701, 'aic': 253.12755251057402, 'bic': np.float64(258.45637055127486)}, 4010: {'params': mu          4.641304e+01
omega       1.527943e+00
alpha[1]    1.000000e+00
beta[1]     4.535694e-16
Name: params, dtype: float64, 'loglikelihood': -101.69114912777617, 'aic': 211.38229825555234, 'bic': np.float64(216.71111629625315)}, 4015: {'params': mu          46.335378
omega        1.454635
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -94.76982447088605, 'aic': 197.5396489417721, 'bic': np.float64(202.8684669824729)}, 4020: {'params': mu          4.624753e+01
omega       1.349283e+00
alpha[1]    1.000000e+00
beta[1]     3.021669e-16
Name: params, dtype: float64, 'loglikelihood': -90.56772206286408, 'aic': 189.13544412572816, 'bic': np.float64(194.46426216642897)}, 4025: {'params': mu          3.044999e+01
omega       4.183175e-01
alpha[1]    1.000000e+00
beta[1]     2.064981e-16
Name: params, dtype: float64, 'loglikelihood': -84.4836812680535, 'aic': 176.967362536107, 'bic': np.float64(182.2961805768078)}, 4030: {'params': mu          3.029629e+01
omega       4.146723e-01
alpha[1]    1.000000e+00
beta[1]     7.516873e-16
Name: params, dtype: float64, 'loglikelihood': -76.94972852069644, 'aic': 161.89945704139288, 'bic': np.float64(167.2282750820937)}, 4035: {'params': mu          30.217082
omega        0.445896
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -72.51698846332013, 'aic': 153.03397692664026, 'bic': np.float64(158.36279496734107)}, 4040: {'params': mu          26.623526
omega        0.972375
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -72.40091581776873, 'aic': 152.80183163553747, 'bic': np.float64(158.13064967623828)}, 4045: {'params': mu          2.461910e+01
omega       3.558448e-01
alpha[1]    1.000000e+00
beta[1]     1.815817e-15
Name: params, dtype: float64, 'loglikelihood': -70.58549051420661, 'aic': 149.17098102841322, 'bic': np.float64(154.49979906911403)}, 4050: {'params': mu          20.278052
omega        0.154215
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -64.09546208312337, 'aic': 136.19092416624673, 'bic': np.float64(141.51974220694754)}, 4055: {'params': mu          20.224315
omega        0.133926
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -59.698329707480994, 'aic': 127.39665941496199, 'bic': np.float64(132.7254774556628)}, 4060: {'params': mu          17.589048
omega        0.237225
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -59.936213984860345, 'aic': 127.87242796972069, 'bic': np.float64(133.2012460104215)}, 4065: {'params': mu          1.732406e+01
omega       2.254565e-01
alpha[1]    1.000000e+00
beta[1]     3.948819e-17
Name: params, dtype: float64, 'loglikelihood': -56.58314271545445, 'aic': 121.1662854309089, 'bic': np.float64(126.49510347160971)}, 4070: {'params': mu          14.129169
omega        0.025161
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -44.55362245663428, 'aic': 97.10724491326856, 'bic': np.float64(102.43606295396937)}, 4075: {'params': mu          13.448130
omega        0.003476
alpha[1]     0.978815
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -28.877871269718977, 'aic': 65.75574253943796, 'bic': np.float64(71.08456058013877)}, 4080: {'params': mu          13.435762
omega        0.002378
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -8.075542046316338, 'aic': 24.151084092632676, 'bic': np.float64(29.47990213333349)}, 4085: {'params': mu          13.431142
omega        0.003441
alpha[1]     0.992152
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': 9.129666677302684, 'aic': -10.259333354605367, 'bic': np.float64(-4.930515313904552)}, 4090: {'params': mu          1.342141e+01
omega       4.139257e-03
alpha[1]    9.063034e-01
beta[1]     5.967073e-10
Name: params, dtype: float64, 'loglikelihood': 18.862131174906928, 'aic': -29.724262349813856, 'bic': np.float64(-24.39544430911304)}, 4095: {'params': mu          1.341759e+01
omega       4.877567e-03
alpha[1]    6.116479e-01
beta[1]     2.465190e-32
Name: params, dtype: float64, 'loglikelihood': 24.479387052282, 'aic': -40.958774104564, 'bic': np.float64(-35.62995606386318)}, 4100: {'params': mu          13.413964
omega        0.003757
alpha[1]     0.754760
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': 25.111025317923605, 'aic': -42.22205063584721, 'bic': np.float64(-36.893232595146394)}, 4105: {'params': mu          13.398937
omega        0.033374
alpha[1]     0.570950
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': 1.3175442879502763, 'aic': 5.364911424099447, 'bic': np.float64(10.693729464800263)}, 4110: {'params': mu          1.338394e+01
omega       4.232943e-02
alpha[1]    7.620179e-01
beta[1]     2.608829e-15
Name: params, dtype: float64, 'loglikelihood': -9.845978709299409, 'aic': 27.691957418598818, 'bic': np.float64(33.020775459299635)}, 4115: {'params': mu          1.331174e+01
omega       4.355401e-02
alpha[1]    1.000000e+00
beta[1]     1.229077e-12
Name: params, dtype: float64, 'loglikelihood': -19.86192856834167, 'aic': 47.72385713668334, 'bic': np.float64(53.05267517738416)}, 4120: {'params': mu          1.239705e+01
omega       4.930140e-02
alpha[1]    1.000000e+00
beta[1]     6.402966e-13
Name: params, dtype: float64, 'loglikelihood': -21.57210259012243, 'aic': 51.14420518024486, 'bic': np.float64(56.47302322094568)}, 4125: {'params': mu          1.232901e+01
omega       4.002955e-02
alpha[1]    1.000000e+00
beta[1]     2.553033e-14
Name: params, dtype: float64, 'loglikelihood': -22.39973482640374, 'aic': 52.79946965280748, 'bic': np.float64(58.1282876935083)}, 4130: {'params': mu          11.670827
omega        0.030617
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -24.46543019580875, 'aic': 56.9308603916175, 'bic': np.float64(62.25967843231832)}, 4135: {'params': mu          1.089960e+01
omega       4.896887e-03
alpha[1]    1.000000e+00
beta[1]     2.007280e-13
Name: params, dtype: float64, 'loglikelihood': -10.44845262565698, 'aic': 28.89690525131396, 'bic': np.float64(34.22572329201478)}, 4140: {'params': mu          10.887422
omega        0.006476
alpha[1]     0.839328
beta[1]      0.160672
Name: params, dtype: float64, 'loglikelihood': -8.690678000410553, 'aic': 25.381356000821107, 'bic': np.float64(30.710174041521924)}, 4145: {'params': mu          10.893278
omega        0.005657
alpha[1]     0.751889
beta[1]      0.248111
Name: params, dtype: float64, 'loglikelihood': -7.214691643014371, 'aic': 22.42938328602874, 'bic': np.float64(27.758201326729555)}, 4150: {'params': mu          10.879693
omega        0.007270
alpha[1]     0.691765
beta[1]      0.308235
Name: params, dtype: float64, 'loglikelihood': -10.838247896151202, 'aic': 29.676495792302404, 'bic': np.float64(35.00531383300322)}, 4155: {'params': mu          1.176888e+01
omega       9.127987e-03
alpha[1]    1.000000e+00
beta[1]     2.800706e-15
Name: params, dtype: float64, 'loglikelihood': -15.004482623665385, 'aic': 38.00896524733077, 'bic': np.float64(43.33778328803159)}, 4160: {'params': mu          1.187537e+01
omega       3.543698e-02
alpha[1]    1.000000e+00
beta[1]     2.090685e-14
Name: params, dtype: float64, 'loglikelihood': -15.148902858677198, 'aic': 38.29780571735439, 'bic': np.float64(43.62662375805521)}, 4165: {'params': mu          11.926008
omega        0.023764
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -12.875161180396967, 'aic': 33.75032236079393, 'bic': np.float64(39.07914040149475)}, 4170: {'params': mu          1.198666e+01
omega       1.366504e-02
alpha[1]    1.000000e+00
beta[1]     8.270347e-17
Name: params, dtype: float64, 'loglikelihood': -6.812695309298241, 'aic': 21.625390618596484, 'bic': np.float64(26.954208659297297)}, 4175: {'params': mu          12.274695
omega        0.005339
alpha[1]     0.980008
beta[1]      0.019992
Name: params, dtype: float64, 'loglikelihood': -3.2616873677391522, 'aic': 14.523374735478304, 'bic': np.float64(19.85219277617912)}, 4180: {'params': mu          12.245185
omega        0.016588
alpha[1]     0.602924
beta[1]      0.241147
Name: params, dtype: float64, 'loglikelihood': -2.808039112621802, 'aic': 13.616078225243605, 'bic': np.float64(18.94489626594442)}, 4185: {'params': mu          12.275704
omega        0.015772
alpha[1]     0.781642
beta[1]      0.218358
Name: params, dtype: float64, 'loglikelihood': -7.443957062391461, 'aic': 22.887914124782924, 'bic': np.float64(28.216732165483737)}, 4190: {'params': mu          12.262078
omega        0.015494
alpha[1]     0.789070
beta[1]      0.204998
Name: params, dtype: float64, 'loglikelihood': -12.012480480500377, 'aic': 32.02496096100076, 'bic': np.float64(37.35377900170157)}, 4195: {'params': mu          12.171011
omega        0.020782
alpha[1]     0.957948
beta[1]      0.042052
Name: params, dtype: float64, 'loglikelihood': -21.293462872754628, 'aic': 50.586925745509255, 'bic': np.float64(55.91574378621007)}, 4200: {'params': mu          11.050706
omega        0.057640
alpha[1]     0.810424
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -22.78985024788708, 'aic': 53.57970049577416, 'bic': np.float64(58.90851853647498)}, 4205: {'params': mu          10.894649
omega        0.051797
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -19.904610103104694, 'aic': 47.80922020620939, 'bic': np.float64(53.138038246910206)}, 4210: {'params': mu          10.903387
omega        0.057557
alpha[1]     0.992844
beta[1]      0.007156
Name: params, dtype: float64, 'loglikelihood': -24.364439724992753, 'aic': 56.728879449985506, 'bic': np.float64(62.05769749068632)}, 4215: {'params': mu          10.743649
omega        0.059544
alpha[1]     0.584157
beta[1]      0.415843
Name: params, dtype: float64, 'loglikelihood': -33.96340577890862, 'aic': 75.92681155781725, 'bic': np.float64(81.25562959851806)}, 4220: {'params': mu          10.884819
omega        0.042082
alpha[1]     0.692575
beta[1]      0.307425
Name: params, dtype: float64, 'loglikelihood': -35.6662016253698, 'aic': 79.3324032507396, 'bic': np.float64(84.66122129144041)}, 4225: {'params': mu          10.946741
omega        0.034756
alpha[1]     0.699004
beta[1]      0.300996
Name: params, dtype: float64, 'loglikelihood': -31.35920519272273, 'aic': 70.71841038544545, 'bic': np.float64(76.04722842614628)}, 4230: {'params': mu          11.074104
omega        0.060352
alpha[1]     0.691441
beta[1]      0.308559
Name: params, dtype: float64, 'loglikelihood': -41.343053852450765, 'aic': 90.68610770490153, 'bic': np.float64(96.01492574560234)}, 4235: {'params': mu          11.017702
omega        0.051062
alpha[1]     0.724091
beta[1]      0.275909
Name: params, dtype: float64, 'loglikelihood': -43.28968511450723, 'aic': 94.57937022901446, 'bic': np.float64(99.90818826971527)}, 4240: {'params': mu          8.858343
omega       0.019444
alpha[1]    0.899830
beta[1]     0.100170
Name: params, dtype: float64, 'loglikelihood': -34.099410941146076, 'aic': 76.19882188229215, 'bic': np.float64(81.52763992299296)}, 4245: {'params': mu          8.850966
omega       0.055924
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -29.347128567640787, 'aic': 66.69425713528157, 'bic': np.float64(72.02307517598238)}, 4250: {'params': mu          8.824620
omega       0.057349
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -28.119369780371418, 'aic': 64.23873956074283, 'bic': np.float64(69.56755760144365)}, 4255: {'params': mu          8.779400e+00
omega       6.257100e-02
alpha[1]    1.000000e+00
beta[1]     5.405331e-12
Name: params, dtype: float64, 'loglikelihood': -29.83122709792592, 'aic': 67.66245419585184, 'bic': np.float64(72.99127223655266)}, 4260: {'params': mu          6.665340
omega       0.005573
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -23.47383001558407, 'aic': 54.94766003116814, 'bic': np.float64(60.27647807186896)}, 4265: {'params': mu          6.633334
omega       0.008095
alpha[1]    0.971033
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -13.785170729465364, 'aic': 35.57034145893073, 'bic': np.float64(40.899159499631544)}, 4270: {'params': mu          6.634074
omega       0.008618
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -0.554719779209602, 'aic': 9.109439558419204, 'bic': np.float64(14.43825759912002)}, 4275: {'params': mu          6.617969
omega       0.012660
alpha[1]    0.632662
beta[1]     0.367338
Name: params, dtype: float64, 'loglikelihood': -1.8006091716244774, 'aic': 11.601218343248956, 'bic': np.float64(16.93003638394977)}, 4280: {'params': mu          6.514606
omega       0.012356
alpha[1]    0.447366
beta[1]     0.552634
Name: params, dtype: float64, 'loglikelihood': -6.769526458245203, 'aic': 21.539052916490405, 'bic': np.float64(26.867870957191222)}, 4285: {'params': mu          6.312685
omega       0.014471
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -12.329160007811353, 'aic': 32.65832001562271, 'bic': np.float64(37.98713805632352)}, 4290: {'params': mu          5.568684e+00
omega       2.839058e-03
alpha[1]    1.000000e+00
beta[1]     2.125943e-14
Name: params, dtype: float64, 'loglikelihood': -10.318110777161163, 'aic': 28.636221554322326, 'bic': np.float64(33.96503959502314)}, 4295: {'params': mu          5.152453e+00
omega       2.402423e-09
alpha[1]    7.715907e-01
beta[1]     2.266960e-01
Name: params, dtype: float64, 'loglikelihood': -5.911869928139682, 'aic': 19.823739856279364, 'bic': np.float64(25.152557896980177)}, 4300: {'params': mu          5.132898
omega       0.000210
alpha[1]    0.763629
beta[1]     0.236371
Name: params, dtype: float64, 'loglikelihood': 9.52049022771892, 'aic': -11.04098045543784, 'bic': np.float64(-5.7121624147370245)}, 4305: {'params': mu          5.114988
omega       0.001439
alpha[1]    0.665299
beta[1]     0.197001
Name: params, dtype: float64, 'loglikelihood': 23.782840856807677, 'aic': -39.565681713615355, 'bic': np.float64(-34.23686367291454)}, 4310: {'params': mu          5.112580
omega       0.001301
alpha[1]    0.707569
beta[1]     0.292431
Name: params, dtype: float64, 'loglikelihood': 25.947498654119936, 'aic': -43.89499730823987, 'bic': np.float64(-38.566179267539056)}, 4315: {'params': mu          5.106192
omega       0.001413
alpha[1]    0.901687
beta[1]     0.098313
Name: params, dtype: float64, 'loglikelihood': 35.474476202384686, 'aic': -62.94895240476937, 'bic': np.float64(-57.620134364068555)}, 4320: {'params': mu          5.091851
omega       0.001294
alpha[1]    0.861067
beta[1]     0.138933
Name: params, dtype: float64, 'loglikelihood': 33.276651381569195, 'aic': -58.55330276313839, 'bic': np.float64(-53.22448472243757)}, 4325: {'params': mu          5.039653e+00
omega       1.392343e-03
alpha[1]    2.238557e-13
beta[1]     8.208655e-01
Name: params, dtype: float64, 'loglikelihood': 29.016485155082176, 'aic': -50.03297031016435, 'bic': np.float64(-44.704152269463535)}, 4330: {'params': mu          5.076814
omega       0.004192
alpha[1]    0.575961
beta[1]     0.159014
Name: params, dtype: float64, 'loglikelihood': 23.617082464059987, 'aic': -39.234164928119974, 'bic': np.float64(-33.90534688741916)}, 4335: {'params': mu          5.084193e+00
omega       2.121560e-03
alpha[1]    9.999988e-01
beta[1]     5.972888e-07
Name: params, dtype: float64, 'loglikelihood': 26.278565687217192, 'aic': -44.557131374434384, 'bic': np.float64(-39.22831333373357)}, 4340: {'params': mu          5.077643e+00
omega       2.147033e-03
alpha[1]    1.000000e+00
beta[1]     1.760650e-10
Name: params, dtype: float64, 'loglikelihood': 23.769812009630513, 'aic': -39.539624019261026, 'bic': np.float64(-34.21080597856021)}, 4345: {'params': mu          4.956655
omega       0.008196
alpha[1]    0.496785
beta[1]     0.064359
Name: params, dtype: float64, 'loglikelihood': 17.862945540408695, 'aic': -27.72589108081739, 'bic': np.float64(-22.397073040116574)}, 4350: {'params': mu          4.909723
omega       0.003709
alpha[1]    0.801827
beta[1]     0.101693
Name: params, dtype: float64, 'loglikelihood': 19.15683693500015, 'aic': -30.3136738700003, 'bic': np.float64(-24.984855829299484)}, 4355: {'params': mu          4.898841e+00
omega       4.832454e-03
alpha[1]    1.000000e+00
beta[1]     7.483577e-12
Name: params, dtype: float64, 'loglikelihood': 19.298025528582553, 'aic': -30.596051057165106, 'bic': np.float64(-25.26723301646429)}, 4360: {'params': mu          4.847631e+00
omega       7.958709e-03
alpha[1]    2.809350e-01
beta[1]     1.346487e-15
Name: params, dtype: float64, 'loglikelihood': 23.792004229666226, 'aic': -39.58400845933245, 'bic': np.float64(-34.255190418631635)}, 4365: {'params': mu          4.867494e+00
omega       6.501232e-03
alpha[1]    1.000000e+00
beta[1]     7.850727e-14
Name: params, dtype: float64, 'loglikelihood': 14.425131797240894, 'aic': -20.85026359448179, 'bic': np.float64(-15.521445553780973)}, 4370: {'params': mu          4.887217e+00
omega       4.700950e-03
alpha[1]    1.000000e+00
beta[1]     3.064443e-09
Name: params, dtype: float64, 'loglikelihood': 11.249745870026636, 'aic': -14.499491740053273, 'bic': np.float64(-9.170673699352458)}, 4375: {'params': mu          4.884643
omega       0.005328
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 10.464009291614946, 'aic': -12.928018583229893, 'bic': np.float64(-7.599200542529077)}, 4380: {'params': mu          4.902677e+00
omega       6.500625e-03
alpha[1]    1.000000e+00
beta[1]     4.904415e-09
Name: params, dtype: float64, 'loglikelihood': 6.315682633770406, 'aic': -4.6313652675408115, 'bic': np.float64(0.6974527731600038)}, 4385: {'params': mu          4.909464
omega       0.004767
alpha[1]    0.999983
beta[1]     0.000012
Name: params, dtype: float64, 'loglikelihood': 12.971051132125893, 'aic': -17.942102264251787, 'bic': np.float64(-12.613284223550972)}, 4390: {'params': mu          4.876508
omega       0.008765
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 5.55367823181304, 'aic': -3.107356463626081, 'bic': np.float64(2.2214615770747344)}, 4395: {'params': mu          4.866959e+00
omega       9.004417e-03
alpha[1]    1.000000e+00
beta[1]     8.651842e-17
Name: params, dtype: float64, 'loglikelihood': 4.7987538719805345, 'aic': -1.597507743961069, 'bic': np.float64(3.7313102967397462)}, 4400: {'params': mu          4.848565
omega       0.014888
alpha[1]    0.922369
beta[1]     0.077631
Name: params, dtype: float64, 'loglikelihood': -7.010875768771528, 'aic': 22.021751537543054, 'bic': np.float64(27.35056957824387)}, 4405: {'params': mu          4.855482e+00
omega       1.154171e-02
alpha[1]    1.000000e+00
beta[1]     1.131131e-12
Name: params, dtype: float64, 'loglikelihood': -14.879559233122436, 'aic': 37.75911846624487, 'bic': np.float64(43.08793650694569)}, 4410: {'params': mu          5.623073e+00
omega       2.970747e-02
alpha[1]    9.112606e-01
beta[1]     6.780437e-13
Name: params, dtype: float64, 'loglikelihood': -21.124022995462532, 'aic': 50.248045990925064, 'bic': np.float64(55.57686403162588)}, 4415: {'params': mu          5.537835
omega       0.029188
alpha[1]    0.869215
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -14.905812236748707, 'aic': 37.81162447349742, 'bic': np.float64(43.14044251419823)}, 4420: {'params': mu          5.559583
omega       0.038922
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -14.770530739166496, 'aic': 37.54106147833299, 'bic': np.float64(42.86987951903381)}, 4425: {'params': mu          5.786052
omega       0.010609
alpha[1]    0.302806
beta[1]     0.697194
Name: params, dtype: float64, 'loglikelihood': -13.246494118240728, 'aic': 34.49298823648145, 'bic': np.float64(39.82180627718227)}, 4430: {'params': mu          6.048543
omega       0.095115
alpha[1]    0.612844
beta[1]     0.051018
Name: params, dtype: float64, 'loglikelihood': -19.17951371052695, 'aic': 46.3590274210539, 'bic': np.float64(51.68784546175472)}, 4435: {'params': mu          6.484896e+00
omega       1.107291e-01
alpha[1]    6.791583e-01
beta[1]     3.036027e-18
Name: params, dtype: float64, 'loglikelihood': -21.042786250601935, 'aic': 50.08557250120387, 'bic': np.float64(55.41439054190469)}, 4440: {'params': mu          6.440916
omega       0.101307
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -24.002274944832852, 'aic': 56.004549889665704, 'bic': np.float64(61.33336793036652)}, 4445: {'params': mu          6.505751
omega       0.108660
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -30.74566711461543, 'aic': 69.49133422923086, 'bic': np.float64(74.82015226993167)}, 4450: {'params': mu          6.571932
omega       0.086229
alpha[1]    0.988795
beta[1]     0.011205
Name: params, dtype: float64, 'loglikelihood': -39.70150372723864, 'aic': 87.40300745447728, 'bic': np.float64(92.73182549517809)}, 4455: {'params': mu          4.028092e+00
omega       4.306267e-02
alpha[1]    9.846026e-01
beta[1]     2.050863e-13
Name: params, dtype: float64, 'loglikelihood': -31.99607000450072, 'aic': 71.99214000900145, 'bic': np.float64(77.32095804970226)}, 4460: {'params': mu          3.936031e+00
omega       3.263530e-02
alpha[1]    1.000000e+00
beta[1]     1.221870e-15
Name: params, dtype: float64, 'loglikelihood': -25.82412295688858, 'aic': 59.64824591377716, 'bic': np.float64(64.97706395447797)}, 4465: {'params': mu          3.000000e+00
omega       1.476798e-08
alpha[1]    9.999988e-01
beta[1]     1.158391e-06
Name: params, dtype: float64, 'loglikelihood': -3.4009726858980027, 'aic': 14.801945371796005, 'bic': np.float64(20.13076341249682)}, 4470: {'params': mu          3.197355
omega       0.002248
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -2.4473982275300754, 'aic': 12.89479645506015, 'bic': np.float64(18.223614495760966)}, 4475: {'params': mu          3.194610e+00
omega       2.799741e-03
alpha[1]    1.000000e+00
beta[1]     5.727682e-09
Name: params, dtype: float64, 'loglikelihood': -0.7386994593361438, 'aic': 9.477398918672288, 'bic': np.float64(14.806216959373103)}, 4480: {'params': mu          2.995422
omega       0.009677
alpha[1]    0.940238
beta[1]     0.059762
Name: params, dtype: float64, 'loglikelihood': -0.21487991322278854, 'aic': 8.429759826445578, 'bic': np.float64(13.758577867146393)}, 4485: {'params': mu          2.961948
omega       0.009235
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -6.087063359435475, 'aic': 20.17412671887095, 'bic': np.float64(25.502944759571765)}, 4490: {'params': mu          2.483630e+00
omega       2.600316e-03
alpha[1]    1.000000e+00
beta[1]     1.132991e-09
Name: params, dtype: float64, 'loglikelihood': -5.042410924629494, 'aic': 18.084821849258987, 'bic': np.float64(23.413639889959803)}, 4495: {'params': mu          2.481596e+00
omega       2.538212e-03
alpha[1]    1.000000e+00
beta[1]     1.686310e-08
Name: params, dtype: float64, 'loglikelihood': -5.5055514455635475, 'aic': 19.011102891127095, 'bic': np.float64(24.339920931827912)}, 4500: {'params': mu          2.480827
omega       0.002448
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -6.706330731107858, 'aic': 21.412661462215716, 'bic': np.float64(26.741479502916533)}, 4505: {'params': mu          3.011639
omega       0.002580
alpha[1]    0.999878
beta[1]     0.000044
Name: params, dtype: float64, 'loglikelihood': -4.3190957197462545, 'aic': 16.63819143949251, 'bic': np.float64(21.967009480193326)}, 4510: {'params': mu          2.998404e+00
omega       1.001837e-02
alpha[1]    1.000000e+00
beta[1]     6.536993e-12
Name: params, dtype: float64, 'loglikelihood': -3.3951981671350016, 'aic': 14.790396334270003, 'bic': np.float64(20.119214374970817)}, 4515: {'params': mu          2.993221
omega       0.006359
alpha[1]    0.912546
beta[1]     0.087454
Name: params, dtype: float64, 'loglikelihood': -0.168971491862143, 'aic': 8.337942983724286, 'bic': np.float64(13.666761024425101)}, 4520: {'params': mu          3.020943
omega       0.019230
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -11.447678326032193, 'aic': 30.895356652064386, 'bic': np.float64(36.2241746927652)}, 4525: {'params': mu          3.250245
omega       0.036164
alpha[1]    0.661344
beta[1]     0.338656
Name: params, dtype: float64, 'loglikelihood': -22.01165566810993, 'aic': 52.02331133621986, 'bic': np.float64(57.35212937692068)}, 4530: {'params': mu          4.070973e+00
omega       1.341252e-02
alpha[1]    1.000000e+00
beta[1]     7.740720e-13
Name: params, dtype: float64, 'loglikelihood': -27.085892239944307, 'aic': 62.171784479888615, 'bic': np.float64(67.50060252058942)}, 4535: {'params': mu          4.079437
omega       0.011973
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -26.03930425601184, 'aic': 60.07860851202368, 'bic': np.float64(65.40742655272449)}, 4540: {'params': mu          5.004692e+00
omega       3.756890e-03
alpha[1]    1.000000e+00
beta[1]     1.324191e-11
Name: params, dtype: float64, 'loglikelihood': -19.911380655511675, 'aic': 47.82276131102335, 'bic': np.float64(53.151579351724166)}, 4545: {'params': mu          5.005017
omega       0.003793
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -11.98349932636563, 'aic': 31.96699865273126, 'bic': np.float64(37.29581669343207)}, 4550: {'params': mu          5.013177
omega       0.004912
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -10.675717477765254, 'aic': 29.351434955530507, 'bic': np.float64(34.680252996231324)}, 4555: {'params': mu          5.154116
omega       0.029200
alpha[1]    0.447208
beta[1]     0.552792
Name: params, dtype: float64, 'loglikelihood': -20.452052495395485, 'aic': 48.90410499079097, 'bic': np.float64(54.23292303149179)}, 4560: {'params': mu          5.477744
omega       0.097260
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -30.350911374451183, 'aic': 68.70182274890237, 'bic': np.float64(74.03064078960318)}, 4565: {'params': mu          5.580430e+00
omega       1.185266e-01
alpha[1]    1.000000e+00
beta[1]     8.241339e-15
Name: params, dtype: float64, 'loglikelihood': -39.500626248346684, 'aic': 87.00125249669337, 'bic': np.float64(92.33007053739418)}, 4570: {'params': mu          8.546410e+00
omega       1.236886e-01
alpha[1]    1.000000e+00
beta[1]     5.886454e-15
Name: params, dtype: float64, 'loglikelihood': -49.601045552806426, 'aic': 107.20209110561285, 'bic': np.float64(112.53090914631366)}, 4575: {'params': mu          8.584800
omega       0.120241
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -47.92827095673216, 'aic': 103.85654191346433, 'bic': np.float64(109.18535995416514)}, 4580: {'params': mu          8.639592e+00
omega       1.250803e-01
alpha[1]    1.000000e+00
beta[1]     1.495848e-14
Name: params, dtype: float64, 'loglikelihood': -46.755257819571874, 'aic': 101.51051563914375, 'bic': np.float64(106.83933367984456)}, 4585: {'params': mu          8.877231e+00
omega       1.155295e-01
alpha[1]    1.000000e+00
beta[1]     8.338530e-14
Name: params, dtype: float64, 'loglikelihood': -42.63090752464704, 'aic': 93.26181504929409, 'bic': np.float64(98.5906330899949)}, 4590: {'params': mu          1.005530e+01
omega       8.357030e-01
alpha[1]    4.817042e-01
beta[1]     1.758343e-16
Name: params, dtype: float64, 'loglikelihood': -44.50278899858855, 'aic': 97.0055779971771, 'bic': np.float64(102.33439603787791)}, 4595: {'params': mu          11.013503
omega        0.102847
alpha[1]     0.792688
beta[1]      0.207312
Name: params, dtype: float64, 'loglikelihood': -44.16667260532846, 'aic': 96.33334521065692, 'bic': np.float64(101.66216325135773)}, 4600: {'params': mu          11.009789
omega        0.181562
alpha[1]     0.783174
beta[1]      0.216826
Name: params, dtype: float64, 'loglikelihood': -53.76726759235881, 'aic': 115.53453518471763, 'bic': np.float64(120.86335322541844)}, 4605: {'params': mu          1.368907e+01
omega       1.404514e-02
alpha[1]    9.773916e-01
beta[1]     7.993606e-14
Name: params, dtype: float64, 'loglikelihood': -39.654540364288685, 'aic': 87.30908072857737, 'bic': np.float64(92.63789876927818)}, 4610: {'params': mu          1.371171e+01
omega       2.059700e-02
alpha[1]    1.000000e+00
beta[1]     6.654508e-12
Name: params, dtype: float64, 'loglikelihood': -28.124816535341925, 'aic': 64.24963307068384, 'bic': np.float64(69.57845111138467)}, 4615: {'params': mu          13.729932
omega        0.024128
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -18.90150640618428, 'aic': 45.80301281236856, 'bic': np.float64(51.131830853069374)}, 4620: {'params': mu          13.742530
omega        0.025089
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -11.143207114024044, 'aic': 30.286414228048088, 'bic': np.float64(35.615232268748905)}, 4625: {'params': mu          13.832274
omega        0.042112
alpha[1]     0.642185
beta[1]      0.357815
Name: params, dtype: float64, 'loglikelihood': -26.0232630081442, 'aic': 60.0465260162884, 'bic': np.float64(65.3753440569892)}, 4630: {'params': mu          14.131878
omega        0.131049
alpha[1]     0.746554
beta[1]      0.253446
Name: params, dtype: float64, 'loglikelihood': -38.8375834422712, 'aic': 85.6751668845424, 'bic': np.float64(91.00398492524322)}, 4635: {'params': mu          14.336172
omega        0.161805
alpha[1]     0.892253
beta[1]      0.107747
Name: params, dtype: float64, 'loglikelihood': -46.510903569808825, 'aic': 101.02180713961765, 'bic': np.float64(106.35062518031846)}, 4640: {'params': mu          17.447479
omega        0.077783
alpha[1]     0.835618
beta[1]      0.164382
Name: params, dtype: float64, 'loglikelihood': -48.46175953588951, 'aic': 104.92351907177903, 'bic': np.float64(110.25233711247984)}, 4645: {'params': mu          17.461383
omega        0.082060
alpha[1]     0.839473
beta[1]      0.160527
Name: params, dtype: float64, 'loglikelihood': -52.14554478927712, 'aic': 112.29108957855424, 'bic': np.float64(117.61990761925505)}, 4650: {'params': mu          17.490283
omega        0.083825
alpha[1]     0.877611
beta[1]      0.122389
Name: params, dtype: float64, 'loglikelihood': -53.462241823595015, 'aic': 114.92448364719003, 'bic': np.float64(120.25330168789084)}, 4655: {'params': mu          1.749391e+01
omega       5.843647e-01
alpha[1]    1.000000e+00
beta[1]     7.712285e-15
Name: params, dtype: float64, 'loglikelihood': -66.274270989121, 'aic': 140.548541978242, 'bic': np.float64(145.87736001894282)}, 4660: {'params': mu          1.745965e+01
omega       1.874458e+00
alpha[1]    1.000000e+00
beta[1]     6.821212e-13
Name: params, dtype: float64, 'loglikelihood': -79.5178480812284, 'aic': 167.0356961624568, 'bic': np.float64(172.3645142031576)}, 4665: {'params': mu          8.487997
omega       0.218708
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -75.27315897272854, 'aic': 158.54631794545708, 'bic': np.float64(163.8751359861579)}, 4670: {'params': mu          7.574801e+00
omega       1.671104e-01
alpha[1]    1.000000e+00
beta[1]     5.178084e-17
Name: params, dtype: float64, 'loglikelihood': -65.06288309082692, 'aic': 138.12576618165383, 'bic': np.float64(143.45458422235464)}, 4675: {'params': mu          7.487722e+00
omega       2.163255e-01
alpha[1]    1.000000e+00
beta[1]     2.385388e-16
Name: params, dtype: float64, 'loglikelihood': -52.067760622497595, 'aic': 112.13552124499519, 'bic': np.float64(117.464339285696)}, 4680: {'params': mu          7.453300e+00
omega       2.438809e-01
alpha[1]    1.000000e+00
beta[1]     3.158264e-17
Name: params, dtype: float64, 'loglikelihood': -47.41061399872845, 'aic': 102.8212279974569, 'bic': np.float64(108.15004603815771)}, 4685: {'params': mu          7.176150
omega       0.369663
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -52.64359892616335, 'aic': 113.2871978523267, 'bic': np.float64(118.61601589302751)}, 4690: {'params': mu          3.334906
omega       0.026206
alpha[1]    0.994123
beta[1]     0.005877
Name: params, dtype: float64, 'loglikelihood': -46.19701139269875, 'aic': 100.3940227853975, 'bic': np.float64(105.7228408260983)}, 4695: {'params': mu          3.323400
omega       0.025358
alpha[1]    0.996378
beta[1]     0.003622
Name: params, dtype: float64, 'loglikelihood': -43.50351918608035, 'aic': 95.0070383721607, 'bic': np.float64(100.3358564128615)}, 4700: {'params': mu          1.603920e+00
omega       8.056708e-03
alpha[1]    1.000000e+00
beta[1]     1.263942e-14
Name: params, dtype: float64, 'loglikelihood': -37.8272209997962, 'aic': 83.6544419995924, 'bic': np.float64(88.9832600402932)}, 4705: {'params': mu          1.152998
omega       0.004172
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -22.074684540896733, 'aic': 52.149369081793466, 'bic': np.float64(57.47818712249428)}, 4710: {'params': mu          0.982819
omega       0.003304
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -11.93033857760389, 'aic': 31.86067715520778, 'bic': np.float64(37.1894951959086)}, 4715: {'params': mu          0.766961
omega       0.000448
alpha[1]    0.908675
beta[1]     0.091325
Name: params, dtype: float64, 'loglikelihood': 6.299946102490976, 'aic': -4.599892204981952, 'bic': np.float64(0.7289258357188633)}, 4720: {'params': mu          0.797969
omega       0.001455
alpha[1]    0.656283
beta[1]     0.253900
Name: params, dtype: float64, 'loglikelihood': 20.098891872111356, 'aic': -32.19778374422271, 'bic': np.float64(-26.868965703521894)}, 4725: {'params': mu          0.804926
omega       0.001213
alpha[1]    0.505942
beta[1]     0.293153
Name: params, dtype: float64, 'loglikelihood': 31.063473058194468, 'aic': -54.126946116388936, 'bic': np.float64(-48.79812807568812)}, 4730: {'params': mu          7.957630e-01
omega       3.020587e-03
alpha[1]    2.473748e-01
beta[1]     5.072857e-16
Name: params, dtype: float64, 'loglikelihood': 38.37038012160192, 'aic': -68.74076024320384, 'bic': np.float64(-63.41194220250302)}, 4735: {'params': mu          8.105282e-01
omega       2.719895e-03
alpha[1]    3.923340e-01
beta[1]     7.998640e-10
Name: params, dtype: float64, 'loglikelihood': 37.515625359650315, 'aic': -67.03125071930063, 'bic': np.float64(-61.70243267859981)}, 4740: {'params': mu          0.845391
omega       0.000297
alpha[1]    0.000000
beta[1]     0.914707
Name: params, dtype: float64, 'loglikelihood': 40.734650409204605, 'aic': -73.46930081840921, 'bic': np.float64(-68.1404827777084)}, 4745: {'params': mu          0.899770
omega       0.000005
alpha[1]    0.580411
beta[1]     0.419586
Name: params, dtype: float64, 'loglikelihood': 66.55575552805173, 'aic': -125.11151105610347, 'bic': np.float64(-119.78269301540266)}, 4750: {'params': mu          0.904188
omega       0.000478
alpha[1]    0.809960
beta[1]     0.190040
Name: params, dtype: float64, 'loglikelihood': 48.06219521243929, 'aic': -88.12439042487858, 'bic': np.float64(-82.79557238417777)}, 4755: {'params': mu          0.899099
omega       0.000427
alpha[1]    0.333265
beta[1]     0.469528
Name: params, dtype: float64, 'loglikelihood': 50.46719604675761, 'aic': -92.93439209351521, 'bic': np.float64(-87.6055740528144)}, 4760: {'params': mu          0.908353
omega       0.000290
alpha[1]    0.363162
beta[1]     0.636838
Name: params, dtype: float64, 'loglikelihood': 47.22101183148161, 'aic': -86.44202366296322, 'bic': np.float64(-81.11320562226241)}, 4765: {'params': mu          0.916182
omega       0.000558
alpha[1]    0.418595
beta[1]     0.581405
Name: params, dtype: float64, 'loglikelihood': 35.81133612278101, 'aic': -63.622672245562015, 'bic': np.float64(-58.2938542048612)}, 4770: {'params': mu          0.929521
omega       0.001032
alpha[1]    0.205393
beta[1]     0.685141
Name: params, dtype: float64, 'loglikelihood': 30.92376746315001, 'aic': -53.84753492630002, 'bic': np.float64(-48.518716885599204)}, 4775: {'params': mu          0.924132
omega       0.004234
alpha[1]    0.927289
beta[1]     0.072711
Name: params, dtype: float64, 'loglikelihood': 19.783300060446386, 'aic': -31.566600120892772, 'bic': np.float64(-26.237782080191955)}, 4780: {'params': mu          0.905846
omega       0.003809
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 9.916642322932526, 'aic': -11.833284645865053, 'bic': np.float64(-6.504466605164238)}, 4785: {'params': mu          3.954965e-01
omega       7.039786e-07
alpha[1]    9.477047e-01
beta[1]     9.180632e-07
Name: params, dtype: float64, 'loglikelihood': 24.80245849590546, 'aic': -41.60491699181092, 'bic': np.float64(-36.2760989511101)}, 4790: {'params': mu          0.392474
omega       0.000762
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.06222095943798, 'aic': -32.12444191887596, 'bic': np.float64(-26.795623878175142)}, 4795: {'params': mu          0.381938
omega       0.000959
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.286872403349975, 'aic': -50.57374480669995, 'bic': np.float64(-45.24492676599913)}, 4800: {'params': mu          0.375312
omega       0.000813
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 36.42071372369232, 'aic': -64.84142744738465, 'bic': np.float64(-59.51260940668383)}, 4805: {'params': mu          0.302927
omega       0.000088
alpha[1]    0.434096
beta[1]     0.454174
Name: params, dtype: float64, 'loglikelihood': 52.29882613915823, 'aic': -96.59765227831646, 'bic': np.float64(-91.26883423761565)}, 4810: {'params': mu          0.305767
omega       0.000034
alpha[1]    0.199335
beta[1]     0.777407
Name: params, dtype: float64, 'loglikelihood': 57.98360449121399, 'aic': -107.96720898242798, 'bic': np.float64(-102.63839094172717)}, 4815: {'params': mu          0.297042
omega       0.000408
alpha[1]    0.517502
beta[1]     0.428050
Name: params, dtype: float64, 'loglikelihood': 50.529683172146, 'aic': -93.059366344292, 'bic': np.float64(-87.73054830359119)}, 4820: {'params': mu          0.290454
omega       0.000207
alpha[1]    0.400416
beta[1]     0.599584
Name: params, dtype: float64, 'loglikelihood': 54.41761162995502, 'aic': -100.83522325991004, 'bic': np.float64(-95.50640521920923)}, 4825: {'params': mu          0.277378
omega       0.000209
alpha[1]    0.396448
beta[1]     0.603114
Name: params, dtype: float64, 'loglikelihood': 46.13342411826405, 'aic': -84.2668482365281, 'bic': np.float64(-78.9380301958273)}, 4830: {'params': mu          0.207489
omega       0.000005
alpha[1]    0.285161
beta[1]     0.655470
Name: params, dtype: float64, 'loglikelihood': 46.156557621621026, 'aic': -84.31311524324205, 'bic': np.float64(-78.98429720254124)}, 4835: {'params': mu          0.228888
omega       0.000346
alpha[1]    0.151280
beta[1]     0.670834
Name: params, dtype: float64, 'loglikelihood': 46.47524722645081, 'aic': -84.95049445290162, 'bic': np.float64(-79.62167641220081)}, 4840: {'params': mu          0.229494
omega       0.001424
alpha[1]    0.334629
beta[1]     0.032772
Name: params, dtype: float64, 'loglikelihood': 46.43803772136957, 'aic': -84.87607544273914, 'bic': np.float64(-79.54725740203833)}, 4845: {'params': mu          0.229779
omega       0.000387
alpha[1]    0.337846
beta[1]     0.534836
Name: params, dtype: float64, 'loglikelihood': 45.61585497555492, 'aic': -83.23170995110983, 'bic': np.float64(-77.90289191040902)}, 4850: {'params': mu          0.230949
omega       0.000830
alpha[1]    0.677758
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 44.683845014088725, 'aic': -81.36769002817745, 'bic': np.float64(-76.03887198747664)}, 4855: {'params': mu          0.269901
omega       0.001135
alpha[1]    0.561759
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 45.48511503782004, 'aic': -82.97023007564007, 'bic': np.float64(-77.64141203493926)}, 4860: {'params': mu          0.275414
omega       0.000638
alpha[1]    0.381155
beta[1]     0.469680
Name: params, dtype: float64, 'loglikelihood': 43.735125574691, 'aic': -79.470251149382, 'bic': np.float64(-74.14143310868118)}, 4865: {'params': mu          0.278521
omega       0.000240
alpha[1]    0.302775
beta[1]     0.691099
Name: params, dtype: float64, 'loglikelihood': 43.93998038290179, 'aic': -79.87996076580357, 'bic': np.float64(-74.55114272510276)}, 4870: {'params': mu          0.251517
omega       0.000113
alpha[1]    0.000000
beta[1]     0.972680
Name: params, dtype: float64, 'loglikelihood': 40.69475518112277, 'aic': -73.38951036224555, 'bic': np.float64(-68.06069232154474)}, 4875: {'params': mu          0.211381
omega       0.001790
alpha[1]    0.784214
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 38.32397625177441, 'aic': -68.64795250354882, 'bic': np.float64(-63.319134462848005)}, 4880: {'params': mu          0.195907
omega       0.001442
alpha[1]    0.895859
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 37.6293787725697, 'aic': -67.2587575451394, 'bic': np.float64(-61.929939504438586)}, 4885: {'params': mu          0.100156
omega       0.000033
alpha[1]    0.997548
beta[1]     0.002046
Name: params, dtype: float64, 'loglikelihood': 64.61747190196449, 'aic': -121.23494380392899, 'bic': np.float64(-115.90612576322818)}, 4890: {'params': mu          0.104931
omega       0.000006
alpha[1]    0.950787
beta[1]     0.035871
Name: params, dtype: float64, 'loglikelihood': 78.31669232662249, 'aic': -148.63338465324497, 'bic': np.float64(-143.30456661254416)}, 4895: {'params': mu          0.102093
omega       0.000025
alpha[1]    0.199992
beta[1]     0.779968
Name: params, dtype: float64, 'loglikelihood': 68.57493493951537, 'aic': -129.14986987903075, 'bic': np.float64(-123.82105183832994)}, 4900: {'params': mu          0.10
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4905: {'params': mu          0.10
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4910: {'params': mu          0.10
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4915: {'params': mu          0.10
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4920: {'params': mu          0.10
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4925: {'params': mu          0.10
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4930: {'params': mu          0.10
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4935: {'params': mu          0.10
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4940: {'params': mu          0.10
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}}, 21: {0: {'params': mu          6.760624e+04
omega       4.095411e+06
alpha[1]    0.000000e+00
beta[1]     5.065577e-01
Name: params, dtype: float64, 'loglikelihood': -196.94603481123647, 'aic': 401.89206962247295, 'bic': np.float64(406.07015937336666)}, 5: {'params': mu          6.678585e+04
omega       6.484517e+06
alpha[1]    5.876527e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -200.07821846679525, 'aic': 408.1564369335905, 'bic': np.float64(412.3345266844842)}, 10: {'params': mu          6.358456e+04
omega       1.405279e+07
alpha[1]    7.335433e-01
beta[1]     9.261235e-16
Name: params, dtype: float64, 'loglikelihood': -210.93664774399915, 'aic': 429.8732954879983, 'bic': np.float64(434.051385238892)}, 15: {'params': mu          5.893482e+04
omega       1.288707e+07
alpha[1]    7.292029e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -213.31380837142686, 'aic': 434.6276167428537, 'bic': np.float64(438.80570649374744)}, 20: {'params': mu          5.531160e+04
omega       2.855872e+06
alpha[1]    5.515749e-01
beta[1]     3.288729e-01
Name: params, dtype: float64, 'loglikelihood': -208.08565688862538, 'aic': 424.17131377725076, 'bic': np.float64(428.3494035281445)}, 25: {'params': mu          5.157021e+04
omega       3.573840e+06
alpha[1]    1.000000e+00
beta[1]     1.349476e-13
Name: params, dtype: float64, 'loglikelihood': -192.5437003502639, 'aic': 393.0874007005278, 'bic': np.float64(397.2654904514215)}, 30: {'params': mu          4.863682e+04
omega       3.845020e+06
alpha[1]    7.413052e-01
beta[1]     6.090803e-15
Name: params, dtype: float64, 'loglikelihood': -198.74138249869017, 'aic': 405.48276499738034, 'bic': np.float64(409.66085474827406)}, 35: {'params': mu          4.659568e+04
omega       4.208950e+06
alpha[1]    6.974436e-01
beta[1]     5.528770e-17
Name: params, dtype: float64, 'loglikelihood': -200.62334330931088, 'aic': 409.24668661862177, 'bic': np.float64(413.4247763695155)}, 40: {'params': mu          4.404345e+04
omega       2.379957e+06
alpha[1]    7.443000e-01
beta[1]     3.009512e-16
Name: params, dtype: float64, 'loglikelihood': -191.70392524697937, 'aic': 391.40785049395873, 'bic': np.float64(395.58594024485245)}, 45: {'params': mu          4.221259e+04
omega       1.016745e+06
alpha[1]    5.585002e-01
beta[1]     9.156851e-13
Name: params, dtype: float64, 'loglikelihood': -179.98575038337268, 'aic': 367.97150076674535, 'bic': np.float64(372.14959051763907)}, 50: {'params': mu          4.190136e+04
omega       6.630675e+05
alpha[1]    4.601811e-01
beta[1]     1.147081e-13
Name: params, dtype: float64, 'loglikelihood': -176.50512851985062, 'aic': 361.01025703970123, 'bic': np.float64(365.18834679059495)}, 55: {'params': mu          4.237683e+04
omega       1.881904e+06
alpha[1]    5.211848e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -185.89752692164294, 'aic': 379.79505384328587, 'bic': np.float64(383.9731435941796)}, 60: {'params': mu          4.304221e+04
omega       2.255360e+06
alpha[1]    5.117535e-01
beta[1]     5.348495e-14
Name: params, dtype: float64, 'loglikelihood': -188.61094704225428, 'aic': 385.22189408450856, 'bic': np.float64(389.3999838354023)}, 65: {'params': mu          4.368805e+04
omega       1.370523e+06
alpha[1]    5.718265e-01
beta[1]     1.703899e-12
Name: params, dtype: float64, 'loglikelihood': -183.812406292689, 'aic': 375.624812585378, 'bic': np.float64(379.8029023362717)}, 70: {'params': mu          4.382262e+04
omega       1.191486e+06
alpha[1]    5.292338e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -182.30497500210305, 'aic': 372.6099500042061, 'bic': np.float64(376.7880397550998)}, 75: {'params': mu           43716.841768
omega       716461.451192
alpha[1]         0.598387
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -175.42601700114756, 'aic': 358.8520340022951, 'bic': np.float64(363.03012375318883)}, 80: {'params': mu          4.301900e+04
omega       2.464800e+05
alpha[1]    2.307182e-16
beta[1]     6.783189e-01
Name: params, dtype: float64, 'loglikelihood': -172.7385423637177, 'aic': 353.4770847274354, 'bic': np.float64(357.6551744783291)}, 85: {'params': mu          4.273576e+04
omega       6.996072e+04
alpha[1]    1.231232e-16
beta[1]     9.212317e-01
Name: params, dtype: float64, 'loglikelihood': -170.8984810634188, 'aic': 349.7969621268376, 'bic': np.float64(353.97505187773135)}, 90: {'params': mu          4.303510e+04
omega       2.522489e+05
alpha[1]    1.261144e-15
beta[1]     7.218988e-01
Name: params, dtype: float64, 'loglikelihood': -172.96026417607823, 'aic': 353.92052835215645, 'bic': np.float64(358.09861810305017)}, 95: {'params': mu           42069.050770
omega       315456.466599
alpha[1]         0.692843
beta[1]          0.307157
Name: params, dtype: float64, 'loglikelihood': -182.21951834044256, 'aic': 372.4390366808851, 'bic': np.float64(376.61712643177884)}, 100: {'params': mu          4.092349e+04
omega       3.188163e+06
alpha[1]    5.139066e-01
beta[1]     2.657103e-16
Name: params, dtype: float64, 'loglikelihood': -193.4906897137957, 'aic': 394.9813794275914, 'bic': np.float64(399.1594691784851)}, 105: {'params': mu          3.973806e+04
omega       2.409070e+06
alpha[1]    7.130620e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -194.71849097359544, 'aic': 397.4369819471909, 'bic': np.float64(401.6150716980846)}, 110: {'params': mu          3.810962e+04
omega       1.056261e+06
alpha[1]    9.029247e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -182.75986149227631, 'aic': 373.51972298455263, 'bic': np.float64(377.69781273544635)}, 115: {'params': mu           37127.038204
omega       221115.595939
alpha[1]         0.000000
beta[1]          0.505008
Name: params, dtype: float64, 'loglikelihood': -166.28890582596463, 'aic': 340.57781165192927, 'bic': np.float64(344.755901402823)}, 120: {'params': mu           36638.144688
omega       401745.571854
alpha[1]         0.546839
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -171.1607799868055, 'aic': 350.321559973611, 'bic': np.float64(354.4996497245047)}, 125: {'params': mu          3.610329e+04
omega       5.040491e+05
alpha[1]    5.950102e-16
beta[1]     4.900507e-01
Name: params, dtype: float64, 'loglikelihood': -174.94757469487922, 'aic': 357.89514938975844, 'bic': np.float64(362.07323914065216)}, 130: {'params': mu           35484.649621
omega       387721.662446
alpha[1]         0.790671
beta[1]          0.044099
Name: params, dtype: float64, 'loglikelihood': -175.50364779455847, 'aic': 359.00729558911695, 'bic': np.float64(363.18538534001067)}, 135: {'params': mu           34400.650434
omega       874128.417605
alpha[1]         1.000000
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -178.61193258493202, 'aic': 365.22386516986404, 'bic': np.float64(369.40195492075776)}, 140: {'params': mu           32663.700330
omega       682482.573379
alpha[1]         0.481696
beta[1]          0.465716
Name: params, dtype: float64, 'loglikelihood': -193.24441644160558, 'aic': 394.48883288321116, 'bic': np.float64(398.6669226341049)}, 145: {'params': mu          3.072827e+04
omega       2.891033e+06
alpha[1]    7.218120e-01
beta[1]     1.556799e-14
Name: params, dtype: float64, 'loglikelihood': -197.0806007597836, 'aic': 402.1612015195672, 'bic': np.float64(406.33929127046093)}, 150: {'params': mu          2.916413e+04
omega       1.859452e+06
alpha[1]    6.551144e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -188.67786937494515, 'aic': 385.3557387498903, 'bic': np.float64(389.533828500784)}, 155: {'params': mu          27690.819427
omega       14002.201997
alpha[1]        0.872717
beta[1]         0.127283
Name: params, dtype: float64, 'loglikelihood': -163.28838770744198, 'aic': 334.57677541488397, 'bic': np.float64(338.7548651657777)}, 160: {'params': mu           27305.125669
omega       162163.463630
alpha[1]         0.248842
beta[1]          0.251377
Name: params, dtype: float64, 'loglikelihood': -162.93034116062304, 'aic': 333.8606823212461, 'bic': np.float64(338.0387720721398)}, 165: {'params': mu           27121.170926
omega       181864.622544
alpha[1]         0.345617
beta[1]          0.135248
Name: params, dtype: float64, 'loglikelihood': -164.0648720005648, 'aic': 336.1297440011296, 'bic': np.float64(340.3078337520233)}, 170: {'params': mu          26952.359243
omega       29270.195064
alpha[1]        0.060583
beta[1]         0.789694
Name: params, dtype: float64, 'loglikelihood': -161.40398261100017, 'aic': 330.80796522200035, 'bic': np.float64(334.98605497289407)}, 175: {'params': mu          2.658468e+04
omega       1.469247e+05
alpha[1]    1.000000e+00
beta[1]     8.160139e-15
Name: params, dtype: float64, 'loglikelihood': -158.4049468844284, 'aic': 324.8098937688568, 'bic': np.float64(328.9879835197505)}, 180: {'params': mu          2.631912e+04
omega       1.081642e+05
alpha[1]    6.089695e-01
beta[1]     3.454662e-15
Name: params, dtype: float64, 'loglikelihood': -157.7389434253302, 'aic': 323.4778868506604, 'bic': np.float64(327.65597660155413)}, 185: {'params': mu           25977.553963
omega       122975.409414
alpha[1]         0.624106
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -158.39687618463591, 'aic': 324.79375236927183, 'bic': np.float64(328.97184212016555)}, 190: {'params': mu          2.614319e+04
omega       1.494505e+05
alpha[1]    4.833746e-01
beta[1]     1.612381e-11
Name: params, dtype: float64, 'loglikelihood': -160.8340584296185, 'aic': 329.668116859237, 'bic': np.float64(333.8462066101307)}, 195: {'params': mu          2.609468e+04
omega       1.361039e+05
alpha[1]    5.851561e-01
beta[1]     5.921442e-10
Name: params, dtype: float64, 'loglikelihood': -158.01470887960676, 'aic': 324.0294177592135, 'bic': np.float64(328.20750751010723)}, 200: {'params': mu           26191.751070
omega       114303.252012
alpha[1]         0.727331
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -155.371132391497, 'aic': 318.742264782994, 'bic': np.float64(322.92035453388775)}, 205: {'params': mu           26994.835310
omega       174597.512443
alpha[1]         0.515366
beta[1]          0.464545
Name: params, dtype: float64, 'loglikelihood': -178.0195411135729, 'aic': 364.0390822271458, 'bic': np.float64(368.2171719780395)}, 210: {'params': mu          2.768757e+04
omega       1.282456e+06
alpha[1]    4.965780e-01
beta[1]     2.893685e-17
Name: params, dtype: float64, 'loglikelihood': -184.6556461009793, 'aic': 377.3112922019586, 'bic': np.float64(381.48938195285234)}, 215: {'params': mu          2.925519e+04
omega       1.995156e+05
alpha[1]    9.096839e-01
beta[1]     4.878416e-15
Name: params, dtype: float64, 'loglikelihood': -167.29556366651073, 'aic': 342.59112733302146, 'bic': np.float64(346.7692170839152)}, 220: {'params': mu          2.928588e+04
omega       3.730678e+04
alpha[1]    8.968818e-10
beta[1]     5.576740e-01
Name: params, dtype: float64, 'loglikelihood': -155.03242478417488, 'aic': 318.06484956834976, 'bic': np.float64(322.2429393192435)}, 225: {'params': mu          2.935418e+04
omega       1.853993e+04
alpha[1]    1.256460e-14
beta[1]     7.235895e-01
Name: params, dtype: float64, 'loglikelihood': -145.5162286207171, 'aic': 299.0324572414342, 'bic': np.float64(303.2105469923279)}, 230: {'params': mu          29371.693579
omega       31237.497834
alpha[1]        0.994002
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -149.35161852462798, 'aic': 306.70323704925596, 'bic': np.float64(310.8813268001497)}, 235: {'params': mu          29755.003032
omega       90415.004878
alpha[1]        0.936610
beta[1]         0.063390
Name: params, dtype: float64, 'loglikelihood': -159.65428208539197, 'aic': 327.30856417078394, 'bic': np.float64(331.48665392167766)}, 240: {'params': mu           29999.215452
omega       145780.490382
alpha[1]         0.798744
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -161.3217364677851, 'aic': 330.6434729355702, 'bic': np.float64(334.8215626864639)}, 245: {'params': mu          3.030377e+04
omega       8.875789e+04
alpha[1]    3.153727e-15
beta[1]     5.070749e-01
Name: params, dtype: float64, 'loglikelihood': -156.70367195501262, 'aic': 321.40734391002525, 'bic': np.float64(325.58543366091897)}, 250: {'params': mu          3.043296e+04
omega       6.605416e+04
alpha[1]    2.742667e-13
beta[1]     4.836210e-01
Name: params, dtype: float64, 'loglikelihood': -153.5759604342182, 'aic': 315.1519208684364, 'bic': np.float64(319.3300106193301)}, 255: {'params': mu          30517.883758
omega       32984.510931
alpha[1]        0.000000
beta[1]         0.606407
Name: params, dtype: float64, 'loglikelihood': -150.88420092370268, 'aic': 309.76840184740536, 'bic': np.float64(313.9464915982991)}, 260: {'params': mu           30489.979390
omega       148783.762636
alpha[1]         1.000000
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -165.4611299231409, 'aic': 338.9222598462818, 'bic': np.float64(343.1003495971755)}, 265: {'params': mu           28898.801210
omega       428592.464846
alpha[1]         0.498739
beta[1]          0.451628
Name: params, dtype: float64, 'loglikelihood': -188.75695445332232, 'aic': 385.51390890664464, 'bic': np.float64(389.69199865753836)}, 270: {'params': mu          2.782189e+04
omega       2.109807e+06
alpha[1]    4.994634e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -189.24757782442862, 'aic': 386.49515564885724, 'bic': np.float64(390.67324539975095)}, 275: {'params': mu          2.642625e+04
omega       2.216258e+05
alpha[1]    9.527707e-01
beta[1]     5.204170e-18
Name: params, dtype: float64, 'loglikelihood': -172.63668440041317, 'aic': 353.27336880082635, 'bic': np.float64(357.45145855172007)}, 280: {'params': mu           26511.307941
omega       242075.417754
alpha[1]         0.596371
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -166.00674192582278, 'aic': 340.01348385164556, 'bic': np.float64(344.1915736025393)}, 285: {'params': mu           26726.905194
omega       214397.411556
alpha[1]         0.592948
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -164.58668641567897, 'aic': 337.17337283135794, 'bic': np.float64(341.35146258225166)}, 290: {'params': mu          26952.109642
omega       79819.268257
alpha[1]        0.000000
beta[1]         0.688158
Name: params, dtype: float64, 'loglikelihood': -160.92437934165858, 'aic': 329.84875868331716, 'bic': np.float64(334.0268484342109)}, 295: {'params': mu          27022.342382
omega       49353.168341
alpha[1]        0.830557
beta[1]         0.003100
Name: params, dtype: float64, 'loglikelihood': -153.43964270916183, 'aic': 314.87928541832366, 'bic': np.float64(319.0573751692174)}, 300: {'params': mu          27055.665657
omega       53013.143975
alpha[1]        0.729817
beta[1]         0.058047
Name: params, dtype: float64, 'loglikelihood': -154.526515734552, 'aic': 317.053031469104, 'bic': np.float64(321.2311212199977)}, 305: {'params': mu          2.703304e+04
omega       1.971673e+05
alpha[1]    9.056445e-01
beta[1]     5.663075e-15
Name: params, dtype: float64, 'loglikelihood': -162.0845638682175, 'aic': 332.169127736435, 'bic': np.float64(336.3472174873287)}, 310: {'params': mu           27886.464547
omega       436793.244918
alpha[1]         0.380252
beta[1]          0.139448
Name: params, dtype: float64, 'loglikelihood': -173.24270221867954, 'aic': 354.4854044373591, 'bic': np.float64(358.6634941882528)}, 315: {'params': mu          2.825302e+04
omega       4.079322e+05
alpha[1]    4.846784e-01
beta[1]     5.606457e-16
Name: params, dtype: float64, 'loglikelihood': -171.678201384474, 'aic': 351.356402768948, 'bic': np.float64(355.5344925198417)}, 320: {'params': mu           28473.990537
omega       236378.999955
alpha[1]         0.000000
beta[1]          0.495519
Name: params, dtype: float64, 'loglikelihood': -166.99687200333545, 'aic': 341.9937440066709, 'bic': np.float64(346.1718337575646)}, 325: {'params': mu          28892.983758
omega       90123.104780
alpha[1]        0.387399
beta[1]         0.612601
Name: params, dtype: float64, 'loglikelihood': -172.1138753279605, 'aic': 352.227750655921, 'bic': np.float64(356.4058404068147)}, 330: {'params': mu           29111.399133
omega       545105.738320
alpha[1]         0.345944
beta[1]          0.164897
Name: params, dtype: float64, 'loglikelihood': -175.3358974057289, 'aic': 358.6717948114578, 'bic': np.float64(362.8498845623515)}, 335: {'params': mu           28895.728433
omega       376238.019756
alpha[1]         0.116600
beta[1]          0.564230
Name: params, dtype: float64, 'loglikelihood': -177.16435654005562, 'aic': 362.32871308011124, 'bic': np.float64(366.50680283100496)}, 340: {'params': mu          29016.670792
omega       99764.720775
alpha[1]        0.000000
beta[1]         0.890261
Name: params, dtype: float64, 'loglikelihood': -174.80338118607878, 'aic': 357.60676237215756, 'bic': np.float64(361.7848521230513)}, 345: {'params': mu          2.808460e+04
omega       2.897477e+05
alpha[1]    8.397927e-01
beta[1]     1.414339e-15
Name: params, dtype: float64, 'loglikelihood': -167.41487228352318, 'aic': 342.82974456704636, 'bic': np.float64(347.0078343179401)}, 350: {'params': mu          27932.079429
omega       47335.611009
alpha[1]        0.634120
beta[1]         0.158603
Name: params, dtype: float64, 'loglikelihood': -154.56577777156144, 'aic': 317.1315555431229, 'bic': np.float64(321.3096452940166)}, 355: {'params': mu           27511.288537
omega       322690.582426
alpha[1]         0.412430
beta[1]          0.387179
Name: params, dtype: float64, 'loglikelihood': -172.63263141925643, 'aic': 353.26526283851285, 'bic': np.float64(357.4433525894066)}, 360: {'params': mu           26098.832866
omega       626046.411995
alpha[1]         0.811452
beta[1]          0.188548
Name: params, dtype: float64, 'loglikelihood': -190.19291495019914, 'aic': 388.3858299003983, 'bic': np.float64(392.563919651292)}, 365: {'params': mu          2.468754e+04
omega       4.032904e+06
alpha[1]    5.398888e-01
beta[1]     2.036061e-15
Name: params, dtype: float64, 'loglikelihood': -195.49757538202363, 'aic': 398.99515076404725, 'bic': np.float64(403.17324051494097)}, 370: {'params': mu          2.355968e+04
omega       1.594788e+06
alpha[1]    6.824781e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -188.07525211012998, 'aic': 384.15050422025996, 'bic': np.float64(388.3285939711537)}, 375: {'params': mu           22719.576815
omega       465141.373845
alpha[1]         0.674120
beta[1]          0.057199
Name: params, dtype: float64, 'loglikelihood': -176.35530247855425, 'aic': 360.7106049571085, 'bic': np.float64(364.8886947080022)}, 380: {'params': mu           23045.862912
omega       460320.925014
alpha[1]         0.787186
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -174.69724371091073, 'aic': 357.39448742182145, 'bic': np.float64(361.57257717271517)}, 385: {'params': mu           23501.797689
omega       227998.928839
alpha[1]         0.871404
beta[1]          0.016314
Name: params, dtype: float64, 'loglikelihood': -169.01445317107894, 'aic': 346.0289063421579, 'bic': np.float64(350.2069960930516)}, 390: {'params': mu           23465.938651
omega       112522.696358
alpha[1]         0.865415
beta[1]          0.134585
Name: params, dtype: float64, 'loglikelihood': -172.52526238936667, 'aic': 353.05052477873335, 'bic': np.float64(357.22861452962707)}, 395: {'params': mu           23262.033230
omega       341125.800949
alpha[1]         0.699981
beta[1]          0.015123
Name: params, dtype: float64, 'loglikelihood': -174.20519848401713, 'aic': 356.41039696803426, 'bic': np.float64(360.588486718928)}, 400: {'params': mu          23226.853368
omega       81668.377197
alpha[1]        0.665810
beta[1]         0.200011
Name: params, dtype: float64, 'loglikelihood': -167.93031138907529, 'aic': 343.86062277815057, 'bic': np.float64(348.0387125290443)}, 405: {'params': mu           23076.417754
omega       125543.460043
alpha[1]         0.775724
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -160.70721242442934, 'aic': 329.4144248488587, 'bic': np.float64(333.5925145997524)}, 410: {'params': mu          2.297601e+04
omega       2.760931e+04
alpha[1]    7.962381e-16
beta[1]     9.425009e-01
Name: params, dtype: float64, 'loglikelihood': -160.3756794904395, 'aic': 328.751358980879, 'bic': np.float64(332.9294487317727)}, 415: {'params': mu           22480.407458
omega       296681.488543
alpha[1]         0.450347
beta[1]          0.268656
Name: params, dtype: float64, 'loglikelihood': -173.19502811411712, 'aic': 354.39005622823424, 'bic': np.float64(358.56814597912796)}, 420: {'params': mu          2.128031e+04
omega       1.148914e+06
alpha[1]    8.116210e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -184.22377567017065, 'aic': 376.4475513403413, 'bic': np.float64(380.625641091235)}, 425: {'params': mu          1.979310e+04
omega       1.567267e+06
alpha[1]    7.151826e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -190.00926695813763, 'aic': 388.01853391627526, 'bic': np.float64(392.196623667169)}, 430: {'params': mu          1.833606e+04
omega       1.026996e+06
alpha[1]    6.815959e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -185.71700276070976, 'aic': 379.4340055214195, 'bic': np.float64(383.61209527231324)}, 435: {'params': mu          1.685468e+04
omega       3.980846e+05
alpha[1]    1.000000e+00
beta[1]     6.056919e-15
Name: params, dtype: float64, 'loglikelihood': -166.91650292155543, 'aic': 341.83300584311087, 'bic': np.float64(346.0110955940046)}, 440: {'params': mu          1.681926e+04
omega       8.467636e+03
alpha[1]    8.123641e-01
beta[1]     3.471422e-16
Name: params, dtype: float64, 'loglikelihood': -133.43210182068316, 'aic': 274.8642036413663, 'bic': np.float64(279.04229339226004)}, 445: {'params': mu          1.674851e+04
omega       3.416742e+03
alpha[1]    2.608214e-15
beta[1]     9.381847e-01
Name: params, dtype: float64, 'loglikelihood': -138.64466790768125, 'aic': 285.2893358153625, 'bic': np.float64(289.4674255662562)}, 450: {'params': mu          16808.373814
omega       62732.043770
alpha[1]        0.693337
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -148.28641328984327, 'aic': 304.57282657968653, 'bic': np.float64(308.75091633058025)}, 455: {'params': mu          16905.446210
omega       54217.909926
alpha[1]        0.559097
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -148.72641509557425, 'aic': 305.4528301911485, 'bic': np.float64(309.6309199420422)}, 460: {'params': mu          17039.455351
omega        9971.490760
alpha[1]        0.742588
beta[1]         0.257412
Name: params, dtype: float64, 'loglikelihood': -146.57985042838288, 'aic': 301.15970085676577, 'bic': np.float64(305.3377906076595)}, 465: {'params': mu          1.699418e+04
omega       4.855555e+04
alpha[1]    8.939872e-01
beta[1]     8.588319e-15
Name: params, dtype: float64, 'loglikelihood': -150.82650925297185, 'aic': 309.6530185059437, 'bic': np.float64(313.8311082568374)}, 470: {'params': mu          16721.141863
omega       77920.085675
alpha[1]        0.361851
beta[1]         0.166475
Name: params, dtype: float64, 'loglikelihood': -155.15173320308014, 'aic': 318.3034664061603, 'bic': np.float64(322.481556157054)}, 475: {'params': mu          16628.791904
omega       57929.303780
alpha[1]        0.672626
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -151.0914879928025, 'aic': 310.182975985605, 'bic': np.float64(314.36106573649874)}, 480: {'params': mu          1.659749e+04
omega       6.869509e+04
alpha[1]    9.756389e-01
beta[1]     3.381447e-14
Name: params, dtype: float64, 'loglikelihood': -151.51623658105154, 'aic': 311.0324731621031, 'bic': np.float64(315.2105629129968)}, 485: {'params': mu           16663.562590
omega       253519.338633
alpha[1]         1.000000
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -168.32592726632734, 'aic': 344.6518545326547, 'bic': np.float64(348.8299442835484)}, 490: {'params': mu          1.827767e+04
omega       1.140513e+06
alpha[1]    2.160153e-01
beta[1]     4.910341e-01
Name: params, dtype: float64, 'loglikelihood': -188.65733045063138, 'aic': 385.31466090126276, 'bic': np.float64(389.4927506521565)}, 495: {'params': mu           19241.354698
omega       348675.155472
alpha[1]         0.276909
beta[1]          0.582926
Name: params, dtype: float64, 'loglikelihood': -187.10130317021978, 'aic': 382.20260634043956, 'bic': np.float64(386.3806960913333)}, 500: {'params': mu          1.989257e+04
omega       1.592697e+05
alpha[1]    9.864055e-01
beta[1]     1.591738e-15
Name: params, dtype: float64, 'loglikelihood': -173.7212586311988, 'aic': 355.4425172623976, 'bic': np.float64(359.6206070132913)}, 505: {'params': mu           20025.669219
omega       249385.968326
alpha[1]         0.388911
beta[1]          0.094846
Name: params, dtype: float64, 'loglikelihood': -167.21030184375775, 'aic': 342.4206036875155, 'bic': np.float64(346.5986934384092)}, 510: {'params': mu           19302.074862
omega       120411.266767
alpha[1]         0.796392
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -158.6977901000274, 'aic': 325.3955802000548, 'bic': np.float64(329.5736699509485)}, 515: {'params': mu          19287.374623
omega       49253.822454
alpha[1]        0.997932
beta[1]         0.002068
Name: params, dtype: float64, 'loglikelihood': -150.89017901465672, 'aic': 309.78035802931345, 'bic': np.float64(313.95844778020717)}, 520: {'params': mu          19260.032978
omega       63758.569189
alpha[1]        0.582958
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -148.73723711950015, 'aic': 305.4744742390003, 'bic': np.float64(309.652563989894)}, 525: {'params': mu          19291.954969
omega       60795.386861
alpha[1]        0.562854
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -148.6967155559452, 'aic': 305.3934311118904, 'bic': np.float64(309.5715208627841)}, 530: {'params': mu          19221.242767
omega       88627.097222
alpha[1]        0.614726
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -154.63028011932806, 'aic': 317.2605602386561, 'bic': np.float64(321.43864998954984)}, 535: {'params': mu          19421.018027
omega       64302.973605
alpha[1]        0.000000
beta[1]         0.670839
Name: params, dtype: float64, 'loglikelihood': -158.60775698914262, 'aic': 325.21551397828523, 'bic': np.float64(329.39360372917895)}, 540: {'params': mu          1.929030e+04
omega       4.125329e+05
alpha[1]    1.000000e+00
beta[1]     3.139236e-15
Name: params, dtype: float64, 'loglikelihood': -168.34941257873828, 'aic': 344.69882515747656, 'bic': np.float64(348.8769149083703)}, 545: {'params': mu           19838.913049
omega       570707.518531
alpha[1]         0.241983
beta[1]          0.198551
Name: params, dtype: float64, 'loglikelihood': -175.35474389902242, 'aic': 358.70948779804485, 'bic': np.float64(362.88757754893857)}, 550: {'params': mu           20031.836553
omega       489076.374559
alpha[1]         0.318350
beta[1]          0.095003
Name: params, dtype: float64, 'loglikelihood': -173.4519838646723, 'aic': 354.9039677293446, 'bic': np.float64(359.0820574802383)}, 555: {'params': mu           20188.218556
omega       381821.606261
alpha[1]         0.237618
beta[1]          0.199986
Name: params, dtype: float64, 'loglikelihood': -170.9377743606492, 'aic': 349.8755487212984, 'bic': np.float64(354.0536384721921)}, 560: {'params': mu           20369.959078
omega       237782.626328
alpha[1]         0.389203
beta[1]          0.290283
Name: params, dtype: float64, 'loglikelihood': -171.24341329882955, 'aic': 350.4868265976591, 'bic': np.float64(354.6649163485528)}, 565: {'params': mu           20683.283259
omega       630321.062516
alpha[1]         0.236791
beta[1]          0.255455
Name: params, dtype: float64, 'loglikelihood': -176.5195968208709, 'aic': 361.0391936417418, 'bic': np.float64(365.2172833926355)}, 570: {'params': mu          2.176608e+04
omega       8.361146e+05
alpha[1]    7.958293e-01
beta[1]     6.807396e-15
Name: params, dtype: float64, 'loglikelihood': -182.07158909022084, 'aic': 372.1431781804417, 'bic': np.float64(376.3212679313354)}, 575: {'params': mu          2.263409e+04
omega       1.040733e+06
alpha[1]    4.874396e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -181.9684016728825, 'aic': 371.936803345765, 'bic': np.float64(376.1148930966587)}, 580: {'params': mu          23107.523903
omega       22162.184345
alpha[1]        0.541664
beta[1]         0.364790
Name: params, dtype: float64, 'loglikelihood': -170.75208986835963, 'aic': 349.50417973671927, 'bic': np.float64(353.682269487613)}, 585: {'params': mu           23570.664983
omega       134497.613489
alpha[1]         0.407612
beta[1]          0.084706
Name: params, dtype: float64, 'loglikelihood': -160.3491371905297, 'aic': 328.6982743810594, 'bic': np.float64(332.8763641319531)}, 590: {'params': mu           23118.744928
omega       182423.249306
alpha[1]         0.321989
beta[1]          0.395464
Name: params, dtype: float64, 'loglikelihood': -168.49368235751845, 'aic': 344.9873647150369, 'bic': np.float64(349.1654544659306)}, 595: {'params': mu           22914.914549
omega       129083.292241
alpha[1]         0.462970
beta[1]          0.319364
Name: params, dtype: float64, 'loglikelihood': -164.08207076182012, 'aic': 336.16414152364024, 'bic': np.float64(340.34223127453396)}, 600: {'params': mu           22381.389361
omega       386688.909505
alpha[1]         0.478045
beta[1]          0.286546
Name: params, dtype: float64, 'loglikelihood': -176.40215629373628, 'aic': 360.80431258747257, 'bic': np.float64(364.9824023383663)}, 605: {'params': mu          2.173227e+04
omega       7.483108e+05
alpha[1]    5.464354e-01
beta[1]     3.663683e-15
Name: params, dtype: float64, 'loglikelihood': -177.8104636486564, 'aic': 363.6209272973128, 'bic': np.float64(367.7990170482065)}, 610: {'params': mu           21255.311749
omega       748022.777570
alpha[1]         0.648092
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -176.93264232783957, 'aic': 361.86528465567915, 'bic': np.float64(366.04337440657287)}, 615: {'params': mu           20489.037772
omega       370945.310698
alpha[1]         0.000000
beta[1]          0.445393
Name: params, dtype: float64, 'loglikelihood': -171.57630763566542, 'aic': 351.15261527133083, 'bic': np.float64(355.33070502222455)}, 620: {'params': mu           20472.790186
omega       309088.389004
alpha[1]         0.201092
beta[1]          0.267606
Name: params, dtype: float64, 'loglikelihood': -169.77492708400757, 'aic': 347.54985416801514, 'bic': np.float64(351.72794391890886)}, 625: {'params': mu          2.041769e+04
omega       2.969062e+05
alpha[1]    4.942311e-01
beta[1]     5.307489e-15
Name: params, dtype: float64, 'loglikelihood': -169.10963645695625, 'aic': 346.2192729139125, 'bic': np.float64(350.3973626648062)}, 630: {'params': mu           20598.079854
omega       490040.775534
alpha[1]         0.240654
beta[1]          0.272032
Name: params, dtype: float64, 'loglikelihood': -173.99005985320176, 'aic': 355.9801197064035, 'bic': np.float64(360.15820945729723)}, 635: {'params': mu          2.281419e+04
omega       1.252258e+06
alpha[1]    5.451365e-01
beta[1]     4.475965e-01
Name: params, dtype: float64, 'loglikelihood': -197.89274510008323, 'aic': 403.78549020016646, 'bic': np.float64(407.9635799510602)}, 640: {'params': mu          2.506211e+04
omega       1.020218e+07
alpha[1]    5.152174e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -205.97090026262484, 'aic': 419.9418005252497, 'bic': np.float64(424.1198902761434)}, 645: {'params': mu          2.745733e+04
omega       5.254518e+06
alpha[1]    6.801775e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -202.3706902607364, 'aic': 412.7413805214728, 'bic': np.float64(416.91947027236654)}, 650: {'params': mu          2.943204e+04
omega       1.129523e+06
alpha[1]    1.000000e+00
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -183.26912812196986, 'aic': 374.5382562439397, 'bic': np.float64(378.71634599483343)}, 655: {'params': mu           29987.247563
omega       378132.702199
alpha[1]         0.115750
beta[1]          0.364827
Name: params, dtype: float64, 'loglikelihood': -171.83044961900083, 'aic': 351.66089923800166, 'bic': np.float64(355.8389889888954)}, 660: {'params': mu          29886.485274
omega       76520.289359
alpha[1]        0.000000
beta[1]         0.881527
Name: params, dtype: float64, 'loglikelihood': -171.9378962115451, 'aic': 351.8757924230902, 'bic': np.float64(356.05388217398394)}, 665: {'params': mu          2.964646e+04
omega       5.068803e+04
alpha[1]    3.447694e-15
beta[1]     9.210026e-01
Name: params, dtype: float64, 'loglikelihood': -167.52248604444569, 'aic': 343.04497208889137, 'bic': np.float64(347.2230618397851)}, 670: {'params': mu           31357.455578
omega       903375.002155
alpha[1]         0.748454
beta[1]          0.251546
Name: params, dtype: float64, 'loglikelihood': -193.24647810803003, 'aic': 394.49295621606007, 'bic': np.float64(398.6710459669538)}, 675: {'params': mu          3.341854e+04
omega       7.542153e+06
alpha[1]    4.347407e-01
beta[1]     9.524731e-02
Name: params, dtype: float64, 'loglikelihood': -203.05712508705014, 'aic': 414.1142501741003, 'bic': np.float64(418.292339924994)}, 680: {'params': mu          3.562856e+04
omega       4.824388e+06
alpha[1]    7.017573e-01
beta[1]     2.496833e-17
Name: params, dtype: float64, 'loglikelihood': -202.0416814617081, 'aic': 412.0833629234162, 'bic': np.float64(416.2614526743099)}, 685: {'params': mu          3.820302e+04
omega       2.012300e+06
alpha[1]    9.347805e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -189.95802670123584, 'aic': 387.9160534024717, 'bic': np.float64(392.0941431533654)}, 690: {'params': mu           39593.857143
omega       585795.251700
alpha[1]         0.067483
beta[1]          0.418275
Name: params, dtype: float64, 'loglikelihood': -176.5118523838427, 'aic': 361.0237047676854, 'bic': np.float64(365.2017945185791)}, 695: {'params': mu           40240.620381
omega       600418.451241
alpha[1]         0.734035
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -175.4040100167482, 'aic': 358.8080200334964, 'bic': np.float64(362.9861097843901)}, 700: {'params': mu          4.142721e+04
omega       1.123642e+06
alpha[1]    8.766021e-01
beta[1]     1.335680e-02
Name: params, dtype: float64, 'loglikelihood': -185.16041977543986, 'aic': 378.3208395508797, 'bic': np.float64(382.49892930177344)}, 705: {'params': mu          4.288790e+04
omega       3.298301e+06
alpha[1]    6.171971e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -193.6180715993515, 'aic': 395.236143198703, 'bic': np.float64(399.41423294959674)}, 710: {'params': mu          4.418986e+04
omega       3.190962e+06
alpha[1]    5.166191e-01
beta[1]     3.426398e-14
Name: params, dtype: float64, 'loglikelihood': -192.8632594270627, 'aic': 393.7265188541254, 'bic': np.float64(397.9046086050191)}, 715: {'params': mu          4.460957e+04
omega       1.981714e+06
alpha[1]    5.607049e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -188.2234872521387, 'aic': 384.4469745042774, 'bic': np.float64(388.62506425517114)}, 720: {'params': mu          4.404534e+04
omega       3.128318e+06
alpha[1]    6.322222e-01
beta[1]     2.479645e-15
Name: params, dtype: float64, 'loglikelihood': -193.00187594056024, 'aic': 394.0037518811205, 'bic': np.float64(398.1818416320142)}, 725: {'params': mu          4.231939e+04
omega       2.592555e+06
alpha[1]    7.359121e-01
beta[1]     1.784118e-15
Name: params, dtype: float64, 'loglikelihood': -193.57196852526096, 'aic': 395.1439370505219, 'bic': np.float64(399.32202680141563)}, 730: {'params': mu          4.057947e+04
omega       1.803753e+06
alpha[1]    4.933123e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -187.17503313753843, 'aic': 382.35006627507687, 'bic': np.float64(386.5281560259706)}, 735: {'params': mu          4.050689e+04
omega       1.131588e+06
alpha[1]    5.912218e-01
beta[1]     1.653983e-01
Name: params, dtype: float64, 'loglikelihood': -187.70956176591812, 'aic': 383.41912353183625, 'bic': np.float64(387.59721328272997)}, 740: {'params': mu          3.975773e+04
omega       2.113213e+06
alpha[1]    4.622606e-01
beta[1]     3.793104e-15
Name: params, dtype: float64, 'loglikelihood': -187.40240760489053, 'aic': 382.80481520978105, 'bic': np.float64(386.9829049606748)}, 745: {'params': mu          3.973000e+04
omega       2.252941e+06
alpha[1]    4.392732e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -188.55561693177825, 'aic': 385.1112338635565, 'bic': np.float64(389.2893236144502)}, 750: {'params': mu          4.054306e+04
omega       2.968191e+06
alpha[1]    4.736542e-01
beta[1]     3.611994e-16
Name: params, dtype: float64, 'loglikelihood': -193.2181758272871, 'aic': 394.4363516545742, 'bic': np.float64(398.6144414054679)}, 755: {'params': mu          4.088626e+04
omega       3.116229e+06
alpha[1]    5.324032e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -193.64086094716765, 'aic': 395.2817218943353, 'bic': np.float64(399.459811645229)}, 760: {'params': mu          4.131255e+04
omega       2.946586e+06
alpha[1]    5.055278e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -192.93776129224332, 'aic': 393.87552258448665, 'bic': np.float64(398.05361233538036)}, 765: {'params': mu          4.127689e+04
omega       2.966369e+06
alpha[1]    4.666567e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -192.91543072384732, 'aic': 393.83086144769464, 'bic': np.float64(398.00895119858836)}, 770: {'params': mu          4.003000e+04
omega       3.807307e+06
alpha[1]    5.169424e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -195.38934738968783, 'aic': 398.77869477937566, 'bic': np.float64(402.9567845302694)}, 775: {'params': mu          3.887043e+04
omega       2.008238e+06
alpha[1]    7.611330e-01
beta[1]     1.830114e-17
Name: params, dtype: float64, 'loglikelihood': -191.8887462191687, 'aic': 391.7774924383374, 'bic': np.float64(395.9555821892311)}, 780: {'params': mu          3.889803e+04
omega       6.651396e+05
alpha[1]    1.000000e+00
beta[1]     2.220446e-16
Name: params, dtype: float64, 'loglikelihood': -190.93482390527987, 'aic': 389.86964781055974, 'bic': np.float64(394.04773756145346)}, 785: {'params': mu          4.002045e+04
omega       4.188202e+06
alpha[1]    4.998392e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -196.71439203576358, 'aic': 401.42878407152716, 'bic': np.float64(405.6068738224209)}, 790: {'params': mu          4.138943e+04
omega       2.285126e+06
alpha[1]    8.390779e-01
beta[1]     1.393513e-13
Name: params, dtype: float64, 'loglikelihood': -190.35527107831268, 'aic': 388.71054215662537, 'bic': np.float64(392.8886319075191)}, 795: {'params': mu           43751.305068
omega       414288.373753
alpha[1]         0.592442
beta[1]          0.392607
Name: params, dtype: float64, 'loglikelihood': -187.31077857253942, 'aic': 382.62155714507884, 'bic': np.float64(386.79964689597256)}, 800: {'params': mu          4.534388e+04
omega       4.468358e+06
alpha[1]    5.626985e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -196.10730553091656, 'aic': 400.2146110618331, 'bic': np.float64(404.39270081272684)}, 805: {'params': mu          4.686219e+04
omega       2.717012e+06
alpha[1]    6.693597e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -194.03461774992093, 'aic': 396.06923549984185, 'bic': np.float64(400.24732525073557)}, 810: {'params': mu          4.803562e+04
omega       1.430655e+06
alpha[1]    3.016818e-01
beta[1]     1.562397e-01
Name: params, dtype: float64, 'loglikelihood': -185.28591054964576, 'aic': 378.5718210992915, 'bic': np.float64(382.74991085018524)}, 815: {'params': mu          4.841972e+04
omega       1.289966e+06
alpha[1]    3.383474e-01
beta[1]     1.429239e-01
Name: params, dtype: float64, 'loglikelihood': -184.61457825975492, 'aic': 377.22915651950984, 'bic': np.float64(381.40724627040356)}, 820: {'params': mu          4.870758e+04
omega       1.206653e+06
alpha[1]    0.000000e+00
beta[1]     4.909398e-01
Name: params, dtype: float64, 'loglikelihood': -184.10181775087244, 'aic': 376.2036355017449, 'bic': np.float64(380.3817252526386)}, 825: {'params': mu          4.984665e+04
omega       3.372404e+06
alpha[1]    7.580685e-01
beta[1]     1.773623e-14
Name: params, dtype: float64, 'loglikelihood': -195.52708645527605, 'aic': 399.0541729105521, 'bic': np.float64(403.2322626614458)}, 830: {'params': mu          5.214484e+04
omega       7.611618e+06
alpha[1]    1.062064e-01
beta[1]     4.063038e-01
Name: params, dtype: float64, 'loglikelihood': -203.41769220308782, 'aic': 414.83538440617565, 'bic': np.float64(419.01347415706937)}, 835: {'params': mu          5.434239e+04
omega       4.628367e+06
alpha[1]    2.662463e-01
beta[1]     3.987305e-01
Name: params, dtype: float64, 'loglikelihood': -202.95095305219633, 'aic': 413.90190610439265, 'bic': np.float64(418.07999585528637)}, 840: {'params': mu          5.685328e+04
omega       5.397383e+06
alpha[1]    8.059810e-01
beta[1]     4.742845e-14
Name: params, dtype: float64, 'loglikelihood': -195.86499113492536, 'aic': 399.7299822698507, 'bic': np.float64(403.90807202074444)}, 845: {'params': mu          5.960765e+04
omega       6.095452e+06
alpha[1]    5.715565e-01
beta[1]     1.727237e-15
Name: params, dtype: float64, 'loglikelihood': -199.56170809208234, 'aic': 407.1234161841647, 'bic': np.float64(411.3015059350584)}, 850: {'params': mu          6.149802e+04
omega       5.754964e+06
alpha[1]    5.392093e-01
beta[1]     1.062624e-13
Name: params, dtype: float64, 'loglikelihood': -199.8745423642403, 'aic': 407.7490847284806, 'bic': np.float64(411.92717447937434)}, 855: {'params': mu          6.250158e+04
omega       3.584836e+06
alpha[1]    5.717688e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -193.67905797136007, 'aic': 395.35811594272013, 'bic': np.float64(399.53620569361385)}, 860: {'params': mu          6.289210e+04
omega       2.487001e+06
alpha[1]    5.572207e-01
beta[1]     4.651442e-15
Name: params, dtype: float64, 'loglikelihood': -190.8302547721904, 'aic': 389.6605095443808, 'bic': np.float64(393.8385992952745)}, 865: {'params': mu          6.221116e+04
omega       2.186623e+06
alpha[1]    5.941983e-01
beta[1]     7.024633e-13
Name: params, dtype: float64, 'loglikelihood': -186.8372539663555, 'aic': 381.674507932711, 'bic': np.float64(385.8525976836047)}, 870: {'params': mu          6.176263e+04
omega       7.005922e+05
alpha[1]    3.492172e-14
beta[1]     7.297364e-01
Name: params, dtype: float64, 'loglikelihood': -183.61129423079862, 'aic': 375.22258846159724, 'bic': np.float64(379.40067821249096)}, 875: {'params': mu          6.083165e+04
omega       2.762503e+06
alpha[1]    5.564653e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -191.4759760575573, 'aic': 390.9519521151146, 'bic': np.float64(395.1300418660083)}, 880: {'params': mu          5.931921e+04
omega       6.172582e+06
alpha[1]    4.381126e-01
beta[1]     6.598527e-02
Name: params, dtype: float64, 'loglikelihood': -200.58199801042957, 'aic': 409.16399602085914, 'bic': np.float64(413.34208577175286)}, 885: {'params': mu          5.638885e+04
omega       8.619492e+06
alpha[1]    7.782013e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -205.96582934718188, 'aic': 419.93165869436376, 'bic': np.float64(424.1097484452575)}, 890: {'params': mu          5.142251e+04
omega       1.184773e+07
alpha[1]    7.255888e-01
beta[1]     3.380129e-16
Name: params, dtype: float64, 'loglikelihood': -210.57618815062526, 'aic': 429.1523763012505, 'bic': np.float64(433.33046605214423)}, 895: {'params': mu          4.767505e+04
omega       8.854795e+06
alpha[1]    7.987976e-01
beta[1]     8.837857e-16
Name: params, dtype: float64, 'loglikelihood': -208.44883730366328, 'aic': 424.89767460732656, 'bic': np.float64(429.0757643582203)}, 900: {'params': mu          4.570556e+04
omega       6.854331e+06
alpha[1]    5.379393e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -201.18951653789452, 'aic': 410.37903307578904, 'bic': np.float64(414.55712282668276)}, 905: {'params': mu          4.472913e+04
omega       3.057759e+06
alpha[1]    3.096663e-02
beta[1]     4.549213e-01
Name: params, dtype: float64, 'loglikelihood': -193.85989648539595, 'aic': 395.7197929707919, 'bic': np.float64(399.8978827216856)}, 910: {'params': mu          4.568344e+04
omega       3.289641e+06
alpha[1]    0.000000e+00
beta[1]     4.981440e-01
Name: params, dtype: float64, 'loglikelihood': -194.64211307285223, 'aic': 397.28422614570445, 'bic': np.float64(401.46231589659817)}, 915: {'params': mu          4.723815e+04
omega       3.694859e+06
alpha[1]    4.203805e-01
beta[1]     4.138721e-02
Name: params, dtype: float64, 'loglikelihood': -194.81002672242937, 'aic': 397.62005344485874, 'bic': np.float64(401.79814319575246)}, 920: {'params': mu          4.792919e+04
omega       2.144718e+06
alpha[1]    2.963203e-01
beta[1]     1.944527e-01
Name: params, dtype: float64, 'loglikelihood': -189.55795565280297, 'aic': 387.11591130560595, 'bic': np.float64(391.29400105649967)}, 925: {'params': mu           48327.636194
omega       382465.147666
alpha[1]         0.430973
beta[1]          0.417669
Name: params, dtype: float64, 'loglikelihood': -185.7902356429266, 'aic': 379.5804712858532, 'bic': np.float64(383.7585610367469)}, 930: {'params': mu          4.857237e+04
omega       1.799098e+06
alpha[1]    7.358107e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -184.8869478418668, 'aic': 377.7738956837336, 'bic': np.float64(381.9519854346273)}, 935: {'params': mu          4.755567e+04
omega       2.467276e+05
alpha[1]    1.093772e-16
beta[1]     9.258579e-01
Name: params, dtype: float64, 'loglikelihood': -184.01578151306498, 'aic': 376.03156302612996, 'bic': np.float64(380.2096527770237)}, 940: {'params': mu          4.685245e+04
omega       1.625792e+06
alpha[1]    9.887924e-17
beta[1]     4.985114e-01
Name: params, dtype: float64, 'loglikelihood': -187.24101040428326, 'aic': 382.4820208085665, 'bic': np.float64(386.66011055946024)}, 945: {'params': mu          4.487881e+04
omega       2.958152e+06
alpha[1]    8.248466e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -193.66928278629948, 'aic': 395.33856557259895, 'bic': np.float64(399.51665532349267)}, 950: {'params': mu          4.319813e+04
omega       4.288159e+06
alpha[1]    5.121067e-01
beta[1]     1.872005e-16
Name: params, dtype: float64, 'loglikelihood': -196.75804558102047, 'aic': 401.51609116204094, 'bic': np.float64(405.69418091293466)}, 955: {'params': mu          4.067328e+04
omega       3.934399e+06
alpha[1]    8.075433e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -197.11891581717504, 'aic': 402.2378316343501, 'bic': np.float64(406.4159213852438)}, 960: {'params': mu          3.739748e+04
omega       9.142765e+06
alpha[1]    5.821403e-01
beta[1]     1.108869e-14
Name: params, dtype: float64, 'loglikelihood': -203.47017236745126, 'aic': 414.9403447349025, 'bic': np.float64(419.11843448579623)}, 965: {'params': mu          3.521451e+04
omega       7.830705e+06
alpha[1]    5.185337e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -202.33356588433884, 'aic': 412.6671317686777, 'bic': np.float64(416.8452215195714)}, 970: {'params': mu           33533.947778
omega       129592.918259
alpha[1]         0.775952
beta[1]          0.224048
Name: params, dtype: float64, 'loglikelihood': -187.65227585866714, 'aic': 383.3045517173343, 'bic': np.float64(387.482641468228)}, 975: {'params': mu           32861.385827
omega       889172.112041
alpha[1]         0.124947
beta[1]          0.380550
Name: params, dtype: float64, 'loglikelihood': -180.7764645558062, 'aic': 369.5529291116124, 'bic': np.float64(373.7310188625061)}, 980: {'params': mu          3.352948e+04
omega       7.279363e+05
alpha[1]    4.706315e-01
beta[1]     5.526476e-15
Name: params, dtype: float64, 'loglikelihood': -177.24541614716182, 'aic': 362.49083229432364, 'bic': np.float64(366.66892204521736)}, 985: {'params': mu          3.388647e+04
omega       4.983065e+05
alpha[1]    5.148665e-01
beta[1]     1.119148e-14
Name: params, dtype: float64, 'loglikelihood': -174.10149750733734, 'aic': 356.2029950146747, 'bic': np.float64(360.3810847655684)}, 990: {'params': mu           34061.238380
omega       483841.930142
alpha[1]         0.275656
beta[1]          0.471569
Name: params, dtype: float64, 'loglikelihood': -179.42932021238124, 'aic': 366.8586404247625, 'bic': np.float64(371.0367301756562)}, 995: {'params': mu          3.530650e+04
omega       3.236778e+06
alpha[1]    5.984571e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -192.01517466072292, 'aic': 392.03034932144584, 'bic': np.float64(396.20843907233956)}, 1000: {'params': mu          3.564866e+04
omega       3.360464e+06
alpha[1]    5.366355e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -193.73021958725732, 'aic': 395.46043917451465, 'bic': np.float64(399.63852892540837)}, 1005: {'params': mu          3.628173e+04
omega       2.850116e+06
alpha[1]    5.893929e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -191.45667650282599, 'aic': 390.91335300565197, 'bic': np.float64(395.0914427565457)}, 1010: {'params': mu          3.689160e+04
omega       1.779471e+06
alpha[1]    3.835367e-01
beta[1]     3.582156e-02
Name: params, dtype: float64, 'loglikelihood': -187.79372487555636, 'aic': 383.58744975111273, 'bic': np.float64(387.76553950200645)}, 1015: {'params': mu          3.677899e+04
omega       1.450152e+06
alpha[1]    2.081668e-17
beta[1]     4.962731e-01
Name: params, dtype: float64, 'loglikelihood': -186.04016680936496, 'aic': 380.0803336187299, 'bic': np.float64(384.25842336962364)}, 1020: {'params': mu          3.683025e+04
omega       1.058900e+06
alpha[1]    3.052952e-15
beta[1]     6.591079e-01
Name: params, dtype: float64, 'loglikelihood': -187.9661801248887, 'aic': 383.9323602497774, 'bic': np.float64(388.1104500006711)}, 1025: {'params': mu          3.941433e+04
omega       4.992190e+06
alpha[1]    8.131176e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -200.3920888621209, 'aic': 408.7841777242418, 'bic': np.float64(412.9622674751355)}, 1030: {'params': mu          4.339004e+04
omega       1.594751e+07
alpha[1]    8.469172e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -214.42240391046627, 'aic': 436.84480782093254, 'bic': np.float64(441.02289757182626)}, 1035: {'params': mu          4.803164e+04
omega       1.952667e+07
alpha[1]    7.169054e-01
beta[1]     4.515422e-17
Name: params, dtype: float64, 'loglikelihood': -216.77824352015972, 'aic': 441.55648704031944, 'bic': np.float64(445.73457679121316)}, 1040: {'params': mu          5.250634e+04
omega       1.111758e+07
alpha[1]    5.330341e-01
beta[1]     1.208061e-01
Name: params, dtype: float64, 'loglikelihood': -210.81459100764505, 'aic': 429.6291820152901, 'bic': np.float64(433.8072717661838)}, 1045: {'params': mu          5.472809e+04
omega       5.110431e+06
alpha[1]    3.874667e-01
beta[1]     7.459282e-02
Name: params, dtype: float64, 'loglikelihood': -198.69096357430868, 'aic': 405.38192714861736, 'bic': np.float64(409.5600168995111)}, 1050: {'params': mu          5.507806e+04
omega       3.710428e+06
alpha[1]    3.073033e-01
beta[1]     1.006244e-01
Name: params, dtype: float64, 'loglikelihood': -195.33905893572575, 'aic': 398.6781178714515, 'bic': np.float64(402.8562076223452)}, 1055: {'params': mu          5.581914e+04
omega       7.190773e+06
alpha[1]    6.042830e-01
beta[1]     1.087519e-14
Name: params, dtype: float64, 'loglikelihood': -199.9266991550792, 'aic': 407.8533983101584, 'bic': np.float64(412.03148806105213)}, 1060: {'params': mu          5.668619e+04
omega       9.188482e+06
alpha[1]    5.178577e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -203.88858465127078, 'aic': 415.77716930254155, 'bic': np.float64(419.95525905343527)}, 1065: {'params': mu          5.777157e+04
omega       4.147868e+06
alpha[1]    7.039034e-01
beta[1]     1.658834e-16
Name: params, dtype: float64, 'loglikelihood': -197.87353036321068, 'aic': 403.74706072642135, 'bic': np.float64(407.92515047731507)}, 1070: {'params': mu          59153.700246
omega       93658.431400
alpha[1]        0.170994
beta[1]         0.726059
Name: params, dtype: float64, 'loglikelihood': -188.835081574221, 'aic': 385.670163148442, 'bic': np.float64(389.8482528993357)}, 1075: {'params': mu          5.815904e+04
omega       1.961338e+06
alpha[1]    1.000000e+00
beta[1]     3.458345e-14
Name: params, dtype: float64, 'loglikelihood': -188.84136164087005, 'aic': 385.6827232817401, 'bic': np.float64(389.8608130326338)}, 1080: {'params': mu          5.674483e+04
omega       2.350483e+06
alpha[1]    5.052705e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -190.12358731645463, 'aic': 388.24717463290926, 'bic': np.float64(392.425264383803)}, 1085: {'params': mu          5.665930e+04
omega       2.283690e+06
alpha[1]    4.795084e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -190.06978345076212, 'aic': 388.13956690152423, 'bic': np.float64(392.31765665241795)}, 1090: {'params': mu          5.663580e+04
omega       2.577301e+06
alpha[1]    5.909042e-01
beta[1]     1.696007e-14
Name: params, dtype: float64, 'loglikelihood': -191.3539685535318, 'aic': 390.7079371070636, 'bic': np.float64(394.8860268579573)}, 1095: {'params': mu          5.533906e+04
omega       5.697602e+06
alpha[1]    5.891924e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -198.70572239043676, 'aic': 405.4114447808735, 'bic': np.float64(409.58953453176724)}, 1100: {'params': mu          5.402308e+04
omega       1.018797e+07
alpha[1]    6.253812e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -206.08616884561528, 'aic': 420.17233769123055, 'bic': np.float64(424.35042744212427)}, 1105: {'params': mu          5.156493e+04
omega       1.044983e+07
alpha[1]    4.990468e-01
beta[1]     7.367773e-15
Name: params, dtype: float64, 'loglikelihood': -205.13654525820672, 'aic': 418.27309051641345, 'bic': np.float64(422.45118026730717)}, 1110: {'params': mu          5.079317e+04
omega       6.338395e+06
alpha[1]    4.732946e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -200.8893664834316, 'aic': 409.7787329668632, 'bic': np.float64(413.9568227177569)}, 1115: {'params': mu          4.994162e+04
omega       5.543239e+06
alpha[1]    4.714763e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -198.07488774278463, 'aic': 404.14977548556925, 'bic': np.float64(408.32786523646297)}, 1120: {'params': mu          4.934483e+04
omega       6.665107e+06
alpha[1]    4.853117e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -199.90677461182034, 'aic': 407.8135492236407, 'bic': np.float64(411.9916389745344)}, 1125: {'params': mu          4.728597e+04
omega       1.102518e+07
alpha[1]    6.827593e-01
beta[1]     6.483376e-02
Name: params, dtype: float64, 'loglikelihood': -209.29331527493338, 'aic': 426.58663054986675, 'bic': np.float64(430.7647203007605)}, 1130: {'params': mu          4.244820e+04
omega       1.209562e+07
alpha[1]    7.141306e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -212.24978932597398, 'aic': 432.49957865194796, 'bic': np.float64(436.6776684028417)}, 1135: {'params': mu          3.822741e+04
omega       1.024523e+07
alpha[1]    7.781697e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -208.74694773385926, 'aic': 425.4938954677185, 'bic': np.float64(429.67198521861224)}, 1140: {'params': mu          3.506241e+04
omega       3.824699e+06
alpha[1]    6.822729e-02
beta[1]     4.799395e-01
Name: params, dtype: float64, 'loglikelihood': -199.846501452908, 'aic': 407.693002905816, 'bic': np.float64(411.8710926567097)}, 1145: {'params': mu           34334.271286
omega       505073.801249
alpha[1]         0.000000
beta[1]          0.917067
Name: params, dtype: float64, 'loglikelihood': -191.73519105037076, 'aic': 391.4703821007415, 'bic': np.float64(395.64847185163524)}, 1150: {'params': mu          3.487274e+04
omega       3.453621e+06
alpha[1]    0.000000e+00
beta[1]     5.115724e-01
Name: params, dtype: float64, 'loglikelihood': -195.13884803168105, 'aic': 398.2776960633621, 'bic': np.float64(402.4557858142558)}, 1155: {'params': mu          3.582664e+04
omega       3.746290e+06
alpha[1]    6.805162e-01
beta[1]     1.225592e-10
Name: params, dtype: float64, 'loglikelihood': -194.60996263041912, 'aic': 397.21992526083824, 'bic': np.float64(401.39801501173196)}, 1160: {'params': mu          3.528765e+04
omega       3.577365e+06
alpha[1]    8.120970e-01
beta[1]     3.775270e-14
Name: params, dtype: float64, 'loglikelihood': -197.90994086168368, 'aic': 403.81988172336736, 'bic': np.float64(407.9979714742611)}, 1165: {'params': mu          3.293136e+04
omega       1.262926e+07
alpha[1]    6.174002e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -206.8207780235397, 'aic': 421.6415560470794, 'bic': np.float64(425.8196457979731)}, 1170: {'params': mu          2.972424e+04
omega       9.634535e+06
alpha[1]    7.188611e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -206.99828982526745, 'aic': 421.9965796505349, 'bic': np.float64(426.1746694014286)}, 1175: {'params': mu          2.589511e+04
omega       3.974047e+06
alpha[1]    7.848799e-01
beta[1]     3.812974e-15
Name: params, dtype: float64, 'loglikelihood': -198.07511524151238, 'aic': 404.15023048302476, 'bic': np.float64(408.3283202339185)}, 1180: {'params': mu          2.294493e+04
omega       2.951534e+06
alpha[1]    8.533126e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -194.05077149629798, 'aic': 396.10154299259597, 'bic': np.float64(400.2796327434897)}, 1185: {'params': mu          2.097119e+04
omega       2.664401e+06
alpha[1]    5.010902e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -192.07566733338072, 'aic': 392.15133466676144, 'bic': np.float64(396.32942441765516)}, 1190: {'params': mu           19099.266391
omega       320071.627210
alpha[1]         0.852266
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -173.52790392770476, 'aic': 355.0558078554095, 'bic': np.float64(359.23389760630323)}, 1195: {'params': mu           18678.215656
omega       152307.073714
alpha[1]         0.298129
beta[1]          0.427388
Name: params, dtype: float64, 'loglikelihood': -166.78655244667965, 'aic': 341.5731048933593, 'bic': np.float64(345.751194644253)}, 1200: {'params': mu           18611.054073
omega       222141.145867
alpha[1]         0.361256
beta[1]          0.135073
Name: params, dtype: float64, 'loglikelihood': -165.236981903994, 'aic': 338.473963807988, 'bic': np.float64(342.65205355888173)}, 1205: {'params': mu           18241.463323
omega       434488.659344
alpha[1]         0.546581
beta[1]          0.087767
Name: params, dtype: float64, 'loglikelihood': -172.49469637544433, 'aic': 352.98939275088867, 'bic': np.float64(357.1674825017824)}, 1210: {'params': mu          1.750157e+04
omega       7.235977e+05
alpha[1]    6.769558e-01
beta[1]     3.698330e-12
Name: params, dtype: float64, 'loglikelihood': -177.40299846817192, 'aic': 362.80599693634383, 'bic': np.float64(366.98408668723755)}, 1215: {'params': mu          1.687776e+04
omega       5.704328e+05
alpha[1]    7.042448e-01
beta[1]     1.406757e-17
Name: params, dtype: float64, 'loglikelihood': -180.22494917283717, 'aic': 368.44989834567434, 'bic': np.float64(372.62798809656806)}, 1220: {'params': mu          1.573150e+04
omega       5.959432e+05
alpha[1]    7.572352e-01
beta[1]     7.227349e-16
Name: params, dtype: float64, 'loglikelihood': -177.7629169898229, 'aic': 363.5258339796458, 'bic': np.float64(367.70392373053954)}, 1225: {'params': mu           14702.177963
omega       356694.909474
alpha[1]         0.586923
beta[1]          0.139298
Name: params, dtype: float64, 'loglikelihood': -175.85320375320265, 'aic': 359.7064075064053, 'bic': np.float64(363.884497257299)}, 1230: {'params': mu          1.351735e+04
omega       2.710524e+05
alpha[1]    8.136392e-01
beta[1]     4.168206e-14
Name: params, dtype: float64, 'loglikelihood': -168.26449940762592, 'aic': 344.52899881525184, 'bic': np.float64(348.70708856614556)}, 1235: {'params': mu           13076.711524
omega       314358.142699
alpha[1]         0.965739
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -170.53047668703826, 'aic': 349.0609533740765, 'bic': np.float64(353.23904312497024)}, 1240: {'params': mu          1.241856e+04
omega       2.444986e+05
alpha[1]    7.303380e-01
beta[1]     8.197171e-18
Name: params, dtype: float64, 'loglikelihood': -171.92582267537412, 'aic': 351.85164535074824, 'bic': np.float64(356.02973510164196)}, 1245: {'params': mu           11450.103308
omega       199424.326419
alpha[1]         0.863348
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -163.643445579574, 'aic': 335.286891159148, 'bic': np.float64(339.46498091004173)}, 1250: {'params': mu          1.137316e+04
omega       8.870685e+04
alpha[1]    1.000000e+00
beta[1]     2.238274e-15
Name: params, dtype: float64, 'loglikelihood': -157.25873380137404, 'aic': 322.51746760274807, 'bic': np.float64(326.6955573536418)}, 1255: {'params': mu          1.075076e+04
omega       3.491464e+04
alpha[1]    7.203041e-01
beta[1]     2.254596e-15
Name: params, dtype: float64, 'loglikelihood': -146.77197206845904, 'aic': 301.54394413691807, 'bic': np.float64(305.7220338878118)}, 1260: {'params': mu          1.066074e+04
omega       1.960467e+04
alpha[1]    9.303801e-01
beta[1]     7.363529e-17
Name: params, dtype: float64, 'loglikelihood': -142.4239657047186, 'aic': 292.8479314094372, 'bic': np.float64(297.0260211603309)}, 1265: {'params': mu          10691.625683
omega       11218.447892
alpha[1]        0.160323
beta[1]         0.584370
Name: params, dtype: float64, 'loglikelihood': -139.68138476835753, 'aic': 287.36276953671506, 'bic': np.float64(291.5408592876088)}, 1270: {'params': mu          1.069021e+04
omega       4.956659e+03
alpha[1]    6.438241e-17
beta[1]     9.296807e-01
Name: params, dtype: float64, 'loglikelihood': -142.85424381441064, 'aic': 293.7084876288213, 'bic': np.float64(297.886577379715)}, 1275: {'params': mu          1.052216e+04
omega       3.923240e+04
alpha[1]    5.045726e-01
beta[1]     5.175329e-14
Name: params, dtype: float64, 'loglikelihood': -147.2798403791591, 'aic': 302.5596807583182, 'bic': np.float64(306.73777050921194)}, 1280: {'params': mu          10632.750022
omega       20501.458875
alpha[1]        0.653966
beta[1]         0.346034
Name: params, dtype: float64, 'loglikelihood': -155.14968387183615, 'aic': 318.2993677436723, 'bic': np.float64(322.477457494566)}, 1285: {'params': mu          1.045375e+04
omega       3.520395e+04
alpha[1]    1.000000e+00
beta[1]     3.469447e-17
Name: params, dtype: float64, 'loglikelihood': -158.62745690722159, 'aic': 325.25491381444317, 'bic': np.float64(329.4330035653369)}, 1290: {'params': mu           11015.654366
omega       129991.421605
alpha[1]         0.176241
beta[1]          0.519434
Name: params, dtype: float64, 'loglikelihood': -165.9864858595309, 'aic': 339.9729717190618, 'bic': np.float64(344.1510614699555)}, 1295: {'params': mu           11603.580174
omega       106192.433837
alpha[1]         0.897911
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -155.79318958777858, 'aic': 319.58637917555717, 'bic': np.float64(323.7644689264509)}, 1300: {'params': mu          11696.030266
omega       24337.388826
alpha[1]        0.675415
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -142.31007577476066, 'aic': 292.6201515495213, 'bic': np.float64(296.79824130041504)}, 1305: {'params': mu          11698.872956
omega       24700.138279
alpha[1]        0.720369
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -141.99480858946467, 'aic': 291.98961717892934, 'bic': np.float64(296.16770692982305)}, 1310: {'params': mu          11673.160913
omega       37549.453121
alpha[1]        0.639200
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -145.75995515682692, 'aic': 299.51991031365384, 'bic': np.float64(303.69800006454756)}, 1315: {'params': mu          1.162857e+04
omega       3.593839e+04
alpha[1]    9.426899e-01
beta[1]     5.935176e-17
Name: params, dtype: float64, 'loglikelihood': -150.4952914663286, 'aic': 308.9905829326572, 'bic': np.float64(313.16867268355094)}, 1320: {'params': mu           11493.286029
omega       162317.407790
alpha[1]         0.948434
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -162.4289719419579, 'aic': 332.8579438839158, 'bic': np.float64(337.03603363480954)}, 1325: {'params': mu          1.052640e+04
omega       2.752444e+05
alpha[1]    7.479091e-01
beta[1]     2.483353e-17
Name: params, dtype: float64, 'loglikelihood': -173.1132863351958, 'aic': 354.2265726703916, 'bic': np.float64(358.4046624212853)}, 1330: {'params': mu          9.414996e+03
omega       2.396157e+05
alpha[1]    8.024278e-01
beta[1]     1.199646e-14
Name: params, dtype: float64, 'loglikelihood': -165.72323025923905, 'aic': 339.4464605184781, 'bic': np.float64(343.6245502693718)}, 1335: {'params': mu          9.291194e+03
omega       7.948936e+04
alpha[1]    1.000000e+00
beta[1]     2.192855e-15
Name: params, dtype: float64, 'loglikelihood': -150.13269027931335, 'aic': 308.2653805586267, 'bic': np.float64(312.4434703095204)}, 1340: {'params': mu          9256.671043
omega       5288.362195
alpha[1]       0.902292
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -129.83963217555933, 'aic': 267.67926435111866, 'bic': np.float64(271.8573541020124)}, 1345: {'params': mu          9.203765e+03
omega       2.385231e+03
alpha[1]    1.007952e-16
beta[1]     7.283041e-01
Name: params, dtype: float64, 'loglikelihood': -123.96898262860076, 'aic': 255.9379652572015, 'bic': np.float64(260.1160550080952)}, 1350: {'params': mu          9224.201507
omega       1792.304061
alpha[1]       0.000000
beta[1]        0.936473
Name: params, dtype: float64, 'loglikelihood': -131.93247135585136, 'aic': 271.8649427117027, 'bic': np.float64(276.04303246259644)}, 1355: {'params': mu           9196.293262
omega       14509.224951
alpha[1]        0.711795
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -137.34174173421243, 'aic': 282.68348346842487, 'bic': np.float64(286.8615732193186)}, 1360: {'params': mu           9306.686643
omega       15981.819663
alpha[1]        0.000000
beta[1]         0.487382
Name: params, dtype: float64, 'loglikelihood': -138.69027015973205, 'aic': 285.3805403194641, 'bic': np.float64(289.5586300703578)}, 1365: {'params': mu          9.439155e+03
omega       1.446760e+04
alpha[1]    8.931341e-01
beta[1]     6.734214e-14
Name: params, dtype: float64, 'loglikelihood': -139.41034812437303, 'aic': 286.82069624874606, 'bic': np.float64(290.9987859996398)}, 1370: {'params': mu           9551.234810
omega       16555.277855
alpha[1]        0.167683
beta[1]         0.322069
Name: params, dtype: float64, 'loglikelihood': -138.9876406952874, 'aic': 285.9752813905748, 'bic': np.float64(290.15337114146854)}, 1375: {'params': mu           9599.404780
omega       21865.232135
alpha[1]        0.000000
beta[1]         0.508963
Name: params, dtype: float64, 'loglikelihood': -141.98674494760064, 'aic': 291.9734898952013, 'bic': np.float64(296.151579646095)}, 1380: {'params': mu          9.649600e+03
omega       6.110400e+04
alpha[1]    7.006195e-01
beta[1]     1.693201e-15
Name: params, dtype: float64, 'loglikelihood': -149.67574649066387, 'aic': 307.35149298132774, 'bic': np.float64(311.52958273222146)}, 1385: {'params': mu           9452.544232
omega       39124.191595
alpha[1]        0.000000
beta[1]         0.715956
Name: params, dtype: float64, 'loglikelihood': -153.42836803735108, 'aic': 314.85673607470216, 'bic': np.float64(319.0348258255959)}, 1390: {'params': mu           9417.714913
omega       61548.046329
alpha[1]        0.000000
beta[1]         0.500749
Name: params, dtype: float64, 'loglikelihood': -152.86816524777018, 'aic': 313.73633049554036, 'bic': np.float64(317.9144202464341)}, 1395: {'params': mu          9.248871e+03
omega       1.333546e+04
alpha[1]    1.121244e-16
beta[1]     9.194396e-01
Name: params, dtype: float64, 'loglikelihood': -153.53111669586778, 'aic': 315.06223339173556, 'bic': np.float64(319.2403231426293)}, 1400: {'params': mu          9.290600e+03
omega       1.616009e+04
alpha[1]    3.180763e-16
beta[1]     9.139611e-01
Name: params, dtype: float64, 'loglikelihood': -155.63822449825395, 'aic': 319.2764489965079, 'bic': np.float64(323.4545387474016)}, 1405: {'params': mu          9.215700e+03
omega       9.586295e+04
alpha[1]    1.994932e-16
beta[1]     4.905825e-01
Name: params, dtype: float64, 'loglikelihood': -157.51373365542145, 'aic': 323.0274673108429, 'bic': np.float64(327.2055570617366)}, 1410: {'params': mu          8.756523e+03
omega       2.649808e+05
alpha[1]    6.240120e-01
beta[1]     1.837830e-15
Name: params, dtype: float64, 'loglikelihood': -165.344626238126, 'aic': 338.689252476252, 'bic': np.float64(342.86734222714574)}, 1415: {'params': mu            8289.404009
omega       278762.975830
alpha[1]         0.703620
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -171.64289924447905, 'aic': 351.2857984889581, 'bic': np.float64(355.4638882398518)}, 1420: {'params': mu            7332.686586
omega       183414.336907
alpha[1]         0.718770
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -164.88664061665878, 'aic': 337.77328123331756, 'bic': np.float64(341.9513709842113)}, 1425: {'params': mu           7014.676578
omega       68295.293396
alpha[1]        1.000000
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -155.19462575075764, 'aic': 318.3892515015153, 'bic': np.float64(322.567341252409)}, 1430: {'params': mu          7.048752e+03
omega       1.776402e+04
alpha[1]    6.160996e-17
beta[1]     6.534035e-01
Name: params, dtype: float64, 'loglikelihood': -144.9741393384336, 'aic': 297.9482786768672, 'bic': np.float64(302.1263684277609)}, 1435: {'params': mu           6915.285349
omega       36696.694630
alpha[1]        0.626232
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -145.800136604624, 'aic': 299.600273209248, 'bic': np.float64(303.7783629601417)}, 1440: {'params': mu           6762.828168
omega       63938.150152
alpha[1]        0.668849
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -150.93021663799195, 'aic': 309.8604332759839, 'bic': np.float64(314.0385230268776)}, 1445: {'params': mu           6624.029987
omega       91356.592604
alpha[1]        0.559292
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -156.17190809648488, 'aic': 320.34381619296977, 'bic': np.float64(324.5219059438635)}, 1450: {'params': mu            6207.403789
omega       146340.788513
alpha[1]         0.500664
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -159.58926399600426, 'aic': 327.1785279920085, 'bic': np.float64(331.35661774290224)}, 1455: {'params': mu           6110.933635
omega       65886.078891
alpha[1]        0.714035
beta[1]         0.285965
Name: params, dtype: float64, 'loglikelihood': -165.8820561803275, 'aic': 339.764112360655, 'bic': np.float64(343.94220211154874)}, 1460: {'params': mu            6655.524064
omega       188531.421539
alpha[1]         1.000000
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -178.2120982685371, 'aic': 364.4241965370742, 'bic': np.float64(368.6022862879679)}, 1465: {'params': mu          7.208253e+03
omega       1.267816e+06
alpha[1]    5.170895e-01
beta[1]     1.803750e-14
Name: params, dtype: float64, 'loglikelihood': -184.19557484443104, 'aic': 376.3911496888621, 'bic': np.float64(380.5692394397558)}, 1470: {'params': mu            8674.863793
omega       612036.130516
alpha[1]         0.899893
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -173.08547877889572, 'aic': 354.17095755779144, 'bic': np.float64(358.34904730868516)}, 1475: {'params': mu          8.856609e+03
omega       1.011098e+05
alpha[1]    7.965019e-01
beta[1]     5.384208e-15
Name: params, dtype: float64, 'loglikelihood': -158.9329939095036, 'aic': 325.8659878190072, 'bic': np.float64(330.04407756990094)}, 1480: {'params': mu            9351.996427
omega       154178.125465
alpha[1]         0.183559
beta[1]          0.340930
Name: params, dtype: float64, 'loglikelihood': -162.41684411339432, 'aic': 332.83368822678864, 'bic': np.float64(337.01177797768236)}, 1485: {'params': mu           9851.319713
omega       86068.316775
alpha[1]        0.688615
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -156.63107904110953, 'aic': 321.26215808221906, 'bic': np.float64(325.4402478331128)}, 1490: {'params': mu           9870.002585
omega       39965.019381
alpha[1]        0.476114
beta[1]         0.099915
Name: params, dtype: float64, 'loglikelihood': -148.10432363193888, 'aic': 304.20864726387776, 'bic': np.float64(308.3867370147715)}, 1495: {'params': mu           9790.075452
omega       61921.282547
alpha[1]        0.267967
beta[1]         0.213079
Name: params, dtype: float64, 'loglikelihood': -152.59863829645244, 'aic': 313.19727659290487, 'bic': np.float64(317.3753663437986)}, 1500: {'params': mu           9560.667774
omega       86367.829760
alpha[1]        0.741503
beta[1]         0.036967
Name: params, dtype: float64, 'loglikelihood': -158.1905225403742, 'aic': 324.3810450807484, 'bic': np.float64(328.5591348316421)}, 1505: {'params': mu           9320.698844
omega       81219.718231
alpha[1]        0.812341
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -156.749648452324, 'aic': 321.499296904648, 'bic': np.float64(325.67738665554174)}, 1510: {'params': mu          8.774021e+03
omega       1.274418e+04
alpha[1]    9.729356e-01
beta[1]     4.671519e-18
Name: params, dtype: float64, 'loglikelihood': -149.35274407861277, 'aic': 306.70548815722555, 'bic': np.float64(310.88357790811926)}, 1515: {'params': mu           8681.792702
omega       46271.050381
alpha[1]        0.827972
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -151.799870133206, 'aic': 311.599740266412, 'bic': np.float64(315.77783001730575)}, 1520: {'params': mu           8580.694647
omega       51356.236435
alpha[1]        1.000000
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -153.86588211037494, 'aic': 315.7317642207499, 'bic': np.float64(319.9098539716436)}, 1525: {'params': mu          8.063554e+03
omega       1.163653e+05
alpha[1]    8.384803e-01
beta[1]     1.411379e-13
Name: params, dtype: float64, 'loglikelihood': -161.23478322148424, 'aic': 330.46956644296847, 'bic': np.float64(334.6476561938622)}, 1530: {'params': mu            7708.723685
omega       139820.185445
alpha[1]         0.511064
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -160.19244240823093, 'aic': 328.38488481646186, 'bic': np.float64(332.5629745673556)}, 1535: {'params': mu           7260.489242
omega       11337.315888
alpha[1]        1.000000
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -143.02866143376212, 'aic': 294.05732286752425, 'bic': np.float64(298.23541261841797)}, 1540: {'params': mu          7.215799e+03
omega       3.528360e+03
alpha[1]    1.317957e-15
beta[1]     9.328409e-01
Name: params, dtype: float64, 'loglikelihood': -139.19612137087236, 'aic': 286.3922427417447, 'bic': np.float64(290.57033249263844)}, 1545: {'params': mu           7197.758644
omega       15066.687891
alpha[1]        0.000000
beta[1]         0.524061
Name: params, dtype: float64, 'loglikelihood': -138.01659877361482, 'aic': 284.03319754722963, 'bic': np.float64(288.21128729812335)}, 1550: {'params': mu           7231.982154
omega       21116.463637
alpha[1]        0.017011
beta[1]         0.503902
Name: params, dtype: float64, 'loglikelihood': -141.55439120191323, 'aic': 291.10878240382647, 'bic': np.float64(295.2868721547202)}, 1555: {'params': mu           7235.191228
omega       20731.698534
alpha[1]        0.010160
beta[1]         0.496755
Name: params, dtype: float64, 'loglikelihood': -141.45990531921802, 'aic': 290.91981063843605, 'bic': np.float64(295.09790038932977)}, 1560: {'params': mu           7299.018720
omega       17975.252141
alpha[1]        0.685455
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -139.11654269701572, 'aic': 286.23308539403143, 'bic': np.float64(290.41117514492515)}, 1565: {'params': mu          7362.371674
omega       3477.129319
alpha[1]       0.000000
beta[1]        0.927551
Name: params, dtype: float64, 'loglikelihood': -139.21409135799323, 'aic': 286.42818271598645, 'bic': np.float64(290.60627246688017)}, 1570: {'params': mu          7.360775e+03
omega       1.952462e+04
alpha[1]    1.000000e+00
beta[1]     1.948721e-15
Name: params, dtype: float64, 'loglikelihood': -150.7025882876571, 'aic': 309.4051765753142, 'bic': np.float64(313.58326632620793)}, 1575: {'params': mu          7.903859e+03
omega       1.865826e+05
alpha[1]    5.499273e-01
beta[1]     1.849981e-16
Name: params, dtype: float64, 'loglikelihood': -163.21402756941217, 'aic': 334.42805513882433, 'bic': np.float64(338.60614488971805)}, 1580: {'params': mu            8263.837015
omega       156886.662910
alpha[1]         0.781127
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -164.34860154521502, 'aic': 336.69720309043004, 'bic': np.float64(340.87529284132376)}, 1585: {'params': mu           8770.349521
omega       66655.462228
alpha[1]        0.802476
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -155.73089151784515, 'aic': 319.4617830356903, 'bic': np.float64(323.639872786584)}, 1590: {'params': mu           9206.551058
omega       46951.279871
alpha[1]        0.692331
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -148.6416545053721, 'aic': 305.2833090107442, 'bic': np.float64(309.4613987616379)}, 1595: {'params': mu          9.228895e+03
omega       1.018080e+05
alpha[1]    1.000000e+00
beta[1]     3.934076e-15
Name: params, dtype: float64, 'loglikelihood': -156.14241054575587, 'aic': 320.28482109151173, 'bic': np.float64(324.46291084240545)}, 1600: {'params': mu            8736.400065
omega       234048.845238
alpha[1]         0.100499
beta[1]          0.400005
Name: params, dtype: float64, 'loglikelihood': -166.80065106525313, 'aic': 341.60130213050627, 'bic': np.float64(345.7793918814)}, 1605: {'params': mu          8083.568456
omega       7778.372403
alpha[1]       0.982186
beta[1]        0.017814
Name: params, dtype: float64, 'loglikelihood': -156.10986012613657, 'aic': 320.21972025227313, 'bic': np.float64(324.39781000316685)}, 1610: {'params': mu          8.178423e+03
omega       2.184427e+04
alpha[1]    1.000000e+00
beta[1]     1.195231e-16
Name: params, dtype: float64, 'loglikelihood': -150.294426854914, 'aic': 308.588853709828, 'bic': np.float64(312.76694346072173)}, 1615: {'params': mu           8194.070530
omega       15616.902452
alpha[1]        0.000000
beta[1]         0.511068
Name: params, dtype: float64, 'loglikelihood': -138.45389737880583, 'aic': 284.90779475761167, 'bic': np.float64(289.0858845085054)}, 1620: {'params': mu           8225.533179
omega       12678.228259
alpha[1]        0.000000
beta[1]         0.497050
Name: params, dtype: float64, 'loglikelihood': -136.2744953083985, 'aic': 280.548990616797, 'bic': np.float64(284.72708036769075)}, 1625: {'params': mu          8.188325e+03
omega       7.596821e+04
alpha[1]    1.000000e+00
beta[1]     9.862380e-16
Name: params, dtype: float64, 'loglikelihood': -152.5941662374447, 'aic': 313.1883324748894, 'bic': np.float64(317.36642222578314)}, 1630: {'params': mu          8.158976e+03
omega       7.949731e+04
alpha[1]    1.000000e+00
beta[1]     1.053102e-16
Name: params, dtype: float64, 'loglikelihood': -163.042569472821, 'aic': 334.085138945642, 'bic': np.float64(338.2632286965357)}, 1635: {'params': mu            9360.764768
omega       277956.288730
alpha[1]         0.652101
beta[1]          0.045867
Name: params, dtype: float64, 'loglikelihood': -173.54542414782546, 'aic': 355.0908482956509, 'bic': np.float64(359.26893804654463)}, 1640: {'params': mu          1.020285e+04
omega       1.792150e+05
alpha[1]    9.461823e-01
beta[1]     3.360826e-15
Name: params, dtype: float64, 'loglikelihood': -158.3708117145587, 'aic': 324.7416234291174, 'bic': np.float64(328.9197131800111)}, 1645: {'params': mu          10300.757044
omega       13551.981558
alpha[1]        0.411204
beta[1]         0.081745
Name: params, dtype: float64, 'loglikelihood': -135.81934518424356, 'aic': 279.6386903684871, 'bic': np.float64(283.81678011938084)}, 1650: {'params': mu          10284.606277
omega       11382.907548
alpha[1]        0.625610
beta[1]         0.374390
Name: params, dtype: float64, 'loglikelihood': -145.43909764977573, 'aic': 298.87819529955146, 'bic': np.float64(303.0562850504452)}, 1655: {'params': mu          10251.430644
omega       57130.579260
alpha[1]        0.485834
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -149.0021199973302, 'aic': 306.0042399946604, 'bic': np.float64(310.1823297455541)}, 1660: {'params': mu          1.028595e+04
omega       7.475867e+04
alpha[1]    4.724916e-01
beta[1]     2.071366e-16
Name: params, dtype: float64, 'loglikelihood': -152.91475798500608, 'aic': 313.82951597001215, 'bic': np.float64(318.0076057209059)}, 1665: {'params': mu          10256.836711
omega       74833.532470
alpha[1]        0.635118
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -152.92937735320623, 'aic': 313.85875470641247, 'bic': np.float64(318.0368444573062)}, 1670: {'params': mu          10303.021407
omega       45292.336610
alpha[1]        1.000000
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -156.55924214503477, 'aic': 321.11848429006955, 'bic': np.float64(325.29657404096326)}, 1675: {'params': mu           10951.409694
omega       236926.922207
alpha[1]         0.340719
beta[1]          0.126893
Name: params, dtype: float64, 'loglikelihood': -166.70680997591217, 'aic': 341.41361995182433, 'bic': np.float64(345.59170970271805)}, 1680: {'params': mu           10848.802294
omega       310124.580428
alpha[1]         0.570598
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -168.6915105254463, 'aic': 345.3830210508926, 'bic': np.float64(349.5611108017863)}, 1685: {'params': mu           10733.633164
omega       402431.561102
alpha[1]         0.548011
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -171.61389919885698, 'aic': 351.22779839771397, 'bic': np.float64(355.4058881486077)}, 1690: {'params': mu          1.050529e+04
omega       1.915347e+05
alpha[1]    7.409031e-01
beta[1]     1.067841e-16
Name: params, dtype: float64, 'loglikelihood': -166.6209834303554, 'aic': 341.2419668607108, 'bic': np.float64(345.42005661160454)}, 1695: {'params': mu           10143.766637
omega       111825.028254
alpha[1]         0.000000
beta[1]          0.493149
Name: params, dtype: float64, 'loglikelihood': -159.13923453937565, 'aic': 326.2784690787513, 'bic': np.float64(330.456558829645)}, 1700: {'params': mu          1.051247e+04
omega       7.636283e+04
alpha[1]    1.000000e+00
beta[1]     1.643130e-14
Name: params, dtype: float64, 'loglikelihood': -169.80366657090659, 'aic': 347.60733314181317, 'bic': np.float64(351.7854228927069)}, 1705: {'params': mu          1.091688e+04
omega       3.413965e+05
alpha[1]    4.989202e-01
beta[1]     1.948951e-17
Name: params, dtype: float64, 'loglikelihood': -169.63277838137822, 'aic': 347.26555676275643, 'bic': np.float64(351.44364651365015)}, 1710: {'params': mu           11127.934273
omega       306156.975306
alpha[1]         0.378441
beta[1]          0.120368
Name: params, dtype: float64, 'loglikelihood': -169.04634156464323, 'aic': 346.09268312928646, 'bic': np.float64(350.2707728801802)}, 1715: {'params': mu          1.152794e+04
omega       2.355853e+05
alpha[1]    3.570061e-14
beta[1]     4.738203e-01
Name: params, dtype: float64, 'loglikelihood': -166.95118624489902, 'aic': 341.90237248979804, 'bic': np.float64(346.08046224069176)}, 1720: {'params': mu           11232.255737
omega       426549.276482
alpha[1]         0.469965
beta[1]          0.144582
Name: params, dtype: float64, 'loglikelihood': -172.22961715105833, 'aic': 352.45923430211667, 'bic': np.float64(356.6373240530104)}, 1725: {'params': mu           10583.790531
omega       765712.199656
alpha[1]         0.463857
beta[1]          0.134109
Name: params, dtype: float64, 'loglikelihood': -178.73906530925566, 'aic': 365.47813061851133, 'bic': np.float64(369.65622036940505)}, 1730: {'params': mu            9847.009631
omega       755292.694458
alpha[1]         0.781472
beta[1]          0.037658
Name: params, dtype: float64, 'loglikelihood': -182.14368355036476, 'aic': 372.2873671007295, 'bic': np.float64(376.46545685162323)}, 1735: {'params': mu            8830.763992
omega       350762.744714
alpha[1]         0.731427
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -172.38306845940733, 'aic': 352.76613691881465, 'bic': np.float64(356.94422666970837)}, 1740: {'params': mu          8.348291e+03
omega       1.332821e+05
alpha[1]    5.142950e-01
beta[1]     9.492407e-16
Name: params, dtype: float64, 'loglikelihood': -159.59999049496236, 'aic': 327.1999809899247, 'bic': np.float64(331.37807074081843)}, 1745: {'params': mu          8.222200e+03
omega       4.210548e+04
alpha[1]    5.898060e-16
beta[1]     7.114848e-01
Name: params, dtype: float64, 'loglikelihood': -154.22141518420136, 'aic': 316.4428303684027, 'bic': np.float64(320.62092011929644)}, 1750: {'params': mu          8.149319e+03
omega       7.544528e+04
alpha[1]    3.989864e-17
beta[1]     4.965772e-01
Name: params, dtype: float64, 'loglikelihood': -155.0023466367149, 'aic': 318.0046932734298, 'bic': np.float64(322.1827830243235)}, 1755: {'params': mu           8136.466605
omega       95948.660636
alpha[1]        0.000000
beta[1]         0.503616
Name: params, dtype: float64, 'loglikelihood': -157.52528401999425, 'aic': 323.0505680399885, 'bic': np.float64(327.2286577908822)}, 1760: {'params': mu            7884.986194
omega       171837.823106
alpha[1]         0.759987
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -161.25587467704992, 'aic': 330.51174935409983, 'bic': np.float64(334.68983910499355)}, 1765: {'params': mu          7.243346e+03
omega       2.208466e+05
alpha[1]    6.932742e-01
beta[1]     7.241662e-17
Name: params, dtype: float64, 'loglikelihood': -169.49337103813747, 'aic': 346.98674207627494, 'bic': np.float64(351.16483182716865)}, 1770: {'params': mu          6.690020e+03
omega       5.066466e+05
alpha[1]    5.597912e-01
beta[1]     4.421902e-15
Name: params, dtype: float64, 'loglikelihood': -174.04183510831575, 'aic': 356.0836702166315, 'bic': np.float64(360.2617599675252)}, 1775: {'params': mu            5696.667794
omega       261678.731192
alpha[1]         0.827075
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -166.04486461280837, 'aic': 340.08972922561674, 'bic': np.float64(344.26781897651045)}, 1780: {'params': mu          5.373007e+03
omega       3.329330e+04
alpha[1]    9.003594e-01
beta[1]     8.069532e-15
Name: params, dtype: float64, 'loglikelihood': -146.97383071600274, 'aic': 301.9476614320055, 'bic': np.float64(306.1257511828992)}, 1785: {'params': mu          5.287674e+03
omega       1.234345e+04
alpha[1]    9.583136e-01
beta[1]     5.455875e-16
Name: params, dtype: float64, 'loglikelihood': -133.90248667558012, 'aic': 275.80497335116024, 'bic': np.float64(279.98306310205396)}, 1790: {'params': mu          5.264652e+03
omega       7.490292e+03
alpha[1]    7.819111e-01
beta[1]     3.922527e-14
Name: params, dtype: float64, 'loglikelihood': -128.52597713215422, 'aic': 265.05195426430845, 'bic': np.float64(269.23004401520217)}, 1795: {'params': mu          5197.531294
omega       8671.934253
alpha[1]       0.345563
beta[1]        0.144202
Name: params, dtype: float64, 'loglikelihood': -131.65491788608816, 'aic': 271.3098357721763, 'bic': np.float64(275.48792552307003)}, 1800: {'params': mu          5.141659e+03
omega       4.965598e+04
alpha[1]    1.000000e+00
beta[1]     1.381778e-13
Name: params, dtype: float64, 'loglikelihood': -144.01630322807247, 'aic': 296.03260645614495, 'bic': np.float64(300.21069620703867)}, 1805: {'params': mu          5.069552e+03
omega       7.017860e+04
alpha[1]    1.000000e+00
beta[1]     1.016945e-15
Name: params, dtype: float64, 'loglikelihood': -154.365495483965, 'aic': 316.73099096793, 'bic': np.float64(320.9090807188237)}, 1810: {'params': mu           4089.557570
omega       83443.337028
alpha[1]        0.921299
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -156.50167678760727, 'aic': 321.00335357521453, 'bic': np.float64(325.18144332610825)}, 1815: {'params': mu           4018.236539
omega       13125.798902
alpha[1]        1.000000
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -135.1814700770055, 'aic': 278.362940154011, 'bic': np.float64(282.54102990490475)}, 1820: {'params': mu          3992.595672
omega       1569.693310
alpha[1]       0.815027
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -114.85226868561874, 'aic': 237.70453737123748, 'bic': np.float64(241.88262712213117)}, 1825: {'params': mu          3.941627e+03
omega       9.945634e+02
alpha[1]    3.590878e-16
beta[1]     7.203649e-01
Name: params, dtype: float64, 'loglikelihood': -114.84704778661427, 'aic': 237.69409557322854, 'bic': np.float64(241.87218532412223)}, 1830: {'params': mu          3887.728199
omega       3119.616993
alpha[1]       0.613738
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -120.41695742563847, 'aic': 248.83391485127694, 'bic': np.float64(253.01200460217063)}, 1835: {'params': mu          3854.869146
omega       1924.720700
alpha[1]       0.000000
beta[1]        0.438825
Name: params, dtype: float64, 'loglikelihood': -116.26336527782324, 'aic': 240.52673055564648, 'bic': np.float64(244.70482030654017)}, 1840: {'params': mu          3.861823e+03
omega       3.626891e+03
alpha[1]    6.046999e-01
beta[1]     1.444800e-13
Name: params, dtype: float64, 'loglikelihood': -122.33172804981268, 'aic': 252.66345609962536, 'bic': np.float64(256.8415458505191)}, 1845: {'params': mu          3.830662e+03
omega       4.930608e+03
alpha[1]    1.000000e+00
beta[1]     2.880570e-11
Name: params, dtype: float64, 'loglikelihood': -128.63486439739268, 'aic': 265.26972879478535, 'bic': np.float64(269.44781854567907)}, 1850: {'params': mu           3778.628600
omega       10816.520070
alpha[1]        0.054921
beta[1]         0.461517
Name: params, dtype: float64, 'loglikelihood': -134.53861599595416, 'aic': 277.0772319919083, 'bic': np.float64(281.25532174280204)}, 1855: {'params': mu           3605.239208
omega       11465.160903
alpha[1]        1.000000
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -137.79420331239348, 'aic': 283.58840662478696, 'bic': np.float64(287.7664963756807)}, 1860: {'params': mu          3.582171e+03
omega       9.725754e+03
alpha[1]    6.320969e-01
beta[1]     5.979553e-14
Name: params, dtype: float64, 'loglikelihood': -130.65143928977457, 'aic': 269.30287857954914, 'bic': np.float64(273.48096833044286)}, 1865: {'params': mu          3.487304e+03
omega       4.232671e+03
alpha[1]    6.192092e-01
beta[1]     8.089845e-16
Name: params, dtype: float64, 'loglikelihood': -122.71178493743496, 'aic': 253.4235698748699, 'bic': np.float64(257.6016596257636)}, 1870: {'params': mu          3511.100374
omega       1750.525948
alpha[1]       0.641084
beta[1]        0.017295
Name: params, dtype: float64, 'loglikelihood': -118.80744859415188, 'aic': 245.61489718830376, 'bic': np.float64(249.79298693919745)}, 1875: {'params': mu          3533.792106
omega       2378.958537
alpha[1]       0.037739
beta[1]        0.455317
Name: params, dtype: float64, 'loglikelihood': -118.6993232292753, 'aic': 245.3986464585506, 'bic': np.float64(249.57673620944428)}, 1880: {'params': mu          3.580037e+03
omega       2.026062e+03
alpha[1]    6.406519e-01
beta[1]     1.303901e-15
Name: params, dtype: float64, 'loglikelihood': -113.782406622569, 'aic': 235.564813245138, 'bic': np.float64(239.7429029960317)}, 1885: {'params': mu          3615.027189
omega       7875.841134
alpha[1]       0.397953
beta[1]        0.255649
Name: params, dtype: float64, 'loglikelihood': -132.88609845815705, 'aic': 273.7721969163141, 'bic': np.float64(277.9502866672078)}, 1890: {'params': mu           3699.275262
omega       12384.610388
alpha[1]        0.415124
beta[1]         0.030464
Name: params, dtype: float64, 'loglikelihood': -135.22432684699388, 'aic': 278.44865369398775, 'bic': np.float64(282.62674344488147)}, 1895: {'params': mu          3772.296429
omega       2216.831977
alpha[1]       0.614801
beta[1]        0.302941
Name: params, dtype: float64, 'loglikelihood': -133.04867840104737, 'aic': 274.09735680209474, 'bic': np.float64(278.27544655298846)}, 1900: {'params': mu          3.838847e+03
omega       4.564230e+03
alpha[1]    3.391929e-16
beta[1]     6.598096e-01
Name: params, dtype: float64, 'loglikelihood': -130.75005660584148, 'aic': 269.50011321168296, 'bic': np.float64(273.6782029625767)}, 1905: {'params': mu          3796.924910
omega       3089.188700
alpha[1]       0.398136
beta[1]        0.601864
Name: params, dtype: float64, 'loglikelihood': -135.0699110921163, 'aic': 278.1398221842326, 'bic': np.float64(282.31791193512635)}, 1910: {'params': mu          3.762543e+03
omega       3.296668e+04
alpha[1]    5.975550e-01
beta[1]     5.035822e-15
Name: params, dtype: float64, 'loglikelihood': -144.65456704161866, 'aic': 297.3091340832373, 'bic': np.float64(301.48722383413104)}, 1915: {'params': mu           3477.218615
omega       33694.785888
alpha[1]        0.697624
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -144.75491875779446, 'aic': 297.5098375155889, 'bic': np.float64(301.68792726648263)}, 1920: {'params': mu          3.496320e+03
omega       4.339913e+04
alpha[1]    8.057495e-01
beta[1]     3.081150e-14
Name: params, dtype: float64, 'loglikelihood': -146.6397725554138, 'aic': 301.2795451108276, 'bic': np.float64(305.4576348617213)}, 1925: {'params': mu          3.694848e+03
omega       6.158652e+04
alpha[1]    4.987781e-01
beta[1]     1.597401e-15
Name: params, dtype: float64, 'loglikelihood': -151.92881133167847, 'aic': 311.85762266335695, 'bic': np.float64(316.03571241425067)}, 1930: {'params': mu           4009.719293
omega       63147.371695
alpha[1]        0.643519
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -151.06878765350507, 'aic': 310.13757530701014, 'bic': np.float64(314.31566505790386)}, 1935: {'params': mu          4.098715e+03
omega       1.101998e+05
alpha[1]    9.304306e-01
beta[1]     4.999238e-14
Name: params, dtype: float64, 'loglikelihood': -156.6105291040945, 'aic': 321.221058208189, 'bic': np.float64(325.3991479590827)}, 1940: {'params': mu            4908.219902
omega       241425.718948
alpha[1]         0.720599
beta[1]          0.016098
Name: params, dtype: float64, 'loglikelihood': -170.78252709312426, 'aic': 349.5650541862485, 'bic': np.float64(353.74314393714224)}, 1945: {'params': mu          5.466208e+03
omega       2.790970e+05
alpha[1]    7.374387e-01
beta[1]     2.462279e-16
Name: params, dtype: float64, 'loglikelihood': -171.65702682150044, 'aic': 351.3140536430009, 'bic': np.float64(355.4921433938946)}, 1950: {'params': mu            6388.454654
omega       120243.447649
alpha[1]         0.972906
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -157.0982507163974, 'aic': 322.1965014327948, 'bic': np.float64(326.3745911836885)}, 1955: {'params': mu          6.429318e+03
omega       6.461505e+03
alpha[1]    1.000000e+00
beta[1]     1.479805e-14
Name: params, dtype: float64, 'loglikelihood': -129.10625363721243, 'aic': 266.21250727442487, 'bic': np.float64(270.3905970253186)}, 1960: {'params': mu          6468.643880
omega       2265.485145
alpha[1]       0.459410
beta[1]        0.015760
Name: params, dtype: float64, 'loglikelihood': -117.5300291507676, 'aic': 243.0600583015352, 'bic': np.float64(247.2381480524289)}, 1965: {'params': mu          6500.397478
omega       3815.758593
alpha[1]       0.762666
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -121.46414120084391, 'aic': 250.92828240168782, 'bic': np.float64(255.1063721525815)}, 1970: {'params': mu          6520.804255
omega       4700.328635
alpha[1]       0.898435
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -126.3503666104193, 'aic': 260.70073322083863, 'bic': np.float64(264.8788229717323)}, 1975: {'params': mu          6.532764e+03
omega       1.753951e+03
alpha[1]    1.000000e+00
beta[1]     1.221245e-14
Name: params, dtype: float64, 'loglikelihood': -125.24326974630745, 'aic': 258.4865394926149, 'bic': np.float64(262.6646292435086)}, 1980: {'params': mu          6.580010e+03
omega       5.429528e+03
alpha[1]    7.275965e-01
beta[1]     1.576682e-14
Name: params, dtype: float64, 'loglikelihood': -126.76724745501522, 'aic': 261.53449491003045, 'bic': np.float64(265.71258466092416)}, 1985: {'params': mu          6608.021947
omega       1962.107616
alpha[1]       1.000000
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -125.13535798556177, 'aic': 258.27071597112354, 'bic': np.float64(262.44880572201725)}, 1990: {'params': mu          6.611949e+03
omega       4.460114e+03
alpha[1]    1.000000e+00
beta[1]     1.395074e-16
Name: params, dtype: float64, 'loglikelihood': -124.45266882869947, 'aic': 256.90533765739895, 'bic': np.float64(261.08342740829266)}, 1995: {'params': mu          6611.777489
omega       1601.913557
alpha[1]       0.942849
beta[1]        0.057151
Name: params, dtype: float64, 'loglikelihood': -125.20852186827167, 'aic': 258.41704373654335, 'bic': np.float64(262.59513348743707)}, 2000: {'params': mu          6534.198271
omega       8939.815150
alpha[1]       0.581695
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -132.01834684786573, 'aic': 272.03669369573146, 'bic': np.float64(276.2147834466252)}, 2005: {'params': mu          6.457703e+03
omega       1.321905e+04
alpha[1]    6.164012e-01
beta[1]     4.045984e-11
Name: params, dtype: float64, 'loglikelihood': -135.3530049435339, 'aic': 278.7060098870678, 'bic': np.float64(282.8840996379615)}, 2010: {'params': mu          6.393845e+03
omega       3.486951e+04
alpha[1]    1.000000e+00
beta[1]     4.652573e-13
Name: params, dtype: float64, 'loglikelihood': -145.51954973020878, 'aic': 299.03909946041756, 'bic': np.float64(303.2171892113113)}, 2015: {'params': mu           6689.593607
omega       76902.444512
alpha[1]        0.217980
beta[1]         0.260454
Name: params, dtype: float64, 'loglikelihood': -154.959768100338, 'aic': 317.919536200676, 'bic': np.float64(322.09762595156974)}, 2020: {'params': mu           7002.657296
omega       13718.422785
alpha[1]        1.000000
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -151.08936287579982, 'aic': 310.17872575159964, 'bic': np.float64(314.35681550249336)}, 2025: {'params': mu           6780.253822
omega       56770.010290
alpha[1]        0.272680
beta[1]         0.233086
Name: params, dtype: float64, 'loglikelihood': -151.59203106170145, 'aic': 311.1840621234029, 'bic': np.float64(315.3621518742966)}, 2030: {'params': mu          6.477496e+03
omega       3.413234e+04
alpha[1]    7.808123e-01
beta[1]     4.838381e-17
Name: params, dtype: float64, 'loglikelihood': -149.17322879813744, 'aic': 306.3464575962749, 'bic': np.float64(310.5245473471686)}, 2035: {'params': mu          6.404264e+03
omega       1.736112e+04
alpha[1]    7.656964e-01
beta[1]     2.995531e-17
Name: params, dtype: float64, 'loglikelihood': -141.5488855984404, 'aic': 291.0977711968808, 'bic': np.float64(295.2758609477745)}, 2040: {'params': mu           6416.047619
omega       10743.700534
alpha[1]        1.000000
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -143.17164323048536, 'aic': 294.3432864609707, 'bic': np.float64(298.52137621186444)}, 2045: {'params': mu          6.420500e+03
omega       1.307565e+05
alpha[1]    9.178821e-01
beta[1]     4.153895e-14
Name: params, dtype: float64, 'loglikelihood': -159.88276014931623, 'aic': 327.76552029863245, 'bic': np.float64(331.94361004952617)}, 2050: {'params': mu          7.290802e+03
omega       1.822713e+05
alpha[1]    7.733779e-01
beta[1]     3.198058e-15
Name: params, dtype: float64, 'loglikelihood': -167.3159663214922, 'aic': 342.6319326429844, 'bic': np.float64(346.8100223938781)}, 2055: {'params': mu          7.570320e+03
omega       1.514042e+05
alpha[1]    6.140223e-01
beta[1]     7.454120e-13
Name: params, dtype: float64, 'loglikelihood': -160.24997729634347, 'aic': 328.49995459268695, 'bic': np.float64(332.67804434358067)}, 2060: {'params': mu          7.573171e+03
omega       1.662545e+05
alpha[1]    7.008740e-01
beta[1]     1.751158e-14
Name: params, dtype: float64, 'loglikelihood': -159.74400379995785, 'aic': 327.4880075999157, 'bic': np.float64(331.6660973508094)}, 2065: {'params': mu            7257.778849
omega       169380.347781
alpha[1]         0.754218
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -165.8919624198786, 'aic': 339.7839248397572, 'bic': np.float64(343.96201459065094)}, 2070: {'params': mu            6630.424677
omega       100383.575989
alpha[1]         0.935636
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -159.6324441017839, 'aic': 327.2648882035678, 'bic': np.float64(331.4429779544615)}, 2075: {'params': mu          6.541611e+03
omega       1.326803e+04
alpha[1]    1.000000e+00
beta[1]     3.081488e-33
Name: params, dtype: float64, 'loglikelihood': -145.58889732341208, 'aic': 299.17779464682417, 'bic': np.float64(303.3558843977179)}, 2080: {'params': mu           6380.273425
omega       25970.300978
alpha[1]        0.496392
beta[1]         0.042186
Name: params, dtype: float64, 'loglikelihood': -143.7159578192467, 'aic': 295.4319156384934, 'bic': np.float64(299.61000538938714)}, 2085: {'params': mu          6.536622e+03
omega       3.660688e+04
alpha[1]    7.130535e-01
beta[1]     4.894654e-16
Name: params, dtype: float64, 'loglikelihood': -146.39925388920443, 'aic': 300.79850777840886, 'bic': np.float64(304.9765975293026)}, 2090: {'params': mu           6470.879114
omega       32409.136609
alpha[1]        0.659389
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -145.30378562020536, 'aic': 298.6075712404107, 'bic': np.float64(302.78566099130444)}, 2095: {'params': mu           6476.386247
omega       66470.097113
alpha[1]        0.705227
beta[1]         0.121025
Name: params, dtype: float64, 'loglikelihood': -153.03051755917556, 'aic': 314.0610351183511, 'bic': np.float64(318.23912486924485)}, 2100: {'params': mu           6603.990045
omega       85214.646492
alpha[1]        0.721348
beta[1]         0.022501
Name: params, dtype: float64, 'loglikelihood': -157.8769708648695, 'aic': 323.753941729739, 'bic': np.float64(327.9320314806327)}, 2105: {'params': mu            7117.582597
omega       130081.954716
alpha[1]         0.311675
beta[1]          0.180617
Name: params, dtype: float64, 'loglikelihood': -160.6445449056637, 'aic': 329.2890898113274, 'bic': np.float64(333.46717956222113)}, 2110: {'params': mu          7401.213997
omega       3331.787616
alpha[1]       0.187166
beta[1]        0.631320
Name: params, dtype: float64, 'loglikelihood': -149.12633359836403, 'aic': 306.25266719672805, 'bic': np.float64(310.4307569476218)}, 2115: {'params': mu          7.632276e+03
omega       1.018140e+04
alpha[1]    1.000000e+00
beta[1]     6.106227e-14
Name: params, dtype: float64, 'loglikelihood': -143.0992418206369, 'aic': 294.1984836412738, 'bic': np.float64(298.37657339216753)}, 2120: {'params': mu          7.572195e+03
omega       8.988584e+04
alpha[1]    7.945294e-01
beta[1]     3.907762e-16
Name: params, dtype: float64, 'loglikelihood': -154.16953455562677, 'aic': 316.33906911125354, 'bic': np.float64(320.51715886214726)}, 2125: {'params': mu           8334.372092
omega       87804.638518
alpha[1]        0.752894
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -159.58526321146888, 'aic': 327.17052642293777, 'bic': np.float64(331.3486161738315)}, 2130: {'params': mu            8553.044148
omega       127586.755115
alpha[1]         0.859395
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -160.58120476466837, 'aic': 329.16240952933674, 'bic': np.float64(333.34049928023046)}, 2135: {'params': mu          8.935416e+03
omega       1.517254e+05
alpha[1]    5.030051e-01
beta[1]     2.497953e-15
Name: params, dtype: float64, 'loglikelihood': -161.1384844011552, 'aic': 330.2769688023104, 'bic': np.float64(334.45505855320414)}, 2140: {'params': mu           9146.942188
omega       88971.765539
alpha[1]        0.606484
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -154.44806721758712, 'aic': 316.89613443517425, 'bic': np.float64(321.07422418606797)}, 2145: {'params': mu           9212.705760
omega       49467.075449
alpha[1]        0.556944
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -149.21250016329716, 'aic': 306.42500032659433, 'bic': np.float64(310.60309007748805)}, 2150: {'params': mu          9.142702e+03
omega       1.531331e+05
alpha[1]    6.022975e-01
beta[1]     1.622410e-14
Name: params, dtype: float64, 'loglikelihood': -159.38600683497873, 'aic': 326.77201366995746, 'bic': np.float64(330.9501034208512)}, 2155: {'params': mu            8512.162762
omega       167364.208457
alpha[1]         0.611406
beta[1]          0.230291
Name: params, dtype: float64, 'loglikelihood': -167.29995282743852, 'aic': 342.59990565487703, 'bic': np.float64(346.77799540577075)}, 2160: {'params': mu            7935.203041
omega       231563.404687
alpha[1]         0.778928
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -169.31402239265316, 'aic': 346.6280447853063, 'bic': np.float64(350.80613453620003)}, 2165: {'params': mu            7452.516969
omega       132128.471687
alpha[1]         0.067673
beta[1]          0.572841
Name: params, dtype: float64, 'loglikelihood': -165.87348891913615, 'aic': 339.7469778382723, 'bic': np.float64(343.925067589166)}, 2170: {'params': mu           7289.102361
omega       88334.646707
alpha[1]        0.207212
beta[1]         0.461698
Name: params, dtype: float64, 'loglikelihood': -161.6431392423909, 'aic': 331.2862784847818, 'bic': np.float64(335.4643682356755)}, 2175: {'params': mu            7001.807331
omega       186105.979296
alpha[1]         0.847507
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -164.22436526483384, 'aic': 336.44873052966767, 'bic': np.float64(340.6268202805614)}, 2180: {'params': mu          7.866394e+03
omega       2.960413e+05
alpha[1]    5.434095e-01
beta[1]     8.150999e-14
Name: params, dtype: float64, 'loglikelihood': -168.11729135309142, 'aic': 344.23458270618283, 'bic': np.float64(348.41267245707655)}, 2185: {'params': mu            8313.479411
omega       147786.514722
alpha[1]         0.752583
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -163.81651796798178, 'aic': 335.63303593596356, 'bic': np.float64(339.8111256868573)}, 2190: {'params': mu            8845.762287
omega       206511.613692
alpha[1]         0.804735
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -162.36468582768862, 'aic': 332.72937165537724, 'bic': np.float64(336.90746140627095)}, 2195: {'params': mu            9468.358890
omega       649470.635355
alpha[1]         0.584562
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -175.20462227106682, 'aic': 358.40924454213365, 'bic': np.float64(362.58733429302737)}, 2200: {'params': mu            9848.932194
omega       511774.389680
alpha[1]         0.490709
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -173.45128414607402, 'aic': 354.90256829214803, 'bic': np.float64(359.08065804304175)}, 2205: {'params': mu           10317.355034
omega       177702.821327
alpha[1]         0.329002
beta[1]          0.349255
Name: params, dtype: float64, 'loglikelihood': -168.6119972051222, 'aic': 345.2239944102444, 'bic': np.float64(349.40208416113813)}, 2210: {'params': mu           10529.400001
omega       176693.772857
alpha[1]         0.000000
beta[1]          0.502112
Name: params, dtype: float64, 'loglikelihood': -163.93845610459212, 'aic': 335.87691220918424, 'bic': np.float64(340.05500196007796)}, 2215: {'params': mu            9916.652935
omega       243672.726042
alpha[1]         0.842163
beta[1]          0.059195
Name: params, dtype: float64, 'loglikelihood': -171.3247507858074, 'aic': 350.6495015716148, 'bic': np.float64(354.8275913225085)}, 2220: {'params': mu            9293.661877
omega       765787.578797
alpha[1]         0.506651
beta[1]          0.025439
Name: params, dtype: float64, 'loglikelihood': -178.50865587244525, 'aic': 365.0173117448905, 'bic': np.float64(369.1954014957842)}, 2225: {'params': mu          9.118358e+03
omega       6.425511e+05
alpha[1]    5.811322e-01
beta[1]     9.123158e-15
Name: params, dtype: float64, 'loglikelihood': -176.1641130667655, 'aic': 360.328226133531, 'bic': np.float64(364.50631588442474)}, 2230: {'params': mu            9307.432755
omega       955916.704108
alpha[1]         0.581807
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -179.66320182858115, 'aic': 367.3264036571623, 'bic': np.float64(371.504493408056)}, 2235: {'params': mu          9.979532e+03
omega       1.315176e+06
alpha[1]    6.002857e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -183.61973672170686, 'aic': 375.2394734434137, 'bic': np.float64(379.41756319430743)}, 2240: {'params': mu          1.093092e+04
omega       7.747783e+05
alpha[1]    7.531384e-01
beta[1]     2.265687e-15
Name: params, dtype: float64, 'loglikelihood': -178.28971011953, 'aic': 364.57942023906, 'bic': np.float64(368.75750998995375)}, 2245: {'params': mu           12104.675502
omega       176795.539806
alpha[1]         0.633546
beta[1]          0.366454
Name: params, dtype: float64, 'loglikelihood': -179.12524097648495, 'aic': 366.2504819529699, 'bic': np.float64(370.4285717038636)}, 2250: {'params': mu          1.326271e+04
omega       1.208498e+06
alpha[1]    7.364461e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -187.23299952848296, 'aic': 382.4659990569659, 'bic': np.float64(386.64408880785965)}, 2255: {'params': mu          1.404214e+04
omega       1.430581e+06
alpha[1]    5.875972e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -182.80901513494376, 'aic': 373.6180302698875, 'bic': np.float64(377.79612002078125)}, 2260: {'params': mu           14721.028673
omega       647091.584592
alpha[1]         0.546591
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -176.68527466292275, 'aic': 361.3705493258455, 'bic': np.float64(365.5486390767392)}, 2265: {'params': mu          1.482628e+04
omega       6.253472e+05
alpha[1]    5.372237e-01
beta[1]     2.057803e-14
Name: params, dtype: float64, 'loglikelihood': -176.55006407857022, 'aic': 361.10012815714043, 'bic': np.float64(365.27821790803415)}, 2270: {'params': mu          1.545347e+04
omega       1.809517e+06
alpha[1]    6.245525e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -185.78132183047228, 'aic': 379.56264366094456, 'bic': np.float64(383.7407334118383)}, 2275: {'params': mu          1.586707e+04
omega       1.812211e+06
alpha[1]    5.222837e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -187.03460778776773, 'aic': 382.06921557553545, 'bic': np.float64(386.24730532642917)}, 2280: {'params': mu          1.615091e+04
omega       1.473279e+06
alpha[1]    5.156877e-01
beta[1]     1.991535e-16
Name: params, dtype: float64, 'loglikelihood': -185.13440111165298, 'aic': 378.26880222330595, 'bic': np.float64(382.4468919741997)}, 2285: {'params': mu          1.543045e+04
omega       2.152724e+06
alpha[1]    7.940069e-01
beta[1]     5.047307e-14
Name: params, dtype: float64, 'loglikelihood': -191.71106227227745, 'aic': 391.4221245445549, 'bic': np.float64(395.6002142954486)}, 2290: {'params': mu          1.357741e+04
omega       2.985971e+06
alpha[1]    7.573323e-01
beta[1]     2.583926e-18
Name: params, dtype: float64, 'loglikelihood': -198.19551205566148, 'aic': 404.39102411132296, 'bic': np.float64(408.5691138622167)}, 2295: {'params': mu          1.141143e+04
omega       2.495555e+06
alpha[1]    8.086884e-01
beta[1]     8.102479e-15
Name: params, dtype: float64, 'loglikelihood': -193.06233795073683, 'aic': 394.12467590147367, 'bic': np.float64(398.3027656523674)}, 2300: {'params': mu            9510.879789
omega       790696.723201
alpha[1]         0.853660
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -181.96244516166905, 'aic': 371.9248903233381, 'bic': np.float64(376.1029800742318)}, 2305: {'params': mu            8245.225891
omega       504109.299503
alpha[1]         0.892153
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -174.94715956283298, 'aic': 357.89431912566596, 'bic': np.float64(362.0724088765597)}, 2310: {'params': mu          7.526975e+03
omega       3.540512e+05
alpha[1]    5.722160e-01
beta[1]     6.619752e-14
Name: params, dtype: float64, 'loglikelihood': -169.19482073556583, 'aic': 346.38964147113165, 'bic': np.float64(350.5677312220254)}, 2315: {'params': mu            7200.581763
omega       111234.729217
alpha[1]         0.726194
beta[1]          0.017804
Name: params, dtype: float64, 'loglikelihood': -161.17987176928403, 'aic': 330.35974353856807, 'bic': np.float64(334.5378332894618)}, 2320: {'params': mu          6.740906e+03
omega       1.718546e+05
alpha[1]    5.630963e-01
beta[1]     3.273715e-14
Name: params, dtype: float64, 'loglikelihood': -163.32708926040894, 'aic': 334.6541785208179, 'bic': np.float64(338.8322682717116)}, 2325: {'params': mu          6.497386e+03
omega       1.941070e+05
alpha[1]    5.096936e-01
beta[1]     6.129935e-15
Name: params, dtype: float64, 'loglikelihood': -164.37957397475077, 'aic': 336.75914794950154, 'bic': np.float64(340.93723770039526)}, 2330: {'params': mu            5904.912139
omega       109969.307679
alpha[1]         0.707497
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -157.5031231259711, 'aic': 323.0062462519422, 'bic': np.float64(327.1843360028359)}, 2335: {'params': mu           5774.095285
omega       27717.340704
alpha[1]        0.966521
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -145.6198299421892, 'aic': 299.2396598843784, 'bic': np.float64(303.4177496352721)}, 2340: {'params': mu          5.733936e+03
omega       6.999913e+04
alpha[1]    9.847045e-01
beta[1]     2.424318e-16
Name: params, dtype: float64, 'loglikelihood': -152.18233423015724, 'aic': 312.3646684603145, 'bic': np.float64(316.5427582112082)}, 2345: {'params': mu            5154.178899
omega       126677.852826
alpha[1]         0.706286
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -164.6058861860253, 'aic': 337.2117723720506, 'bic': np.float64(341.3898621229443)}, 2350: {'params': mu          4.429525e+03
omega       1.036823e+05
alpha[1]    7.545150e-01
beta[1]     3.679188e-15
Name: params, dtype: float64, 'loglikelihood': -156.73872398318872, 'aic': 321.47744796637744, 'bic': np.float64(325.65553771727116)}, 2355: {'params': mu           4318.990829
omega       51884.856493
alpha[1]        1.000000
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -150.93935051209573, 'aic': 309.87870102419146, 'bic': np.float64(314.0567907750852)}, 2360: {'params': mu           4070.801781
omega       39181.552383
alpha[1]        0.269305
beta[1]         0.212419
Name: params, dtype: float64, 'loglikelihood': -147.94997666554357, 'aic': 303.89995333108715, 'bic': np.float64(308.07804308198087)}, 2365: {'params': mu          3.929032e+03
omega       2.649433e+04
alpha[1]    8.033746e-17
beta[1]     6.623753e-01
Name: params, dtype: float64, 'loglikelihood': -149.23517002627074, 'aic': 306.4703400525415, 'bic': np.float64(310.6484298034352)}, 2370: {'params': mu          3939.869838
omega       9969.449100
alpha[1]       0.025140
beta[1]        0.913643
Name: params, dtype: float64, 'loglikelihood': -150.11810656684875, 'aic': 308.2362131336975, 'bic': np.float64(312.4143028845912)}, 2375: {'params': mu           4082.199915
omega       74705.866190
alpha[1]        0.000000
beta[1]         0.494510
Name: params, dtype: float64, 'loglikelihood': -154.9018951720288, 'aic': 317.8037903440576, 'bic': np.float64(321.9818800949513)}, 2380: {'params': mu           4425.501105
omega       84609.588716
alpha[1]        0.629897
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -152.5750134067981, 'aic': 313.1500268135962, 'bic': np.float64(317.3281165644899)}, 2385: {'params': mu           4435.772902
omega       19800.398745
alpha[1]        0.134454
beta[1]         0.340254
Name: params, dtype: float64, 'loglikelihood': -140.86614289579066, 'aic': 289.7322857915813, 'bic': np.float64(293.91037554247504)}, 2390: {'params': mu           4394.492596
omega       29658.353224
alpha[1]        0.626904
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -143.95811968772492, 'aic': 295.91623937544983, 'bic': np.float64(300.09432912634355)}, 2395: {'params': mu          4.258464e+03
omega       2.789938e+04
alpha[1]    6.281471e-01
beta[1]     4.343696e-14
Name: params, dtype: float64, 'loglikelihood': -141.55267702900645, 'aic': 291.1053540580129, 'bic': np.float64(295.2834438089066)}, 2400: {'params': mu          4.220889e+03
omega       1.047359e+04
alpha[1]    1.000000e+00
beta[1]     7.528181e-18
Name: params, dtype: float64, 'loglikelihood': -142.34430710841661, 'aic': 292.68861421683323, 'bic': np.float64(296.86670396772695)}, 2405: {'params': mu           4078.782746
omega       66640.064817
alpha[1]        0.955837
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -154.04848064677554, 'aic': 316.0969612935511, 'bic': np.float64(320.2750510444448)}, 2410: {'params': mu          3.451870e+03
omega       1.003960e+05
alpha[1]    7.641931e-01
beta[1]     1.020160e-15
Name: params, dtype: float64, 'loglikelihood': -159.95678516139014, 'aic': 327.9135703227803, 'bic': np.float64(332.091660073674)}, 2415: {'params': mu          2.819925e+03
omega       5.501041e+04
alpha[1]    9.300898e-01
beta[1]     6.815956e-16
Name: params, dtype: float64, 'loglikelihood': -152.4766772830698, 'aic': 312.9533545661396, 'bic': np.float64(317.1314443170333)}, 2420: {'params': mu           2749.606316
omega       37117.016235
alpha[1]        0.884662
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -142.91879446606515, 'aic': 293.8375889321303, 'bic': np.float64(298.015678683024)}, 2425: {'params': mu          2730.470703
omega       8293.743587
alpha[1]       1.000000
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -140.37751524891138, 'aic': 288.75503049782276, 'bic': np.float64(292.9331202487165)}, 2430: {'params': mu           2484.615864
omega       36372.880866
alpha[1]        0.518047
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -146.39654249085297, 'aic': 300.79308498170593, 'bic': np.float64(304.97117473259965)}, 2435: {'params': mu          2.527693e+03
omega       1.938467e+04
alpha[1]    8.045108e-01
beta[1]     2.470071e-15
Name: params, dtype: float64, 'loglikelihood': -143.34875678957755, 'aic': 294.6975135791551, 'bic': np.float64(298.8756033300488)}, 2440: {'params': mu          2.477911e+03
omega       1.858333e+04
alpha[1]    6.535803e-01
beta[1]     4.065472e-11
Name: params, dtype: float64, 'loglikelihood': -137.14805606172584, 'aic': 282.2961121234517, 'bic': np.float64(286.4742018743454)}, 2445: {'params': mu          2523.552201
omega       1159.472636
alpha[1]       0.172068
beta[1]        0.603920
Name: params, dtype: float64, 'loglikelihood': -125.61009067000991, 'aic': 259.22018134001985, 'bic': np.float64(263.3982710909135)}, 2450: {'params': mu          2.579164e+03
omega       7.076538e+02
alpha[1]    2.144057e-17
beta[1]     9.300037e-01
Name: params, dtype: float64, 'loglikelihood': -122.45258389018979, 'aic': 252.90516778037957, 'bic': np.float64(257.08325753127326)}, 2455: {'params': mu          2.572583e+03
omega       2.555372e+03
alpha[1]    6.574602e-16
beta[1]     7.228906e-01
Name: params, dtype: float64, 'loglikelihood': -124.72760851107492, 'aic': 257.45521702214984, 'bic': np.float64(261.63330677304356)}, 2460: {'params': mu          2624.835982
omega       5723.134505
alpha[1]       0.166698
beta[1]        0.595134
Name: params, dtype: float64, 'loglikelihood': -132.63055103098634, 'aic': 273.2611020619727, 'bic': np.float64(277.4391918128664)}, 2465: {'params': mu          2682.380065
omega       5722.665566
alpha[1]       0.118841
beta[1]        0.611017
Name: params, dtype: float64, 'loglikelihood': -133.05033425322264, 'aic': 274.1006685064453, 'bic': np.float64(278.278758257339)}, 2470: {'params': mu           2610.536407
omega       18742.592092
alpha[1]        0.403138
beta[1]         0.143840
Name: params, dtype: float64, 'loglikelihood': -139.49713326338625, 'aic': 286.9942665267725, 'bic': np.float64(291.1723562776662)}, 2475: {'params': mu           2530.031485
omega       34064.382506
alpha[1]        0.512565
beta[1]         0.016767
Name: params, dtype: float64, 'loglikelihood': -146.03472544378653, 'aic': 300.06945088757305, 'bic': np.float64(304.2475406384668)}, 2480: {'params': mu          2.323503e+03
omega       3.305451e+04
alpha[1]    6.216618e-01
beta[1]     1.509155e-15
Name: params, dtype: float64, 'loglikelihood': -143.90278027045298, 'aic': 295.80556054090596, 'bic': np.float64(299.9836502917997)}, 2485: {'params': mu          2.220393e+03
omega       1.840628e+04
alpha[1]    7.744901e-01
beta[1]     1.740495e-14
Name: params, dtype: float64, 'loglikelihood': -141.25012835223853, 'aic': 290.50025670447707, 'bic': np.float64(294.6783464553708)}, 2490: {'params': mu           2003.232065
omega       26469.980434
alpha[1]        0.560017
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -142.9462031667819, 'aic': 293.8924063335638, 'bic': np.float64(298.07049608445755)}, 2495: {'params': mu          1.763032e+03
omega       1.920976e+04
alpha[1]    8.105506e-01
beta[1]     9.465165e-16
Name: params, dtype: float64, 'loglikelihood': -139.3005703138612, 'aic': 286.6011406277224, 'bic': np.float64(290.7792303786161)}, 2500: {'params': mu          1.729819e+03
omega       9.531311e+03
alpha[1]    8.787201e-01
beta[1]     8.856527e-15
Name: params, dtype: float64, 'loglikelihood': -133.9394879809456, 'aic': 275.8789759618912, 'bic': np.float64(280.0570657127849)}, 2505: {'params': mu          1504.144495
omega       9289.678802
alpha[1]       0.828664
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -135.18783378157562, 'aic': 278.37566756315124, 'bic': np.float64(282.55375731404496)}, 2510: {'params': mu          1.342879e+03
omega       7.497314e+03
alpha[1]    8.116318e-01
beta[1]     4.789738e-16
Name: params, dtype: float64, 'loglikelihood': -131.90922209287422, 'aic': 271.81844418574843, 'bic': np.float64(275.99653393664215)}, 2515: {'params': mu          1260.203963
omega       3400.698994
alpha[1]       0.781124
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -121.95139455202451, 'aic': 251.90278910404902, 'bic': np.float64(256.08087885494274)}, 2520: {'params': mu          1229.480209
omega        905.576631
alpha[1]       0.712677
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -108.76990315874379, 'aic': 225.53980631748757, 'bic': np.float64(229.71789606838126)}, 2525: {'params': mu          1202.106944
omega        524.412624
alpha[1]       0.640337
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -102.05275171013945, 'aic': 212.1055034202789, 'bic': np.float64(216.28359317117258)}, 2530: {'params': mu          1.186625e+03
omega       5.675145e+02
alpha[1]    8.336210e-01
beta[1]     1.379170e-15
Name: params, dtype: float64, 'loglikelihood': -103.97185794663312, 'aic': 215.94371589326624, 'bic': np.float64(220.12180564415993)}, 2535: {'params': mu          1.174380e+03
omega       1.503514e+03
alpha[1]    9.269582e-01
beta[1]     5.471701e-14
Name: params, dtype: float64, 'loglikelihood': -114.75375270162549, 'aic': 237.50750540325097, 'bic': np.float64(241.68559515414466)}, 2540: {'params': mu          1090.392417
omega       3099.153712
alpha[1]       0.543336
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -119.55108061458863, 'aic': 247.10216122917726, 'bic': np.float64(251.28025098007095)}, 2545: {'params': mu          1057.816509
omega       1934.292801
alpha[1]       0.281935
beta[1]        0.247317
Name: params, dtype: float64, 'loglikelihood': -116.29217478683519, 'aic': 240.58434957367038, 'bic': np.float64(244.76243932456407)}, 2550: {'params': mu          1.046936e+03
omega       4.588802e+03
alpha[1]    6.069146e-01
beta[1]     1.216159e-14
Name: params, dtype: float64, 'loglikelihood': -122.49012183386131, 'aic': 252.98024366772262, 'bic': np.float64(257.15833341861634)}, 2555: {'params': mu          1141.005101
omega       5671.386046
alpha[1]       0.548309
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -127.00673404444494, 'aic': 262.0134680888899, 'bic': np.float64(266.19155783978357)}, 2560: {'params': mu          1231.579037
omega       2391.762400
alpha[1]       0.763076
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -119.84638396358176, 'aic': 247.69276792716352, 'bic': np.float64(251.8708576780572)}, 2565: {'params': mu          1211.646053
omega       1109.550299
alpha[1]       0.000000
beta[1]        0.509502
Name: params, dtype: float64, 'loglikelihood': -110.69394394098384, 'aic': 229.38788788196769, 'bic': np.float64(233.56597763286138)}, 2570: {'params': mu          1173.014605
omega       2084.666620
alpha[1]       0.657048
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -114.75301910951141, 'aic': 237.50603821902283, 'bic': np.float64(241.68412796991652)}, 2575: {'params': mu          1166.310245
omega       2483.251691
alpha[1]       0.805858
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -120.37566725247758, 'aic': 248.75133450495517, 'bic': np.float64(252.92942425584886)}, 2580: {'params': mu          1.043668e+03
omega       1.848901e+03
alpha[1]    8.178348e-01
beta[1]     3.719824e-15
Name: params, dtype: float64, 'loglikelihood': -118.31201732274224, 'aic': 244.62403464548447, 'bic': np.float64(248.80212439637816)}, 2585: {'params': mu          1028.791397
omega        894.611058
alpha[1]       0.739731
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -107.53601393663905, 'aic': 223.0720278732781, 'bic': np.float64(227.2501176241718)}, 2590: {'params': mu          1.013949e+03
omega       5.221335e+02
alpha[1]    7.882396e-01
beta[1]     1.983510e-14
Name: params, dtype: float64, 'loglikelihood': -99.22257177349559, 'aic': 206.44514354699118, 'bic': np.float64(210.62323329788487)}, 2595: {'params': mu          1003.261488
omega       1135.667054
alpha[1]       0.786020
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -107.43463385430972, 'aic': 222.86926770861945, 'bic': np.float64(227.04735745951314)}, 2600: {'params': mu           923.128283
omega       1483.924425
alpha[1]       0.775268
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -111.68563742142037, 'aic': 231.37127484284073, 'bic': np.float64(235.54936459373442)}, 2605: {'params': mu          912.445282
omega       827.957944
alpha[1]      0.860190
beta[1]       0.034726
Name: params, dtype: float64, 'loglikelihood': -107.65925783031628, 'aic': 223.31851566063256, 'bic': np.float64(227.49660541152625)}, 2610: {'params': mu          899.837087
omega       577.978696
alpha[1]      0.559416
beta[1]       0.154488
Name: params, dtype: float64, 'loglikelihood': -105.75327961688767, 'aic': 219.50655923377533, 'bic': np.float64(223.68464898466902)}, 2615: {'params': mu          880.645448
omega       220.393728
alpha[1]      0.000000
beta[1]       0.930135
Name: params, dtype: float64, 'loglikelihood': -110.17220056502858, 'aic': 228.34440113005715, 'bic': np.float64(232.52249088095084)}, 2620: {'params': mu          8.833938e+02
omega       3.636356e+03
alpha[1]    7.333388e-01
beta[1]     1.826473e-11
Name: params, dtype: float64, 'loglikelihood': -120.16094067482214, 'aic': 248.3218813496443, 'bic': np.float64(252.49997110053798)}, 2625: {'params': mu          9.163875e+02
omega       3.577891e+03
alpha[1]    6.931598e-01
beta[1]     1.404271e-11
Name: params, dtype: float64, 'loglikelihood': -121.40476836566083, 'aic': 250.80953673132166, 'bic': np.float64(254.98762648221535)}, 2630: {'params': mu          9.111201e+02
omega       2.309952e+03
alpha[1]    9.282453e-01
beta[1]     1.292187e-13
Name: params, dtype: float64, 'loglikelihood': -116.10385021415794, 'aic': 240.2077004283159, 'bic': np.float64(244.38579017920958)}, 2635: {'params': mu          9.025997e+02
omega       2.664772e+03
alpha[1]    9.399533e-01
beta[1]     1.775208e-16
Name: params, dtype: float64, 'loglikelihood': -122.34597801419798, 'aic': 252.69195602839596, 'bic': np.float64(256.8700457792897)}, 2640: {'params': mu          7.975573e+02
omega       1.673335e+03
alpha[1]    8.526754e-01
beta[1]     1.942354e-15
Name: params, dtype: float64, 'loglikelihood': -116.46114625582032, 'aic': 240.92229251164065, 'bic': np.float64(245.10038226253434)}, 2645: {'params': mu          774.994222
omega        11.871483
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -90.54505600703935, 'aic': 189.0901120140787, 'bic': np.float64(193.2682017649724)}, 2650: {'params': mu          771.132438
omega        61.728083
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -84.35843542766126, 'aic': 176.71687085532253, 'bic': np.float64(180.89496060621622)}, 2655: {'params': mu          766.320903
omega        33.385261
alpha[1]      0.989173
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -82.0110703689272, 'aic': 172.0221407378544, 'bic': np.float64(176.20023048874808)}, 2660: {'params': mu          752.760967
omega       112.710593
alpha[1]      0.290750
beta[1]       0.197408
Name: params, dtype: float64, 'loglikelihood': -86.51792244548514, 'aic': 181.03584489097028, 'bic': np.float64(185.21393464186397)}, 2665: {'params': mu          739.121053
omega        28.622134
alpha[1]      0.715348
beta[1]       0.060104
Name: params, dtype: float64, 'loglikelihood': -78.6397692440318, 'aic': 165.2795384880636, 'bic': np.float64(169.45762823895728)}, 2670: {'params': mu          735.010834
omega        67.862561
alpha[1]      0.733959
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -82.3552673203888, 'aic': 172.7105346407776, 'bic': np.float64(176.8886243916713)}, 2675: {'params': mu          7.255675e+02
omega       1.286793e+02
alpha[1]    6.938894e-17
beta[1]     5.128168e-01
Name: params, dtype: float64, 'loglikelihood': -88.06675426298277, 'aic': 184.13350852596554, 'bic': np.float64(188.31159827685923)}, 2680: {'params': mu          7.096631e+02
omega       4.534346e+01
alpha[1]    1.000000e+00
beta[1]     1.746510e-16
Name: params, dtype: float64, 'loglikelihood': -86.33930647214089, 'aic': 180.67861294428178, 'bic': np.float64(184.85670269517547)}, 2685: {'params': mu          706.793144
omega        61.642218
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -83.79547228649173, 'aic': 175.59094457298346, 'bic': np.float64(179.76903432387715)}, 2690: {'params': mu          7.051233e+02
omega       8.208093e+01
alpha[1]    1.000000e+00
beta[1]     1.473802e-14
Name: params, dtype: float64, 'loglikelihood': -91.34815179576177, 'aic': 190.69630359152353, 'bic': np.float64(194.87439334241722)}, 2695: {'params': mu          693.000763
omega       548.278058
alpha[1]      0.653841
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -102.4953445348811, 'aic': 212.9906890697622, 'bic': np.float64(217.1687788206559)}, 2700: {'params': mu          636.751153
omega         0.000009
alpha[1]      0.566337
beta[1]       0.287139
Name: params, dtype: float64, 'loglikelihood': -84.00527108100786, 'aic': 176.01054216201572, 'bic': np.float64(180.18863191290941)}, 2705: {'params': mu          6.349879e+02
omega       1.467015e+01
alpha[1]    1.000000e+00
beta[1]     1.722739e-15
Name: params, dtype: float64, 'loglikelihood': -81.35374687904475, 'aic': 170.7074937580895, 'bic': np.float64(174.8855835089832)}, 2710: {'params': mu          633.731393
omega        15.499053
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -79.35070568954511, 'aic': 166.70141137909022, 'bic': np.float64(170.8795011299839)}, 2715: {'params': mu          6.112461e+02
omega       2.361897e+00
alpha[1]    1.000000e+00
beta[1]     1.376333e-11
Name: params, dtype: float64, 'loglikelihood': -72.2964878970753, 'aic': 152.5929757941506, 'bic': np.float64(156.77106554504428)}, 2720: {'params': mu          6.111641e+02
omega       2.703701e+00
alpha[1]    1.000000e+00
beta[1]     3.008274e-14
Name: params, dtype: float64, 'loglikelihood': -68.43895304860662, 'aic': 144.87790609721324, 'bic': np.float64(149.05599584810693)}, 2725: {'params': mu          610.168410
omega         4.422705
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -61.44788982761272, 'aic': 130.89577965522545, 'bic': np.float64(135.07386940611914)}, 2730: {'params': mu          608.533276
omega         0.026034
alpha[1]      0.691675
beta[1]       0.308325
Name: params, dtype: float64, 'loglikelihood': -56.62852781992525, 'aic': 121.2570556398505, 'bic': np.float64(125.4351453907442)}, 2735: {'params': mu          609.710715
omega         4.219895
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -67.96350458884602, 'aic': 143.92700917769204, 'bic': np.float64(148.10509892858573)}, 2740: {'params': mu          6.094370e+02
omega       2.070964e+01
alpha[1]    1.000000e+00
beta[1]     6.584551e-11
Name: params, dtype: float64, 'loglikelihood': -73.46009167720713, 'aic': 154.92018335441426, 'bic': np.float64(159.09827310530795)}, 2745: {'params': mu          609.639623
omega        29.524401
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -82.72416170881577, 'aic': 173.44832341763154, 'bic': np.float64(177.62641316852523)}, 2750: {'params': mu          574.896110
omega         7.318243
alpha[1]      0.998603
beta[1]       0.001397
Name: params, dtype: float64, 'loglikelihood': -82.41462263506075, 'aic': 172.8292452701215, 'bic': np.float64(177.0073350210152)}, 2755: {'params': mu          574.946833
omega         6.630541
alpha[1]      0.997558
beta[1]       0.002442
Name: params, dtype: float64, 'loglikelihood': -73.60074436472279, 'aic': 155.20148872944557, 'bic': np.float64(159.37957848033926)}, 2760: {'params': mu          5.748681e+02
omega       7.030786e+00
alpha[1]    1.000000e+00
beta[1]     3.914138e-15
Name: params, dtype: float64, 'loglikelihood': -62.54801562868412, 'aic': 133.09603125736822, 'bic': np.float64(137.27412100826194)}, 2765: {'params': mu          5.795865e+02
omega       1.070176e+00
alpha[1]    1.902210e-10
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -69.7827185047172, 'aic': 147.5654370094344, 'bic': np.float64(151.74352676032808)}, 2770: {'params': mu          580.461039
omega         1.171483
alpha[1]      0.000000
beta[1]       1.000000
Name: params, dtype: float64, 'loglikelihood': -72.36149938403878, 'aic': 152.72299876807756, 'bic': np.float64(156.90108851897125)}, 2775: {'params': mu          587.195454
omega        38.153610
alpha[1]      0.956701
beta[1]       0.043299
Name: params, dtype: float64, 'loglikelihood': -91.6389613024098, 'aic': 191.2779226048196, 'bic': np.float64(195.45601235571328)}, 2780: {'params': mu          589.493603
omega       455.668684
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -102.86270487909503, 'aic': 213.72540975819007, 'bic': np.float64(217.90349950908376)}, 2785: {'params': mu          650.186594
omega       911.906098
alpha[1]      0.848662
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -104.52051170030057, 'aic': 217.04102340060115, 'bic': np.float64(221.21911315149484)}, 2790: {'params': mu          655.475466
omega         5.655680
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -79.28274539104385, 'aic': 166.5654907820877, 'bic': np.float64(170.74358053298138)}, 2795: {'params': mu          655.686636
omega         8.730050
alpha[1]      0.934532
beta[1]       0.065468
Name: params, dtype: float64, 'loglikelihood': -71.13587373677689, 'aic': 150.27174747355377, 'bic': np.float64(154.44983722444746)}, 2800: {'params': mu          6.611010e+02
omega       2.835403e+00
alpha[1]    1.064225e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -78.00863272532425, 'aic': 164.0172654506485, 'bic': np.float64(168.19535520154218)}, 2805: {'params': mu          6.633693e+02
omega       6.134941e+00
alpha[1]    2.445368e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -84.53867339424352, 'aic': 177.07734678848703, 'bic': np.float64(181.25543653938072)}, 2810: {'params': mu          658.131596
omega        26.120987
alpha[1]      0.000000
beta[1]       0.926973
Name: params, dtype: float64, 'loglikelihood': -87.86194904689391, 'aic': 183.72389809378782, 'bic': np.float64(187.9019878446815)}, 2815: {'params': mu          659.738178
omega       128.885928
alpha[1]      0.399794
beta[1]       0.600206
Name: params, dtype: float64, 'loglikelihood': -101.04962318510549, 'aic': 210.09924637021098, 'bic': np.float64(214.27733612110467)}, 2820: {'params': mu          665.717079
omega       662.206396
alpha[1]      0.547176
beta[1]       0.182923
Name: params, dtype: float64, 'loglikelihood': -108.45741279101898, 'aic': 224.91482558203796, 'bic': np.float64(229.09291533293165)}, 2825: {'params': mu           650.554978
omega       1702.371501
alpha[1]       0.572801
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -113.35673700667991, 'aic': 234.71347401335981, 'bic': np.float64(238.8915637642535)}, 2830: {'params': mu           618.486663
omega       2440.860656
alpha[1]       0.576647
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -117.60776414720274, 'aic': 243.2155282944055, 'bic': np.float64(247.39361804529918)}, 2835: {'params': mu          5.784707e+02
omega       1.956222e+03
alpha[1]    8.793656e-01
beta[1]     8.729323e-16
Name: params, dtype: float64, 'loglikelihood': -116.0497731672148, 'aic': 240.0995463344296, 'bic': np.float64(244.27763608532328)}, 2840: {'params': mu          5.674353e+02
omega       1.237009e+03
alpha[1]    9.289378e-01
beta[1]     2.306940e-14
Name: params, dtype: float64, 'loglikelihood': -110.38398427506644, 'aic': 228.76796855013288, 'bic': np.float64(232.94605830102657)}, 2845: {'params': mu          532.344800
omega       899.600843
alpha[1]      0.749336
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -110.54458775445377, 'aic': 229.08917550890754, 'bic': np.float64(233.26726525980123)}, 2850: {'params': mu          448.467307
omega         9.831073
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -93.59661264474332, 'aic': 195.19322528948663, 'bic': np.float64(199.37131504038032)}, 2855: {'params': mu          453.908469
omega         5.615613
alpha[1]      0.990132
beta[1]       0.009868
Name: params, dtype: float64, 'loglikelihood': -76.51775294740523, 'aic': 161.03550589481046, 'bic': np.float64(165.21359564570415)}, 2860: {'params': mu          4.548808e+02
omega       4.268265e+00
alpha[1]    1.000000e+00
beta[1]     4.276456e-11
Name: params, dtype: float64, 'loglikelihood': -63.98316492831799, 'aic': 135.96632985663598, 'bic': np.float64(140.14441960752967)}, 2865: {'params': mu          454.489186
omega         6.174482
alpha[1]      0.939115
beta[1]       0.060885
Name: params, dtype: float64, 'loglikelihood': -64.57257054732315, 'aic': 137.1451410946463, 'bic': np.float64(141.32323084554)}, 2870: {'params': mu          454.478087
omega         4.690783
alpha[1]      0.670653
beta[1]       0.329347
Name: params, dtype: float64, 'loglikelihood': -65.3041087806686, 'aic': 138.6082175613372, 'bic': np.float64(142.7863073122309)}, 2875: {'params': mu          4.522161e+02
omega       2.097554e+01
alpha[1]    7.216450e-16
beta[1]     5.088894e-01
Name: params, dtype: float64, 'loglikelihood': -69.0174616801025, 'aic': 146.034923360205, 'bic': np.float64(150.2130131110987)}, 2880: {'params': mu          449.677452
omega        35.714029
alpha[1]      0.742659
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -75.75362722351484, 'aic': 159.50725444702968, 'bic': np.float64(163.68534419792337)}, 2885: {'params': mu          438.760429
omega        99.703936
alpha[1]      0.332868
beta[1]       0.172627
Name: params, dtype: float64, 'loglikelihood': -85.00897861512843, 'aic': 178.01795723025685, 'bic': np.float64(182.19604698115054)}, 2890: {'params': mu          4.233140e+02
omega       1.587159e+00
alpha[1]    1.000000e+00
beta[1]     3.699704e-13
Name: params, dtype: float64, 'loglikelihood': -71.7267279107333, 'aic': 151.4534558214666, 'bic': np.float64(155.6315455723603)}, 2895: {'params': mu          420.539388
omega         2.590119
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -61.208731440641806, 'aic': 130.4174628812836, 'bic': np.float64(134.59555263217732)}, 2900: {'params': mu          420.002539
omega         2.995819
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -55.60738148128873, 'aic': 119.21476296257747, 'bic': np.float64(123.39285271347116)}, 2905: {'params': mu          4.179630e+02
omega       2.615516e-01
alpha[1]    1.638044e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -54.13380977768353, 'aic': 116.26761955536706, 'bic': np.float64(120.44570930626075)}, 2910: {'params': mu          4.163706e+02
omega       8.140295e+00
alpha[1]    5.499091e-01
beta[1]     1.796514e-11
Name: params, dtype: float64, 'loglikelihood': -58.08400754885056, 'aic': 124.16801509770112, 'bic': np.float64(128.34610484859482)}, 2915: {'params': mu          414.949244
omega         8.824251
alpha[1]      0.453508
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -57.28838110629611, 'aic': 122.57676221259221, 'bic': np.float64(126.7548519634859)}, 2920: {'params': mu          413.716481
omega         0.176352
alpha[1]      0.000000
beta[1]       1.000000
Name: params, dtype: float64, 'loglikelihood': -54.98060474330025, 'aic': 117.9612094866005, 'bic': np.float64(122.13929923749419)}, 2925: {'params': mu          413.049291
omega         7.899680
alpha[1]      0.999869
beta[1]       0.000131
Name: params, dtype: float64, 'loglikelihood': -64.30314894152974, 'aic': 136.60629788305948, 'bic': np.float64(140.78438763395317)}, 2930: {'params': mu          4.135028e+02
omega       9.574930e+00
alpha[1]    1.000000e+00
beta[1]     1.660212e-13
Name: params, dtype: float64, 'loglikelihood': -71.64835975942194, 'aic': 151.29671951884387, 'bic': np.float64(155.47480926973756)}, 2935: {'params': mu          4.282088e+02
omega       1.458209e+01
alpha[1]    9.802636e-01
beta[1]     1.375328e-14
Name: params, dtype: float64, 'loglikelihood': -77.83543347636744, 'aic': 163.67086695273488, 'bic': np.float64(167.84895670362857)}, 2940: {'params': mu          428.000465
omega        17.371082
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -78.72993689169587, 'aic': 165.45987378339174, 'bic': np.float64(169.63796353428543)}, 2945: {'params': mu          427.998450
omega        14.849261
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -83.66248083677296, 'aic': 175.3249616735459, 'bic': np.float64(179.5030514244396)}, 2950: {'params': mu          403.692781
omega       251.097562
alpha[1]      0.545605
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -93.77084970842512, 'aic': 195.54169941685024, 'bic': np.float64(199.71978916774393)}, 2955: {'params': mu          379.849775
omega        11.014754
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -83.7364424554938, 'aic': 175.4728849109876, 'bic': np.float64(179.6509746618813)}, 2960: {'params': mu          3.807782e+02
omega       3.855962e+01
alpha[1]    6.350639e-01
beta[1]     1.951826e-14
Name: params, dtype: float64, 'loglikelihood': -75.59939411922336, 'aic': 159.19878823844672, 'bic': np.float64(163.37687798934041)}, 2965: {'params': mu          3.820986e+02
omega       3.345527e+00
alpha[1]    5.577204e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -78.69969751959955, 'aic': 165.3993950391991, 'bic': np.float64(169.5774847900928)}, 2970: {'params': mu          385.893970
omega       101.954774
alpha[1]      0.255696
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -81.10132797045347, 'aic': 170.20265594090694, 'bic': np.float64(174.38074569180063)}, 2975: {'params': mu          3.921059e+02
omega       5.289311e+01
alpha[1]    1.000000e+00
beta[1]     2.201151e-15
Name: params, dtype: float64, 'loglikelihood': -88.29135514822993, 'aic': 184.58271029645985, 'bic': np.float64(188.76080004735354)}, 2980: {'params': mu          3.956833e+02
omega       4.607324e+01
alpha[1]    1.000000e+00
beta[1]     8.999148e-15
Name: params, dtype: float64, 'loglikelihood': -95.80278658663013, 'aic': 199.60557317326027, 'bic': np.float64(203.78366292415396)}, 2985: {'params': mu          4.354161e+02
omega       1.514999e+01
alpha[1]    1.000000e+00
beta[1]     6.239226e-12
Name: params, dtype: float64, 'loglikelihood': -89.30371301727676, 'aic': 186.60742603455353, 'bic': np.float64(190.78551578544722)}, 2990: {'params': mu          431.029014
omega        13.427108
alpha[1]      0.862019
beta[1]       0.137981
Name: params, dtype: float64, 'loglikelihood': -80.79219728100259, 'aic': 169.58439456200517, 'bic': np.float64(173.76248431289886)}, 2995: {'params': mu          431.318445
omega        15.974348
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -76.54444775699993, 'aic': 161.08889551399986, 'bic': np.float64(165.26698526489355)}, 3000: {'params': mu          4.307468e+02
omega       1.586035e+01
alpha[1]    1.000000e+00
beta[1]     2.091557e-13
Name: params, dtype: float64, 'loglikelihood': -77.33038563561661, 'aic': 162.66077127123322, 'bic': np.float64(166.8388610221269)}, 3005: {'params': mu          438.422811
omega        95.815871
alpha[1]      0.517495
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -84.26626046723555, 'aic': 176.5325209344711, 'bic': np.float64(180.7106106853648)}, 3010: {'params': mu          4.396049e+02
omega       9.717819e+01
alpha[1]    9.273544e-01
beta[1]     6.119813e-15
Name: params, dtype: float64, 'loglikelihood': -88.75293435959686, 'aic': 185.50586871919373, 'bic': np.float64(189.68395847008742)}, 3015: {'params': mu          438.964072
omega       337.686098
alpha[1]      0.844074
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -98.21325975342508, 'aic': 204.42651950685016, 'bic': np.float64(208.60460925774385)}, 3020: {'params': mu          3.841040e+02
omega       4.009844e+02
alpha[1]    7.441060e-01
beta[1]     8.459121e-16
Name: params, dtype: float64, 'loglikelihood': -103.24127560993455, 'aic': 214.4825512198691, 'bic': np.float64(218.66064097076278)}, 3025: {'params': mu          366.517727
omega       387.643287
alpha[1]      0.799131
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -99.92061121208015, 'aic': 207.8412224241603, 'bic': np.float64(212.01931217505398)}, 3030: {'params': mu          3.553484e+02
omega       2.996639e+02
alpha[1]    5.579510e-01
beta[1]     7.127785e-14
Name: params, dtype: float64, 'loglikelihood': -95.23032608992139, 'aic': 198.46065217984278, 'bic': np.float64(202.63874193073647)}, 3035: {'params': mu          327.209309
omega        23.145955
alpha[1]      0.690598
beta[1]       0.117412
Name: params, dtype: float64, 'loglikelihood': -83.12293105115077, 'aic': 174.24586210230154, 'bic': np.float64(178.42395185319523)}, 3040: {'params': mu          325.935468
omega        43.877764
alpha[1]      0.737917
beta[1]       0.262083
Name: params, dtype: float64, 'loglikelihood': -89.23182205744259, 'aic': 186.46364411488517, 'bic': np.float64(190.64173386577886)}, 3045: {'params': mu          330.845157
omega       237.216584
alpha[1]      0.672952
beta[1]       0.186168
Name: params, dtype: float64, 'loglikelihood': -97.14505732393305, 'aic': 202.2901146478661, 'bic': np.float64(206.46820439875978)}, 3050: {'params': mu          325.021777
omega       277.720153
alpha[1]      0.835150
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -99.88768736135577, 'aic': 207.77537472271155, 'bic': np.float64(211.95346447360524)}, 3055: {'params': mu          3.205253e+02
omega       8.021082e+02
alpha[1]    6.161636e-01
beta[1]     5.534779e-17
Name: params, dtype: float64, 'loglikelihood': -105.79071602331545, 'aic': 219.5814320466309, 'bic': np.float64(223.7595217975246)}, 3060: {'params': mu          293.607620
omega       639.625144
alpha[1]      0.738939
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -104.93040335409638, 'aic': 217.86080670819277, 'bic': np.float64(222.03889645908646)}, 3065: {'params': mu          2.679340e+02
omega       1.824236e+01
alpha[1]    1.000000e+00
beta[1]     4.236437e-16
Name: params, dtype: float64, 'loglikelihood': -91.47922442563694, 'aic': 190.9584488512739, 'bic': np.float64(195.13653860216758)}, 3070: {'params': mu          267.015677
omega        18.708768
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -84.34860134368296, 'aic': 176.69720268736592, 'bic': np.float64(180.8752924382596)}, 3075: {'params': mu          244.117834
omega         2.519091
alpha[1]      0.950700
beta[1]       0.049300
Name: params, dtype: float64, 'loglikelihood': -74.33288840982149, 'aic': 156.66577681964299, 'bic': np.float64(160.84386657053668)}, 3080: {'params': mu          243.761323
omega         2.409658
alpha[1]      0.969342
beta[1]       0.030658
Name: params, dtype: float64, 'loglikelihood': -66.42363031834874, 'aic': 140.84726063669748, 'bic': np.float64(145.02535038759117)}, 3085: {'params': mu          2.370083e+02
omega       1.815738e+00
alpha[1]    1.000000e+00
beta[1]     1.155011e-14
Name: params, dtype: float64, 'loglikelihood': -60.49491961764261, 'aic': 128.98983923528522, 'bic': np.float64(133.1679289861789)}, 3090: {'params': mu          236.694758
omega         1.884313
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -57.94091040276674, 'aic': 123.88182080553348, 'bic': np.float64(128.05991055642718)}, 3095: {'params': mu          2.323452e+02
omega       1.188913e-07
alpha[1]    0.000000e+00
beta[1]     9.658295e-01
Name: params, dtype: float64, 'loglikelihood': -55.15169562129836, 'aic': 118.30339124259672, 'bic': np.float64(122.48148099349041)}, 3100: {'params': mu          2.318167e+02
omega       4.680030e+00
alpha[1]    1.000000e+00
beta[1]     1.256556e-15
Name: params, dtype: float64, 'loglikelihood': -57.81356242240754, 'aic': 123.62712484481509, 'bic': np.float64(127.80521459570878)}, 3105: {'params': mu          2.307728e+02
omega       6.886430e+00
alpha[1]    8.050096e-01
beta[1]     6.150340e-14
Name: params, dtype: float64, 'loglikelihood': -59.90763636230852, 'aic': 127.81527272461705, 'bic': np.float64(131.99336247551074)}, 3110: {'params': mu          2.294790e+02
omega       5.453580e+00
alpha[1]    8.151335e-01
beta[1]     4.485498e-17
Name: params, dtype: float64, 'loglikelihood': -60.17086781703895, 'aic': 128.3417356340779, 'bic': np.float64(132.5198253849716)}, 3115: {'params': mu          228.692080
omega         3.351083
alpha[1]      0.853211
beta[1]       0.146789
Name: params, dtype: float64, 'loglikelihood': -67.21131764358164, 'aic': 142.42263528716327, 'bic': np.float64(146.60072503805696)}, 3120: {'params': mu          2.287134e+02
omega       4.475395e+00
alpha[1]    9.999999e-01
beta[1]     4.473706e-08
Name: params, dtype: float64, 'loglikelihood': -63.906307780006436, 'aic': 135.8126155600129, 'bic': np.float64(139.99070531090658)}, 3125: {'params': mu          2.301206e+02
omega       1.793244e+01
alpha[1]    1.000000e+00
beta[1]     2.406310e-13
Name: params, dtype: float64, 'loglikelihood': -75.69484963259637, 'aic': 159.38969926519275, 'bic': np.float64(163.56778901608644)}, 3130: {'params': mu          2.314402e+02
omega       3.357670e+01
alpha[1]    1.000000e+00
beta[1]     8.910200e-16
Name: params, dtype: float64, 'loglikelihood': -87.1907420055835, 'aic': 182.381484011167, 'bic': np.float64(186.5595737620607)}, 3135: {'params': mu          2.645737e+02
omega       1.094992e+01
alpha[1]    1.000000e+00
beta[1]     1.554312e-14
Name: params, dtype: float64, 'loglikelihood': -83.35740685157981, 'aic': 174.71481370315962, 'bic': np.float64(178.8929034540533)}, 3140: {'params': mu          2.652844e+02
omega       1.090383e+01
alpha[1]    1.000000e+00
beta[1]     1.259462e-15
Name: params, dtype: float64, 'loglikelihood': -79.43363552777812, 'aic': 166.86727105555624, 'bic': np.float64(171.04536080644993)}, 3145: {'params': mu          2.818674e+02
omega       3.603855e+00
alpha[1]    1.000000e+00
beta[1]     1.179724e-11
Name: params, dtype: float64, 'loglikelihood': -72.04359270504303, 'aic': 152.08718541008605, 'bic': np.float64(156.26527516097974)}, 3150: {'params': mu          281.726617
omega         3.637572
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -67.3119662469257, 'aic': 142.6239324938514, 'bic': np.float64(146.8020222447451)}, 3155: {'params': mu          281.506999
omega         3.531020
alpha[1]      0.911820
beta[1]       0.088180
Name: params, dtype: float64, 'loglikelihood': -65.71869308135092, 'aic': 139.43738616270184, 'bic': np.float64(143.61547591359553)}, 3160: {'params': mu          2.851171e+02
omega       1.916456e+00
alpha[1]    5.080458e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -75.03993889451739, 'aic': 158.07987778903478, 'bic': np.float64(162.25796753992847)}, 3165: {'params': mu          2.764841e+02
omega       1.078271e+01
alpha[1]    1.000000e+00
beta[1]     2.163550e-12
Name: params, dtype: float64, 'loglikelihood': -72.78111867091697, 'aic': 153.56223734183394, 'bic': np.float64(157.74032709272763)}, 3170: {'params': mu          267.333582
omega         4.616330
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -78.79052224032895, 'aic': 165.5810444806579, 'bic': np.float64(169.7591342315516)}, 3175: {'params': mu          2.625871e+02
omega       2.838488e+01
alpha[1]    9.880407e-01
beta[1]     4.033940e-15
Name: params, dtype: float64, 'loglikelihood': -83.24113316887055, 'aic': 174.4822663377411, 'bic': np.float64(178.66035608863479)}, 3180: {'params': mu          256.348801
omega        30.326934
alpha[1]      0.930842
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -79.3663718952743, 'aic': 166.7327437905486, 'bic': np.float64(170.9108335414423)}, 3185: {'params': mu          245.534481
omega         3.589570
alpha[1]      0.982491
beta[1]       0.017509
Name: params, dtype: float64, 'loglikelihood': -68.72326660346025, 'aic': 145.4465332069205, 'bic': np.float64(149.62462295781418)}, 3190: {'params': mu          245.248070
omega         3.468871
alpha[1]      0.974319
beta[1]       0.025681
Name: params, dtype: float64, 'loglikelihood': -67.24670354962318, 'aic': 142.49340709924635, 'bic': np.float64(146.67149685014004)}, 3195: {'params': mu          244.959048
omega         3.565011
alpha[1]      0.932322
beta[1]       0.067678
Name: params, dtype: float64, 'loglikelihood': -70.9750755344877, 'aic': 149.9501510689754, 'bic': np.float64(154.1282408198691)}, 3200: {'params': mu          2.252146e+02
omega       1.132544e+00
alpha[1]    1.000000e+00
beta[1]     1.623429e-14
Name: params, dtype: float64, 'loglikelihood': -64.60175483181334, 'aic': 137.20350966362668, 'bic': np.float64(141.38159941452037)}, 3205: {'params': mu          229.462424
omega         8.677335
alpha[1]      0.768618
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -61.90398547491874, 'aic': 131.80797094983748, 'bic': np.float64(135.98606070073117)}, 3210: {'params': mu          225.113950
omega         0.943894
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -63.813373462603195, 'aic': 135.6267469252064, 'bic': np.float64(139.80483667610008)}, 3215: {'params': mu          236.789819
omega         3.322169
alpha[1]      0.906266
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -59.89731968185445, 'aic': 127.7946393637089, 'bic': np.float64(131.9727291146026)}, 3220: {'params': mu          237.605355
omega         2.816995
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -51.72814180525524, 'aic': 111.45628361051048, 'bic': np.float64(115.63437336140417)}, 3225: {'params': mu          237.612251
omega         3.227447
alpha[1]      0.395217
beta[1]       0.449087
Name: params, dtype: float64, 'loglikelihood': -55.38341174919838, 'aic': 118.76682349839676, 'bic': np.float64(122.94491324929045)}, 3230: {'params': mu          2.369211e+02
omega       1.824000e-01
alpha[1]    3.814363e-15
beta[1]     9.960908e-01
Name: params, dtype: float64, 'loglikelihood': -55.98653675591698, 'aic': 119.97307351183396, 'bic': np.float64(124.15116326272765)}, 3235: {'params': mu          237.413962
omega         7.022082
alpha[1]      0.513701
beta[1]       0.486299
Name: params, dtype: float64, 'loglikelihood': -65.57706679328538, 'aic': 139.15413358657077, 'bic': np.float64(143.33222333746446)}, 3240: {'params': mu          234.416943
omega        16.874982
alpha[1]      0.607624
beta[1]       0.054003
Name: params, dtype: float64, 'loglikelihood': -67.64126940702671, 'aic': 143.28253881405342, 'bic': np.float64(147.46062856494711)}, 3245: {'params': mu          2.299498e+02
omega       1.697167e+01
alpha[1]    3.550979e-15
beta[1]     5.049128e-01
Name: params, dtype: float64, 'loglikelihood': -66.81004869736061, 'aic': 141.62009739472123, 'bic': np.float64(145.79818714561492)}, 3250: {'params': mu          2.279677e+02
omega       3.878186e-01
alpha[1]    1.545184e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -66.3491647181177, 'aic': 140.6983294362354, 'bic': np.float64(144.8764191871291)}, 3255: {'params': mu          227.072385
omega        13.752421
alpha[1]      0.822847
beta[1]       0.177153
Name: params, dtype: float64, 'loglikelihood': -74.2074386885643, 'aic': 156.4148773771286, 'bic': np.float64(160.59296712802228)}, 3260: {'params': mu          226.661766
omega        15.228900
alpha[1]      0.884079
beta[1]       0.115921
Name: params, dtype: float64, 'loglikelihood': -81.36069540386744, 'aic': 170.72139080773488, 'bic': np.float64(174.89948055862857)}, 3265: {'params': mu          246.746743
omega        12.327036
alpha[1]      0.853752
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -74.60856596925234, 'aic': 157.21713193850468, 'bic': np.float64(161.39522168939837)}, 3270: {'params': mu          2.498196e+02
omega       3.312900e+01
alpha[1]    5.958454e-01
beta[1]     5.440389e-16
Name: params, dtype: float64, 'loglikelihood': -71.7522819728679, 'aic': 151.5045639457358, 'bic': np.float64(155.6826536966295)}, 3275: {'params': mu          2.540561e+02
omega       3.502216e+00
alpha[1]    4.048400e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -76.60407347955058, 'aic': 161.20814695910116, 'bic': np.float64(165.38623670999485)}, 3280: {'params': mu          261.663287
omega        88.390662
alpha[1]      0.815616
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -87.05057106768768, 'aic': 182.10114213537537, 'bic': np.float64(186.27923188626906)}, 3285: {'params': mu          265.966951
omega        21.495929
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -86.78374888244443, 'aic': 181.56749776488886, 'bic': np.float64(185.74558751578255)}, 3290: {'params': mu          2.749322e+02
omega       5.965527e+00
alpha[1]    1.000000e+00
beta[1]     7.597813e-14
Name: params, dtype: float64, 'loglikelihood': -77.56353700812134, 'aic': 163.1270740162427, 'bic': np.float64(167.30516376713638)}, 3295: {'params': mu          2.832734e+02
omega       4.076279e+01
alpha[1]    1.000000e+00
beta[1]     7.510038e-17
Name: params, dtype: float64, 'loglikelihood': -83.17598442445518, 'aic': 174.35196884891036, 'bic': np.float64(178.53005859980405)}, 3300: {'params': mu          272.951710
omega        47.024770
alpha[1]      0.947934
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -88.83676367045909, 'aic': 185.67352734091818, 'bic': np.float64(189.85161709181187)}, 3305: {'params': mu          2.388775e+02
omega       4.213792e+00
alpha[1]    1.000000e+00
beta[1]     1.683034e-13
Name: params, dtype: float64, 'loglikelihood': -76.98896093370507, 'aic': 161.97792186741015, 'bic': np.float64(166.15601161830384)}, 3310: {'params': mu          240.514028
omega        12.046958
alpha[1]      0.809726
beta[1]       0.190274
Name: params, dtype: float64, 'loglikelihood': -78.44184263161891, 'aic': 164.88368526323782, 'bic': np.float64(169.0617750141315)}, 3315: {'params': mu          234.080047
omega         2.992767
alpha[1]      0.000000
beta[1]       1.000000
Name: params, dtype: float64, 'loglikelihood': -78.965242437665, 'aic': 165.93048487533, 'bic': np.float64(170.10857462622369)}, 3320: {'params': mu          2.292580e+02
omega       1.129887e-06
alpha[1]    2.186933e-12
beta[1]     9.706079e-01
Name: params, dtype: float64, 'loglikelihood': -79.01417057298796, 'aic': 166.02834114597593, 'bic': np.float64(170.20643089686962)}, 3325: {'params': mu          2.221786e+02
omega       3.435012e+01
alpha[1]    1.000000e+00
beta[1]     2.772598e-12
Name: params, dtype: float64, 'loglikelihood': -83.12911955750249, 'aic': 174.25823911500498, 'bic': np.float64(178.43632886589867)}, 3330: {'params': mu          225.230123
omega        43.720548
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -81.66099180662562, 'aic': 171.32198361325123, 'bic': np.float64(175.50007336414492)}, 3335: {'params': mu          2.274964e+02
omega       1.518257e+02
alpha[1]    5.478261e-01
beta[1]     1.507272e-14
Name: params, dtype: float64, 'loglikelihood': -87.54714313335464, 'aic': 183.09428626670928, 'bic': np.float64(187.27237601760297)}, 3340: {'params': mu          235.007413
omega       193.674754
alpha[1]      0.824883
beta[1]       0.113820
Name: params, dtype: float64, 'loglikelihood': -97.02252871891983, 'aic': 202.04505743783966, 'bic': np.float64(206.22314718873335)}, 3345: {'params': mu          2.437869e+02
omega       1.162343e+02
alpha[1]    1.000000e+00
beta[1]     3.604867e-16
Name: params, dtype: float64, 'loglikelihood': -102.15825588415814, 'aic': 212.31651176831627, 'bic': np.float64(216.49460151920997)}, 3350: {'params': mu          271.827716
omega       853.728142
alpha[1]      0.770581
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -105.92622130356939, 'aic': 219.85244260713878, 'bic': np.float64(224.03053235803247)}, 3355: {'params': mu          2.861878e+02
omega       5.152682e+02
alpha[1]    7.449881e-01
beta[1]     7.599798e-15
Name: params, dtype: float64, 'loglikelihood': -101.44585908386838, 'aic': 210.89171816773677, 'bic': np.float64(215.06980791863046)}, 3360: {'params': mu          3.162912e+02
omega       4.446065e+01
alpha[1]    1.000000e+00
beta[1]     2.042657e-13
Name: params, dtype: float64, 'loglikelihood': -90.11652906418847, 'aic': 188.23305812837694, 'bic': np.float64(192.41114787927063)}, 3365: {'params': mu          3.176575e+02
omega       4.803354e+01
alpha[1]    7.750044e-01
beta[1]     1.038460e-15
Name: params, dtype: float64, 'loglikelihood': -82.04228010123569, 'aic': 172.08456020247138, 'bic': np.float64(176.26264995336507)}, 3370: {'params': mu          322.705848
omega        49.890823
alpha[1]      0.560926
beta[1]       0.186076
Name: params, dtype: float64, 'loglikelihood': -80.66304044807605, 'aic': 169.3260808961521, 'bic': np.float64(173.50417064704578)}, 3375: {'params': mu          3.271666e+02
omega       6.927748e+01
alpha[1]    8.987419e-01
beta[1]     1.471495e-16
Name: params, dtype: float64, 'loglikelihood': -86.49040083788019, 'aic': 180.98080167576038, 'bic': np.float64(185.15889142665407)}, 3380: {'params': mu          3.490147e+02
omega       3.088254e+01
alpha[1]    1.000000e+00
beta[1]     2.739710e-14
Name: params, dtype: float64, 'loglikelihood': -88.72964902664329, 'aic': 185.45929805328657, 'bic': np.float64(189.63738780418026)}, 3385: {'params': mu          3.747273e+02
omega       6.999969e+00
alpha[1]    1.000000e+00
beta[1]     1.464242e-14
Name: params, dtype: float64, 'loglikelihood': -80.84239380268643, 'aic': 169.68478760537286, 'bic': np.float64(173.86287735626655)}, 3390: {'params': mu          3.747518e+02
omega       1.139052e+01
alpha[1]    1.000000e+00
beta[1]     1.009405e-14
Name: params, dtype: float64, 'loglikelihood': -73.87598152228986, 'aic': 155.75196304457972, 'bic': np.float64(159.93005279547342)}, 3395: {'params': mu          3.752047e+02
omega       1.369331e+01
alpha[1]    1.000000e+00
beta[1]     2.391232e-14
Name: params, dtype: float64, 'loglikelihood': -70.58774680800701, 'aic': 149.17549361601402, 'bic': np.float64(153.3535833669077)}, 3400: {'params': mu          3.777048e+02
omega       5.975348e+01
alpha[1]    1.000000e+00
beta[1]     3.200398e-13
Name: params, dtype: float64, 'loglikelihood': -84.07131030960116, 'aic': 176.14262061920232, 'bic': np.float64(180.320710370096)}, 3405: {'params': mu          3.705167e+02
omega       2.585394e+02
alpha[1]    6.792233e-01
beta[1]     2.944357e-12
Name: params, dtype: float64, 'loglikelihood': -91.79872710555219, 'aic': 191.59745421110438, 'bic': np.float64(195.77554396199807)}, 3410: {'params': mu          3.603532e+02
omega       4.329585e+02
alpha[1]    6.583845e-01
beta[1]     8.352915e-12
Name: params, dtype: float64, 'loglikelihood': -97.91530449799842, 'aic': 203.83060899599684, 'bic': np.float64(208.00869874689053)}, 3415: {'params': mu          344.906068
omega       484.021139
alpha[1]      0.699940
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -97.99960541769774, 'aic': 203.99921083539547, 'bic': np.float64(208.17730058628916)}, 3420: {'params': mu          3.466753e+02
omega       5.047239e-06
alpha[1]    9.763909e-15
beta[1]     8.749091e-01
Name: params, dtype: float64, 'loglikelihood': -88.09477830367548, 'aic': 184.18955660735097, 'bic': np.float64(188.36764635824466)}, 3425: {'params': mu          343.707325
omega        56.617131
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -87.51851154719135, 'aic': 183.0370230943827, 'bic': np.float64(187.2151128452764)}, 3430: {'params': mu          3.526203e+02
omega       1.604057e+02
alpha[1]    7.933311e-01
beta[1]     1.786789e-16
Name: params, dtype: float64, 'loglikelihood': -94.085341469511, 'aic': 196.170682939022, 'bic': np.float64(200.34877268991568)}, 3435: {'params': mu          3.702021e+02
omega       1.341090e+02
alpha[1]    5.098436e-01
beta[1]     7.751035e-16
Name: params, dtype: float64, 'loglikelihood': -87.9970313937894, 'aic': 183.9940627875788, 'bic': np.float64(188.1721525384725)}, 3440: {'params': mu          3.827718e+02
omega       3.089554e+01
alpha[1]    1.000000e+00
beta[1]     6.249283e-13
Name: params, dtype: float64, 'loglikelihood': -88.89100619846764, 'aic': 185.78201239693527, 'bic': np.float64(189.96010214782896)}, 3445: {'params': mu          3.822215e+02
omega       3.929399e+01
alpha[1]    9.603546e-01
beta[1]     5.254295e-10
Name: params, dtype: float64, 'loglikelihood': -88.43244739692197, 'aic': 184.86489479384394, 'bic': np.float64(189.04298454473764)}, 3450: {'params': mu          3.741986e+02
omega       4.474145e+02
alpha[1]    6.996140e-01
beta[1]     1.893309e-13
Name: params, dtype: float64, 'loglikelihood': -97.49508793329102, 'aic': 202.99017586658204, 'bic': np.float64(207.16826561747573)}, 3455: {'params': mu          3.945745e+02
omega       5.330349e+02
alpha[1]    5.849960e-01
beta[1]     2.993110e-14
Name: params, dtype: float64, 'loglikelihood': -99.80173697117094, 'aic': 207.60347394234188, 'bic': np.float64(211.78156369323557)}, 3460: {'params': mu          403.917376
omega       385.670353
alpha[1]      0.855961
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -100.11841632174011, 'aic': 208.23683264348023, 'bic': np.float64(212.41492239437392)}, 3465: {'params': mu          425.591925
omega       612.883465
alpha[1]      0.596549
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -103.83105742984044, 'aic': 215.66211485968088, 'bic': np.float64(219.84020461057457)}, 3470: {'params': mu          478.195972
omega         0.891179
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -79.49116540092824, 'aic': 166.98233080185648, 'bic': np.float64(171.16042055275017)}, 3475: {'params': mu          4.782308e+02
omega       5.133833e+01
alpha[1]    1.000000e+00
beta[1]     7.747719e-14
Name: params, dtype: float64, 'loglikelihood': -81.50092591863479, 'aic': 171.00185183726958, 'bic': np.float64(175.17994158816327)}, 3480: {'params': mu          484.036333
omega        62.765497
alpha[1]      0.662372
beta[1]       0.056723
Name: params, dtype: float64, 'loglikelihood': -81.93394117819864, 'aic': 171.86788235639727, 'bic': np.float64(176.04597210729096)}, 3485: {'params': mu          4.972367e+02
omega       1.145417e+02
alpha[1]    1.023487e-16
beta[1]     4.906764e-01
Name: params, dtype: float64, 'loglikelihood': -86.85298868890531, 'aic': 181.70597737781063, 'bic': np.float64(185.88406712870432)}, 3490: {'params': mu          5.063206e+02
omega       3.166271e+01
alpha[1]    1.000000e+00
beta[1]     2.218444e-16
Name: params, dtype: float64, 'loglikelihood': -85.25621043087251, 'aic': 178.51242086174503, 'bic': np.float64(182.69051061263872)}, 3495: {'params': mu          510.800690
omega       145.607375
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -94.76279292372811, 'aic': 197.52558584745623, 'bic': np.float64(201.70367559834992)}, 3500: {'params': mu          5.171382e+02
omega       9.660740e+02
alpha[1]    7.039345e-01
beta[1]     4.730249e-15
Name: params, dtype: float64, 'loglikelihood': -107.70166757063325, 'aic': 223.4033351412665, 'bic': np.float64(227.5814248921602)}, 3505: {'params': mu          588.582191
omega        65.070680
alpha[1]      0.868501
beta[1]       0.060345
Name: params, dtype: float64, 'loglikelihood': -95.13321896811536, 'aic': 198.26643793623072, 'bic': np.float64(202.4445276871244)}, 3510: {'params': mu          5.901324e+02
omega       6.711326e+01
alpha[1]    1.000000e+00
beta[1]     7.552011e-17
Name: params, dtype: float64, 'loglikelihood': -84.77465108073339, 'aic': 177.54930216146678, 'bic': np.float64(181.72739191236047)}, 3515: {'params': mu          5.926353e+02
omega       7.193264e+01
alpha[1]    9.773339e-01
beta[1]     4.419624e-15
Name: params, dtype: float64, 'loglikelihood': -82.2154178188305, 'aic': 172.430835637661, 'bic': np.float64(176.6089253885547)}, 3520: {'params': mu          6.020591e+02
omega       1.519989e+02
alpha[1]    5.692183e-01
beta[1]     4.635347e-15
Name: params, dtype: float64, 'loglikelihood': -89.53390341699182, 'aic': 187.06780683398364, 'bic': np.float64(191.24589658487733)}, 3525: {'params': mu          622.551599
omega         8.912260
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -81.17632286892413, 'aic': 170.35264573784826, 'bic': np.float64(174.53073548874195)}, 3530: {'params': mu          6.217637e+02
omega       1.513257e+01
alpha[1]    9.724819e-01
beta[1]     2.257529e-11
Name: params, dtype: float64, 'loglikelihood': -70.90003860364712, 'aic': 149.80007720729424, 'bic': np.float64(153.97816695818793)}, 3535: {'params': mu          6.244659e+02
omega       4.483074e+01
alpha[1]    4.148244e-01
beta[1]     3.081488e-33
Name: params, dtype: float64, 'loglikelihood': -74.23865197197807, 'aic': 156.47730394395614, 'bic': np.float64(160.65539369484983)}, 3540: {'params': mu          6.224245e+02
omega       5.260889e+01
alpha[1]    1.000000e+00
beta[1]     1.771312e-14
Name: params, dtype: float64, 'loglikelihood': -84.64691705504708, 'aic': 177.29383411009417, 'bic': np.float64(181.47192386098786)}, 3545: {'params': mu          614.684290
omega       210.268306
alpha[1]      0.588855
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -91.70519304668937, 'aic': 191.41038609337875, 'bic': np.float64(195.58847584427244)}, 3550: {'params': mu          5.964694e+02
omega       5.410481e+01
alpha[1]    9.387423e-01
beta[1]     3.130720e-12
Name: params, dtype: float64, 'loglikelihood': -87.13982412150658, 'aic': 182.27964824301316, 'bic': np.float64(186.45773799390685)}, 3555: {'params': mu          600.948820
omega       201.774312
alpha[1]      0.649766
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -90.47265092258354, 'aic': 188.94530184516708, 'bic': np.float64(193.12339159606077)}, 3560: {'params': mu          6.025671e+02
omega       2.382671e+02
alpha[1]    7.776391e-01
beta[1]     2.737892e-14
Name: params, dtype: float64, 'loglikelihood': -95.8502974000622, 'aic': 199.7005948001244, 'bic': np.float64(203.8786845510181)}, 3565: {'params': mu          6.272550e+02
omega       3.874146e+02
alpha[1]    2.081668e-17
beta[1]     4.909575e-01
Name: params, dtype: float64, 'loglikelihood': -99.6400543348979, 'aic': 207.2801086697958, 'bic': np.float64(211.45819842068948)}, 3570: {'params': mu          644.938834
omega       587.311720
alpha[1]      0.943358
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -102.58079741606913, 'aic': 213.16159483213826, 'bic': np.float64(217.33968458303195)}, 3575: {'params': mu          645.232811
omega       940.949121
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -109.33728302809065, 'aic': 226.6745660561813, 'bic': np.float64(230.852655807075)}, 3580: {'params': mu           566.461542
omega       1683.194207
alpha[1]       0.791391
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -116.84011698853718, 'aic': 241.68023397707435, 'bic': np.float64(245.85832372796804)}, 3585: {'params': mu           465.268013
omega       1199.457500
alpha[1]       0.840978
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -113.70242593191463, 'aic': 235.40485186382926, 'bic': np.float64(239.58294161472296)}, 3590: {'params': mu          448.367103
omega       576.484393
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -100.87117860760081, 'aic': 209.74235721520162, 'bic': np.float64(213.9204469660953)}, 3595: {'params': mu          443.829609
omega        43.604831
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -81.00395026820154, 'aic': 170.00790053640307, 'bic': np.float64(174.18599028729676)}, 3600: {'params': mu          443.858894
omega        33.443386
alpha[1]      0.000000
beta[1]       0.503415
Name: params, dtype: float64, 'loglikelihood': -73.92700904450922, 'aic': 155.85401808901844, 'bic': np.float64(160.03210783991213)}, 3605: {'params': mu          4.441947e+02
omega       4.769680e+01
alpha[1]    1.000000e+00
beta[1]     6.970073e-13
Name: params, dtype: float64, 'loglikelihood': -85.44067009917644, 'aic': 178.8813401983529, 'bic': np.float64(183.05942994924658)}, 3610: {'params': mu          4.526475e+02
omega       4.364161e+02
alpha[1]    8.697743e-01
beta[1]     7.165838e-15
Name: params, dtype: float64, 'loglikelihood': -99.43129177327174, 'aic': 206.86258354654348, 'bic': np.float64(211.04067329743717)}, 3615: {'params': mu          474.483060
omega       283.982533
alpha[1]      0.281001
beta[1]       0.455486
Name: params, dtype: float64, 'loglikelihood': -101.31965291277245, 'aic': 210.6393058255449, 'bic': np.float64(214.8173955764386)}, 3620: {'params': mu          480.906399
omega       593.354258
alpha[1]      0.555438
beta[1]       0.075934
Name: params, dtype: float64, 'loglikelihood': -103.33925356881316, 'aic': 214.67850713762633, 'bic': np.float64(218.85659688852002)}, 3625: {'params': mu          4.642249e+02
omega       1.296592e+02
alpha[1]    2.914634e-12
beta[1]     8.801956e-01
Name: params, dtype: float64, 'loglikelihood': -104.94291188912584, 'aic': 217.88582377825168, 'bic': np.float64(222.06391352914537)}, 3630: {'params': mu          453.819515
omega       103.428605
alpha[1]      0.065819
beta[1]       0.709501
Name: params, dtype: float64, 'loglikelihood': -99.85658591238816, 'aic': 207.7131718247763, 'bic': np.float64(211.89126157567)}, 3635: {'params': mu          457.540342
omega       797.407614
alpha[1]      0.498644
beta[1]       0.269433
Name: params, dtype: float64, 'loglikelihood': -109.50709080377352, 'aic': 227.01418160754704, 'bic': np.float64(231.19227135844073)}, 3640: {'params': mu           483.097507
omega       1909.219562
alpha[1]       0.652431
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -115.42780439480906, 'aic': 238.85560878961812, 'bic': np.float64(243.0336985405118)}, 3645: {'params': mu           570.357439
omega       1148.587952
alpha[1]       0.773288
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -111.23387976990678, 'aic': 230.46775953981356, 'bic': np.float64(234.64584929070725)}, 3650: {'params': mu          5.917303e+02
omega       4.493451e+02
alpha[1]    4.673320e-13
beta[1]     5.458923e-01
Name: params, dtype: float64, 'loglikelihood': -104.82576686012467, 'aic': 217.65153372024935, 'bic': np.float64(221.82962347114304)}, 3655: {'params': mu          6.184421e+02
omega       1.321644e+02
alpha[1]    9.880448e-01
beta[1]     5.115409e-17
Name: params, dtype: float64, 'loglikelihood': -95.1070511970515, 'aic': 198.214102394103, 'bic': np.float64(202.3921921449967)}, 3660: {'params': mu          5.998663e+02
omega       1.125036e+03
alpha[1]    1.539107e-15
beta[1]     9.593507e-01
Name: params, dtype: float64, 'loglikelihood': -125.41145124761783, 'aic': 258.82290249523567, 'bic': np.float64(263.0009922461294)}, 3665: {'params': mu            567.879412
omega       12040.174041
alpha[1]        0.601652
beta[1]         0.161618
Name: params, dtype: float64, 'loglikelihood': -137.5773115373362, 'aic': 283.1546230746724, 'bic': np.float64(287.3327128255661)}, 3670: {'params': mu          4.147397e+02
omega       1.984333e+04
alpha[1]    4.917652e-01
beta[1]     2.271985e-15
Name: params, dtype: float64, 'loglikelihood': -140.53327800754985, 'aic': 289.0665560150997, 'bic': np.float64(293.2446457659934)}, 3675: {'params': mu            382.605469
omega       14405.586356
alpha[1]        0.563900
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -136.43407242245894, 'aic': 280.8681448449179, 'bic': np.float64(285.0462345958116)}, 3680: {'params': mu            308.366930
omega       15749.601161
alpha[1]        0.862087
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -139.44526053776596, 'aic': 286.8905210755319, 'bic': np.float64(291.06861082642564)}, 3685: {'params': mu          6.004988e+02
omega       2.122851e+04
alpha[1]    7.880818e-01
beta[1]     1.514728e-15
Name: params, dtype: float64, 'loglikelihood': -143.65107036452312, 'aic': 295.30214072904624, 'bic': np.float64(299.48023047993996)}, 3690: {'params': mu          9.082601e+02
omega       1.240657e+04
alpha[1]    9.371217e-01
beta[1]     1.097870e-15
Name: params, dtype: float64, 'loglikelihood': -136.18118929599115, 'aic': 280.3623785919823, 'bic': np.float64(284.540468342876)}, 3695: {'params': mu          9.356083e+02
omega       4.250888e+03
alpha[1]    1.000000e+00
beta[1]     3.437432e-16
Name: params, dtype: float64, 'loglikelihood': -119.96242397907595, 'aic': 247.9248479581519, 'bic': np.float64(252.1029377090456)}, 3700: {'params': mu          938.306181
omega       178.070541
alpha[1]      0.000000
beta[1]       0.713849
Name: params, dtype: float64, 'loglikelihood': -96.81524870086885, 'aic': 201.6304974017377, 'bic': np.float64(205.8085871526314)}, 3705: {'params': mu          941.751473
omega       225.155968
alpha[1]      0.000000
beta[1]       0.726304
Name: params, dtype: float64, 'loglikelihood': -99.18730057322085, 'aic': 206.3746011464417, 'bic': np.float64(210.5526908973354)}, 3710: {'params': mu          943.849013
omega       582.507567
alpha[1]      0.075076
beta[1]       0.402753
Name: params, dtype: float64, 'loglikelihood': -103.93570541466066, 'aic': 215.87141082932132, 'bic': np.float64(220.049500580215)}, 3715: {'params': mu          935.656931
omega       692.277516
alpha[1]      0.557181
beta[1]       0.237848
Name: params, dtype: float64, 'loglikelihood': -109.22104800335448, 'aic': 226.44209600670897, 'bic': np.float64(230.62018575760266)}, 3720: {'params': mu           926.771992
omega       2786.786930
alpha[1]       0.678837
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -117.73330526893483, 'aic': 243.46661053786966, 'bic': np.float64(247.64470028876335)}, 3725: {'params': mu          8.040389e+02
omega       3.410523e+03
alpha[1]    1.000000e+00
beta[1]     1.603733e-17
Name: params, dtype: float64, 'loglikelihood': -126.01363918260083, 'aic': 260.02727836520165, 'bic': np.float64(264.20536811609537)}, 3730: {'params': mu           785.404798
omega       4087.494337
alpha[1]       0.659538
beta[1]        0.197705
Name: params, dtype: float64, 'loglikelihood': -127.51063681313688, 'aic': 263.0212736262738, 'bic': np.float64(267.19936337716746)}, 3735: {'params': mu          779.547052
omega       998.152743
alpha[1]      0.531933
beta[1]       0.468067
Name: params, dtype: float64, 'loglikelihood': -124.17541018888944, 'aic': 256.35082037777886, 'bic': np.float64(260.5289101286726)}, 3740: {'params': mu           783.105210
omega       1536.030508
alpha[1]       0.000000
beta[1]        0.922868
Name: params, dtype: float64, 'loglikelihood': -130.76596065680258, 'aic': 269.53192131360515, 'bic': np.float64(273.7100110644989)}, 3745: {'params': mu            909.181667
omega       10235.350170
alpha[1]        0.869143
beta[1]         0.031623
Name: params, dtype: float64, 'loglikelihood': -137.55092900133866, 'aic': 283.1018580026773, 'bic': np.float64(287.27994775357104)}, 3750: {'params': mu          9.786812e+02
omega       1.260253e+04
alpha[1]    4.995107e-01
beta[1]     3.752389e-17
Name: params, dtype: float64, 'loglikelihood': -135.82426975599586, 'aic': 279.6485395119917, 'bic': np.float64(283.82662926288543)}, 3755: {'params': mu           978.179987
omega       7290.498757
alpha[1]       0.000000
beta[1]        0.719035
Name: params, dtype: float64, 'loglikelihood': -135.78133820902298, 'aic': 279.56267641804595, 'bic': np.float64(283.7407661689397)}, 3760: {'params': mu            920.355185
omega       21547.608838
alpha[1]        0.219369
beta[1]         0.315340
Name: params, dtype: float64, 'loglikelihood': -141.7523755044406, 'aic': 291.5047510088812, 'bic': np.float64(295.68284075977493)}, 3765: {'params': mu            749.050732
omega       21016.684408
alpha[1]        0.773438
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -143.50633506233447, 'aic': 295.01267012466894, 'bic': np.float64(299.19075987556266)}, 3770: {'params': mu          5.975047e+02
omega       1.567321e+04
alpha[1]    7.474291e-01
beta[1]     1.848893e-32
Name: params, dtype: float64, 'loglikelihood': -142.34369882123386, 'aic': 292.6873976424677, 'bic': np.float64(296.86548739336143)}, 3775: {'params': mu            377.459398
omega       10022.167756
alpha[1]        0.887765
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -133.48528850658116, 'aic': 274.9705770131623, 'bic': np.float64(279.14866676405603)}, 3780: {'params': mu           316.620300
omega       2950.191652
alpha[1]       0.746061
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -123.97728493133808, 'aic': 255.95456986267615, 'bic': np.float64(260.13265961356984)}, 3785: {'params': mu           218.548508
omega       1220.940634
alpha[1]       0.866172
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -109.66003907111599, 'aic': 227.32007814223198, 'bic': np.float64(231.49816789312567)}, 3790: {'params': mu          2.128246e+02
omega       6.745134e+01
alpha[1]    1.000000e+00
beta[1]     9.423057e-17
Name: params, dtype: float64, 'loglikelihood': -92.94531382281228, 'aic': 193.89062764562456, 'bic': np.float64(198.06871739651825)}, 3795: {'params': mu          2.049415e+02
omega       1.286071e+02
alpha[1]    8.320824e-01
beta[1]     4.374206e-16
Name: params, dtype: float64, 'loglikelihood': -92.1595789661463, 'aic': 192.3191579322926, 'bic': np.float64(196.4972476831863)}, 3800: {'params': mu          1.611836e+02
omega       3.901963e+02
alpha[1]    6.565785e-01
beta[1]     3.236338e-14
Name: params, dtype: float64, 'loglikelihood': -98.18380973241665, 'aic': 204.3676194648333, 'bic': np.float64(208.545709215727)}, 3805: {'params': mu          1.391160e+02
omega       6.106232e+00
alpha[1]    1.000000e+00
beta[1]     8.032228e-16
Name: params, dtype: float64, 'loglikelihood': -82.75234492302104, 'aic': 173.50468984604208, 'bic': np.float64(177.68277959693577)}, 3810: {'params': mu          141.224527
omega         3.969161
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -70.07824374699632, 'aic': 148.15648749399264, 'bic': np.float64(152.33457724488633)}, 3815: {'params': mu          1.380633e+02
omega       6.969272e+00
alpha[1]    1.000000e+00
beta[1]     2.616250e-14
Name: params, dtype: float64, 'loglikelihood': -60.681615859311336, 'aic': 129.36323171862267, 'bic': np.float64(133.54132146951636)}, 3820: {'params': mu          135.932773
omega         4.974907
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -56.99761725934463, 'aic': 121.99523451868926, 'bic': np.float64(126.17332426958295)}, 3825: {'params': mu          138.258291
omega         2.091227
alpha[1]      0.982756
beta[1]       0.017244
Name: params, dtype: float64, 'loglikelihood': -57.11546750233117, 'aic': 122.23093500466234, 'bic': np.float64(126.40902475555603)}, 3830: {'params': mu          1.381510e+02
omega       3.296803e+00
alpha[1]    1.000000e+00
beta[1]     2.411687e-16
Name: params, dtype: float64, 'loglikelihood': -55.70593453640838, 'aic': 119.41186907281676, 'bic': np.float64(123.58995882371045)}, 3835: {'params': mu          138.183241
omega         2.381959
alpha[1]      0.898783
beta[1]       0.101217
Name: params, dtype: float64, 'loglikelihood': -61.670924264730736, 'aic': 131.34184852946146, 'bic': np.float64(135.51993828035518)}, 3840: {'params': mu          138.128747
omega         3.728452
alpha[1]      0.589053
beta[1]       0.410947
Name: params, dtype: float64, 'loglikelihood': -66.08754318264822, 'aic': 140.17508636529644, 'bic': np.float64(144.35317611619013)}, 3845: {'params': mu          132.496355
omega        49.143286
alpha[1]      0.266366
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -73.3860417649589, 'aic': 154.7720835299178, 'bic': np.float64(158.9501732808115)}, 3850: {'params': mu          124.236893
omega        13.012221
alpha[1]      0.932289
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -71.74870653694562, 'aic': 151.49741307389124, 'bic': np.float64(155.67550282478493)}, 3855: {'params': mu          121.156228
omega         4.773908
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -72.30725577677761, 'aic': 152.61451155355522, 'bic': np.float64(156.7926013044489)}, 3860: {'params': mu          1.206221e+02
omega       5.310460e+00
alpha[1]    1.000000e+00
beta[1]     5.112460e-15
Name: params, dtype: float64, 'loglikelihood': -69.7610446819782, 'aic': 147.5220893639564, 'bic': np.float64(151.7001791148501)}, 3865: {'params': mu          106.225885
omega         0.918742
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -62.57561506372007, 'aic': 133.15123012744016, 'bic': np.float64(137.32931987833385)}, 3870: {'params': mu          105.664461
omega         0.581815
alpha[1]      0.687378
beta[1]       0.312622
Name: params, dtype: float64, 'loglikelihood': -53.26836336843844, 'aic': 114.53672673687689, 'bic': np.float64(118.71481648777058)}, 3875: {'params': mu          104.755228
omega         1.073899
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -51.41439143765122, 'aic': 110.82878287530244, 'bic': np.float64(115.00687262619613)}, 3880: {'params': mu          104.830509
omega         0.280453
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -57.21695071937298, 'aic': 122.43390143874596, 'bic': np.float64(126.61199118963965)}, 3885: {'params': mu          96.199902
omega        4.673172
alpha[1]     0.847940
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -61.75971202504075, 'aic': 131.5194240500815, 'bic': np.float64(135.6975138009752)}, 3890: {'params': mu          9.594436e+01
omega       6.293566e+00
alpha[1]    1.000000e+00
beta[1]     9.605773e-16
Name: params, dtype: float64, 'loglikelihood': -59.698236694847495, 'aic': 127.39647338969499, 'bic': np.float64(131.57456314058868)}, 3895: {'params': mu          94.172758
omega        9.446297
alpha[1]     0.951960
beta[1]      0.048040
Name: params, dtype: float64, 'loglikelihood': -68.48067671944258, 'aic': 144.96135343888517, 'bic': np.float64(149.13944318977886)}, 3900: {'params': mu          92.998545
omega       18.591213
alpha[1]     0.895851
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -74.23622509594813, 'aic': 156.47245019189626, 'bic': np.float64(160.65053994278995)}, 3905: {'params': mu          96.181232
omega       11.532868
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -75.96354054883012, 'aic': 159.92708109766025, 'bic': np.float64(164.10517084855394)}, 3910: {'params': mu          103.874030
omega         2.221574
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -79.07692338750529, 'aic': 166.15384677501058, 'bic': np.float64(170.33193652590427)}, 3915: {'params': mu          1.037986e+02
omega       3.188566e+00
alpha[1]    1.000000e+00
beta[1]     2.586829e-15
Name: params, dtype: float64, 'loglikelihood': -71.6257309954659, 'aic': 151.2514619909318, 'bic': np.float64(155.4295517418255)}, 3920: {'params': mu          104.742174
omega         6.919678
alpha[1]      0.679026
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -60.61795085479847, 'aic': 129.23590170959693, 'bic': np.float64(133.41399146049065)}, 3925: {'params': mu          1.055222e+02
omega       1.087000e+01
alpha[1]    8.434832e-01
beta[1]     1.471185e-16
Name: params, dtype: float64, 'loglikelihood': -63.31561065314448, 'aic': 134.63122130628898, 'bic': np.float64(138.80931105718267)}, 3930: {'params': mu          105.653667
omega        12.622852
alpha[1]      0.985492
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -71.97706133349894, 'aic': 151.95412266699788, 'bic': np.float64(156.13221241789157)}, 3935: {'params': mu          122.019329
omega        12.738551
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -77.26083781770727, 'aic': 162.52167563541454, 'bic': np.float64(166.69976538630823)}, 3940: {'params': mu          129.678847
omega         4.402473
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -68.30951315800189, 'aic': 144.61902631600378, 'bic': np.float64(148.79711606689747)}, 3945: {'params': mu          125.968222
omega        10.201067
alpha[1]      0.000000
beta[1]       0.503020
Name: params, dtype: float64, 'loglikelihood': -61.45912541285893, 'aic': 130.91825082571785, 'bic': np.float64(135.09634057661157)}, 3950: {'params': mu          1.222200e+02
omega       1.243388e+00
alpha[1]    1.000000e+00
beta[1]     5.628824e-16
Name: params, dtype: float64, 'loglikelihood': -64.78173207763754, 'aic': 137.56346415527508, 'bic': np.float64(141.74155390616878)}, 3955: {'params': mu          116.172736
omega         4.599667
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -67.11119551097569, 'aic': 142.22239102195138, 'bic': np.float64(146.40048077284507)}, 3960: {'params': mu          115.229421
omega        30.704172
alpha[1]      0.144905
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -67.23059405702124, 'aic': 142.46118811404247, 'bic': np.float64(146.63927786493616)}, 3965: {'params': mu          115.161975
omega        14.432312
alpha[1]      0.444279
beta[1]       0.555721
Name: params, dtype: float64, 'loglikelihood': -76.25620338267416, 'aic': 160.51240676534832, 'bic': np.float64(164.690496516242)}, 3970: {'params': mu          119.198122
omega       106.909020
alpha[1]      0.519795
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -85.29617840624495, 'aic': 178.5923568124899, 'bic': np.float64(182.7704465633836)}, 3975: {'params': mu          1.246859e+02
omega       1.920356e+02
alpha[1]    7.920487e-01
beta[1]     9.292608e-14
Name: params, dtype: float64, 'loglikelihood': -89.71783761172688, 'aic': 187.43567522345376, 'bic': np.float64(191.61376497434745)}, 3980: {'params': mu          127.367332
omega        69.627807
alpha[1]      0.939764
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -90.2849550592915, 'aic': 188.569910118583, 'bic': np.float64(192.7479998694767)}, 3985: {'params': mu          125.715181
omega       665.934099
alpha[1]      0.704373
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -102.9046625706657, 'aic': 213.8093251413314, 'bic': np.float64(217.9874148922251)}, 3990: {'params': mu          1.201015e+02
omega       6.614969e+02
alpha[1]    6.796896e-01
beta[1]     1.156054e-11
Name: params, dtype: float64, 'loglikelihood': -102.23293196724572, 'aic': 212.46586393449144, 'bic': np.float64(216.64395368538513)}, 3995: {'params': mu          104.794027
omega       768.732177
alpha[1]      0.663358
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -103.6060604720022, 'aic': 215.2121209440044, 'bic': np.float64(219.3902106948981)}, 4000: {'params': mu           96.182322
omega       910.098859
alpha[1]      0.711544
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -105.53085602570351, 'aic': 219.06171205140703, 'bic': np.float64(223.23980180230072)}, 4005: {'params': mu          8.604345e+01
omega       1.660390e+01
alpha[1]    1.000000e+00
beta[1]     6.872565e-15
Name: params, dtype: float64, 'loglikelihood': -91.65885062135891, 'aic': 191.31770124271782, 'bic': np.float64(195.4957909936115)}, 4010: {'params': mu          6.871062e+01
omega       1.089524e+01
alpha[1]    1.000000e+00
beta[1]     4.857476e-16
Name: params, dtype: float64, 'loglikelihood': -85.07754791995828, 'aic': 178.15509583991656, 'bic': np.float64(182.33318559081025)}, 4015: {'params': mu          46.479824
omega        1.609499
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -69.3909517193384, 'aic': 146.7819034386768, 'bic': np.float64(150.9599931895705)}, 4020: {'params': mu          4.633815e+01
omega       1.462654e+00
alpha[1]    1.000000e+00
beta[1]     2.161681e-12
Name: params, dtype: float64, 'loglikelihood': -62.14823367991343, 'aic': 132.29646735982686, 'bic': np.float64(136.47455711072055)}, 4025: {'params': mu          4.618134e+01
omega       1.277861e+00
alpha[1]    1.000000e+00
beta[1]     2.220446e-14
Name: params, dtype: float64, 'loglikelihood': -60.46943879306637, 'aic': 128.93887758613272, 'bic': np.float64(133.11696733702644)}, 4030: {'params': mu          3.003831e+01
omega       3.610318e-02
alpha[1]    9.739644e-01
beta[1]     1.415964e-19
Name: params, dtype: float64, 'loglikelihood': -54.07346735850769, 'aic': 116.14693471701538, 'bic': np.float64(120.32502446790907)}, 4035: {'params': mu          30.298214
omega        0.403314
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -50.34084223394781, 'aic': 108.68168446789562, 'bic': np.float64(112.85977421878931)}, 4040: {'params': mu          30.181619
omega        0.472339
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -47.22691406056336, 'aic': 102.45382812112672, 'bic': np.float64(106.63191787202041)}, 4045: {'params': mu          26.497034
omega        0.841538
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -49.1871109890043, 'aic': 106.3742219780086, 'bic': np.float64(110.5523117289023)}, 4050: {'params': mu          2.456402e+01
omega       3.743906e-01
alpha[1]    1.000000e+00
beta[1]     4.612840e-16
Name: params, dtype: float64, 'loglikelihood': -48.970930967540475, 'aic': 105.94186193508095, 'bic': np.float64(110.11995168597464)}, 4055: {'params': mu          20.281079
omega        0.154801
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -41.57254237251981, 'aic': 91.14508474503963, 'bic': np.float64(95.32317449593332)}, 4060: {'params': mu          20.214264
omega        0.132876
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -37.67791302985083, 'aic': 83.35582605970166, 'bic': np.float64(87.53391581059535)}, 4065: {'params': mu          17.514246
omega        0.238694
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -38.58486403312443, 'aic': 85.16972806624887, 'bic': np.float64(89.34781781714256)}, 4070: {'params': mu          17.288248
omega        0.228817
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -38.59394795314078, 'aic': 85.18789590628155, 'bic': np.float64(89.36598565717524)}, 4075: {'params': mu          1.415407e+01
omega       2.496032e-02
alpha[1]    1.000000e+00
beta[1]     7.244974e-15
Name: params, dtype: float64, 'loglikelihood': -26.73051970691671, 'aic': 61.46103941383342, 'bic': np.float64(65.63912916472711)}, 4080: {'params': mu          1.345453e+01
omega       4.390077e-03
alpha[1]    1.000000e+00
beta[1]     1.594900e-15
Name: params, dtype: float64, 'loglikelihood': -18.29626625026442, 'aic': 44.59253250052884, 'bic': np.float64(48.77062225142253)}, 4085: {'params': mu          1.341996e+01
omega       2.875415e-03
alpha[1]    1.000000e+00
beta[1]     2.898167e-14
Name: params, dtype: float64, 'loglikelihood': 1.5416136455323053, 'aic': 4.916772708935389, 'bic': np.float64(9.09486245982908)}, 4090: {'params': mu          1.341474e+01
omega       3.832980e-03
alpha[1]    8.867745e-01
beta[1]     5.657320e-09
Name: params, dtype: float64, 'loglikelihood': 14.28729412464814, 'aic': -20.57458824929628, 'bic': np.float64(-16.396498498402586)}, 4095: {'params': mu          13.410707
omega        0.003119
alpha[1]     0.242083
beta[1]      0.316257
Name: params, dtype: float64, 'loglikelihood': 23.46920533159884, 'aic': -38.93841066319768, 'bic': np.float64(-34.76032091230399)}, 4100: {'params': mu          13.415007
omega        0.003698
alpha[1]     0.889589
beta[1]      0.047735
Name: params, dtype: float64, 'loglikelihood': 17.7075049157792, 'aic': -27.4150098315584, 'bic': np.float64(-23.23692008066471)}, 4105: {'params': mu          13.435074
omega        0.005829
alpha[1]     0.607041
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': 16.38938433141688, 'aic': -24.778768662833762, 'bic': np.float64(-20.600678911940072)}, 4110: {'params': mu          1.341424e+01
omega       4.227563e-02
alpha[1]    4.828139e-01
beta[1]     1.304648e-12
Name: params, dtype: float64, 'loglikelihood': 0.6335976788328996, 'aic': 6.732804642334201, 'bic': np.float64(10.910894393227892)}, 4115: {'params': mu          1.334966e+01
omega       4.844242e-02
alpha[1]    8.529002e-01
beta[1]     1.786518e-12
Name: params, dtype: float64, 'loglikelihood': -8.73713522832314, 'aic': 25.47427045664628, 'bic': np.float64(29.65236020753997)}, 4120: {'params': mu          12.468089
omega        0.011062
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -8.614859738837508, 'aic': 25.229719477675015, 'bic': np.float64(29.40780922856871)}, 4125: {'params': mu          12.370023
omega        0.045620
alpha[1]     0.877790
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -10.76385489938147, 'aic': 29.52770979876294, 'bic': np.float64(33.70579954965663)}, 4130: {'params': mu          1.229661e+01
omega       3.583978e-02
alpha[1]    1.000000e+00
beta[1]     1.028123e-15
Name: params, dtype: float64, 'loglikelihood': -11.793390925607438, 'aic': 31.586781851214877, 'bic': np.float64(35.76487160210857)}, 4135: {'params': mu          1.165612e+01
omega       2.807416e-02
alpha[1]    1.000000e+00
beta[1]     6.350433e-11
Name: params, dtype: float64, 'loglikelihood': -15.697980989631134, 'aic': 39.39596197926227, 'bic': np.float64(43.57405173015596)}, 4140: {'params': mu          10.898956
omega        0.004968
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -2.4727894501783223, 'aic': 12.945578900356644, 'bic': np.float64(17.123668651250338)}, 4145: {'params': mu          10.877780
omega        0.005276
alpha[1]     0.852391
beta[1]      0.147609
Name: params, dtype: float64, 'loglikelihood': 2.92445694842622, 'aic': 2.15108610314756, 'bic': np.float64(6.329175854041252)}, 4150: {'params': mu          10.870916
omega        0.006419
alpha[1]     0.628162
beta[1]      0.371838
Name: params, dtype: float64, 'loglikelihood': -0.792662769729128, 'aic': 9.585325539458257, 'bic': np.float64(13.763415290351947)}, 4155: {'params': mu          10.826520
omega        0.027461
alpha[1]     0.611618
beta[1]      0.388382
Name: params, dtype: float64, 'loglikelihood': -12.354146150615662, 'aic': 32.708292301231324, 'bic': np.float64(36.886382052125015)}, 4160: {'params': mu          11.763730
omega        0.008987
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -8.655162409353716, 'aic': 25.310324818707432, 'bic': np.float64(29.488414569601126)}, 4165: {'params': mu          1.180997e+01
omega       7.086311e-03
alpha[1]    9.047647e-01
beta[1]     3.465933e-13
Name: params, dtype: float64, 'loglikelihood': 0.49784091628132643, 'aic': 7.004318167437347, 'bic': np.float64(11.18240791833104)}, 4170: {'params': mu          11.935623
omega        0.021919
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -2.0753615013283584, 'aic': 12.150723002656717, 'bic': np.float64(16.32881275355041)}, 4175: {'params': mu          12.014305
omega        0.008862
alpha[1]     0.985867
beta[1]      0.014133
Name: params, dtype: float64, 'loglikelihood': -4.565981613717995, 'aic': 17.13196322743599, 'bic': np.float64(21.310052978329683)}, 4180: {'params': mu          12.287788
omega        0.005227
alpha[1]     0.963774
beta[1]      0.036226
Name: params, dtype: float64, 'loglikelihood': -1.4824630847221412, 'aic': 10.964926169444283, 'bic': np.float64(15.143015920337975)}, 4185: {'params': mu          12.383343
omega        0.005571
alpha[1]     0.952690
beta[1]      0.047310
Name: params, dtype: float64, 'loglikelihood': 2.331873353033188, 'aic': 3.3362532939336242, 'bic': np.float64(7.514343044827316)}, 4190: {'params': mu          12.299497
omega        0.016571
alpha[1]     0.791240
beta[1]      0.208760
Name: params, dtype: float64, 'loglikelihood': -1.630367633793326, 'aic': 11.260735267586652, 'bic': np.float64(15.438825018480344)}, 4195: {'params': mu          12.199557
omega        0.016679
alpha[1]     0.847455
beta[1]      0.152545
Name: params, dtype: float64, 'loglikelihood': -7.6411349064405965, 'aic': 23.282269812881193, 'bic': np.float64(27.460359563774887)}, 4200: {'params': mu          1.140653e+01
omega       1.939668e-02
alpha[1]    1.000000e+00
beta[1]     3.285821e-14
Name: params, dtype: float64, 'loglikelihood': -15.761158941305041, 'aic': 39.52231788261008, 'bic': np.float64(43.70040763350377)}, 4205: {'params': mu          11.149605
omega        0.060793
alpha[1]     0.879949
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -15.02402428993914, 'aic': 38.048048579878284, 'bic': np.float64(42.226138330771974)}, 4210: {'params': mu          1.082340e+01
omega       2.280070e-02
alpha[1]    1.000000e+00
beta[1]     5.255232e-14
Name: params, dtype: float64, 'loglikelihood': -7.332193580085609, 'aic': 22.664387160171216, 'bic': np.float64(26.84247691106491)}, 4215: {'params': mu          1.048116e+01
omega       1.462633e-02
alpha[1]    1.331534e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -20.362360802800964, 'aic': 48.72472160560193, 'bic': np.float64(52.90281135649562)}, 4220: {'params': mu          10.663715
omega        0.090039
alpha[1]     0.535290
beta[1]      0.464710
Name: params, dtype: float64, 'loglikelihood': -28.214771924829417, 'aic': 64.42954384965884, 'bic': np.float64(68.60763360055253)}, 4225: {'params': mu          11.318531
omega        0.005271
alpha[1]     0.650575
beta[1]      0.349425
Name: params, dtype: float64, 'loglikelihood': -31.179021375698827, 'aic': 70.35804275139765, 'bic': np.float64(74.53613250229135)}, 4230: {'params': mu          1.100299e+01
omega       1.367437e-08
alpha[1]    6.771475e-01
beta[1]     3.228525e-01
Name: params, dtype: float64, 'loglikelihood': -25.047278020601507, 'aic': 58.09455604120301, 'bic': np.float64(62.272645792096704)}, 4235: {'params': mu          11.059403
omega        0.053267
alpha[1]     0.714125
beta[1]      0.285875
Name: params, dtype: float64, 'loglikelihood': -27.900123027469448, 'aic': 63.800246054938896, 'bic': np.float64(67.97833580583259)}, 4240: {'params': mu          11.016849
omega        0.051079
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -23.48891379325097, 'aic': 54.97782758650194, 'bic': np.float64(59.15591733739563)}, 4245: {'params': mu          8.787517
omega       0.021653
alpha[1]    0.971380
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -20.51794396280748, 'aic': 49.03588792561496, 'bic': np.float64(53.21397767650865)}, 4250: {'params': mu          8.851421e+00
omega       5.741575e-02
alpha[1]    1.000000e+00
beta[1]     2.321085e-15
Name: params, dtype: float64, 'loglikelihood': -15.701583400591161, 'aic': 39.40316680118232, 'bic': np.float64(43.58125655207601)}, 4255: {'params': mu          8.800863
omega       0.058390
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -14.407686876071484, 'aic': 36.81537375214297, 'bic': np.float64(40.99346350303666)}, 4260: {'params': mu          8.413528
omega       0.181083
alpha[1]    0.809554
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -24.0073143631584, 'aic': 56.0146287263168, 'bic': np.float64(60.19271847721049)}, 4265: {'params': mu          6.693967e+00
omega       1.051185e-02
alpha[1]    9.173626e-01
beta[1]     1.288823e-13
Name: params, dtype: float64, 'loglikelihood': -15.06898601915477, 'aic': 38.13797203830954, 'bic': np.float64(42.31606178920323)}, 4270: {'params': mu          6.638427e+00
omega       8.779818e-03
alpha[1]    1.000000e+00
beta[1]     1.740588e-11
Name: params, dtype: float64, 'loglikelihood': -2.304747478840281, 'aic': 12.609494957680562, 'bic': np.float64(16.787584708574254)}, 4275: {'params': mu          6.636462
omega       0.007210
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 6.605056645125447, 'aic': -5.210113290250893, 'bic': np.float64(-1.0320235393572013)}, 4280: {'params': mu          6.524923
omega       0.014496
alpha[1]    0.009980
beta[1]     0.490213
Name: params, dtype: float64, 'loglikelihood': 7.545374902136871, 'aic': -7.090749804273742, 'bic': np.float64(-2.9126600533800495)}, 4285: {'params': mu          6.338451
omega       0.018390
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -3.3695094725930455, 'aic': 14.739018945186091, 'bic': np.float64(18.917108696079783)}, 4290: {'params': mu          6.287392e+00
omega       1.471543e-02
alpha[1]    1.000000e+00
beta[1]     1.119014e-11
Name: params, dtype: float64, 'loglikelihood': -8.435146419190575, 'aic': 24.87029283838115, 'bic': np.float64(29.048382589274844)}, 4295: {'params': mu          5.569424
omega       0.002869
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -3.6677400148162524, 'aic': 15.335480029632505, 'bic': np.float64(19.513569780526197)}, 4300: {'params': mu          5.271653
omega       0.005191
alpha[1]    0.968182
beta[1]     0.031818
Name: params, dtype: float64, 'loglikelihood': -1.3472624493592713, 'aic': 10.694524898718543, 'bic': np.float64(14.872614649612235)}, 4305: {'params': mu          5.140127
omega       0.000158
alpha[1]    0.705796
beta[1]     0.237298
Name: params, dtype: float64, 'loglikelihood': 14.998524433300652, 'aic': -21.997048866601304, 'bic': np.float64(-17.818959115707614)}, 4310: {'params': mu          5.102761
omega       0.000002
alpha[1]    0.163292
beta[1]     0.598822
Name: params, dtype: float64, 'loglikelihood': 31.779832677905276, 'aic': -55.55966535581055, 'bic': np.float64(-51.38157560491686)}, 4315: {'params': mu          5.109019
omega       0.001680
alpha[1]    0.689951
beta[1]     0.146508
Name: params, dtype: float64, 'loglikelihood': 27.541035445950477, 'aic': -47.082070891900955, 'bic': np.float64(-42.903981141007264)}, 4320: {'params': mu          5.095277
omega       0.001065
alpha[1]    0.828197
beta[1]     0.171803
Name: params, dtype: float64, 'loglikelihood': 25.074361930833433, 'aic': -42.148723861666866, 'bic': np.float64(-37.970634110773176)}, 4325: {'params': mu          5.084944
omega       0.001154
alpha[1]    0.904062
beta[1]     0.095938
Name: params, dtype: float64, 'loglikelihood': 26.23254037440435, 'aic': -44.4650807488087, 'bic': np.float64(-40.28699099791501)}, 4330: {'params': mu          5.018973
omega       0.004234
alpha[1]    0.009974
beta[1]     0.490302
Name: params, dtype: float64, 'loglikelihood': 20.585078902973905, 'aic': -33.17015780594781, 'bic': np.float64(-28.99206805505412)}, 4335: {'params': mu          5.087746
omega       0.001692
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 21.82351969833906, 'aic': -35.64703939667812, 'bic': np.float64(-31.468949645784427)}, 4340: {'params': mu          5.080327
omega       0.001962
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.151767760638606, 'aic': -36.30353552127721, 'bic': np.float64(-32.12544577038352)}, 4345: {'params': mu          5.021832
omega       0.008613
alpha[1]    0.377727
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 15.973101180682406, 'aic': -23.94620236136481, 'bic': np.float64(-19.76811261047112)}, 4350: {'params': mu          4.992165e+00
omega       1.205849e-02
alpha[1]    4.887263e-01
beta[1]     1.800028e-17
Name: params, dtype: float64, 'loglikelihood': 10.796194204207305, 'aic': -13.59238840841461, 'bic': np.float64(-9.414298657520918)}, 4355: {'params': mu          4.913992
omega       0.004272
alpha[1]    0.959918
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 16.03159780053114, 'aic': -24.063195601062283, 'bic': np.float64(-19.885105850168593)}, 4360: {'params': mu          4.876056e+00
omega       5.641453e-03
alpha[1]    0.000000e+00
beta[1]     6.568189e-15
Name: params, dtype: float64, 'loglikelihood': 24.600460730069642, 'aic': -41.200921460139284, 'bic': np.float64(-37.022831709245594)}, 4365: {'params': mu          4.821777
omega       0.009087
alpha[1]    0.195687
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 17.53747855560094, 'aic': -27.074957111201883, 'bic': np.float64(-22.896867360308192)}, 4370: {'params': mu          4.887891e+00
omega       4.994314e-03
alpha[1]    1.000000e+00
beta[1]     5.337711e-11
Name: params, dtype: float64, 'loglikelihood': 11.368754028027269, 'aic': -14.737508056054537, 'bic': np.float64(-10.559418305160845)}, 4375: {'params': mu          4.842125e+00
omega       1.257900e-02
alpha[1]    9.380031e-01
beta[1]     9.923614e-10
Name: params, dtype: float64, 'loglikelihood': 2.8338117810874395, 'aic': 2.332376437825121, 'bic': np.float64(6.510466188718813)}, 4380: {'params': mu          4.896980e+00
omega       7.900845e-10
alpha[1]    8.427375e-01
beta[1]     1.572664e-01
Name: params, dtype: float64, 'loglikelihood': 4.605512831722507, 'aic': -1.2110256634450138, 'bic': np.float64(2.9670640874486782)}, 4385: {'params': mu          4.911148
omega       0.005537
alpha[1]    0.999986
beta[1]     0.000005
Name: params, dtype: float64, 'loglikelihood': 5.374480545386669, 'aic': -2.7489610907733386, 'bic': np.float64(1.4291286601203534)}, 4390: {'params': mu          4.91913
omega       0.00348
alpha[1]    1.00000
beta[1]     0.00000
Name: params, dtype: float64, 'loglikelihood': 11.642979535252767, 'aic': -15.285959070505534, 'bic': np.float64(-11.107869319611842)}, 4395: {'params': mu          4.872939
omega       0.008487
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 10.746398144437972, 'aic': -13.492796288875944, 'bic': np.float64(-9.314706537982252)}, 4400: {'params': mu          4.830674
omega       0.010411
alpha[1]    0.717181
beta[1]     0.267806
Name: params, dtype: float64, 'loglikelihood': 0.596013546798694, 'aic': 6.807972906402612, 'bic': np.float64(10.986062657296305)}, 4405: {'params': mu          4.848890e+00
omega       1.148525e-02
alpha[1]    1.000000e+00
beta[1]     2.552670e-14
Name: params, dtype: float64, 'loglikelihood': -5.229724374332006, 'aic': 18.459448748664013, 'bic': np.float64(22.637538499557706)}, 4410: {'params': mu          4.810424e+00
omega       3.322125e-02
alpha[1]    1.000000e+00
beta[1]     7.110331e-15
Name: params, dtype: float64, 'loglikelihood': -15.429976242772472, 'aic': 38.859952485544945, 'bic': np.float64(43.038042236438635)}, 4415: {'params': mu          5.659708
omega       0.031118
alpha[1]    0.902866
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -15.092078928207956, 'aic': 38.18415785641591, 'bic': np.float64(42.362247607309605)}, 4420: {'params': mu          5.55931
omega       0.03253
alpha[1]    0.87738
beta[1]     0.00000
Name: params, dtype: float64, 'loglikelihood': -7.161465597360486, 'aic': 22.322931194720972, 'bic': np.float64(26.501020945614663)}, 4425: {'params': mu          5.739583
omega       0.008082
alpha[1]    0.288139
beta[1]     0.711861
Name: params, dtype: float64, 'loglikelihood': -4.448150138668431, 'aic': 16.896300277336863, 'bic': np.float64(21.074390028230553)}, 4430: {'params': mu          5.846422
omega       0.032246
alpha[1]    0.384468
beta[1]     0.414726
Name: params, dtype: float64, 'loglikelihood': -9.476174793148902, 'aic': 26.952349586297803, 'bic': np.float64(31.130439337191497)}, 4435: {'params': mu          6.190236
omega       0.064686
alpha[1]    0.546153
beta[1]     0.268194
Name: params, dtype: float64, 'loglikelihood': -15.410853126823149, 'aic': 38.8217062536463, 'bic': np.float64(42.99979600453999)}, 4440: {'params': mu          6.444284e+00
omega       1.119806e-01
alpha[1]    6.063302e-01
beta[1]     5.704583e-17
Name: params, dtype: float64, 'loglikelihood': -13.710404260774034, 'aic': 35.42080852154807, 'bic': np.float64(39.59889827244176)}, 4445: {'params': mu          6.529887
omega       0.108950
alpha[1]    0.876715
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -15.105195041534866, 'aic': 38.21039008306973, 'bic': np.float64(42.38847983396342)}, 4450: {'params': mu          6.587485
omega       0.087032
alpha[1]    0.988776
beta[1]     0.011224
Name: params, dtype: float64, 'loglikelihood': -23.074592954778904, 'aic': 54.14918590955781, 'bic': np.float64(58.3272756604515)}, 4455: {'params': mu          4.088436
omega       0.005713
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -24.352530507360093, 'aic': 56.70506101472019, 'bic': np.float64(60.88315076561388)}, 4460: {'params': mu          4.047187
omega       0.043906
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -17.970328911061596, 'aic': 43.94065782212319, 'bic': np.float64(48.11874757301688)}, 4465: {'params': mu          3.949946
omega       0.035543
alpha[1]    0.949486
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -11.738578017386981, 'aic': 31.477156034773962, 'bic': np.float64(35.65524578566765)}, 4470: {'params': mu          3.204581
omega       0.002000
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -2.5271632549708634, 'aic': 13.054326509941728, 'bic': np.float64(17.232416260835418)}, 4475: {'params': mu          3.199531
omega       0.002183
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 3.3721478408605603, 'aic': 1.2557043182788794, 'bic': np.float64(5.4337940691725715)}, 4480: {'params': mu          3.190825e+00
omega       2.986766e-03
alpha[1]    1.000000e+00
beta[1]     1.396455e-14
Name: params, dtype: float64, 'loglikelihood': 7.702954967727184, 'aic': -7.405909935454368, 'bic': np.float64(-3.2278201845606755)}, 4485: {'params': mu          2.974982
omega       0.008539
alpha[1]    0.948445
beta[1]     0.051555
Name: params, dtype: float64, 'loglikelihood': 1.5354844499290299, 'aic': 4.92903110014194, 'bic': np.float64(9.107120851035631)}, 4490: {'params': mu          2.932760
omega       0.012888
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -5.16596447809409, 'aic': 18.33192895618818, 'bic': np.float64(22.510018707081873)}, 4495: {'params': mu          2.477924e+00
omega       2.425790e-03
alpha[1]    1.000000e+00
beta[1]     3.671722e-09
Name: params, dtype: float64, 'loglikelihood': 0.1874528396504136, 'aic': 7.625094320699173, 'bic': np.float64(11.803184071592865)}, 4500: {'params': mu          2.477335
omega       0.002370
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 0.26688355299074384, 'aic': 7.466232894018512, 'bic': np.float64(11.644322644912204)}, 4505: {'params': mu          3.003115e+00
omega       3.217196e-03
alpha[1]    9.999997e-01
beta[1]     1.573844e-07
Name: params, dtype: float64, 'loglikelihood': -2.1813126125709457, 'aic': 12.36262522514189, 'bic': np.float64(16.540714976035584)}, 4510: {'params': mu          3.006566e+00
omega       3.209469e-03
alpha[1]    1.000000e+00
beta[1]     3.351772e-10
Name: params, dtype: float64, 'loglikelihood': 0.24241432052958145, 'aic': 7.515171358940837, 'bic': np.float64(11.693261109834529)}, 4515: {'params': mu          3.003384
omega       0.004786
alpha[1]    0.873209
beta[1]     0.126791
Name: params, dtype: float64, 'loglikelihood': 5.609790961280396, 'aic': -3.219581922560792, 'bic': np.float64(0.9585078283329)}, 4520: {'params': mu          3.008796
omega       0.016933
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -2.7535318314496715, 'aic': 13.507063662899343, 'bic': np.float64(17.685153413793035)}, 4525: {'params': mu          3.089630e+00
omega       6.794607e-02
alpha[1]    8.358405e-01
beta[1]     3.614452e-11
Name: params, dtype: float64, 'loglikelihood': -11.625731070370849, 'aic': 31.251462140741697, 'bic': np.float64(35.42955189163539)}, 4530: {'params': mu          2.985041e+00
omega       5.410387e-02
alpha[1]    1.000000e+00
beta[1]     3.752851e-14
Name: params, dtype: float64, 'loglikelihood': -18.182844503944814, 'aic': 44.36568900788963, 'bic': np.float64(48.54377875878332)}, 4535: {'params': mu          4.069414e+00
omega       1.331033e-02
alpha[1]    1.000000e+00
beta[1]     1.081646e-14
Name: params, dtype: float64, 'loglikelihood': -17.32015159260333, 'aic': 42.64030318520666, 'bic': np.float64(46.81839293610035)}, 4540: {'params': mu          4.079396e+00
omega       1.184516e-02
alpha[1]    1.000000e+00
beta[1]     4.812100e-12
Name: params, dtype: float64, 'loglikelihood': -15.177970442509702, 'aic': 38.35594088501941, 'bic': np.float64(42.5340306359131)}, 4545: {'params': mu          5.003707e+00
omega       3.931016e-03
alpha[1]    1.000000e+00
beta[1]     1.651239e-13
Name: params, dtype: float64, 'loglikelihood': -6.471087017985897, 'aic': 20.942174035971796, 'bic': np.float64(25.120263786865486)}, 4550: {'params': mu          5.006966e+00
omega       3.681162e-03
alpha[1]    1.000000e+00
beta[1]     1.852952e-15
Name: params, dtype: float64, 'loglikelihood': -4.956059699168089, 'aic': 17.91211939833618, 'bic': np.float64(22.09020914922987)}, 4555: {'params': mu          5.018380
omega       0.006834
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -3.7574881993200338, 'aic': 15.514976398640068, 'bic': np.float64(19.69306614953376)}, 4560: {'params': mu          5.285624
omega       0.002694
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': -12.682738373809215, 'aic': 33.36547674761843, 'bic': np.float64(37.54356649851212)}, 4565: {'params': mu          5.555176e+00
omega       1.144369e-01
alpha[1]    1.000000e+00
beta[1]     6.522888e-16
Name: params, dtype: float64, 'loglikelihood': -21.246113787444482, 'aic': 50.492227574888965, 'bic': np.float64(54.670317325782655)}, 4570: {'params': mu          5.536955e+00
omega       1.824352e-01
alpha[1]    1.000000e+00
beta[1]     2.218955e-16
Name: params, dtype: float64, 'loglikelihood': -32.71444047145804, 'aic': 73.42888094291608, 'bic': np.float64(77.60697069380977)}, 4575: {'params': mu          8.559449
omega       0.117257
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -31.203130994429642, 'aic': 70.40626198885928, 'bic': np.float64(74.58435173975298)}, 4580: {'params': mu          8.588472
omega       0.122589
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -31.2579790620468, 'aic': 70.5159581240936, 'bic': np.float64(74.69404787498729)}, 4585: {'params': mu          8.722912
omega       0.127858
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -31.386464265391034, 'aic': 70.77292853078207, 'bic': np.float64(74.95101828167576)}, 4590: {'params': mu          1.095213e+01
omega       8.719938e-02
alpha[1]    1.000000e+00
beta[1]     1.214491e-10
Name: params, dtype: float64, 'loglikelihood': -24.902887788615644, 'aic': 57.80577557723129, 'bic': np.float64(61.98386532812498)}, 4595: {'params': mu          11.020484
omega        0.074997
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -27.826330387808863, 'aic': 63.652660775617726, 'bic': np.float64(67.83075052651142)}, 4600: {'params': mu          1.052394e+01
omega       8.106653e-01
alpha[1]    8.644036e-01
beta[1]     5.529000e-14
Name: params, dtype: float64, 'loglikelihood': -36.40108879300513, 'aic': 80.80217758601026, 'bic': np.float64(84.98026733690395)}, 4605: {'params': mu          1.018442e+01
omega       1.080281e+00
alpha[1]    8.817561e-01
beta[1]     7.439232e-13
Name: params, dtype: float64, 'loglikelihood': -42.98425627913672, 'aic': 93.96851255827345, 'bic': np.float64(98.14660230916714)}, 4610: {'params': mu          1.365764e+01
omega       1.022544e-03
alpha[1]    1.000000e+00
beta[1]     3.368100e-12
Name: params, dtype: float64, 'loglikelihood': -26.118044141280514, 'aic': 60.23608828256103, 'bic': np.float64(64.41417803345472)}, 4615: {'params': mu          1.368921e+01
omega       1.773851e-02
alpha[1]    1.000000e+00
beta[1]     7.411352e-12
Name: params, dtype: float64, 'loglikelihood': -13.77741772587259, 'aic': 35.55483545174518, 'bic': np.float64(39.732925202638874)}, 4620: {'params': mu          1.374770e+01
omega       6.224098e-02
alpha[1]    0.000000e+00
beta[1]     1.665335e-15
Name: params, dtype: float64, 'loglikelihood': -0.6846630412719723, 'aic': 9.369326082543944, 'bic': np.float64(13.547415833437636)}, 4625: {'params': mu          13.793926
omega        0.034925
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -8.785485562457175, 'aic': 25.57097112491435, 'bic': np.float64(29.74906087580804)}, 4630: {'params': mu          13.998014
omega        0.080179
alpha[1]     0.433232
beta[1]      0.512992
Name: params, dtype: float64, 'loglikelihood': -20.269896855451453, 'aic': 48.539793710902906, 'bic': np.float64(52.717883461796596)}, 4635: {'params': mu          14.286869
omega        0.140979
alpha[1]     0.820381
beta[1]      0.179619
Name: params, dtype: float64, 'loglikelihood': -27.996966816658457, 'aic': 63.993933633316914, 'bic': np.float64(68.1720233842106)}, 4640: {'params': mu          1.573518e+01
omega       1.212953e+00
alpha[1]    4.105346e-01
beta[1]     9.113996e-13
Name: params, dtype: float64, 'loglikelihood': -36.440795126295704, 'aic': 80.88159025259141, 'bic': np.float64(85.0596800034851)}, 4645: {'params': mu          16.887312
omega        0.262262
alpha[1]     0.740836
beta[1]      0.028790
Name: params, dtype: float64, 'loglikelihood': -28.97801271869965, 'aic': 65.95602543739929, 'bic': np.float64(70.134115188293)}, 4650: {'params': mu          17.425954
omega        0.096232
alpha[1]     0.760689
beta[1]      0.239311
Name: params, dtype: float64, 'loglikelihood': -30.079819239818136, 'aic': 68.15963847963627, 'bic': np.float64(72.33772823052996)}, 4655: {'params': mu          17.530963
omega        0.100330
alpha[1]     0.897824
beta[1]      0.102176
Name: params, dtype: float64, 'loglikelihood': -43.44021987324681, 'aic': 94.88043974649362, 'bic': np.float64(99.05852949738731)}, 4660: {'params': mu          17.525384
omega        1.901586
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -54.02796629945266, 'aic': 116.05593259890531, 'bic': np.float64(120.234022349799)}, 4665: {'params': mu          1.782259e+01
omega       4.531105e+00
alpha[1]    1.000000e+00
beta[1]     6.251852e-13
Name: params, dtype: float64, 'loglikelihood': -64.07086782756372, 'aic': 136.14173565512743, 'bic': np.float64(140.31982540602112)}, 4670: {'params': mu          8.495706
omega       0.216234
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -51.38708438600423, 'aic': 110.77416877200847, 'bic': np.float64(114.95225852290216)}, 4675: {'params': mu          8.342841
omega       0.207882
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -40.44361857002548, 'aic': 88.88723714005096, 'bic': np.float64(93.06532689094465)}, 4680: {'params': mu          7.507288e+00
omega       2.297889e-01
alpha[1]    9.668043e-01
beta[1]     6.962356e-14
Name: params, dtype: float64, 'loglikelihood': -28.72997993056253, 'aic': 65.45995986112506, 'bic': np.float64(69.63804961201875)}, 4685: {'params': mu          7.310102
omega       0.310174
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -33.00496227031995, 'aic': 74.0099245406399, 'bic': np.float64(78.18801429153359)}, 4690: {'params': mu          6.027423
omega       1.074274
alpha[1]    0.688682
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -39.433846900201075, 'aic': 86.86769380040215, 'bic': np.float64(91.04578355129584)}, 4695: {'params': mu          3.334198
omega       0.026168
alpha[1]    0.995164
beta[1]     0.004836
Name: params, dtype: float64, 'loglikelihood': -29.586277411646083, 'aic': 67.17255482329216, 'bic': np.float64(71.35064457418586)}, 4700: {'params': mu          3.324998
omega       0.025420
alpha[1]    0.994994
beta[1]     0.005006
Name: params, dtype: float64, 'loglikelihood': -25.032644790002458, 'aic': 58.065289580004915, 'bic': np.float64(62.243379330898605)}, 4705: {'params': mu          1.606190e+00
omega       8.029120e-03
alpha[1]    1.000000e+00
beta[1]     1.899932e-12
Name: params, dtype: float64, 'loglikelihood': -21.17978401362369, 'aic': 50.35956802724738, 'bic': np.float64(54.53765777814107)}, 4710: {'params': mu          1.155904
omega       0.003878
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -9.804180416093367, 'aic': 27.608360832186733, 'bic': np.float64(31.786450583080423)}, 4715: {'params': mu          9.881622e-01
omega       3.519507e-03
alpha[1]    1.000000e+00
beta[1]     6.076886e-11
Name: params, dtype: float64, 'loglikelihood': -0.7120848717338168, 'aic': 9.424169743467633, 'bic': np.float64(13.602259494361325)}, 4720: {'params': mu          0.756671
omega       0.000119
alpha[1]    0.942680
beta[1]     0.057320
Name: params, dtype: float64, 'loglikelihood': 9.252282358561335, 'aic': -10.504564717122669, 'bic': np.float64(-6.326474966228977)}, 4725: {'params': mu          0.798661
omega       0.000015
alpha[1]    0.529805
beta[1]     0.348760
Name: params, dtype: float64, 'loglikelihood': 26.234733902614458, 'aic': -44.469467805228916, 'bic': np.float64(-40.291378054335226)}, 4730: {'params': mu          0.793994
omega       0.002547
alpha[1]    0.339881
beta[1]     0.056410
Name: params, dtype: float64, 'loglikelihood': 28.164044531359295, 'aic': -48.32808906271859, 'bic': np.float64(-44.1499993118249)}, 4735: {'params': mu          0.791799
omega       0.002147
alpha[1]    0.325405
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 31.299370611571664, 'aic': -54.59874122314333, 'bic': np.float64(-50.42065147224964)}, 4740: {'params': mu          0.825926
omega       0.000078
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 31.712564958952466, 'aic': -55.42512991790493, 'bic': np.float64(-51.24704016701124)}, 4745: {'params': mu          8.523384e-01
omega       3.442971e-03
alpha[1]    0.000000e+00
beta[1]     1.144917e-15
Name: params, dtype: float64, 'loglikelihood': 29.740791759411504, 'aic': -51.48158351882301, 'bic': np.float64(-47.30349376792932)}, 4750: {'params': mu          0.898690
omega       0.000148
alpha[1]    0.375234
beta[1]     0.313952
Name: params, dtype: float64, 'loglikelihood': 44.81980655170334, 'aic': -81.63961310340667, 'bic': np.float64(-77.46152335251298)}, 4755: {'params': mu          0.903407
omega       0.000544
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 44.293826609664904, 'aic': -80.58765321932981, 'bic': np.float64(-76.40956346843612)}, 4760: {'params': mu          0.905614
omega       0.000168
alpha[1]    0.207438
beta[1]     0.792562
Name: params, dtype: float64, 'loglikelihood': 41.98046897103389, 'aic': -75.96093794206779, 'bic': np.float64(-71.7828481911741)}, 4765: {'params': mu          0.911897
omega       0.000082
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 35.83846506253198, 'aic': -63.67693012506396, 'bic': np.float64(-59.49884037417027)}, 4770: {'params': mu          0.926921
omega       0.000703
alpha[1]    0.304709
beta[1]     0.695291
Name: params, dtype: float64, 'loglikelihood': 24.562885338118438, 'aic': -41.125770676236876, 'bic': np.float64(-36.947680925343185)}, 4775: {'params': mu          0.964861
omega       0.000077
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 22.41569004903543, 'aic': -36.83138009807086, 'bic': np.float64(-32.65329034717717)}, 4780: {'params': mu          0.908064
omega       0.003694
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 15.650686992988776, 'aic': -23.301373985977552, 'bic': np.float64(-19.123284235083858)}, 4785: {'params': mu          1.031374e+00
omega       2.697835e-03
alpha[1]    1.000000e+00
beta[1]     2.613854e-10
Name: params, dtype: float64, 'loglikelihood': 6.175776511222781, 'aic': -4.351553022445563, 'bic': np.float64(-0.1734632715518707)}, 4790: {'params': mu          0.877501
omega       0.002429
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 0.3548891512735296, 'aic': 7.290221697452941, 'bic': np.float64(11.468311448346633)}, 4795: {'params': mu          0.392323
omega       0.000846
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.820442546338295, 'aic': -33.64088509267659, 'bic': np.float64(-29.4627953417829)}, 4800: {'params': mu          0.385777
omega       0.001169
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.453716324893666, 'aic': -48.90743264978733, 'bic': np.float64(-44.72934289889364)}, 4805: {'params': mu          0.354861
omega       0.000764
alpha[1]    0.200132
beta[1]     0.500061
Name: params, dtype: float64, 'loglikelihood': 33.1637144729419, 'aic': -58.327428945883796, 'bic': np.float64(-54.149339194990105)}, 4810: {'params': mu          0.305813
omega       0.000001
alpha[1]    0.528061
beta[1]     0.408659
Name: params, dtype: float64, 'loglikelihood': 41.98676146643598, 'aic': -75.97352293287196, 'bic': np.float64(-71.79543318197827)}, 4815: {'params': mu          0.304622
omega       0.000122
alpha[1]    0.199930
beta[1]     0.699755
Name: params, dtype: float64, 'loglikelihood': 46.01292933748489, 'aic': -84.02585867496978, 'bic': np.float64(-79.84776892407609)}, 4820: {'params': mu          0.294050
omega       0.000492
alpha[1]    0.381093
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 47.68898954211002, 'aic': -87.37797908422004, 'bic': np.float64(-83.19988933332635)}, 4825: {'params': mu          0.286044
omega       0.000261
alpha[1]    0.387965
beta[1]     0.612035
Name: params, dtype: float64, 'loglikelihood': 38.59977387201946, 'aic': -69.19954774403892, 'bic': np.float64(-65.02145799314523)}, 4830: {'params': mu          0.260764
omega       0.000067
alpha[1]    0.139779
beta[1]     0.860221
Name: params, dtype: float64, 'loglikelihood': 33.46150375228659, 'aic': -58.92300750457318, 'bic': np.float64(-54.74491775367949)}, 4835: {'params': mu          2.218638e-01
omega       4.022059e-10
alpha[1]    1.377573e-01
beta[1]     7.913247e-01
Name: params, dtype: float64, 'loglikelihood': 35.28688700423483, 'aic': -62.573774008469655, 'bic': np.float64(-58.395684257575965)}, 4840: {'params': mu          0.220744
omega       0.000136
alpha[1]    0.000000
beta[1]     0.874836
Name: params, dtype: float64, 'loglikelihood': 37.19650164652494, 'aic': -66.39300329304989, 'bic': np.float64(-62.2149135421562)}, 4845: {'params': mu          0.218996
omega       0.000783
alpha[1]    0.011305
beta[1]     0.490743
Name: params, dtype: float64, 'loglikelihood': 38.20611103855366, 'aic': -68.41222207710732, 'bic': np.float64(-64.23413232621363)}, 4850: {'params': mu          2.235896e-01
omega       9.737767e-04
alpha[1]    6.514435e-01
beta[1]     4.962832e-13
Name: params, dtype: float64, 'loglikelihood': 34.951787477843354, 'aic': -61.90357495568671, 'bic': np.float64(-57.72548520479302)}, 4855: {'params': mu          0.299671
omega       0.000010
alpha[1]    0.649530
beta[1]     0.337904
Name: params, dtype: float64, 'loglikelihood': 45.68287899692077, 'aic': -83.36575799384154, 'bic': np.float64(-79.18766824294785)}, 4860: {'params': mu          0.283314
omega       0.001022
alpha[1]    0.422388
beta[1]     0.000008
Name: params, dtype: float64, 'loglikelihood': 38.051684182317835, 'aic': -68.10336836463567, 'bic': np.float64(-63.92527861374198)}, 4865: {'params': mu          2.826873e-01
omega       9.588504e-04
alpha[1]    6.003695e-01
beta[1]     4.075412e-15
Name: params, dtype: float64, 'loglikelihood': 37.35290509162701, 'aic': -66.70581018325402, 'bic': np.float64(-62.527720432360326)}, 4870: {'params': mu          0.268977
omega       0.000087
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 31.17536309453507, 'aic': -54.35072618907014, 'bic': np.float64(-50.17263643817645)}, 4875: {'params': mu          0.224603
omega       0.000885
alpha[1]    0.978535
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 31.41805069417504, 'aic': -54.83610138835008, 'bic': np.float64(-50.65801163745639)}, 4880: {'params': mu          0.203602
omega       0.001447
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 31.368311240748337, 'aic': -54.736622481496674, 'bic': np.float64(-50.558532730602984)}, 4885: {'params': mu          0.189067
omega       0.001018
alpha[1]    0.847989
beta[1]     0.152011
Name: params, dtype: float64, 'loglikelihood': 27.88638582091916, 'aic': -47.77277164183832, 'bic': np.float64(-43.59468189094463)}, 4890: {'params': mu          1.003156e-01
omega       2.448980e-11
alpha[1]    4.143687e-01
beta[1]     6.415899e-02
Name: params, dtype: float64, 'loglikelihood': 70.81189125995729, 'aic': -133.62378251991458, 'bic': np.float64(-129.4456927690209)}, 4895: {'params': mu          0.105242
omega       0.000155
alpha[1]    0.199969
beta[1]     0.699890
Name: params, dtype: float64, 'loglikelihood': 44.286708717908915, 'aic': -80.57341743581783, 'bic': np.float64(-76.39532768492414)}, 4900: {'params': mu          1.000000e-01
omega       8.666685e-34
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 762.2725170791673, 'aic': -1516.5450341583346, 'bic': np.float64(-1512.366944407441)}, 4905: {'params': mu          1.000000e-01
omega       8.666685e-34
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 762.2725170791673, 'aic': -1516.5450341583346, 'bic': np.float64(-1512.366944407441)}, 4910: {'params': mu          1.000000e-01
omega       8.666685e-34
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 762.2725170791673, 'aic': -1516.5450341583346, 'bic': np.float64(-1512.366944407441)}, 4915: {'params': mu          1.000000e-01
omega       8.666685e-34
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 762.2725170791673, 'aic': -1516.5450341583346, 'bic': np.float64(-1512.366944407441)}, 4920: {'params': mu          1.000000e-01
omega       8.666685e-34
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 762.2725170791673, 'aic': -1516.5450341583346, 'bic': np.float64(-1512.366944407441)}, 4925: {'params': mu          1.000000e-01
omega       8.666685e-34
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 762.2725170791673, 'aic': -1516.5450341583346, 'bic': np.float64(-1512.366944407441)}, 4930: {'params': mu          1.000000e-01
omega       8.666685e-34
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 762.2725170791673, 'aic': -1516.5450341583346, 'bic': np.float64(-1512.366944407441)}, 4935: {'params': mu          1.000000e-01
omega       8.666685e-34
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 762.2725170791673, 'aic': -1516.5450341583346, 'bic': np.float64(-1512.366944407441)}, 4940: {'params': mu          1.000000e-01
omega       8.666685e-34
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 762.2725170791673, 'aic': -1516.5450341583346, 'bic': np.float64(-1512.366944407441)}, 4945: {'params': mu          1.000000e-01
omega       8.666685e-34
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 762.2725170791673, 'aic': -1516.5450341583346, 'bic': np.float64(-1512.366944407441)}}, 7: {0: {'params': mu          6.543387e+04
omega       2.129044e+06
alpha[1]    1.838265e-01
beta[1]     3.457255e-01
Name: params, dtype: float64, 'loglikelihood': -63.335017868810326, 'aic': 134.67003573762065, 'bic': np.float64(134.4536763338419)}, 5: {'params': mu          6.818100e+04
omega       5.856390e+06
alpha[1]    9.887924e-17
beta[1]     4.279976e-01
Name: params, dtype: float64, 'loglikelihood': -66.86633554375622, 'aic': 141.73267108751244, 'bic': np.float64(141.5163116837337)}, 10: {'params': mu          7.050377e+04
omega       9.942903e+05
alpha[1]    1.838807e-16
beta[1]     7.279814e-01
Name: params, dtype: float64, 'loglikelihood': -62.46846919367764, 'aic': 132.93693838735527, 'bic': np.float64(132.72057898357653)}, 15: {'params': mu          6.638181e+04
omega       1.211359e+06
alpha[1]    0.000000e+00
beta[1]     7.430153e-01
Name: params, dtype: float64, 'loglikelihood': -63.142024814246064, 'aic': 134.28404962849214, 'bic': np.float64(134.06769022471337)}, 20: {'params': mu          6.235589e+04
omega       4.658977e+06
alpha[1]    0.000000e+00
beta[1]     4.055792e-01
Name: params, dtype: float64, 'loglikelihood': -66.04036559501712, 'aic': 140.08073119003424, 'bic': np.float64(139.8643717862555)}, 25: {'params': mu          5.419630e+04
omega       7.850272e+06
alpha[1]    1.040834e-16
beta[1]     3.774403e-01
Name: params, dtype: float64, 'loglikelihood': -67.77098352318178, 'aic': 143.54196704636357, 'bic': np.float64(143.32560764258483)}, 30: {'params': mu          5.167567e+04
omega       6.802988e+04
alpha[1]    2.933417e-15
beta[1]     5.609765e-01
Name: params, dtype: float64, 'loglikelihood': -52.85683796232789, 'aic': 113.71367592465577, 'bic': np.float64(113.49731652087702)}, 35: {'params': mu           51319.815228
omega       459325.484897
alpha[1]         0.134198
beta[1]          0.428092
Name: params, dtype: float64, 'loglikelihood': -57.937717214457166, 'aic': 123.87543442891433, 'bic': np.float64(123.65907502513558)}, 40: {'params': mu          4.749334e+04
omega       1.895450e+06
alpha[1]    6.777328e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -62.57780665006914, 'aic': 133.15561330013827, 'bic': np.float64(132.93925389635953)}, 45: {'params': mu           43457.112411
omega       253035.441794
alpha[1]         0.000000
beta[1]          0.546126
Name: params, dtype: float64, 'loglikelihood': -57.392535086624974, 'aic': 122.78507017324995, 'bic': np.float64(122.5687107694712)}, 50: {'params': mu          42877.000919
omega       81925.768575
alpha[1]        0.785399
beta[1]         0.057379
Name: params, dtype: float64, 'loglikelihood': -51.61989568785083, 'aic': 111.23979137570166, 'bic': np.float64(111.0234319719229)}, 55: {'params': mu          4.131046e+04
omega       7.710184e+05
alpha[1]    3.087808e-16
beta[1]     4.486322e-01
Name: params, dtype: float64, 'loglikelihood': -59.78495965117432, 'aic': 127.56991930234864, 'bic': np.float64(127.35355989856988)}, 60: {'params': mu          4.082150e+04
omega       2.254452e+05
alpha[1]    3.295975e-17
beta[1]     6.858241e-01
Name: params, dtype: float64, 'loglikelihood': -57.283237142289465, 'aic': 122.56647428457893, 'bic': np.float64(122.35011488080018)}, 65: {'params': mu           42280.428761
omega       129718.171469
alpha[1]         0.000000
beta[1]          0.664878
Name: params, dtype: float64, 'loglikelihood': -55.333678010685865, 'aic': 118.66735602137173, 'bic': np.float64(118.45099661759298)}, 70: {'params': mu          4.478600e+04
omega       2.083190e+06
alpha[1]    1.387779e-17
beta[1]     4.485591e-01
Name: params, dtype: float64, 'loglikelihood': -63.25686322309064, 'aic': 134.5137264461813, 'bic': np.float64(134.29736704240253)}, 75: {'params': mu          4.459091e+04
omega       8.766613e+05
alpha[1]    7.285839e-17
beta[1]     4.508229e-01
Name: params, dtype: float64, 'loglikelihood': -60.225073492137355, 'aic': 128.4501469842747, 'bic': np.float64(128.23378758049597)}, 80: {'params': mu          4.322883e+04
omega       5.937403e+05
alpha[1]    5.152129e-16
beta[1]     5.184665e-01
Name: params, dtype: float64, 'loglikelihood': -58.885308833379256, 'aic': 125.77061766675851, 'bic': np.float64(125.55425826297976)}, 85: {'params': mu          42758.571722
omega       30634.788776
alpha[1]        0.000000
beta[1]         0.881378
Name: params, dtype: float64, 'loglikelihood': -54.13809647951249, 'aic': 116.27619295902498, 'bic': np.float64(116.05983355524623)}, 90: {'params': mu          43432.471527
omega       94583.239470
alpha[1]        0.000000
beta[1]         0.786526
Name: params, dtype: float64, 'loglikelihood': -54.11515496012112, 'aic': 116.23030992024223, 'bic': np.float64(116.01395051646348)}, 95: {'params': mu           42453.871070
omega       143795.224041
alpha[1]         0.000000
beta[1]          0.622901
Name: params, dtype: float64, 'loglikelihood': -55.63705122462134, 'aic': 119.27410244924268, 'bic': np.float64(119.05774304546392)}, 100: {'params': mu          4.258455e+04
omega       4.589313e+05
alpha[1]    4.948641e-01
beta[1]     6.277931e-17
Name: params, dtype: float64, 'loglikelihood': -57.73459706150033, 'aic': 123.46919412300066, 'bic': np.float64(123.25283471922191)}, 105: {'params': mu          4.354499e+04
omega       1.420216e+05
alpha[1]    1.110223e-16
beta[1]     8.026094e-01
Name: params, dtype: float64, 'loglikelihood': -55.47869705709215, 'aic': 118.9573941141843, 'bic': np.float64(118.74103471040554)}, 110: {'params': mu          3.996417e+04
omega       2.314465e+06
alpha[1]    6.943389e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -63.29345899042187, 'aic': 134.58691798084374, 'bic': np.float64(134.370558577065)}, 115: {'params': mu          3.765663e+04
omega       2.140111e+04
alpha[1]    1.890849e-16
beta[1]     5.320738e-01
Name: params, dtype: float64, 'loglikelihood': -47.25214367855105, 'aic': 102.5042873571021, 'bic': np.float64(102.28792795332335)}, 120: {'params': mu          3.726144e+04
omega       1.892354e+05
alpha[1]    2.733924e-14
beta[1]     5.324462e-01
Name: params, dtype: float64, 'loglikelihood': -54.876924699842185, 'aic': 117.75384939968437, 'bic': np.float64(117.53748999590562)}, 125: {'params': mu           36793.961090
omega       282704.421220
alpha[1]         0.676192
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -55.66489139413176, 'aic': 119.32978278826351, 'bic': np.float64(119.11342338448476)}, 130: {'params': mu           36874.425209
omega       231432.560581
alpha[1]         0.570214
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -54.70722365449667, 'aic': 117.41444730899335, 'bic': np.float64(117.19808790521459)}, 135: {'params': mu           35741.948632
omega       352548.518367
alpha[1]         0.563641
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -56.793881762147976, 'aic': 121.58776352429595, 'bic': np.float64(121.3714041205172)}, 140: {'params': mu          34898.229308
omega       25299.209757
alpha[1]        0.000000
beta[1]         0.776600
Name: params, dtype: float64, 'loglikelihood': -49.530279337530175, 'aic': 107.06055867506035, 'bic': np.float64(106.8441992712816)}, 145: {'params': mu          3.432716e+04
omega       3.333993e+04
alpha[1]    1.700029e-16
beta[1]     4.892458e-01
Name: params, dtype: float64, 'loglikelihood': -48.80836575954924, 'aic': 105.61673151909848, 'bic': np.float64(105.40037211531973)}, 150: {'params': mu          3.216870e+04
omega       2.090060e+06
alpha[1]    3.469447e-18
beta[1]     5.039463e-01
Name: params, dtype: float64, 'loglikelihood': -63.29278530438383, 'aic': 134.58557060876765, 'bic': np.float64(134.36921120498891)}, 155: {'params': mu          2.867237e+04
omega       3.607890e+05
alpha[1]    8.448103e-16
beta[1]     4.540133e-01
Name: params, dtype: float64, 'loglikelihood': -57.13362058910453, 'aic': 122.26724117820906, 'bic': np.float64(122.05088177443031)}, 160: {'params': mu          2.720227e+04
omega       1.631618e+05
alpha[1]    9.523632e-16
beta[1]     3.563477e-01
Name: params, dtype: float64, 'loglikelihood': -54.12625556212787, 'aic': 116.25251112425573, 'bic': np.float64(116.03615172047698)}, 165: {'params': mu          27582.857873
omega       67806.684078
alpha[1]        0.000000
beta[1]         0.403094
Name: params, dtype: float64, 'loglikelihood': -51.20599203886102, 'aic': 110.41198407772204, 'bic': np.float64(110.19562467394329)}, 170: {'params': mu          27572.731584
omega       54681.080622
alpha[1]        0.641495
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -50.212639520822634, 'aic': 108.42527904164527, 'bic': np.float64(108.20891963786652)}, 175: {'params': mu           26822.470930
omega       159803.378162
alpha[1]         0.000000
beta[1]          0.388847
Name: params, dtype: float64, 'loglikelihood': -54.18856145730574, 'aic': 116.37712291461148, 'bic': np.float64(116.16076351083272)}, 180: {'params': mu          2.651846e+04
omega       2.510646e+04
alpha[1]    6.487866e-16
beta[1]     7.444379e-01
Name: params, dtype: float64, 'loglikelihood': -49.57181762615235, 'aic': 107.1436352523047, 'bic': np.float64(106.92727584852595)}, 185: {'params': mu          26765.685522
omega       20943.917509
alpha[1]        0.000000
beta[1]         0.667509
Name: params, dtype: float64, 'loglikelihood': -48.95217675022745, 'aic': 105.9043535004549, 'bic': np.float64(105.68799409667615)}, 190: {'params': mu          2.610740e+04
omega       1.192254e+05
alpha[1]    6.852158e-16
beta[1]     5.160285e-01
Name: params, dtype: float64, 'loglikelihood': -53.266123442498525, 'aic': 114.53224688499705, 'bic': np.float64(114.3158874812183)}, 195: {'params': mu          25802.172506
omega       44958.823868
alpha[1]        0.000000
beta[1]         0.377718
Name: params, dtype: float64, 'loglikelihood': -49.70117647741246, 'aic': 107.40235295482492, 'bic': np.float64(107.18599355104617)}, 200: {'params': mu          2.585039e+04
omega       5.370358e+02
alpha[1]    1.628905e-15
beta[1]     8.875213e-01
Name: params, dtype: float64, 'loglikelihood': -39.98911763612129, 'aic': 87.97823527224259, 'bic': np.float64(87.76187586846383)}, 205: {'params': mu           26428.542908
omega       245741.521225
alpha[1]         0.000000
beta[1]          0.505052
Name: params, dtype: float64, 'loglikelihood': -55.8013445552705, 'aic': 119.602689110541, 'bic': np.float64(119.38632970676224)}, 210: {'params': mu          2.613629e+04
omega       8.766821e+03
alpha[1]    3.302913e-15
beta[1]     5.538223e-01
Name: params, dtype: float64, 'loglikelihood': -44.1083565963035, 'aic': 96.216713192607, 'bic': np.float64(96.00035378882825)}, 215: {'params': mu          2.655304e+04
omega       2.469606e+05
alpha[1]    4.440892e-16
beta[1]     8.022868e-01
Name: params, dtype: float64, 'loglikelihood': -57.414764174803935, 'aic': 122.82952834960787, 'bic': np.float64(122.61316894582912)}, 220: {'params': mu           28876.158099
omega       444869.262650
alpha[1]         0.000000
beta[1]          0.349378
Name: params, dtype: float64, 'loglikelihood': -57.5965328046749, 'aic': 123.1930656093498, 'bic': np.float64(122.97670620557105)}, 225: {'params': mu          29419.853893
omega       22492.485496
alpha[1]        1.000000
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -46.80738397994678, 'aic': 101.61476795989356, 'bic': np.float64(101.3984085561148)}, 230: {'params': mu          2.921918e+04
omega       1.290058e+04
alpha[1]    5.802650e-16
beta[1]     8.028287e-01
Name: params, dtype: float64, 'loglikelihood': -47.0797792083405, 'aic': 102.159558416681, 'bic': np.float64(101.94319901290224)}, 235: {'params': mu          2.932731e+04
omega       8.340224e+03
alpha[1]    5.858161e-15
beta[1]     5.863378e-01
Name: params, dtype: float64, 'loglikelihood': -45.55050865332654, 'aic': 99.10101730665308, 'bic': np.float64(98.88465790287432)}, 240: {'params': mu          2.945306e+04
omega       3.092397e+04
alpha[1]    2.515349e-17
beta[1]     7.796754e-01
Name: params, dtype: float64, 'loglikelihood': -50.22519471368494, 'aic': 108.45038942736988, 'bic': np.float64(108.23403002359113)}, 245: {'params': mu          2.992787e+04
omega       7.851952e+03
alpha[1]    3.989864e-17
beta[1]     4.802583e-01
Name: params, dtype: float64, 'loglikelihood': -43.747636171672774, 'aic': 95.49527234334555, 'bic': np.float64(95.2789129395668)}, 250: {'params': mu           30386.314152
omega       109511.050612
alpha[1]         0.000000
beta[1]          0.528089
Name: params, dtype: float64, 'loglikelihood': -52.962919030246695, 'aic': 113.92583806049339, 'bic': np.float64(113.70947865671464)}, 255: {'params': mu          3.052773e+04
omega       8.158567e+04
alpha[1]    2.078382e-15
beta[1]     3.543870e-01
Name: params, dtype: float64, 'loglikelihood': -51.687497827100465, 'aic': 111.37499565420093, 'bic': np.float64(111.15863625042218)}, 260: {'params': mu          30514.071048
omega       39493.343756
alpha[1]        0.000000
beta[1]         0.731269
Name: params, dtype: float64, 'loglikelihood': -51.17516991235406, 'aic': 110.35033982470812, 'bic': np.float64(110.13398042092936)}, 265: {'params': mu          3.057744e+04
omega       4.432979e+04
alpha[1]    2.430348e-15
beta[1]     4.064310e-01
Name: params, dtype: float64, 'loglikelihood': -49.739237485623065, 'aic': 107.47847497124613, 'bic': np.float64(107.26211556746738)}, 270: {'params': mu          3.037195e+04
omega       3.991553e+04
alpha[1]    7.600614e-01
beta[1]     1.115712e-14
Name: params, dtype: float64, 'loglikelihood': -49.033785319957644, 'aic': 106.06757063991529, 'bic': np.float64(105.85121123613654)}, 275: {'params': mu          2.836787e+04
omega       1.441566e+06
alpha[1]    5.204170e-18
beta[1]     4.692979e-01
Name: params, dtype: float64, 'loglikelihood': -61.98659440442259, 'aic': 131.97318880884518, 'bic': np.float64(131.75682940506644)}, 280: {'params': mu          2.596471e+04
omega       1.019191e+05
alpha[1]    5.785303e-16
beta[1]     5.030501e-01
Name: params, dtype: float64, 'loglikelihood': -52.72066173075131, 'aic': 113.44132346150262, 'bic': np.float64(113.22496405772387)}, 285: {'params': mu          26133.058168
omega       36950.933879
alpha[1]        0.476865
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -49.12740715382152, 'aic': 106.25481430764304, 'bic': np.float64(106.03845490386429)}, 290: {'params': mu           26751.456986
omega       139343.626939
alpha[1]         0.000000
beta[1]          0.534745
Name: params, dtype: float64, 'loglikelihood': -53.80590783892461, 'aic': 115.61181567784922, 'bic': np.float64(115.39545627407047)}, 295: {'params': mu          2.740866e+04
omega       4.959355e+04
alpha[1]    2.272488e-16
beta[1]     7.388705e-01
Name: params, dtype: float64, 'loglikelihood': -51.962631500394174, 'aic': 111.92526300078835, 'bic': np.float64(111.7089035970096)}, 300: {'params': mu           27057.785279
omega       109238.000081
alpha[1]         0.000000
beta[1]          0.644639
Name: params, dtype: float64, 'loglikelihood': -54.70748778360336, 'aic': 117.41497556720672, 'bic': np.float64(117.19861616342797)}, 305: {'params': mu          2.685336e+04
omega       3.513307e+04
alpha[1]    5.696058e-01
beta[1]     7.183915e-15
Name: params, dtype: float64, 'loglikelihood': -48.44178777621004, 'aic': 104.88357555242008, 'bic': np.float64(104.66721614864133)}, 310: {'params': mu          2.700439e+04
omega       2.118735e+04
alpha[1]    2.109424e-15
beta[1]     5.108297e-01
Name: params, dtype: float64, 'loglikelihood': -47.22274808127211, 'aic': 102.44549616254422, 'bic': np.float64(102.22913675876546)}, 315: {'params': mu          2.719841e+04
omega       4.446689e+04
alpha[1]    1.734723e-17
beta[1]     7.259538e-01
Name: params, dtype: float64, 'loglikelihood': -51.594742013071695, 'aic': 111.18948402614339, 'bic': np.float64(110.97312462236464)}, 320: {'params': mu          2.856660e+04
omega       1.267011e+05
alpha[1]    8.847090e-17
beta[1]     6.310754e-01
Name: params, dtype: float64, 'loglikelihood': -55.206902814898356, 'aic': 118.41380562979671, 'bic': np.float64(118.19744622601796)}, 325: {'params': mu          28917.199787
omega       82837.680000
alpha[1]        0.000000
beta[1]         0.559707
Name: params, dtype: float64, 'loglikelihood': -51.96335211704667, 'aic': 111.92670423409334, 'bic': np.float64(111.71034483031458)}, 330: {'params': mu           28550.842928
omega       285839.352653
alpha[1]         0.000000
beta[1]          0.510324
Name: params, dtype: float64, 'loglikelihood': -56.32824585843138, 'aic': 120.65649171686276, 'bic': np.float64(120.440132313084)}, 335: {'params': mu          2.823083e+04
omega       3.002033e+05
alpha[1]    1.604619e-16
beta[1]     7.790750e-01
Name: params, dtype: float64, 'loglikelihood': -58.181368694697554, 'aic': 124.36273738939511, 'bic': np.float64(124.14637798561635)}, 340: {'params': mu           30014.371927
omega       173618.431017
alpha[1]         0.000000
beta[1]          0.384076
Name: params, dtype: float64, 'loglikelihood': -54.43461832033297, 'aic': 116.86923664066595, 'bic': np.float64(116.65287723688719)}, 345: {'params': mu           29552.103444
omega       442405.518575
alpha[1]         0.376279
beta[1]          0.197359
Name: params, dtype: float64, 'loglikelihood': -57.74353239776818, 'aic': 123.48706479553636, 'bic': np.float64(123.2707053917576)}, 350: {'params': mu          28050.699564
omega       14128.617139
alpha[1]        0.000000
beta[1]         0.440732
Name: params, dtype: float64, 'loglikelihood': -45.78086706715497, 'aic': 99.56173413430994, 'bic': np.float64(99.34537473053119)}, 355: {'params': mu          2.821064e+04
omega       5.014158e+03
alpha[1]    7.459311e-17
beta[1]     8.733488e-01
Name: params, dtype: float64, 'loglikelihood': -47.79597930577615, 'aic': 103.5919586115523, 'bic': np.float64(103.37559920777355)}, 360: {'params': mu          2.766903e+04
omega       5.243053e+04
alpha[1]    2.602085e-17
beta[1]     6.511855e-01
Name: params, dtype: float64, 'loglikelihood': -52.14193845119157, 'aic': 112.28387690238314, 'bic': np.float64(112.06751749860439)}, 365: {'params': mu          2.775766e+04
omega       6.339001e+04
alpha[1]    4.665340e-01
beta[1]     1.054538e-15
Name: params, dtype: float64, 'loglikelihood': -50.886110161019594, 'aic': 109.77222032203919, 'bic': np.float64(109.55586091826044)}, 370: {'params': mu          2.628171e+04
omega       1.046159e+06
alpha[1]    0.000000e+00
beta[1]     5.052733e-01
Name: params, dtype: float64, 'loglikelihood': -60.87035546121899, 'aic': 129.74071092243798, 'bic': np.float64(129.52435151865924)}, 375: {'params': mu          2.229680e+04
omega       1.770228e+06
alpha[1]    0.000000e+00
beta[1]     4.854300e-01
Name: params, dtype: float64, 'loglikelihood': -62.710005431959345, 'aic': 133.4200108639187, 'bic': np.float64(133.20365146013995)}, 380: {'params': mu           21658.939116
omega       418709.062446
alpha[1]         0.503542
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -57.426660463554335, 'aic': 122.85332092710867, 'bic': np.float64(122.63696152332992)}, 385: {'params': mu          22980.285952
omega       88173.477796
alpha[1]        0.000000
beta[1]         0.678027
Name: params, dtype: float64, 'loglikelihood': -53.993675269728726, 'aic': 115.98735053945745, 'bic': np.float64(115.7709911356787)}, 390: {'params': mu          23523.356575
omega       71758.324273
alpha[1]        0.736190
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -51.13274919142866, 'aic': 110.26549838285732, 'bic': np.float64(110.04913897907856)}, 395: {'params': mu          24417.273177
omega       23454.706892
alpha[1]        0.000000
beta[1]         0.608247
Name: params, dtype: float64, 'loglikelihood': -49.25596439710321, 'aic': 106.51192879420643, 'bic': np.float64(106.29556939042767)}, 400: {'params': mu           23261.471431
omega       738146.491020
alpha[1]         0.008990
beta[1]          0.486811
Name: params, dtype: float64, 'loglikelihood': -59.65093379899915, 'aic': 127.3018675979983, 'bic': np.float64(127.08550819421954)}, 405: {'params': mu          2.215185e+04
omega       1.877774e+05
alpha[1]    6.812313e-01
beta[1]     6.938894e-18
Name: params, dtype: float64, 'loglikelihood': -54.44028398471869, 'aic': 116.88056796943738, 'bic': np.float64(116.66420856565863)}, 410: {'params': mu          23156.671179
omega       30517.241020
alpha[1]        0.000000
beta[1]         0.523525
Name: params, dtype: float64, 'loglikelihood': -48.49470800240616, 'aic': 104.98941600481233, 'bic': np.float64(104.77305660103357)}, 415: {'params': mu          23331.814694
omega       31556.159512
alpha[1]        0.000000
beta[1]         0.762671
Name: params, dtype: float64, 'loglikelihood': -50.340323759641784, 'aic': 108.68064751928357, 'bic': np.float64(108.46428811550481)}, 420: {'params': mu          23067.813178
omega       49057.160603
alpha[1]        0.000000
beta[1]         0.368224
Name: params, dtype: float64, 'loglikelihood': -49.99621640777923, 'aic': 107.99243281555846, 'bic': np.float64(107.7760734117797)}, 425: {'params': mu          2.220865e+04
omega       3.647330e+05
alpha[1]    6.739163e-01
beta[1]     4.359061e-18
Name: params, dtype: float64, 'loglikelihood': -56.824641460480855, 'aic': 121.64928292096171, 'bic': np.float64(121.43292351718296)}, 430: {'params': mu          20834.014855
omega       48963.828369
alpha[1]        0.000000
beta[1]         0.788230
Name: params, dtype: float64, 'loglikelihood': -51.80443699108682, 'aic': 111.60887398217363, 'bic': np.float64(111.39251457839488)}, 435: {'params': mu           18488.138121
omega       949095.635512
alpha[1]         0.596062
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -60.28657295405824, 'aic': 128.5731459081165, 'bic': np.float64(128.35678650433772)}, 440: {'params': mu          1.693567e+04
omega       1.287212e+04
alpha[1]    2.949030e-17
beta[1]     4.465800e-01
Name: params, dtype: float64, 'loglikelihood': -45.460941351730796, 'aic': 98.92188270346159, 'bic': np.float64(98.70552329968284)}, 445: {'params': mu          16657.138629
omega        4096.965398
alpha[1]        0.000000
beta[1]         0.372950
Name: params, dtype: float64, 'loglikelihood': -41.30504223086117, 'aic': 90.61008446172234, 'bic': np.float64(90.39372505794358)}, 450: {'params': mu          1.672614e+04
omega       3.295057e+02
alpha[1]    9.797770e-17
beta[1]     9.834676e-01
Name: params, dtype: float64, 'loglikelihood': -43.91585368911684, 'aic': 95.83170737823367, 'bic': np.float64(95.61534797445492)}, 455: {'params': mu          16777.795826
omega       10003.652899
alpha[1]        1.000000
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -43.34714353359851, 'aic': 94.69428706719702, 'bic': np.float64(94.47792766341827)}, 460: {'params': mu          1.694920e+04
omega       5.650710e+04
alpha[1]    1.040834e-17
beta[1]     7.753800e-01
Name: params, dtype: float64, 'loglikelihood': -52.347966095097355, 'aic': 112.69593219019471, 'bic': np.float64(112.47957278641596)}, 465: {'params': mu          17355.385679
omega       40581.319183
alpha[1]        0.000000
beta[1]         0.503924
Name: params, dtype: float64, 'loglikelihood': -49.497917638017505, 'aic': 106.99583527603501, 'bic': np.float64(106.77947587225626)}, 470: {'params': mu          17068.885519
omega        7045.619189
alpha[1]        0.000000
beta[1]         0.530156
Name: params, dtype: float64, 'loglikelihood': -43.364767075069395, 'aic': 94.72953415013879, 'bic': np.float64(94.51317474636004)}, 475: {'params': mu          16947.648100
omega       25536.621241
alpha[1]        0.988474
beta[1]         0.011526
Name: params, dtype: float64, 'loglikelihood': -47.336854359673985, 'aic': 102.67370871934797, 'bic': np.float64(102.45734931556922)}, 480: {'params': mu          16544.505196
omega       22773.511994
alpha[1]        0.000000
beta[1]         0.496380
Name: params, dtype: float64, 'loglikelihood': -48.722464422195415, 'aic': 105.44492884439083, 'bic': np.float64(105.22856944061208)}, 485: {'params': mu          1.638749e+04
omega       2.694077e+04
alpha[1]    3.002806e-15
beta[1]     7.552304e-01
Name: params, dtype: float64, 'loglikelihood': -49.80125733399136, 'aic': 107.60251466798272, 'bic': np.float64(107.38615526420396)}, 490: {'params': mu          16623.529890
omega       14622.761006
alpha[1]        0.000000
beta[1]         0.397387
Name: params, dtype: float64, 'loglikelihood': -45.83511792104634, 'aic': 99.67023584209268, 'bic': np.float64(99.45387643831393)}, 495: {'params': mu          1.673634e+04
omega       1.257421e+05
alpha[1]    7.081592e-01
beta[1]     1.145835e-14
Name: params, dtype: float64, 'loglikelihood': -52.95481915342134, 'aic': 113.90963830684268, 'bic': np.float64(113.69327890306393)}, 500: {'params': mu          1.942231e+04
omega       1.146699e+06
alpha[1]    9.194034e-17
beta[1]     6.524842e-01
Name: params, dtype: float64, 'loglikelihood': -62.947605535888584, 'aic': 133.89521107177717, 'bic': np.float64(133.67885166799843)}, 505: {'params': mu          2.063061e+04
omega       8.301290e+04
alpha[1]    5.212034e-01
beta[1]     2.896191e-16
Name: params, dtype: float64, 'loglikelihood': -51.43336372249902, 'aic': 110.86672744499803, 'bic': np.float64(110.65036804121928)}, 510: {'params': mu          2.052456e+04
omega       1.741249e+04
alpha[1]    2.428613e-17
beta[1]     7.848071e-01
Name: params, dtype: float64, 'loglikelihood': -48.19925176125592, 'aic': 104.39850352251185, 'bic': np.float64(104.18214411873309)}, 515: {'params': mu          1.959500e+04
omega       1.665243e+05
alpha[1]    6.852726e-01
beta[1]     1.080241e-12
Name: params, dtype: float64, 'loglikelihood': -54.10708782257585, 'aic': 116.2141756451517, 'bic': np.float64(115.99781624137295)}, 520: {'params': mu          19219.485450
omega       13425.879183
alpha[1]        0.000000
beta[1]         0.544097
Name: params, dtype: float64, 'loglikelihood': -45.6079736870105, 'aic': 99.215947374021, 'bic': np.float64(98.99958797024225)}, 525: {'params': mu          1.917724e+04
omega       2.179382e+02
alpha[1]    5.755812e-15
beta[1]     9.711699e-01
Name: params, dtype: float64, 'loglikelihood': -42.467199582879594, 'aic': 92.93439916575919, 'bic': np.float64(92.71803976198044)}, 530: {'params': mu          19527.878966
omega       69645.250615
alpha[1]        0.651559
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -51.00125249410395, 'aic': 110.0025049882079, 'bic': np.float64(109.78614558442915)}, 535: {'params': mu          19695.685718
omega       19100.903266
alpha[1]        0.000000
beta[1]         0.898854
Name: params, dtype: float64, 'loglikelihood': -52.49279671531139, 'aic': 112.98559343062279, 'bic': np.float64(112.76923402684403)}, 540: {'params': mu          1.926412e+04
omega       1.734505e+04
alpha[1]    3.191891e-16
beta[1]     7.667169e-01
Name: params, dtype: float64, 'loglikelihood': -48.23456918163709, 'aic': 104.46913836327418, 'bic': np.float64(104.25277895949543)}, 545: {'params': mu          1.900186e+04
omega       4.442876e+04
alpha[1]    4.596812e-01
beta[1]     3.112383e-18
Name: params, dtype: float64, 'loglikelihood': -49.74478572352121, 'aic': 107.48957144704242, 'bic': np.float64(107.27321204326367)}, 550: {'params': mu           19419.529149
omega       134806.482448
alpha[1]         0.000000
beta[1]          0.410103
Name: params, dtype: float64, 'loglikelihood': -53.61892198830232, 'aic': 115.23784397660464, 'bic': np.float64(115.02148457282588)}, 555: {'params': mu          2.082610e+04
omega       5.185276e+05
alpha[1]    4.363956e-16
beta[1]     5.016161e-01
Name: params, dtype: float64, 'loglikelihood': -58.414144756895, 'aic': 124.82828951379, 'bic': np.float64(124.61193011001124)}, 560: {'params': mu           20289.842647
omega       422751.626449
alpha[1]         0.000000
beta[1]          0.657201
Name: params, dtype: float64, 'loglikelihood': -59.46171613948411, 'aic': 126.92343227896822, 'bic': np.float64(126.70707287518947)}, 565: {'params': mu          1.979050e+04
omega       8.977804e+04
alpha[1]    1.996666e-15
beta[1]     3.498809e-01
Name: params, dtype: float64, 'loglikelihood': -52.00264302067913, 'aic': 112.00528604135826, 'bic': np.float64(111.78892663757951)}, 570: {'params': mu          2.001320e+04
omega       2.950289e+04
alpha[1]    3.747003e-16
beta[1]     5.595971e-01
Name: params, dtype: float64, 'loglikelihood': -48.35017668235932, 'aic': 104.70035336471864, 'bic': np.float64(104.48399396093988)}, 575: {'params': mu          2.109503e+04
omega       1.852965e+05
alpha[1]    4.950609e-01
beta[1]     2.392951e-16
Name: params, dtype: float64, 'loglikelihood': -54.352421882077515, 'aic': 116.70484376415503, 'bic': np.float64(116.48848436037628)}, 580: {'params': mu           22185.997228
omega       651824.887753
alpha[1]         0.610052
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -59.14691957263895, 'aic': 126.2938391452779, 'bic': np.float64(126.07747974149915)}, 585: {'params': mu          2.405369e+04
omega       6.425428e+04
alpha[1]    2.636780e-16
beta[1]     3.917221e-01
Name: params, dtype: float64, 'loglikelihood': -50.99199893557524, 'aic': 109.98399787115048, 'bic': np.float64(109.76763846737173)}, 590: {'params': mu           23625.628370
omega       124296.909591
alpha[1]         0.000000
beta[1]          0.454191
Name: params, dtype: float64, 'loglikelihood': -53.40151856345088, 'aic': 114.80303712690176, 'bic': np.float64(114.586677723123)}, 595: {'params': mu          23017.200094
omega       27358.467143
alpha[1]        0.000000
beta[1]         0.530972
Name: params, dtype: float64, 'loglikelihood': -48.110059856011574, 'aic': 104.22011971202315, 'bic': np.float64(104.0037603082444)}, 600: {'params': mu          2.339713e+04
omega       5.626163e+04
alpha[1]    6.112808e-01
beta[1]     2.416532e-11
Name: params, dtype: float64, 'loglikelihood': -50.3231017530953, 'aic': 108.6462035061906, 'bic': np.float64(108.42984410241185)}, 605: {'params': mu           22439.509058
omega       360509.153461
alpha[1]         0.495002
beta[1]          0.058464
Name: params, dtype: float64, 'loglikelihood': -56.99458423430722, 'aic': 121.98916846861444, 'bic': np.float64(121.77280906483568)}, 610: {'params': mu          2.260363e+04
omega       1.998561e+05
alpha[1]    1.214306e-17
beta[1]     8.052736e-01
Name: params, dtype: float64, 'loglikelihood': -56.66060695432455, 'aic': 121.3212139086491, 'bic': np.float64(121.10485450487035)}, 615: {'params': mu          2.078761e+04
omega       4.037656e+05
alpha[1]    5.516421e-16
beta[1]     4.058376e-01
Name: params, dtype: float64, 'loglikelihood': -57.47812867957178, 'aic': 122.95625735914356, 'bic': np.float64(122.73989795536481)}, 620: {'params': mu          2.074686e+04
omega       3.659698e+05
alpha[1]    2.894489e-14
beta[1]     4.973129e-01
Name: params, dtype: float64, 'loglikelihood': -57.19452265796355, 'aic': 122.3890453159271, 'bic': np.float64(122.17268591214835)}, 625: {'params': mu           20397.080169
omega       401803.020613
alpha[1]         0.570398
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -57.2732620429859, 'aic': 122.5465240859718, 'bic': np.float64(122.33016468219304)}, 630: {'params': mu          1.983744e+04
omega       1.453984e+05
alpha[1]    9.540979e-17
beta[1]     5.049011e-01
Name: params, dtype: float64, 'loglikelihood': -53.963506116646776, 'aic': 115.92701223329355, 'bic': np.float64(115.7106528295148)}, 635: {'params': mu          2.083357e+04
omega       7.599749e+04
alpha[1]    4.857226e-16
beta[1]     7.396736e-01
Name: params, dtype: float64, 'loglikelihood': -53.45516916959026, 'aic': 114.91033833918053, 'bic': np.float64(114.69397893540177)}, 640: {'params': mu           20338.214278
omega       201178.750612
alpha[1]         0.000000
beta[1]          0.509063
Name: params, dtype: float64, 'loglikelihood': -55.09928541080775, 'aic': 118.1985708216155, 'bic': np.float64(117.98221141783675)}, 645: {'params': mu          2.194389e+04
omega       2.561349e+06
alpha[1]    0.000000e+00
beta[1]     4.977437e-01
Name: params, dtype: float64, 'loglikelihood': -64.00675887882169, 'aic': 136.01351775764337, 'bic': np.float64(135.79715835386463)}, 650: {'params': mu          2.828131e+04
omega       3.756186e+06
alpha[1]    7.216450e-16
beta[1]     3.732422e-01
Name: params, dtype: float64, 'loglikelihood': -65.18878066293178, 'aic': 138.37756132586355, 'bic': np.float64(138.1612019220848)}, 655: {'params': mu           30375.957153
omega       179905.706939
alpha[1]         0.000000
beta[1]          0.510650
Name: params, dtype: float64, 'loglikelihood': -54.71002729548065, 'aic': 117.4200545909613, 'bic': np.float64(117.20369518718255)}, 660: {'params': mu           30280.557706
omega       514653.502653
alpha[1]         0.000000
beta[1]          0.561432
Name: params, dtype: float64, 'loglikelihood': -58.35191659849571, 'aic': 124.70383319699143, 'bic': np.float64(124.48747379321267)}, 665: {'params': mu          29225.657077
omega       11184.515102
alpha[1]        0.000000
beta[1]         0.893333
Name: params, dtype: float64, 'loglikelihood': -50.618555581122884, 'aic': 109.23711116224577, 'bic': np.float64(109.02075175846701)}, 670: {'params': mu          2.951877e+04
omega       9.545079e+04
alpha[1]    8.326673e-17
beta[1]     7.621592e-01
Name: params, dtype: float64, 'loglikelihood': -54.21491907421928, 'aic': 116.42983814843856, 'bic': np.float64(116.21347874465981)}, 675: {'params': mu          2.999280e+04
omega       1.220374e+04
alpha[1]    1.323594e-15
beta[1]     9.700071e-01
Name: params, dtype: float64, 'loglikelihood': -56.55501141844487, 'aic': 121.11002283688974, 'bic': np.float64(120.89366343311099)}, 680: {'params': mu          3.036736e+04
omega       8.142170e+05
alpha[1]    2.081668e-17
beta[1]     7.928627e-01
Name: params, dtype: float64, 'loglikelihood': -61.626614139839766, 'aic': 131.25322827967955, 'bic': np.float64(131.03686887590078)}, 685: {'params': mu          3.565457e+04
omega       3.923521e+06
alpha[1]    0.000000e+00
beta[1]     3.936212e-01
Name: params, dtype: float64, 'loglikelihood': -65.40194036892075, 'aic': 138.8038807378415, 'bic': np.float64(138.58752133406276)}, 690: {'params': mu           38622.857099
omega       300392.346938
alpha[1]         0.000000
beta[1]          0.463870
Name: params, dtype: float64, 'loglikelihood': -56.49537242038234, 'aic': 120.99074484076468, 'bic': np.float64(120.77438543698592)}, 695: {'params': mu           39284.857118
omega       245659.061224
alpha[1]         0.000000
beta[1]          0.510922
Name: params, dtype: float64, 'loglikelihood': -55.79921737931803, 'aic': 119.59843475863606, 'bic': np.float64(119.3820753548573)}, 700: {'params': mu          4.039243e+04
omega       3.314476e+05
alpha[1]    2.411266e-16
beta[1]     4.819885e-01
Name: params, dtype: float64, 'loglikelihood': -56.84493541874155, 'aic': 121.6898708374831, 'bic': np.float64(121.47351143370435)}, 705: {'params': mu          4.057429e+04
omega       1.041732e+05
alpha[1]    5.707240e-16
beta[1]     6.358936e-01
Name: params, dtype: float64, 'loglikelihood': -54.53230629272469, 'aic': 117.06461258544938, 'bic': np.float64(116.84825318167063)}, 710: {'params': mu          4.111771e+04
omega       4.373503e+05
alpha[1]    1.040834e-17
beta[1]     7.325096e-01
Name: params, dtype: float64, 'loglikelihood': -59.58968164993823, 'aic': 127.17936329987646, 'bic': np.float64(126.9630038960977)}, 715: {'params': mu          4.431500e+04
omega       1.411664e+06
alpha[1]    0.000000e+00
beta[1]     5.100715e-01
Name: params, dtype: float64, 'loglikelihood': -61.91809006050909, 'aic': 131.83618012101817, 'bic': np.float64(131.61982071723943)}, 720: {'params': mu           46456.142232
omega       116126.008164
alpha[1]         0.047806
beta[1]          0.747994
Name: params, dtype: float64, 'loglikelihood': -54.84267126416545, 'aic': 117.6853425283309, 'bic': np.float64(117.46898312455215)}, 725: {'params': mu          4.591143e+04
omega       1.000089e+06
alpha[1]    5.585560e-01
beta[1]     4.009292e-03
Name: params, dtype: float64, 'loglikelihood': -60.68397509887611, 'aic': 129.36795019775224, 'bic': np.float64(129.15159079397347)}, 730: {'params': mu           42594.285563
omega       679951.673468
alpha[1]         0.000000
beta[1]          0.443984
Name: params, dtype: float64, 'loglikelihood': -59.33320445767582, 'aic': 126.66640891535164, 'bic': np.float64(126.45004951157289)}, 735: {'params': mu          4.089530e+04
omega       4.882425e+05
alpha[1]    2.602085e-17
beta[1]     5.334541e-01
Name: params, dtype: float64, 'loglikelihood': -58.19131169209554, 'aic': 124.38262338419108, 'bic': np.float64(124.16626398041232)}, 740: {'params': mu          3.937700e+04
omega       4.223579e+05
alpha[1]    4.570996e-16
beta[1]     7.868553e-01
Name: params, dtype: float64, 'loglikelihood': -59.34978113888265, 'aic': 126.6995622777653, 'bic': np.float64(126.48320287398654)}, 745: {'params': mu          3.929379e+04
omega       4.156127e+05
alpha[1]    1.091141e-15
beta[1]     6.310485e-01
Name: params, dtype: float64, 'loglikelihood': -59.34570485844009, 'aic': 126.69140971688017, 'bic': np.float64(126.47505031310142)}, 750: {'params': mu          4.145884e+04
omega       1.826690e+06
alpha[1]    2.081668e-17
beta[1]     7.398577e-01
Name: params, dtype: float64, 'loglikelihood': -64.58398760849164, 'aic': 137.16797521698328, 'bic': np.float64(136.95161581320454)}, 755: {'params': mu          3.900206e+04
omega       1.676473e+06
alpha[1]    0.000000e+00
beta[1]     3.567738e-01
Name: params, dtype: float64, 'loglikelihood': -62.27171488570411, 'aic': 132.54342977140823, 'bic': np.float64(132.32707036762946)}, 760: {'params': mu          3.878410e+04
omega       5.287131e+05
alpha[1]    1.196959e-16
beta[1]     7.059759e-01
Name: params, dtype: float64, 'loglikelihood': -60.26950060290941, 'aic': 128.5390012058188, 'bic': np.float64(128.32264180204007)}, 765: {'params': mu          4.225679e+04
omega       1.143072e+06
alpha[1]    5.961568e-01
beta[1]     8.311687e-15
Name: params, dtype: float64, 'loglikelihood': -60.66938752312767, 'aic': 129.33877504625534, 'bic': np.float64(129.1224156424766)}, 770: {'params': mu           43205.243090
omega       238549.502449
alpha[1]         0.000000
beta[1]          0.663643
Name: params, dtype: float64, 'loglikelihood': -57.4665875174109, 'aic': 122.9331750348218, 'bic': np.float64(122.71681563104305)}, 775: {'params': mu          4.106029e+04
omega       3.595522e+06
alpha[1]    5.023452e-01
beta[1]     7.452932e-17
Name: params, dtype: float64, 'loglikelihood': -65.04871779518088, 'aic': 138.09743559036175, 'bic': np.float64(137.88107618658302)}, 780: {'params': mu          3.788857e+04
omega       1.789389e+05
alpha[1]    5.022096e-01
beta[1]     7.144840e-16
Name: params, dtype: float64, 'loglikelihood': -54.13259470051172, 'aic': 116.26518940102343, 'bic': np.float64(116.04882999724468)}, 785: {'params': mu          3.711241e+04
omega       1.813413e+05
alpha[1]    7.471009e-01
beta[1]     3.189695e-13
Name: params, dtype: float64, 'loglikelihood': -54.429925707848575, 'aic': 116.85985141569715, 'bic': np.float64(116.6434920119184)}, 790: {'params': mu          3.846640e+04
omega       2.315501e+06
alpha[1]    0.000000e+00
beta[1]     7.436522e-01
Name: params, dtype: float64, 'loglikelihood': -65.4097465171393, 'aic': 138.8194930342786, 'bic': np.float64(138.60313363049985)}, 795: {'params': mu          42580.158119
omega       75339.215019
alpha[1]        0.000000
beta[1]         0.606481
Name: params, dtype: float64, 'loglikelihood': -53.34087858845551, 'aic': 114.68175717691102, 'bic': np.float64(114.46539777313227)}, 800: {'params': mu           42517.142955
omega       278832.336938
alpha[1]         0.000000
beta[1]          0.521658
Name: params, dtype: float64, 'loglikelihood': -56.2389513866159, 'aic': 120.4779027732318, 'bic': np.float64(120.26154336945305)}, 805: {'params': mu          4.340827e+04
omega       1.717337e+06
alpha[1]    2.971259e-01
beta[1]     2.486795e-01
Name: params, dtype: float64, 'loglikelihood': -62.57554380291522, 'aic': 133.15108760583044, 'bic': np.float64(132.9347282020517)}, 810: {'params': mu          4.673169e+04
omega       1.169404e+05
alpha[1]    2.740863e-16
beta[1]     6.537362e-01
Name: params, dtype: float64, 'loglikelihood': -54.95669661906195, 'aic': 117.9133932381239, 'bic': np.float64(117.69703383434515)}, 815: {'params': mu          4.911154e+04
omega       1.653345e+06
alpha[1]    1.850125e-01
beta[1]     2.887716e-01
Name: params, dtype: float64, 'loglikelihood': -62.46271529457589, 'aic': 132.92543058915177, 'bic': np.float64(132.70907118537303)}, 820: {'params': mu          4.901356e+04
omega       1.305698e+06
alpha[1]    0.000000e+00
beta[1]     5.142769e-01
Name: params, dtype: float64, 'loglikelihood': -61.643710754509065, 'aic': 131.28742150901815, 'bic': np.float64(131.07106210523938)}, 825: {'params': mu           47356.328272
omega       243424.883756
alpha[1]         0.000000
beta[1]          0.762238
Name: params, dtype: float64, 'loglikelihood': -57.49100337567657, 'aic': 122.98200675135314, 'bic': np.float64(122.76564734757439)}, 830: {'params': mu          4.829584e+04
omega       6.376752e+05
alpha[1]    6.591949e-17
beta[1]     5.383514e-01
Name: params, dtype: float64, 'loglikelihood': -59.12691239867543, 'aic': 126.25382479735086, 'bic': np.float64(126.0374653935721)}, 835: {'params': mu          4.928082e+04
omega       8.748066e+05
alpha[1]    4.993392e-01
beta[1]     3.719534e-16
Name: params, dtype: float64, 'loglikelihood': -59.82626412122964, 'aic': 127.65252824245928, 'bic': np.float64(127.43616883868053)}, 840: {'params': mu          5.437375e+04
omega       5.900086e+06
alpha[1]    5.374771e-01
beta[1]     1.968821e-15
Name: params, dtype: float64, 'loglikelihood': -66.76137797325714, 'aic': 141.52275594651428, 'bic': np.float64(141.30639654273554)}, 845: {'params': mu          5.665326e+04
omega       1.381506e+06
alpha[1]    4.132276e-01
beta[1]     2.458601e-17
Name: params, dtype: float64, 'loglikelihood': -61.697306597603685, 'aic': 131.39461319520737, 'bic': np.float64(131.17825379142863)}, 850: {'params': mu          5.807201e+04
omega       3.443073e+05
alpha[1]    9.853229e-16
beta[1]     7.231493e-01
Name: params, dtype: float64, 'loglikelihood': -58.76120973035461, 'aic': 125.52241946070922, 'bic': np.float64(125.30606005693046)}, 855: {'params': mu          6.061704e+04
omega       2.305135e+06
alpha[1]    1.960238e-16
beta[1]     7.592493e-01
Name: params, dtype: float64, 'loglikelihood': -65.36586506075358, 'aic': 138.73173012150716, 'bic': np.float64(138.51537071772842)}, 860: {'params': mu           64897.557105
omega       495007.792653
alpha[1]         0.000000
beta[1]          0.498815
Name: params, dtype: float64, 'loglikelihood': -58.25334798714691, 'aic': 124.50669597429382, 'bic': np.float64(124.29033657051507)}, 865: {'params': mu          6.378699e+04
omega       3.153017e+06
alpha[1]    2.272488e-16
beta[1]     5.154502e-01
Name: params, dtype: float64, 'loglikelihood': -64.73064836672228, 'aic': 137.46129673344456, 'bic': np.float64(137.24493732966582)}, 870: {'params': mu           61798.871502
omega       366351.266732
alpha[1]         0.000000
beta[1]          0.503561
Name: params, dtype: float64, 'loglikelihood': -57.19889154514789, 'aic': 122.39778309029577, 'bic': np.float64(122.18142368651702)}, 875: {'params': mu          6.111299e+04
omega       5.889401e+05
alpha[1]    4.466913e-16
beta[1]     7.760703e-01
Name: params, dtype: float64, 'loglikelihood': -60.54758217884314, 'aic': 129.0951643576863, 'bic': np.float64(128.87880495390755)}, 880: {'params': mu           62062.342745
omega       999209.685306
alpha[1]         0.000000
beta[1]          0.765073
Name: params, dtype: float64, 'loglikelihood': -62.42665220261507, 'aic': 132.85330440523012, 'bic': np.float64(132.63694500145138)}, 885: {'params': mu           62655.028512
omega       844128.064040
alpha[1]         0.000000
beta[1]          0.660726
Name: params, dtype: float64, 'loglikelihood': -61.8828830986296, 'aic': 131.7657661972592, 'bic': np.float64(131.54940679348044)}, 890: {'params': mu          5.792006e+04
omega       2.687276e+06
alpha[1]    0.000000e+00
beta[1]     4.518201e-01
Name: params, dtype: float64, 'loglikelihood': -64.15092077194322, 'aic': 136.30184154388644, 'bic': np.float64(136.0854821401077)}, 895: {'params': mu          5.451409e+04
omega       1.415153e+06
alpha[1]    0.000000e+00
beta[1]     4.357422e-01
Name: params, dtype: float64, 'loglikelihood': -61.90910630848199, 'aic': 131.818212616964, 'bic': np.float64(131.60185321318522)}, 900: {'params': mu          4.912230e+04
omega       5.426557e+06
alpha[1]    1.561251e-16
beta[1]     4.071929e-01
Name: params, dtype: float64, 'loglikelihood': -66.56945551692614, 'aic': 141.13891103385228, 'bic': np.float64(140.92255163007354)}, 905: {'params': mu          4.322731e+04
omega       1.443160e+06
alpha[1]    0.000000e+00
beta[1]     5.062302e-01
Name: params, dtype: float64, 'loglikelihood': -63.3081270218629, 'aic': 134.6162540437258, 'bic': np.float64(134.39989463994706)}, 910: {'params': mu          4.295040e+04
omega       4.065423e+05
alpha[1]    1.743397e-16
beta[1]     7.736843e-01
Name: params, dtype: float64, 'loglikelihood': -59.25678905818104, 'aic': 126.51357811636208, 'bic': np.float64(126.29721871258333)}, 915: {'params': mu          4.603268e+04
omega       3.892146e+06
alpha[1]    5.352678e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -65.22179268151405, 'aic': 138.4435853630281, 'bic': np.float64(138.22722595924935)}, 920: {'params': mu           46281.799909
omega       810645.922857
alpha[1]         0.000000
beta[1]          0.467924
Name: params, dtype: float64, 'loglikelihood': -59.96753675360909, 'aic': 127.93507350721818, 'bic': np.float64(127.71871410343942)}, 925: {'params': mu          4.766743e+04
omega       2.619994e+06
alpha[1]    0.000000e+00
beta[1]     7.509775e-01
Name: params, dtype: float64, 'loglikelihood': -65.82975545585352, 'aic': 139.65951091170703, 'bic': np.float64(139.4431515079283)}, 930: {'params': mu          4.994031e+04
omega       1.457489e+06
alpha[1]    1.000000e+00
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -61.57701146783178, 'aic': 131.15402293566356, 'bic': np.float64(130.93766353188482)}, 935: {'params': mu          4.807327e+04
omega       2.705025e+05
alpha[1]    1.387779e-17
beta[1]     7.232147e-01
Name: params, dtype: float64, 'loglikelihood': -57.916096632760166, 'aic': 123.83219326552033, 'bic': np.float64(123.61583386174158)}, 940: {'params': mu          4.861073e+04
omega       2.429514e+05
alpha[1]    3.268219e-15
beta[1]     6.549052e-01
Name: params, dtype: float64, 'loglikelihood': -57.514055570648885, 'aic': 123.02811114129777, 'bic': np.float64(122.81175173751902)}, 945: {'params': mu          4.708884e+04
omega       1.093882e+06
alpha[1]    1.110223e-16
beta[1]     6.874702e-01
Name: params, dtype: float64, 'loglikelihood': -62.81255058761444, 'aic': 133.62510117522888, 'bic': np.float64(133.40874177145014)}, 950: {'params': mu           46076.785693
omega       702484.194898
alpha[1]         0.000000
beta[1]          0.510640
Name: params, dtype: float64, 'loglikelihood': -59.47559111964902, 'aic': 126.95118223929803, 'bic': np.float64(126.73482283551928)}, 955: {'params': mu           44721.171570
omega       368511.772041
alpha[1]         0.000000
beta[1]          0.763489
Name: params, dtype: float64, 'loglikelihood': -58.939030698513385, 'aic': 125.87806139702677, 'bic': np.float64(125.66170199324802)}, 960: {'params': mu          4.074153e+04
omega       2.162818e+06
alpha[1]    0.000000e+00
beta[1]     4.024237e-01
Name: params, dtype: float64, 'loglikelihood': -63.31597678852002, 'aic': 134.63195357704004, 'bic': np.float64(134.4155941732613)}, 965: {'params': mu           40322.914312
omega       538980.389184
alpha[1]         0.000000
beta[1]          0.492571
Name: params, dtype: float64, 'loglikelihood': -58.54862694021402, 'aic': 125.09725388042804, 'bic': np.float64(124.88089447664929)}, 970: {'params': mu          3.597856e+04
omega       3.865212e+06
alpha[1]    5.988705e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -65.22652950463547, 'aic': 138.45305900927093, 'bic': np.float64(138.2366996054922)}, 975: {'params': mu           31709.799600
omega       367923.736285
alpha[1]         0.000000
beta[1]          0.613048
Name: params, dtype: float64, 'loglikelihood': -58.894493503045794, 'aic': 125.78898700609159, 'bic': np.float64(125.57262760231283)}, 980: {'params': mu          3.217147e+04
omega       1.245902e+05
alpha[1]    1.006140e-16
beta[1]     7.352092e-01
Name: params, dtype: float64, 'loglikelihood': -55.19162231166581, 'aic': 118.38324462333162, 'bic': np.float64(118.16688521955287)}, 985: {'params': mu          33444.414556
omega       80525.534938
alpha[1]        0.000000
beta[1]         0.656316
Name: params, dtype: float64, 'loglikelihood': -53.65730646307941, 'aic': 115.31461292615882, 'bic': np.float64(115.09825352238006)}, 990: {'params': mu          3.407170e+04
omega       2.633589e+05
alpha[1]    8.517492e-16
beta[1]     4.446254e-01
Name: params, dtype: float64, 'loglikelihood': -56.01936356511687, 'aic': 120.03872713023374, 'bic': np.float64(119.82236772645498)}, 995: {'params': mu          3.458797e+04
omega       2.487422e+05
alpha[1]    1.687886e-15
beta[1]     5.231977e-01
Name: params, dtype: float64, 'loglikelihood': -55.84129780266939, 'aic': 119.68259560533878, 'bic': np.float64(119.46623620156002)}, 1000: {'params': mu          3.340404e+04
omega       7.060965e+05
alpha[1]    2.602085e-17
beta[1]     4.978231e-01
Name: params, dtype: float64, 'loglikelihood': -59.494802560055234, 'aic': 126.98960512011047, 'bic': np.float64(126.77324571633172)}, 1005: {'params': mu          3.468190e+04
omega       2.053922e+06
alpha[1]    0.000000e+00
beta[1]     5.269121e-01
Name: params, dtype: float64, 'loglikelihood': -63.22410999866707, 'aic': 134.44821999733415, 'bic': np.float64(134.23186059355538)}, 1010: {'params': mu          3.818761e+04
omega       1.004611e+06
alpha[1]    3.469447e-16
beta[1]     7.139542e-01
Name: params, dtype: float64, 'loglikelihood': -62.51336486903611, 'aic': 133.02672973807222, 'bic': np.float64(132.81037033429348)}, 1015: {'params': mu          3.610679e+04
omega       1.855829e+06
alpha[1]    3.642919e-17
beta[1]     4.701024e-01
Name: params, dtype: float64, 'loglikelihood': -62.87496608235746, 'aic': 133.74993216471492, 'bic': np.float64(133.53357276093618)}, 1020: {'params': mu          3.598439e+04
omega       1.877298e+06
alpha[1]    0.000000e+00
beta[1]     4.646140e-01
Name: params, dtype: float64, 'loglikelihood': -62.90910141904518, 'aic': 133.81820283809037, 'bic': np.float64(133.6018434343116)}, 1025: {'params': mu          3.666131e+04
omega       9.939290e+05
alpha[1]    2.081668e-16
beta[1]     4.211991e-01
Name: params, dtype: float64, 'loglikelihood': -60.64440303850551, 'aic': 129.28880607701103, 'bic': np.float64(129.07244667323226)}, 1030: {'params': mu          3.710317e+04
omega       1.783164e+06
alpha[1]    1.595946e-16
beta[1]     4.778413e-01
Name: params, dtype: float64, 'loglikelihood': -62.73443518052735, 'aic': 133.4688703610547, 'bic': np.float64(133.25251095727594)}, 1035: {'params': mu          3.835871e+04
omega       1.906668e+06
alpha[1]    1.011344e-15
beta[1]     7.490233e-01
Name: params, dtype: float64, 'loglikelihood': -64.72015338920421, 'aic': 137.44030677840843, 'bic': np.float64(137.2239473746297)}, 1040: {'params': mu          4.511981e+04
omega       8.965023e+06
alpha[1]    2.307182e-16
beta[1]     3.940500e-01
Name: params, dtype: float64, 'loglikelihood': -68.29515783302598, 'aic': 144.59031566605196, 'bic': np.float64(144.37395626227323)}, 1045: {'params': mu          5.407880e+04
omega       7.792490e+06
alpha[1]    3.469447e-17
beta[1]     4.872891e-01
Name: params, dtype: float64, 'loglikelihood': -67.89767538154791, 'aic': 143.79535076309583, 'bic': np.float64(143.5789913593171)}, 1050: {'params': mu          5.702480e+04
omega       1.158836e+06
alpha[1]    0.000000e+00
beta[1]     5.266029e-01
Name: params, dtype: float64, 'loglikelihood': -61.22090494128739, 'aic': 130.44180988257477, 'bic': np.float64(130.22545047879603)}, 1055: {'params': mu          5.592067e+04
omega       1.450491e+06
alpha[1]    0.000000e+00
beta[1]     4.873929e-01
Name: params, dtype: float64, 'loglikelihood': -62.0137283794529, 'aic': 132.0274567589058, 'bic': np.float64(131.81109735512706)}, 1060: {'params': mu          5.252219e+04
omega       2.536365e+06
alpha[1]    0.000000e+00
beta[1]     5.328346e-01
Name: params, dtype: float64, 'loglikelihood': -63.96135287525136, 'aic': 135.9227057505027, 'bic': np.float64(135.70634634672396)}, 1065: {'params': mu          5.358837e+04
omega       2.943170e+06
alpha[1]    0.000000e+00
beta[1]     4.562956e-01
Name: params, dtype: float64, 'loglikelihood': -64.47581201662662, 'aic': 136.95162403325324, 'bic': np.float64(136.7352646294745)}, 1070: {'params': mu          6.043030e+04
omega       4.693941e+06
alpha[1]    5.503428e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -65.90463132252337, 'aic': 139.80926264504674, 'bic': np.float64(139.592903241268)}, 1075: {'params': mu          6.032975e+04
omega       1.998398e+06
alpha[1]    6.257152e-01
beta[1]     1.759012e-14
Name: params, dtype: float64, 'loglikelihood': -62.79649897888655, 'aic': 133.5929979577731, 'bic': np.float64(133.37663855399435)}, 1080: {'params': mu          5.777061e+04
omega       4.121566e+05
alpha[1]    4.565792e-15
beta[1]     5.273327e-01
Name: params, dtype: float64, 'loglikelihood': -57.60648261937885, 'aic': 123.2129652387577, 'bic': np.float64(122.99660583497895)}, 1085: {'params': mu          5.830094e+04
omega       1.322698e+05
alpha[1]    1.457168e-15
beta[1]     6.750750e-01
Name: params, dtype: float64, 'loglikelihood': -55.41055641178832, 'aic': 118.82111282357664, 'bic': np.float64(118.60475341979789)}, 1090: {'params': mu          5.524277e+04
omega       3.047502e+06
alpha[1]    0.000000e+00
beta[1]     4.674244e-01
Name: params, dtype: float64, 'loglikelihood': -64.60896330707882, 'aic': 137.21792661415765, 'bic': np.float64(137.0015672103789)}, 1095: {'params': mu          5.511767e+04
omega       3.312687e+06
alpha[1]    5.679762e-01
beta[1]     1.101490e-13
Name: params, dtype: float64, 'loglikelihood': -64.71136899255875, 'aic': 137.4227379851175, 'bic': np.float64(137.20637858133875)}, 1100: {'params': mu           57792.230626
omega       572753.751020
alpha[1]         0.522378
beta[1]          0.128335
Name: params, dtype: float64, 'loglikelihood': -58.51208124425759, 'aic': 125.02416248851517, 'bic': np.float64(124.80780308473642)}, 1105: {'params': mu          5.741369e+04
omega       2.061252e+06
alpha[1]    1.589874e-15
beta[1]     5.037745e-01
Name: params, dtype: float64, 'loglikelihood': -63.244574635365964, 'aic': 134.48914927073193, 'bic': np.float64(134.2727898669532)}, 1110: {'params': mu          5.144290e+04
omega       3.930013e+06
alpha[1]    5.325115e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -65.32884449110114, 'aic': 138.65768898220227, 'bic': np.float64(138.44132957842353)}, 1115: {'params': mu          4.813371e+04
omega       8.855544e+05
alpha[1]    5.811324e-17
beta[1]     7.708901e-01
Name: params, dtype: float64, 'loglikelihood': -61.99043019768028, 'aic': 131.98086039536057, 'bic': np.float64(131.76450099158183)}, 1120: {'params': mu          4.818504e+04
omega       2.409692e+06
alpha[1]    1.890849e-16
beta[1]     7.482924e-01
Name: params, dtype: float64, 'loglikelihood': -65.54045795551147, 'aic': 139.08091591102294, 'bic': np.float64(138.8645565072442)}, 1125: {'params': mu          5.370693e+04
omega       2.312962e+06
alpha[1]    0.000000e+00
beta[1]     6.091882e-01
Name: params, dtype: float64, 'loglikelihood': -65.32704157632375, 'aic': 138.6540831526475, 'bic': np.float64(138.43772374886876)}, 1130: {'params': mu          4.913588e+04
omega       1.665172e+06
alpha[1]    3.537095e-01
beta[1]     1.235043e-01
Name: params, dtype: float64, 'loglikelihood': -62.46485652494632, 'aic': 132.92971304989265, 'bic': np.float64(132.7133536461139)}, 1135: {'params': mu          4.558919e+04
omega       2.523434e+06
alpha[1]    1.977585e-16
beta[1]     7.914496e-01
Name: params, dtype: float64, 'loglikelihood': -65.59153102162513, 'aic': 139.18306204325026, 'bic': np.float64(138.96670263947152)}, 1140: {'params': mu          3.898813e+04
omega       5.252366e+06
alpha[1]    2.568975e-15
beta[1]     3.589188e-01
Name: params, dtype: float64, 'loglikelihood': -66.30583581043196, 'aic': 140.61167162086392, 'bic': np.float64(140.39531221708518)}, 1145: {'params': mu          3.453079e+04
omega       1.080355e+06
alpha[1]    0.000000e+00
beta[1]     3.742424e-01
Name: params, dtype: float64, 'loglikelihood': -60.80063131063703, 'aic': 129.60126262127406, 'bic': np.float64(129.38490321749532)}, 1150: {'params': mu          3.245214e+04
omega       6.204464e+05
alpha[1]    9.438836e-01
beta[1]     2.060704e-14
Name: params, dtype: float64, 'loglikelihood': -58.71227144706721, 'aic': 125.42454289413442, 'bic': np.float64(125.20818349035567)}, 1155: {'params': mu          3.375217e+04
omega       1.298855e+06
alpha[1]    2.255141e-17
beta[1]     7.472544e-01
Name: params, dtype: float64, 'loglikelihood': -63.37994852762472, 'aic': 134.75989705524944, 'bic': np.float64(134.5435376514707)}, 1160: {'params': mu          3.683984e+04
omega       3.503873e+05
alpha[1]    3.122502e-17
beta[1]     7.596625e-01
Name: params, dtype: float64, 'loglikelihood': -58.76997851952757, 'aic': 125.53995703905514, 'bic': np.float64(125.32359763527639)}, 1165: {'params': mu          3.787453e+04
omega       2.464655e+06
alpha[1]    1.301043e-16
beta[1]     5.331675e-01
Name: params, dtype: float64, 'loglikelihood': -63.85996106424697, 'aic': 135.71992212849392, 'bic': np.float64(135.50356272471518)}, 1170: {'params': mu          3.656823e+04
omega       5.559705e+06
alpha[1]    0.000000e+00
beta[1]     4.902946e-01
Name: params, dtype: float64, 'loglikelihood': -66.7170184682949, 'aic': 141.4340369365898, 'bic': np.float64(141.21767753281105)}, 1175: {'params': mu          3.024697e+04
omega       1.922022e+06
alpha[1]    0.000000e+00
beta[1]     4.933295e-01
Name: params, dtype: float64, 'loglikelihood': -62.99956924874841, 'aic': 133.9991384974968, 'bic': np.float64(133.78277909371806)}, 1180: {'params': mu          2.634919e+04
omega       1.250256e+06
alpha[1]    7.961309e-01
beta[1]     7.320833e-13
Name: params, dtype: float64, 'loglikelihood': -61.03913458886622, 'aic': 130.07826917773244, 'bic': np.float64(129.8619097739537)}, 1185: {'params': mu          2.365066e+04
omega       1.563890e+05
alpha[1]    2.518818e-15
beta[1]     4.137693e-01
Name: params, dtype: float64, 'loglikelihood': -54.148540258444406, 'aic': 116.29708051688881, 'bic': np.float64(116.08072111311006)}, 1190: {'params': mu          2.190473e+04
omega       1.564080e+06
alpha[1]    1.765436e-01
beta[1]     3.551003e-01
Name: params, dtype: float64, 'loglikelihood': -62.26441380003103, 'aic': 132.52882760006207, 'bic': np.float64(132.3124681962833)}, 1195: {'params': mu           18787.314136
omega       124386.872041
alpha[1]         0.000000
beta[1]          0.474003
Name: params, dtype: float64, 'loglikelihood': -53.411675269249216, 'aic': 114.82335053849843, 'bic': np.float64(114.60699113471968)}, 1200: {'params': mu          1.878214e+04
omega       8.613426e+04
alpha[1]    3.469447e-17
beta[1]     4.794994e-01
Name: params, dtype: float64, 'loglikelihood': -52.12678076793061, 'aic': 112.25356153586122, 'bic': np.float64(112.03720213208247)}, 1205: {'params': mu           19015.859911
omega       112539.456940
alpha[1]         0.624753
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -52.779242160201804, 'aic': 113.55848432040361, 'bic': np.float64(113.34212491662485)}, 1210: {'params': mu          1.825414e+04
omega       4.181265e+05
alpha[1]    3.712308e-16
beta[1]     4.544650e-01
Name: params, dtype: float64, 'loglikelihood': -57.64435777764048, 'aic': 123.28871555528096, 'bic': np.float64(123.0723561515022)}, 1215: {'params': mu          1.854771e+04
omega       7.375806e+04
alpha[1]    2.296774e-15
beta[1]     5.236711e-01
Name: params, dtype: float64, 'loglikelihood': -51.58106126293922, 'aic': 111.16212252587844, 'bic': np.float64(110.94576312209969)}, 1220: {'params': mu           17236.485662
omega       438506.780611
alpha[1]         0.000000
beta[1]          0.460285
Name: params, dtype: float64, 'loglikelihood': -57.82012092029774, 'aic': 123.64024184059548, 'bic': np.float64(123.42388243681673)}, 1225: {'params': mu          15852.786342
omega       46185.850654
alpha[1]        0.000000
beta[1]         0.762764
Name: params, dtype: float64, 'loglikelihood': -51.67291758545549, 'aic': 111.34583517091097, 'bic': np.float64(111.12947576713222)}, 1230: {'params': mu          1.517907e+04
omega       1.176309e+05
alpha[1]    1.000000e+00
beta[1]     5.551115e-17
Name: params, dtype: float64, 'loglikelihood': -52.70794389509542, 'aic': 113.41588779019084, 'bic': np.float64(113.19952838641208)}, 1235: {'params': mu           14061.512974
omega       214216.239177
alpha[1]         0.000000
beta[1]          0.354069
Name: params, dtype: float64, 'loglikelihood': -55.06817469000437, 'aic': 118.13634938000874, 'bic': np.float64(117.91998997622999)}, 1240: {'params': mu          1.340643e+04
omega       3.695118e+04
alpha[1]    6.700978e-01
beta[1]     2.183541e-13
Name: params, dtype: float64, 'loglikelihood': -48.83614770775064, 'aic': 105.67229541550128, 'bic': np.float64(105.45593601172253)}, 1245: {'params': mu          1.283456e+04
omega       4.495859e+04
alpha[1]    6.392456e-16
beta[1]     7.961704e-01
Name: params, dtype: float64, 'loglikelihood': -51.47701985388194, 'aic': 110.95403970776388, 'bic': np.float64(110.73768030398513)}, 1250: {'params': mu           11738.512594
omega       114315.933461
alpha[1]         0.000000
beta[1]          0.363711
Name: params, dtype: float64, 'loglikelihood': -52.91648069341175, 'aic': 113.8329613868235, 'bic': np.float64(113.61660198304475)}, 1255: {'params': mu          1.141036e+04
omega       1.972178e+03
alpha[1]    8.031770e-16
beta[1]     7.088068e-01
Name: params, dtype: float64, 'loglikelihood': -40.69915612172997, 'aic': 89.39831224345994, 'bic': np.float64(89.18195283968119)}, 1260: {'params': mu          1.095867e+04
omega       3.814068e+04
alpha[1]    1.821460e-16
beta[1]     4.434637e-01
Name: params, dtype: float64, 'loglikelihood': -49.25184920977399, 'aic': 106.50369841954797, 'bic': np.float64(106.28733901576922)}, 1265: {'params': mu          1.065401e+04
omega       8.017287e+02
alpha[1]    8.829742e-16
beta[1]     9.090931e-01
Name: params, dtype: float64, 'loglikelihood': -41.39324325434244, 'aic': 90.78648650868487, 'bic': np.float64(90.57012710490612)}, 1270: {'params': mu          10731.945633
omega        1353.358833
alpha[1]        0.000000
beta[1]         0.596299
Name: params, dtype: float64, 'loglikelihood': -39.23249693440954, 'aic': 86.46499386881908, 'bic': np.float64(86.24863446504033)}, 1275: {'params': mu          10609.028878
omega       13554.584330
alpha[1]        0.000000
beta[1]         0.758442
Name: params, dtype: float64, 'loglikelihood': -47.39031886624906, 'aic': 102.78063773249812, 'bic': np.float64(102.56427832871937)}, 1280: {'params': mu          10861.321898
omega       11782.314257
alpha[1]        0.000000
beta[1]         0.502240
Name: params, dtype: float64, 'loglikelihood': -46.45891761036745, 'aic': 100.9178352207349, 'bic': np.float64(100.70147581695615)}, 1285: {'params': mu          1.055827e+04
omega       2.584366e+04
alpha[1]    5.724587e-17
beta[1]     4.197484e-01
Name: params, dtype: float64, 'loglikelihood': -47.85466002299822, 'aic': 103.70932004599644, 'bic': np.float64(103.49296064221768)}, 1290: {'params': mu          1.026380e+04
omega       3.659965e+03
alpha[1]    6.938894e-17
beta[1]     7.190105e-01
Name: params, dtype: float64, 'loglikelihood': -42.858581644863946, 'aic': 93.71716328972789, 'bic': np.float64(93.50080388594914)}, 1295: {'params': mu          1.085747e+04
omega       1.529552e+05
alpha[1]    3.642919e-17
beta[1]     7.332714e-01
Name: params, dtype: float64, 'loglikelihood': -55.91177099153788, 'aic': 119.82354198307576, 'bic': np.float64(119.607182579297)}, 1300: {'params': mu          1.157804e+04
omega       1.600609e+04
alpha[1]    2.827599e-16
beta[1]     4.093037e-01
Name: params, dtype: float64, 'loglikelihood': -46.170189701075074, 'aic': 100.34037940215015, 'bic': np.float64(100.1240199983714)}, 1305: {'params': mu          1.152859e+04
omega       7.173010e+03
alpha[1]    2.671474e-16
beta[1]     6.619521e-01
Name: params, dtype: float64, 'loglikelihood': -45.1966682602831, 'aic': 98.3933365205662, 'bic': np.float64(98.17697711678744)}, 1310: {'params': mu          1.184669e+04
omega       2.482290e+04
alpha[1]    8.578208e-15
beta[1]     5.072898e-01
Name: params, dtype: float64, 'loglikelihood': -47.77620613829393, 'aic': 103.55241227658786, 'bic': np.float64(103.3360528728091)}, 1315: {'params': mu          1.178517e+04
omega       3.380058e+04
alpha[1]    4.163336e-17
beta[1]     4.067003e-01
Name: params, dtype: float64, 'loglikelihood': -48.797591266076786, 'aic': 105.59518253215357, 'bic': np.float64(105.37882312837482)}, 1320: {'params': mu          1.166163e+04
omega       6.906275e+03
alpha[1]    1.214306e-16
beta[1]     6.394496e-01
Name: params, dtype: float64, 'loglikelihood': -45.026941614552804, 'aic': 98.05388322910561, 'bic': np.float64(97.83752382532685)}, 1325: {'params': mu          11480.458801
omega       24945.611019
alpha[1]        0.000000
beta[1]         0.749203
Name: params, dtype: float64, 'loglikelihood': -49.54095040325476, 'aic': 107.08190080650952, 'bic': np.float64(106.86554140273077)}, 1330: {'params': mu          1.119096e+04
omega       2.291556e+04
alpha[1]    2.371367e-15
beta[1]     6.360325e-01
Name: params, dtype: float64, 'loglikelihood': -49.22131447636166, 'aic': 106.44262895272333, 'bic': np.float64(106.22626954894457)}, 1335: {'params': mu          1.003249e+04
omega       1.827690e+05
alpha[1]    5.440468e-01
beta[1]     3.082518e-15
Name: params, dtype: float64, 'loglikelihood': -54.48676545023741, 'aic': 116.97353090047481, 'bic': np.float64(116.75717149669606)}, 1340: {'params': mu           9313.832283
omega       14767.459783
alpha[1]        0.091614
beta[1]         0.331618
Name: params, dtype: float64, 'loglikelihood': -45.89632527344372, 'aic': 99.79265054688744, 'bic': np.float64(99.57629114310869)}, 1345: {'params': mu          9.208254e+03
omega       9.199439e+02
alpha[1]    2.359224e-16
beta[1]     7.351299e-01
Name: params, dtype: float64, 'loglikelihood': -38.0116714959417, 'aic': 84.0233429918834, 'bic': np.float64(83.80698358810464)}, 1350: {'params': mu          9.283484e+03
omega       1.238055e+03
alpha[1]    1.961972e-15
beta[1]     7.760374e-01
Name: params, dtype: float64, 'loglikelihood': -38.970164943688, 'aic': 85.940329887376, 'bic': np.float64(85.72397048359724)}, 1355: {'params': mu          9198.925218
omega       5341.360880
alpha[1]       0.000000
beta[1]        0.617292
Name: params, dtype: float64, 'loglikelihood': -44.10426967659661, 'aic': 96.20853935319322, 'bic': np.float64(95.99217994941446)}, 1360: {'params': mu          9.119314e+03
omega       1.418501e+03
alpha[1]    1.526557e-16
beta[1]     7.310655e-01
Name: params, dtype: float64, 'loglikelihood': -39.53169057750049, 'aic': 87.06338115500098, 'bic': np.float64(86.84702175122223)}, 1365: {'params': mu          9.307157e+03
omega       2.790410e+04
alpha[1]    1.040834e-17
beta[1]     5.218050e-01
Name: params, dtype: float64, 'loglikelihood': -48.179314578426045, 'aic': 104.35862915685209, 'bic': np.float64(104.14226975307334)}, 1370: {'params': mu          9.403285e+03
omega       9.963861e+03
alpha[1]    6.041740e-01
beta[1]     1.094615e-14
Name: params, dtype: float64, 'loglikelihood': -43.92951534609695, 'aic': 95.8590306921939, 'bic': np.float64(95.64267128841514)}, 1375: {'params': mu          9440.685369
omega        301.946123
alpha[1]       0.000000
beta[1]        0.894307
Name: params, dtype: float64, 'loglikelihood': -37.97668187963379, 'aic': 83.95336375926757, 'bic': np.float64(83.73700435548882)}, 1380: {'params': mu          9.627029e+03
omega       2.055812e+04
alpha[1]    6.715917e-17
beta[1]     5.039359e-01
Name: params, dtype: float64, 'loglikelihood': -47.11781857350289, 'aic': 102.23563714700578, 'bic': np.float64(102.01927774322702)}, 1385: {'params': mu          9.687217e+03
omega       2.233089e+03
alpha[1]    3.087808e-16
beta[1]     7.481625e-01
Name: params, dtype: float64, 'loglikelihood': -41.09720943808993, 'aic': 90.19441887617987, 'bic': np.float64(89.97805947240111)}, 1390: {'params': mu          9.646915e+03
omega       2.876661e+04
alpha[1]    3.295975e-17
beta[1]     5.180729e-01
Name: params, dtype: float64, 'loglikelihood': -48.29402740578415, 'aic': 104.5880548115683, 'bic': np.float64(104.37169540778955)}, 1395: {'params': mu          9.120285e+03
omega       2.514008e+04
alpha[1]    1.028691e-15
beta[1]     6.632579e-01
Name: params, dtype: float64, 'loglikelihood': -49.5896416865791, 'aic': 107.1792833731582, 'bic': np.float64(106.96292396937945)}, 1400: {'params': mu           9307.171615
omega       62240.713877
alpha[1]        0.000000
beta[1]         0.449181
Name: params, dtype: float64, 'loglikelihood': -50.97999106656415, 'aic': 109.9599821331283, 'bic': np.float64(109.74362272934955)}, 1405: {'params': mu           9565.181347
omega       21101.494899
alpha[1]        0.553926
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -47.16178036443453, 'aic': 102.32356072886905, 'bic': np.float64(102.1072013250903)}, 1410: {'params': mu          9.224329e+03
omega       6.770865e+04
alpha[1]    5.724587e-17
beta[1]     7.113172e-01
Name: params, dtype: float64, 'loglikelihood': -53.07473993017094, 'aic': 114.14947986034188, 'bic': np.float64(113.93312045656313)}, 1415: {'params': mu           9321.885786
omega       88857.717755
alpha[1]        0.000000
beta[1]         0.513770
Name: params, dtype: float64, 'loglikelihood': -52.23922416274378, 'aic': 112.47844832548756, 'bic': np.float64(112.26208892170881)}, 1420: {'params': mu           8670.700959
omega       45561.024858
alpha[1]        0.000000
beta[1]         0.796640
Name: params, dtype: float64, 'loglikelihood': -51.52180379884837, 'aic': 111.04360759769673, 'bic': np.float64(110.82724819391798)}, 1425: {'params': mu           7785.055117
omega       86563.104068
alpha[1]        0.000000
beta[1]         0.349801
Name: params, dtype: float64, 'loglikelihood': -51.8816434004663, 'aic': 111.7632868009326, 'bic': np.float64(111.54692739715385)}, 1430: {'params': mu          7.162127e+03
omega       1.894693e+04
alpha[1]    3.157197e-16
beta[1]     6.367447e-01
Name: params, dtype: float64, 'loglikelihood': -48.56051542666611, 'aic': 105.12103085333221, 'bic': np.float64(104.90467144955346)}, 1435: {'params': mu           6970.914250
omega       18288.822041
alpha[1]        0.000000
beta[1]         0.506271
Name: params, dtype: float64, 'loglikelihood': -46.70758351007699, 'aic': 101.41516702015397, 'bic': np.float64(101.19880761637522)}, 1440: {'params': mu           6958.636460
omega       21742.767217
alpha[1]        0.757922
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -46.65017843974931, 'aic': 101.30035687949862, 'bic': np.float64(101.08399747571987)}, 1445: {'params': mu           7076.243430
omega       19704.292164
alpha[1]        0.000000
beta[1]         0.726285
Name: params, dtype: float64, 'loglikelihood': -48.745678414739714, 'aic': 105.49135682947943, 'bic': np.float64(105.27499742570068)}, 1450: {'params': mu           6532.315202
omega       29001.685224
alpha[1]        0.000000
beta[1]         0.748023
Name: params, dtype: float64, 'loglikelihood': -50.07131181768198, 'aic': 108.14262363536396, 'bic': np.float64(107.92626423158521)}, 1455: {'params': mu          6.433872e+03
omega       2.495699e+04
alpha[1]    2.105954e-15
beta[1]     6.866901e-01
Name: params, dtype: float64, 'loglikelihood': -49.580856444075444, 'aic': 107.16171288815089, 'bic': np.float64(106.94535348437213)}, 1460: {'params': mu          6.325427e+03
omega       2.708255e+04
alpha[1]    4.597017e-16
beta[1]     6.444757e-01
Name: params, dtype: float64, 'loglikelihood': -49.82069540744234, 'aic': 107.64139081488467, 'bic': np.float64(107.42503141110592)}, 1465: {'params': mu          5.511197e+03
omega       9.742023e+04
alpha[1]    4.771687e-01
beta[1]     4.932834e-14
Name: params, dtype: float64, 'loglikelihood': -52.45460785700865, 'aic': 112.9092157140173, 'bic': np.float64(112.69285631023854)}, 1470: {'params': mu            6388.370077
omega       901610.668164
alpha[1]         0.186432
beta[1]          0.345301
Name: params, dtype: float64, 'loglikelihood': -60.33074734159854, 'aic': 128.66149468319708, 'bic': np.float64(128.44513527941834)}, 1475: {'params': mu           8528.443304
omega       78742.913877
alpha[1]        0.000000
beta[1]         0.660975
Name: params, dtype: float64, 'loglikelihood': -53.58299648161916, 'aic': 115.16599296323832, 'bic': np.float64(114.94963355945957)}, 1480: {'params': mu          8.752228e+03
omega       1.498733e+04
alpha[1]    8.430756e-16
beta[1]     4.276546e-01
Name: params, dtype: float64, 'loglikelihood': -45.968840601429065, 'aic': 99.93768120285813, 'bic': np.float64(99.72132179907938)}, 1485: {'params': mu          9.111799e+03
omega       1.223897e+05
alpha[1]    6.442920e-01
beta[1]     6.820653e-17
Name: params, dtype: float64, 'loglikelihood': -53.147532571764785, 'aic': 114.29506514352957, 'bic': np.float64(114.07870573975082)}, 1490: {'params': mu           9759.399736
omega       11385.577718
alpha[1]        0.000000
beta[1]         0.779247
Name: params, dtype: float64, 'loglikelihood': -46.72974232872607, 'aic': 101.45948465745214, 'bic': np.float64(101.24312525367338)}, 1495: {'params': mu          9.982472e+03
omega       3.170955e+04
alpha[1]    2.185752e-16
beta[1]     4.574876e-01
Name: params, dtype: float64, 'loglikelihood': -48.62058059364706, 'aic': 105.24116118729413, 'bic': np.float64(105.02480178351537)}, 1500: {'params': mu          1.014520e+04
omega       9.743253e+03
alpha[1]    5.342948e-16
beta[1]     7.271174e-01
Name: params, dtype: float64, 'loglikelihood': -46.27972289668074, 'aic': 100.55944579336148, 'bic': np.float64(100.34308638958272)}, 1505: {'params': mu           9677.128431
omega       48879.196735
alpha[1]        0.000000
beta[1]         0.462618
Name: params, dtype: float64, 'loglikelihood': -50.14291522737191, 'aic': 108.28583045474382, 'bic': np.float64(108.06947105096506)}, 1510: {'params': mu          9.337473e+03
omega       3.907278e+03
alpha[1]    7.924217e-15
beta[1]     4.521038e-01
Name: params, dtype: float64, 'loglikelihood': -41.293172469064096, 'aic': 90.58634493812819, 'bic': np.float64(90.36998553434944)}, 1515: {'params': mu          8.919914e+03
omega       9.735519e+04
alpha[1]    8.847090e-17
beta[1]     4.736006e-01
Name: params, dtype: float64, 'loglikelihood': -52.55570295503505, 'aic': 113.1114059100701, 'bic': np.float64(112.89504650629135)}, 1520: {'params': mu          8.563688e+03
omega       6.768709e+03
alpha[1]    3.642919e-17
beta[1]     6.460742e-01
Name: params, dtype: float64, 'loglikelihood': -44.97821337896454, 'aic': 97.95642675792908, 'bic': np.float64(97.74006735415033)}, 1525: {'params': mu          8.802117e+03
omega       4.736509e+03
alpha[1]    5.222141e-01
beta[1]     1.363284e-16
Name: params, dtype: float64, 'loglikelihood': -41.67141665120869, 'aic': 91.34283330241738, 'bic': np.float64(91.12647389863862)}, 1530: {'params': mu           8285.715076
omega       63837.893886
alpha[1]        0.323651
beta[1]         0.135336
Name: params, dtype: float64, 'loglikelihood': -50.98999592498375, 'aic': 109.9799918499675, 'bic': np.float64(109.76363244618875)}, 1535: {'params': mu           7821.886317
omega       30245.709796
alpha[1]        0.000000
beta[1]         0.733932
Name: params, dtype: float64, 'loglikelihood': -50.237714287438266, 'aic': 108.47542857487653, 'bic': np.float64(108.25906917109778)}, 1540: {'params': mu          7245.341826
omega       8944.394081
alpha[1]       0.000000
beta[1]        0.494762
Name: params, dtype: float64, 'loglikelihood': -44.203416375219284, 'aic': 96.40683275043857, 'bic': np.float64(96.19047334665981)}, 1545: {'params': mu          7.267801e+03
omega       1.284153e+03
alpha[1]    2.303713e-15
beta[1]     6.696466e-01
Name: params, dtype: float64, 'loglikelihood': -39.18318721300136, 'aic': 86.36637442600272, 'bic': np.float64(86.15001502222397)}, 1550: {'params': mu          7.267886e+03
omega       5.546309e+03
alpha[1]    5.620504e-16
beta[1]     5.694477e-01
Name: params, dtype: float64, 'loglikelihood': -42.48838787580909, 'aic': 92.97677575161818, 'bic': np.float64(92.76041634783942)}, 1555: {'params': mu          7.062772e+03
omega       2.245123e+04
alpha[1]    1.262879e-15
beta[1]     5.575645e-01
Name: params, dtype: float64, 'loglikelihood': -47.39733925637847, 'aic': 102.79467851275695, 'bic': np.float64(102.57831910897819)}, 1560: {'params': mu          7145.674743
omega       6501.536666
alpha[1]       0.000000
beta[1]        0.377120
Name: params, dtype: float64, 'loglikelihood': -42.92896666219392, 'aic': 93.85793332438784, 'bic': np.float64(93.64157392060909)}, 1565: {'params': mu          7394.974812
omega       4736.510305
alpha[1]       0.000000
beta[1]        0.625900
Name: params, dtype: float64, 'loglikelihood': -43.69379748953701, 'aic': 95.38759497907402, 'bic': np.float64(95.17123557529527)}, 1570: {'params': mu          7.381057e+03
omega       6.887987e+03
alpha[1]    1.599415e-15
beta[1]     4.825260e-01
Name: params, dtype: float64, 'loglikelihood': -43.287659524654934, 'aic': 94.57531904930987, 'bic': np.float64(94.35895964553112)}, 1575: {'params': mu          7.414487e+03
omega       1.232449e+04
alpha[1]    2.896988e-16
beta[1]     7.542597e-01
Name: params, dtype: float64, 'loglikelihood': -47.06597996197375, 'aic': 102.1319599239475, 'bic': np.float64(101.91560052016875)}, 1580: {'params': mu           7360.984787
omega       39230.504940
alpha[1]        0.000000
beta[1]         0.771179
Name: params, dtype: float64, 'loglikelihood': -51.08073543095477, 'aic': 110.16147086190954, 'bic': np.float64(109.94511145813078)}, 1585: {'params': mu           8223.529665
omega       42663.415299
alpha[1]        0.000000
beta[1]         0.387231
Name: params, dtype: float64, 'loglikelihood': -49.55825374593497, 'aic': 107.11650749186994, 'bic': np.float64(106.90014808809119)}, 1590: {'params': mu           8714.885974
omega       16104.539184
alpha[1]        0.000000
beta[1]         0.477117
Name: params, dtype: float64, 'loglikelihood': -46.261366393205634, 'aic': 100.52273278641127, 'bic': np.float64(100.30637338263251)}, 1595: {'params': mu           9032.799621
omega       17651.252571
alpha[1]        0.000000
beta[1]         0.712806
Name: params, dtype: float64, 'loglikelihood': -48.368598438744414, 'aic': 104.73719687748883, 'bic': np.float64(104.52083747371007)}, 1600: {'params': mu          9.275387e+03
omega       3.116985e+03
alpha[1]    3.001072e-16
beta[1]     5.245805e-01
Name: params, dtype: float64, 'loglikelihood': -40.50827557775294, 'aic': 89.01655115550588, 'bic': np.float64(88.80019175172713)}, 1605: {'params': mu          9.274185e+03
omega       5.171682e+03
alpha[1]    4.475587e-16
beta[1]     7.514191e-01
Name: params, dtype: float64, 'loglikelihood': -44.031818371025906, 'aic': 96.06363674205181, 'bic': np.float64(95.84727733827306)}, 1610: {'params': mu          8.365399e+03
omega       1.715969e+05
alpha[1]    1.162265e-16
beta[1]     6.195718e-01
Name: params, dtype: float64, 'loglikelihood': -56.24189918385552, 'aic': 120.48379836771105, 'bic': np.float64(120.26743896393229)}, 1615: {'params': mu          8063.214114
omega       5436.930615
alpha[1]       0.000000
beta[1]        0.504491
Name: params, dtype: float64, 'loglikelihood': -42.46293121793368, 'aic': 92.92586243586736, 'bic': np.float64(92.7095030320886)}, 1620: {'params': mu          8206.845901
omega       4383.448139
alpha[1]       0.000000
beta[1]        0.635336
Name: params, dtype: float64, 'loglikelihood': -43.43362707264248, 'aic': 94.86725414528496, 'bic': np.float64(94.6508947415062)}, 1625: {'params': mu          8.280658e+03
omega       1.445011e+04
alpha[1]    4.978656e-16
beta[1]     7.707060e-01
Name: params, dtype: float64, 'loglikelihood': -47.58561688192262, 'aic': 103.17123376384524, 'bic': np.float64(102.95487436006648)}, 1630: {'params': mu          8.178515e+03
omega       6.177288e+03
alpha[1]    3.915271e-15
beta[1]     6.721556e-01
Name: params, dtype: float64, 'loglikelihood': -44.685038479056765, 'aic': 97.37007695811353, 'bic': np.float64(97.15371755433478)}, 1635: {'params': mu          8.208199e+03
omega       6.123816e+03
alpha[1]    4.857226e-17
beta[1]     4.623861e-01
Name: params, dtype: float64, 'loglikelihood': -42.86599068257592, 'aic': 93.73198136515184, 'bic': np.float64(93.51562196137309)}, 1640: {'params': mu            8988.824953
omega       331555.729590
alpha[1]         0.542373
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -56.781917828834956, 'aic': 121.56383565766991, 'bic': np.float64(121.34747625389116)}, 1645: {'params': mu          1.015196e+04
omega       2.686762e+03
alpha[1]    4.579670e-16
beta[1]     6.244134e-01
Name: params, dtype: float64, 'loglikelihood': -41.70695808395387, 'aic': 91.41391616790774, 'bic': np.float64(91.19755676412899)}, 1650: {'params': mu          10288.555848
omega        3384.842247
alpha[1]        0.673958
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -40.42691848982778, 'aic': 88.85383697965555, 'bic': np.float64(88.6374775758768)}, 1655: {'params': mu          1.030931e+04
omega       4.547343e+03
alpha[1]    8.604228e-16
beta[1]     6.732352e-01
Name: params, dtype: float64, 'loglikelihood': -43.612380884618155, 'aic': 95.22476176923631, 'bic': np.float64(95.00840236545756)}, 1660: {'params': mu          1.037084e+04
omega       2.398658e+04
alpha[1]    4.510281e-17
beta[1]     8.035059e-01
Name: params, dtype: float64, 'loglikelihood': -49.24793194167805, 'aic': 106.4958638833561, 'bic': np.float64(106.27950447957734)}, 1665: {'params': mu          9.809014e+03
omega       4.589086e+04
alpha[1]    9.211382e-16
beta[1]     4.250924e-01
Name: params, dtype: float64, 'loglikelihood': -49.882478161066, 'aic': 107.764956322132, 'bic': np.float64(107.54859691835324)}, 1670: {'params': mu          1.014957e+04
omega       2.049005e+04
alpha[1]    2.046974e-16
beta[1]     3.823863e-01
Name: params, dtype: float64, 'loglikelihood': -46.954870628307134, 'aic': 101.90974125661427, 'bic': np.float64(101.69338185283551)}, 1675: {'params': mu          1.040419e+04
omega       4.140732e+04
alpha[1]    3.001072e-16
beta[1]     5.399674e-01
Name: params, dtype: float64, 'loglikelihood': -49.555475563985716, 'aic': 107.11095112797143, 'bic': np.float64(106.89459172419268)}, 1680: {'params': mu          1.032257e+04
omega       9.551614e+04
alpha[1]    1.000000e+00
beta[1]     5.294920e-17
Name: params, dtype: float64, 'loglikelihood': -50.933446950391414, 'aic': 109.86689390078283, 'bic': np.float64(109.65053449700407)}, 1685: {'params': mu          1.163059e+04
omega       9.895497e+04
alpha[1]    2.376571e-16
beta[1]     4.425720e-01
Name: params, dtype: float64, 'loglikelihood': -52.59400478871227, 'aic': 113.18800957742454, 'bic': np.float64(112.97165017364578)}, 1690: {'params': mu           11396.236745
omega       179707.065307
alpha[1]         0.618114
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -54.59868606284217, 'aic': 117.19737212568434, 'bic': np.float64(116.98101272190559)}, 1695: {'params': mu          1.009817e+04
omega       1.032201e+05
alpha[1]    9.194034e-17
beta[1]     4.418611e-01
Name: params, dtype: float64, 'loglikelihood': -52.737043103753635, 'aic': 113.47408620750727, 'bic': np.float64(113.25772680372852)}, 1700: {'params': mu          9752.872407
omega       2320.451630
alpha[1]       0.000000
beta[1]        0.875929
Name: params, dtype: float64, 'loglikelihood': -45.10180772630531, 'aic': 98.20361545261062, 'bic': np.float64(97.98725604883187)}, 1705: {'params': mu          10409.940248
omega       70663.346731
alpha[1]        0.069416
beta[1]         0.348134
Name: params, dtype: float64, 'loglikelihood': -51.36676632242427, 'aic': 110.73353264484854, 'bic': np.float64(110.51717324106978)}, 1710: {'params': mu           10397.399913
omega       114491.100001
alpha[1]         0.000000
beta[1]          0.758223
Name: params, dtype: float64, 'loglikelihood': -54.85943131532541, 'aic': 117.71886263065082, 'bic': np.float64(117.50250322687207)}, 1715: {'params': mu           11653.443243
omega       261479.008367
alpha[1]         0.000000
beta[1]          0.391789
Name: params, dtype: float64, 'loglikelihood': -55.91759444613182, 'aic': 119.83518889226364, 'bic': np.float64(119.61882948848489)}, 1720: {'params': mu          1.164459e+04
omega       1.514658e+05
alpha[1]    2.081668e-17
beta[1]     4.288353e-01
Name: params, dtype: float64, 'loglikelihood': -54.05624908616795, 'aic': 116.1124981723359, 'bic': np.float64(115.89613876855715)}, 1725: {'params': mu          1.137866e+04
omega       1.220790e+05
alpha[1]    1.387779e-17
beta[1]     7.620460e-01
Name: params, dtype: float64, 'loglikelihood': -55.07630820573934, 'aic': 118.15261641147868, 'bic': np.float64(117.93625700769992)}, 1730: {'params': mu           11774.371645
omega       155165.398041
alpha[1]         0.000000
beta[1]          0.746687
Name: params, dtype: float64, 'loglikelihood': -55.94459086503715, 'aic': 119.8891817300743, 'bic': np.float64(119.67282232629555)}, 1735: {'params': mu           10099.643907
omega       286875.312652
alpha[1]         0.557780
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -56.21522611141707, 'aic': 120.43045222283413, 'bic': np.float64(120.21409281905538)}, 1740: {'params': mu           8900.700726
omega       37248.267428
alpha[1]        0.000000
beta[1]         0.743013
Name: params, dtype: float64, 'loglikelihood': -50.95483156986101, 'aic': 109.90966313972201, 'bic': np.float64(109.69330373594326)}, 1745: {'params': mu           8060.056089
omega       44752.542648
alpha[1]        0.000000
beta[1]         0.392864
Name: params, dtype: float64, 'loglikelihood': -49.736928148795606, 'aic': 107.47385629759121, 'bic': np.float64(107.25749689381246)}, 1750: {'params': mu          7.842271e+03
omega       1.275486e+04
alpha[1]    5.693947e-16
beta[1]     5.020556e-01
Name: params, dtype: float64, 'loglikelihood': -45.44744341698877, 'aic': 98.89488683397754, 'bic': np.float64(98.67852743019878)}, 1755: {'params': mu           8366.101092
omega       57876.702013
alpha[1]        0.000000
beta[1]         0.388026
Name: params, dtype: float64, 'loglikelihood': -50.59497595104266, 'aic': 109.18995190208533, 'bic': np.float64(108.97359249830657)}, 1760: {'params': mu           8431.976945
omega       48358.125302
alpha[1]        0.365532
beta[1]         0.229547
Name: params, dtype: float64, 'loglikelihood': -50.027849745131405, 'aic': 108.05569949026281, 'bic': np.float64(107.83934008648406)}, 1765: {'params': mu          7934.014066
omega       6708.380946
alpha[1]       0.000000
beta[1]        0.749393
Name: params, dtype: float64, 'loglikelihood': -44.945337591767085, 'aic': 97.89067518353417, 'bic': np.float64(97.67431577975542)}, 1770: {'params': mu           7825.085702
omega       57807.674898
alpha[1]        0.000000
beta[1]         0.515850
Name: params, dtype: float64, 'loglikelihood': -50.73587282598361, 'aic': 109.47174565196723, 'bic': np.float64(109.25538624818847)}, 1775: {'params': mu            7245.398695
omega       260051.684291
alpha[1]         0.504582
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -55.906688476182, 'aic': 119.813376952364, 'bic': np.float64(119.59701754858524)}, 1780: {'params': mu           5966.884135
omega       24641.109172
alpha[1]        0.000000
beta[1]         0.398503
Name: params, dtype: float64, 'loglikelihood': -47.64688045669113, 'aic': 103.29376091338226, 'bic': np.float64(103.0774015096035)}, 1785: {'params': mu          5.543771e+03
omega       2.561580e+04
alpha[1]    1.214306e-17
beta[1]     4.903949e-01
Name: params, dtype: float64, 'loglikelihood': -47.88668508666854, 'aic': 103.77337017333709, 'bic': np.float64(103.55701076955833)}, 1790: {'params': mu          5279.434289
omega       1932.431579
alpha[1]       0.999836
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -38.02729709805239, 'aic': 84.05459419610477, 'bic': np.float64(83.83823479232602)}, 1795: {'params': mu          5.322528e+03
omega       3.077064e+03
alpha[1]    1.316655e-15
beta[1]     6.523206e-01
Name: params, dtype: float64, 'loglikelihood': -42.220324744083065, 'aic': 92.44064948816613, 'bic': np.float64(92.22429008438738)}, 1800: {'params': mu          5.193172e+03
omega       3.320340e+03
alpha[1]    9.645063e-16
beta[1]     5.059144e-01
Name: params, dtype: float64, 'loglikelihood': -40.73539090077358, 'aic': 89.47078180154716, 'bic': np.float64(89.25442239776841)}, 1805: {'params': mu          5.108841e+03
omega       2.667857e+03
alpha[1]    7.919013e-16
beta[1]     7.645785e-01
Name: params, dtype: float64, 'loglikelihood': -41.68795020773965, 'aic': 91.3759004154793, 'bic': np.float64(91.15954101170054)}, 1810: {'params': mu          5.120543e+03
omega       8.581541e+03
alpha[1]    2.931683e-16
beta[1]     4.790289e-01
Name: params, dtype: float64, 'loglikelihood': -44.05955168715517, 'aic': 96.11910337431034, 'bic': np.float64(95.90274397053159)}, 1815: {'params': mu           4585.685794
omega       82459.302041
alpha[1]        0.210283
beta[1]         0.309770
Name: params, dtype: float64, 'loglikelihood': -51.97128324809528, 'aic': 111.94256649619057, 'bic': np.float64(111.72620709241181)}, 1820: {'params': mu          4.037630e+03
omega       2.366650e+03
alpha[1]    6.938894e-18
beta[1]     5.122914e-01
Name: params, dtype: float64, 'loglikelihood': -39.54836427807472, 'aic': 87.09672855614944, 'bic': np.float64(86.88036915237069)}, 1825: {'params': mu          3984.402779
omega        548.435697
alpha[1]       0.000000
beta[1]        0.464816
Name: params, dtype: float64, 'loglikelihood': -34.425812163917556, 'aic': 76.85162432783511, 'bic': np.float64(76.63526492405636)}, 1830: {'params': mu          3.991830e+03
omega       5.746867e+02
alpha[1]    1.955033e-15
beta[1]     5.367947e-01
Name: params, dtype: float64, 'loglikelihood': -34.58087730051856, 'aic': 77.16175460103712, 'bic': np.float64(76.94539519725836)}, 1835: {'params': mu          3.906605e+03
omega       1.040953e+03
alpha[1]    1.020017e-15
beta[1]     3.680345e-01
Name: params, dtype: float64, 'loglikelihood': -36.476433246344506, 'aic': 80.95286649268901, 'bic': np.float64(80.73650708891026)}, 1840: {'params': mu          3884.429144
omega        454.428208
alpha[1]       0.000000
beta[1]        0.506827
Name: params, dtype: float64, 'loglikelihood': -33.77608689805153, 'aic': 75.55217379610306, 'bic': np.float64(75.33581439232431)}, 1845: {'params': mu          3.815309e+03
omega       6.021850e+02
alpha[1]    3.290770e-15
beta[1]     6.318480e-01
Name: params, dtype: float64, 'loglikelihood': -36.46587892427148, 'aic': 80.93175784854296, 'bic': np.float64(80.7153984447642)}, 1850: {'params': mu          3.845984e+03
omega       6.216342e+03
alpha[1]    1.000000e+00
beta[1]     1.667797e-13
Name: params, dtype: float64, 'loglikelihood': -41.71100131547347, 'aic': 91.42200263094693, 'bic': np.float64(91.20564322716818)}, 1855: {'params': mu          3.937156e+03
omega       5.066530e+03
alpha[1]    6.977338e-01
beta[1]     5.175743e-10
Name: params, dtype: float64, 'loglikelihood': -40.84350122158774, 'aic': 89.68700244317549, 'bic': np.float64(89.47064303939673)}, 1860: {'params': mu          3637.427101
omega       8642.326626
alpha[1]       0.888462
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -43.1967978965542, 'aic': 94.3935957931084, 'bic': np.float64(94.17723638932965)}, 1865: {'params': mu          3.638578e+03
omega       4.018437e+02
alpha[1]    5.811324e-16
beta[1]     4.365542e-01
Name: params, dtype: float64, 'loglikelihood': -33.310700675683584, 'aic': 74.62140135136717, 'bic': np.float64(74.40504194758842)}, 1870: {'params': mu          3471.096534
omega       5417.082865
alpha[1]       0.658373
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -41.47597411558745, 'aic': 90.9519482311749, 'bic': np.float64(90.73558882739614)}, 1875: {'params': mu          3.457764e+03
omega       1.887850e+02
alpha[1]    2.678413e-15
beta[1]     7.533495e-01
Name: params, dtype: float64, 'loglikelihood': -32.44139690740759, 'aic': 72.88279381481517, 'bic': np.float64(72.66643441103642)}, 1880: {'params': mu          3.512916e+03
omega       1.276547e+03
alpha[1]    2.602085e-17
beta[1]     6.785228e-01
Name: params, dtype: float64, 'loglikelihood': -39.171163021201906, 'aic': 86.34232604240381, 'bic': np.float64(86.12596663862506)}, 1885: {'params': mu          3.577827e+03
omega       9.475949e+02
alpha[1]    1.000000e+00
beta[1]     4.302114e-16
Name: params, dtype: float64, 'loglikelihood': -35.546024717127324, 'aic': 79.09204943425465, 'bic': np.float64(78.8756900304759)}, 1890: {'params': mu          3.607069e+03
omega       8.699774e+02
alpha[1]    5.629078e-01
beta[1]     2.516186e-15
Name: params, dtype: float64, 'loglikelihood': -35.554948191920914, 'aic': 79.10989638384183, 'bic': np.float64(78.89353698006308)}, 1895: {'params': mu          3.642141e+03
omega       6.217585e+03
alpha[1]    8.612902e-16
beta[1]     7.963587e-01
Name: params, dtype: float64, 'loglikelihood': -44.55131909893198, 'aic': 97.10263819786395, 'bic': np.float64(96.8862787940852)}, 1900: {'params': mu          3.875833e+03
omega       5.813355e+03
alpha[1]    2.542595e-16
beta[1]     5.649077e-01
Name: params, dtype: float64, 'loglikelihood': -44.25930089883215, 'aic': 96.5186017976643, 'bic': np.float64(96.30224239388555)}, 1905: {'params': mu          3796.542931
omega        621.469732
alpha[1]       0.000000
beta[1]        0.771671
Name: params, dtype: float64, 'loglikelihood': -36.570442672694654, 'aic': 81.14088534538931, 'bic': np.float64(80.92452594161055)}, 1910: {'params': mu          3747.985294
omega       3488.093475
alpha[1]       0.000000
beta[1]        0.545227
Name: params, dtype: float64, 'loglikelihood': -40.892404376599934, 'aic': 89.78480875319987, 'bic': np.float64(89.56844934942112)}, 1915: {'params': mu          3916.857891
omega       5973.109794
alpha[1]       0.000000
beta[1]        0.471548
Name: params, dtype: float64, 'loglikelihood': -42.784345729360105, 'aic': 93.56869145872021, 'bic': np.float64(93.35233205494146)}, 1920: {'params': mu          3.612100e+03
omega       4.057226e+04
alpha[1]    1.118897e-16
beta[1]     4.927399e-01
Name: params, dtype: float64, 'loglikelihood': -49.496622507888276, 'aic': 106.99324501577655, 'bic': np.float64(106.7768856119978)}, 1925: {'params': mu          3339.141896
omega        928.294825
alpha[1]       0.000000
beta[1]        0.909811
Name: params, dtype: float64, 'loglikelihood': -41.90589029611679, 'aic': 91.81178059223357, 'bic': np.float64(91.59542118845482)}, 1930: {'params': mu          3.509783e+03
omega       4.230128e+03
alpha[1]    3.209238e-17
beta[1]     7.787319e-01
Name: params, dtype: float64, 'loglikelihood': -43.26433508467757, 'aic': 94.52867016935514, 'bic': np.float64(94.31231076557638)}, 1935: {'params': mu          3.933259e+03
omega       2.431600e+04
alpha[1]    9.332812e-16
beta[1]     3.991270e-01
Name: params, dtype: float64, 'loglikelihood': -47.61241753026106, 'aic': 103.22483506052212, 'bic': np.float64(103.00847565674337)}, 1940: {'params': mu           4080.500339
omega       14379.877144
alpha[1]        0.000000
beta[1]         0.538617
Name: params, dtype: float64, 'loglikelihood': -45.85338646001751, 'aic': 99.70677292003502, 'bic': np.float64(99.49041351625627)}, 1945: {'params': mu          4.248129e+03
omega       4.100588e+04
alpha[1]    3.174544e-16
beta[1]     4.635940e-01
Name: params, dtype: float64, 'loglikelihood': -49.5238044747496, 'aic': 107.0476089494992, 'bic': np.float64(106.83124954572045)}, 1950: {'params': mu            5240.338952
omega       121950.165306
alpha[1]         0.515055
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -53.29490155658553, 'aic': 114.58980311317106, 'bic': np.float64(114.3734437093923)}, 1955: {'params': mu          6.133578e+03
omega       6.187144e+04
alpha[1]    4.801899e-01
beta[1]     2.531407e-17
Name: params, dtype: float64, 'loglikelihood': -50.90445462144446, 'aic': 109.80890924288892, 'bic': np.float64(109.59254983911016)}, 1960: {'params': mu          6469.570732
omega       1146.739604
alpha[1]       0.000000
beta[1]        0.534149
Name: params, dtype: float64, 'loglikelihood': -37.005723841662274, 'aic': 82.01144768332455, 'bic': np.float64(81.7950882795458)}, 1965: {'params': mu          6.431140e+03
omega       1.101544e+03
alpha[1]    3.191891e-16
beta[1]     4.533677e-01
Name: params, dtype: float64, 'loglikelihood': -36.85783415747908, 'aic': 81.71566831495817, 'bic': np.float64(81.49930891117941)}, 1970: {'params': mu          6416.765466
omega       1599.704348
alpha[1]       0.000000
beta[1]        0.751402
Name: params, dtype: float64, 'loglikelihood': -39.92466713413929, 'aic': 87.84933426827858, 'bic': np.float64(87.63297486449983)}, 1975: {'params': mu          6.529911e+03
omega       4.062435e+02
alpha[1]    2.759039e-16
beta[1]     5.023797e-01
Name: params, dtype: float64, 'loglikelihood': -33.383983826454944, 'aic': 74.76796765290989, 'bic': np.float64(74.55160824913114)}, 1980: {'params': mu          6598.418078
omega       1285.742302
alpha[1]       0.054784
beta[1]        0.734854
Name: params, dtype: float64, 'loglikelihood': -39.101395885573794, 'aic': 86.20279177114759, 'bic': np.float64(85.98643236736883)}, 1985: {'params': mu           6467.205382
omega       20198.825316
alpha[1]        0.524541
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -47.009603150254314, 'aic': 102.01920630050863, 'bic': np.float64(101.80284689672987)}, 1990: {'params': mu          6.606826e+03
omega       1.387258e+04
alpha[1]    9.065646e-01
beta[1]     1.391840e-13
Name: params, dtype: float64, 'loglikelihood': -44.74354133547057, 'aic': 97.48708267094113, 'bic': np.float64(97.27072326716238)}, 1995: {'params': mu          6.585216e+03
omega       8.186363e+02
alpha[1]    8.014422e-16
beta[1]     5.415500e-01
Name: params, dtype: float64, 'loglikelihood': -35.819850070975896, 'aic': 79.63970014195179, 'bic': np.float64(79.42334073817304)}, 2000: {'params': mu          6.608091e+03
omega       2.176245e+03
alpha[1]    1.000000e+00
beta[1]     3.823394e-15
Name: params, dtype: float64, 'loglikelihood': -38.170762281434435, 'aic': 84.34152456286887, 'bic': np.float64(84.12516515909012)}, 2005: {'params': mu          6.626700e+03
omega       7.145193e+03
alpha[1]    4.510281e-17
beta[1]     5.073216e-01
Name: params, dtype: float64, 'loglikelihood': -43.41820395625875, 'aic': 94.8364079125175, 'bic': np.float64(94.62004850873875)}, 2010: {'params': mu          6.495712e+03
omega       9.529840e+03
alpha[1]    5.932754e-16
beta[1]     6.395647e-01
Name: params, dtype: float64, 'loglikelihood': -46.165377664617075, 'aic': 100.33075532923415, 'bic': np.float64(100.1143959254554)}, 2015: {'params': mu          6.409943e+03
omega       5.315853e+03
alpha[1]    1.561251e-17
beta[1]     4.443860e-01
Name: params, dtype: float64, 'loglikelihood': -42.3546022339762, 'aic': 92.7092044679524, 'bic': np.float64(92.49284506417365)}, 2020: {'params': mu          6.293413e+03
omega       4.892022e+03
alpha[1]    1.000000e+00
beta[1]     5.355844e-14
Name: params, dtype: float64, 'loglikelihood': -41.45824014167123, 'aic': 90.91648028334247, 'bic': np.float64(90.70012087956371)}, 2025: {'params': mu           6962.415737
omega       72707.822040
alpha[1]        0.072830
beta[1]         0.363981
Name: params, dtype: float64, 'loglikelihood': -51.49626951523369, 'aic': 110.99253903046738, 'bic': np.float64(110.77617962668863)}, 2030: {'params': mu          7.073183e+03
omega       7.350871e+03
alpha[1]    1.647987e-16
beta[1]     4.092617e-01
Name: params, dtype: float64, 'loglikelihood': -43.446945132672525, 'aic': 94.89389026534505, 'bic': np.float64(94.6775308615663)}, 2035: {'params': mu          6.711586e+03
omega       2.343100e+04
alpha[1]    9.797072e-01
beta[1]     1.138191e-12
Name: params, dtype: float64, 'loglikelihood': -46.954223847804506, 'aic': 101.90844769560901, 'bic': np.float64(101.69208829183026)}, 2040: {'params': mu          6.439057e+03
omega       2.995362e+03
alpha[1]    6.574602e-16
beta[1]     7.308776e-01
Name: params, dtype: float64, 'loglikelihood': -42.14817836098855, 'aic': 92.2963567219771, 'bic': np.float64(92.07999731819835)}, 2045: {'params': mu          6326.126828
omega       4155.360586
alpha[1]       0.000000
beta[1]        0.639216
Name: params, dtype: float64, 'loglikelihood': -43.2478821967655, 'aic': 94.495764393531, 'bic': np.float64(94.27940498975225)}, 2050: {'params': mu           6357.069925
omega       10444.084903
alpha[1]        0.000000
beta[1]         0.783148
Name: params, dtype: float64, 'loglikelihood': -46.41405049191827, 'aic': 100.82810098383653, 'bic': np.float64(100.61174158005778)}, 2055: {'params': mu          6.992589e+03
omega       7.536231e+04
alpha[1]    7.941909e-01
beta[1]     1.414741e-15
Name: params, dtype: float64, 'loglikelihood': -51.211419340362816, 'aic': 110.42283868072563, 'bic': np.float64(110.20647927694688)}, 2060: {'params': mu           7845.311753
omega       53323.612047
alpha[1]        0.359043
beta[1]         0.135111
Name: params, dtype: float64, 'loglikelihood': -50.44254898708033, 'aic': 108.88509797416066, 'bic': np.float64(108.6687385703819)}, 2065: {'params': mu           8125.405998
omega       21631.964282
alpha[1]        0.519521
beta[1]         0.183604
Name: params, dtype: float64, 'loglikelihood': -46.91343598974931, 'aic': 101.82687197949862, 'bic': np.float64(101.61051257571987)}, 2070: {'params': mu           7593.068913
omega       61972.608145
alpha[1]        0.000000
beta[1]         0.355667
Name: params, dtype: float64, 'loglikelihood': -50.72324927587498, 'aic': 109.44649855174995, 'bic': np.float64(109.2301391479712)}, 2075: {'params': mu            6822.983606
omega       134733.307760
alpha[1]         0.257950
beta[1]          0.232609
Name: params, dtype: float64, 'loglikelihood': -53.69385087604386, 'aic': 115.38770175208772, 'bic': np.float64(115.17134234830897)}, 2080: {'params': mu           6401.948106
omega       17955.738195
alpha[1]        0.619915
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -46.38327400260379, 'aic': 100.76654800520758, 'bic': np.float64(100.55018860142883)}, 2085: {'params': mu          6.631929e+03
omega       3.471144e+03
alpha[1]    6.453171e-16
beta[1]     5.270764e-01
Name: params, dtype: float64, 'loglikelihood': -40.88451169588208, 'aic': 89.76902339176416, 'bic': np.float64(89.55266398798541)}, 2090: {'params': mu          6.370558e+03
omega       1.701812e+04
alpha[1]    5.967449e-16
beta[1]     7.535405e-01
Name: params, dtype: float64, 'loglikelihood': -48.19625583835411, 'aic': 104.39251167670822, 'bic': np.float64(104.17615227292947)}, 2095: {'params': mu          6.130329e+03
omega       3.798806e+03
alpha[1]    4.931819e-15
beta[1]     6.193717e-01
Name: params, dtype: float64, 'loglikelihood': -42.89183353832026, 'aic': 93.78366707664053, 'bic': np.float64(93.56730767286177)}, 2100: {'params': mu          6.477600e+03
omega       2.821370e+04
alpha[1]    8.673617e-18
beta[1]     6.776110e-01
Name: params, dtype: float64, 'loglikelihood': -50.00513443078453, 'aic': 108.01026886156906, 'bic': np.float64(107.7939094577903)}, 2105: {'params': mu           6543.999466
omega       11785.094285
alpha[1]        0.000000
beta[1]         0.465631
Name: params, dtype: float64, 'loglikelihood': -45.16299367893535, 'aic': 98.3259873578707, 'bic': np.float64(98.10962795409195)}, 2110: {'params': mu            6902.356847
omega       103041.065510
alpha[1]         0.000000
beta[1]          0.533185
Name: params, dtype: float64, 'loglikelihood': -52.74553266627508, 'aic': 113.49106533255016, 'bic': np.float64(113.27470592877141)}, 2115: {'params': mu          7.623114e+03
omega       3.142373e+03
alpha[1]    3.816392e-17
beta[1]     4.919639e-01
Name: params, dtype: float64, 'loglikelihood': -40.54429588615874, 'aic': 89.08859177231749, 'bic': np.float64(88.87223236853873)}, 2120: {'params': mu          7540.199967
omega       5339.640000
alpha[1]       0.000000
beta[1]        0.492822
Name: params, dtype: float64, 'loglikelihood': -42.39755396202066, 'aic': 92.79510792404132, 'bic': np.float64(92.57874852026256)}, 2125: {'params': mu          7397.956714
omega       9228.632655
alpha[1]       0.000000
beta[1]        0.534269
Name: params, dtype: float64, 'loglikelihood': -44.30340591377456, 'aic': 96.60681182754912, 'bic': np.float64(96.39045242377037)}, 2130: {'params': mu          7.966614e+03
omega       8.365562e+04
alpha[1]    1.318390e-16
beta[1]     4.846214e-01
Name: params, dtype: float64, 'loglikelihood': -52.02735400333725, 'aic': 112.0547080066745, 'bic': np.float64(111.83834860289575)}, 2135: {'params': mu           8368.328340
omega       10934.662043
alpha[1]        0.000000
beta[1]         0.738799
Name: params, dtype: float64, 'loglikelihood': -46.67090807169019, 'aic': 101.34181614338038, 'bic': np.float64(101.12545673960163)}, 2140: {'params': mu           8626.185396
omega       48514.668389
alpha[1]        1.000000
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -48.96345833818531, 'aic': 105.92691667637062, 'bic': np.float64(105.71055727259187)}, 2145: {'params': mu           9455.900298
omega       38132.879999
alpha[1]        0.000000
beta[1]         0.454258
Name: params, dtype: float64, 'loglikelihood': -49.26546314450364, 'aic': 106.53092628900728, 'bic': np.float64(106.31456688522853)}, 2150: {'params': mu           9470.01341
omega       23287.31008
alpha[1]        0.00000
beta[1]         0.65663
Name: params, dtype: float64, 'loglikelihood': -49.31364055980875, 'aic': 106.6272811196175, 'bic': np.float64(106.41092171583875)}, 2155: {'params': mu           9251.271108
omega       18556.456042
alpha[1]        0.092854
beta[1]         0.716896
Name: params, dtype: float64, 'loglikelihood': -48.41282263681463, 'aic': 104.82564527362926, 'bic': np.float64(104.60928586985051)}, 2160: {'params': mu           8908.400082
omega       67138.697142
alpha[1]        0.000000
beta[1]         0.496761
Name: params, dtype: float64, 'loglikelihood': -51.259283320213434, 'aic': 110.51856664042687, 'bic': np.float64(110.30220723664812)}, 2165: {'params': mu          8.240399e+03
omega       4.350095e+04
alpha[1]    3.313322e-16
beta[1]     3.773607e-01
Name: params, dtype: float64, 'loglikelihood': -49.58369662898262, 'aic': 107.16739325796524, 'bic': np.float64(106.95103385418649)}, 2170: {'params': mu            7540.124346
omega       181593.829181
alpha[1]         0.568397
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -54.646518464716344, 'aic': 117.29303692943269, 'bic': np.float64(117.07667752565393)}, 2175: {'params': mu          6826.871544
omega       6703.755310
alpha[1]       0.000000
beta[1]        0.536134
Name: params, dtype: float64, 'loglikelihood': -43.18667052110477, 'aic': 94.37334104220955, 'bic': np.float64(94.15698163843079)}, 2180: {'params': mu          6.957229e+03
omega       1.335598e+04
alpha[1]    7.079407e-15
beta[1]     6.627090e-01
Name: params, dtype: float64, 'loglikelihood': -47.36923412592088, 'aic': 102.73846825184177, 'bic': np.float64(102.52210884806301)}, 2185: {'params': mu            7613.502148
omega       174273.564912
alpha[1]         0.597643
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -54.46393591201598, 'aic': 116.92787182403195, 'bic': np.float64(116.7115124202532)}, 2190: {'params': mu           8660.801180
omega       36353.072851
alpha[1]        0.000000
beta[1]         0.400307
Name: params, dtype: float64, 'loglikelihood': -49.017905164658266, 'aic': 106.03581032931653, 'bic': np.float64(105.81945092553778)}, 2195: {'params': mu           8437.856305
omega       38639.105020
alpha[1]        0.000000
beta[1]         0.648480
Name: params, dtype: float64, 'loglikelihood': -51.07530626252905, 'aic': 110.1506125250581, 'bic': np.float64(109.93425312127934)}, 2200: {'params': mu          8.764014e+03
omega       4.741899e+03
alpha[1]    3.122502e-17
beta[1]     9.736289e-01
Name: params, dtype: float64, 'loglikelihood': -53.24812374141982, 'aic': 114.49624748283964, 'bic': np.float64(114.27988807906088)}, 2205: {'params': mu            9816.742529
omega       208183.357592
alpha[1]         0.000000
beta[1]          0.755838
Name: params, dtype: float64, 'loglikelihood': -56.957071180612004, 'aic': 121.91414236122401, 'bic': np.float64(121.69778295744526)}, 2210: {'params': mu          10984.371530
omega       44184.038327
alpha[1]        0.000000
beta[1]         0.727839
Name: params, dtype: float64, 'loglikelihood': -51.57032847039627, 'aic': 111.14065694079254, 'bic': np.float64(110.92429753701379)}, 2215: {'params': mu          10225.399768
omega       92650.028571
alpha[1]        0.000000
beta[1]         0.453528
Name: params, dtype: float64, 'loglikelihood': -52.36940309777347, 'aic': 112.73880619554694, 'bic': np.float64(112.52244679176819)}, 2220: {'params': mu           10428.042905
omega       153116.658367
alpha[1]         0.000000
beta[1]          0.484380
Name: params, dtype: float64, 'loglikelihood': -54.14309713865854, 'aic': 116.28619427731708, 'bic': np.float64(116.06983487353833)}, 2225: {'params': mu           10124.742952
omega       357966.992653
alpha[1]         0.000000
beta[1]          0.505442
Name: params, dtype: float64, 'loglikelihood': -57.11717928540399, 'aic': 122.23435857080798, 'bic': np.float64(122.01799916702923)}, 2230: {'params': mu          8.632071e+03
omega       9.474657e+04
alpha[1]    1.613293e-15
beta[1]     4.017844e-01
Name: params, dtype: float64, 'loglikelihood': -52.37089020043022, 'aic': 112.74178040086043, 'bic': np.float64(112.52542099708168)}, 2235: {'params': mu            8080.242919
omega       147498.989878
alpha[1]         0.000000
beta[1]          0.759969
Name: params, dtype: float64, 'loglikelihood': -55.74163001604656, 'aic': 119.48326003209311, 'bic': np.float64(119.26690062831436)}, 2240: {'params': mu          9.601971e+03
omega       4.407599e+05
alpha[1]    1.561251e-17
beta[1]     4.750939e-01
Name: params, dtype: float64, 'loglikelihood': -57.84536187818031, 'aic': 123.69072375636063, 'bic': np.float64(123.47436435258187)}, 2245: {'params': mu          11206.688944
omega       67153.813206
alpha[1]        0.000000
beta[1]         0.511388
Name: params, dtype: float64, 'loglikelihood': -52.58642077753166, 'aic': 113.17284155506331, 'bic': np.float64(112.95648215128456)}, 2250: {'params': mu          1.149390e+04
omega       1.162252e+05
alpha[1]    3.911801e-16
beta[1]     7.706594e-01
Name: params, dtype: float64, 'loglikelihood': -54.88175822764262, 'aic': 117.76351645528524, 'bic': np.float64(117.54715705150649)}, 2255: {'params': mu           12233.069271
omega       565552.782447
alpha[1]         0.571448
beta[1]          0.000000
Name: params, dtype: float64, 'loglikelihood': -58.58752695379916, 'aic': 125.17505390759833, 'bic': np.float64(124.95869450381957)}, 2260: {'params': mu          1.413263e+04
omega       1.478023e+05
alpha[1]    5.607440e-01
beta[1]     2.029968e-14
Name: params, dtype: float64, 'loglikelihood': -53.72460248239227, 'aic': 115.44920496478454, 'bic': np.float64(115.23284556100579)}, 2265: {'params': mu          1.576187e+04
omega       4.335273e+05
alpha[1]    7.632783e-17
beta[1]     5.216296e-01
Name: params, dtype: float64, 'loglikelihood': -57.783187201395364, 'aic': 123.56637440279073, 'bic': np.float64(123.35001499901198)}, 2270: {'params': mu          1.455320e+04
omega       8.839047e+05
alpha[1]    3.781697e-16
beta[1]     4.222561e-01
Name: params, dtype: float64, 'loglikelihood': -60.240346933569846, 'aic': 128.48069386713968, 'bic': np.float64(128.26433446336094)}, 2275: {'params': mu          1.431141e+04
omega       1.980925e+04
alpha[1]    2.728720e-15
beta[1]     9.716210e-01
Name: params, dtype: float64, 'loglikelihood': -58.25124693461924, 'aic': 124.50249386923848, 'bic': np.float64(124.28613446545972)}, 2280: {'params': mu          1.479081e+04
omega       3.331880e+05
alpha[1]    1.439820e-16
beta[1]     7.318093e-01
Name: params, dtype: float64, 'loglikelihood': -58.63777718738856, 'aic': 125.27555437477712, 'bic': np.float64(125.05919497099836)}, 2285: {'params': mu           17800.871604
omega       854951.989591
alpha[1]         0.000000
beta[1]          0.428049
Name: params, dtype: float64, 'loglikelihood': -60.11422368425987, 'aic': 128.22844736851974, 'bic': np.float64(128.012087964741)}, 2290: {'params': mu           16940.142632
omega       748400.386939
alpha[1]         0.000000
beta[1]          0.396815
Name: params, dtype: float64, 'loglikelihood': -59.612912515109024, 'aic': 127.22582503021805, 'bic': np.float64(127.0094656264393)}, 2295: {'params': mu           14992.871593
omega       866660.343184
alpha[1]         0.000000
beta[1]          0.768569
Name: params, dtype: float64, 'loglikelihood': -61.92162622768984, 'aic': 131.84325245537968, 'bic': np.float64(131.62689305160094)}, 2300: {'params': mu          1.142969e+04
omega       5.927724e+05
alpha[1]    1.075529e-15
beta[1]     3.759634e-01
Name: params, dtype: float64, 'loglikelihood': -58.74909779903781, 'aic': 125.49819559807563, 'bic': np.float64(125.28183619429687)}, 2305: {'params': mu            9765.499768
omega       177266.145714
alpha[1]         0.000000
beta[1]          0.420768
Name: params, dtype: float64, 'loglikelihood': -54.62190340599919, 'aic': 117.24380681199838, 'bic': np.float64(117.02744740821963)}, 2310: {'params': mu          8.409499e+03
omega       9.280625e+04
alpha[1]    2.185752e-16
beta[1]     3.738764e-01
Name: params, dtype: float64, 'loglikelihood': -52.20704188703524, 'aic': 112.41408377407048, 'bic': np.float64(112.19772437029172)}, 2315: {'params': mu          7.857872e+03
omega       4.310713e+04
alpha[1]    3.486794e-16
beta[1]     5.167285e-01
Name: params, dtype: float64, 'loglikelihood': -49.704494119555314, 'aic': 107.40898823911063, 'bic': np.float64(107.19262883533187)}, 2320: {'params': mu          6.720042e+03
omega       1.809736e+05
alpha[1]    1.049508e-15
beta[1]     4.005521e-01
Name: params, dtype: float64, 'loglikelihood': -54.628407715133775, 'aic': 117.25681543026755, 'bic': np.float64(117.0404560264888)}, 2325: {'params': mu          6.990172e+03
omega       7.155826e+04
alpha[1]    5.377643e-17
beta[1]     4.166698e-01
Name: params, dtype: float64, 'loglikelihood': -51.40932011889894, 'aic': 110.81864023779788, 'bic': np.float64(110.60228083401913)}, 2330: {'params': mu          7.011201e+03
omega       2.907973e+04
alpha[1]    3.122502e-16
beta[1]     7.504902e-01
Name: params, dtype: float64, 'loglikelihood': -50.07719921368768, 'aic': 108.15439842737536, 'bic': np.float64(107.9380390235966)}, 2335: {'params': mu           6119.942069
omega       59087.676935
alpha[1]        0.000000
beta[1]         0.412139
Name: params, dtype: float64, 'loglikelihood': -50.742245069002124, 'aic': 109.48449013800425, 'bic': np.float64(109.2681307342255)}, 2340: {'params': mu          5.827485e+03
omega       1.265537e+04
alpha[1]    1.405126e-15
beta[1]     5.563653e-01
Name: params, dtype: float64, 'loglikelihood': -45.38965733733488, 'aic': 98.77931467466976, 'bic': np.float64(98.56295527089101)}, 2345: {'params': mu          5802.127986
omega       9263.910612
alpha[1]       0.000000
beta[1]        0.681961
Name: params, dtype: float64, 'loglikelihood': -46.109889399137714, 'aic': 100.21977879827543, 'bic': np.float64(100.00341939449667)}, 2350: {'params': mu           5537.829632
omega       29479.407186
alpha[1]        0.000000
beta[1]         0.797841
Name: params, dtype: float64, 'loglikelihood': -49.99299741001545, 'aic': 107.9859948200309, 'bic': np.float64(107.76963541625214)}, 2355: {'params': mu           4745.298996
omega       52359.837136
alpha[1]        0.000000
beta[1]         0.376572
Name: params, dtype: float64, 'loglikelihood': -50.25654011310839, 'aic': 108.51308022621679, 'bic': np.float64(108.29672082243803)}, 2360: {'params': mu          4.352342e+03
omega       2.328101e+03
alpha[1]    1.525703e-11
beta[1]     4.884805e-01
Name: params, dtype: float64, 'loglikelihood': -39.492843731801, 'aic': 86.985687463602, 'bic': np.float64(86.76932805982325)}, 2365: {'params': mu          4.234043e+03
omega       1.391376e+04
alpha[1]    4.041906e-16
beta[1]     5.176603e-01
Name: params, dtype: float64, 'loglikelihood': -45.746324215954544, 'aic': 99.49264843190909, 'bic': np.float64(99.27628902813034)}, 2370: {'params': mu           3815.898589
omega       20366.319988
alpha[1]        0.000000
beta[1]         0.397861
Name: params, dtype: float64, 'loglikelihood': -46.99174498778846, 'aic': 101.98348997557692, 'bic': np.float64(101.76713057179816)}, 2375: {'params': mu           3785.300173
omega       14468.400000
alpha[1]        0.000000
beta[1]         0.501396
Name: params, dtype: float64, 'loglikelihood': -45.88757799182042, 'aic': 99.77515598364084, 'bic': np.float64(99.55879657986209)}, 2380: {'params': mu           3798.927726
omega       27786.904044
alpha[1]        0.000000
beta[1]         0.769193
Name: params, dtype: float64, 'loglikelihood': -49.877863975203525, 'aic': 107.75572795040705, 'bic': np.float64(107.5393685466283)}, 2385: {'params': mu           4362.655546
omega       15587.594089
alpha[1]        0.120072
beta[1]         0.385701
Name: params, dtype: float64, 'loglikelihood': -46.138034092855776, 'aic': 100.27606818571155, 'bic': np.float64(100.0597087819328)}, 2390: {'params': mu          4.577071e+03
omega       1.068894e+04
alpha[1]    4.258746e-16
beta[1]     7.716085e-01
Name: params, dtype: float64, 'loglikelihood': -46.52740128206626, 'aic': 101.05480256413252, 'bic': np.float64(100.83844316035376)}, 2395: {'params': mu          4.592457e+03
omega       1.650342e+04
alpha[1]    1.170938e-15
beta[1]     5.051626e-01
Name: params, dtype: float64, 'loglikelihood': -46.34793339527462, 'aic': 100.69586679054925, 'bic': np.float64(100.47950738677049)}, 2400: {'params': mu          4313.568120
omega       6112.640240
alpha[1]       0.539299
beta[1]        0.093336
Name: params, dtype: float64, 'loglikelihood': -42.49145311475427, 'aic': 92.98290622950854, 'bic': np.float64(92.76654682572979)}, 2405: {'params': mu          4119.612300
omega       1877.504968
alpha[1]       0.000000
beta[1]        0.772151
Name: params, dtype: float64, 'loglikelihood': -40.438582978597495, 'aic': 88.87716595719499, 'bic': np.float64(88.66080655341624)}, 2410: {'params': mu          4.170787e+03
omega       8.094404e+03
alpha[1]    1.734723e-17
beta[1]     7.653487e-01
Name: params, dtype: float64, 'loglikelihood': -45.570904290515216, 'aic': 99.14180858103043, 'bic': np.float64(98.92544917725168)}, 2415: {'params': mu           3599.198697
omega       32325.007135
alpha[1]        0.000000
beta[1]         0.405504
Name: params, dtype: float64, 'loglikelihood': -48.610266116977996, 'aic': 105.22053223395599, 'bic': np.float64(105.00417283017724)}, 2420: {'params': mu           3105.035719
omega       37184.450603
alpha[1]        0.601865
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -49.02091952742215, 'aic': 106.0418390548443, 'bic': np.float64(105.82547965106555)}, 2425: {'params': mu          2781.086536
omega       1375.330626
alpha[1]       0.000000
beta[1]        0.517167
Name: params, dtype: float64, 'loglikelihood': -37.65048724696975, 'aic': 83.3009744939395, 'bic': np.float64(83.08461509016075)}, 2430: {'params': mu          2.699143e+03
omega       3.815677e+03
alpha[1]    5.551115e-17
beta[1]     5.284067e-01
Name: params, dtype: float64, 'loglikelihood': -41.21681274768527, 'aic': 90.43362549537053, 'bic': np.float64(90.21726609159178)}, 2435: {'params': mu           2701.363628
omega       24977.938784
alpha[1]        0.877786
beta[1]         0.000000
Name: params, dtype: float64, 'loglikelihood': -47.19914802574313, 'aic': 102.39829605148626, 'bic': np.float64(102.1819366477075)}, 2440: {'params': mu           2188.857344
omega       12955.674083
alpha[1]        0.000000
beta[1]         0.539719
Name: params, dtype: float64, 'loglikelihood': -45.48705660649772, 'aic': 98.97411321299543, 'bic': np.float64(98.75775380921668)}, 2445: {'params': mu          2.381047e+03
omega       5.495553e+03
alpha[1]    8.349935e-01
beta[1]     5.662956e-15
Name: params, dtype: float64, 'loglikelihood': -42.06742440269407, 'aic': 92.13484880538815, 'bic': np.float64(91.91848940160939)}, 2450: {'params': mu          2574.589729
omega        600.410043
alpha[1]       0.000000
beta[1]        0.659132
Name: params, dtype: float64, 'loglikelihood': -36.512934523420235, 'aic': 81.02586904684047, 'bic': np.float64(80.80950964306172)}, 2455: {'params': mu          2.538228e+03
omega       1.830514e+03
alpha[1]    4.074865e-15
beta[1]     4.800871e-01
Name: params, dtype: float64, 'loglikelihood': -38.64709926512792, 'aic': 85.29419853025584, 'bic': np.float64(85.07783912647709)}, 2460: {'params': mu          2.572583e+03
omega       1.569061e+03
alpha[1]    5.828671e-16
beta[1]     7.853588e-01
Name: params, dtype: float64, 'loglikelihood': -39.76987632309661, 'aic': 87.53975264619322, 'bic': np.float64(87.32339324241447)}, 2465: {'params': mu          2.658815e+03
omega       1.583301e+03
alpha[1]    1.804112e-16
beta[1]     7.406520e-01
Name: params, dtype: float64, 'loglikelihood': -39.90497159851554, 'aic': 87.80994319703107, 'bic': np.float64(87.59358379325232)}, 2470: {'params': mu          2563.280327
omega       4361.571015
alpha[1]       0.258694
beta[1]        0.353290
Name: params, dtype: float64, 'loglikelihood': -41.60093032682832, 'aic': 91.20186065365664, 'bic': np.float64(90.98550124987788)}, 2475: {'params': mu          2760.146816
omega       7195.861556
alpha[1]       0.000000
beta[1]        0.584406
Name: params, dtype: float64, 'loglikelihood': -45.05750211072109, 'aic': 98.11500422144218, 'bic': np.float64(97.89864481766342)}, 2480: {'params': mu          2706.673342
omega       4537.256330
alpha[1]       0.000000
beta[1]        0.747425
Name: params, dtype: float64, 'loglikelihood': -43.58010483037167, 'aic': 95.16020966074333, 'bic': np.float64(94.94385025696458)}, 2485: {'params': mu          2392.685757
omega       8007.277756
alpha[1]       0.000000
beta[1]        0.495653
Name: params, dtype: float64, 'loglikelihood': -43.81709179908334, 'aic': 95.63418359816669, 'bic': np.float64(95.41782419438793)}, 2490: {'params': mu          2.244227e+03
omega       3.774151e+03
alpha[1]    7.971054e-16
beta[1]     7.726853e-01
Name: params, dtype: float64, 'loglikelihood': -42.88075758648823, 'aic': 93.76151517297646, 'bic': np.float64(93.5451557691977)}, 2495: {'params': mu           2170.842582
omega       13082.339796
alpha[1]        0.000000
beta[1]         0.482834
Name: params, dtype: float64, 'loglikelihood': -45.53229092894097, 'aic': 99.06458185788193, 'bic': np.float64(98.84822245410318)}, 2500: {'params': mu          1.842183e+03
omega       6.578125e+03
alpha[1]    2.602085e-17
beta[1]     4.190361e-01
Name: params, dtype: float64, 'loglikelihood': -43.06829674241, 'aic': 94.13659348482, 'bic': np.float64(93.92023408104124)}, 2505: {'params': mu          1.742957e+03
omega       9.749598e+02
alpha[1]    1.439820e-16
beta[1]     5.366771e-01
Name: params, dtype: float64, 'loglikelihood': -36.43474802367606, 'aic': 80.86949604735211, 'bic': np.float64(80.65313664357336)}, 2510: {'params': mu          1605.423358
omega       4081.676460
alpha[1]       0.526824
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -41.376880437535085, 'aic': 90.75376087507017, 'bic': np.float64(90.53740147129142)}, 2515: {'params': mu          1.437228e+03
omega       2.260974e+03
alpha[1]    5.607140e-01
beta[1]     4.807064e-13
Name: params, dtype: float64, 'loglikelihood': -39.2288666131641, 'aic': 86.4577332263282, 'bic': np.float64(86.24137382254945)}, 2520: {'params': mu          1.322572e+03
omega       6.966140e+02
alpha[1]    8.677274e-01
beta[1]     1.796877e-14
Name: params, dtype: float64, 'loglikelihood': -34.61429642660093, 'aic': 77.22859285320186, 'bic': np.float64(77.0122334494231)}, 2525: {'params': mu          1.243631e+03
omega       9.714256e+01
alpha[1]    7.979728e-17
beta[1]     4.826519e-01
Name: params, dtype: float64, 'loglikelihood': -28.378737418991193, 'aic': 64.75747483798239, 'bic': np.float64(64.54111543420363)}, 2530: {'params': mu          1197.105031
omega        235.972420
alpha[1]       0.000000
beta[1]        0.404417
Name: params, dtype: float64, 'loglikelihood': -31.403569305176287, 'aic': 70.80713861035258, 'bic': np.float64(70.59077920657383)}, 2535: {'params': mu          1196.395475
omega         92.888679
alpha[1]       0.000000
beta[1]        0.670623
Name: params, dtype: float64, 'loglikelihood': -29.992586860605467, 'aic': 67.98517372121094, 'bic': np.float64(67.76881431743219)}, 2540: {'params': mu          1177.532121
omega        386.889609
alpha[1]       0.000000
beta[1]        0.518849
Name: params, dtype: float64, 'loglikelihood': -33.20752353362383, 'aic': 74.41504706724766, 'bic': np.float64(74.1986876634689)}, 2545: {'params': mu          1.102831e+03
omega       6.674425e+02
alpha[1]    6.869505e-16
beta[1]     5.237705e-01
Name: params, dtype: float64, 'loglikelihood': -35.1136585633972, 'aic': 78.2273171267944, 'bic': np.float64(78.01095772301565)}, 2550: {'params': mu          1029.739199
omega        763.179656
alpha[1]       0.678766
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -35.29951253582512, 'aic': 78.59902507165025, 'bic': np.float64(78.38266566787149)}, 2555: {'params': mu          1017.698347
omega       1016.063152
alpha[1]       0.000000
beta[1]        0.718491
Name: params, dtype: float64, 'loglikelihood': -38.37413388633514, 'aic': 84.74826777267027, 'bic': np.float64(84.53190836889152)}, 2560: {'params': mu          1094.397982
omega       2364.257166
alpha[1]       0.000000
beta[1]        0.775870
Name: params, dtype: float64, 'loglikelihood': -41.236501677349565, 'aic': 90.47300335469913, 'bic': np.float64(90.25664395092038)}, 2565: {'params': mu          1.203473e+03
omega       6.666375e+02
alpha[1]    4.510281e-16
beta[1]     7.515275e-01
Name: params, dtype: float64, 'loglikelihood': -36.860537428169756, 'aic': 81.72107485633951, 'bic': np.float64(81.50471545256076)}, 2570: {'params': mu          1201.540547
omega        987.521030
alpha[1]       0.000000
beta[1]        0.722831
Name: params, dtype: float64, 'loglikelihood': -38.27146152677386, 'aic': 84.54292305354772, 'bic': np.float64(84.32656364976897)}, 2575: {'params': mu          1.253645e+03
omega       2.967951e+02
alpha[1]    1.147776e-15
beta[1]     7.778867e-01
Name: params, dtype: float64, 'loglikelihood': -33.97594811931916, 'aic': 75.95189623863833, 'bic': np.float64(75.73553683485957)}, 2580: {'params': mu          1.180701e+03
omega       2.197031e+02
alpha[1]    2.264888e-14
beta[1]     3.928446e-01
Name: params, dtype: float64, 'loglikelihood': -31.125791630382757, 'aic': 70.25158326076551, 'bic': np.float64(70.03522385698676)}, 2585: {'params': mu          1109.543776
omega       1182.557336
alpha[1]       0.609996
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -36.84933352375546, 'aic': 81.69866704751092, 'bic': np.float64(81.48230764373217)}, 2590: {'params': mu          1027.773202
omega        238.785343
alpha[1]       0.000000
beta[1]        0.504757
Name: params, dtype: float64, 'loglikelihood': -31.52267391531651, 'aic': 71.04534783063302, 'bic': np.float64(70.82898842685427)}, 2595: {'params': mu          1.003364e+03
omega       2.472381e+02
alpha[1]    1.000000e+00
beta[1]     5.345864e-15
Name: params, dtype: float64, 'loglikelihood': -30.175180013986065, 'aic': 68.35036002797213, 'bic': np.float64(68.13400062419338)}, 2600: {'params': mu          1.022366e+03
omega       2.795992e+02
alpha[1]    5.842952e-01
beta[1]     2.032325e-16
Name: params, dtype: float64, 'loglikelihood': -31.16330811694266, 'aic': 70.32661623388532, 'bic': np.float64(70.11025683010656)}, 2605: {'params': mu          9.961428e+02
omega       8.760362e+02
alpha[1]    9.801565e-01
beta[1]     3.391493e-15
Name: params, dtype: float64, 'loglikelihood': -35.73583874433449, 'aic': 79.47167748866897, 'bic': np.float64(79.25531808489022)}, 2610: {'params': mu          912.139303
omega        57.455100
alpha[1]      0.347037
beta[1]       0.243455
Name: params, dtype: float64, 'loglikelihood': -26.359426254481093, 'aic': 60.718852508962186, 'bic': np.float64(60.50249310518344)}, 2615: {'params': mu          9.051998e+02
omega       8.297871e+01
alpha[1]    1.734723e-18
beta[1]     5.099777e-01
Name: params, dtype: float64, 'loglikelihood': -27.823097827522677, 'aic': 63.646195655045354, 'bic': np.float64(63.42983625126661)}, 2620: {'params': mu          8.611334e+02
omega       3.531221e+02
alpha[1]    3.469447e-18
beta[1]     7.256219e-01
Name: params, dtype: float64, 'loglikelihood': -34.66990761210579, 'aic': 77.33981522421158, 'bic': np.float64(77.12345582043282)}, 2625: {'params': mu          825.542101
omega       897.606229
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -34.934054577465226, 'aic': 77.86810915493045, 'bic': np.float64(77.6517497511517)}, 2630: {'params': mu           943.552698
omega       2161.754473
alpha[1]       0.000000
beta[1]        0.799497
Name: params, dtype: float64, 'loglikelihood': -40.843418062888944, 'aic': 89.68683612577789, 'bic': np.float64(89.47047672199913)}, 2635: {'params': mu          1.013255e+03
omega       9.281570e+02
alpha[1]    2.651525e-14
beta[1]     6.451415e-01
Name: params, dtype: float64, 'loglikelihood': -38.01766574791959, 'aic': 84.03533149583917, 'bic': np.float64(83.81897209206042)}, 2640: {'params': mu          957.656853
omega       516.810010
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -33.48275593308844, 'aic': 74.96551186617688, 'bic': np.float64(74.74915246239813)}, 2645: {'params': mu          8.714804e+02
omega       4.589683e+02
alpha[1]    4.727500e-17
beta[1]     7.729484e-01
Name: params, dtype: float64, 'loglikelihood': -35.51634966842077, 'aic': 79.03269933684155, 'bic': np.float64(78.81633993306279)}, 2650: {'params': mu          792.351831
omega       131.716431
alpha[1]      0.000000
beta[1]       0.362616
Name: params, dtype: float64, 'loglikelihood': -29.247472946311973, 'aic': 66.49494589262395, 'bic': np.float64(66.27858648884519)}, 2655: {'params': mu          776.113972
omega         8.568691
alpha[1]      0.000000
beta[1]       0.486839
Name: params, dtype: float64, 'loglikelihood': -19.87750416810816, 'aic': 47.75500833621632, 'bic': np.float64(47.538648932437575)}, 2660: {'params': mu          7.658269e+02
omega       1.242928e+01
alpha[1]    6.506121e-17
beta[1]     7.581854e-01
Name: params, dtype: float64, 'loglikelihood': -22.927058224420186, 'aic': 53.85411644884037, 'bic': np.float64(53.637757045061626)}, 2665: {'params': mu          758.596218
omega        23.816468
alpha[1]      0.000000
beta[1]       0.785413
Name: params, dtype: float64, 'loglikelihood': -25.121720765055322, 'aic': 58.243441530110644, 'bic': np.float64(58.0270821263319)}, 2670: {'params': mu          7.367638e+02
omega       5.420245e-07
alpha[1]    8.957253e-16
beta[1]     8.381596e-01
Name: params, dtype: float64, 'loglikelihood': -23.271232858101286, 'aic': 54.54246571620257, 'bic': np.float64(54.326106312423825)}, 2675: {'params': mu          737.838815
omega        11.087387
alpha[1]      0.000000
beta[1]       0.771333
Name: params, dtype: float64, 'loglikelihood': -22.47808246542673, 'aic': 52.95616493085346, 'bic': np.float64(52.739805527074715)}, 2680: {'params': mu          735.707548
omega        40.983837
alpha[1]      0.000000
beta[1]       0.783096
Name: params, dtype: float64, 'loglikelihood': -27.025918219450748, 'aic': 62.051836438901496, 'bic': np.float64(61.83547703512275)}, 2685: {'params': mu          7.116511e+02
omega       1.472544e-06
alpha[1]    1.025478e-11
beta[1]     7.474441e-01
Name: params, dtype: float64, 'loglikelihood': -25.90454833483554, 'aic': 59.80909666967108, 'bic': np.float64(59.59273726589233)}, 2690: {'params': mu          7.114538e+02
omega       1.063034e+01
alpha[1]    1.649851e-15
beta[1]     7.350220e-01
Name: params, dtype: float64, 'loglikelihood': -22.402638844053495, 'aic': 52.80527768810699, 'bic': np.float64(52.588918284328244)}, 2695: {'params': mu          7.060444e+02
omega       1.212683e+02
alpha[1]    4.191494e-01
beta[1]     1.985404e-14
Name: params, dtype: float64, 'loglikelihood': -28.866757399424504, 'aic': 65.733514798849, 'bic': np.float64(65.51715539507026)}, 2700: {'params': mu          6.972809e+02
omega       1.460331e+02
alpha[1]    5.204170e-17
beta[1]     4.374537e-01
Name: params, dtype: float64, 'loglikelihood': -29.776489221623027, 'aic': 67.55297844324605, 'bic': np.float64(67.33661903946731)}, 2705: {'params': mu          656.476357
omega       125.116092
alpha[1]      0.000000
beta[1]       0.431055
Name: params, dtype: float64, 'loglikelihood': -29.22809314530191, 'aic': 66.45618629060382, 'bic': np.float64(66.23982688682507)}, 2710: {'params': mu          6.388415e+02
omega       7.630662e-07
alpha[1]    9.940811e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -23.336646178208294, 'aic': 54.67329235641659, 'bic': np.float64(54.45693295263784)}, 2715: {'params': mu          6.377934e+02
omega       1.514017e-01
alpha[1]    6.278937e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -13.763066755828403, 'aic': 35.52613351165681, 'bic': np.float64(35.309774107878056)}, 2720: {'params': mu          616.193501
omega         8.314470
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -23.53062357418657, 'aic': 55.06124714837314, 'bic': np.float64(54.844887744594395)}, 2725: {'params': mu          6.118199e+02
omega       4.259184e-08
alpha[1]    0.000000e+00
beta[1]     8.853532e-01
Name: params, dtype: float64, 'loglikelihood': -14.6332645002012, 'aic': 37.2665290004024, 'bic': np.float64(37.050169596623654)}, 2730: {'params': mu          6.069553e+02
omega       1.330854e-07
alpha[1]    1.860969e-10
beta[1]     8.414277e-01
Name: params, dtype: float64, 'loglikelihood': -17.38581167312761, 'aic': 42.77162334625522, 'bic': np.float64(42.55526394247647)}, 2735: {'params': mu          6.016992e+02
omega       6.947021e+00
alpha[1]    2.233826e-16
beta[1]     5.008803e-01
Name: params, dtype: float64, 'loglikelihood': -19.141751564414946, 'aic': 46.28350312882989, 'bic': np.float64(46.067143725051146)}, 2740: {'params': mu          6.089827e+02
omega       1.029843e+00
alpha[1]    1.000000e+00
beta[1]     4.463943e-12
Name: params, dtype: float64, 'loglikelihood': -19.597258095639837, 'aic': 47.194516191279675, 'bic': np.float64(46.97815678750093)}, 2745: {'params': mu          6.078326e+02
omega       8.609939e-02
alpha[1]    3.687824e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -10.615035532661274, 'aic': 29.230071065322548, 'bic': np.float64(29.0137116615438)}, 2750: {'params': mu          6.158618e+02
omega       1.830013e+01
alpha[1]    5.827593e-17
beta[1]     6.691287e-01
Name: params, dtype: float64, 'loglikelihood': -24.30593253381347, 'aic': 56.61186506762694, 'bic': np.float64(56.39550566384819)}, 2755: {'params': mu          601.570865
omega       126.482630
alpha[1]      0.400301
beta[1]       0.205863
Name: params, dtype: float64, 'loglikelihood': -29.143901800891392, 'aic': 66.28780360178278, 'bic': np.float64(66.07144419800403)}, 2760: {'params': mu          5.740461e+02
omega       2.098139e-01
alpha[1]    1.592232e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -15.090454844569246, 'aic': 38.18090968913849, 'bic': np.float64(37.96455028535974)}, 2765: {'params': mu          5.790677e+02
omega       1.333778e+01
alpha[1]    3.915418e-16
beta[1]     4.917935e-01
Name: params, dtype: float64, 'loglikelihood': -21.425713416465328, 'aic': 50.851426832930656, 'bic': np.float64(50.63506742915191)}, 2770: {'params': mu          579.249137
omega        14.604738
alpha[1]      0.000000
beta[1]       0.500927
Name: params, dtype: float64, 'loglikelihood': -21.743159688106335, 'aic': 51.48631937621267, 'bic': np.float64(51.269959972433924)}, 2775: {'params': mu          5.750532e+02
omega       1.248723e+01
alpha[1]    1.000000e+00
beta[1]     1.285341e-14
Name: params, dtype: float64, 'loglikelihood': -23.247456115323278, 'aic': 54.494912230646555, 'bic': np.float64(54.27855282686781)}, 2780: {'params': mu          5.879715e+02
omega       2.667831e+00
alpha[1]    4.024558e-16
beta[1]     4.732024e-01
Name: params, dtype: float64, 'loglikelihood': -15.791644691644022, 'aic': 39.58328938328805, 'bic': np.float64(39.366929979509294)}, 2785: {'params': mu          5.726245e+02
omega       1.860516e+02
alpha[1]    4.426803e-15
beta[1]     7.900444e-01
Name: params, dtype: float64, 'loglikelihood': -32.31524433193483, 'aic': 72.63048866386966, 'bic': np.float64(72.4141292600909)}, 2790: {'params': mu          610.419465
omega       745.113729
alpha[1]      0.000000
beta[1]       0.646334
Name: params, dtype: float64, 'loglikelihood': -37.25279690272134, 'aic': 82.50559380544269, 'bic': np.float64(82.28923440166393)}, 2795: {'params': mu          6.551959e+02
omega       2.146955e-01
alpha[1]    9.215498e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -13.501992534626632, 'aic': 35.00398506925326, 'bic': np.float64(34.787625665474515)}, 2800: {'params': mu          6.622904e+02
omega       2.411497e+01
alpha[1]    1.595946e-16
beta[1]     5.259298e-01
Name: params, dtype: float64, 'loglikelihood': -23.4922333849887, 'aic': 54.9844667699774, 'bic': np.float64(54.768107366198656)}, 2805: {'params': mu          665.886325
omega         0.804211
alpha[1]      0.000000
beta[1]       0.977327
Name: params, dtype: float64, 'loglikelihood': -22.86122822753895, 'aic': 53.7224564550779, 'bic': np.float64(53.50609705129915)}, 2810: {'params': mu          6.567914e+02
omega       3.336863e+01
alpha[1]    1.335737e-16
beta[1]     5.365999e-01
Name: params, dtype: float64, 'loglikelihood': -24.626107108140108, 'aic': 57.252214216280215, 'bic': np.float64(57.03585481250147)}, 2815: {'params': mu          6.604394e+02
omega       7.802720e+01
alpha[1]    2.348816e-15
beta[1]     5.120806e-01
Name: params, dtype: float64, 'loglikelihood': -27.608897998465043, 'aic': 63.217795996930086, 'bic': np.float64(63.00143659315134)}, 2820: {'params': mu          6.658516e+02
omega       1.088428e+02
alpha[1]    9.540979e-16
beta[1]     7.447849e-01
Name: params, dtype: float64, 'loglikelihood': -30.528784674462763, 'aic': 69.05756934892553, 'bic': np.float64(68.84120994514677)}, 2825: {'params': mu          6.405276e+02
omega       1.038968e+02
alpha[1]    6.513717e-01
beta[1]     2.259928e-16
Name: params, dtype: float64, 'loglikelihood': -28.128482443242536, 'aic': 64.25696488648506, 'bic': np.float64(64.04060548270633)}, 2830: {'params': mu           683.498772
omega       1930.504292
alpha[1]       0.000000
beta[1]        0.530326
Name: params, dtype: float64, 'loglikelihood': -38.829233114204044, 'aic': 85.65846622840809, 'bic': np.float64(85.44210682462933)}, 2835: {'params': mu          7.279879e+02
omega       5.080249e+02
alpha[1]    1.734723e-18
beta[1]     5.121190e-01
Name: params, dtype: float64, 'loglikelihood': -34.16333929420996, 'aic': 76.32667858841992, 'bic': np.float64(76.11031918464117)}, 2840: {'params': mu          625.195269
omega       806.498547
alpha[1]      0.000000
beta[1]       0.657910
Name: params, dtype: float64, 'loglikelihood': -37.54627146613715, 'aic': 83.0925429322743, 'bic': np.float64(82.87618352849555)}, 2845: {'params': mu          575.598127
omega         7.520819
alpha[1]      0.000000
beta[1]       0.763283
Name: params, dtype: float64, 'loglikelihood': -21.15697144522725, 'aic': 50.3139428904545, 'bic': np.float64(50.09758348667575)}, 2850: {'params': mu          5.351582e+02
omega       1.793019e+02
alpha[1]    8.067417e-01
beta[1]     4.673030e-13
Name: params, dtype: float64, 'loglikelihood': -29.978831100053124, 'aic': 67.95766220010626, 'bic': np.float64(67.7413027963275)}, 2855: {'params': mu          485.097862
omega       615.214255
alpha[1]      0.000000
beta[1]       0.468394
Name: params, dtype: float64, 'loglikelihood': -34.827616956142926, 'aic': 77.65523391228585, 'bic': np.float64(77.4388745085071)}, 2860: {'params': mu          4.430599e+02
omega       8.991020e-08
alpha[1]    0.000000e+00
beta[1]     7.611226e-01
Name: params, dtype: float64, 'loglikelihood': -16.642953833812776, 'aic': 41.28590766762555, 'bic': np.float64(41.069548263846805)}, 2865: {'params': mu          454.501070
omega         5.015044
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -21.047279360448968, 'aic': 50.094558720897936, 'bic': np.float64(49.87819931711919)}, 2870: {'params': mu          455.636816
omega         2.102361
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -17.263256964153065, 'aic': 42.52651392830613, 'bic': np.float64(42.310154524527384)}, 2875: {'params': mu          455.532210
omega         7.499595
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -21.81226068780514, 'aic': 51.62452137561028, 'bic': np.float64(51.40816197183153)}, 2880: {'params': mu          448.983871
omega         0.646996
alpha[1]      0.000000
beta[1]       1.000000
Name: params, dtype: float64, 'loglikelihood': -18.439441697781632, 'aic': 44.878883395563264, 'bic': np.float64(44.66252399178452)}, 2885: {'params': mu          4.548937e+02
omega       2.293495e+01
alpha[1]    1.214306e-17
beta[1]     5.257104e-01
Name: params, dtype: float64, 'loglikelihood': -23.317435742185403, 'aic': 54.634871484370805, 'bic': np.float64(54.41851208059206)}, 2890: {'params': mu          447.279502
omega        17.407805
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -24.340866687576334, 'aic': 56.68173337515267, 'bic': np.float64(56.46537397137392)}, 2895: {'params': mu          429.191212
omega         1.297552
alpha[1]      0.000000
beta[1]       0.788943
Name: params, dtype: float64, 'loglikelihood': -21.28846820979781, 'aic': 50.57693641959562, 'bic': np.float64(50.36057701581687)}, 2900: {'params': mu          422.823441
omega         3.567375
alpha[1]      0.000000
beta[1]       0.574361
Name: params, dtype: float64, 'loglikelihood': -18.020503512252105, 'aic': 44.04100702450421, 'bic': np.float64(43.824647620725464)}, 2905: {'params': mu          4.198241e+02
omega       1.138094e+00
alpha[1]    7.880643e-16
beta[1]     5.167047e-01
Name: params, dtype: float64, 'loglikelihood': -12.77229250708762, 'aic': 33.54458501417524, 'bic': np.float64(33.328225610396494)}, 2910: {'params': mu          417.512145
omega         4.342959
alpha[1]      0.000000
beta[1]       0.459618
Name: params, dtype: float64, 'loglikelihood': -17.493992372959916, 'aic': 42.98798474591983, 'bic': np.float64(42.771625342141085)}, 2915: {'params': mu          417.439772
omega         8.018130
alpha[1]      0.000000
beta[1]       0.524133
Name: params, dtype: float64, 'loglikelihood': -19.63999325545775, 'aic': 47.2799865109155, 'bic': np.float64(47.06362710713675)}, 2920: {'params': mu          414.912672
omega         2.523492
alpha[1]      0.347926
beta[1]       0.257460
Name: params, dtype: float64, 'loglikelihood': -15.409274063066874, 'aic': 38.81854812613375, 'bic': np.float64(38.602188722355)}, 2925: {'params': mu          412.449668
omega         7.103667
alpha[1]      0.410724
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -18.577910151642754, 'aic': 45.15582030328551, 'bic': np.float64(44.93946089950676)}, 2930: {'params': mu          414.790759
omega         2.363990
alpha[1]      0.670418
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -15.962795264889689, 'aic': 39.92559052977938, 'bic': np.float64(39.70923112600063)}, 2935: {'params': mu          4.124408e+02
omega       6.802268e+00
alpha[1]    1.000000e+00
beta[1]     8.627561e-13
Name: params, dtype: float64, 'loglikelihood': -21.452507809046566, 'aic': 50.90501561809313, 'bic': np.float64(50.688656214314385)}, 2940: {'params': mu          4.185293e+02
omega       8.713252e+01
alpha[1]    2.602085e-17
beta[1]     4.897623e-01
Name: params, dtype: float64, 'loglikelihood': -27.994314191457875, 'aic': 63.98862838291575, 'bic': np.float64(63.772268979137)}, 2945: {'params': mu          4.296541e+02
omega       1.173808e+01
alpha[1]    1.144917e-16
beta[1]     5.055942e-01
Name: params, dtype: float64, 'loglikelihood': -20.977678127271226, 'aic': 49.95535625454245, 'bic': np.float64(49.738996850763705)}, 2950: {'params': mu          427.763933
omega        36.653396
alpha[1]      0.515800
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -24.87186173673669, 'aic': 57.74372347347338, 'bic': np.float64(57.527364069694634)}, 2955: {'params': mu          415.547939
omega        75.071946
alpha[1]      0.000000
beta[1]       0.393729
Name: params, dtype: float64, 'loglikelihood': -27.38321945930777, 'aic': 62.76643891861554, 'bic': np.float64(62.550079514836796)}, 2960: {'params': mu          388.025409
omega        54.893515
alpha[1]      0.000000
beta[1]       0.450378
Name: params, dtype: float64, 'loglikelihood': -26.355824735848955, 'aic': 60.71164947169791, 'bic': np.float64(60.495290067919164)}, 2965: {'params': mu          380.046418
omega        10.679020
alpha[1]      0.000000
beta[1]       0.766788
Name: params, dtype: float64, 'loglikelihood': -22.3770186307958, 'aic': 52.7540372615916, 'bic': np.float64(52.53767785781285)}, 2970: {'params': mu          3.731534e+02
omega       5.192917e+00
alpha[1]    1.000000e+00
beta[1]     3.946808e-15
Name: params, dtype: float64, 'loglikelihood': -22.71274906133626, 'aic': 53.42549812267252, 'bic': np.float64(53.209138718893776)}, 2975: {'params': mu          383.737913
omega        35.935397
alpha[1]      0.000000
beta[1]       0.443982
Name: params, dtype: float64, 'loglikelihood': -24.871002860070114, 'aic': 57.74200572014023, 'bic': np.float64(57.52564631636148)}, 2980: {'params': mu          3.951925e+02
omega       6.109494e+01
alpha[1]    7.277292e-01
beta[1]     1.258098e-16
Name: params, dtype: float64, 'loglikelihood': -26.106375245008884, 'aic': 60.21275049001777, 'bic': np.float64(59.99639108623902)}, 2985: {'params': mu          381.606878
omega        15.439975
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -26.6267157404562, 'aic': 61.2534314809124, 'bic': np.float64(61.03707207713365)}, 2990: {'params': mu          4.349984e+02
omega       4.117842e+02
alpha[1]    8.242642e-01
beta[1]     1.997405e-11
Name: params, dtype: float64, 'loglikelihood': -32.579246873863795, 'aic': 73.15849374772759, 'bic': np.float64(72.94213434394884)}, 2995: {'params': mu          447.220290
omega        11.683356
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -23.669075547279714, 'aic': 55.33815109455943, 'bic': np.float64(55.12179169078068)}, 3000: {'params': mu          4.320520e+02
omega       6.710847e-01
alpha[1]    7.930881e-01
beta[1]     6.460680e-18
Name: params, dtype: float64, 'loglikelihood': -12.679551187877546, 'aic': 33.35910237575509, 'bic': np.float64(33.14274297197635)}, 3005: {'params': mu          426.188875
omega        11.085782
alpha[1]      0.000000
beta[1]       0.719128
Name: params, dtype: float64, 'loglikelihood': -22.564255128231757, 'aic': 53.128510256463514, 'bic': np.float64(52.91215085268477)}, 3010: {'params': mu          437.415061
omega         0.000002
alpha[1]      0.723487
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -23.518054904849656, 'aic': 55.03610980969931, 'bic': np.float64(54.819750405920566)}, 3015: {'params': mu          4.504203e+02
omega       3.151504e+01
alpha[1]    9.537288e-19
beta[1]     6.457742e-01
Name: params, dtype: float64, 'loglikelihood': -26.182902519111778, 'aic': 60.365805038223556, 'bic': np.float64(60.14944563444481)}, 3020: {'params': mu          4.472761e+02
omega       5.459408e+01
alpha[1]    3.781697e-16
beta[1]     5.208032e-01
Name: params, dtype: float64, 'loglikelihood': -26.354922255731196, 'aic': 60.70984451146239, 'bic': np.float64(60.49348510768365)}, 3025: {'params': mu          415.997615
omega       172.722805
alpha[1]      0.000000
beta[1]       0.475903
Name: params, dtype: float64, 'loglikelihood': -30.384109526523332, 'aic': 68.76821905304666, 'bic': np.float64(68.55185964926791)}, 3030: {'params': mu          367.987248
omega       116.610089
alpha[1]      0.563431
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -28.74193757709031, 'aic': 65.48387515418062, 'bic': np.float64(65.26751575040187)}, 3035: {'params': mu          362.803413
omega        31.899377
alpha[1]      0.000000
beta[1]       0.533484
Name: params, dtype: float64, 'loglikelihood': -24.46897204759987, 'aic': 56.93794409519974, 'bic': np.float64(56.72158469142099)}, 3040: {'params': mu          323.752603
omega         0.000002
alpha[1]      0.988172
beta[1]       0.011828
Name: params, dtype: float64, 'loglikelihood': -24.055896124389022, 'aic': 56.111792248778045, 'bic': np.float64(55.8954328449993)}, 3045: {'params': mu          3.276495e+02
omega       1.398480e+01
alpha[1]    3.278627e-16
beta[1]     5.186089e-01
Name: params, dtype: float64, 'loglikelihood': -21.588318310743453, 'aic': 51.17663662148691, 'bic': np.float64(50.96027721770816)}, 3050: {'params': mu          326.890099
omega        32.527424
alpha[1]      0.000000
beta[1]       0.783249
Name: params, dtype: float64, 'loglikelihood': -26.223435875243418, 'aic': 60.446871750486835, 'bic': np.float64(60.23051234670809)}, 3055: {'params': mu          354.578660
omega       229.052140
alpha[1]      0.000000
beta[1]       0.659955
Name: params, dtype: float64, 'loglikelihood': -33.140570621719924, 'aic': 74.28114124343985, 'bic': np.float64(74.0647818396611)}, 3060: {'params': mu          3.748967e+02
omega       1.826318e+02
alpha[1]    1.210606e-16
beta[1]     7.983995e-01
Name: params, dtype: float64, 'loglikelihood': -32.206522340545334, 'aic': 72.41304468109067, 'bic': np.float64(72.19668527731191)}, 3065: {'params': mu          318.240215
omega       187.544614
alpha[1]      0.000000
beta[1]       0.380307
Name: params, dtype: float64, 'loglikelihood': -30.553035424862877, 'aic': 69.10607084972575, 'bic': np.float64(68.889711445947)}, 3070: {'params': mu          286.345093
omega        18.163094
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -24.882360837228834, 'aic': 57.76472167445767, 'bic': np.float64(57.54836227067892)}, 3075: {'params': mu          2.689430e+02
omega       1.258519e+01
alpha[1]    5.167144e-16
beta[1]     4.390441e-01
Name: params, dtype: float64, 'loglikelihood': -21.19623503293954, 'aic': 50.39247006587908, 'bic': np.float64(50.176110662100335)}, 3080: {'params': mu          256.443528
omega        31.724589
alpha[1]      0.000000
beta[1]       0.494729
Name: params, dtype: float64, 'loglikelihood': -24.45837077922703, 'aic': 56.91674155845406, 'bic': np.float64(56.70038215467532)}, 3085: {'params': mu          245.160147
omega         0.993596
alpha[1]      0.000000
beta[1]       0.726281
Name: params, dtype: float64, 'loglikelihood': -15.19277474925565, 'aic': 38.385549498511295, 'bic': np.float64(38.16919009473255)}, 3090: {'params': mu          2.407936e+02
omega       4.614363e+00
alpha[1]    3.070461e-16
beta[1]     5.239757e-01
Name: params, dtype: float64, 'loglikelihood': -17.703023748394166, 'aic': 43.40604749678833, 'bic': np.float64(43.189688093009586)}, 3095: {'params': mu          2.367984e+02
omega       1.500590e+00
alpha[1]    1.000000e+00
beta[1]     3.432500e-16
Name: params, dtype: float64, 'loglikelihood': -13.599970857182127, 'aic': 35.19994171436426, 'bic': np.float64(34.983582310585504)}, 3100: {'params': mu          2.333331e+02
omega       2.276420e+00
alpha[1]    6.021761e-15
beta[1]     6.360363e-01
Name: params, dtype: float64, 'loglikelihood': -17.275359668522718, 'aic': 42.550719337045436, 'bic': np.float64(42.33435993326669)}, 3105: {'params': mu          230.456340
omega         1.920754
alpha[1]      0.000000
beta[1]       0.525729
Name: params, dtype: float64, 'loglikelihood': -14.61118498247735, 'aic': 37.2223699649547, 'bic': np.float64(37.006010561175955)}, 3110: {'params': mu          2.312080e+02
omega       2.945929e-01
alpha[1]    1.082999e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -15.408623796801082, 'aic': 38.81724759360216, 'bic': np.float64(38.600888189823415)}, 3115: {'params': mu          2.383847e+02
omega       1.422980e-07
alpha[1]    7.373602e-17
beta[1]     8.853392e-01
Name: params, dtype: float64, 'loglikelihood': -18.92864865443685, 'aic': 45.8572973088737, 'bic': np.float64(45.64093790509495)}, 3120: {'params': mu          2.344266e+02
omega       1.805423e+01
alpha[1]    2.982404e-17
beta[1]     4.594055e-01
Name: params, dtype: float64, 'loglikelihood': -22.47535147886893, 'aic': 52.95070295773786, 'bic': np.float64(52.734343553959114)}, 3125: {'params': mu          2.285770e+02
omega       1.260460e+00
alpha[1]    7.915665e-16
beta[1]     4.721028e-01
Name: params, dtype: float64, 'loglikelihood': -13.15448380123803, 'aic': 34.30896760247606, 'bic': np.float64(34.09260819869731)}, 3130: {'params': mu          2.237927e+02
omega       1.851657e+01
alpha[1]    2.107689e-15
beta[1]     5.230325e-01
Name: params, dtype: float64, 'loglikelihood': -22.567760221508628, 'aic': 53.135520443017256, 'bic': np.float64(52.91916103923851)}, 3135: {'params': mu          2.298419e+02
omega       4.843428e+01
alpha[1]    5.907341e-14
beta[1]     4.151990e-01
Name: params, dtype: float64, 'loglikelihood': -25.900073752969472, 'aic': 59.800147505938945, 'bic': np.float64(59.5837881021602)}, 3140: {'params': mu          254.270678
omega        78.999794
alpha[1]      0.000000
beta[1]       0.362926
Name: params, dtype: float64, 'loglikelihood': -27.455414706838663, 'aic': 62.91082941367733, 'bic': np.float64(62.69447000989858)}, 3145: {'params': mu          264.572002
omega         0.632134
alpha[1]      0.000000
beta[1]       1.000000
Name: params, dtype: float64, 'loglikelihood': -17.75741290057663, 'aic': 43.51482580115326, 'bic': np.float64(43.29846639737451)}, 3150: {'params': mu          2.756860e+02
omega       2.499366e+01
alpha[1]    1.801414e-15
beta[1]     6.082062e-01
Name: params, dtype: float64, 'loglikelihood': -25.319472114532896, 'aic': 58.63894422906579, 'bic': np.float64(58.422584825287046)}, 3155: {'params': mu          283.667723
omega         0.482379
alpha[1]      0.000000
beta[1]       1.000000
Name: params, dtype: float64, 'loglikelihood': -16.87872230367355, 'aic': 41.7574446073471, 'bic': np.float64(41.54108520356835)}, 3160: {'params': mu          2.901533e+02
omega       5.943086e-08
alpha[1]    4.081011e-14
beta[1]     9.398963e-01
Name: params, dtype: float64, 'loglikelihood': -16.069134177956432, 'aic': 40.138268355912864, 'bic': np.float64(39.92190895213412)}, 3165: {'params': mu          2.760054e+02
omega       7.663262e-01
alpha[1]    1.000000e+00
beta[1]     7.964483e-16
Name: params, dtype: float64, 'loglikelihood': -19.25470044667383, 'aic': 46.50940089334766, 'bic': np.float64(46.293041489568914)}, 3170: {'params': mu          2.784488e+02
omega       1.203559e+00
alpha[1]    2.011993e-18
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -20.532086783576737, 'aic': 49.064173567153475, 'bic': np.float64(48.84781416337473)}, 3175: {'params': mu          287.991877
omega        39.526809
alpha[1]      0.000000
beta[1]       0.768702
Name: params, dtype: float64, 'loglikelihood': -26.934242803809283, 'aic': 61.86848560761857, 'bic': np.float64(61.65212620383982)}, 3180: {'params': mu          2.687418e+02
omega       6.748330e+00
alpha[1]    1.120149e-13
beta[1]     6.624695e-01
Name: params, dtype: float64, 'loglikelihood': -22.639240846933767, 'aic': 53.27848169386753, 'bic': np.float64(53.06212229008879)}, 3185: {'params': mu          2.594580e+02
omega       2.585388e-07
alpha[1]    1.924519e-16
beta[1]     8.718036e-01
Name: params, dtype: float64, 'loglikelihood': -20.874210646492283, 'aic': 49.74842129298457, 'bic': np.float64(49.53206188920582)}, 3190: {'params': mu          2.480223e+02
omega       1.245982e+01
alpha[1]    1.000000e+00
beta[1]     4.180349e-12
Name: params, dtype: float64, 'loglikelihood': -23.92380533003447, 'aic': 55.84761066006894, 'bic': np.float64(55.63125125629019)}, 3195: {'params': mu          2.441525e+02
omega       3.831020e-08
alpha[1]    0.000000e+00
beta[1]     8.944713e-01
Name: params, dtype: float64, 'loglikelihood': -14.404688261796668, 'aic': 36.809376523593336, 'bic': np.float64(36.59301711981459)}, 3200: {'params': mu          2.453820e+02
omega       5.968573e+00
alpha[1]    1.000000e+00
beta[1]     2.153783e-14
Name: params, dtype: float64, 'loglikelihood': -20.50769439987541, 'aic': 49.01538879975082, 'bic': np.float64(48.79902939597208)}, 3205: {'params': mu          2.308961e+02
omega       7.233469e-08
alpha[1]    0.000000e+00
beta[1]     8.321877e-01
Name: params, dtype: float64, 'loglikelihood': -16.40740190983532, 'aic': 40.81480381967064, 'bic': np.float64(40.59844441589189)}, 3210: {'params': mu          2.261306e+02
omega       5.455511e-08
alpha[1]    0.000000e+00
beta[1]     9.318446e-01
Name: params, dtype: float64, 'loglikelihood': -15.777747743741186, 'aic': 39.555495487482375, 'bic': np.float64(39.33913608370362)}, 3215: {'params': mu          225.175410
omega         1.662739
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -16.172578256182913, 'aic': 40.345156512365826, 'bic': np.float64(40.12879710858708)}, 3220: {'params': mu          2.375288e+02
omega       7.881224e-08
alpha[1]    1.000000e+00
beta[1]     3.549161e-12
Name: params, dtype: float64, 'loglikelihood': -11.109645324080622, 'aic': 30.219290648161245, 'bic': np.float64(30.0029312443825)}, 3225: {'params': mu          237.954297
omega         0.366066
alpha[1]      0.000000
beta[1]       1.000000
Name: params, dtype: float64, 'loglikelihood': -15.733090482684442, 'aic': 39.466180965368885, 'bic': np.float64(39.24982156159014)}, 3230: {'params': mu          234.753534
omega         0.120611
alpha[1]      0.000000
beta[1]       1.000000
Name: params, dtype: float64, 'loglikelihood': -14.15479090376159, 'aic': 36.30958180752318, 'bic': np.float64(36.093222403744434)}, 3235: {'params': mu          238.562220
omega         2.621128
alpha[1]      0.000000
beta[1]       0.516718
Name: params, dtype: float64, 'loglikelihood': -15.72390788467568, 'aic': 39.447815769351365, 'bic': np.float64(39.23145636557261)}, 3240: {'params': mu          2.389214e+02
omega       1.086960e+00
alpha[1]    2.176780e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -20.00431774582889, 'aic': 48.00863549165778, 'bic': np.float64(47.79227608787903)}, 3245: {'params': mu          2.356833e+02
omega       9.744534e-08
alpha[1]    0.000000e+00
beta[1]     8.758093e-01
Name: params, dtype: float64, 'loglikelihood': -17.507410179394252, 'aic': 43.014820358788505, 'bic': np.float64(42.79846095500976)}, 3250: {'params': mu          2.277006e+02
omega       1.357134e+01
alpha[1]    2.074729e-15
beta[1]     4.756147e-01
Name: params, dtype: float64, 'loglikelihood': -21.481139474088263, 'aic': 50.962278948176525, 'bic': np.float64(50.74591954439778)}, 3255: {'params': mu          2.291407e+02
omega       1.625142e+01
alpha[1]    1.443174e-15
beta[1]     4.156334e-01
Name: params, dtype: float64, 'loglikelihood': -22.063891855564428, 'aic': 52.127783711128856, 'bic': np.float64(51.91142430735011)}, 3260: {'params': mu          2.249032e+02
omega       1.434980e-07
alpha[1]    0.000000e+00
beta[1]     8.380949e-01
Name: params, dtype: float64, 'loglikelihood': -18.56316920056085, 'aic': 45.1263384011217, 'bic': np.float64(44.909978997342954)}, 3265: {'params': mu          228.519094
omega        22.997273
alpha[1]      0.000000
beta[1]       0.540548
Name: params, dtype: float64, 'loglikelihood': -23.3178826068448, 'aic': 54.6357652136896, 'bic': np.float64(54.419405809910856)}, 3270: {'params': mu          247.218626
omega        19.277978
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -24.824987696163095, 'aic': 57.64997539232619, 'bic': np.float64(57.433615988547444)}, 3275: {'params': mu          2.521479e+02
omega       1.215185e+01
alpha[1]    4.857226e-17
beta[1]     5.227453e-01
Name: params, dtype: float64, 'loglikelihood': -21.093029860350597, 'aic': 50.186059720701195, 'bic': np.float64(49.96970031692245)}, 3280: {'params': mu          2.466138e+02
omega       4.159960e+00
alpha[1]    4.336809e-17
beta[1]     5.507280e-01
Name: params, dtype: float64, 'loglikelihood': -17.322854823536403, 'aic': 42.645709647072806, 'bic': np.float64(42.42935024329406)}, 3285: {'params': mu          2.545763e+02
omega       4.062789e+01
alpha[1]    8.673617e-17
beta[1]     5.306879e-01
Name: params, dtype: float64, 'loglikelihood': -25.31505650622335, 'aic': 58.6301130124467, 'bic': np.float64(58.41375360866795)}, 3290: {'params': mu          2.647787e+02
omega       2.942491e+01
alpha[1]    1.000000e+00
beta[1]     1.490575e-16
Name: params, dtype: float64, 'loglikelihood': -26.20786031682827, 'aic': 60.41572063365654, 'bic': np.float64(60.199361229877795)}, 3295: {'params': mu          288.167553
omega         1.270522
alpha[1]      0.000000
beta[1]       1.000000
Name: params, dtype: float64, 'loglikelihood': -20.65538552833465, 'aic': 49.3107710566693, 'bic': np.float64(49.09441165289056)}, 3300: {'params': mu          2.847041e+02
omega       4.449445e+01
alpha[1]    5.030698e-17
beta[1]     5.048894e-01
Name: params, dtype: float64, 'loglikelihood': -25.641954734603402, 'aic': 59.283909469206804, 'bic': np.float64(59.06755006542806)}, 3305: {'params': mu          272.817220
omega         3.701665
alpha[1]      0.000000
beta[1]       1.000000
Name: params, dtype: float64, 'loglikelihood': -22.634421359384177, 'aic': 53.268842718768354, 'bic': np.float64(53.05248331498961)}, 3310: {'params': mu          249.926127
omega        80.264199
alpha[1]      0.000000
beta[1]       0.407036
Name: params, dtype: float64, 'loglikelihood': -27.641202934046888, 'aic': 63.282405868093775, 'bic': np.float64(63.06604646431503)}, 3315: {'params': mu          240.179324
omega         5.097665
alpha[1]      0.000000
beta[1]       0.533606
Name: params, dtype: float64, 'loglikelihood': -18.047685502137217, 'aic': 44.09537100427443, 'bic': np.float64(43.87901160049569)}, 3320: {'params': mu          241.012675
omega        22.812752
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -23.62052129059219, 'aic': 55.24104258118438, 'bic': np.float64(55.024683177405635)}, 3325: {'params': mu          229.405177
omega        53.961435
alpha[1]      0.000000
beta[1]       0.645303
Name: params, dtype: float64, 'loglikelihood': -28.063786352771245, 'aic': 64.12757270554249, 'bic': np.float64(63.911213301763745)}, 3330: {'params': mu          222.417421
omega         0.661383
alpha[1]      0.000000
beta[1]       1.000000
Name: params, dtype: float64, 'loglikelihood': -18.944020049533336, 'aic': 45.88804009906667, 'bic': np.float64(45.671680695287925)}, 3335: {'params': mu          2.264382e+02
omega       4.972042e+00
alpha[1]    4.269154e-15
beta[1]     8.834607e-01
Name: params, dtype: float64, 'loglikelihood': -23.598839337282726, 'aic': 55.19767867456545, 'bic': np.float64(54.981319270786706)}, 3340: {'params': mu          243.589704
omega       145.133403
alpha[1]      0.000000
beta[1]       0.464690
Name: params, dtype: float64, 'loglikelihood': -29.77221786903613, 'aic': 67.54443573807225, 'bic': np.float64(67.32807633429351)}, 3345: {'params': mu          2.390193e+02
omega       1.555292e+02
alpha[1]    1.977585e-16
beta[1]     4.310202e-01
Name: params, dtype: float64, 'loglikelihood': -29.991839235452975, 'aic': 67.98367847090594, 'bic': np.float64(67.7673190671272)}, 3350: {'params': mu          211.363299
omega        33.156410
alpha[1]      0.000000
beta[1]       0.388551
Name: params, dtype: float64, 'loglikelihood': -24.49791458960586, 'aic': 56.99582917921172, 'bic': np.float64(56.77946977543297)}, 3355: {'params': mu          230.053553
omega       424.046493
alpha[1]      0.000000
beta[1]       0.725173
Name: params, dtype: float64, 'loglikelihood': -35.311456878658035, 'aic': 78.62291375731607, 'bic': np.float64(78.40655435353732)}, 3360: {'params': mu          2.800421e+02
omega       2.157530e+01
alpha[1]    1.922126e-16
beta[1]     5.966999e-01
Name: params, dtype: float64, 'loglikelihood': -24.777749375936192, 'aic': 57.555498751872385, 'bic': np.float64(57.33913934809364)}, 3365: {'params': mu          2.938789e+02
omega       1.235756e+02
alpha[1]    3.868433e-16
beta[1]     7.275022e-01
Name: params, dtype: float64, 'loglikelihood': -30.993929555305147, 'aic': 69.98785911061029, 'bic': np.float64(69.77149970683155)}, 3370: {'params': mu          3.168123e+02
omega       2.541787e+00
alpha[1]    6.482141e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -21.668552404091898, 'aic': 51.337104808183796, 'bic': np.float64(51.12074540440505)}, 3375: {'params': mu          3.251802e+02
omega       1.316079e+01
alpha[1]    8.025441e-16
beta[1]     6.541567e-01
Name: params, dtype: float64, 'loglikelihood': -23.140415743419823, 'aic': 54.280831486839645, 'bic': np.float64(54.0644720830609)}, 3380: {'params': mu          3.231622e+02
omega       2.605432e+01
alpha[1]    5.551115e-16
beta[1]     5.172286e-01
Name: params, dtype: float64, 'loglikelihood': -23.76619688275084, 'aic': 55.53239376550168, 'bic': np.float64(55.316034361722934)}, 3385: {'params': mu          3.496873e+02
omega       4.360845e+00
alpha[1]    1.000000e+00
beta[1]     2.854308e-09
Name: params, dtype: float64, 'loglikelihood': -24.688584815448213, 'aic': 57.377169630896425, 'bic': np.float64(57.16081022711768)}, 3390: {'params': mu          359.430508
omega        41.333447
alpha[1]      0.000000
beta[1]       0.751529
Name: params, dtype: float64, 'loglikelihood': -27.135160317130133, 'aic': 62.270320634260266, 'bic': np.float64(62.05396123048152)}, 3395: {'params': mu          3.765608e+02
omega       1.007737e+00
alpha[1]    2.219565e-15
beta[1]     9.412960e-01
Name: params, dtype: float64, 'loglikelihood': -17.80852014867346, 'aic': 43.61704029734692, 'bic': np.float64(43.40068089356817)}, 3400: {'params': mu          375.140911
omega         5.739370
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -20.30785870012187, 'aic': 48.61571740024374, 'bic': np.float64(48.39935799646499)}, 3405: {'params': mu          365.928202
omega        29.079255
alpha[1]      0.000000
beta[1]       0.772360
Name: params, dtype: float64, 'loglikelihood': -25.860267930693016, 'aic': 59.72053586138603, 'bic': np.float64(59.50417645760729)}, 3410: {'params': mu          375.986798
omega       106.383385
alpha[1]      0.588509
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -28.41697879640942, 'aic': 64.83395759281885, 'bic': np.float64(64.6175981890401)}, 3415: {'params': mu          394.277638
omega       284.323924
alpha[1]      0.260731
beta[1]       0.302156
Name: params, dtype: float64, 'loglikelihood': -31.982880530809858, 'aic': 71.96576106161972, 'bic': np.float64(71.74940165784096)}, 3420: {'params': mu          364.273145
omega       413.796891
alpha[1]      0.000000
beta[1]       0.354501
Name: params, dtype: float64, 'loglikelihood': -33.2088960610002, 'aic': 74.4177921220004, 'bic': np.float64(74.20143271822165)}, 3425: {'params': mu          332.226115
omega        25.235980
alpha[1]      0.000000
beta[1]       0.652329
Name: params, dtype: float64, 'loglikelihood': -25.419830149820207, 'aic': 58.839660299640414, 'bic': np.float64(58.62330089586167)}, 3430: {'params': mu          338.319445
omega        55.197536
alpha[1]      0.000000
beta[1]       0.445335
Name: params, dtype: float64, 'loglikelihood': -26.37412277565947, 'aic': 60.74824555131894, 'bic': np.float64(60.53188614754019)}, 3435: {'params': mu          354.571847
omega        30.719980
alpha[1]      0.000000
beta[1]       0.806462
Name: params, dtype: float64, 'loglikelihood': -25.95701567863271, 'aic': 59.91403135726542, 'bic': np.float64(59.697671953486676)}, 3440: {'params': mu          379.943062
omega        54.381116
alpha[1]      0.000000
beta[1]       0.357765
Name: params, dtype: float64, 'loglikelihood': -26.130879328570316, 'aic': 60.26175865714063, 'bic': np.float64(60.045399253361886)}, 3445: {'params': mu          3.860053e+02
omega       1.857089e+01
alpha[1]    6.591949e-17
beta[1]     7.576379e-01
Name: params, dtype: float64, 'loglikelihood': -24.316661593813766, 'aic': 56.63332318762753, 'bic': np.float64(56.416963783848786)}, 3450: {'params': mu          3.609657e+02
omega       1.291024e+02
alpha[1]    3.642919e-17
beta[1]     4.453752e-01
Name: params, dtype: float64, 'loglikelihood': -29.358225533713004, 'aic': 66.71645106742601, 'bic': np.float64(66.50009166364725)}, 3455: {'params': mu          3.439498e+02
omega       9.530436e+01
alpha[1]    2.733423e-17
beta[1]     7.725636e-01
Name: params, dtype: float64, 'loglikelihood': -30.005619927001707, 'aic': 68.0112398540034, 'bic': np.float64(67.79488045022467)}, 3460: {'params': mu          380.653628
omega        52.892268
alpha[1]      0.000000
beta[1]       0.444363
Name: params, dtype: float64, 'loglikelihood': -26.23248726411351, 'aic': 60.46497452822702, 'bic': np.float64(60.24861512444827)}, 3465: {'params': mu          408.537902
omega       146.074917
alpha[1]      0.000000
beta[1]       0.433206
Name: params, dtype: float64, 'loglikelihood': -29.771156620217074, 'aic': 67.54231324043414, 'bic': np.float64(67.3259538366554)}, 3470: {'params': mu          4.195982e+02
omega       1.351330e+02
alpha[1]    9.194034e-17
beta[1]     7.587660e-01
Name: params, dtype: float64, 'loglikelihood': -31.26070096611722, 'aic': 70.52140193223444, 'bic': np.float64(70.30504252845569)}, 3475: {'params': mu          4.671203e+02
omega       1.657887e+02
alpha[1]    2.303675e-15
beta[1]     3.537570e-01
Name: params, dtype: float64, 'loglikelihood': -30.000538923940237, 'aic': 68.00107784788048, 'bic': np.float64(67.78471844410173)}, 3480: {'params': mu          4.784650e+02
omega       2.802445e+00
alpha[1]    1.000000e+00
beta[1]     2.958285e-16
Name: params, dtype: float64, 'loglikelihood': -17.276391853789505, 'aic': 42.55278370757901, 'bic': np.float64(42.336424303800264)}, 3485: {'params': mu          482.801071
omega        10.943584
alpha[1]      0.000000
beta[1]       0.460131
Name: params, dtype: float64, 'loglikelihood': -20.722143488828536, 'aic': 49.44428697765707, 'bic': np.float64(49.227927573878326)}, 3490: {'params': mu          488.772333
omega       115.073931
alpha[1]      0.597398
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -28.831111753386622, 'aic': 65.66222350677324, 'bic': np.float64(65.44586410299449)}, 3495: {'params': mu          509.236674
omega         2.198849
alpha[1]      0.000000
beta[1]       1.000000
Name: params, dtype: float64, 'loglikelihood': -22.02916197556123, 'aic': 52.05832395112246, 'bic': np.float64(51.841964547343714)}, 3500: {'params': mu          506.165182
omega       111.259247
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -29.650643044440134, 'aic': 67.30128608888026, 'bic': np.float64(67.08492668510152)}, 3505: {'params': mu          499.741802
omega       296.595558
alpha[1]      0.000000
beta[1]       0.510831
Name: params, dtype: float64, 'loglikelihood': -32.28015177468201, 'aic': 72.56030354936402, 'bic': np.float64(72.34394414558527)}, 3510: {'params': mu          568.073382
omega       466.658650
alpha[1]      0.000000
beta[1]       0.381591
Name: params, dtype: float64, 'loglikelihood': -33.730405885924114, 'aic': 75.46081177184823, 'bic': np.float64(75.24445236806947)}, 3515: {'params': mu          5.911158e+02
omega       6.025714e-08
alpha[1]    2.671208e-14
beta[1]     9.518243e-01
Name: params, dtype: float64, 'loglikelihood': -16.15244670405491, 'aic': 40.30489340810982, 'bic': np.float64(40.08853400433107)}, 3520: {'params': mu          587.795075
omega        30.234950
alpha[1]      0.000000
beta[1]       0.779203
Name: params, dtype: float64, 'loglikelihood': -25.974106545047203, 'aic': 59.948213090094406, 'bic': np.float64(59.73185368631566)}, 3525: {'params': mu          590.752100
omega        69.888809
alpha[1]      0.000000
beta[1]       0.368212
Name: params, dtype: float64, 'loglikelihood': -27.05634493102587, 'aic': 62.11268986205174, 'bic': np.float64(61.89633045827299)}, 3530: {'params': mu          623.393591
omega         1.972229
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -22.873409912389224, 'aic': 53.74681982477845, 'bic': np.float64(53.5304604209997)}, 3535: {'params': mu          622.117418
omega        10.616458
alpha[1]      0.000000
beta[1]       0.534025
Name: params, dtype: float64, 'loglikelihood': -20.617387804722426, 'aic': 49.23477560944485, 'bic': np.float64(49.01841620566611)}, 3540: {'params': mu          6.251550e+02
omega       2.226190e+01
alpha[1]    2.289835e-16
beta[1]     5.124269e-01
Name: params, dtype: float64, 'loglikelihood': -23.21789705966826, 'aic': 54.43579411933652, 'bic': np.float64(54.219434715557774)}, 3545: {'params': mu          6.206410e+02
omega       1.236886e+01
alpha[1]    3.670228e-01
beta[1]     7.747109e-15
Name: params, dtype: float64, 'loglikelihood': -20.315996994410654, 'aic': 48.63199398882131, 'bic': np.float64(48.41563458504256)}, 3550: {'params': mu          6.300113e+02
omega       6.132723e+01
alpha[1]    8.760354e-17
beta[1]     7.858435e-01
Name: params, dtype: float64, 'loglikelihood': -28.4236615138909, 'aic': 64.8473230277818, 'bic': np.float64(64.63096362400304)}, 3555: {'params': mu          5.959491e+02
omega       1.841391e+02
alpha[1]    6.454015e-15
beta[1]     3.907465e-01
Name: params, dtype: float64, 'loglikelihood': -30.5138358855992, 'aic': 69.0276717711984, 'bic': np.float64(68.81131236741965)}, 3560: {'params': mu          5.918990e+02
omega       5.627429e+01
alpha[1]    1.257544e-15
beta[1]     3.688949e-01
Name: params, dtype: float64, 'loglikelihood': -26.28810758521162, 'aic': 60.57621517042324, 'bic': np.float64(60.35985576664449)}, 3565: {'params': mu          5.954412e+02
omega       2.501379e+01
alpha[1]    2.613369e-17
beta[1]     7.564890e-01
Name: params, dtype: float64, 'loglikelihood': -25.364221332830436, 'aic': 58.72844266566087, 'bic': np.float64(58.512083261882125)}, 3570: {'params': mu          6.165720e+02
omega       4.059939e+02
alpha[1]    7.806256e-17
beta[1]     4.833581e-01
Name: params, dtype: float64, 'loglikelihood': -33.37948989924381, 'aic': 74.75897979848762, 'bic': np.float64(74.54262039470886)}, 3575: {'params': mu          6.509806e+02
omega       2.572226e+01
alpha[1]    5.429594e-01
beta[1]     6.162976e-33
Name: params, dtype: float64, 'loglikelihood': -22.63561628702749, 'aic': 53.27123257405498, 'bic': np.float64(53.05487317027623)}, 3580: {'params': mu          645.410168
omega       101.049098
alpha[1]      0.000000
beta[1]       0.752993
Name: params, dtype: float64, 'loglikelihood': -30.25924583543028, 'aic': 68.51849167086056, 'bic': np.float64(68.30213226708182)}, 3585: {'params': mu          5.778396e+02
omega       2.609100e+02
alpha[1]    7.526693e-01
beta[1]     1.724563e-15
Name: params, dtype: float64, 'loglikelihood': -31.02015078575645, 'aic': 70.0403015715129, 'bic': np.float64(69.82394216773415)}, 3590: {'params': mu          5.176822e+02
omega       6.005758e+02
alpha[1]    7.485693e-01
beta[1]     1.178427e-14
Name: params, dtype: float64, 'loglikelihood': -34.17797367170849, 'aic': 76.35594734341699, 'bic': np.float64(76.13958793963823)}, 3595: {'params': mu          4.514225e+02
omega       2.081372e+00
alpha[1]    1.000000e+00
beta[1]     1.954003e-14
Name: params, dtype: float64, 'loglikelihood': -25.06088435884441, 'aic': 58.12176871768882, 'bic': np.float64(57.90540931391008)}, 3600: {'params': mu          443.068686
omega        29.971016
alpha[1]      0.000000
beta[1]       0.482792
Name: params, dtype: float64, 'loglikelihood': -24.258648617320468, 'aic': 56.517297234640935, 'bic': np.float64(56.30093783086219)}, 3605: {'params': mu          4.401886e+02
omega       2.892635e+01
alpha[1]    5.204170e-18
beta[1]     4.869711e-01
Name: params, dtype: float64, 'loglikelihood': -24.13395696534304, 'aic': 56.26791393068608, 'bic': np.float64(56.05155452690733)}, 3610: {'params': mu          4.424406e+02
omega       5.306429e+01
alpha[1]    4.310788e-16
beta[1]     5.053802e-01
Name: params, dtype: float64, 'loglikelihood': -26.258439541826117, 'aic': 60.516879083652235, 'bic': np.float64(60.30051967987349)}, 3615: {'params': mu          4.513281e+02
omega       2.180307e+01
alpha[1]    6.591949e-17
beta[1]     7.319568e-01
Name: params, dtype: float64, 'loglikelihood': -24.917147778728946, 'aic': 57.83429555745789, 'bic': np.float64(57.617936153679146)}, 3620: {'params': mu          4.887355e+02
omega       1.202874e+02
alpha[1]    6.918736e-01
beta[1]     1.713528e-14
Name: params, dtype: float64, 'loglikelihood': -28.308811282940276, 'aic': 64.61762256588055, 'bic': np.float64(64.4012631621018)}, 3625: {'params': mu          5.065345e+02
omega       8.463732e+01
alpha[1]    7.483158e-17
beta[1]     7.687586e-01
Name: params, dtype: float64, 'loglikelihood': -29.606332423937324, 'aic': 67.21266484787465, 'bic': np.float64(66.9963054440959)}, 3630: {'params': mu          4.609539e+02
omega       1.323343e+03
alpha[1]    1.162265e-16
beta[1]     4.444067e-01
Name: params, dtype: float64, 'loglikelihood': -37.4920713000613, 'aic': 82.9841426001226, 'bic': np.float64(82.76778319634384)}, 3635: {'params': mu          4.465587e+02
omega       2.105335e+02
alpha[1]    1.231464e-12
beta[1]     6.155226e-01
Name: params, dtype: float64, 'loglikelihood': -32.7630015812659, 'aic': 73.5260031625318, 'bic': np.float64(73.30964375875304)}, 3640: {'params': mu          4.465191e+02
omega       7.683924e+01
alpha[1]    5.551115e-17
beta[1]     5.410897e-01
Name: params, dtype: float64, 'loglikelihood': -27.539355299528157, 'aic': 63.078710599056315, 'bic': np.float64(62.86235119527757)}, 3645: {'params': mu          476.819654
omega       417.652149
alpha[1]      0.000000
beta[1]       0.789886
Name: params, dtype: float64, 'loglikelihood': -35.124827791492365, 'aic': 78.24965558298473, 'bic': np.float64(78.03329617920598)}, 3650: {'params': mu          556.471873
omega       621.920351
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -33.60335913162182, 'aic': 75.20671826324364, 'bic': np.float64(74.99035885946489)}, 3655: {'params': mu          5.856153e+02
omega       2.824278e+02
alpha[1]    1.023487e-16
beta[1]     4.889027e-01
Name: params, dtype: float64, 'loglikelihood': -32.109831206787256, 'aic': 72.21966241357451, 'bic': np.float64(72.00330300979576)}, 3660: {'params': mu          6.166666e+02
omega       1.339610e+01
alpha[1]    4.683753e-16
beta[1]     6.592889e-01
Name: params, dtype: float64, 'loglikelihood': -23.208929701340093, 'aic': 54.417859402680186, 'bic': np.float64(54.20149999890144)}, 3665: {'params': mu          6.198085e+02
omega       4.935837e+01
alpha[1]    1.281930e-15
beta[1]     7.937540e-01
Name: params, dtype: float64, 'loglikelihood': -27.650523386721357, 'aic': 63.301046773442714, 'bic': np.float64(63.08468736966397)}, 3670: {'params': mu           626.111914
omega       1099.851913
alpha[1]       0.691902
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -36.52220994783249, 'aic': 81.04441989566499, 'bic': np.float64(80.82806049188623)}, 3675: {'params': mu          4.536384e+02
omega       1.804151e+04
alpha[1]    6.401388e-01
beta[1]     2.517837e-17
Name: params, dtype: float64, 'loglikelihood': -46.355178116939946, 'aic': 100.71035623387989, 'bic': np.float64(100.49399683010114)}, 3680: {'params': mu           194.371334
omega       2797.835310
alpha[1]       0.000000
beta[1]        0.525482
Name: params, dtype: float64, 'loglikelihood': -40.13105473561369, 'aic': 88.26210947122738, 'bic': np.float64(88.04575006744862)}, 3685: {'params': mu          2.911881e+02
omega       4.177561e+03
alpha[1]    1.838807e-16
beta[1]     4.005259e-01
Name: params, dtype: float64, 'loglikelihood': -41.46983864979677, 'aic': 90.93967729959354, 'bic': np.float64(90.72331789581479)}, 3690: {'params': mu          5.146440e+02
omega       4.443336e+03
alpha[1]    1.387779e-17
beta[1]     4.518032e-01
Name: params, dtype: float64, 'loglikelihood': -41.74166463904094, 'aic': 91.48332927808188, 'bic': np.float64(91.26696987430313)}, 3695: {'params': mu           705.893556
omega       7904.755898
alpha[1]       0.703307
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -43.44074572178435, 'aic': 94.8814914435687, 'bic': np.float64(94.66513203978995)}, 3700: {'params': mu          935.118952
omega        60.798590
alpha[1]      0.000000
beta[1]       0.532149
Name: params, dtype: float64, 'loglikelihood': -28.20939516491467, 'aic': 64.41879032982933, 'bic': np.float64(64.2024309260506)}, 3705: {'params': mu          950.005547
omega       192.918759
alpha[1]      0.000000
beta[1]       0.774447
Name: params, dtype: float64, 'loglikelihood': -32.467649663651905, 'aic': 72.93529932730381, 'bic': np.float64(72.71893992352506)}, 3710: {'params': mu          955.189677
omega       187.722787
alpha[1]      0.000000
beta[1]       0.534600
Name: params, dtype: float64, 'loglikelihood': -32.10364559167665, 'aic': 72.2072911833533, 'bic': np.float64(71.99093177957455)}, 3715: {'params': mu          932.512255
omega       325.246315
alpha[1]      0.000000
beta[1]       0.485413
Name: params, dtype: float64, 'loglikelihood': -32.601930574624866, 'aic': 73.20386114924973, 'bic': np.float64(72.98750174547098)}, 3720: {'params': mu          9.428221e+02
omega       2.549810e+02
alpha[1]    1.554312e-15
beta[1]     7.473915e-01
Name: params, dtype: float64, 'loglikelihood': -33.503223789041954, 'aic': 75.00644757808391, 'bic': np.float64(74.79008817430515)}, 3725: {'params': mu          963.742893
omega       648.115638
alpha[1]      0.000000
beta[1]       0.753215
Name: params, dtype: float64, 'loglikelihood': -36.75938146150591, 'aic': 81.51876292301182, 'bic': np.float64(81.30240351923307)}, 3730: {'params': mu           885.872265
omega       3176.029154
alpha[1]       0.634919
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -40.14769812866939, 'aic': 88.29539625733878, 'bic': np.float64(88.07903685356003)}, 3735: {'params': mu          7.969419e+02
omega       1.376599e+02
alpha[1]    6.045511e-16
beta[1]     5.069993e-01
Name: params, dtype: float64, 'loglikelihood': -29.59496352296498, 'aic': 67.18992704592996, 'bic': np.float64(66.97356764215121)}, 3740: {'params': mu           701.661225
omega       1912.432797
alpha[1]       0.673181
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -38.40638326919088, 'aic': 84.81276653838177, 'bic': np.float64(84.59640713460301)}, 3745: {'params': mu          6.682683e+02
omega       1.404497e+03
alpha[1]    1.925543e-16
beta[1]     7.758967e-01
Name: params, dtype: float64, 'loglikelihood': -39.41377544668135, 'aic': 86.8275508933627, 'bic': np.float64(86.61119148958394)}, 3750: {'params': mu          9.022273e+02
omega       3.419744e+03
alpha[1]    9.431503e-01
beta[1]     7.847170e-13
Name: params, dtype: float64, 'loglikelihood': -39.965103808564834, 'aic': 87.93020761712967, 'bic': np.float64(87.71384821335091)}, 3755: {'params': mu           874.087293
omega       2887.793527
alpha[1]       0.000000
beta[1]        0.745235
Name: params, dtype: float64, 'loglikelihood': -42.00287465733097, 'aic': 92.00574931466194, 'bic': np.float64(91.78938991088319)}, 3760: {'params': mu          1020.264581
omega       9173.996387
alpha[1]       0.000000
beta[1]        0.571527
Name: params, dtype: float64, 'loglikelihood': -45.858499323035204, 'aic': 99.71699864607041, 'bic': np.float64(99.50063924229165)}, 3765: {'params': mu          1.094986e+03
omega       3.491499e+03
alpha[1]    3.903128e-16
beta[1]     5.332495e-01
Name: params, dtype: float64, 'loglikelihood': -40.901673174386005, 'aic': 89.80334634877201, 'bic': np.float64(89.58698694499326)}, 3770: {'params': mu          8.270420e+02
omega       5.594508e+03
alpha[1]    1.000000e+00
beta[1]     1.434874e-13
Name: params, dtype: float64, 'loglikelihood': -41.78209104589663, 'aic': 91.56418209179326, 'bic': np.float64(91.3478226880145)}, 3775: {'params': mu          6.861203e+02
omega       7.437486e+03
alpha[1]    7.594203e-01
beta[1]     5.964209e-14
Name: params, dtype: float64, 'loglikelihood': -43.00552375195384, 'aic': 94.01104750390768, 'bic': np.float64(93.79468810012892)}, 3780: {'params': mu           433.591643
omega       1259.552043
alpha[1]       0.913722
beta[1]        0.000000
Name: params, dtype: float64, 'loglikelihood': -36.80547320696099, 'aic': 81.61094641392198, 'bic': np.float64(81.39458701014323)}, 3785: {'params': mu          3.394077e+02
omega       4.209848e+02
alpha[1]    2.393918e-16
beta[1]     7.541939e-01
Name: params, dtype: float64, 'loglikelihood': -35.247619190610635, 'aic': 78.49523838122127, 'bic': np.float64(78.27887897744252)}, 3790: {'params': mu          243.403900
omega       512.184863
alpha[1]      0.000000
beta[1]       0.384480
Name: params, dtype: float64, 'loglikelihood': -34.07307801144134, 'aic': 76.14615602288268, 'bic': np.float64(75.92979661910393)}, 3795: {'params': mu          210.741194
omega         0.608386
alpha[1]      0.000000
beta[1]       1.000000
Name: params, dtype: float64, 'loglikelihood': -18.003866279627367, 'aic': 44.007732559254734, 'bic': np.float64(43.79137315547599)}, 3800: {'params': mu          2.054658e+02
omega       3.694618e+01
alpha[1]    7.988402e-16
beta[1]     7.591290e-01
Name: params, dtype: float64, 'loglikelihood': -26.721008564084148, 'aic': 61.442017128168295, 'bic': np.float64(61.22565772438955)}, 3805: {'params': mu          188.454581
omega       227.601300
alpha[1]      0.940133
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -30.787447492493133, 'aic': 69.57489498498626, 'bic': np.float64(69.35853558120752)}, 3810: {'params': mu          153.901928
omega        29.107112
alpha[1]      0.000000
beta[1]       0.409856
Name: params, dtype: float64, 'loglikelihood': -24.10716041862327, 'aic': 56.21432083724654, 'bic': np.float64(55.99796143346779)}, 3815: {'params': mu          1.401244e+02
omega       4.005844e+00
alpha[1]    1.000000e+00
beta[1]     4.171943e-12
Name: params, dtype: float64, 'loglikelihood': -18.365973027661, 'aic': 44.731946055322, 'bic': np.float64(44.51558665154325)}, 3820: {'params': mu          1.344014e+02
omega       2.008872e+00
alpha[1]    2.622229e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -20.76108359399262, 'aic': 49.52216718798524, 'bic': np.float64(49.30580778420649)}, 3825: {'params': mu          1.389967e+02
omega       4.963959e-07
alpha[1]    0.000000e+00
beta[1]     8.185018e-01
Name: params, dtype: float64, 'loglikelihood': -23.05536109133414, 'aic': 54.11072218266828, 'bic': np.float64(53.89436277888954)}, 3830: {'params': mu          1.355244e+02
omega       9.016327e-08
alpha[1]    0.000000e+00
beta[1]     8.182003e-01
Name: params, dtype: float64, 'loglikelihood': -17.111484860998623, 'aic': 42.222969721997245, 'bic': np.float64(42.0066103182185)}, 3835: {'params': mu          1.355273e+02
omega       4.054718e-01
alpha[1]    2.945630e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -16.504044411333858, 'aic': 41.008088822667716, 'bic': np.float64(40.79172941888897)}, 3840: {'params': mu          1.391575e+02
omega       5.367919e-02
alpha[1]    2.168046e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -11.415979782444364, 'aic': 30.831959564888727, 'bic': np.float64(30.61560016110998)}, 3845: {'params': mu          134.747411
omega        15.918808
alpha[1]      0.000000
beta[1]       0.500177
Name: params, dtype: float64, 'loglikelihood': -22.044759557125627, 'aic': 52.08951911425125, 'bic': np.float64(51.87315971047251)}, 3850: {'params': mu          132.269764
omega        18.527660
alpha[1]      0.000000
beta[1]       0.752838
Name: params, dtype: float64, 'loglikelihood': -24.327177849780586, 'aic': 56.65435569956117, 'bic': np.float64(56.437996295782426)}, 3855: {'params': mu          138.988682
omega        12.901277
alpha[1]      0.000000
beta[1]       0.752852
Name: params, dtype: float64, 'loglikelihood': -23.06552699172202, 'aic': 54.13105398344404, 'bic': np.float64(53.914694579665294)}, 3860: {'params': mu          124.239122
omega        12.317143
alpha[1]      0.000000
beta[1]       0.493331
Name: params, dtype: float64, 'loglikelihood': -21.146513603698484, 'aic': 50.29302720739697, 'bic': np.float64(50.07666780361822)}, 3865: {'params': mu          1.196431e+02
omega       6.742062e-01
alpha[1]    2.894239e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -17.368957726569146, 'aic': 42.73791545313829, 'bic': np.float64(42.521556049359546)}, 3870: {'params': mu          1.115561e+02
omega       9.064917e-08
alpha[1]    2.930456e-14
beta[1]     8.311888e-01
Name: params, dtype: float64, 'loglikelihood': -17.04930592684216, 'aic': 42.09861185368432, 'bic': np.float64(41.88225244990557)}, 3875: {'params': mu          1.051129e+02
omega       1.242881e-07
alpha[1]    3.936445e-12
beta[1]     8.456775e-01
Name: params, dtype: float64, 'loglikelihood': -18.326909575076833, 'aic': 44.653819150153666, 'bic': np.float64(44.43745974637492)}, 3880: {'params': mu          1.049755e+02
omega       2.130612e-08
alpha[1]    1.000000e+00
beta[1]     2.068293e-10
Name: params, dtype: float64, 'loglikelihood': -10.780119945945742, 'aic': 29.560239891891484, 'bic': np.float64(29.343880488112738)}, 3885: {'params': mu          104.812492
omega         0.242171
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -11.851452272148217, 'aic': 31.702904544296434, 'bic': np.float64(31.486545140517688)}, 3890: {'params': mu          9.681067e+01
omega       1.947347e-07
alpha[1]    0.000000e+00
beta[1]     7.184467e-01
Name: params, dtype: float64, 'loglikelihood': -19.100094504158776, 'aic': 46.20018900831755, 'bic': np.float64(45.983829604538805)}, 3895: {'params': mu          9.306892e+01
omega       5.715514e-08
alpha[1]    1.008865e-15
beta[1]     9.479959e-01
Name: params, dtype: float64, 'loglikelihood': -15.976254312113818, 'aic': 39.95250862422763, 'bic': np.float64(39.73614922044889)}, 3900: {'params': mu          94.474181
omega        3.834492
alpha[1]     0.000000
beta[1]      0.667826
Name: params, dtype: float64, 'loglikelihood': -18.84664322347064, 'aic': 45.69328644694128, 'bic': np.float64(45.47692704316253)}, 3905: {'params': mu          91.650369
omega       15.084976
alpha[1]     0.000000
beta[1]      0.757984
Name: params, dtype: float64, 'loglikelihood': -23.60894228564738, 'aic': 55.21788457129476, 'bic': np.float64(55.001525167516014)}, 3910: {'params': mu          76.336569
omega       18.182252
alpha[1]     0.000000
beta[1]      0.404970
Name: params, dtype: float64, 'loglikelihood': -22.450010592799693, 'aic': 52.900021185599385, 'bic': np.float64(52.68366178182064)}, 3915: {'params': mu          85.732770
omega       44.816753
alpha[1]     0.000000
beta[1]      0.416997
Name: params, dtype: float64, 'loglikelihood': -25.61572595122047, 'aic': 59.23145190244094, 'bic': np.float64(59.01509249866219)}, 3920: {'params': mu          99.766405
omega        3.990388
alpha[1]     0.000000
beta[1]      0.693257
Name: params, dtype: float64, 'loglikelihood': -18.98946966766543, 'aic': 45.97893933533086, 'bic': np.float64(45.76257993155211)}, 3925: {'params': mu          1.077412e+02
omega       9.430612e-08
alpha[1]    0.000000e+00
beta[1]     8.974618e-01
Name: params, dtype: float64, 'loglikelihood': -17.585282353215362, 'aic': 43.170564706430724, 'bic': np.float64(42.95420530265198)}, 3930: {'params': mu          1.039604e+02
omega       9.785513e+00
alpha[1]    3.433751e-17
beta[1]     4.312225e-01
Name: params, dtype: float64, 'loglikelihood': -20.311520480220995, 'aic': 48.62304096044199, 'bic': np.float64(48.406681556663244)}, 3935: {'params': mu          1.040326e+02
omega       7.138395e+00
alpha[1]    6.591949e-17
beta[1]     4.912168e-01
Name: params, dtype: float64, 'loglikelihood': -19.23699386074156, 'aic': 46.47398772148312, 'bic': np.float64(46.25762831770437)}, 3940: {'params': mu          112.557179
omega        29.861425
alpha[1]      0.000000
beta[1]       0.494271
Name: params, dtype: float64, 'loglikelihood': -24.246419129883794, 'aic': 56.49283825976759, 'bic': np.float64(56.27647885598884)}, 3945: {'params': mu          1.247119e+02
omega       4.043098e+00
alpha[1]    1.449087e-17
beta[1]     7.278641e-01
Name: params, dtype: float64, 'loglikelihood': -19.023791513564277, 'aic': 46.04758302712855, 'bic': np.float64(45.83122362334981)}, 3950: {'params': mu          1.305858e+02
omega       9.865117e-01
alpha[1]    2.879641e-16
beta[1]     7.087407e-01
Name: params, dtype: float64, 'loglikelihood': -14.085700264468214, 'aic': 36.17140052893643, 'bic': np.float64(35.95504112515768)}, 3955: {'params': mu          1.276478e+02
omega       1.099767e+01
alpha[1]    2.255141e-17
beta[1]     4.780307e-01
Name: params, dtype: float64, 'loglikelihood': -20.74736345032223, 'aic': 49.49472690064446, 'bic': np.float64(49.27836749686571)}, 3960: {'params': mu          1.220125e+02
omega       9.510925e-01
alpha[1]    1.000000e+00
beta[1]     1.036423e-12
Name: params, dtype: float64, 'loglikelihood': -15.793305390748317, 'aic': 39.58661078149663, 'bic': np.float64(39.370251377717885)}, 3965: {'params': mu          1.157526e+02
omega       5.999675e-08
alpha[1]    3.316057e-11
beta[1]     9.372656e-01
Name: params, dtype: float64, 'loglikelihood': -15.663579292671539, 'aic': 39.32715858534308, 'bic': np.float64(39.11079918156433)}, 3970: {'params': mu          113.881039
omega         0.127471
alpha[1]      0.000000
beta[1]       0.977045
Name: params, dtype: float64, 'loglikelihood': -16.404929884816994, 'aic': 40.80985976963399, 'bic': np.float64(40.59350036585524)}, 3975: {'params': mu          114.095644
omega        41.026718
alpha[1]      0.000000
beta[1]       0.800131
Name: params, dtype: float64, 'loglikelihood': -26.973909141896826, 'aic': 61.94781828379365, 'bic': np.float64(61.731458880014905)}, 3980: {'params': mu          1.355807e+02
omega       7.709918e-07
alpha[1]    0.000000e+00
beta[1]     8.447042e-01
Name: params, dtype: float64, 'loglikelihood': -24.52271320704187, 'aic': 57.04542641408374, 'bic': np.float64(56.829067010304996)}, 3985: {'params': mu          1.356499e+02
omega       6.174705e+01
alpha[1]    1.786765e-16
beta[1]     5.459070e-01
Name: params, dtype: float64, 'loglikelihood': -26.76990214346533, 'aic': 61.53980428693066, 'bic': np.float64(61.323444883151915)}, 3990: {'params': mu          102.460393
omega       200.936983
alpha[1]      0.000000
beta[1]       0.515347
Name: params, dtype: float64, 'loglikelihood': -30.916013088113612, 'aic': 69.83202617622723, 'bic': np.float64(69.61566677244848)}, 3995: {'params': mu          105.811688
omega       453.906342
alpha[1]      0.000000
beta[1]       0.503632
Name: params, dtype: float64, 'loglikelihood': -33.77188632824937, 'aic': 75.54377265649875, 'bic': np.float64(75.32741325271999)}, 4000: {'params': mu          1.649452e+02
omega       3.155817e+02
alpha[1]    4.397524e-15
beta[1]     6.533688e-01
Name: params, dtype: float64, 'loglikelihood': -34.25091052658123, 'aic': 76.50182105316246, 'bic': np.float64(76.2854616493837)}, 4005: {'params': mu          132.086485
omega       161.743151
alpha[1]      1.000000
beta[1]       0.000000
Name: params, dtype: float64, 'loglikelihood': -29.40469108980276, 'aic': 66.80938217960552, 'bic': np.float64(66.59302277582677)}, 4010: {'params': mu          90.304112
omega       25.435365
alpha[1]     0.000000
beta[1]      0.405306
Name: params, dtype: float64, 'loglikelihood': -23.633898247858575, 'aic': 55.26779649571715, 'bic': np.float64(55.0514370919384)}, 4015: {'params': mu          7.154486e+01
omega       5.282490e-07
alpha[1]    0.000000e+00
beta[1]     7.734005e-01
Name: params, dtype: float64, 'loglikelihood': -22.95292354901899, 'aic': 53.90584709803798, 'bic': np.float64(53.689487694259235)}, 4020: {'params': mu          5.822104e+01
omega       4.431808e+01
alpha[1]    5.574056e-01
beta[1]     5.141286e-15
Name: params, dtype: float64, 'loglikelihood': -25.45747748097149, 'aic': 58.91495496194298, 'bic': np.float64(58.698595558164236)}, 4025: {'params': mu          4.691585e+01
omega       1.123417e-01
alpha[1]    1.200130e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -10.62563318135899, 'aic': 29.25126636271798, 'bic': np.float64(29.034906958939235)}, 4030: {'params': mu          4.468836e+01
omega       2.941416e+00
alpha[1]    1.168551e-16
beta[1]     5.284082e-01
Name: params, dtype: float64, 'loglikelihood': -16.125372783669302, 'aic': 40.250745567338605, 'bic': np.float64(40.03438616355986)}, 4035: {'params': mu          3.440220e+01
omega       1.003673e-07
alpha[1]    9.998196e-01
beta[1]     1.804417e-04
Name: params, dtype: float64, 'loglikelihood': -13.886901382213988, 'aic': 35.77380276442798, 'bic': np.float64(35.55744336064923)}, 4040: {'params': mu          3.089458e+01
omega       1.757932e-01
alpha[1]    9.999999e-01
beta[1]     3.932527e-09
Name: params, dtype: float64, 'loglikelihood': -12.766645862540452, 'aic': 33.5332917250809, 'bic': np.float64(33.316932321302154)}, 4045: {'params': mu          2.988313e+01
omega       5.208909e-02
alpha[1]    6.094602e-16
beta[1]     4.887791e-01
Name: params, dtype: float64, 'loglikelihood': -2.1945443137067553, 'aic': 12.38908862741351, 'bic': np.float64(12.172729223634764)}, 4050: {'params': mu          2.715301e+01
omega       1.233878e-08
alpha[1]    9.842879e-01
beta[1]     1.571210e-02
Name: params, dtype: float64, 'loglikelihood': -4.401952248636883, 'aic': 16.803904497273766, 'bic': np.float64(16.58754509349502)}, 4055: {'params': mu          24.691464
omega        0.312470
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -10.981348848295736, 'aic': 29.962697696591473, 'bic': np.float64(29.746338292812727)}, 4060: {'params': mu          22.059214
omega        0.644891
alpha[1]     0.733186
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -11.545329481858094, 'aic': 31.090658963716187, 'bic': np.float64(30.87429955993744)}, 4065: {'params': mu          2.026847e+01
omega       4.605513e-03
alpha[1]    8.107082e-17
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -3.3532764136069275, 'aic': 14.706552827213855, 'bic': np.float64(14.490193423435109)}, 4070: {'params': mu          1.872682e+01
omega       2.836435e-01
alpha[1]    3.483173e-16
beta[1]     6.846615e-01
Name: params, dtype: float64, 'loglikelihood': -10.205453519062889, 'aic': 28.410907038125778, 'bic': np.float64(28.194547634347032)}, 4075: {'params': mu          17.117532
omega        0.022444
alpha[1]     0.000000
beta[1]      1.000000
Name: params, dtype: float64, 'loglikelihood': -6.867654481058224, 'aic': 21.73530896211645, 'bic': np.float64(21.518949558337702)}, 4080: {'params': mu          1.558042e+01
omega       2.094778e-01
alpha[1]    1.000000e+00
beta[1]     3.554565e-13
Name: params, dtype: float64, 'loglikelihood': -7.164005204005035, 'aic': 22.32801040801007, 'bic': np.float64(22.111651004231323)}, 4085: {'params': mu          1.417225e+01
omega       9.087436e-10
alpha[1]    2.122405e-10
beta[1]     7.253658e-01
Name: params, dtype: float64, 'loglikelihood': 2.565733742848726, 'aic': 2.868532514302548, 'bic': np.float64(2.652173110523801)}, 4090: {'params': mu          1.370035e+01
omega       2.590581e-02
alpha[1]    7.840836e-01
beta[1]     7.418371e-11
Name: params, dtype: float64, 'loglikelihood': -0.42430522804314896, 'aic': 8.848610456086298, 'bic': np.float64(8.63225105230755)}, 4095: {'params': mu          13.400929
omega        0.000359
alpha[1]     0.000000
beta[1]      1.000000
Name: params, dtype: float64, 'loglikelihood': 8.293249035093911, 'aic': -8.586498070187822, 'bic': np.float64(-8.802857473966569)}, 4100: {'params': mu          1.341693e+01
omega       1.926230e-03
alpha[1]    7.062766e-01
beta[1]     2.683326e-08
Name: params, dtype: float64, 'loglikelihood': 9.74066439225803, 'aic': -11.481328784516059, 'bic': np.float64(-11.697688188294805)}, 4105: {'params': mu          13.414486
omega        0.001427
alpha[1]     0.009939
beta[1]      0.691704
Name: params, dtype: float64, 'loglikelihood': 9.33005134398946, 'aic': -10.66010268797892, 'bic': np.float64(-10.876462091757666)}, 4110: {'params': mu          1.341814e+01
omega       5.365814e-04
alpha[1]    2.874897e-17
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 5.415585399048912, 'aic': -2.8311707980978245, 'bic': np.float64(-3.0475302018765715)}, 4115: {'params': mu          1.356136e+01
omega       2.505628e-10
alpha[1]    5.579605e-12
beta[1]     8.797811e-01
Name: params, dtype: float64, 'loglikelihood': 3.239216174325626, 'aic': 1.5215676513487484, 'bic': np.float64(1.3052082475700013)}, 4120: {'params': mu          13.456986
omega        0.001960
alpha[1]     0.000000
beta[1]      0.769885
Name: params, dtype: float64, 'loglikelihood': 4.645328862138703, 'aic': -1.2906577242774055, 'bic': np.float64(-1.5070171280561526)}, 4125: {'params': mu          1.307829e+01
omega       5.489812e-03
alpha[1]    3.928141e-17
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -3.540369716157831, 'aic': 15.080739432315662, 'bic': np.float64(14.864380028536914)}, 4130: {'params': mu          1.243449e+01
omega       5.421814e-04
alpha[1]    4.602608e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 3.9265555164725283, 'aic': 0.14688896705494336, 'bic': np.float64(-0.06947043672380371)}, 4135: {'params': mu          12.293774
omega        0.003735
alpha[1]     0.000000
beta[1]      1.000000
Name: params, dtype: float64, 'loglikelihood': 1.0805161893157673, 'aic': 5.838967621368465, 'bic': np.float64(5.622608217589718)}, 4140: {'params': mu          1.178133e+01
omega       5.707935e-10
alpha[1]    0.000000e+00
beta[1]     6.803823e-01
Name: params, dtype: float64, 'loglikelihood': 2.213547523609268, 'aic': 3.572904952781464, 'bic': np.float64(3.3565455490027167)}, 4145: {'params': mu          1.094834e+01
omega       3.824475e-05
alpha[1]    1.000000e+00
beta[1]     1.639901e-11
Name: params, dtype: float64, 'loglikelihood': 0.848836485692916, 'aic': 6.302327028614168, 'bic': np.float64(6.085967624835421)}, 4150: {'params': mu          1.089447e+01
omega       2.857143e-11
alpha[1]    0.000000e+00
beta[1]     8.383573e-01
Name: params, dtype: float64, 'loglikelihood': 11.150666909701135, 'aic': -14.30133381940227, 'bic': np.float64(-14.517693223181016)}, 4155: {'params': mu          1.072869e+01
omega       1.335630e-02
alpha[1]    5.977696e-17
beta[1]     3.819182e-01
Name: params, dtype: float64, 'loglikelihood': 3.4196775464502154, 'aic': 1.1606449070995692, 'bic': np.float64(0.9442855033208222)}, 4160: {'params': mu          1.068544e+01
omega       3.967891e-02
alpha[1]    4.951418e-15
beta[1]     4.746937e-01
Name: params, dtype: float64, 'loglikelihood': -0.7523039441953183, 'aic': 9.504607888390638, 'bic': np.float64(9.28824848461189)}, 4165: {'params': mu          1.099663e+01
omega       1.821885e-01
alpha[1]    1.509209e-16
beta[1]     4.983727e-01
Name: params, dtype: float64, 'loglikelihood': -6.23960459833146, 'aic': 20.47920919666292, 'bic': np.float64(20.26284979288417)}, 4170: {'params': mu          1.170960e+01
omega       3.279396e-04
alpha[1]    1.184460e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 6.29586601429812, 'aic': -4.59173202859624, 'bic': np.float64(-4.8080914323749875)}, 4175: {'params': mu          1.185541e+01
omega       5.177402e-04
alpha[1]    5.588371e-18
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 7.055131706783111, 'aic': -6.110263413566223, 'bic': np.float64(-6.32662281734497)}, 4180: {'params': mu          11.933328
omega        0.000540
alpha[1]     0.000000
beta[1]      1.000000
Name: params, dtype: float64, 'loglikelihood': 6.0669839566592945, 'aic': -4.133967913318589, 'bic': np.float64(-4.350327317097336)}, 4185: {'params': mu          1.284185e+01
omega       2.040816e-09
alpha[1]    1.000000e+00
beta[1]     6.472046e-13
Name: params, dtype: float64, 'loglikelihood': -1.007385589693644, 'aic': 10.014771179387289, 'bic': np.float64(9.79841177560854)}, 4190: {'params': mu          12.382868
omega        0.001716
alpha[1]     0.999987
beta[1]      0.000001
Name: params, dtype: float64, 'loglikelihood': 4.199652427401719, 'aic': -0.3993048548034377, 'bic': np.float64(-0.6156642585821848)}, 4195: {'params': mu          1.222702e+01
omega       8.163265e-11
alpha[1]    0.000000e+00
beta[1]     8.872688e-01
Name: params, dtype: float64, 'loglikelihood': 7.139474463133803, 'aic': -6.278948926267606, 'bic': np.float64(-6.495308330046353)}, 4200: {'params': mu          1.227352e+01
omega       2.916336e-03
alpha[1]    2.375868e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 1.6527918130990245, 'aic': 4.6944163738019515, 'bic': np.float64(4.478056970023204)}, 4205: {'params': mu          11.756900
omega        0.025766
alpha[1]     0.000000
beta[1]      0.613508
Name: params, dtype: float64, 'loglikelihood': -1.2424537668576372, 'aic': 10.484907533715274, 'bic': np.float64(10.268548129936526)}, 4210: {'params': mu          11.181528
omega        0.006921
alpha[1]     0.000000
beta[1]      0.740014
Name: params, dtype: float64, 'loglikelihood': 2.3735208287352125, 'aic': 3.252958342529575, 'bic': np.float64(3.036598938750828)}, 4215: {'params': mu          10.781742
omega        0.006085
alpha[1]     0.000000
beta[1]      1.000000
Name: params, dtype: float64, 'loglikelihood': -2.5877913328147697, 'aic': 13.17558266562954, 'bic': np.float64(12.959223261850791)}, 4220: {'params': mu          1.048431e+01
omega       4.491849e-03
alpha[1]    2.105702e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -2.4704673427464603, 'aic': 12.94093468549292, 'bic': np.float64(12.724575281714174)}, 4225: {'params': mu          1.066391e+01
omega       3.767752e-03
alpha[1]    1.574550e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -0.7190762710682481, 'aic': 9.438152542136496, 'bic': np.float64(9.22179313835775)}, 4230: {'params': mu          9.755645
omega       0.587473
alpha[1]    0.608673
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -9.535256957760359, 'aic': 27.070513915520717, 'bic': np.float64(26.85415451174197)}, 4235: {'params': mu          1.220053e+01
omega       2.833878e-08
alpha[1]    1.891892e-11
beta[1]     7.166554e-01
Name: params, dtype: float64, 'loglikelihood': -12.019719843594315, 'aic': 32.03943968718863, 'bic': np.float64(31.823080283409883)}, 4240: {'params': mu          1.150633e+01
omega       4.941974e-02
alpha[1]    8.724435e-01
beta[1]     3.211206e-12
Name: params, dtype: float64, 'loglikelihood': -2.8772801302836037, 'aic': 13.754560260567207, 'bic': np.float64(13.53820085678846)}, 4245: {'params': mu          1.100014e+01
omega       6.938776e-11
alpha[1]    8.138433e-01
beta[1]     3.166563e-04
Name: params, dtype: float64, 'loglikelihood': 11.280490825858195, 'aic': -14.56098165171639, 'bic': np.float64(-14.777341055495135)}, 4250: {'params': mu          9.516629e+00
omega       1.210032e-01
alpha[1]    1.000000e+00
beta[1]     6.914730e-12
Name: params, dtype: float64, 'loglikelihood': -8.383731142344141, 'aic': 24.767462284688282, 'bic': np.float64(24.551102880909536)}, 4255: {'params': mu          8.838232
omega       0.006644
alpha[1]    0.000000
beta[1]     0.625309
Name: params, dtype: float64, 'loglikelihood': 3.4147107059930106, 'aic': 1.1705785880139787, 'bic': np.float64(0.9542191842352317)}, 4260: {'params': mu          8.640662
omega       0.001415
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 1.1627866718319164, 'aic': 5.674426656336167, 'bic': np.float64(5.45806725255742)}, 4265: {'params': mu          8.457483e+00
omega       2.136493e-02
alpha[1]    2.591188e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -5.9919968220225535, 'aic': 19.983993644045107, 'bic': np.float64(19.76763424026636)}, 4270: {'params': mu          7.447863e+00
omega       4.357504e-03
alpha[1]    1.602108e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -0.8168048703503679, 'aic': 9.633609740700736, 'bic': np.float64(9.417250336921988)}, 4275: {'params': mu          6.794918
omega       0.009266
alpha[1]    0.000000
beta[1]     0.680985
Name: params, dtype: float64, 'loglikelihood': 1.1124648376423036, 'aic': 5.775070324715393, 'bic': np.float64(5.558710920936646)}, 4280: {'params': mu          6.639983
omega       0.007490
alpha[1]    0.540372
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 4.713982522163275, 'aic': -1.42796504432655, 'bic': np.float64(-1.644324448105297)}, 4285: {'params': mu          6.607440e+00
omega       8.411288e-03
alpha[1]    1.000000e+00
beta[1]     1.169909e-13
Name: params, dtype: float64, 'loglikelihood': 2.8050940188086866, 'aic': 2.389811962382627, 'bic': np.float64(2.1734525586038798)}, 4290: {'params': mu          6.511367e+00
omega       2.571429e-10
alpha[1]    0.000000e+00
beta[1]     9.516112e-01
Name: params, dtype: float64, 'loglikelihood': 2.932394178145818, 'aic': 2.135211643708364, 'bic': np.float64(1.9188522399296168)}, 4295: {'params': mu          6.356937e+00
omega       5.679562e-02
alpha[1]    0.000000e+00
beta[1]     2.441859e-12
Name: params, dtype: float64, 'loglikelihood': 0.11021844683571103, 'aic': 7.7795631063285775, 'bic': np.float64(7.563203702549831)}, 4300: {'params': mu          5.686585e+00
omega       9.836735e-10
alpha[1]    9.246223e-15
beta[1]     7.540232e-01
Name: params, dtype: float64, 'loglikelihood': -0.88047757426525, 'aic': 9.760955148530499, 'bic': np.float64(9.544595744751753)}, 4305: {'params': mu          5.508152e+00
omega       7.657925e-04
alpha[1]    1.135813e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 5.89211620406533, 'aic': -3.7842324081306593, 'bic': np.float64(-4.000591811909406)}, 4310: {'params': mu          5.256548
omega       0.003742
alpha[1]    0.000000
beta[1]     0.500049
Name: params, dtype: float64, 'loglikelihood': 6.9028946134154445, 'aic': -5.805789226830889, 'bic': np.float64(-6.022148630609636)}, 4315: {'params': mu          5.143108
omega       0.001223
alpha[1]    0.009990
beta[1]     0.489885
Name: params, dtype: float64, 'loglikelihood': 11.109053069694275, 'aic': -14.21810613938855, 'bic': np.float64(-14.434465543167295)}, 4320: {'params': mu          5.106437e+00
omega       1.963335e-08
alpha[1]    5.510374e-11
beta[1]     7.356314e-01
Name: params, dtype: float64, 'loglikelihood': 14.589749660933645, 'aic': -21.17949932186729, 'bic': np.float64(-21.395858725646036)}, 4325: {'params': mu          5.088462e+00
omega       1.108655e-04
alpha[1]    1.159546e-10
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 13.959587157958806, 'aic': -19.919174315917612, 'bic': np.float64(-20.135533719696358)}, 4330: {'params': mu          4.956125e+00
omega       3.742654e-03
alpha[1]    5.895213e-15
beta[1]     4.995173e-01
Name: params, dtype: float64, 'loglikelihood': 6.902564228389343, 'aic': -5.805128456778686, 'bic': np.float64(-6.021487860557433)}, 4335: {'params': mu          5.048598e+00
omega       1.104316e-10
alpha[1]    6.335587e-11
beta[1]     8.632857e-01
Name: params, dtype: float64, 'loglikelihood': 6.2976262536759755, 'aic': -4.595252507351951, 'bic': np.float64(-4.811611911130698)}, 4340: {'params': mu          5.064263e+00
omega       4.303765e-04
alpha[1]    1.226602e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 8.695024743161184, 'aic': -9.390049486322368, 'bic': np.float64(-9.606408890101115)}, 4345: {'params': mu          5.013822
omega       0.003649
alpha[1]    0.009968
beta[1]     0.490856
Name: params, dtype: float64, 'loglikelihood': 7.459981562273518, 'aic': -6.919963124547037, 'bic': np.float64(-7.136322528325784)}, 4350: {'params': mu          5.149069
omega       0.000681
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 5.975694574110857, 'aic': -3.9513891482217147, 'bic': np.float64(-4.167748552000462)}, 4355: {'params': mu          5.087571
omega       0.000002
alpha[1]    0.000003
beta[1]     0.942644
Name: params, dtype: float64, 'loglikelihood': 3.8356075627464974, 'aic': 0.3287848745070052, 'bic': np.float64(0.11242547072825815)}, 4360: {'params': mu          4.916818
omega       0.000138
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 9.360698161380373, 'aic': -10.721396322760747, 'bic': np.float64(-10.937755726539493)}, 4365: {'params': mu          4.842989e+00
omega       1.775633e-04
alpha[1]    6.277913e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 8.439242600557339, 'aic': -8.878485201114678, 'bic': np.float64(-9.094844604893424)}, 4370: {'params': mu          4.904171e+00
omega       2.077942e-03
alpha[1]    2.442648e-01
beta[1]     1.093249e-09
Name: params, dtype: float64, 'loglikelihood': 10.792374959031655, 'aic': -13.58474991806331, 'bic': np.float64(-13.801109321842056)}, 4375: {'params': mu          4.806680e+00
omega       5.758226e-04
alpha[1]    4.436481e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 6.91268082068186, 'aic': -5.82536164136372, 'bic': np.float64(-6.041721045142467)}, 4380: {'params': mu          4.711354e+00
omega       2.776744e-03
alpha[1]    5.912680e-01
beta[1]     1.289069e-13
Name: params, dtype: float64, 'loglikelihood': 8.435579110109924, 'aic': -8.871158220219847, 'bic': np.float64(-9.087517623998593)}, 4385: {'params': mu          4.958081e+00
omega       2.158921e-03
alpha[1]    1.493621e-17
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -0.4800474530868451, 'aic': 8.96009490617369, 'bic': np.float64(8.743735502394943)}, 4390: {'params': mu          5.203689
omega       0.020134
alpha[1]    0.202493
beta[1]     0.301080
Name: params, dtype: float64, 'loglikelihood': 1.9110391486035208, 'aic': 4.1779217027929585, 'bic': np.float64(3.9615622990142114)}, 4395: {'params': mu          4.897662e+00
omega       1.510012e-04
alpha[1]    5.737320e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 10.668851268214961, 'aic': -13.337702536429923, 'bic': np.float64(-13.554061940208669)}, 4400: {'params': mu          4.844316e+00
omega       5.613066e-03
alpha[1]    8.198010e-16
beta[1]     7.397440e-01
Name: params, dtype: float64, 'loglikelihood': 3.841159002702166, 'aic': 0.31768199459566837, 'bic': np.float64(0.1013225908169213)}, 4405: {'params': mu          4.875473
omega       0.000145
alpha[1]    0.000000
beta[1]     0.901060
Name: params, dtype: float64, 'loglikelihood': 7.256366545958302, 'aic': -6.512733091916605, 'bic': np.float64(-6.729092495695352)}, 4410: {'params': mu          4.795913
omega       0.029216
alpha[1]    0.805546
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -0.8855678683132696, 'aic': 9.771135736626539, 'bic': np.float64(9.554776332847792)}, 4415: {'params': mu          4.328603
omega       0.002870
alpha[1]    0.000000
beta[1]     0.439704
Name: params, dtype: float64, 'loglikelihood': 8.685278371926888, 'aic': -9.370556743853776, 'bic': np.float64(-9.586916147632522)}, 4420: {'params': mu          5.407419e+00
omega       5.684807e-02
alpha[1]    1.000000e+00
beta[1]     6.413207e-12
Name: params, dtype: float64, 'loglikelihood': -6.139887540058176, 'aic': 20.27977508011635, 'bic': np.float64(20.063415676337605)}, 4425: {'params': mu          5.672088
omega       0.000712
alpha[1]    0.000000
beta[1]     0.974463
Name: params, dtype: float64, 'loglikelihood': 3.4206510149607023, 'aic': 1.1586979700785953, 'bic': np.float64(0.9423385662998482)}, 4430: {'params': mu          5.816715
omega       0.032605
alpha[1]    0.000000
beta[1]     0.490274
Name: params, dtype: float64, 'loglikelihood': -0.6055373800745096, 'aic': 9.21107476014902, 'bic': np.float64(8.994715356370271)}, 4435: {'params': mu          5.463887e+00
omega       1.609103e-03
alpha[1]    2.207372e-13
beta[1]     7.839078e-01
Name: params, dtype: float64, 'loglikelihood': 0.32503859416093195, 'aic': 7.349922811678136, 'bic': np.float64(7.1335634078993895)}, 4440: {'params': mu          6.249304e+00
omega       1.967347e-09
alpha[1]    9.393091e-01
beta[1]     6.069086e-02
Name: params, dtype: float64, 'loglikelihood': -1.9267877887531313, 'aic': 11.853575577506263, 'bic': np.float64(11.637216173727516)}, 4445: {'params': mu          6.258644e+00
omega       4.065491e-02
alpha[1]    9.156222e-01
beta[1]     2.282536e-15
Name: params, dtype: float64, 'loglikelihood': -1.8646386940203135, 'aic': 11.729277388040627, 'bic': np.float64(11.512917984261879)}, 4450: {'params': mu          6.710477e+00
omega       1.971429e-09
alpha[1]    1.469755e-13
beta[1]     7.579171e-01
Name: params, dtype: float64, 'loglikelihood': -2.953904209115999, 'aic': 13.907808418231998, 'bic': np.float64(13.691449014453251)}, 4455: {'params': mu          6.721884e+00
omega       1.832031e-02
alpha[1]    7.132582e-01
beta[1]     1.458408e-09
Name: params, dtype: float64, 'loglikelihood': 0.022359215696587387, 'aic': 7.955281568606825, 'bic': np.float64(7.738922164828078)}, 4460: {'params': mu          5.869811e+00
omega       6.269388e-09
alpha[1]    3.243256e-16
beta[1]     9.675598e-01
Name: params, dtype: float64, 'loglikelihood': -8.27677519494034, 'aic': 24.55355038988068, 'bic': np.float64(24.337190986101934)}, 4465: {'params': mu          4.172476
omega       0.002077
alpha[1]    0.999948
beta[1]     0.000015
Name: params, dtype: float64, 'loglikelihood': -1.4653004701077226, 'aic': 10.930600940215445, 'bic': np.float64(10.714241536436699)}, 4470: {'params': mu          4.042956
omega       0.007867
alpha[1]    0.000000
beta[1]     0.419794
Name: params, dtype: float64, 'loglikelihood': 5.0396048847163275, 'aic': -2.079209769432655, 'bic': np.float64(-2.295569173211402)}, 4475: {'params': mu          3.850487e+00
omega       1.732130e-02
alpha[1]    1.000000e+00
beta[1]     6.414196e-13
Name: params, dtype: float64, 'loglikelihood': -1.1361515151529342, 'aic': 10.272303030305869, 'bic': np.float64(10.055943626527121)}, 4480: {'params': mu          3.213034e+00
omega       1.412013e-03
alpha[1]    8.318872e-01
beta[1]     3.330669e-16
Name: params, dtype: float64, 'loglikelihood': 11.49870108637193, 'aic': -14.997402172743861, 'bic': np.float64(-15.213761576522607)}, 4485: {'params': mu          3.080516e+00
omega       1.714286e-10
alpha[1]    6.598836e-15
beta[1]     9.043552e-01
Name: params, dtype: float64, 'loglikelihood': 4.476286240612044, 'aic': -0.9525724812240881, 'bic': np.float64(-1.1689318850028352)}, 4490: {'params': mu          2.974864e+00
omega       2.454569e-03
alpha[1]    1.000000e+00
beta[1]     2.605901e-10
Name: params, dtype: float64, 'loglikelihood': 6.516499956150536, 'aic': -5.032999912301072, 'bic': np.float64(-5.249359316079819)}, 4495: {'params': mu          2.841757
omega       0.002630
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 0.20861484100549654, 'aic': 7.582770317989007, 'bic': np.float64(7.36641091421026)}, 4500: {'params': mu          2.479878
omega       0.001768
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 8.046191363489479, 'aic': -8.092382726978958, 'bic': np.float64(-8.308742130757704)}, 4505: {'params': mu          2.234083e+00
omega       6.535990e-04
alpha[1]    5.494648e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 6.119010931184315, 'aic': -4.23802186236863, 'bic': np.float64(-4.454381266147377)}, 4510: {'params': mu          2.469979
omega       0.029071
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -2.3795234283477833, 'aic': 12.759046856695566, 'bic': np.float64(12.54268745291682)}, 4515: {'params': mu          2.985853e+00
omega       3.447184e-03
alpha[1]    6.821010e-16
beta[1]     5.392308e-01
Name: params, dtype: float64, 'loglikelihood': 7.470100759678931, 'aic': -6.940201519357862, 'bic': np.float64(-7.156560923136609)}, 4520: {'params': mu          3.018621
omega       0.001958
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 7.1909599539616025, 'aic': -6.381919907923205, 'bic': np.float64(-6.598279311701952)}, 4525: {'params': mu          3.294013e+00
omega       1.156377e-03
alpha[1]    1.502308e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 4.478454518494526, 'aic': -0.9569090369890514, 'bic': np.float64(-1.1732684407677985)}, 4530: {'params': mu          2.998902e+00
omega       2.663687e-02
alpha[1]    5.483980e-15
beta[1]     6.853208e-01
Name: params, dtype: float64, 'loglikelihood': -2.1389764064099173, 'aic': 12.277952812819834, 'bic': np.float64(12.061593409041087)}, 4535: {'params': mu          2.623193e+00
omega       1.338931e-09
alpha[1]    6.033491e-14
beta[1]     9.546256e-01
Name: params, dtype: float64, 'loglikelihood': -2.8474081844550616, 'aic': 13.694816368910123, 'bic': np.float64(13.478456965131375)}, 4540: {'params': mu          3.883936e+00
omega       1.517788e-02
alpha[1]    9.999999e-01
beta[1]     3.873499e-08
Name: params, dtype: float64, 'loglikelihood': -6.62260355805869, 'aic': 21.245207116117378, 'bic': np.float64(21.02884771233863)}, 4545: {'params': mu          4.056769
omega       0.004269
alpha[1]    0.009974
beta[1]     0.490322
Name: params, dtype: float64, 'loglikelihood': 6.890462087393932, 'aic': -5.780924174787865, 'bic': np.float64(-5.997283578566612)}, 4550: {'params': mu          4.976450
omega       0.000005
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -1.2622265802928516, 'aic': 10.524453160585704, 'bic': np.float64(10.308093756806956)}, 4555: {'params': mu          4.999894
omega       0.002667
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 7.449855843295219, 'aic': -6.899711686590438, 'bic': np.float64(-7.116071090369185)}, 4560: {'params': mu          4.998369e+00
omega       3.018287e-02
alpha[1]    9.755341e-01
beta[1]     1.281899e-30
Name: params, dtype: float64, 'loglikelihood': -1.2750892244181458, 'aic': 10.550178448836292, 'bic': np.float64(10.333819045057545)}, 4565: {'params': mu          5.559852e+00
omega       4.594669e-03
alpha[1]    9.552124e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -0.1943829134095566, 'aic': 8.388765826819114, 'bic': np.float64(8.172406423040366)}, 4570: {'params': mu          5.205504
omega       0.007912
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': -3.3228769175219908, 'aic': 14.645753835043982, 'bic': np.float64(14.429394431265234)}, 4575: {'params': mu          5.673406e+00
omega       2.307626e-02
alpha[1]    2.639943e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -5.581759025153911, 'aic': 19.16351805030782, 'bic': np.float64(18.947158646529076)}, 4580: {'params': mu          7.256580e+00
omega       2.083199e-01
alpha[1]    7.493127e-15
beta[1]     6.976640e-01
Name: params, dtype: float64, 'loglikelihood': -10.33068029829313, 'aic': 28.66136059658626, 'bic': np.float64(28.445001192807513)}, 4585: {'params': mu          8.439075e+00
omega       2.188692e-02
alpha[1]    1.000000e+00
beta[1]     8.706087e-16
Name: params, dtype: float64, 'loglikelihood': -0.821850852096374, 'aic': 9.643701704192749, 'bic': np.float64(9.427342300414)}, 4590: {'params': mu          8.894006e+00
omega       6.850285e-02
alpha[1]    1.000000e+00
beta[1]     3.085073e-11
Name: params, dtype: float64, 'loglikelihood': -6.864235615334598, 'aic': 21.728471230669197, 'bic': np.float64(21.51211182689045)}, 4595: {'params': mu          11.097870
omega        0.021356
alpha[1]     0.000000
beta[1]      0.748800
Name: params, dtype: float64, 'loglikelihood': -5.572734009860236, 'aic': 19.14546801972047, 'bic': np.float64(18.929108615941725)}, 4600: {'params': mu          10.976051
omega        0.008985
alpha[1]     1.000000
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': 0.3953892954176925, 'aic': 7.2092214091646145, 'bic': np.float64(6.992862005385868)}, 4605: {'params': mu          1.000803e+01
omega       3.412173e-09
alpha[1]    3.383620e-10
beta[1]     8.072003e-01
Name: params, dtype: float64, 'loglikelihood': -5.2444968240754495, 'aic': 18.4889936481509, 'bic': np.float64(18.272634244372153)}, 4610: {'params': mu          8.982940
omega       0.082789
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': -12.373793464440988, 'aic': 32.74758692888197, 'bic': np.float64(32.531227525103226)}, 4615: {'params': mu          11.734270
omega        0.053344
alpha[1]     0.000000
beta[1]      0.972322
Name: params, dtype: float64, 'loglikelihood': -13.319409964382762, 'aic': 34.63881992876553, 'bic': np.float64(34.422460524986775)}, 4620: {'params': mu          13.669353
omega        0.002518
alpha[1]     0.000000
beta[1]      1.000000
Name: params, dtype: float64, 'loglikelihood': -0.2635059059850431, 'aic': 8.527011811970086, 'bic': np.float64(8.31065240819134)}, 4625: {'params': mu          1.380472e+01
omega       2.979607e-10
alpha[1]    1.724659e-14
beta[1]     9.640771e-01
Name: params, dtype: float64, 'loglikelihood': 2.392048573584474, 'aic': 3.215902852831052, 'bic': np.float64(2.9995434490523047)}, 4630: {'params': mu          1.362992e+01
omega       3.922390e-03
alpha[1]    3.751285e-16
beta[1]     9.553969e-01
Name: params, dtype: float64, 'loglikelihood': 0.9806259601049092, 'aic': 6.038748079790182, 'bic': np.float64(5.8223886760114345)}, 4635: {'params': mu          14.036035
omega        0.009377
alpha[1]     0.000000
beta[1]      1.000000
Name: params, dtype: float64, 'loglikelihood': -2.7532458821585104, 'aic': 13.50649176431702, 'bic': np.float64(13.290132360538273)}, 4640: {'params': mu          1.435840e+01
omega       3.295375e-02
alpha[1]    2.662720e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -6.443424994723264, 'aic': 20.886849989446528, 'bic': np.float64(20.670490585667782)}, 4645: {'params': mu          1.489531e+01
omega       1.025307e-08
alpha[1]    1.354348e-16
beta[1]     9.656414e-01
Name: params, dtype: float64, 'loglikelihood': -9.991530982518235, 'aic': 27.98306196503647, 'bic': np.float64(27.766702561257723)}, 4650: {'params': mu          16.668691
omega        0.063335
alpha[1]     0.000000
beta[1]      0.718788
Name: params, dtype: float64, 'loglikelihood': -6.53950750890543, 'aic': 21.07901501781086, 'bic': np.float64(20.862655614032114)}, 4655: {'params': mu          1.749997e+01
omega       1.238045e-05
alpha[1]    1.000000e+00
beta[1]     2.618890e-12
Name: params, dtype: float64, 'loglikelihood': 19.277746721572164, 'aic': -30.55549344314433, 'bic': np.float64(-30.771852846923075)}, 4660: {'params': mu          1.735042e+01
omega       9.434228e-02
alpha[1]    1.936839e-17
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -9.939674322646349, 'aic': 27.879348645292698, 'bic': np.float64(27.66298924151395)}, 4665: {'params': mu          18.740636
omega        4.139283
alpha[1]     0.547050
beta[1]      0.000000
Name: params, dtype: float64, 'loglikelihood': -16.094811112038986, 'aic': 40.18962222407797, 'bic': np.float64(39.973262820299226)}, 4670: {'params': mu          2.231938e+01
omega       8.885630e+00
alpha[1]    1.561251e-17
beta[1]     6.622066e-01
Name: params, dtype: float64, 'loglikelihood': -21.773168312079946, 'aic': 51.54633662415989, 'bic': np.float64(51.329977220381146)}, 4675: {'params': mu          13.904432
omega        7.899080
alpha[1]     0.000000
beta[1]      0.495354
Name: params, dtype: float64, 'loglikelihood': -19.592200817542196, 'aic': 47.18440163508439, 'bic': np.float64(46.968042231305645)}, 4680: {'params': mu          8.651604e+00
omega       1.596482e-09
alpha[1]    1.117310e-12
beta[1]     8.026206e-01
Name: params, dtype: float64, 'loglikelihood': -2.5976077216766185, 'aic': 13.195215443353238, 'bic': np.float64(12.97885603957449)}, 4685: {'params': mu          7.587189
omega       0.456291
alpha[1]    0.000000
beta[1]     0.477947
Name: params, dtype: float64, 'loglikelihood': -9.47901806334426, 'aic': 26.95803612668852, 'bic': np.float64(26.741676722909773)}, 4690: {'params': mu          6.716640
omega       0.023055
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': -7.472695341264064, 'aic': 22.945390682528128, 'bic': np.float64(22.729031278749382)}, 4695: {'params': mu          7.112882
omega       0.051362
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': -8.720086429006475, 'aic': 25.44017285801295, 'bic': np.float64(25.223813454234204)}, 4700: {'params': mu          4.494717e+00
omega       1.210612e-08
alpha[1]    0.000000e+00
beta[1]     9.361379e-01
Name: params, dtype: float64, 'loglikelihood': -10.522701609775737, 'aic': 29.045403219551474, 'bic': np.float64(28.829043815772728)}, 4705: {'params': mu          3.363944
omega       0.010742
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 2.5976633935935958, 'aic': 2.8046732128128085, 'bic': np.float64(2.5883138090340614)}, 4710: {'params': mu          2.676926
omega       0.013934
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': -6.553871813147769, 'aic': 21.107743626295537, 'bic': np.float64(20.89138422251679)}, 4715: {'params': mu          1.610768e+00
omega       8.622455e-03
alpha[1]    1.000000e+00
beta[1]     7.493760e-13
Name: params, dtype: float64, 'loglikelihood': 1.6789413780539655, 'aic': 4.642117243892069, 'bic': np.float64(4.425757840113322)}, 4720: {'params': mu          1.162359e+00
omega       3.095153e-03
alpha[1]    4.162748e-14
beta[1]     6.525489e-01
Name: params, dtype: float64, 'loglikelihood': 5.285102288959159, 'aic': -2.570204577918318, 'bic': np.float64(-2.786563981697065)}, 4725: {'params': mu          9.566017e-01
omega       3.839176e-03
alpha[1]    1.228927e-14
beta[1]     4.894016e-01
Name: params, dtype: float64, 'loglikelihood': 6.901524761683775, 'aic': -5.80304952336755, 'bic': np.float64(-6.019408927146297)}, 4730: {'params': mu          7.648917e-01
omega       4.898192e-11
alpha[1]    1.074485e-13
beta[1]     9.063468e-01
Name: params, dtype: float64, 'loglikelihood': 8.92271663382668, 'aic': -9.845433267653359, 'bic': np.float64(-10.061792671432105)}, 4735: {'params': mu          0.758822
omega       0.001639
alpha[1]    0.316098
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 11.127204731896706, 'aic': -14.254409463793412, 'bic': np.float64(-14.470768867572158)}, 4740: {'params': mu          0.80
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4745: {'params': mu          0.842742
omega       0.001231
alpha[1]    0.199997
beta[1]     0.299990
Name: params, dtype: float64, 'loglikelihood': 11.11153053011505, 'aic': -14.223061060230101, 'bic': np.float64(-14.439420464008847)}, 4750: {'params': mu          7.857225e-01
omega       5.172382e-04
alpha[1]    1.878173e-15
beta[1]     6.153929e-01
Name: params, dtype: float64, 'loglikelihood': 13.547521349740093, 'aic': -19.095042699480185, 'bic': np.float64(-19.31140210325893)}, 4755: {'params': mu          8.991050e-01
omega       9.373633e-07
alpha[1]    4.937248e-01
beta[1]     2.492439e-06
Name: params, dtype: float64, 'loglikelihood': 22.694672360738988, 'aic': -37.389344721477975, 'bic': np.float64(-37.60570412525672)}, 4760: {'params': mu          0.90
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4765: {'params': mu          0.90
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4770: {'params': mu          9.123979e-01
omega       9.353398e-05
alpha[1]    2.799246e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 13.781282508249152, 'aic': -19.562565016498304, 'bic': np.float64(-19.77892442027705)}, 4775: {'params': mu          0.913949
omega       0.000081
alpha[1]    0.009983
beta[1]     0.969692
Name: params, dtype: float64, 'loglikelihood': 9.297520031153214, 'aic': -10.595040062306428, 'bic': np.float64(-10.811399466085174)}, 4780: {'params': mu          9.350035e-01
omega       6.954078e-04
alpha[1]    1.943854e-13
beta[1]     7.756345e-01
Name: params, dtype: float64, 'loglikelihood': 8.77969304074858, 'aic': -9.55938608149716, 'bic': np.float64(-9.775745485275905)}, 4785: {'params': mu          1.042844
omega       0.001264
alpha[1]    0.010081
beta[1]     0.490153
Name: params, dtype: float64, 'loglikelihood': 11.11058796749286, 'aic': -14.22117593498572, 'bic': np.float64(-14.437535338764466)}, 4790: {'params': mu          9.601413e-01
omega       7.755130e-11
alpha[1]    0.000000e+00
beta[1]     9.225485e-01
Name: params, dtype: float64, 'loglikelihood': 7.191596965831515, 'aic': -6.38319393166303, 'bic': np.float64(-6.599553335441777)}, 4795: {'params': mu          7.429727e-01
omega       1.672859e-02
alpha[1]    3.233787e-17
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': 4.383376568831201, 'aic': -0.7667531376624019, 'bic': np.float64(-0.983112541441149)}, 4800: {'params': mu          4.190039e-01
omega       1.061224e-10
alpha[1]    0.000000e+00
beta[1]     6.484593e-01
Name: params, dtype: float64, 'loglikelihood': 7.592260256007803, 'aic': -7.184520512015606, 'bic': np.float64(-7.400879915794353)}, 4805: {'params': mu          0.40
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4810: {'params': mu          0.357784
omega       0.001247
alpha[1]    0.200033
beta[1]     0.300008
Name: params, dtype: float64, 'loglikelihood': 11.116981141640009, 'aic': -14.233962283280018, 'bic': np.float64(-14.450321687058764)}, 4815: {'params': mu          3.411779e-01
omega       1.638631e-03
alpha[1]    3.160981e-01
beta[1]     1.665335e-16
Name: params, dtype: float64, 'loglikelihood': 11.12720472851234, 'aic': -14.254409457024678, 'bic': np.float64(-14.470768860803425)}, 4820: {'params': mu          0.30
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4825: {'params': mu          0.30
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4830: {'params': mu          0.30
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4835: {'params': mu          0.271852
omega       0.000478
alpha[1]    0.000000
beta[1]     0.797806
Name: params, dtype: float64, 'loglikelihood': 11.765997474982104, 'aic': -15.531994949964208, 'bic': np.float64(-15.748354353742954)}, 4840: {'params': mu          2.401215e-01
omega       2.448991e-11
alpha[1]    0.000000e+00
beta[1]     9.618932e-01
Name: params, dtype: float64, 'loglikelihood': 11.143662098393705, 'aic': -14.28732419678741, 'bic': np.float64(-14.503683600566156)}, 4845: {'params': mu          2.142881e-01
omega       1.227869e-03
alpha[1]    4.459684e-16
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': 13.535725522247738, 'aic': -19.071451044495475, 'bic': np.float64(-19.28781044827422)}, 4850: {'params': mu          0.20
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4855: {'params': mu          0.222141
omega       0.001231
alpha[1]    0.520608
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 12.119321825912705, 'aic': -16.23864365182541, 'bic': np.float64(-16.455003055604156)}, 4860: {'params': mu          0.257258
omega       0.001231
alpha[1]    0.199997
beta[1]     0.299990
Name: params, dtype: float64, 'loglikelihood': 11.111530529026886, 'aic': -14.223061058053773, 'bic': np.float64(-14.439420461832519)}, 4865: {'params': mu          0.30
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4870: {'params': mu          2.884626e-01
omega       1.108696e-04
alpha[1]    3.681307e-10
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 13.959587741867725, 'aic': -19.91917548373545, 'bic': np.float64(-20.135534887514197)}, 4875: {'params': mu          0.273351
omega       0.001567
alpha[1]    0.209667
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 11.827733812376682, 'aic': -15.655467624753364, 'bic': np.float64(-15.87182702853211)}, 4880: {'params': mu          0.242659
omega       0.001224
alpha[1]    0.199982
beta[1]     0.299978
Name: params, dtype: float64, 'loglikelihood': 11.112065464284443, 'aic': -14.224130928568886, 'bic': np.float64(-14.440490332347633)}, 4885: {'params': mu          0.257249
omega       0.002718
alpha[1]    0.009986
beta[1]     0.490081
Name: params, dtype: float64, 'loglikelihood': 8.38472945408247, 'aic': -8.769458908164939, 'bic': np.float64(-8.985818311943685)}, 4890: {'params': mu          0.20
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4895: {'params': mu          0.165063
omega       0.001123
alpha[1]    0.603942
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 11.219786419600265, 'aic': -14.43957283920053, 'bic': np.float64(-14.655932242979276)}, 4900: {'params': mu          0.10
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4905: {'params': mu          0.10
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4910: {'params': mu          0.10
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4915: {'params': mu          0.10
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4920: {'params': mu          0.10
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4925: {'params': mu          0.10
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4930: {'params': mu          0.10
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4935: {'params': mu          0.10
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4940: {'params': mu          0.10
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4945: {'params': mu          0.10
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4950: {'params': mu          0.10
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4955: {'params': mu          0.10
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4960: {'params': mu          0.10
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}}}
Predicciones Volatilidad_14: {14: {0: array([1.65845564e-05, 1.91050705e-05, 2.03652687e-05, 2.09953385e-05,
       2.13103587e-05, 2.14678614e-05, 2.15466091e-05, 2.15859811e-05,
       2.16056662e-05, 2.16155083e-05, 2.16204291e-05, 2.16228894e-05,
       2.16241195e-05, 2.16247345e-05, 2.16250420e-05, 2.16251957e-05,
       2.16252726e-05, 2.16253110e-05, 2.16253302e-05, 2.16253398e-05,
       2.16253446e-05, 2.16253470e-05, 2.16253482e-05, 2.16253488e-05,
       2.16253491e-05, 2.16253493e-05, 2.16253494e-05, 2.16253494e-05]), 5: array([6.10460560e-06, 6.33686315e-06, 6.45299201e-06, 6.51105649e-06,
       6.54008875e-06, 6.55460489e-06, 6.56186297e-06, 6.56549201e-06,
       6.56730653e-06, 6.56821380e-06, 6.56866743e-06, 6.56889424e-06,
       6.56900765e-06, 6.56906435e-06, 6.56909271e-06, 6.56910688e-06,
       6.56911397e-06, 6.56911751e-06, 6.56911929e-06, 6.56912017e-06,
       6.56912062e-06, 6.56912084e-06, 6.56912095e-06, 6.56912100e-06,
       6.56912103e-06, 6.56912104e-06, 6.56912105e-06, 6.56912105e-06]), 10: array([3.11535831e-05, 2.98674097e-05, 2.87098531e-05, 2.76680517e-05,
       2.67304299e-05, 2.58865700e-05, 2.51270956e-05, 2.44435684e-05,
       2.38283936e-05, 2.32747360e-05, 2.27764439e-05, 2.23279809e-05,
       2.19243639e-05, 2.15611085e-05, 2.12341784e-05, 2.09399412e-05,
       2.06751276e-05, 2.04367953e-05, 2.02222960e-05, 2.00292466e-05,
       1.98555021e-05, 1.96991320e-05, 1.95583987e-05, 1.94317388e-05,
       1.93177448e-05, 1.92151501e-05, 1.91228149e-05, 1.90397131e-05]), 15: array([1.11132822e-04, 8.85849871e-05, 7.73106782e-05, 7.16733280e-05,
       6.88545550e-05, 6.74451195e-05, 6.67403773e-05, 6.63879940e-05,
       6.62117962e-05, 6.61236942e-05, 6.60796417e-05, 6.60576147e-05,
       6.60466008e-05, 6.60410937e-05, 6.60383400e-05, 6.60369631e-05,
       6.60362747e-05, 6.60359304e-05, 6.60357583e-05, 6.60356722e-05,
       6.60356292e-05, 6.60356077e-05, 6.60355969e-05, 6.60355916e-05,
       6.60355889e-05, 6.60355875e-05, 6.60355868e-05, 6.60355865e-05]), 20: array([3.95326672e-05, 4.17799214e-05, 4.29032224e-05, 4.34647099e-05,
       4.37453722e-05, 4.38856626e-05, 4.39557875e-05, 4.39908397e-05,
       4.40083607e-05, 4.40171187e-05, 4.40214964e-05, 4.40236847e-05,
       4.40247785e-05, 4.40253252e-05, 4.40255985e-05, 4.40257351e-05,
       4.40258034e-05, 4.40258375e-05, 4.40258546e-05, 4.40258631e-05,
       4.40258674e-05, 4.40258695e-05, 4.40258705e-05, 4.40258711e-05,
       4.40258713e-05, 4.40258715e-05, 4.40258715e-05, 4.40258716e-05]), 25: array([6.72630109e-06, 7.98435075e-06, 8.86498455e-06, 9.48142753e-06,
       9.91293714e-06, 1.02149935e-05, 1.04264328e-05, 1.05744401e-05,
       1.06780451e-05, 1.07505685e-05, 1.08013349e-05, 1.08368713e-05,
       1.08617467e-05, 1.08791595e-05, 1.08913485e-05, 1.08998807e-05,
       1.09058533e-05, 1.09100341e-05, 1.09129606e-05, 1.09150092e-05,
       1.09164432e-05, 1.09174470e-05, 1.09181497e-05, 1.09186416e-05,
       1.09189859e-05, 1.09192269e-05, 1.09193956e-05, 1.09195137e-05]), 30: array([3.49378276e-07, 3.48543998e-07, 3.48126858e-07, 3.47918289e-07,
       3.47814004e-07, 3.47761862e-07, 3.47735790e-07, 3.47722755e-07,
       3.47716237e-07, 3.47712978e-07, 3.47711349e-07, 3.47710534e-07,
       3.47710126e-07, 3.47709923e-07, 3.47709821e-07, 3.47709770e-07,
       3.47709745e-07, 3.47709732e-07, 3.47709725e-07, 3.47709722e-07,
       3.47709721e-07, 3.47709720e-07, 3.47709720e-07, 3.47709719e-07,
       3.47709719e-07, 3.47709719e-07, 3.47709719e-07, 3.47709719e-07]), 35: array([3.09078587e-07, 3.08632634e-07, 3.08320467e-07, 3.08101950e-07,
       3.07948989e-07, 3.07841915e-07, 3.07766964e-07, 3.07714498e-07,
       3.07677772e-07, 3.07652064e-07, 3.07634068e-07, 3.07621471e-07,
       3.07612653e-07, 3.07606480e-07, 3.07602160e-07, 3.07599135e-07,
       3.07597018e-07, 3.07595536e-07, 3.07594498e-07, 3.07593772e-07,
       3.07593264e-07, 3.07592908e-07, 3.07592659e-07, 3.07592485e-07,
       3.07592363e-07, 3.07592277e-07, 3.07592217e-07, 3.07592175e-07]), 40: array([1.72729938e-05, 1.47470349e-05, 1.29785642e-05, 1.17404250e-05,
       1.08735807e-05, 1.02666870e-05, 9.84178942e-06, 9.54431073e-06,
       9.33604038e-06, 9.19022645e-06, 9.08813940e-06, 9.01666637e-06,
       8.96662677e-06, 8.93159311e-06, 8.90706540e-06, 8.88989310e-06,
       8.87787045e-06, 8.86945317e-06, 8.86356007e-06, 8.85943421e-06,
       8.85654561e-06, 8.85452325e-06, 8.85310736e-06, 8.85211607e-06,
       8.85142205e-06, 8.85093615e-06, 8.85059597e-06, 8.85035780e-06]), 45: array([8.67663560e-06, 9.45653455e-06, 9.84648448e-06, 1.00414597e-05,
       1.01389474e-05, 1.01876913e-05, 1.02120633e-05, 1.02242493e-05,
       1.02303423e-05, 1.02333888e-05, 1.02349121e-05, 1.02356737e-05,
       1.02360545e-05, 1.02362449e-05, 1.02363401e-05, 1.02363877e-05,
       1.02364115e-05, 1.02364234e-05, 1.02364294e-05, 1.02364323e-05,
       1.02364338e-05, 1.02364346e-05, 1.02364349e-05, 1.02364351e-05,
       1.02364352e-05, 1.02364353e-05, 1.02364353e-05, 1.02364353e-05]), 50: array([2.38605351e-05, 2.00613696e-05, 1.74017232e-05, 1.55398093e-05,
       1.42363566e-05, 1.33238606e-05, 1.26850580e-05, 1.22378574e-05,
       1.19247898e-05, 1.17056236e-05, 1.15521939e-05, 1.14447838e-05,
       1.13695902e-05, 1.13169501e-05, 1.12800988e-05, 1.12543007e-05,
       1.12362405e-05, 1.12235972e-05, 1.12147462e-05, 1.12085499e-05,
       1.12042121e-05, 1.12011754e-05, 1.11990496e-05, 1.11975613e-05,
       1.11965194e-05, 1.11957901e-05, 1.11952795e-05, 1.11949220e-05]), 55: array([1.76795019e-05, 1.65246862e-05, 1.59472656e-05, 1.56585489e-05,
       1.55141874e-05, 1.54420050e-05, 1.54059130e-05, 1.53878666e-05,
       1.53788432e-05, 1.53743314e-05, 1.53720755e-05, 1.53709475e-05,
       1.53703835e-05, 1.53701015e-05, 1.53699605e-05, 1.53698900e-05,
       1.53698547e-05, 1.53698371e-05, 1.53698283e-05, 1.53698239e-05,
       1.53698216e-05, 1.53698205e-05, 1.53698200e-05, 1.53698197e-05,
       1.53698196e-05, 1.53698195e-05, 1.53698195e-05, 1.53698195e-05]), 60: array([1.25381945e-05, 1.09686652e-05, 1.01838997e-05, 9.79151658e-06,
       9.59532483e-06, 9.49722885e-06, 9.44818082e-06, 9.42365677e-06,
       9.41139474e-06, 9.40526372e-06, 9.40219820e-06, 9.40066544e-06,
       9.39989906e-06, 9.39951587e-06, 9.39932428e-06, 9.39922848e-06,
       9.39918058e-06, 9.39915663e-06, 9.39914466e-06, 9.39913867e-06,
       9.39913567e-06, 9.39913418e-06, 9.39913343e-06, 9.39913306e-06,
       9.39913287e-06, 9.39913277e-06, 9.39913273e-06, 9.39913270e-06]), 65: array([4.95893699e-05, 4.02465736e-05, 3.39467418e-05, 2.96987759e-05,
       2.68343797e-05, 2.49029222e-05, 2.36005436e-05, 2.27223520e-05,
       2.21301888e-05, 2.17308942e-05, 2.14616505e-05, 2.12801000e-05,
       2.11576807e-05, 2.10751337e-05, 2.10194723e-05, 2.09819400e-05,
       2.09566319e-05, 2.09395668e-05, 2.09280598e-05, 2.09203006e-05,
       2.09150687e-05, 2.09115408e-05, 2.09091619e-05, 2.09075578e-05,
       2.09064762e-05, 2.09057469e-05, 2.09052551e-05, 2.09049235e-05]), 70: array([3.31747539e-05, 3.15513374e-05, 3.07396253e-05, 3.03337675e-05,
       3.01308376e-05, 3.00293722e-05, 2.99786392e-05, 2.99532726e-05,
       2.99405893e-05, 2.99342476e-05, 2.99310767e-05, 2.99294913e-05,
       2.99286985e-05, 2.99283022e-05, 2.99281040e-05, 2.99280049e-05,
       2.99279554e-05, 2.99279306e-05, 2.99279182e-05, 2.99279120e-05,
       2.99279089e-05, 2.99279074e-05, 2.99279066e-05, 2.99279062e-05,
       2.99279060e-05, 2.99279059e-05, 2.99279059e-05, 2.99279058e-05]), 75: array([9.89450736e-06, 1.07632543e-05, 1.11976271e-05, 1.14148133e-05,
       1.15234062e-05, 1.15777026e-05, 1.16048507e-05, 1.16184248e-05,
       1.16252118e-05, 1.16286053e-05, 1.16303020e-05, 1.16311504e-05,
       1.16315746e-05, 1.16317867e-05, 1.16318927e-05, 1.16319458e-05,
       1.16319723e-05, 1.16319855e-05, 1.16319922e-05, 1.16319955e-05,
       1.16319971e-05, 1.16319980e-05, 1.16319984e-05, 1.16319986e-05,
       1.16319987e-05, 1.16319987e-05, 1.16319988e-05, 1.16319988e-05]), 80: array([9.98352275e-06, 8.36709125e-06, 7.55872873e-06, 7.15447408e-06,
       6.95231005e-06, 6.85120968e-06, 6.80065032e-06, 6.77536604e-06,
       6.76272161e-06, 6.75639825e-06, 6.75323599e-06, 6.75165458e-06,
       6.75086373e-06, 6.75046823e-06, 6.75027044e-06, 6.75017153e-06,
       6.75012207e-06, 6.75009733e-06, 6.75008496e-06, 6.75007878e-06,
       6.75007568e-06, 6.75007414e-06, 6.75007336e-06, 6.75007297e-06,
       6.75007278e-06, 6.75007268e-06, 6.75007264e-06, 6.75007261e-06]), 85: array([1.65648444e-05, 1.43543487e-05, 1.32490981e-05, 1.26964714e-05,
       1.24201574e-05, 1.22820000e-05, 1.22129212e-05, 1.21783817e-05,
       1.21611119e-05, 1.21524770e-05, 1.21481595e-05, 1.21460008e-05,
       1.21449214e-05, 1.21443817e-05, 1.21441119e-05, 1.21439769e-05,
       1.21439095e-05, 1.21438757e-05, 1.21438589e-05, 1.21438504e-05,
       1.21438462e-05, 1.21438441e-05, 1.21438431e-05, 1.21438425e-05,
       1.21438423e-05, 1.21438421e-05, 1.21438421e-05, 1.21438421e-05]), 90: array([6.51641644e-06, 6.54998525e-06, 6.57348340e-06, 6.58993210e-06,
       6.60144619e-06, 6.60950604e-06, 6.61514794e-06, 6.61909726e-06,
       6.62186179e-06, 6.62379695e-06, 6.62515157e-06, 6.62609980e-06,
       6.62676356e-06, 6.62722820e-06, 6.62755344e-06, 6.62778111e-06,
       6.62794048e-06, 6.62805204e-06, 6.62813013e-06, 6.62818479e-06,
       6.62822305e-06, 6.62824984e-06, 6.62826859e-06, 6.62828171e-06,
       6.62829090e-06, 6.62829733e-06, 6.62830183e-06, 6.62830498e-06]), 95: array([2.27703069e-05, 1.85186044e-05, 1.63927477e-05, 1.53298167e-05,
       1.47983498e-05, 1.45326157e-05, 1.43997483e-05, 1.43333144e-05,
       1.43000974e-05, 1.42834888e-05, 1.42751845e-05, 1.42710324e-05,
       1.42689563e-05, 1.42679182e-05, 1.42673992e-05, 1.42671397e-05,
       1.42670100e-05, 1.42669451e-05, 1.42669126e-05, 1.42668964e-05,
       1.42668883e-05, 1.42668842e-05, 1.42668822e-05, 1.42668812e-05,
       1.42668807e-05, 1.42668804e-05, 1.42668803e-05, 1.42668803e-05]), 100: array([1.01325178e-05, 1.16185136e-05, 1.26587078e-05, 1.33868419e-05,
       1.38965343e-05, 1.42533181e-05, 1.45030661e-05, 1.46778893e-05,
       1.48002651e-05, 1.48859280e-05, 1.49458919e-05, 1.49878665e-05,
       1.50172486e-05, 1.50378160e-05, 1.50522132e-05, 1.50622912e-05,
       1.50693458e-05, 1.50742840e-05, 1.50777407e-05, 1.50801604e-05,
       1.50818542e-05, 1.50830398e-05, 1.50838698e-05, 1.50844507e-05,
       1.50848574e-05, 1.50851421e-05, 1.50853413e-05, 1.50854808e-05]), 105: array([2.76819569e-05, 1.95379120e-05, 1.54658823e-05, 1.34298638e-05,
       1.24118527e-05, 1.19028463e-05, 1.16483426e-05, 1.15210906e-05,
       1.14574644e-05, 1.14256513e-05, 1.14097447e-05, 1.14017914e-05,
       1.13978147e-05, 1.13958264e-05, 1.13948322e-05, 1.13943351e-05,
       1.13940866e-05, 1.13939623e-05, 1.13939002e-05, 1.13938691e-05,
       1.13938536e-05, 1.13938458e-05, 1.13938419e-05, 1.13938400e-05,
       1.13938390e-05, 1.13938385e-05, 1.13938383e-05, 1.13938382e-05]), 110: array([2.12578830e-05, 2.12159914e-05, 2.11950457e-05, 2.11845728e-05,
       2.11793364e-05, 2.11767181e-05, 2.11754090e-05, 2.11747545e-05,
       2.11744272e-05, 2.11742636e-05, 2.11741817e-05, 2.11741408e-05,
       2.11741204e-05, 2.11741102e-05, 2.11741050e-05, 2.11741025e-05,
       2.11741012e-05, 2.11741006e-05, 2.11741002e-05, 2.11741001e-05,
       2.11741000e-05, 2.11741000e-05, 2.11740999e-05, 2.11740999e-05,
       2.11740999e-05, 2.11740999e-05, 2.11740999e-05, 2.11740999e-05]), 115: array([7.95497174e-06, 8.60582854e-06, 9.06142783e-06, 9.38034700e-06,
       9.60359019e-06, 9.75986025e-06, 9.86924918e-06, 9.94582135e-06,
       9.99942182e-06, 1.00369421e-05, 1.00632063e-05, 1.00815912e-05,
       1.00944606e-05, 1.01034692e-05, 1.01097752e-05, 1.01141894e-05,
       1.01172793e-05, 1.01194423e-05, 1.01209563e-05, 1.01220162e-05,
       1.01227581e-05, 1.01232774e-05, 1.01236409e-05, 1.01238954e-05,
       1.01240735e-05, 1.01241982e-05, 1.01242855e-05, 1.01243466e-05]), 120: array([7.90401735e-05, 5.91069038e-05, 4.91402033e-05, 4.41568204e-05,
       4.16651125e-05, 4.04192504e-05, 3.97963152e-05, 3.94848456e-05,
       3.93291098e-05, 3.92512413e-05, 3.92123069e-05, 3.91928395e-05,
       3.91831057e-05, 3.91782388e-05, 3.91758054e-05, 3.91745886e-05,
       3.91739803e-05, 3.91736761e-05, 3.91735240e-05, 3.91734479e-05,
       3.91734099e-05, 3.91733909e-05, 3.91733814e-05, 3.91733766e-05,
       3.91733742e-05, 3.91733731e-05, 3.91733725e-05, 3.91733722e-05]), 125: array([3.43078019e-05, 3.82971108e-05, 4.05132277e-05, 4.17443117e-05,
       4.24281961e-05, 4.28081035e-05, 4.30191474e-05, 4.31363852e-05,
       4.32015125e-05, 4.32376916e-05, 4.32577896e-05, 4.32689543e-05,
       4.32751564e-05, 4.32786018e-05, 4.32805158e-05, 4.32815790e-05,
       4.32821696e-05, 4.32824978e-05, 4.32826800e-05, 4.32827813e-05,
       4.32828375e-05, 4.32828688e-05, 4.32828861e-05, 4.32828958e-05,
       4.32829011e-05, 4.32829041e-05, 4.32829058e-05, 4.32829067e-05]), 130: array([7.40836242e-05, 6.54468836e-05, 5.93752352e-05, 5.51068525e-05,
       5.21061697e-05, 4.99966829e-05, 4.85137088e-05, 4.74711746e-05,
       4.67382707e-05, 4.62230376e-05, 4.58608275e-05, 4.56061930e-05,
       4.54271843e-05, 4.53013409e-05, 4.52128726e-05, 4.51506792e-05,
       4.51069571e-05, 4.50762204e-05, 4.50546124e-05, 4.50394219e-05,
       4.50287430e-05, 4.50212357e-05, 4.50159580e-05, 4.50122478e-05,
       4.50096395e-05, 4.50078059e-05, 4.50065169e-05, 4.50056107e-05]), 135: array([3.72363370e-05, 4.21564067e-05, 4.56004310e-05, 4.80112309e-05,
       4.96987788e-05, 5.08800540e-05, 5.17069407e-05, 5.22857573e-05,
       5.26909261e-05, 5.29745422e-05, 5.31730721e-05, 5.33120420e-05,
       5.34093202e-05, 5.34774145e-05, 5.35250802e-05, 5.35584459e-05,
       5.35818018e-05, 5.35981508e-05, 5.36095950e-05, 5.36176058e-05,
       5.36232134e-05, 5.36271387e-05, 5.36298864e-05, 5.36318097e-05,
       5.36331561e-05, 5.36340985e-05, 5.36347582e-05, 5.36352200e-05]), 140: array([1.32408293e-06, 1.02394893e-06, 8.73881915e-07, 7.98848401e-07,
       7.61331640e-07, 7.42573257e-07, 7.33194065e-07, 7.28504468e-07,
       7.26159670e-07, 7.24987270e-07, 7.24401071e-07, 7.24107971e-07,
       7.23961421e-07, 7.23888146e-07, 7.23851508e-07, 7.23833190e-07,
       7.23824030e-07, 7.23819451e-07, 7.23817161e-07, 7.23816016e-07,
       7.23815443e-07, 7.23815157e-07, 7.23815014e-07, 7.23814942e-07,
       7.23814907e-07, 7.23814889e-07, 7.23814880e-07, 7.23814875e-07]), 145: array([4.46988764e-05, 4.25727426e-05, 4.06592214e-05, 3.89370516e-05,
       3.73870983e-05, 3.59921397e-05, 3.47366766e-05, 3.36067593e-05,
       3.25898333e-05, 3.16745996e-05, 3.08508890e-05, 3.01095491e-05,
       2.94423430e-05, 2.88418572e-05, 2.83014198e-05, 2.78150260e-05,
       2.73772714e-05, 2.69832921e-05, 2.66287105e-05, 2.63095871e-05,
       2.60223758e-05, 2.57638856e-05, 2.55312443e-05, 2.53218671e-05,
       2.51334275e-05, 2.49638318e-05, 2.48111956e-05, 2.46738230e-05]), 150: array([2.35179693e-05, 2.63103590e-05, 2.77065580e-05, 2.84046595e-05,
       2.87537113e-05, 2.89282377e-05, 2.90155012e-05, 2.90591331e-05,
       2.90809491e-05, 2.90918571e-05, 2.90973111e-05, 2.91000381e-05,
       2.91014016e-05, 2.91020834e-05, 2.91024243e-05, 2.91025947e-05,
       2.91026800e-05, 2.91027226e-05, 2.91027439e-05, 2.91027545e-05,
       2.91027598e-05, 2.91027625e-05, 2.91027638e-05, 2.91027645e-05,
       2.91027648e-05, 2.91027650e-05, 2.91027651e-05, 2.91027651e-05]), 155: array([2.22092786e-06, 2.23495191e-06, 2.24196394e-06, 2.24546995e-06,
       2.24722296e-06, 2.24809946e-06, 2.24853771e-06, 2.24875683e-06,
       2.24886640e-06, 2.24892118e-06, 2.24894857e-06, 2.24896227e-06,
       2.24896911e-06, 2.24897254e-06, 2.24897425e-06, 2.24897510e-06,
       2.24897553e-06, 2.24897575e-06, 2.24897585e-06, 2.24897591e-06,
       2.24897593e-06, 2.24897595e-06, 2.24897595e-06, 2.24897596e-06,
       2.24897596e-06, 2.24897596e-06, 2.24897596e-06, 2.24897596e-06]), 160: array([5.58813250e-07, 6.34905685e-07, 7.03388874e-07, 7.65023740e-07,
       8.20495118e-07, 8.70419355e-07, 9.15351166e-07, 9.55789795e-07,
       9.92184558e-07, 1.02493984e-06, 1.05441960e-06, 1.08095138e-06,
       1.10482998e-06, 1.12632072e-06, 1.14566238e-06, 1.16306988e-06,
       1.17873662e-06, 1.19283669e-06, 1.20552676e-06, 1.21694781e-06,
       1.22722676e-06, 1.23647782e-06, 1.24480377e-06, 1.25229712e-06,
       1.25904114e-06, 1.26511076e-06, 1.27057341e-06, 1.27548980e-06]), 165: array([6.28374147e-06, 5.28473776e-06, 4.58543497e-06, 4.09592290e-06,
       3.75326435e-06, 3.51340331e-06, 3.34550054e-06, 3.22796857e-06,
       3.14569616e-06, 3.08810547e-06, 3.04779197e-06, 3.01957251e-06,
       2.99981889e-06, 2.98599135e-06, 2.97631207e-06, 2.96953657e-06,
       2.96479372e-06, 2.96147372e-06, 2.95914972e-06, 2.95752292e-06,
       2.95638416e-06, 2.95558703e-06, 2.95502904e-06, 2.95463845e-06,
       2.95436503e-06, 2.95417364e-06, 2.95403966e-06, 2.95394588e-06]), 170: array([3.31573170e-06, 3.80387159e-06, 4.04794141e-06, 4.16997626e-06,
       4.23099365e-06, 4.26150234e-06, 4.27675667e-06, 4.28438383e-06,
       4.28819741e-06, 4.29010420e-06, 4.29105759e-06, 4.29153429e-06,
       4.29177264e-06, 4.29189181e-06, 4.29195140e-06, 4.29198119e-06,
       4.29199609e-06, 4.29200354e-06, 4.29200726e-06, 4.29200912e-06,
       4.29201005e-06, 4.29201052e-06, 4.29201075e-06, 4.29201087e-06,
       4.29201093e-06, 4.29201096e-06, 4.29201097e-06, 4.29201098e-06]), 175: array([2.15698424e-06, 2.54005408e-06, 2.73158895e-06, 2.82735636e-06,
       2.87524005e-06, 2.89918189e-06, 2.91115280e-06, 2.91713826e-06,
       2.92013099e-06, 2.92162735e-06, 2.92237553e-06, 2.92274962e-06,
       2.92293667e-06, 2.92303019e-06, 2.92307695e-06, 2.92310033e-06,
       2.92311202e-06, 2.92311787e-06, 2.92312079e-06, 2.92312225e-06,
       2.92312298e-06, 2.92312335e-06, 2.92312353e-06, 2.92312362e-06,
       2.92312367e-06, 2.92312369e-06, 2.92312370e-06, 2.92312371e-06]), 180: array([3.82538908e-06, 3.70099072e-06, 3.63879156e-06, 3.60769199e-06,
       3.59214220e-06, 3.58436731e-06, 3.58047987e-06, 3.57853615e-06,
       3.57756429e-06, 3.57707836e-06, 3.57683539e-06, 3.57671391e-06,
       3.57665317e-06, 3.57662280e-06, 3.57660761e-06, 3.57660002e-06,
       3.57659622e-06, 3.57659432e-06, 3.57659338e-06, 3.57659290e-06,
       3.57659266e-06, 3.57659255e-06, 3.57659249e-06, 3.57659246e-06,
       3.57659244e-06, 3.57659243e-06, 3.57659243e-06, 3.57659243e-06]), 185: array([2.90598615e-05, 2.42021324e-05, 2.17732518e-05, 2.05588035e-05,
       1.99515753e-05, 1.96479592e-05, 1.94961501e-05, 1.94202451e-05,
       1.93822923e-05, 1.93633158e-05, 1.93538275e-05, 1.93490833e-05,
       1.93467112e-05, 1.93455251e-05, 1.93449321e-05, 1.93446356e-05,
       1.93444873e-05, 1.93444132e-05, 1.93443761e-05, 1.93443576e-05,
       1.93443483e-05, 1.93443437e-05, 1.93443414e-05, 1.93443402e-05,
       1.93443396e-05, 1.93443394e-05, 1.93443392e-05, 1.93443391e-05]), 190: array([9.97821589e-06, 1.17075121e-05, 1.29180174e-05, 1.37653698e-05,
       1.43585154e-05, 1.47737167e-05, 1.50643571e-05, 1.52678051e-05,
       1.54102184e-05, 1.55099076e-05, 1.55796899e-05, 1.56285374e-05,
       1.56627306e-05, 1.56866659e-05, 1.57034205e-05, 1.57151487e-05,
       1.57233584e-05, 1.57291052e-05, 1.57331280e-05, 1.57359439e-05,
       1.57379151e-05, 1.57392949e-05, 1.57402607e-05, 1.57409368e-05,
       1.57414101e-05, 1.57417414e-05, 1.57419733e-05, 1.57421356e-05]), 195: array([8.71540128e-06, 6.14661373e-06, 4.86221937e-06, 4.22002189e-06,
       3.89892301e-06, 3.73837349e-06, 3.65809870e-06, 3.61796128e-06,
       3.59789257e-06, 3.58785820e-06, 3.58284102e-06, 3.58033243e-06,
       3.57907813e-06, 3.57845098e-06, 3.57813741e-06, 3.57798062e-06,
       3.57790223e-06, 3.57786303e-06, 3.57784343e-06, 3.57783363e-06,
       3.57782873e-06, 3.57782628e-06, 3.57782506e-06, 3.57782444e-06,
       3.57782414e-06, 3.57782398e-06, 3.57782391e-06, 3.57782387e-06]), 200: array([3.44006223e-06, 3.88383053e-06, 4.10346292e-06, 4.21216465e-06,
       4.26596394e-06, 4.29259060e-06, 4.30576881e-06, 4.31229106e-06,
       4.31551908e-06, 4.31711671e-06, 4.31790742e-06, 4.31829877e-06,
       4.31849245e-06, 4.31858831e-06, 4.31863576e-06, 4.31865924e-06,
       4.31867086e-06, 4.31867661e-06, 4.31867946e-06, 4.31868086e-06,
       4.31868156e-06, 4.31868191e-06, 4.31868208e-06, 4.31868216e-06,
       4.31868220e-06, 4.31868223e-06, 4.31868224e-06, 4.31868224e-06]), 205: array([3.42244992e-06, 4.08732559e-06, 4.41976318e-06, 4.58598185e-06,
       4.66909112e-06, 4.71064572e-06, 4.73142300e-06, 4.74181164e-06,
       4.74700595e-06, 4.74960311e-06, 4.75090168e-06, 4.75155097e-06,
       4.75187562e-06, 4.75203794e-06, 4.75211910e-06, 4.75215968e-06,
       4.75217997e-06, 4.75219011e-06, 4.75219519e-06, 4.75219772e-06,
       4.75219899e-06, 4.75219962e-06, 4.75219994e-06, 4.75220010e-06,
       4.75220018e-06, 4.75220022e-06, 4.75220024e-06, 4.75220025e-06]), 210: array([9.29975282e-05, 8.20428080e-05, 7.38946907e-05, 6.78341237e-05,
       6.33262758e-05, 5.99733400e-05, 5.74794275e-05, 5.56244561e-05,
       5.42447290e-05, 5.32184884e-05, 5.24551709e-05, 5.18874157e-05,
       5.14651195e-05, 5.11510157e-05, 5.09173855e-05, 5.07436113e-05,
       5.06143582e-05, 5.05182198e-05, 5.04467120e-05, 5.03935246e-05,
       5.03539638e-05, 5.03245385e-05, 5.03026519e-05, 5.02863727e-05,
       5.02742643e-05, 5.02652580e-05, 5.02585591e-05, 5.02535765e-05]), 215: array([3.15995875e-05, 3.52847764e-05, 3.78633107e-05, 3.96675164e-05,
       4.09299228e-05, 4.18132311e-05, 4.24312837e-05, 4.28637365e-05,
       4.31663245e-05, 4.33780460e-05, 4.35261879e-05, 4.36298431e-05,
       4.37023709e-05, 4.37531187e-05, 4.37886271e-05, 4.38134724e-05,
       4.38308566e-05, 4.38430205e-05, 4.38515315e-05, 4.38574867e-05,
       4.38616536e-05, 4.38645691e-05, 4.38666092e-05, 4.38680366e-05,
       4.38690353e-05, 4.38697342e-05, 4.38702232e-05, 4.38705653e-05]), 220: array([8.23714582e-06, 9.43321804e-06, 1.02704669e-05, 1.08565400e-05,
       1.12667904e-05, 1.15539650e-05, 1.17549869e-05, 1.18957019e-05,
       1.19942023e-05, 1.20631524e-05, 1.21114173e-05, 1.21452027e-05,
       1.21688525e-05, 1.21854073e-05, 1.21969956e-05, 1.22051074e-05,
       1.22107857e-05, 1.22147604e-05, 1.22175428e-05, 1.22194904e-05,
       1.22208538e-05, 1.22218081e-05, 1.22224761e-05, 1.22229437e-05,
       1.22232711e-05, 1.22235002e-05, 1.22236606e-05, 1.22237729e-05]), 225: array([1.52678775e-06, 1.53767707e-06, 1.54312173e-06, 1.54584406e-06,
       1.54720522e-06, 1.54788580e-06, 1.54822610e-06, 1.54839624e-06,
       1.54848131e-06, 1.54852385e-06, 1.54854512e-06, 1.54855575e-06,
       1.54856107e-06, 1.54856373e-06, 1.54856506e-06, 1.54856572e-06,
       1.54856606e-06, 1.54856622e-06, 1.54856630e-06, 1.54856635e-06,
       1.54856637e-06, 1.54856638e-06, 1.54856638e-06, 1.54856638e-06,
       1.54856639e-06, 1.54856639e-06, 1.54856639e-06, 1.54856639e-06]), 230: array([1.53574691e-05, 1.28196140e-05, 1.10431151e-05, 9.79956561e-06,
       8.92908076e-06, 8.31974122e-06, 7.89320345e-06, 7.59462694e-06,
       7.38562334e-06, 7.23932079e-06, 7.13690898e-06, 7.06522069e-06,
       7.01503888e-06, 6.97991161e-06, 6.95532251e-06, 6.93811014e-06,
       6.92606148e-06, 6.91762741e-06, 6.91172356e-06, 6.90759087e-06,
       6.90469798e-06, 6.90267296e-06, 6.90125545e-06, 6.90026318e-06,
       6.89956860e-06, 6.89908239e-06, 6.89874205e-06, 6.89850381e-06]), 235: array([7.07322166e-06, 7.92143266e-06, 8.34554472e-06, 8.55760403e-06,
       8.66363532e-06, 8.71665179e-06, 8.74316043e-06, 8.75641495e-06,
       8.76304232e-06, 8.76635605e-06, 8.76801295e-06, 8.76884141e-06,
       8.76925564e-06, 8.76946276e-06, 8.76956632e-06, 8.76961811e-06,
       8.76964400e-06, 8.76965694e-06, 8.76966342e-06, 8.76966665e-06,
       8.76966827e-06, 8.76966908e-06, 8.76966949e-06, 8.76966969e-06,
       8.76966979e-06, 8.76966984e-06, 8.76966986e-06, 8.76966988e-06]), 240: array([3.27913242e-06, 3.53625836e-06, 3.71624644e-06, 3.84223803e-06,
       3.93043211e-06, 3.99216793e-06, 4.03538299e-06, 4.06563351e-06,
       4.08680887e-06, 4.10163162e-06, 4.11200753e-06, 4.11927067e-06,
       4.12435486e-06, 4.12791380e-06, 4.13040505e-06, 4.13214893e-06,
       4.13336964e-06, 4.13422414e-06, 4.13482229e-06, 4.13524099e-06,
       4.13553408e-06, 4.13573925e-06, 4.13588286e-06, 4.13598339e-06,
       4.13605377e-06, 4.13610303e-06, 4.13613751e-06, 4.13616165e-06]), 245: array([7.87902452e-06, 7.52873959e-06, 7.21348315e-06, 6.92975234e-06,
       6.67439461e-06, 6.44457264e-06, 6.23773286e-06, 6.05157706e-06,
       5.88403683e-06, 5.73325061e-06, 5.59754302e-06, 5.47540618e-06,
       5.36548302e-06, 5.26655217e-06, 5.17751441e-06, 5.09738042e-06,
       5.02525982e-06, 4.96035129e-06, 4.90193360e-06, 4.84935768e-06,
       4.80203936e-06, 4.75945286e-06, 4.72112501e-06, 4.68662995e-06,
       4.65558439e-06, 4.62764339e-06, 4.60249648e-06, 4.57986427e-06]), 250: array([2.94704487e-06, 3.20645471e-06, 3.43992335e-06, 3.65004493e-06,
       3.83915417e-06, 4.00935234e-06, 4.16253054e-06, 4.30039080e-06,
       4.42446492e-06, 4.53613152e-06, 4.63663137e-06, 4.72708114e-06,
       4.80848587e-06, 4.88175006e-06, 4.94768776e-06, 5.00703164e-06,
       5.06044108e-06, 5.10850954e-06, 5.15177111e-06, 5.19070648e-06,
       5.22574829e-06, 5.25728588e-06, 5.28566969e-06, 5.31121510e-06,
       5.33420594e-06, 5.35489768e-06, 5.37352023e-06, 5.39028050e-06]), 255: array([3.64162619e-05, 3.13383366e-05, 2.77837814e-05, 2.52955874e-05,
       2.35538480e-05, 2.23346278e-05, 2.14811718e-05, 2.08837514e-05,
       2.04655562e-05, 2.01728189e-05, 1.99679024e-05, 1.98244606e-05,
       1.97240511e-05, 1.96537642e-05, 1.96045634e-05, 1.95701227e-05,
       1.95460142e-05, 1.95291382e-05, 1.95173249e-05, 1.95090556e-05,
       1.95032671e-05, 1.94992152e-05, 1.94963788e-05, 1.94943933e-05,
       1.94930035e-05, 1.94920306e-05, 1.94913496e-05, 1.94908729e-05]), 260: array([1.56577126e-05, 1.72112118e-05, 1.82986574e-05, 1.90598667e-05,
       1.95927113e-05, 1.99657013e-05, 2.02267933e-05, 2.04095571e-05,
       2.05374914e-05, 2.06270450e-05, 2.06897323e-05, 2.07336133e-05,
       2.07643299e-05, 2.07858314e-05, 2.08008824e-05, 2.08114181e-05,
       2.08187930e-05, 2.08239555e-05, 2.08275692e-05, 2.08300988e-05,
       2.08318695e-05, 2.08331089e-05, 2.08339766e-05, 2.08345839e-05,
       2.08350091e-05, 2.08353067e-05, 2.08355150e-05, 2.08356608e-05]), 265: array([1.16629530e-06, 1.26655143e-06, 1.31667948e-06, 1.34174351e-06,
       1.35427552e-06, 1.36054152e-06, 1.36367452e-06, 1.36524102e-06,
       1.36602427e-06, 1.36641590e-06, 1.36661171e-06, 1.36670962e-06,
       1.36675857e-06, 1.36678305e-06, 1.36679528e-06, 1.36680140e-06,
       1.36680446e-06, 1.36680599e-06, 1.36680676e-06, 1.36680714e-06,
       1.36680733e-06, 1.36680743e-06, 1.36680747e-06, 1.36680750e-06,
       1.36680751e-06, 1.36680752e-06, 1.36680752e-06, 1.36680752e-06]), 270: array([3.06465105e-06, 2.80005791e-06, 2.66776129e-06, 2.60161296e-06,
       2.56853878e-06, 2.55200169e-06, 2.54373314e-06, 2.53959886e-06,
       2.53753172e-06, 2.53649815e-06, 2.53598137e-06, 2.53572297e-06,
       2.53559378e-06, 2.53552918e-06, 2.53549688e-06, 2.53548073e-06,
       2.53547266e-06, 2.53546862e-06, 2.53546660e-06, 2.53546559e-06,
       2.53546509e-06, 2.53546483e-06, 2.53546471e-06, 2.53546464e-06,
       2.53546461e-06, 2.53546460e-06, 2.53546459e-06, 2.53546459e-06]), 275: array([2.75500945e-06, 2.41903266e-06, 2.25104426e-06, 2.16705004e-06,
       2.12505293e-06, 2.10405438e-06, 2.09355510e-06, 2.08830546e-06,
       2.08568064e-06, 2.08436823e-06, 2.08371202e-06, 2.08338392e-06,
       2.08321987e-06, 2.08313784e-06, 2.08309683e-06, 2.08307632e-06,
       2.08306607e-06, 2.08306094e-06, 2.08305838e-06, 2.08305710e-06,
       2.08305646e-06, 2.08305614e-06, 2.08305598e-06, 2.08305590e-06,
       2.08305586e-06, 2.08305584e-06, 2.08305583e-06, 2.08305582e-06]), 280: array([2.04755923e-06, 2.04796679e-06, 2.04833359e-06, 2.04866372e-06,
       2.04896083e-06, 2.04922823e-06, 2.04946889e-06, 2.04968548e-06,
       2.04988041e-06, 2.05005585e-06, 2.05021375e-06, 2.05035586e-06,
       2.05048375e-06, 2.05059886e-06, 2.05070245e-06, 2.05079569e-06,
       2.05087960e-06, 2.05095513e-06, 2.05102309e-06, 2.05108427e-06,
       2.05113932e-06, 2.05118887e-06, 2.05123347e-06, 2.05127360e-06,
       2.05130972e-06, 2.05134223e-06, 2.05137149e-06, 2.05139782e-06]), 285: array([2.32062744e-05, 2.09913390e-05, 1.94408752e-05, 1.83555441e-05,
       1.75958079e-05, 1.70639895e-05, 1.66917144e-05, 1.64311203e-05,
       1.62487033e-05, 1.61210107e-05, 1.60316254e-05, 1.59690553e-05,
       1.59252559e-05, 1.58945962e-05, 1.58731343e-05, 1.58581109e-05,
       1.58475944e-05, 1.58402328e-05, 1.58350797e-05, 1.58314725e-05,
       1.58289474e-05, 1.58271799e-05, 1.58259426e-05, 1.58250765e-05,
       1.58244702e-05, 1.58240458e-05, 1.58237487e-05, 1.58235408e-05]), 290: array([2.12924686e-05, 2.06142440e-05, 2.02751312e-05, 2.01055745e-05,
       2.00207960e-05, 1.99784067e-05, 1.99572120e-05, 1.99466146e-05,
       1.99413159e-05, 1.99386666e-05, 1.99373419e-05, 1.99366796e-05,
       1.99363484e-05, 1.99361828e-05, 1.99361000e-05, 1.99360586e-05,
       1.99360379e-05, 1.99360276e-05, 1.99360224e-05, 1.99360198e-05,
       1.99360185e-05, 1.99360179e-05, 1.99360175e-05, 1.99360174e-05,
       1.99360173e-05, 1.99360173e-05, 1.99360172e-05, 1.99360172e-05]), 295: array([1.94173398e-05, 1.69056322e-05, 1.50181490e-05, 1.35997542e-05,
       1.25338673e-05, 1.17328808e-05, 1.11309602e-05, 1.06786325e-05,
       1.03387199e-05, 1.00832844e-05, 9.89133123e-06, 9.74708339e-06,
       9.63868487e-06, 9.55722619e-06, 9.49601210e-06, 9.45001130e-06,
       9.41544288e-06, 9.38946561e-06, 9.36994437e-06, 9.35527466e-06,
       9.34425075e-06, 9.33596657e-06, 9.32974122e-06, 9.32506304e-06,
       9.32154750e-06, 9.31890566e-06, 9.31692039e-06, 9.31542851e-06]), 300: array([2.92519093e-06, 3.46037255e-06, 3.72796332e-06, 3.86175867e-06,
       3.92865634e-06, 3.96210516e-06, 3.97882957e-06, 3.98719178e-06,
       3.99137288e-06, 3.99346343e-06, 3.99450870e-06, 3.99503134e-06,
       3.99529266e-06, 3.99542332e-06, 3.99548865e-06, 3.99552131e-06,
       3.99553764e-06, 3.99554581e-06, 3.99554989e-06, 3.99555194e-06,
       3.99555296e-06, 3.99555347e-06, 3.99555372e-06, 3.99555385e-06,
       3.99555391e-06, 3.99555395e-06, 3.99555396e-06, 3.99555397e-06]), 305: array([8.28838275e-06, 7.22085566e-06, 6.68705263e-06, 6.42013138e-06,
       6.28666088e-06, 6.21992069e-06, 6.18654813e-06, 6.16986062e-06,
       6.16151624e-06, 6.15734375e-06, 6.15525735e-06, 6.15421407e-06,
       6.15369239e-06, 6.15343153e-06, 6.15330109e-06, 6.15323587e-06,
       6.15320325e-06, 6.15318695e-06, 6.15317879e-06, 6.15317471e-06,
       6.15317267e-06, 6.15317165e-06, 6.15317114e-06, 6.15317089e-06,
       6.15317076e-06, 6.15317070e-06, 6.15317067e-06, 6.15317065e-06]), 310: array([7.76152820e-06, 7.93414855e-06, 8.02045876e-06, 8.06361388e-06,
       8.08519145e-06, 8.09598024e-06, 8.10137463e-06, 8.10407183e-06,
       8.10542043e-06, 8.10609473e-06, 8.10643188e-06, 8.10660046e-06,
       8.10668475e-06, 8.10672689e-06, 8.10674796e-06, 8.10675850e-06,
       8.10676377e-06, 8.10676640e-06, 8.10676772e-06, 8.10676838e-06,
       8.10676871e-06, 8.10676887e-06, 8.10676895e-06, 8.10676899e-06,
       8.10676901e-06, 8.10676902e-06, 8.10676903e-06, 8.10676903e-06]), 315: array([1.61186542e-05, 1.18129586e-05, 9.66010210e-06, 8.58366952e-06,
       8.04545106e-06, 7.77634074e-06, 7.64178504e-06, 7.57450692e-06,
       7.54086773e-06, 7.52404806e-06, 7.51563819e-06, 7.51143324e-06,
       7.50933076e-06, 7.50827951e-06, 7.50775389e-06, 7.50749107e-06,
       7.50735967e-06, 7.50729396e-06, 7.50726111e-06, 7.50724468e-06,
       7.50723647e-06, 7.50723236e-06, 7.50723031e-06, 7.50722929e-06,
       7.50722877e-06, 7.50722852e-06, 7.50722839e-06, 7.50722832e-06]), 320: array([6.89722714e-06, 6.92962879e-06, 6.94582962e-06, 6.95393003e-06,
       6.95798024e-06, 6.96000534e-06, 6.96101790e-06, 6.96152417e-06,
       6.96177731e-06, 6.96190388e-06, 6.96196716e-06, 6.96199880e-06,
       6.96201463e-06, 6.96202254e-06, 6.96202649e-06, 6.96202847e-06,
       6.96202946e-06, 6.96202995e-06, 6.96203020e-06, 6.96203032e-06,
       6.96203039e-06, 6.96203042e-06, 6.96203043e-06, 6.96203044e-06,
       6.96203044e-06, 6.96203045e-06, 6.96203045e-06, 6.96203045e-06]), 325: array([2.74138491e-06, 2.91072111e-06, 2.99538919e-06, 3.03772322e-06,
       3.05889023e-06, 3.06947373e-06, 3.07476548e-06, 3.07741136e-06,
       3.07873430e-06, 3.07939576e-06, 3.07972650e-06, 3.07989186e-06,
       3.07997455e-06, 3.08001589e-06, 3.08003656e-06, 3.08004690e-06,
       3.08005206e-06, 3.08005465e-06, 3.08005594e-06, 3.08005659e-06,
       3.08005691e-06, 3.08005707e-06, 3.08005715e-06, 3.08005719e-06,
       3.08005721e-06, 3.08005722e-06, 3.08005723e-06, 3.08005723e-06]), 330: array([3.56477541e-05, 2.93297862e-05, 2.49070740e-05, 2.18110811e-05,
       1.96438200e-05, 1.81266911e-05, 1.70646685e-05, 1.63212300e-05,
       1.58008072e-05, 1.54365001e-05, 1.51814774e-05, 1.50029561e-05,
       1.48779874e-05, 1.47905066e-05, 1.47292682e-05, 1.46864000e-05,
       1.46563913e-05, 1.46353846e-05, 1.46206795e-05, 1.46103856e-05,
       1.46031796e-05, 1.45981353e-05, 1.45946042e-05, 1.45921323e-05,
       1.45904019e-05, 1.45891907e-05, 1.45883427e-05, 1.45877492e-05]), 335: array([1.81490023e-05, 2.07505147e-05, 2.20516494e-05, 2.27024061e-05,
       2.30278792e-05, 2.31906630e-05, 2.32720787e-05, 2.33127983e-05,
       2.33331641e-05, 2.33433499e-05, 2.33484443e-05, 2.33509923e-05,
       2.33522666e-05, 2.33529040e-05, 2.33532227e-05, 2.33533822e-05,
       2.33534619e-05, 2.33535018e-05, 2.33535217e-05, 2.33535317e-05,
       2.33535367e-05, 2.33535392e-05, 2.33535404e-05, 2.33535411e-05,
       2.33535414e-05, 2.33535415e-05, 2.33535416e-05, 2.33535416e-05]), 340: array([2.62922548e-06, 2.88044698e-06, 3.10654628e-06, 3.31003561e-06,
       3.49317596e-06, 3.65800224e-06, 3.80634586e-06, 3.93985508e-06,
       4.06001336e-06, 4.16815579e-06, 4.26548395e-06, 4.35307928e-06,
       4.43191505e-06, 4.50286723e-06, 4.56672418e-06, 4.62419543e-06,
       4.67591953e-06, 4.72247122e-06, 4.76436773e-06, 4.80207458e-06,
       4.83601073e-06, 4.86655327e-06, 4.89404154e-06, 4.91878098e-06,
       4.94104647e-06, 4.96108541e-06, 4.97912045e-06, 4.99535199e-06]), 345: array([1.96978776e-05, 1.67879867e-05, 1.47510480e-05, 1.33251804e-05,
       1.23270657e-05, 1.16283803e-05, 1.11392968e-05, 1.07969359e-05,
       1.05572815e-05, 1.03895221e-05, 1.02720897e-05, 1.01898865e-05,
       1.01323437e-05, 1.00920635e-05, 1.00638672e-05, 1.00441296e-05,
       1.00303132e-05, 1.00206416e-05, 1.00138714e-05, 1.00091323e-05,
       1.00058149e-05, 1.00034927e-05, 1.00018671e-05, 1.00007292e-05,
       9.99993268e-06, 9.99937510e-06, 9.99898480e-06, 9.99871158e-06]), 350: array([5.98174497e-05, 5.09343110e-05, 4.64822946e-05, 4.42510506e-05,
       4.31328046e-05, 4.25723665e-05, 4.22914883e-05, 4.21507189e-05,
       4.20801686e-05, 4.20448105e-05, 4.20270899e-05, 4.20182087e-05,
       4.20137577e-05, 4.20115270e-05, 4.20104090e-05, 4.20098486e-05,
       4.20095678e-05, 4.20094271e-05, 4.20093566e-05, 4.20093212e-05,
       4.20093035e-05, 4.20092946e-05, 4.20092902e-05, 4.20092879e-05,
       4.20092868e-05, 4.20092862e-05, 4.20092860e-05, 4.20092858e-05]), 355: array([7.08868399e-05, 6.28224735e-05, 5.83869173e-05, 5.59472763e-05,
       5.46054270e-05, 5.38673842e-05, 5.34614464e-05, 5.32381729e-05,
       5.31153682e-05, 5.30478232e-05, 5.30106722e-05, 5.29902384e-05,
       5.29789994e-05, 5.29728178e-05, 5.29694178e-05, 5.29675477e-05,
       5.29665191e-05, 5.29659534e-05, 5.29656422e-05, 5.29654711e-05,
       5.29653769e-05, 5.29653252e-05, 5.29652967e-05, 5.29652810e-05,
       5.29652724e-05, 5.29652677e-05, 5.29652651e-05, 5.29652636e-05]), 360: array([1.67174725e-05, 1.81401256e-05, 1.88514531e-05, 1.92071174e-05,
       1.93849498e-05, 1.94738661e-05, 1.95183243e-05, 1.95405535e-05,
       1.95516681e-05, 1.95572254e-05, 1.95600040e-05, 1.95613934e-05,
       1.95620880e-05, 1.95624353e-05, 1.95626090e-05, 1.95626958e-05,
       1.95627393e-05, 1.95627610e-05, 1.95627718e-05, 1.95627773e-05,
       1.95627800e-05, 1.95627813e-05, 1.95627820e-05, 1.95627823e-05,
       1.95627825e-05, 1.95627826e-05, 1.95627826e-05, 1.95627827e-05]), 365: array([1.23460413e-05, 1.21572663e-05, 1.20251237e-05, 1.19326238e-05,
       1.18678739e-05, 1.18225489e-05, 1.17908214e-05, 1.17686122e-05,
       1.17530657e-05, 1.17421832e-05, 1.17345654e-05, 1.17292329e-05,
       1.17255002e-05, 1.17228873e-05, 1.17210583e-05, 1.17197780e-05,
       1.17188817e-05, 1.17182544e-05, 1.17178152e-05, 1.17175078e-05,
       1.17172926e-05, 1.17171420e-05, 1.17170366e-05, 1.17169627e-05,
       1.17169111e-05, 1.17168749e-05, 1.17168496e-05, 1.17168319e-05]), 370: array([0.00025786, 0.00021698, 0.0001867 , 0.00016427, 0.00014766,
       0.00013536, 0.00012625, 0.0001195 , 0.0001145 , 0.0001108 ,
       0.00010806, 0.00010603, 0.00010452, 0.00010341, 0.00010258,
       0.00010197, 0.00010152, 0.00010118, 0.00010093, 0.00010075,
       0.00010061, 0.00010051, 0.00010044, 0.00010038, 0.00010034,
       0.00010031, 0.00010029, 0.00010027]), 375: array([5.49384199e-05, 6.35050431e-05, 6.77883810e-05, 6.99300631e-05,
       7.10009108e-05, 7.15363379e-05, 7.18040531e-05, 7.19379115e-05,
       7.20048411e-05, 7.20383061e-05, 7.20550387e-05, 7.20634051e-05,
       7.20675883e-05, 7.20696799e-05, 7.20707257e-05, 7.20712486e-05,
       7.20715101e-05, 7.20716408e-05, 7.20717062e-05, 7.20717389e-05,
       7.20717552e-05, 7.20717634e-05, 7.20717675e-05, 7.20717695e-05,
       7.20717705e-05, 7.20717711e-05, 7.20717713e-05, 7.20717714e-05]), 380: array([4.59141424e-05, 3.78475217e-05, 3.38141896e-05, 3.17975127e-05,
       3.07891689e-05, 3.02849942e-05, 3.00329056e-05, 2.99068606e-05,
       2.98438377e-05, 2.98123261e-05, 2.97965702e-05, 2.97886923e-05,
       2.97847532e-05, 2.97827837e-05, 2.97817990e-05, 2.97813066e-05,
       2.97810604e-05, 2.97809373e-05, 2.97808757e-05, 2.97808450e-05,
       2.97808296e-05, 2.97808219e-05, 2.97808180e-05, 2.97808161e-05,
       2.97808151e-05, 2.97808147e-05, 2.97808144e-05, 2.97808143e-05]), 385: array([2.73631039e-05, 2.97508908e-05, 3.14223227e-05, 3.25923119e-05,
       3.34112951e-05, 3.39845769e-05, 3.43858696e-05, 3.46667714e-05,
       3.48634004e-05, 3.50010391e-05, 3.50973852e-05, 3.51648266e-05,
       3.52120351e-05, 3.52450807e-05, 3.52682124e-05, 3.52844043e-05,
       3.52957386e-05, 3.53036725e-05, 3.53092261e-05, 3.53131136e-05,
       3.53158349e-05, 3.53177397e-05, 3.53190731e-05, 3.53200064e-05,
       3.53206598e-05, 3.53211171e-05, 3.53214372e-05, 3.53216613e-05]), 390: array([1.67033690e-06, 1.66809688e-06, 1.66652887e-06, 1.66543126e-06,
       1.66466293e-06, 1.66412510e-06, 1.66374862e-06, 1.66348509e-06,
       1.66330061e-06, 1.66317148e-06, 1.66308109e-06, 1.66301781e-06,
       1.66297352e-06, 1.66294251e-06, 1.66292081e-06, 1.66290562e-06,
       1.66289498e-06, 1.66288754e-06, 1.66288233e-06, 1.66287868e-06,
       1.66287613e-06, 1.66287434e-06, 1.66287309e-06, 1.66287221e-06,
       1.66287160e-06, 1.66287117e-06, 1.66287087e-06, 1.66287066e-06]), 395: array([3.83916625e-05, 3.53214385e-05, 3.36328141e-05, 3.27040701e-05,
       3.21932605e-05, 3.19123150e-05, 3.17577949e-05, 3.16728088e-05,
       3.16260664e-05, 3.16003581e-05, 3.15862185e-05, 3.15784417e-05,
       3.15741644e-05, 3.15718120e-05, 3.15705181e-05, 3.15698065e-05,
       3.15694151e-05, 3.15691998e-05, 3.15690814e-05, 3.15690163e-05,
       3.15689805e-05, 3.15689608e-05, 3.15689499e-05, 3.15689440e-05,
       3.15689407e-05, 3.15689389e-05, 3.15689379e-05, 3.15689374e-05]), 400: array([2.62428575e-05, 2.82499569e-05, 2.96549182e-05, 3.06383853e-05,
       3.13268082e-05, 3.18087014e-05, 3.21460246e-05, 3.23821495e-05,
       3.25474359e-05, 3.26631357e-05, 3.27441251e-05, 3.28008174e-05,
       3.28405017e-05, 3.28682806e-05, 3.28877257e-05, 3.29013372e-05,
       3.29108651e-05, 3.29175347e-05, 3.29222033e-05, 3.29254714e-05,
       3.29277590e-05, 3.29293603e-05, 3.29304812e-05, 3.29312659e-05,
       3.29318151e-05, 3.29321996e-05, 3.29324687e-05, 3.29326571e-05]), 405: array([1.29704652e-05, 1.25595918e-05, 1.21898057e-05, 1.18569982e-05,
       1.15574714e-05, 1.12878973e-05, 1.10452805e-05, 1.08269255e-05,
       1.06304059e-05, 1.04535383e-05, 1.02943574e-05, 1.01510946e-05,
       1.00221581e-05, 9.90611519e-06, 9.80167659e-06, 9.70768185e-06,
       9.62308658e-06, 9.54695083e-06, 9.47842865e-06, 9.41675868e-06,
       9.36125571e-06, 9.31130303e-06, 9.26634562e-06, 9.22588394e-06,
       9.18946844e-06, 9.15669448e-06, 9.12719791e-06, 9.10065100e-06]), 410: array([1.23961299e-05, 1.17416895e-05, 1.14141777e-05, 1.12502758e-05,
       1.11682518e-05, 1.11272032e-05, 1.11066607e-05, 1.10963802e-05,
       1.10912354e-05, 1.10886607e-05, 1.10873722e-05, 1.10867274e-05,
       1.10864047e-05, 1.10862432e-05, 1.10861624e-05, 1.10861220e-05,
       1.10861017e-05, 1.10860916e-05, 1.10860865e-05, 1.10860840e-05,
       1.10860827e-05, 1.10860821e-05, 1.10860818e-05, 1.10860816e-05,
       1.10860815e-05, 1.10860815e-05, 1.10860815e-05, 1.10860814e-05]), 415: array([7.17150137e-06, 7.20513841e-06, 7.22868433e-06, 7.24516646e-06,
       7.25670395e-06, 7.26478018e-06, 7.27043354e-06, 7.27439090e-06,
       7.27716104e-06, 7.27910014e-06, 7.28045751e-06, 7.28140767e-06,
       7.28207278e-06, 7.28253836e-06, 7.28286426e-06, 7.28309239e-06,
       7.28325209e-06, 7.28336387e-06, 7.28344212e-06, 7.28349689e-06,
       7.28353524e-06, 7.28356208e-06, 7.28358086e-06, 7.28359401e-06,
       7.28360322e-06, 7.28360966e-06, 7.28361418e-06, 7.28361733e-06]), 420: array([1.08888238e-05, 9.17982358e-06, 8.32532176e-06, 7.89807000e-06,
       7.68444369e-06, 7.57763032e-06, 7.52422353e-06, 7.49752008e-06,
       7.48416833e-06, 7.47749244e-06, 7.47415449e-06, 7.47248551e-06,
       7.47165102e-06, 7.47123377e-06, 7.47102515e-06, 7.47092083e-06,
       7.47086868e-06, 7.47084260e-06, 7.47082956e-06, 7.47082304e-06,
       7.47081978e-06, 7.47081815e-06, 7.47081734e-06, 7.47081693e-06,
       7.47081673e-06, 7.47081662e-06, 7.47081657e-06, 7.47081655e-06]), 425: array([6.20115476e-05, 4.50223530e-05, 3.65277327e-05, 3.22804111e-05,
       3.01567445e-05, 2.90949084e-05, 2.85639889e-05, 2.82985284e-05,
       2.81657978e-05, 2.80994323e-05, 2.80662495e-05, 2.80496580e-05,
       2.80413623e-05, 2.80372144e-05, 2.80351404e-05, 2.80341035e-05,
       2.80335850e-05, 2.80333257e-05, 2.80331961e-05, 2.80331313e-05,
       2.80330989e-05, 2.80330827e-05, 2.80330746e-05, 2.80330705e-05,
       2.80330685e-05, 2.80330675e-05, 2.80330670e-05, 2.80330667e-05]), 430: array([6.73180033e-05, 5.68005333e-05, 5.05771612e-05, 4.68946824e-05,
       4.47156949e-05, 4.34263496e-05, 4.26634213e-05, 4.22119832e-05,
       4.19448593e-05, 4.17867974e-05, 4.16932694e-05, 4.16379273e-05,
       4.16051803e-05, 4.15858034e-05, 4.15743377e-05, 4.15675533e-05,
       4.15635388e-05, 4.15611634e-05, 4.15597578e-05, 4.15589261e-05,
       4.15584339e-05, 4.15581427e-05, 4.15579704e-05, 4.15578685e-05,
       4.15578081e-05, 4.15577724e-05, 4.15577513e-05, 4.15577388e-05]), 435: array([1.41591308e-05, 1.60593741e-05, 1.73895422e-05, 1.83206584e-05,
       1.89724387e-05, 1.94286841e-05, 1.97480554e-05, 1.99716149e-05,
       2.01281063e-05, 2.02376501e-05, 2.03143307e-05, 2.03680069e-05,
       2.04055803e-05, 2.04318816e-05, 2.04502925e-05, 2.04631801e-05,
       2.04722014e-05, 2.04785163e-05, 2.04829367e-05, 2.04860310e-05,
       2.04881970e-05, 2.04897132e-05, 2.04907745e-05, 2.04915174e-05,
       2.04920375e-05, 2.04924015e-05, 2.04926564e-05, 2.04928347e-05]), 440: array([2.94086543e-05, 2.25717332e-05, 1.91532542e-05, 1.74440054e-05,
       1.65893765e-05, 1.61620597e-05, 1.59484001e-05, 1.58415698e-05,
       1.57881543e-05, 1.57614464e-05, 1.57480924e-05, 1.57414154e-05,
       1.57380768e-05, 1.57364076e-05, 1.57355729e-05, 1.57351556e-05,
       1.57349469e-05, 1.57348426e-05, 1.57347904e-05, 1.57347643e-05,
       1.57347513e-05, 1.57347448e-05, 1.57347415e-05, 1.57347399e-05,
       1.57347391e-05, 1.57347387e-05, 1.57347385e-05, 1.57347384e-05]), 445: array([2.26787275e-05, 2.35606239e-05, 2.40015745e-05, 2.42220510e-05,
       2.43322898e-05, 2.43874096e-05, 2.44149696e-05, 2.44287496e-05,
       2.44356397e-05, 2.44390848e-05, 2.44408073e-05, 2.44416686e-05,
       2.44420992e-05, 2.44423145e-05, 2.44424222e-05, 2.44424760e-05,
       2.44425030e-05, 2.44425164e-05, 2.44425231e-05, 2.44425265e-05,
       2.44425282e-05, 2.44425290e-05, 2.44425294e-05, 2.44425297e-05,
       2.44425298e-05, 2.44425298e-05, 2.44425298e-05, 2.44425299e-05]), 450: array([3.72832460e-06, 4.37334617e-06, 4.82486095e-06, 5.14092106e-06,
       5.36216298e-06, 5.51703221e-06, 5.62544059e-06, 5.70132640e-06,
       5.75444643e-06, 5.79163043e-06, 5.81765921e-06, 5.83587934e-06,
       5.84863342e-06, 5.85756127e-06, 5.86381076e-06, 5.86818540e-06,
       5.87124765e-06, 5.87339122e-06, 5.87489172e-06, 5.87594207e-06,
       5.87667731e-06, 5.87719198e-06, 5.87755225e-06, 5.87780443e-06,
       5.87798097e-06, 5.87810454e-06, 5.87819104e-06, 5.87825159e-06]), 455: array([5.34493331e-06, 4.66492518e-06, 4.32492097e-06, 4.15491880e-06,
       4.06991767e-06, 4.02741709e-06, 4.00616680e-06, 3.99554164e-06,
       3.99022906e-06, 3.98757277e-06, 3.98624463e-06, 3.98558055e-06,
       3.98524852e-06, 3.98508250e-06, 3.98499949e-06, 3.98495798e-06,
       3.98493723e-06, 3.98492685e-06, 3.98492167e-06, 3.98491907e-06,
       3.98491778e-06, 3.98491713e-06, 3.98491680e-06, 3.98491664e-06,
       3.98491656e-06, 3.98491652e-06, 3.98491650e-06, 3.98491649e-06]), 460: array([2.66041358e-06, 2.98481242e-06, 3.21189155e-06, 3.37084689e-06,
       3.48211560e-06, 3.56000367e-06, 3.61452531e-06, 3.65269044e-06,
       3.67940603e-06, 3.69810693e-06, 3.71119756e-06, 3.72036100e-06,
       3.72677541e-06, 3.73126549e-06, 3.73440855e-06, 3.73660868e-06,
       3.73814878e-06, 3.73922685e-06, 3.73998150e-06, 3.74050975e-06,
       3.74087953e-06, 3.74113837e-06, 3.74131956e-06, 3.74144639e-06,
       3.74153518e-06, 3.74159733e-06, 3.74164083e-06, 3.74167128e-06]), 465: array([7.06416443e-06, 5.42764306e-06, 4.60938214e-06, 4.20025156e-06,
       3.99568621e-06, 3.89340351e-06, 3.84226214e-06, 3.81669145e-06,
       3.80390610e-06, 3.79751342e-06, 3.79431708e-06, 3.79271891e-06,
       3.79191983e-06, 3.79152029e-06, 3.79132051e-06, 3.79122063e-06,
       3.79117069e-06, 3.79114571e-06, 3.79113323e-06, 3.79112699e-06,
       3.79112386e-06, 3.79112230e-06, 3.79112152e-06, 3.79112113e-06,
       3.79112094e-06, 3.79112084e-06, 3.79112079e-06, 3.79112077e-06]), 470: array([2.38949194e-06, 2.82926395e-06, 3.04914992e-06, 3.15909289e-06,
       3.21406437e-06, 3.24155010e-06, 3.25529296e-06, 3.26216439e-06,
       3.26560011e-06, 3.26731797e-06, 3.26817689e-06, 3.26860636e-06,
       3.26882109e-06, 3.26892846e-06, 3.26898214e-06, 3.26900898e-06,
       3.26902240e-06, 3.26902911e-06, 3.26903247e-06, 3.26903414e-06,
       3.26903498e-06, 3.26903540e-06, 3.26903561e-06, 3.26903572e-06,
       3.26903577e-06, 3.26903580e-06, 3.26903581e-06, 3.26903582e-06]), 475: array([0.00033681, 0.00021893, 0.00015998, 0.00013051, 0.00011577,
       0.0001084 , 0.00010472, 0.00010288, 0.00010196, 0.0001015 ,
       0.00010127, 0.00010115, 0.00010109, 0.00010106, 0.00010105,
       0.00010104, 0.00010104, 0.00010104, 0.00010104, 0.00010104,
       0.00010104, 0.00010104, 0.00010104, 0.00010104, 0.00010104,
       0.00010104, 0.00010104, 0.00010104]), 480: array([0.00197849, 0.0020075 , 0.00203651, 0.00206553, 0.00209454,
       0.00212355, 0.00215256, 0.00218158, 0.00221059, 0.0022396 ,
       0.00226861, 0.00229762, 0.00232664, 0.00235565, 0.00238466,
       0.00241367, 0.00244268, 0.0024717 , 0.00250071, 0.00252972,
       0.00255873, 0.00258774, 0.00261676, 0.00264577, 0.00267478,
       0.00270379, 0.0027328 , 0.00276182]), 485: array([0.00014409, 0.00016984, 0.00018785, 0.00020044, 0.00020924,
       0.0002154 , 0.00021971, 0.00022272, 0.00022482, 0.00022629,
       0.00022732, 0.00022804, 0.00022855, 0.0002289 , 0.00022915,
       0.00022932, 0.00022944, 0.00022952, 0.00022958, 0.00022962,
       0.00022965, 0.00022967, 0.00022968, 0.00022969, 0.0002297 ,
       0.00022971, 0.00022971, 0.00022971]), 490: array([0.00044009, 0.00035049, 0.00028777, 0.00024387, 0.00021314,
       0.00019162, 0.00017656, 0.00016602, 0.00015864, 0.00015348,
       0.00014986, 0.00014733, 0.00014556, 0.00014432, 0.00014345,
       0.00014284, 0.00014242, 0.00014212, 0.00014191, 0.00014176,
       0.00014166, 0.00014159, 0.00014154, 0.00014151, 0.00014148,
       0.00014146, 0.00014145, 0.00014144]), 495: array([0.00046569, 0.00043206, 0.00041525, 0.00040684, 0.00040263,
       0.00040053, 0.00039948, 0.00039895, 0.00039869, 0.00039856,
       0.00039849, 0.00039846, 0.00039844, 0.00039844, 0.00039843,
       0.00039843, 0.00039843, 0.00039843, 0.00039843, 0.00039843,
       0.00039843, 0.00039843, 0.00039843, 0.00039843, 0.00039843,
       0.00039843, 0.00039843, 0.00039843]), 500: array([0.00012955, 0.00015154, 0.00016692, 0.00017768, 0.00018521,
       0.00019047, 0.00019416, 0.00019674, 0.00019854, 0.0001998 ,
       0.00020068, 0.0002013 , 0.00020173, 0.00020204, 0.00020225,
       0.00020239, 0.0002025 , 0.00020257, 0.00020262, 0.00020266,
       0.00020268, 0.0002027 , 0.00020271, 0.00020272, 0.00020273,
       0.00020273, 0.00020273, 0.00020273]), 505: array([1.77778650e-05, 1.31428424e-05, 1.08253274e-05, 9.66656805e-06,
       9.08718743e-06, 8.79749666e-06, 8.65265103e-06, 8.58022811e-06,
       8.54401658e-06, 8.52591079e-06, 8.51685788e-06, 8.51233142e-06,
       8.51006819e-06, 8.50893657e-06, 8.50837076e-06, 8.50808785e-06,
       8.50794640e-06, 8.50787567e-06, 8.50784031e-06, 8.50782263e-06,
       8.50781378e-06, 8.50780936e-06, 8.50780715e-06, 8.50780605e-06,
       8.50780550e-06, 8.50780522e-06, 8.50780508e-06, 8.50780501e-06]), 510: array([1.02392647e-05, 1.10843461e-05, 1.15068808e-05, 1.17181452e-05,
       1.18237759e-05, 1.18765905e-05, 1.19029974e-05, 1.19162007e-05,
       1.19228023e-05, 1.19261030e-05, 1.19277533e-05, 1.19285785e-05,
       1.19289911e-05, 1.19291973e-05, 1.19293005e-05, 1.19293520e-05,
       1.19293778e-05, 1.19293907e-05, 1.19293972e-05, 1.19294004e-05,
       1.19294020e-05, 1.19294028e-05, 1.19294032e-05, 1.19294034e-05,
       1.19294035e-05, 1.19294036e-05, 1.19294036e-05, 1.19294036e-05]), 515: array([8.39601817e-06, 8.12019499e-06, 7.98228336e-06, 7.91332753e-06,
       7.87884961e-06, 7.86161065e-06, 7.85299116e-06, 7.84868142e-06,
       7.84652655e-06, 7.84544911e-06, 7.84491039e-06, 7.84464103e-06,
       7.84450635e-06, 7.84443901e-06, 7.84440534e-06, 7.84438851e-06,
       7.84438009e-06, 7.84437588e-06, 7.84437378e-06, 7.84437272e-06,
       7.84437220e-06, 7.84437194e-06, 7.84437180e-06, 7.84437174e-06,
       7.84437171e-06, 7.84437169e-06, 7.84437168e-06, 7.84437168e-06]), 520: array([5.80403952e-06, 6.43352964e-06, 6.87417196e-06, 7.18262105e-06,
       7.39853504e-06, 7.54967458e-06, 7.65547207e-06, 7.72953018e-06,
       7.78137077e-06, 7.81765912e-06, 7.84306092e-06, 7.86084215e-06,
       7.87328899e-06, 7.88200177e-06, 7.88810070e-06, 7.89236994e-06,
       7.89535841e-06, 7.89745033e-06, 7.89891467e-06, 7.89993971e-06,
       7.90065724e-06, 7.90115950e-06, 7.90151109e-06, 7.90175720e-06,
       7.90192948e-06, 7.90205007e-06, 7.90213449e-06, 7.90219358e-06]), 525: array([9.42269334e-06, 7.75617642e-06, 6.58961442e-06, 5.77302091e-06,
       5.20140538e-06, 4.80127446e-06, 4.52118277e-06, 4.32511857e-06,
       4.18787360e-06, 4.09180212e-06, 4.02455207e-06, 3.97747703e-06,
       3.94452449e-06, 3.92145772e-06, 3.90531097e-06, 3.89400825e-06,
       3.88609634e-06, 3.88055801e-06, 3.87668117e-06, 3.87396738e-06,
       3.87206773e-06, 3.87073798e-06, 3.86980715e-06, 3.86915557e-06,
       3.86869946e-06, 3.86838019e-06, 3.86815670e-06, 3.86800025e-06]), 530: array([7.40030159e-06, 6.81627841e-06, 6.52426674e-06, 6.37826086e-06,
       6.30525790e-06, 6.26875640e-06, 6.25050565e-06, 6.24138027e-06,
       6.23681758e-06, 6.23453624e-06, 6.23339556e-06, 6.23282523e-06,
       6.23254006e-06, 6.23239747e-06, 6.23232618e-06, 6.23229054e-06,
       6.23227271e-06, 6.23226380e-06, 6.23225935e-06, 6.23225712e-06,
       6.23225600e-06, 6.23225545e-06, 6.23225517e-06, 6.23225503e-06,
       6.23225496e-06, 6.23225493e-06, 6.23225491e-06, 6.23225490e-06]), 535: array([9.52998532e-05, 8.16685874e-05, 7.21047679e-05, 6.53947056e-05,
       6.06868651e-05, 5.73838016e-05, 5.50663423e-05, 5.34403919e-05,
       5.22996103e-05, 5.14992277e-05, 5.09376720e-05, 5.05436794e-05,
       5.02672506e-05, 5.00733057e-05, 4.99372322e-05, 4.98417618e-05,
       4.97747789e-05, 4.97277831e-05, 4.96948104e-05, 4.96716765e-05,
       4.96554455e-05, 4.96440577e-05, 4.96360679e-05, 4.96304622e-05,
       4.96265292e-05, 4.96237697e-05, 4.96218337e-05, 4.96204753e-05]), 540: array([0.00010458, 0.00011046, 0.00011383, 0.00011576, 0.00011687,
       0.0001175 , 0.00011786, 0.00011807, 0.00011819, 0.00011825,
       0.00011829, 0.00011832, 0.00011833, 0.00011834, 0.00011834,
       0.00011834, 0.00011834, 0.00011834, 0.00011834, 0.00011834,
       0.00011835, 0.00011835, 0.00011835, 0.00011835, 0.00011835,
       0.00011835, 0.00011835, 0.00011835]), 545: array([9.26026021e-06, 1.09879812e-05, 1.21973828e-05, 1.30439618e-05,
       1.36365657e-05, 1.40513873e-05, 1.43417617e-05, 1.45450233e-05,
       1.46873060e-05, 1.47869037e-05, 1.48566219e-05, 1.49054245e-05,
       1.49395862e-05, 1.49634994e-05, 1.49802386e-05, 1.49919560e-05,
       1.50001581e-05, 1.50058996e-05, 1.50099186e-05, 1.50127320e-05,
       1.50147013e-05, 1.50160798e-05, 1.50170447e-05, 1.50177202e-05,
       1.50181930e-05, 1.50185240e-05, 1.50187557e-05, 1.50189179e-05]), 550: array([0.00024281, 0.00023494, 0.00022781, 0.00022135, 0.00021549,
       0.00021018, 0.00020536, 0.000201  , 0.00019704, 0.00019345,
       0.0001902 , 0.00018725, 0.00018458, 0.00018216, 0.00017996,
       0.00017797, 0.00017616, 0.00017453, 0.00017304, 0.0001717 ,
       0.00017048, 0.00016937, 0.00016837, 0.00016746, 0.00016664,
       0.00016589, 0.00016522, 0.0001646 ]), 555: array([6.82664282e-05, 6.80740354e-05, 6.79622099e-05, 6.78972130e-05,
       6.78594344e-05, 6.78374762e-05, 6.78247133e-05, 6.78172950e-05,
       6.78129833e-05, 6.78104771e-05, 6.78090205e-05, 6.78081738e-05,
       6.78076817e-05, 6.78073957e-05, 6.78072294e-05, 6.78071328e-05,
       6.78070766e-05, 6.78070440e-05, 6.78070250e-05, 6.78070140e-05,
       6.78070076e-05, 6.78070038e-05, 6.78070017e-05, 6.78070004e-05,
       6.78069997e-05, 6.78069993e-05, 6.78069990e-05, 6.78069989e-05]), 560: array([3.88714229e-05, 3.74833842e-05, 3.65117557e-05, 3.58316146e-05,
       3.53555152e-05, 3.50222451e-05, 3.47889556e-05, 3.46256528e-05,
       3.45113406e-05, 3.44313219e-05, 3.43753088e-05, 3.43360996e-05,
       3.43086530e-05, 3.42894404e-05, 3.42759916e-05, 3.42665774e-05,
       3.42599874e-05, 3.42553745e-05, 3.42521454e-05, 3.42498850e-05,
       3.42483028e-05, 3.42471952e-05, 3.42464199e-05, 3.42458772e-05,
       3.42454973e-05, 3.42452313e-05, 3.42450452e-05, 3.42449149e-05]), 565: array([2.07875865e-05, 2.45909564e-05, 2.72533036e-05, 2.91169384e-05,
       3.04214770e-05, 3.13346501e-05, 3.19738683e-05, 3.24213192e-05,
       3.27345334e-05, 3.29537823e-05, 3.31072559e-05, 3.32146870e-05,
       3.32898884e-05, 3.33425291e-05, 3.33793775e-05, 3.34051712e-05,
       3.34232268e-05, 3.34358656e-05, 3.34447127e-05, 3.34509057e-05,
       3.34552408e-05, 3.34582753e-05, 3.34603995e-05, 3.34618864e-05,
       3.34629272e-05, 3.34636558e-05, 3.34641658e-05, 3.34645228e-05]), 570: array([2.32352922e-06, 2.77001779e-06, 2.99326203e-06, 3.10488412e-06,
       3.16069515e-06, 3.18860066e-06, 3.20255342e-06, 3.20952979e-06,
       3.21301798e-06, 3.21476207e-06, 3.21563412e-06, 3.21607014e-06,
       3.21628815e-06, 3.21639716e-06, 3.21645166e-06, 3.21647891e-06,
       3.21649254e-06, 3.21649935e-06, 3.21650276e-06, 3.21650446e-06,
       3.21650531e-06, 3.21650574e-06, 3.21650595e-06, 3.21650606e-06,
       3.21650611e-06, 3.21650614e-06, 3.21650615e-06, 3.21650616e-06]), 575: array([9.33804144e-05, 8.18931394e-05, 7.38473687e-05, 6.82120526e-05,
       6.42650363e-05, 6.15005175e-05, 5.95642285e-05, 5.82080376e-05,
       5.72581517e-05, 5.65928447e-05, 5.61268589e-05, 5.58004790e-05,
       5.55718802e-05, 5.54117679e-05, 5.52996241e-05, 5.52210778e-05,
       5.51660634e-05, 5.51275309e-05, 5.51005425e-05, 5.50816396e-05,
       5.50683998e-05, 5.50591266e-05, 5.50526316e-05, 5.50480824e-05,
       5.50448962e-05, 5.50426645e-05, 5.50411014e-05, 5.50400066e-05]), 580: array([3.79076815e-05, 4.21831529e-05, 4.51759585e-05, 4.72709052e-05,
       4.87373560e-05, 4.97638631e-05, 5.04824122e-05, 5.09853925e-05,
       5.13374758e-05, 5.15839321e-05, 5.17564501e-05, 5.18772117e-05,
       5.19617441e-05, 5.20209164e-05, 5.20623366e-05, 5.20913305e-05,
       5.21116261e-05, 5.21258329e-05, 5.21357775e-05, 5.21427387e-05,
       5.21476116e-05, 5.21510225e-05, 5.21534101e-05, 5.21550815e-05,
       5.21562514e-05, 5.21570703e-05, 5.21576436e-05, 5.21580448e-05]), 585: array([3.58800445e-05, 3.08878180e-05, 2.83916341e-05, 2.71435068e-05,
       2.65194255e-05, 2.62073760e-05, 2.60513469e-05, 2.59733301e-05,
       2.59343206e-05, 2.59148153e-05, 2.59050624e-05, 2.59001858e-05,
       2.58977474e-05, 2.58965282e-05, 2.58959186e-05, 2.58956137e-05,
       2.58954613e-05, 2.58953851e-05, 2.58953470e-05, 2.58953280e-05,
       2.58953184e-05, 2.58953137e-05, 2.58953113e-05, 2.58953101e-05,
       2.58953095e-05, 2.58953092e-05, 2.58953090e-05, 2.58953090e-05]), 590: array([3.99093267e-05, 3.54504444e-05, 3.32209922e-05, 3.21062606e-05,
       3.15488920e-05, 3.12702064e-05, 3.11308629e-05, 3.10611908e-05,
       3.10263545e-05, 3.10089363e-05, 3.10002272e-05, 3.09958726e-05,
       3.09936953e-05, 3.09926066e-05, 3.09920623e-05, 3.09917901e-05,
       3.09916540e-05, 3.09915860e-05, 3.09915520e-05, 3.09915350e-05,
       3.09915265e-05, 3.09915222e-05, 3.09915201e-05, 3.09915190e-05,
       3.09915185e-05, 3.09915182e-05, 3.09915181e-05, 3.09915180e-05]), 595: array([8.01973406e-06, 9.06579587e-06, 9.58882614e-06, 9.85034096e-06,
       9.98109822e-06, 1.00464768e-05, 1.00791660e-05, 1.00955106e-05,
       1.01036829e-05, 1.01077690e-05, 1.01098121e-05, 1.01108336e-05,
       1.01113444e-05, 1.01115998e-05, 1.01117275e-05, 1.01117913e-05,
       1.01118232e-05, 1.01118392e-05, 1.01118472e-05, 1.01118512e-05,
       1.01118532e-05, 1.01118542e-05, 1.01118547e-05, 1.01118549e-05,
       1.01118550e-05, 1.01118551e-05, 1.01118551e-05, 1.01118551e-05]), 600: array([2.80956220e-06, 3.07474235e-06, 3.31340442e-06, 3.52820023e-06,
       3.72151639e-06, 3.89550090e-06, 4.05208690e-06, 4.19301427e-06,
       4.31984887e-06, 4.43399997e-06, 4.53673594e-06, 4.62919828e-06,
       4.71241437e-06, 4.78730882e-06, 4.85471381e-06, 4.91537829e-06,
       4.96997630e-06, 5.01911450e-06, 5.06333886e-06, 5.10314078e-06,
       5.13896250e-06, 5.17120203e-06, 5.20021760e-06, 5.22633161e-06,
       5.24983421e-06, 5.27098655e-06, 5.29002365e-06, 5.30715703e-06]), 605: array([1.00329791e-05, 7.89676877e-06, 6.82866281e-06, 6.29460943e-06,
       6.02758253e-06, 5.89406898e-06, 5.82731216e-06, 5.79393372e-06,
       5.77724449e-06, 5.76889986e-06, 5.76472755e-06, 5.76264139e-06,
       5.76159831e-06, 5.76107677e-06, 5.76081600e-06, 5.76068561e-06,
       5.76062042e-06, 5.76058782e-06, 5.76057153e-06, 5.76056338e-06,
       5.76055930e-06, 5.76055727e-06, 5.76055625e-06, 5.76055574e-06,
       5.76055548e-06, 5.76055536e-06, 5.76055529e-06, 5.76055526e-06]), 610: array([1.69462441e-05, 1.36525895e-05, 1.20057601e-05, 1.11823443e-05,
       1.07706359e-05, 1.05647814e-05, 1.04618541e-05, 1.04103903e-05,
       1.03846584e-05, 1.03717924e-05, 1.03653594e-05, 1.03621429e-05,
       1.03605347e-05, 1.03597306e-05, 1.03593285e-05, 1.03591275e-05,
       1.03590269e-05, 1.03589767e-05, 1.03589516e-05, 1.03589390e-05,
       1.03589327e-05, 1.03589296e-05, 1.03589280e-05, 1.03589272e-05,
       1.03589268e-05, 1.03589266e-05, 1.03589265e-05, 1.03589265e-05]), 615: array([1.02473913e-05, 1.02826570e-05, 1.03002899e-05, 1.03091063e-05,
       1.03135145e-05, 1.03157186e-05, 1.03168207e-05, 1.03173717e-05,
       1.03176472e-05, 1.03177850e-05, 1.03178539e-05, 1.03178883e-05,
       1.03179055e-05, 1.03179141e-05, 1.03179184e-05, 1.03179206e-05,
       1.03179217e-05, 1.03179222e-05, 1.03179225e-05, 1.03179226e-05,
       1.03179227e-05, 1.03179227e-05, 1.03179227e-05, 1.03179227e-05,
       1.03179227e-05, 1.03179227e-05, 1.03179227e-05, 1.03179227e-05]), 620: array([4.74238533e-05, 3.96576057e-05, 3.42212255e-05, 3.04157545e-05,
       2.77519214e-05, 2.58872359e-05, 2.45819543e-05, 2.36682561e-05,
       2.30286665e-05, 2.25809532e-05, 2.22675536e-05, 2.20481735e-05,
       2.18946073e-05, 2.17871108e-05, 2.17118631e-05, 2.16591897e-05,
       2.16223182e-05, 2.15965082e-05, 2.15784411e-05, 2.15657942e-05,
       2.15569413e-05, 2.15507443e-05, 2.15464064e-05, 2.15433698e-05,
       2.15412442e-05, 2.15397563e-05, 2.15387148e-05, 2.15379857e-05]), 625: array([0.00092289, 0.00069625, 0.00054317, 0.00043978, 0.00036995,
       0.00032279, 0.00029093, 0.00026942, 0.00025488, 0.00024507,
       0.00023844, 0.00023396, 0.00023094, 0.0002289 , 0.00022752,
       0.00022659, 0.00022596, 0.00022553, 0.00022524, 0.00022505,
       0.00022492, 0.00022483, 0.00022477, 0.00022473, 0.0002247 ,
       0.00022469, 0.00022467, 0.00022466]), 630: array([1.60866479e-05, 2.80466587e-05, 3.76799166e-05, 4.54390785e-05,
       5.16887390e-05, 5.67225633e-05, 6.07770854e-05, 6.40428230e-05,
       6.66732297e-05, 6.87919056e-05, 7.04984051e-05, 7.18729147e-05,
       7.29800211e-05, 7.38717463e-05, 7.45899913e-05, 7.51685058e-05,
       7.56344736e-05, 7.60097899e-05, 7.63120906e-05, 7.65555804e-05,
       7.67517006e-05, 7.69096667e-05, 7.70369014e-05, 7.71393833e-05,
       7.72219279e-05, 7.72884140e-05, 7.73419655e-05, 7.73850989e-05]), 635: array([3.74309713e-05, 4.01265573e-05, 4.20134522e-05, 4.33342679e-05,
       4.42588313e-05, 4.49060204e-05, 4.53590491e-05, 4.56761667e-05,
       4.58981471e-05, 4.60535321e-05, 4.61623008e-05, 4.62384382e-05,
       4.62917340e-05, 4.63290407e-05, 4.63551552e-05, 4.63734352e-05,
       4.63862311e-05, 4.63951882e-05, 4.64014581e-05, 4.64058470e-05,
       4.64089191e-05, 4.64110697e-05, 4.64125750e-05, 4.64136288e-05,
       4.64143664e-05, 4.64148827e-05, 4.64152441e-05, 4.64154971e-05]), 640: array([0.00081927, 0.00081605, 0.00081285, 0.00080968, 0.00080654,
       0.00080342, 0.00080032, 0.00079725, 0.0007942 , 0.00079118,
       0.00078817, 0.0007852 , 0.00078224, 0.00077931, 0.00077641,
       0.00077352, 0.00077066, 0.00076782, 0.000765  , 0.0007622 ,
       0.00075943, 0.00075668, 0.00075394, 0.00075124, 0.00074855,
       0.00074588, 0.00074323, 0.00074061]), 645: array([0.00010039, 0.00010648, 0.00011064, 0.0001135 , 0.00011545,
       0.00011679, 0.00011771, 0.00011834, 0.00011877, 0.00011906,
       0.00011927, 0.0001194 , 0.0001195 , 0.00011956, 0.00011961,
       0.00011964, 0.00011966, 0.00011967, 0.00011968, 0.00011969,
       0.00011969, 0.0001197 , 0.0001197 , 0.0001197 , 0.0001197 ,
       0.0001197 , 0.0001197 , 0.0001197 ]), 650: array([1.98397172e-05, 2.34002691e-05, 2.58926487e-05, 2.76373098e-05,
       2.88585693e-05, 2.97134487e-05, 3.03118627e-05, 3.07307514e-05,
       3.10239727e-05, 3.12292270e-05, 3.13729047e-05, 3.14734788e-05,
       3.15438805e-05, 3.15931615e-05, 3.16276582e-05, 3.16518057e-05,
       3.16687090e-05, 3.16805413e-05, 3.16888238e-05, 3.16946216e-05,
       3.16986800e-05, 3.17015209e-05, 3.17035095e-05, 3.17049016e-05,
       3.17058760e-05, 3.17065581e-05, 3.17070355e-05, 3.17073697e-05]), 655: array([2.11574440e-06, 2.12544265e-06, 2.13029178e-06, 2.13271635e-06,
       2.13392863e-06, 2.13453477e-06, 2.13483784e-06, 2.13498938e-06,
       2.13506514e-06, 2.13510303e-06, 2.13512197e-06, 2.13513144e-06,
       2.13513618e-06, 2.13513854e-06, 2.13513973e-06, 2.13514032e-06,
       2.13514062e-06, 2.13514076e-06, 2.13514084e-06, 2.13514088e-06,
       2.13514089e-06, 2.13514090e-06, 2.13514091e-06, 2.13514091e-06,
       2.13514091e-06, 2.13514091e-06, 2.13514091e-06, 2.13514091e-06]), 660: array([8.42048892e-05, 5.94361429e-05, 4.70516813e-05, 4.08594063e-05,
       3.77632467e-05, 3.62151558e-05, 3.54411049e-05, 3.50540766e-05,
       3.48605611e-05, 3.47638027e-05, 3.47154231e-05, 3.46912332e-05,
       3.46791381e-05, 3.46730905e-05, 3.46700667e-05, 3.46685548e-05,
       3.46677988e-05, 3.46674209e-05, 3.46672319e-05, 3.46671374e-05,
       3.46670901e-05, 3.46670665e-05, 3.46670547e-05, 3.46670488e-05,
       3.46670458e-05, 3.46670443e-05, 3.46670436e-05, 3.46670432e-05]), 665: array([5.60854943e-05, 5.81209100e-05, 5.91386020e-05, 5.96474401e-05,
       5.99018552e-05, 6.00290608e-05, 6.00926626e-05, 6.01244630e-05,
       6.01403629e-05, 6.01483128e-05, 6.01522876e-05, 6.01542750e-05,
       6.01552687e-05, 6.01557656e-05, 6.01560140e-05, 6.01561382e-05,
       6.01562003e-05, 6.01562313e-05, 6.01562469e-05, 6.01562546e-05,
       6.01562585e-05, 6.01562604e-05, 6.01562614e-05, 6.01562619e-05,
       6.01562621e-05, 6.01562623e-05, 6.01562623e-05, 6.01562624e-05]), 670: array([1.05377914e-05, 1.21466430e-05, 1.32728379e-05, 1.40611735e-05,
       1.46130078e-05, 1.49992914e-05, 1.52696897e-05, 1.54589682e-05,
       1.55914631e-05, 1.56842094e-05, 1.57491317e-05, 1.57945773e-05,
       1.58263892e-05, 1.58486575e-05, 1.58642453e-05, 1.58751567e-05,
       1.58827947e-05, 1.58881413e-05, 1.58918839e-05, 1.58945038e-05,
       1.58963376e-05, 1.58976213e-05, 1.58985199e-05, 1.58991490e-05,
       1.58995893e-05, 1.58998975e-05, 1.59001132e-05, 1.59002643e-05]), 675: array([6.12797047e-05, 4.61982880e-05, 3.86575448e-05, 3.48871558e-05,
       3.30019525e-05, 3.20593466e-05, 3.15880414e-05, 3.13523878e-05,
       3.12345604e-05, 3.11756464e-05, 3.11461893e-05, 3.11314607e-05,
       3.11240963e-05, 3.11204141e-05, 3.11185730e-05, 3.11176525e-05,
       3.11171922e-05, 3.11169621e-05, 3.11168470e-05, 3.11167894e-05,
       3.11167607e-05, 3.11167463e-05, 3.11167391e-05, 3.11167355e-05,
       3.11167337e-05, 3.11167328e-05, 3.11167324e-05, 3.11167321e-05]), 680: array([1.20812303e-04, 1.07178767e-04, 1.00162327e-04, 9.65513467e-05,
       9.46929711e-05, 9.37365662e-05, 9.32443565e-05, 9.29910429e-05,
       9.28606762e-05, 9.27935835e-05, 9.27590546e-05, 9.27412844e-05,
       9.27321391e-05, 9.27274324e-05, 9.27250102e-05, 9.27237636e-05,
       9.27231221e-05, 9.27227919e-05, 9.27226220e-05, 9.27225345e-05,
       9.27224895e-05, 9.27224663e-05, 9.27224544e-05, 9.27224483e-05,
       9.27224451e-05, 9.27224435e-05, 9.27224427e-05, 9.27224422e-05]), 685: array([3.35571506e-05, 3.77796652e-05, 4.07354003e-05, 4.28043973e-05,
       4.42526830e-05, 4.52664743e-05, 4.59761223e-05, 4.64728716e-05,
       4.68205932e-05, 4.70639962e-05, 4.72343769e-05, 4.73536424e-05,
       4.74371275e-05, 4.74955666e-05, 4.75364736e-05, 4.75651083e-05,
       4.75851524e-05, 4.75991832e-05, 4.76090046e-05, 4.76158795e-05,
       4.76206920e-05, 4.76240606e-05, 4.76264187e-05, 4.76280693e-05,
       4.76292247e-05, 4.76300335e-05, 4.76305997e-05, 4.76309960e-05]), 690: array([3.86650610e-06, 3.88657128e-06, 3.89660387e-06, 3.90162017e-06,
       3.90412831e-06, 3.90538239e-06, 3.90600942e-06, 3.90632294e-06,
       3.90647970e-06, 3.90655808e-06, 3.90659727e-06, 3.90661686e-06,
       3.90662666e-06, 3.90663156e-06, 3.90663401e-06, 3.90663523e-06,
       3.90663585e-06, 3.90663615e-06, 3.90663630e-06, 3.90663638e-06,
       3.90663642e-06, 3.90663644e-06, 3.90663645e-06, 3.90663645e-06,
       3.90663646e-06, 3.90663646e-06, 3.90663646e-06, 3.90663646e-06]), 695: array([5.44047439e-06, 5.44718513e-06, 5.45054050e-06, 5.45221818e-06,
       5.45305703e-06, 5.45347645e-06, 5.45368616e-06, 5.45379102e-06,
       5.45384344e-06, 5.45386966e-06, 5.45388276e-06, 5.45388932e-06,
       5.45389260e-06, 5.45389423e-06, 5.45389505e-06, 5.45389546e-06,
       5.45389567e-06, 5.45389577e-06, 5.45389582e-06, 5.45389585e-06,
       5.45389586e-06, 5.45389587e-06, 5.45389587e-06, 5.45389587e-06,
       5.45389587e-06, 5.45389587e-06, 5.45389587e-06, 5.45389587e-06]), 700: array([1.60285118e-06, 1.60699183e-06, 1.60989029e-06, 1.61191920e-06,
       1.61333945e-06, 1.61433362e-06, 1.61502954e-06, 1.61551668e-06,
       1.61585768e-06, 1.61609638e-06, 1.61626347e-06, 1.61638043e-06,
       1.61646231e-06, 1.61651962e-06, 1.61655974e-06, 1.61658782e-06,
       1.61660748e-06, 1.61662124e-06, 1.61663087e-06, 1.61663762e-06,
       1.61664234e-06, 1.61664564e-06, 1.61664795e-06, 1.61664957e-06,
       1.61665070e-06, 1.61665150e-06, 1.61665205e-06, 1.61665244e-06]), 705: array([4.22155722e-06, 4.23896145e-06, 4.24766356e-06, 4.25201462e-06,
       4.25419015e-06, 4.25527791e-06, 4.25582179e-06, 4.25609374e-06,
       4.25622971e-06, 4.25629769e-06, 4.25633168e-06, 4.25634868e-06,
       4.25635718e-06, 4.25636143e-06, 4.25636355e-06, 4.25636461e-06,
       4.25636515e-06, 4.25636541e-06, 4.25636554e-06, 4.25636561e-06,
       4.25636564e-06, 4.25636566e-06, 4.25636567e-06, 4.25636567e-06,
       4.25636567e-06, 4.25636568e-06, 4.25636568e-06, 4.25636568e-06]), 710: array([8.04051513e-06, 8.23796888e-06, 8.33669575e-06, 8.38605919e-06,
       8.41074091e-06, 8.42308177e-06, 8.42925220e-06, 8.43233741e-06,
       8.43388002e-06, 8.43465133e-06, 8.43503698e-06, 8.43522980e-06,
       8.43532622e-06, 8.43537442e-06, 8.43539853e-06, 8.43541058e-06,
       8.43541660e-06, 8.43541962e-06, 8.43542112e-06, 8.43542188e-06,
       8.43542225e-06, 8.43542244e-06, 8.43542253e-06, 8.43542258e-06,
       8.43542261e-06, 8.43542262e-06, 8.43542262e-06, 8.43542263e-06]), 715: array([4.49453571e-06, 5.11675623e-06, 5.42786634e-06, 5.58342132e-06,
       5.66119877e-06, 5.70008748e-06, 5.71953183e-06, 5.72925399e-06,
       5.73411507e-06, 5.73654561e-06, 5.73776088e-06, 5.73836852e-06,
       5.73867233e-06, 5.73882424e-06, 5.73890020e-06, 5.73893817e-06,
       5.73895716e-06, 5.73896666e-06, 5.73897140e-06, 5.73897378e-06,
       5.73897496e-06, 5.73897556e-06, 5.73897585e-06, 5.73897600e-06,
       5.73897608e-06, 5.73897611e-06, 5.73897613e-06, 5.73897614e-06]), 720: array([5.92139717e-05, 3.98085858e-05, 3.01057346e-05, 2.52542300e-05,
       2.28284381e-05, 2.16155224e-05, 2.10090547e-05, 2.07058159e-05,
       2.05541940e-05, 2.04783818e-05, 2.04404751e-05, 2.04215215e-05,
       2.04120445e-05, 2.04073059e-05, 2.04049366e-05, 2.04037519e-05,
       2.04031596e-05, 2.04028634e-05, 2.04027153e-05, 2.04026412e-05,
       2.04026042e-05, 2.04025857e-05, 2.04025764e-05, 2.04025718e-05,
       2.04025695e-05, 2.04025684e-05, 2.04025678e-05, 2.04025675e-05]), 725: array([0.00040406, 0.00041139, 0.00041872, 0.00042604, 0.00043337,
       0.0004407 , 0.00044803, 0.00045536, 0.00046269, 0.00047002,
       0.00047735, 0.00048467, 0.000492  , 0.00049933, 0.00050666,
       0.00051399, 0.00052132, 0.00052865, 0.00053598, 0.0005433 ,
       0.00055063, 0.00055796, 0.00056529, 0.00057262, 0.00057995,
       0.00058728, 0.00059461, 0.00060193]), 730: array([1.51335413e-04, 1.19459570e-04, 1.01423514e-04, 9.12183150e-05,
       8.54439877e-05, 8.21767456e-05, 8.03280679e-05, 7.92820451e-05,
       7.86901823e-05, 7.83552933e-05, 7.81658056e-05, 7.80585894e-05,
       7.79979240e-05, 7.79635982e-05, 7.79441759e-05, 7.79331864e-05,
       7.79269682e-05, 7.79234499e-05, 7.79214591e-05, 7.79203327e-05,
       7.79196953e-05, 7.79193347e-05, 7.79191306e-05, 7.79190152e-05,
       7.79189499e-05, 7.79189129e-05, 7.79188920e-05, 7.79188801e-05]), 735: array([3.75255016e-05, 4.34033847e-05, 4.63414160e-05, 4.78099767e-05,
       4.85440296e-05, 4.89109424e-05, 4.90943419e-05, 4.91860133e-05,
       4.92318348e-05, 4.92547385e-05, 4.92661867e-05, 4.92719091e-05,
       4.92747694e-05, 4.92761991e-05, 4.92769137e-05, 4.92772710e-05,
       4.92774495e-05, 4.92775387e-05, 4.92775834e-05, 4.92776057e-05,
       4.92776168e-05, 4.92776224e-05, 4.92776252e-05, 4.92776265e-05,
       4.92776272e-05, 4.92776276e-05, 4.92776278e-05, 4.92776278e-05]), 740: array([1.27709343e-05, 1.42451259e-05, 1.52770590e-05, 1.59994115e-05,
       1.65050577e-05, 1.68590097e-05, 1.71067758e-05, 1.72802120e-05,
       1.74016171e-05, 1.74866007e-05, 1.75460891e-05, 1.75877309e-05,
       1.76168802e-05, 1.76372847e-05, 1.76515678e-05, 1.76615659e-05,
       1.76685646e-05, 1.76734637e-05, 1.76768931e-05, 1.76792937e-05,
       1.76809740e-05, 1.76821503e-05, 1.76829737e-05, 1.76835501e-05,
       1.76839535e-05, 1.76842359e-05, 1.76844336e-05, 1.76845720e-05]), 745: array([8.97196950e-05, 7.57061752e-05, 6.58959936e-05, 5.90283639e-05,
       5.42206713e-05, 5.08550403e-05, 4.84989261e-05, 4.68495255e-05,
       4.56948606e-05, 4.48865361e-05, 4.43206675e-05, 4.39245304e-05,
       4.36472142e-05, 4.34530787e-05, 4.33171739e-05, 4.32220335e-05,
       4.31554304e-05, 4.31088048e-05, 4.30761645e-05, 4.30533147e-05,
       4.30373186e-05, 4.30261205e-05, 4.30182813e-05, 4.30127934e-05,
       4.30089516e-05, 4.30062622e-05, 4.30043794e-05, 4.30030614e-05]), 750: array([5.42678505e-05, 5.94469991e-05, 6.22581603e-05, 6.37840148e-05,
       6.46122249e-05, 6.50617644e-05, 6.53057674e-05, 6.54382085e-05,
       6.55100954e-05, 6.55491145e-05, 6.55702935e-05, 6.55817891e-05,
       6.55880288e-05, 6.55914155e-05, 6.55932538e-05, 6.55942516e-05,
       6.55947932e-05, 6.55950872e-05, 6.55952467e-05, 6.55953333e-05,
       6.55953803e-05, 6.55954059e-05, 6.55954197e-05, 6.55954272e-05,
       6.55954313e-05, 6.55954335e-05, 6.55954347e-05, 6.55954354e-05]), 755: array([2.73641010e-05, 2.74962687e-05, 2.75887859e-05, 2.76535479e-05,
       2.76988811e-05, 2.77306143e-05, 2.77528275e-05, 2.77683767e-05,
       2.77792611e-05, 2.77868802e-05, 2.77922136e-05, 2.77959469e-05,
       2.77985602e-05, 2.78003896e-05, 2.78016701e-05, 2.78025665e-05,
       2.78031939e-05, 2.78036331e-05, 2.78039406e-05, 2.78041558e-05,
       2.78043065e-05, 2.78044119e-05, 2.78044857e-05, 2.78045374e-05,
       2.78045736e-05, 2.78045989e-05, 2.78046166e-05, 2.78046290e-05]), 760: array([5.83856472e-06, 6.97548894e-06, 7.55530700e-06, 7.85100744e-06,
       8.00181120e-06, 8.07871936e-06, 8.11794162e-06, 8.13794452e-06,
       8.14814576e-06, 8.15334827e-06, 8.15600150e-06, 8.15735461e-06,
       8.15804468e-06, 8.15839661e-06, 8.15857609e-06, 8.15866762e-06,
       8.15871430e-06, 8.15873811e-06, 8.15875025e-06, 8.15875644e-06,
       8.15875960e-06, 8.15876121e-06, 8.15876203e-06, 8.15876245e-06,
       8.15876266e-06, 8.15876277e-06, 8.15876282e-06, 8.15876285e-06]), 765: array([5.20216712e-06, 5.62006203e-06, 5.91258834e-06, 6.11735667e-06,
       6.26069445e-06, 6.36103085e-06, 6.43126631e-06, 6.48043110e-06,
       6.51484645e-06, 6.53893718e-06, 6.55580068e-06, 6.56760513e-06,
       6.57586824e-06, 6.58165242e-06, 6.58570134e-06, 6.58853558e-06,
       6.59051955e-06, 6.59190833e-06, 6.59288047e-06, 6.59356097e-06,
       6.59403732e-06, 6.59437077e-06, 6.59460418e-06, 6.59476757e-06,
       6.59488194e-06, 6.59496200e-06, 6.59501804e-06, 6.59505727e-06]), 770: array([5.54349581e-06, 5.29015046e-06, 5.11280857e-06, 4.98866915e-06,
       4.90177148e-06, 4.84094306e-06, 4.79836313e-06, 4.76855715e-06,
       4.74769295e-06, 4.73308800e-06, 4.72286452e-06, 4.71570809e-06,
       4.71069857e-06, 4.70719191e-06, 4.70473725e-06, 4.70301898e-06,
       4.70181620e-06, 4.70097424e-06, 4.70038488e-06, 4.69997232e-06,
       4.69968353e-06, 4.69948138e-06, 4.69933987e-06, 4.69924081e-06,
       4.69917147e-06, 4.69912294e-06, 4.69908896e-06, 4.69906518e-06]), 775: array([1.93058683e-06, 2.17469814e-06, 2.39439826e-06, 2.59212831e-06,
       2.77008530e-06, 2.93024656e-06, 3.07439164e-06, 3.20412218e-06,
       3.32087963e-06, 3.42596131e-06, 3.52053480e-06, 3.60565091e-06,
       3.68225539e-06, 3.75119940e-06, 3.81324899e-06, 3.86909361e-06,
       3.91935375e-06, 3.96458786e-06, 4.00529856e-06, 4.04193817e-06,
       4.07491381e-06, 4.10459188e-06, 4.13130213e-06, 4.15534136e-06,
       4.17697665e-06, 4.19644841e-06, 4.21397299e-06, 4.22974510e-06]), 780: array([1.33685018e-06, 1.20799728e-06, 1.14357084e-06, 1.11135761e-06,
       1.09525100e-06, 1.08719769e-06, 1.08317104e-06, 1.08115771e-06,
       1.08015105e-06, 1.07964772e-06, 1.07939605e-06, 1.07927022e-06,
       1.07920730e-06, 1.07917585e-06, 1.07916012e-06, 1.07915225e-06,
       1.07914832e-06, 1.07914635e-06, 1.07914537e-06, 1.07914488e-06,
       1.07914463e-06, 1.07914451e-06, 1.07914445e-06, 1.07914442e-06,
       1.07914440e-06, 1.07914439e-06, 1.07914439e-06, 1.07914439e-06]), 785: array([7.09671601e-05, 6.43437117e-05, 6.07963491e-05, 5.88964655e-05,
       5.78789327e-05, 5.73339661e-05, 5.70420949e-05, 5.68857756e-05,
       5.68020546e-05, 5.67572157e-05, 5.67332010e-05, 5.67203393e-05,
       5.67134509e-05, 5.67097616e-05, 5.67077857e-05, 5.67067275e-05,
       5.67061607e-05, 5.67058572e-05, 5.67056946e-05, 5.67056075e-05,
       5.67055609e-05, 5.67055359e-05, 5.67055225e-05, 5.67055154e-05,
       5.67055115e-05, 5.67055095e-05, 5.67055084e-05, 5.67055078e-05]), 790: array([1.83462530e-05, 2.07492806e-05, 2.29119996e-05, 2.48584414e-05,
       2.66102342e-05, 2.81868435e-05, 2.96057879e-05, 3.08828345e-05,
       3.20321732e-05, 3.30665752e-05, 3.39975345e-05, 3.48353956e-05,
       3.55894686e-05, 3.62681323e-05, 3.68789281e-05, 3.74286427e-05,
       3.79233846e-05, 3.83686510e-05, 3.87693897e-05, 3.91300536e-05,
       3.94546502e-05, 3.97467863e-05, 4.00097081e-05, 4.02463371e-05,
       4.04593026e-05, 4.06509710e-05, 4.08234721e-05, 4.09787227e-05]), 795: array([3.65393632e-06, 3.97266388e-06, 4.13202761e-06, 4.21170945e-06,
       4.25155035e-06, 4.27147080e-06, 4.28143102e-06, 4.28641112e-06,
       4.28890118e-06, 4.29014620e-06, 4.29076872e-06, 4.29107997e-06,
       4.29123560e-06, 4.29131341e-06, 4.29135232e-06, 4.29137177e-06,
       4.29138150e-06, 4.29138636e-06, 4.29138880e-06, 4.29139001e-06,
       4.29139062e-06, 4.29139092e-06, 4.29139108e-06, 4.29139115e-06,
       4.29139119e-06, 4.29139121e-06, 4.29139122e-06, 4.29139122e-06]), 800: array([2.97075033e-06, 2.96305009e-06, 2.95919998e-06, 2.95727492e-06,
       2.95631239e-06, 2.95583112e-06, 2.95559049e-06, 2.95547018e-06,
       2.95541002e-06, 2.95537994e-06, 2.95536490e-06, 2.95535738e-06,
       2.95535362e-06, 2.95535174e-06, 2.95535080e-06, 2.95535033e-06,
       2.95535009e-06, 2.95534998e-06, 2.95534992e-06, 2.95534989e-06,
       2.95534987e-06, 2.95534987e-06, 2.95534986e-06, 2.95534986e-06,
       2.95534986e-06, 2.95534986e-06, 2.95534986e-06, 2.95534986e-06]), 805: array([3.07014495e-06, 3.02959337e-06, 3.00120727e-06, 2.98133699e-06,
       2.96742780e-06, 2.95769136e-06, 2.95087586e-06, 2.94610500e-06,
       2.94276540e-06, 2.94042768e-06, 2.93879128e-06, 2.93764580e-06,
       2.93684396e-06, 2.93628267e-06, 2.93588977e-06, 2.93561474e-06,
       2.93542222e-06, 2.93528746e-06, 2.93519312e-06, 2.93512709e-06,
       2.93508086e-06, 2.93504850e-06, 2.93502585e-06, 2.93501000e-06,
       2.93499890e-06, 2.93499113e-06, 2.93498569e-06, 2.93498189e-06]), 810: array([9.55025050e-06, 9.55338476e-06, 9.55620559e-06, 9.55874434e-06,
       9.56102921e-06, 9.56308560e-06, 9.56493635e-06, 9.56660203e-06,
       9.56810113e-06, 9.56945033e-06, 9.57066461e-06, 9.57175746e-06,
       9.57274103e-06, 9.57362623e-06, 9.57442292e-06, 9.57513994e-06,
       9.57578526e-06, 9.57636605e-06, 9.57688875e-06, 9.57735919e-06,
       9.57778258e-06, 9.57816364e-06, 9.57850659e-06, 9.57881524e-06,
       9.57909303e-06, 9.57934304e-06, 9.57956805e-06, 9.57977056e-06]), 815: array([1.73501512e-05, 1.71363255e-05, 1.70294126e-05, 1.69759562e-05,
       1.69492280e-05, 1.69358639e-05, 1.69291818e-05, 1.69258408e-05,
       1.69241703e-05, 1.69233350e-05, 1.69229174e-05, 1.69227086e-05,
       1.69226041e-05, 1.69225519e-05, 1.69225258e-05, 1.69225128e-05,
       1.69225063e-05, 1.69225030e-05, 1.69225014e-05, 1.69225006e-05,
       1.69225002e-05, 1.69224999e-05, 1.69224998e-05, 1.69224998e-05,
       1.69224998e-05, 1.69224998e-05, 1.69224997e-05, 1.69224997e-05]), 820: array([1.07370379e-05, 1.18000558e-05, 1.23315649e-05, 1.25973195e-05,
       1.27301968e-05, 1.27966355e-05, 1.28298549e-05, 1.28464646e-05,
       1.28547694e-05, 1.28589218e-05, 1.28609981e-05, 1.28620362e-05,
       1.28625552e-05, 1.28628147e-05, 1.28629445e-05, 1.28630094e-05,
       1.28630418e-05, 1.28630581e-05, 1.28630662e-05, 1.28630702e-05,
       1.28630722e-05, 1.28630733e-05, 1.28630738e-05, 1.28630740e-05,
       1.28630741e-05, 1.28630742e-05, 1.28630742e-05, 1.28630743e-05]), 825: array([1.22933593e-05, 1.22325154e-05, 1.22020935e-05, 1.21868826e-05,
       1.21792771e-05, 1.21754743e-05, 1.21735730e-05, 1.21726223e-05,
       1.21721469e-05, 1.21719093e-05, 1.21717904e-05, 1.21717310e-05,
       1.21717013e-05, 1.21716865e-05, 1.21716790e-05, 1.21716753e-05,
       1.21716735e-05, 1.21716725e-05, 1.21716721e-05, 1.21716718e-05,
       1.21716717e-05, 1.21716717e-05, 1.21716716e-05, 1.21716716e-05,
       1.21716716e-05, 1.21716716e-05, 1.21716716e-05, 1.21716716e-05]), 830: array([7.75507549e-06, 7.73732972e-06, 7.72490767e-06, 7.71621224e-06,
       7.71012543e-06, 7.70586466e-06, 7.70288212e-06, 7.70079435e-06,
       7.69933290e-06, 7.69830989e-06, 7.69759378e-06, 7.69709250e-06,
       7.69674161e-06, 7.69649598e-06, 7.69632405e-06, 7.69620369e-06,
       7.69611944e-06, 7.69606047e-06, 7.69601918e-06, 7.69599029e-06,
       7.69597006e-06, 7.69595590e-06, 7.69594599e-06, 7.69593905e-06,
       7.69593419e-06, 7.69593079e-06, 7.69592841e-06, 7.69592674e-06]), 835: array([5.90685638e-06, 5.93796571e-06, 5.95974224e-06, 5.97498580e-06,
       5.98565629e-06, 5.99312563e-06, 5.99835417e-06, 6.00201414e-06,
       6.00457612e-06, 6.00636951e-06, 6.00762488e-06, 6.00850364e-06,
       6.00911877e-06, 6.00954936e-06, 6.00985077e-06, 6.01006176e-06,
       6.01020945e-06, 6.01031284e-06, 6.01038521e-06, 6.01043587e-06,
       6.01047133e-06, 6.01049615e-06, 6.01051352e-06, 6.01052569e-06,
       6.01053420e-06, 6.01054016e-06, 6.01054433e-06, 6.01054725e-06]), 840: array([5.20705505e-05, 4.47022642e-05, 3.95442345e-05, 3.59334531e-05,
       3.34057938e-05, 3.16363536e-05, 3.03976904e-05, 2.95305877e-05,
       2.89235887e-05, 2.84986706e-05, 2.82012147e-05, 2.79929863e-05,
       2.78472199e-05, 2.77451789e-05, 2.76737470e-05, 2.76237425e-05,
       2.75887378e-05, 2.75642334e-05, 2.75470795e-05, 2.75350713e-05,
       2.75266652e-05, 2.75207806e-05, 2.75166613e-05, 2.75137776e-05,
       2.75117589e-05, 2.75103458e-05, 2.75093565e-05, 2.75086640e-05]), 845: array([2.00603814e-05, 2.16998526e-05, 2.25195914e-05, 2.29294624e-05,
       2.31343987e-05, 2.32368673e-05, 2.32881018e-05, 2.33137191e-05,
       2.33265278e-05, 2.33329322e-05, 2.33361344e-05, 2.33377355e-05,
       2.33385361e-05, 2.33389364e-05, 2.33391365e-05, 2.33392366e-05,
       2.33392866e-05, 2.33393116e-05, 2.33393242e-05, 2.33393304e-05,
       2.33393335e-05, 2.33393351e-05, 2.33393359e-05, 2.33393363e-05,
       2.33393365e-05, 2.33393366e-05, 2.33393366e-05, 2.33393366e-05]), 850: array([1.26199225e-05, 1.11395662e-05, 1.03993799e-05, 1.00292828e-05,
       9.84423214e-06, 9.75170581e-06, 9.70544214e-06, 9.68231005e-06,
       9.67074388e-06, 9.66496073e-06, 9.66206913e-06, 9.66062331e-06,
       9.65990039e-06, 9.65953893e-06, 9.65935820e-06, 9.65926783e-06,
       9.65922264e-06, 9.65920005e-06, 9.65918876e-06, 9.65918311e-06,
       9.65918028e-06, 9.65917887e-06, 9.65917816e-06, 9.65917781e-06,
       9.65917764e-06, 9.65917755e-06, 9.65917750e-06, 9.65917748e-06]), 855: array([7.48933373e-06, 8.56284995e-06, 9.09960762e-06, 9.36798622e-06,
       9.50217541e-06, 9.56926995e-06, 9.60281720e-06, 9.61959080e-06,
       9.62797760e-06, 9.63217099e-06, 9.63426769e-06, 9.63531604e-06,
       9.63584021e-06, 9.63610230e-06, 9.63623334e-06, 9.63629886e-06,
       9.63633162e-06, 9.63634800e-06, 9.63635619e-06, 9.63636029e-06,
       9.63636233e-06, 9.63636336e-06, 9.63636387e-06, 9.63636413e-06,
       9.63636425e-06, 9.63636432e-06, 9.63636435e-06, 9.63636437e-06]), 860: array([8.30924077e-06, 6.35110864e-06, 5.37204200e-06, 4.88250840e-06,
       4.63774145e-06, 4.51535791e-06, 4.45416610e-06, 4.42357018e-06,
       4.40827221e-06, 4.40062322e-06, 4.39679872e-06, 4.39488648e-06,
       4.39393035e-06, 4.39345229e-06, 4.39321326e-06, 4.39309374e-06,
       4.39303398e-06, 4.39300410e-06, 4.39298916e-06, 4.39298169e-06,
       4.39297796e-06, 4.39297609e-06, 4.39297516e-06, 4.39297469e-06,
       4.39297446e-06, 4.39297434e-06, 4.39297428e-06, 4.39297425e-06]), 865: array([9.18801290e-06, 9.10441524e-06, 9.04589685e-06, 9.00493397e-06,
       8.97625993e-06, 8.95618810e-06, 8.94213781e-06, 8.93230260e-06,
       8.92541796e-06, 8.92059870e-06, 8.91722522e-06, 8.91486378e-06,
       8.91321078e-06, 8.91205367e-06, 8.91124370e-06, 8.91067672e-06,
       8.91027983e-06, 8.91000201e-06, 8.90980753e-06, 8.90967140e-06,
       8.90957611e-06, 8.90950940e-06, 8.90946271e-06, 8.90943002e-06,
       8.90940714e-06, 8.90939113e-06, 8.90937992e-06, 8.90937207e-06]), 870: array([5.88410917e-06, 6.75391336e-06, 7.18881487e-06, 7.40626533e-06,
       7.51499041e-06, 7.56935287e-06, 7.59653407e-06, 7.61012465e-06,
       7.61691993e-06, 7.62031757e-06, 7.62201638e-06, 7.62286579e-06,
       7.62329049e-06, 7.62350284e-06, 7.62360902e-06, 7.62366210e-06,
       7.62368865e-06, 7.62370192e-06, 7.62370856e-06, 7.62371187e-06,
       7.62371353e-06, 7.62371436e-06, 7.62371478e-06, 7.62371499e-06,
       7.62371509e-06, 7.62371514e-06, 7.62371517e-06, 7.62371518e-06]), 875: array([3.85833996e-06, 3.86196845e-06, 3.86378270e-06, 3.86468983e-06,
       3.86514339e-06, 3.86537017e-06, 3.86548356e-06, 3.86554025e-06,
       3.86556860e-06, 3.86558278e-06, 3.86558986e-06, 3.86559341e-06,
       3.86559518e-06, 3.86559606e-06, 3.86559651e-06, 3.86559673e-06,
       3.86559684e-06, 3.86559689e-06, 3.86559692e-06, 3.86559694e-06,
       3.86559694e-06, 3.86559695e-06, 3.86559695e-06, 3.86559695e-06,
       3.86559695e-06, 3.86559695e-06, 3.86559695e-06, 3.86559695e-06]), 880: array([3.13863786e-06, 3.12148212e-06, 3.11290422e-06, 3.10861524e-06,
       3.10647075e-06, 3.10539850e-06, 3.10486237e-06, 3.10459430e-06,
       3.10446027e-06, 3.10439325e-06, 3.10435974e-06, 3.10434299e-06,
       3.10433461e-06, 3.10433042e-06, 3.10432833e-06, 3.10432728e-06,
       3.10432676e-06, 3.10432649e-06, 3.10432636e-06, 3.10432630e-06,
       3.10432627e-06, 3.10432625e-06, 3.10432624e-06, 3.10432624e-06,
       3.10432624e-06, 3.10432623e-06, 3.10432623e-06, 3.10432623e-06]), 885: array([6.19464220e-06, 6.18913849e-06, 6.18528590e-06, 6.18258909e-06,
       6.18070132e-06, 6.17937989e-06, 6.17845488e-06, 6.17780738e-06,
       6.17735413e-06, 6.17703685e-06, 6.17681476e-06, 6.17665929e-06,
       6.17655047e-06, 6.17647429e-06, 6.17642096e-06, 6.17638364e-06,
       6.17635751e-06, 6.17633922e-06, 6.17632641e-06, 6.17631745e-06,
       6.17631118e-06, 6.17630679e-06, 6.17630371e-06, 6.17630156e-06,
       6.17630005e-06, 6.17629900e-06, 6.17629826e-06, 6.17629774e-06]), 890: array([7.13403215e-05, 5.14133616e-05, 3.94788294e-05, 3.23310730e-05,
       2.80501827e-05, 2.54862982e-05, 2.39507523e-05, 2.30310926e-05,
       2.24802957e-05, 2.21504158e-05, 2.19528462e-05, 2.18345190e-05,
       2.17636512e-05, 2.17212075e-05, 2.16957874e-05, 2.16805629e-05,
       2.16714448e-05, 2.16659838e-05, 2.16627131e-05, 2.16607543e-05,
       2.16595811e-05, 2.16588785e-05, 2.16584577e-05, 2.16582056e-05,
       2.16580547e-05, 2.16579643e-05, 2.16579101e-05, 2.16578777e-05]), 895: array([2.28896089e-05, 2.66378197e-05, 2.85119166e-05, 2.94489607e-05,
       2.99174806e-05, 3.01517395e-05, 3.02688684e-05, 3.03274326e-05,
       3.03567146e-05, 3.03713555e-05, 3.03786759e-05, 3.03823361e-05,
       3.03841662e-05, 3.03850812e-05, 3.03855387e-05, 3.03857675e-05,
       3.03858819e-05, 3.03859391e-05, 3.03859677e-05, 3.03859820e-05,
       3.03859891e-05, 3.03859927e-05, 3.03859945e-05, 3.03859954e-05,
       3.03859958e-05, 3.03859960e-05, 3.03859961e-05, 3.03859962e-05]), 900: array([1.03431452e-05, 1.22900438e-05, 1.36528723e-05, 1.46068518e-05,
       1.52746371e-05, 1.57420866e-05, 1.60693012e-05, 1.62983512e-05,
       1.64586862e-05, 1.65709206e-05, 1.66494847e-05, 1.67044795e-05,
       1.67429759e-05, 1.67699233e-05, 1.67887865e-05, 1.68019908e-05,
       1.68112337e-05, 1.68177038e-05, 1.68222328e-05, 1.68254032e-05,
       1.68276224e-05, 1.68291759e-05, 1.68302633e-05, 1.68310245e-05,
       1.68315573e-05, 1.68319303e-05, 1.68321914e-05, 1.68323741e-05]), 905: array([9.86469810e-06, 9.89641617e-06, 9.91227518e-06, 9.92020468e-06,
       9.92416943e-06, 9.92615180e-06, 9.92714298e-06, 9.92763857e-06,
       9.92788637e-06, 9.92801027e-06, 9.92807221e-06, 9.92810319e-06,
       9.92811868e-06, 9.92812642e-06, 9.92813029e-06, 9.92813223e-06,
       9.92813320e-06, 9.92813368e-06, 9.92813392e-06, 9.92813404e-06,
       9.92813410e-06, 9.92813413e-06, 9.92813415e-06, 9.92813416e-06,
       9.92813416e-06, 9.92813416e-06, 9.92813416e-06, 9.92813416e-06]), 910: array([3.84105685e-06, 4.18316544e-06, 4.34741085e-06, 4.42626464e-06,
       4.46412213e-06, 4.48229740e-06, 4.49102331e-06, 4.49521259e-06,
       4.49722385e-06, 4.49818945e-06, 4.49865304e-06, 4.49887560e-06,
       4.49898246e-06, 4.49903375e-06, 4.49905838e-06, 4.49907021e-06,
       4.49907588e-06, 4.49907861e-06, 4.49907992e-06, 4.49908055e-06,
       4.49908085e-06, 4.49908099e-06, 4.49908106e-06, 4.49908110e-06,
       4.49908111e-06, 4.49908112e-06, 4.49908112e-06, 4.49908113e-06]), 915: array([3.36788071e-06, 3.65026869e-06, 3.84794024e-06, 3.98631030e-06,
       4.08316932e-06, 4.15097062e-06, 4.19843152e-06, 4.23165414e-06,
       4.25490998e-06, 4.27118906e-06, 4.28258441e-06, 4.29056116e-06,
       4.29614488e-06, 4.30005348e-06, 4.30278950e-06, 4.30470472e-06,
       4.30604537e-06, 4.30698382e-06, 4.30764074e-06, 4.30810058e-06,
       4.30842247e-06, 4.30864780e-06, 4.30880552e-06, 4.30891593e-06,
       4.30899322e-06, 4.30904732e-06, 4.30908519e-06, 4.30911170e-06]), 920: array([8.92131828e-05, 8.44533719e-05, 8.01693993e-05, 7.63136955e-05,
       7.28434463e-05, 6.97201179e-05, 6.69090286e-05, 6.43789639e-05,
       6.21018297e-05, 6.00523406e-05, 5.82077390e-05, 5.65475422e-05,
       5.50533152e-05, 5.37084661e-05, 5.24980615e-05, 5.14086611e-05,
       5.04281680e-05, 4.95456949e-05, 4.87514425e-05, 4.80365916e-05,
       4.73932043e-05, 4.68141364e-05, 4.62929579e-05, 4.58238817e-05,
       4.54016990e-05, 4.50217219e-05, 4.46797311e-05, 4.43719291e-05]), 925: array([2.41095746e-05, 2.83161221e-05, 3.12606921e-05, 3.33218820e-05,
       3.47647084e-05, 3.57746824e-05, 3.64816610e-05, 3.69765438e-05,
       3.73229602e-05, 3.75654506e-05, 3.77351932e-05, 3.78540124e-05,
       3.79371855e-05, 3.79954064e-05, 3.80361609e-05, 3.80646888e-05,
       3.80846583e-05, 3.80986369e-05, 3.81084219e-05, 3.81152714e-05,
       3.81200659e-05, 3.81234221e-05, 3.81257715e-05, 3.81274160e-05,
       3.81285672e-05, 3.81293730e-05, 3.81299370e-05, 3.81303319e-05]), 930: array([3.88585273e-06, 4.21566559e-06, 4.38057198e-06, 4.46302515e-06,
       4.50425173e-06, 4.52486502e-06, 4.53517166e-06, 4.54032498e-06,
       4.54290163e-06, 4.54418996e-06, 4.54483413e-06, 4.54515621e-06,
       4.54531725e-06, 4.54539777e-06, 4.54543803e-06, 4.54545816e-06,
       4.54546823e-06, 4.54547326e-06, 4.54547578e-06, 4.54547703e-06,
       4.54547766e-06, 4.54547798e-06, 4.54547814e-06, 4.54547821e-06,
       4.54547825e-06, 4.54547827e-06, 4.54547828e-06, 4.54547829e-06]), 935: array([2.15017743e-06, 2.14024290e-06, 2.13328873e-06, 2.12842082e-06,
       2.12501327e-06, 2.12262799e-06, 2.12095830e-06, 2.11978951e-06,
       2.11897136e-06, 2.11839865e-06, 2.11799776e-06, 2.11771713e-06,
       2.11752069e-06, 2.11738319e-06, 2.11728693e-06, 2.11721955e-06,
       2.11717239e-06, 2.11713937e-06, 2.11711626e-06, 2.11710009e-06,
       2.11708876e-06, 2.11708083e-06, 2.11707529e-06, 2.11707140e-06,
       2.11706868e-06, 2.11706678e-06, 2.11706545e-06, 2.11706451e-06]), 940: array([2.32079177e-06, 2.29404457e-06, 2.28067098e-06, 2.27398418e-06,
       2.27064078e-06, 2.26896908e-06, 2.26813323e-06, 2.26771531e-06,
       2.26750635e-06, 2.26740187e-06, 2.26734963e-06, 2.26732351e-06,
       2.26731045e-06, 2.26730391e-06, 2.26730065e-06, 2.26729902e-06,
       2.26729820e-06, 2.26729779e-06, 2.26729759e-06, 2.26729749e-06,
       2.26729744e-06, 2.26729741e-06, 2.26729740e-06, 2.26729739e-06,
       2.26729739e-06, 2.26729739e-06, 2.26729739e-06, 2.26729739e-06]), 945: array([9.62110480e-07, 1.07631964e-06, 1.13342422e-06, 1.16197650e-06,
       1.17625264e-06, 1.18339071e-06, 1.18695975e-06, 1.18874426e-06,
       1.18963652e-06, 1.19008265e-06, 1.19030572e-06, 1.19041725e-06,
       1.19047301e-06, 1.19050090e-06, 1.19051484e-06, 1.19052181e-06,
       1.19052530e-06, 1.19052704e-06, 1.19052791e-06, 1.19052835e-06,
       1.19052856e-06, 1.19052867e-06, 1.19052873e-06, 1.19052875e-06,
       1.19052877e-06, 1.19052877e-06, 1.19052878e-06, 1.19052878e-06]), 950: array([1.57929190e-06, 1.54297926e-06, 1.52482295e-06, 1.51574479e-06,
       1.51120571e-06, 1.50893617e-06, 1.50780140e-06, 1.50723402e-06,
       1.50695033e-06, 1.50680848e-06, 1.50673756e-06, 1.50670210e-06,
       1.50668437e-06, 1.50667550e-06, 1.50667107e-06, 1.50666885e-06,
       1.50666774e-06, 1.50666719e-06, 1.50666691e-06, 1.50666677e-06,
       1.50666670e-06, 1.50666667e-06, 1.50666665e-06, 1.50666664e-06,
       1.50666664e-06, 1.50666664e-06, 1.50666664e-06, 1.50666664e-06]), 955: array([2.42303041e-06, 2.31369885e-06, 2.23716676e-06, 2.18359429e-06,
       2.14609356e-06, 2.11984304e-06, 2.10146768e-06, 2.08860493e-06,
       2.07960100e-06, 2.07329825e-06, 2.06888633e-06, 2.06579798e-06,
       2.06363614e-06, 2.06212285e-06, 2.06106354e-06, 2.06032203e-06,
       2.05980297e-06, 2.05943963e-06, 2.05918529e-06, 2.05900725e-06,
       2.05888263e-06, 2.05879539e-06, 2.05873432e-06, 2.05869158e-06,
       2.05866165e-06, 2.05864071e-06, 2.05862605e-06, 2.05861578e-06]), 960: array([2.23141049e-06, 2.34601571e-06, 2.40331834e-06, 2.43196966e-06,
       2.44629533e-06, 2.45345816e-06, 2.45703958e-06, 2.45883029e-06,
       2.45972565e-06, 2.46017333e-06, 2.46039717e-06, 2.46050909e-06,
       2.46056505e-06, 2.46059303e-06, 2.46060702e-06, 2.46061401e-06,
       2.46061751e-06, 2.46061926e-06, 2.46062013e-06, 2.46062057e-06,
       2.46062079e-06, 2.46062090e-06, 2.46062095e-06, 2.46062098e-06,
       2.46062099e-06, 2.46062100e-06, 2.46062100e-06, 2.46062100e-06]), 965: array([1.58052216e-05, 1.55359240e-05, 1.53474155e-05, 1.52154596e-05,
       1.51230904e-05, 1.50584319e-05, 1.50131709e-05, 1.49814883e-05,
       1.49593104e-05, 1.49437858e-05, 1.49329187e-05, 1.49253116e-05,
       1.49199867e-05, 1.49162593e-05, 1.49136501e-05, 1.49118236e-05,
       1.49105451e-05, 1.49096501e-05, 1.49090237e-05, 1.49085851e-05,
       1.49082782e-05, 1.49080633e-05, 1.49079129e-05, 1.49078076e-05,
       1.49077339e-05, 1.49076823e-05, 1.49076462e-05, 1.49076209e-05]), 970: array([2.10244126e-05, 2.26077597e-05, 2.33993692e-05, 2.37951419e-05,
       2.39930123e-05, 2.40919395e-05, 2.41413990e-05, 2.41661268e-05,
       2.41784897e-05, 2.41846707e-05, 2.41877609e-05, 2.41893059e-05,
       2.41900783e-05, 2.41904645e-05, 2.41906576e-05, 2.41907541e-05,
       2.41908024e-05, 2.41908265e-05, 2.41908385e-05, 2.41908446e-05,
       2.41908476e-05, 2.41908491e-05, 2.41908499e-05, 2.41908502e-05,
       2.41908504e-05, 2.41908505e-05, 2.41908506e-05, 2.41908506e-05]), 975: array([1.94470871e-05, 1.67139906e-05, 1.53474415e-05, 1.46641664e-05,
       1.43225286e-05, 1.41517096e-05, 1.40663001e-05, 1.40235953e-05,
       1.40022429e-05, 1.39915666e-05, 1.39862285e-05, 1.39835595e-05,
       1.39822249e-05, 1.39815577e-05, 1.39812240e-05, 1.39810572e-05,
       1.39809738e-05, 1.39809321e-05, 1.39809113e-05, 1.39809008e-05,
       1.39808956e-05, 1.39808930e-05, 1.39808917e-05, 1.39808911e-05,
       1.39808907e-05, 1.39808906e-05, 1.39808905e-05, 1.39808904e-05]), 980: array([1.01077162e-04, 8.10951811e-05, 7.10010895e-05, 6.59019611e-05,
       6.33260868e-05, 6.20248589e-05, 6.13675310e-05, 6.10354754e-05,
       6.08677343e-05, 6.07829982e-05, 6.07401930e-05, 6.07185695e-05,
       6.07076462e-05, 6.07021282e-05, 6.06993407e-05, 6.06979326e-05,
       6.06972213e-05, 6.06968619e-05, 6.06966804e-05, 6.06965887e-05,
       6.06965424e-05, 6.06965190e-05, 6.06965072e-05, 6.06965012e-05,
       6.06964982e-05, 6.06964966e-05, 6.06964959e-05, 6.06964955e-05]), 985: array([0.00014162, 0.00018122, 0.00022035, 0.00025901, 0.00029721,
       0.00033496, 0.00037227, 0.00040913, 0.00044555, 0.00048154,
       0.0005171 , 0.00055224, 0.00058696, 0.00062127, 0.00065517,
       0.00068867, 0.00072177, 0.00075448, 0.0007868 , 0.00081874,
       0.0008503 , 0.00088148, 0.00091229, 0.00094274, 0.00097282,
       0.00100255, 0.00103192, 0.00106095]), 990: array([2.92869398e-05, 3.04357530e-05, 3.10101633e-05, 3.12973704e-05,
       3.14409749e-05, 3.15127776e-05, 3.15486792e-05, 3.15666301e-05,
       3.15756056e-05, 3.15800934e-05, 3.15823373e-05, 3.15834593e-05,
       3.15840202e-05, 3.15843007e-05, 3.15844410e-05, 3.15845111e-05,
       3.15845462e-05, 3.15845637e-05, 3.15845725e-05, 3.15845769e-05,
       3.15845790e-05, 3.15845801e-05, 3.15845807e-05, 3.15845810e-05,
       3.15845811e-05, 3.15845812e-05, 3.15845812e-05, 3.15845812e-05]), 995: array([8.56149289e-06, 7.81984139e-06, 7.30068526e-06, 6.93727592e-06,
       6.68288935e-06, 6.50481872e-06, 6.38016926e-06, 6.29291463e-06,
       6.23183638e-06, 6.18908160e-06, 6.15915324e-06, 6.13820340e-06,
       6.12353850e-06, 6.11327307e-06, 6.10608727e-06, 6.10105721e-06,
       6.09753616e-06, 6.09507143e-06, 6.09334612e-06, 6.09213840e-06,
       6.09129300e-06, 6.09070122e-06, 6.09028697e-06, 6.08999700e-06,
       6.08979401e-06, 6.08965193e-06, 6.08955247e-06, 6.08948284e-06]), 1000: array([5.82132587e-06, 6.40564281e-06, 6.69780124e-06, 6.84388044e-06,
       6.91692003e-06, 6.95343982e-06, 6.97169971e-06, 6.98082965e-06,
       6.98539462e-06, 6.98767711e-06, 6.98881835e-06, 6.98938897e-06,
       6.98967429e-06, 6.98981694e-06, 6.98988827e-06, 6.98992393e-06,
       6.98994176e-06, 6.98995068e-06, 6.98995514e-06, 6.98995737e-06,
       6.98995848e-06, 6.98995904e-06, 6.98995932e-06, 6.98995946e-06,
       6.98995953e-06, 6.98995956e-06, 6.98995958e-06, 6.98995959e-06]), 1005: array([1.22255143e-05, 1.18537598e-05, 1.16678773e-05, 1.15749335e-05,
       1.15284602e-05, 1.15052230e-05, 1.14936040e-05, 1.14877944e-05,
       1.14848895e-05, 1.14834370e-05, 1.14827108e-05, 1.14823476e-05,
       1.14821660e-05, 1.14820752e-05, 1.14820299e-05, 1.14820072e-05,
       1.14819958e-05, 1.14819901e-05, 1.14819873e-05, 1.14819859e-05,
       1.14819852e-05, 1.14819848e-05, 1.14819846e-05, 1.14819845e-05,
       1.14819845e-05, 1.14819845e-05, 1.14819845e-05, 1.14819845e-05]), 1010: array([1.82895217e-05, 1.84852850e-05, 1.85831665e-05, 1.86321072e-05,
       1.86565774e-05, 1.86688126e-05, 1.86749301e-05, 1.86779889e-05,
       1.86795183e-05, 1.86802830e-05, 1.86806653e-05, 1.86808565e-05,
       1.86809521e-05, 1.86809999e-05, 1.86810238e-05, 1.86810357e-05,
       1.86810417e-05, 1.86810447e-05, 1.86810462e-05, 1.86810469e-05,
       1.86810473e-05, 1.86810475e-05, 1.86810476e-05, 1.86810476e-05,
       1.86810476e-05, 1.86810476e-05, 1.86810476e-05, 1.86810476e-05]), 1015: array([0.0004925 , 0.00041608, 0.00035822, 0.00031443, 0.00028127,
       0.00025617, 0.00023716, 0.00022278, 0.00021189, 0.00020364,
       0.0001974 , 0.00019267, 0.0001891 , 0.00018639, 0.00018434,
       0.00018279, 0.00018161, 0.00018072, 0.00018005, 0.00017954,
       0.00017915, 0.00017886, 0.00017864, 0.00017847, 0.00017834,
       0.00017825, 0.00017818, 0.00017812]), 1020: array([0.00015019, 0.00018469, 0.00019861, 0.00020423, 0.0002065 ,
       0.00020742, 0.00020779, 0.00020794, 0.000208  , 0.00020802,
       0.00020803, 0.00020804, 0.00020804, 0.00020804, 0.00020804,
       0.00020804, 0.00020804, 0.00020804, 0.00020804, 0.00020804,
       0.00020804, 0.00020804, 0.00020804, 0.00020804, 0.00020804,
       0.00020804, 0.00020804, 0.00020804]), 1025: array([3.07108968e-05, 3.58660171e-05, 3.84435686e-05, 3.97323401e-05,
       4.03767236e-05, 4.06989143e-05, 4.08600091e-05, 4.09405562e-05,
       4.09808296e-05, 4.10009663e-05, 4.10110346e-05, 4.10160687e-05,
       4.10185858e-05, 4.10198443e-05, 4.10204735e-05, 4.10207882e-05,
       4.10209455e-05, 4.10210241e-05, 4.10210635e-05, 4.10210831e-05,
       4.10210930e-05, 4.10210979e-05, 4.10211003e-05, 4.10211016e-05,
       4.10211022e-05, 4.10211025e-05, 4.10211026e-05, 4.10211027e-05]), 1030: array([2.86646189e-04, 2.30667822e-04, 1.90253288e-04, 1.61075327e-04,
       1.40009801e-04, 1.24801187e-04, 1.13821068e-04, 1.05893785e-04,
       1.00170548e-04, 9.60385594e-05, 9.30554000e-05, 9.09016573e-05,
       8.93467261e-05, 8.82241171e-05, 8.74136303e-05, 8.68284857e-05,
       8.64060305e-05, 8.61010318e-05, 8.58808328e-05, 8.57218564e-05,
       8.56070807e-05, 8.55242164e-05, 8.54643911e-05, 8.54211992e-05,
       8.53900161e-05, 8.53675029e-05, 8.53512491e-05, 8.53395145e-05]), 1035: array([0.00012361, 0.00012314, 0.00012281, 0.00012258, 0.00012241,
       0.0001223 , 0.00012222, 0.00012217, 0.00012213, 0.0001221 ,
       0.00012208, 0.00012207, 0.00012206, 0.00012205, 0.00012205,
       0.00012205, 0.00012204, 0.00012204, 0.00012204, 0.00012204,
       0.00012204, 0.00012204, 0.00012204, 0.00012204, 0.00012204,
       0.00012204, 0.00012204, 0.00012204]), 1040: array([4.02118342e-05, 4.26150575e-05, 4.38166639e-05, 4.44174644e-05,
       4.47178634e-05, 4.48680622e-05, 4.49431613e-05, 4.49807107e-05,
       4.49994853e-05, 4.50088726e-05, 4.50135662e-05, 4.50159130e-05,
       4.50170864e-05, 4.50176731e-05, 4.50179664e-05, 4.50181131e-05,
       4.50181864e-05, 4.50182231e-05, 4.50182414e-05, 4.50182506e-05,
       4.50182552e-05, 4.50182575e-05, 4.50182586e-05, 4.50182592e-05,
       4.50182595e-05, 4.50182596e-05, 4.50182597e-05, 4.50182597e-05]), 1045: array([1.83228984e-05, 2.11514692e-05, 2.31314653e-05, 2.45174601e-05,
       2.54876547e-05, 2.61667897e-05, 2.66421834e-05, 2.69749584e-05,
       2.72079004e-05, 2.73709596e-05, 2.74851008e-05, 2.75649995e-05,
       2.76209285e-05, 2.76600787e-05, 2.76874838e-05, 2.77066674e-05,
       2.77200958e-05, 2.77294957e-05, 2.77360756e-05, 2.77406816e-05,
       2.77439057e-05, 2.77461626e-05, 2.77477424e-05, 2.77488483e-05,
       2.77496224e-05, 2.77501643e-05, 2.77505436e-05, 2.77508091e-05]), 1050: array([4.74733172e-06, 4.90110822e-06, 4.97799807e-06, 5.01644380e-06,
       5.03566706e-06, 5.04527889e-06, 5.05008490e-06, 5.05248796e-06,
       5.05368951e-06, 5.05429030e-06, 5.05459070e-06, 5.05474091e-06,
       5.05481601e-06, 5.05485356e-06, 5.05487234e-06, 5.05488173e-06,
       5.05488642e-06, 5.05488877e-06, 5.05488994e-06, 5.05489053e-06,
       5.05489082e-06, 5.05489097e-06, 5.05489104e-06, 5.05489108e-06,
       5.05489110e-06, 5.05489111e-06, 5.05489111e-06, 5.05489112e-06]), 1055: array([2.52328368e-05, 2.42644019e-05, 2.37801845e-05, 2.35380757e-05,
       2.34170213e-05, 2.33564941e-05, 2.33262305e-05, 2.33110987e-05,
       2.33035328e-05, 2.32997499e-05, 2.32978584e-05, 2.32969127e-05,
       2.32964398e-05, 2.32962034e-05, 2.32960852e-05, 2.32960260e-05,
       2.32959965e-05, 2.32959817e-05, 2.32959743e-05, 2.32959706e-05,
       2.32959688e-05, 2.32959679e-05, 2.32959674e-05, 2.32959672e-05,
       2.32959671e-05, 2.32959670e-05, 2.32959670e-05, 2.32959670e-05]), 1060: array([2.10264536e-05, 1.97925408e-05, 1.91755825e-05, 1.88671024e-05,
       1.87128619e-05, 1.86357414e-05, 1.85971811e-05, 1.85779008e-05,
       1.85682607e-05, 1.85634406e-05, 1.85610305e-05, 1.85598255e-05,
       1.85592230e-05, 1.85589217e-05, 1.85587711e-05, 1.85586958e-05,
       1.85586581e-05, 1.85586393e-05, 1.85586299e-05, 1.85586252e-05,
       1.85586228e-05, 1.85586216e-05, 1.85586210e-05, 1.85586207e-05,
       1.85586206e-05, 1.85586205e-05, 1.85586205e-05, 1.85586205e-05]), 1065: array([3.37584318e-05, 2.64269413e-05, 2.20549785e-05, 1.94478608e-05,
       1.78931671e-05, 1.69660619e-05, 1.64132044e-05, 1.60835208e-05,
       1.58869217e-05, 1.57696844e-05, 1.56997727e-05, 1.56580825e-05,
       1.56332215e-05, 1.56183962e-05, 1.56095555e-05, 1.56042836e-05,
       1.56011398e-05, 1.55992650e-05, 1.55981471e-05, 1.55974804e-05,
       1.55970829e-05, 1.55968458e-05, 1.55967044e-05, 1.55966201e-05,
       1.55965699e-05, 1.55965399e-05, 1.55965220e-05, 1.55965113e-05]), 1070: array([8.38697573e-06, 9.37695641e-06, 9.87194601e-06, 1.01194404e-05,
       1.02431875e-05, 1.03050609e-05, 1.03359976e-05, 1.03514659e-05,
       1.03592000e-05, 1.03630671e-05, 1.03650006e-05, 1.03659674e-05,
       1.03664507e-05, 1.03666924e-05, 1.03668133e-05, 1.03668737e-05,
       1.03669039e-05, 1.03669190e-05, 1.03669266e-05, 1.03669303e-05,
       1.03669322e-05, 1.03669332e-05, 1.03669337e-05, 1.03669339e-05,
       1.03669340e-05, 1.03669341e-05, 1.03669341e-05, 1.03669341e-05]), 1075: array([1.29818457e-05, 1.28481577e-05, 1.27813135e-05, 1.27478914e-05,
       1.27311804e-05, 1.27228248e-05, 1.27186471e-05, 1.27165582e-05,
       1.27155137e-05, 1.27149915e-05, 1.27147304e-05, 1.27145998e-05,
       1.27145346e-05, 1.27145019e-05, 1.27144856e-05, 1.27144774e-05,
       1.27144734e-05, 1.27144713e-05, 1.27144703e-05, 1.27144698e-05,
       1.27144695e-05, 1.27144694e-05, 1.27144693e-05, 1.27144693e-05,
       1.27144693e-05, 1.27144693e-05, 1.27144693e-05, 1.27144693e-05]), 1080: array([1.57968313e-05, 1.47610746e-05, 1.40360457e-05, 1.35285259e-05,
       1.31732624e-05, 1.29245783e-05, 1.27504995e-05, 1.26286445e-05,
       1.25433461e-05, 1.24836372e-05, 1.24418411e-05, 1.24125838e-05,
       1.23921038e-05, 1.23777677e-05, 1.23677325e-05, 1.23607079e-05,
       1.23557906e-05, 1.23523486e-05, 1.23499391e-05, 1.23482525e-05,
       1.23470719e-05, 1.23462454e-05, 1.23456669e-05, 1.23452620e-05,
       1.23449785e-05, 1.23447801e-05, 1.23446412e-05, 1.23445440e-05]), 1085: array([8.23341843e-06, 8.22303036e-06, 8.21783632e-06, 8.21523930e-06,
       8.21394079e-06, 8.21329153e-06, 8.21296690e-06, 8.21280459e-06,
       8.21272343e-06, 8.21268285e-06, 8.21266256e-06, 8.21265242e-06,
       8.21264735e-06, 8.21264481e-06, 8.21264354e-06, 8.21264291e-06,
       8.21264259e-06, 8.21264243e-06, 8.21264235e-06, 8.21264231e-06,
       8.21264229e-06, 8.21264228e-06, 8.21264228e-06, 8.21264228e-06,
       8.21264227e-06, 8.21264227e-06, 8.21264227e-06, 8.21264227e-06]), 1090: array([3.96155983e-06, 3.98531650e-06, 4.00194617e-06, 4.01358693e-06,
       4.02173546e-06, 4.02743943e-06, 4.03143221e-06, 4.03422715e-06,
       4.03618361e-06, 4.03755313e-06, 4.03851179e-06, 4.03918286e-06,
       4.03965261e-06, 4.03998143e-06, 4.04021160e-06, 4.04037272e-06,
       4.04048551e-06, 4.04056446e-06, 4.04061973e-06, 4.04065841e-06,
       4.04068549e-06, 4.04070445e-06, 4.04071772e-06, 4.04072700e-06,
       4.04073351e-06, 4.04073806e-06, 4.04074124e-06, 4.04074347e-06]), 1095: array([1.82171878e-06, 1.82427974e-06, 1.82556021e-06, 1.82620045e-06,
       1.82652057e-06, 1.82668063e-06, 1.82676066e-06, 1.82680068e-06,
       1.82682068e-06, 1.82683069e-06, 1.82683569e-06, 1.82683819e-06,
       1.82683944e-06, 1.82684007e-06, 1.82684038e-06, 1.82684054e-06,
       1.82684061e-06, 1.82684065e-06, 1.82684067e-06, 1.82684068e-06,
       1.82684069e-06, 1.82684069e-06, 1.82684069e-06, 1.82684069e-06,
       1.82684069e-06, 1.82684069e-06, 1.82684069e-06, 1.82684069e-06]), 1100: array([5.47375369e-05, 3.83459482e-05, 3.01501260e-05, 2.60522010e-05,
       2.40032316e-05, 2.29787434e-05, 2.24664975e-05, 2.22103737e-05,
       2.20823114e-05, 2.20182800e-05, 2.19862642e-05, 2.19702563e-05,
       2.19622523e-05, 2.19582503e-05, 2.19562492e-05, 2.19552487e-05,
       2.19547485e-05, 2.19544983e-05, 2.19543733e-05, 2.19543107e-05,
       2.19542795e-05, 2.19542638e-05, 2.19542560e-05, 2.19542521e-05,
       2.19542502e-05, 2.19542492e-05, 2.19542487e-05, 2.19542485e-05]), 1105: array([6.41639720e-05, 5.75059912e-05, 5.41769762e-05, 5.25124563e-05,
       5.16801903e-05, 5.12640542e-05, 5.10559846e-05, 5.09519490e-05,
       5.08999308e-05, 5.08739216e-05, 5.08609168e-05, 5.08544144e-05,
       5.08511632e-05, 5.08495375e-05, 5.08487247e-05, 5.08483183e-05,
       5.08481151e-05, 5.08480135e-05, 5.08479627e-05, 5.08479373e-05,
       5.08479246e-05, 5.08479182e-05, 5.08479151e-05, 5.08479135e-05,
       5.08479127e-05, 5.08479123e-05, 5.08479121e-05, 5.08479120e-05]), 1110: array([1.43750987e-05, 1.71362550e-05, 1.85168327e-05, 1.92071214e-05,
       1.95522657e-05, 1.97248378e-05, 1.98111238e-05, 1.98542668e-05,
       1.98758383e-05, 1.98866240e-05, 1.98920169e-05, 1.98947133e-05,
       1.98960615e-05, 1.98967356e-05, 1.98970727e-05, 1.98972412e-05,
       1.98973255e-05, 1.98973676e-05, 1.98973887e-05, 1.98973992e-05,
       1.98974045e-05, 1.98974071e-05, 1.98974084e-05, 1.98974091e-05,
       1.98974094e-05, 1.98974096e-05, 1.98974097e-05, 1.98974097e-05]), 1115: array([1.39931030e-05, 1.39519967e-05, 1.39314435e-05, 1.39211669e-05,
       1.39160286e-05, 1.39134594e-05, 1.39121748e-05, 1.39115325e-05,
       1.39112114e-05, 1.39110508e-05, 1.39109705e-05, 1.39109304e-05,
       1.39109103e-05, 1.39109003e-05, 1.39108953e-05, 1.39108928e-05,
       1.39108915e-05, 1.39108909e-05, 1.39108906e-05, 1.39108904e-05,
       1.39108903e-05, 1.39108903e-05, 1.39108903e-05, 1.39108903e-05,
       1.39108903e-05, 1.39108903e-05, 1.39108903e-05, 1.39108903e-05]), 1120: array([9.57496652e-06, 9.63538387e-06, 9.66559257e-06, 9.68069694e-06,
       9.68824913e-06, 9.69202523e-06, 9.69391328e-06, 9.69485730e-06,
       9.69532932e-06, 9.69556532e-06, 9.69568333e-06, 9.69574233e-06,
       9.69577183e-06, 9.69578658e-06, 9.69579396e-06, 9.69579764e-06,
       9.69579949e-06, 9.69580041e-06, 9.69580087e-06, 9.69580110e-06,
       9.69580122e-06, 9.69580127e-06, 9.69580130e-06, 9.69580132e-06,
       9.69580132e-06, 9.69580133e-06, 9.69580133e-06, 9.69580133e-06]), 1125: array([1.09413697e-05, 1.10036053e-05, 1.10471703e-05, 1.10776657e-05,
       1.10990124e-05, 1.11139552e-05, 1.11244150e-05, 1.11317370e-05,
       1.11368623e-05, 1.11404500e-05, 1.11429614e-05, 1.11447194e-05,
       1.11459500e-05, 1.11468114e-05, 1.11474144e-05, 1.11478365e-05,
       1.11481320e-05, 1.11483388e-05, 1.11484836e-05, 1.11485849e-05,
       1.11486559e-05, 1.11487055e-05, 1.11487403e-05, 1.11487646e-05,
       1.11487816e-05, 1.11487936e-05, 1.11488019e-05, 1.11488078e-05]), 1130: array([6.99497901e-05, 6.64657493e-05, 6.32917731e-05, 6.04002671e-05,
       5.77660927e-05, 5.53663485e-05, 5.31801712e-05, 5.11885543e-05,
       4.93741827e-05, 4.77212824e-05, 4.62154831e-05, 4.48436935e-05,
       4.35939872e-05, 4.24554995e-05, 4.14183322e-05, 4.04734684e-05,
       3.96126933e-05, 3.88285236e-05, 3.81141416e-05, 3.74633365e-05,
       3.68704502e-05, 3.63303283e-05, 3.58382750e-05, 3.53900122e-05,
       3.49816429e-05, 3.46096167e-05, 3.42706993e-05, 3.39619440e-05]), 1135: array([4.31922632e-05, 4.66335748e-05, 4.83542367e-05, 4.92145708e-05,
       4.96447393e-05, 4.98598244e-05, 4.99673673e-05, 5.00211389e-05,
       5.00480248e-05, 5.00614678e-05, 5.00681894e-05, 5.00715501e-05,
       5.00732305e-05, 5.00740707e-05, 5.00744908e-05, 5.00747009e-05,
       5.00748059e-05, 5.00748584e-05, 5.00748847e-05, 5.00748978e-05,
       5.00749044e-05, 5.00749077e-05, 5.00749093e-05, 5.00749101e-05,
       5.00749105e-05, 5.00749107e-05, 5.00749108e-05, 5.00749109e-05]), 1140: array([3.64998128e-05, 4.22225856e-05, 4.62283886e-05, 4.90323542e-05,
       5.09950625e-05, 5.23689110e-05, 5.33305718e-05, 5.40037112e-05,
       5.44748925e-05, 5.48047081e-05, 5.50355711e-05, 5.51971696e-05,
       5.53102846e-05, 5.53894625e-05, 5.54448850e-05, 5.54836795e-05,
       5.55108347e-05, 5.55298426e-05, 5.55431478e-05, 5.55524610e-05,
       5.55589801e-05, 5.55635433e-05, 5.55667374e-05, 5.55689732e-05,
       5.55705382e-05, 5.55716337e-05, 5.55724005e-05, 5.55729372e-05]), 1145: array([4.89199923e-06, 4.90419740e-06, 4.91029649e-06, 4.91334603e-06,
       4.91487080e-06, 4.91563318e-06, 4.91601438e-06, 4.91620497e-06,
       4.91630027e-06, 4.91634792e-06, 4.91637175e-06, 4.91638366e-06,
       4.91638961e-06, 4.91639259e-06, 4.91639408e-06, 4.91639483e-06,
       4.91639520e-06, 4.91639538e-06, 4.91639548e-06, 4.91639552e-06,
       4.91639555e-06, 4.91639556e-06, 4.91639556e-06, 4.91639557e-06,
       4.91639557e-06, 4.91639557e-06, 4.91639557e-06, 4.91639557e-06]), 1150: array([1.14938916e-05, 1.15231532e-05, 1.15436364e-05, 1.15579746e-05,
       1.15680113e-05, 1.15750371e-05, 1.15799551e-05, 1.15833977e-05,
       1.15858075e-05, 1.15874944e-05, 1.15886752e-05, 1.15895018e-05,
       1.15900804e-05, 1.15904854e-05, 1.15907689e-05, 1.15909674e-05,
       1.15911063e-05, 1.15912035e-05, 1.15912716e-05, 1.15913193e-05,
       1.15913526e-05, 1.15913760e-05, 1.15913923e-05, 1.15914037e-05,
       1.15914118e-05, 1.15914174e-05, 1.15914213e-05, 1.15914240e-05]), 1155: array([2.18076047e-05, 1.93728549e-05, 1.81554768e-05, 1.75467861e-05,
       1.72424400e-05, 1.70902666e-05, 1.70141797e-05, 1.69761361e-05,
       1.69571143e-05, 1.69476034e-05, 1.69428479e-05, 1.69404701e-05,
       1.69392812e-05, 1.69386868e-05, 1.69383896e-05, 1.69382410e-05,
       1.69381667e-05, 1.69381295e-05, 1.69381109e-05, 1.69381017e-05,
       1.69380970e-05, 1.69380947e-05, 1.69380935e-05, 1.69380929e-05,
       1.69380927e-05, 1.69380925e-05, 1.69380924e-05, 1.69380924e-05]), 1160: array([1.94114149e-04, 1.48739858e-04, 1.21929655e-04, 1.06088373e-04,
       9.67282706e-05, 9.11976886e-05, 8.79298463e-05, 8.59989839e-05,
       8.48580996e-05, 8.41839880e-05, 8.37856772e-05, 8.35503282e-05,
       8.34112681e-05, 8.33291020e-05, 8.32805527e-05, 8.32518664e-05,
       8.32349167e-05, 8.32249016e-05, 8.32189840e-05, 8.32154875e-05,
       8.32134216e-05, 8.32122008e-05, 8.32114796e-05, 8.32110534e-05,
       8.32108016e-05, 8.32106528e-05, 8.32105649e-05, 8.32105129e-05]), 1165: array([6.02310836e-05, 6.45892231e-05, 6.67683050e-05, 6.78578521e-05,
       6.84026288e-05, 6.86750186e-05, 6.88112143e-05, 6.88793125e-05,
       6.89133618e-05, 6.89303866e-05, 6.89388990e-05, 6.89431552e-05,
       6.89452833e-05, 6.89463474e-05, 6.89468795e-05, 6.89471455e-05,
       6.89472785e-05, 6.89473450e-05, 6.89473782e-05, 6.89473949e-05,
       6.89474032e-05, 6.89474073e-05, 6.89474094e-05, 6.89474105e-05,
       6.89474110e-05, 6.89474112e-05, 6.89474114e-05, 6.89474114e-05]), 1170: array([5.06322051e-06, 4.76477513e-06, 4.61555240e-06, 4.54094102e-06,
       4.50363531e-06, 4.48498246e-06, 4.47565603e-06, 4.47099281e-06,
       4.46866120e-06, 4.46749540e-06, 4.46691249e-06, 4.46662104e-06,
       4.46647532e-06, 4.46640245e-06, 4.46636602e-06, 4.46634781e-06,
       4.46633870e-06, 4.46633414e-06, 4.46633187e-06, 4.46633073e-06,
       4.46633016e-06, 4.46632987e-06, 4.46632973e-06, 4.46632966e-06,
       4.46632963e-06, 4.46632961e-06, 4.46632960e-06, 4.46632959e-06]), 1175: array([3.56504360e-06, 4.15275908e-06, 4.44661192e-06, 4.59353589e-06,
       4.66699664e-06, 4.70372641e-06, 4.72209099e-06, 4.73127312e-06,
       4.73586411e-06, 4.73815957e-06, 4.73930728e-06, 4.73988112e-06,
       4.74016804e-06, 4.74031150e-06, 4.74038323e-06, 4.74041909e-06,
       4.74043702e-06, 4.74044598e-06, 4.74045047e-06, 4.74045271e-06,
       4.74045383e-06, 4.74045439e-06, 4.74045467e-06, 4.74045481e-06,
       4.74045488e-06, 4.74045491e-06, 4.74045493e-06, 4.74045494e-06]), 1180: array([1.99483760e-06, 1.99277027e-06, 1.99132314e-06, 1.99031015e-06,
       1.98960106e-06, 1.98910469e-06, 1.98875724e-06, 1.98851402e-06,
       1.98834376e-06, 1.98822459e-06, 1.98814116e-06, 1.98808277e-06,
       1.98804189e-06, 1.98801327e-06, 1.98799324e-06, 1.98797922e-06,
       1.98796941e-06, 1.98796254e-06, 1.98795773e-06, 1.98795436e-06,
       1.98795201e-06, 1.98795036e-06, 1.98794920e-06, 1.98794839e-06,
       1.98794783e-06, 1.98794743e-06, 1.98794715e-06, 1.98794696e-06]), 1185: array([1.02253156e-05, 1.01826301e-05, 1.01527503e-05, 1.01318343e-05,
       1.01171932e-05, 1.01069444e-05, 1.00997702e-05, 1.00947483e-05,
       1.00912329e-05, 1.00887722e-05, 1.00870497e-05, 1.00858439e-05,
       1.00849999e-05, 1.00844090e-05, 1.00839955e-05, 1.00837060e-05,
       1.00835033e-05, 1.00833615e-05, 1.00832622e-05, 1.00831926e-05,
       1.00831440e-05, 1.00831099e-05, 1.00830861e-05, 1.00830694e-05,
       1.00830577e-05, 1.00830495e-05, 1.00830438e-05, 1.00830398e-05]), 1190: array([3.33052703e-05, 2.86088122e-05, 2.62606031e-05, 2.50865085e-05,
       2.44994662e-05, 2.42059476e-05, 2.40591895e-05, 2.39858110e-05,
       2.39491221e-05, 2.39307779e-05, 2.39216058e-05, 2.39170198e-05,
       2.39147268e-05, 2.39135803e-05, 2.39130071e-05, 2.39127205e-05,
       2.39125772e-05, 2.39125055e-05, 2.39124697e-05, 2.39124518e-05,
       2.39124428e-05, 2.39124384e-05, 2.39124361e-05, 2.39124350e-05,
       2.39124344e-05, 2.39124342e-05, 2.39124340e-05, 2.39124339e-05]), 1195: array([2.60244102e-05, 2.95013040e-05, 3.12397417e-05, 3.21089560e-05,
       3.25435608e-05, 3.27608620e-05, 3.28695121e-05, 3.29238368e-05,
       3.29509990e-05, 3.29645801e-05, 3.29713706e-05, 3.29747658e-05,
       3.29764634e-05, 3.29773122e-05, 3.29777366e-05, 3.29779488e-05,
       3.29780549e-05, 3.29781079e-05, 3.29781345e-05, 3.29781477e-05,
       3.29781544e-05, 3.29781577e-05, 3.29781593e-05, 3.29781602e-05,
       3.29781606e-05, 3.29781608e-05, 3.29781609e-05, 3.29781609e-05]), 1200: array([8.56114882e-06, 7.68922681e-06, 7.25326609e-06, 7.03528586e-06,
       6.92629582e-06, 6.87180083e-06, 6.84455335e-06, 6.83092963e-06,
       6.82411776e-06, 6.82071184e-06, 6.81900887e-06, 6.81815739e-06,
       6.81773165e-06, 6.81751878e-06, 6.81741235e-06, 6.81735913e-06,
       6.81733252e-06, 6.81731922e-06, 6.81731256e-06, 6.81730924e-06,
       6.81730758e-06, 6.81730674e-06, 6.81730633e-06, 6.81730612e-06,
       6.81730602e-06, 6.81730596e-06, 6.81730594e-06, 6.81730593e-06]), 1205: array([8.78686881e-05, 6.99562766e-05, 6.09999851e-05, 5.65217964e-05,
       5.42826806e-05, 5.31631119e-05, 5.26033223e-05, 5.23234247e-05,
       5.21834746e-05, 5.21134989e-05, 5.20785107e-05, 5.20610164e-05,
       5.20522692e-05, 5.20478956e-05, 5.20457087e-05, 5.20446153e-05,
       5.20440686e-05, 5.20437952e-05, 5.20436585e-05, 5.20435902e-05,
       5.20435560e-05, 5.20435389e-05, 5.20435304e-05, 5.20435261e-05,
       5.20435240e-05, 5.20435229e-05, 5.20435224e-05, 5.20435221e-05]), 1210: array([3.04516718e-05, 3.35223708e-05, 3.50574192e-05, 3.58247929e-05,
       3.62084045e-05, 3.64001727e-05, 3.64960380e-05, 3.65439613e-05,
       3.65679182e-05, 3.65798943e-05, 3.65858812e-05, 3.65888740e-05,
       3.65903702e-05, 3.65911181e-05, 3.65914920e-05, 3.65916789e-05,
       3.65917723e-05, 3.65918190e-05, 3.65918424e-05, 3.65918540e-05,
       3.65918599e-05, 3.65918628e-05, 3.65918643e-05, 3.65918650e-05,
       3.65918653e-05, 3.65918655e-05, 3.65918656e-05, 3.65918657e-05]), 1215: array([1.60921428e-05, 1.84713944e-05, 1.96610206e-05, 2.02558339e-05,
       2.05532407e-05, 2.07019441e-05, 2.07762959e-05, 2.08134718e-05,
       2.08320597e-05, 2.08413537e-05, 2.08460007e-05, 2.08483242e-05,
       2.08494859e-05, 2.08500668e-05, 2.08503572e-05, 2.08505025e-05,
       2.08505751e-05, 2.08506114e-05, 2.08506295e-05, 2.08506386e-05,
       2.08506431e-05, 2.08506454e-05, 2.08506465e-05, 2.08506471e-05,
       2.08506474e-05, 2.08506475e-05, 2.08506476e-05, 2.08506476e-05]), 1220: array([2.64056417e-06, 3.06883227e-06, 3.36861987e-06, 3.57847115e-06,
       3.72536701e-06, 3.82819409e-06, 3.90017303e-06, 3.95055828e-06,
       3.98582794e-06, 4.01051670e-06, 4.02779883e-06, 4.03989632e-06,
       4.04836456e-06, 4.05429233e-06, 4.05844176e-06, 4.06134636e-06,
       4.06337959e-06, 4.06480284e-06, 4.06579912e-06, 4.06649652e-06,
       4.06698469e-06, 4.06732642e-06, 4.06756562e-06, 4.06773307e-06,
       4.06785028e-06, 4.06793232e-06, 4.06798976e-06, 4.06802996e-06]), 1225: array([2.33783771e-05, 2.33863167e-05, 2.33934624e-05, 2.33998935e-05,
       2.34056815e-05, 2.34108907e-05, 2.34155790e-05, 2.34197984e-05,
       2.34235959e-05, 2.34270137e-05, 2.34300896e-05, 2.34328580e-05,
       2.34353496e-05, 2.34375920e-05, 2.34396101e-05, 2.34414265e-05,
       2.34430612e-05, 2.34445324e-05, 2.34458565e-05, 2.34470482e-05,
       2.34481207e-05, 2.34490860e-05, 2.34499548e-05, 2.34507366e-05,
       2.34514403e-05, 2.34520736e-05, 2.34526436e-05, 2.34531566e-05]), 1230: array([2.21170022e-05, 2.36145466e-05, 2.46628229e-05, 2.53966130e-05,
       2.59102636e-05, 2.62698174e-05, 2.65215040e-05, 2.66976837e-05,
       2.68210090e-05, 2.69073362e-05, 2.69677650e-05, 2.70100650e-05,
       2.70396749e-05, 2.70604017e-05, 2.70749104e-05, 2.70850664e-05,
       2.70921756e-05, 2.70971520e-05, 2.71006355e-05, 2.71030739e-05,
       2.71047808e-05, 2.71059756e-05, 2.71068120e-05, 2.71073974e-05,
       2.71078072e-05, 2.71080941e-05, 2.71082949e-05, 2.71084355e-05]), 1235: array([7.03723649e-06, 7.09689924e-06, 7.12673061e-06, 7.14164629e-06,
       7.14910413e-06, 7.15283305e-06, 7.15469751e-06, 7.15562974e-06,
       7.15609586e-06, 7.15632892e-06, 7.15644544e-06, 7.15650371e-06,
       7.15653284e-06, 7.15654741e-06, 7.15655469e-06, 7.15655833e-06,
       7.15656015e-06, 7.15656106e-06, 7.15656152e-06, 7.15656175e-06,
       7.15656186e-06, 7.15656192e-06, 7.15656194e-06, 7.15656196e-06,
       7.15656197e-06, 7.15656197e-06, 7.15656197e-06, 7.15656197e-06]), 1240: array([3.38372019e-05, 2.73700199e-05, 2.38416810e-05, 2.19167043e-05,
       2.08664834e-05, 2.02935081e-05, 1.99809066e-05, 1.98103588e-05,
       1.97173120e-05, 1.96665479e-05, 1.96388522e-05, 1.96237421e-05,
       1.96154984e-05, 1.96110008e-05, 1.96085471e-05, 1.96072084e-05,
       1.96064780e-05, 1.96060795e-05, 1.96058621e-05, 1.96057435e-05,
       1.96056788e-05, 1.96056435e-05, 1.96056243e-05, 1.96056137e-05,
       1.96056080e-05, 1.96056049e-05, 1.96056032e-05, 1.96056022e-05]), 1245: array([1.06189533e-05, 1.18630192e-05, 1.27338622e-05, 1.33434500e-05,
       1.37701600e-05, 1.40688560e-05, 1.42779424e-05, 1.44243023e-05,
       1.45267539e-05, 1.45984698e-05, 1.46486707e-05, 1.46838112e-05,
       1.47084095e-05, 1.47256282e-05, 1.47376813e-05, 1.47461184e-05,
       1.47520243e-05, 1.47561585e-05, 1.47590524e-05, 1.47610781e-05,
       1.47624961e-05, 1.47634887e-05, 1.47641835e-05, 1.47646699e-05,
       1.47650104e-05, 1.47652487e-05, 1.47654155e-05, 1.47655323e-05]), 1250: array([2.92716717e-06, 3.29827174e-06, 3.55804485e-06, 3.73988596e-06,
       3.86717470e-06, 3.95627678e-06, 4.01864822e-06, 4.06230821e-06,
       4.09287019e-06, 4.11426357e-06, 4.12923893e-06, 4.13972168e-06,
       4.14705961e-06, 4.15219615e-06, 4.15579173e-06, 4.15830863e-06,
       4.16007047e-06, 4.16130375e-06, 4.16216705e-06, 4.16277135e-06,
       4.16319437e-06, 4.16349048e-06, 4.16369776e-06, 4.16384285e-06,
       4.16394442e-06, 4.16401551e-06, 4.16406528e-06, 4.16410012e-06]), 1255: array([2.91392758e-05, 2.40303623e-05, 2.04538811e-05, 1.79501751e-05,
       1.61974623e-05, 1.49704805e-05, 1.41115351e-05, 1.35102327e-05,
       1.30892926e-05, 1.27946146e-05, 1.25883260e-05, 1.24439142e-05,
       1.23428192e-05, 1.22720479e-05, 1.22225046e-05, 1.21878219e-05,
       1.21635425e-05, 1.21465457e-05, 1.21346471e-05, 1.21263176e-05,
       1.21204865e-05, 1.21164044e-05, 1.21135468e-05, 1.21115464e-05,
       1.21101459e-05, 1.21091656e-05, 1.21084793e-05, 1.21079988e-05]), 1260: array([1.52854399e-05, 1.66237469e-05, 1.72929020e-05, 1.76274804e-05,
       1.77947700e-05, 1.78784150e-05, 1.79202376e-05, 1.79411489e-05,
       1.79516046e-05, 1.79568325e-05, 1.79594464e-05, 1.79607534e-05,
       1.79614069e-05, 1.79617336e-05, 1.79618970e-05, 1.79619787e-05,
       1.79620195e-05, 1.79620399e-05, 1.79620501e-05, 1.79620552e-05,
       1.79620578e-05, 1.79620591e-05, 1.79620597e-05, 1.79620600e-05,
       1.79620602e-05, 1.79620603e-05, 1.79620603e-05, 1.79620603e-05]), 1265: array([3.55170711e-06, 3.68625639e-06, 3.75353107e-06, 3.78716843e-06,
       3.80398711e-06, 3.81239646e-06, 3.81660114e-06, 3.81870348e-06,
       3.81975465e-06, 3.82028023e-06, 3.82054302e-06, 3.82067442e-06,
       3.82074012e-06, 3.82077297e-06, 3.82078939e-06, 3.82079760e-06,
       3.82080171e-06, 3.82080376e-06, 3.82080479e-06, 3.82080530e-06,
       3.82080556e-06, 3.82080569e-06, 3.82080575e-06, 3.82080578e-06,
       3.82080580e-06, 3.82080581e-06, 3.82080581e-06, 3.82080581e-06]), 1270: array([1.45495779e-05, 1.26022000e-05, 1.16284844e-05, 1.11416133e-05,
       1.08981711e-05, 1.07764466e-05, 1.07155828e-05, 1.06851500e-05,
       1.06699332e-05, 1.06623246e-05, 1.06585202e-05, 1.06566179e-05,
       1.06556667e-05, 1.06551912e-05, 1.06549534e-05, 1.06548344e-05,
       1.06547750e-05, 1.06547453e-05, 1.06547304e-05, 1.06547230e-05,
       1.06547193e-05, 1.06547174e-05, 1.06547165e-05, 1.06547160e-05,
       1.06547158e-05, 1.06547157e-05, 1.06547156e-05, 1.06547156e-05]), 1275: array([0.00023455, 0.00024882, 0.00026308, 0.00027735, 0.00029161,
       0.00030588, 0.00032014, 0.00033441, 0.00034867, 0.00036294,
       0.0003772 , 0.00039147, 0.00040574, 0.00042   , 0.00043427,
       0.00044853, 0.0004628 , 0.00047706, 0.00049133, 0.0005056 ,
       0.00051986, 0.00053413, 0.00054839, 0.00056266, 0.00057693,
       0.00059119, 0.00060546, 0.00061972]), 1280: array([8.15119691e-05, 9.39074040e-05, 1.02584112e-04, 1.08657741e-04,
       1.12909234e-04, 1.15885246e-04, 1.17968432e-04, 1.19426645e-04,
       1.20447384e-04, 1.21161892e-04, 1.21662043e-04, 1.22012145e-04,
       1.22257213e-04, 1.22428759e-04, 1.22548840e-04, 1.22632896e-04,
       1.22691734e-04, 1.22732920e-04, 1.22761750e-04, 1.22781931e-04,
       1.22796058e-04, 1.22805946e-04, 1.22812868e-04, 1.22817713e-04,
       1.22821105e-04, 1.22823479e-04, 1.22825141e-04, 1.22826304e-04]), 1285: array([4.18353130e-07, 4.13810710e-07, 4.10631016e-07, 4.08405230e-07,
       4.06847180e-07, 4.05756545e-07, 4.04993100e-07, 4.04458689e-07,
       4.04084601e-07, 4.03822739e-07, 4.03639436e-07, 4.03511124e-07,
       4.03421306e-07, 4.03358433e-07, 4.03314422e-07, 4.03283614e-07,
       4.03262048e-07, 4.03246953e-07, 4.03236386e-07, 4.03228989e-07,
       4.03223811e-07, 4.03220186e-07, 4.03217649e-07, 4.03215873e-07,
       4.03214630e-07, 4.03213760e-07, 4.03213151e-07, 4.03212724e-07]), 1290: array([1.66249416e-04, 1.44399018e-04, 1.29100803e-04, 1.18389997e-04,
       1.10890994e-04, 1.05640684e-04, 1.01964762e-04, 9.93911221e-05,
       9.75892287e-05, 9.63276611e-05, 9.54443943e-05, 9.48259889e-05,
       9.43930220e-05, 9.40898870e-05, 9.38776518e-05, 9.37290586e-05,
       9.36250234e-05, 9.35521848e-05, 9.35011880e-05, 9.34654834e-05,
       9.34404853e-05, 9.34229833e-05, 9.34107296e-05, 9.34021503e-05,
       9.33961437e-05, 9.33919383e-05, 9.33889939e-05, 9.33869324e-05]), 1295: array([4.95673406e-05, 5.84289795e-05, 6.46320599e-05, 6.89741695e-05,
       7.20136134e-05, 7.41412013e-05, 7.56304968e-05, 7.66729924e-05,
       7.74027314e-05, 7.79135433e-05, 7.82711077e-05, 7.85214001e-05,
       7.86966029e-05, 7.88192436e-05, 7.89050911e-05, 7.89651837e-05,
       7.90072481e-05, 7.90366929e-05, 7.90573040e-05, 7.90717316e-05,
       7.90818308e-05, 7.90889002e-05, 7.90938487e-05, 7.90973126e-05,
       7.90997373e-05, 7.91014346e-05, 7.91026227e-05, 7.91034544e-05]), 1300: array([7.10750747e-07, 8.15815820e-07, 8.68348352e-07, 8.94614615e-07,
       9.07747745e-07, 9.14314309e-07, 9.17597591e-07, 9.19239232e-07,
       9.20060052e-07, 9.20470463e-07, 9.20675668e-07, 9.20778270e-07,
       9.20829571e-07, 9.20855222e-07, 9.20868047e-07, 9.20874460e-07,
       9.20877666e-07, 9.20879269e-07, 9.20880071e-07, 9.20880472e-07,
       9.20880672e-07, 9.20880772e-07, 9.20880822e-07, 9.20880848e-07,
       9.20880860e-07, 9.20880866e-07, 9.20880869e-07, 9.20880871e-07]), 1305: array([2.34419001e-05, 1.90779096e-05, 1.60231151e-05, 1.38847581e-05,
       1.23879076e-05, 1.13401118e-05, 1.06066545e-05, 1.00932342e-05,
       9.73383983e-06, 9.48226367e-06, 9.30616030e-06, 9.18288789e-06,
       9.09659717e-06, 9.03619364e-06, 8.99391115e-06, 8.96431340e-06,
       8.94359496e-06, 8.92909205e-06, 8.91894001e-06, 8.91183358e-06,
       8.90685908e-06, 8.90337692e-06, 8.90093942e-06, 8.89923316e-06,
       8.89803878e-06, 8.89720271e-06, 8.89661747e-06, 8.89620779e-06]), 1310: array([2.63275641e-05, 2.61011275e-05, 2.59426218e-05, 2.58316677e-05,
       2.57539997e-05, 2.56996321e-05, 2.56615748e-05, 2.56349346e-05,
       2.56162865e-05, 2.56032328e-05, 2.55940952e-05, 2.55876989e-05,
       2.55832214e-05, 2.55800872e-05, 2.55778933e-05, 2.55763575e-05,
       2.55752825e-05, 2.55745300e-05, 2.55740032e-05, 2.55736344e-05,
       2.55733763e-05, 2.55731956e-05, 2.55730692e-05, 2.55729806e-05,
       2.55729187e-05, 2.55728753e-05, 2.55728449e-05, 2.55728237e-05]), 1315: array([2.55995540e-05, 2.74797886e-05, 2.84201046e-05, 2.88903620e-05,
       2.91255404e-05, 2.92431545e-05, 2.93019740e-05, 2.93313899e-05,
       2.93461010e-05, 2.93534581e-05, 2.93571374e-05, 2.93589775e-05,
       2.93598977e-05, 2.93603579e-05, 2.93605881e-05, 2.93607032e-05,
       2.93607607e-05, 2.93607895e-05, 2.93608039e-05, 2.93608111e-05,
       2.93608147e-05, 2.93608165e-05, 2.93608174e-05, 2.93608179e-05,
       2.93608181e-05, 2.93608182e-05, 2.93608183e-05, 2.93608183e-05]), 1320: array([2.84576348e-05, 2.31477810e-05, 2.06323323e-05, 1.94406833e-05,
       1.88761608e-05, 1.86087283e-05, 1.84820369e-05, 1.84220192e-05,
       1.83935868e-05, 1.83801175e-05, 1.83737366e-05, 1.83707138e-05,
       1.83692818e-05, 1.83686034e-05, 1.83682821e-05, 1.83681298e-05,
       1.83680577e-05, 1.83680235e-05, 1.83680073e-05, 1.83679997e-05,
       1.83679960e-05, 1.83679943e-05, 1.83679935e-05, 1.83679931e-05,
       1.83679929e-05, 1.83679928e-05, 1.83679928e-05, 1.83679928e-05]), 1325: array([0.00061149, 0.00063276, 0.00065402, 0.00067527, 0.00069652,
       0.00071777, 0.00073901, 0.00076025, 0.00078148, 0.00080271,
       0.00082393, 0.00084515, 0.00086636, 0.00088757, 0.00090877,
       0.00092997, 0.00095117, 0.00097236, 0.00099354, 0.00101472,
       0.0010359 , 0.00105707, 0.00107823, 0.0010994 , 0.00112055,
       0.00114171, 0.00116285, 0.001184  ]), 1330: array([6.95962372e-05, 6.80984937e-05, 6.66329824e-05, 6.51990096e-05,
       6.37958966e-05, 6.24229793e-05, 6.10796078e-05, 5.97651462e-05,
       5.84789726e-05, 5.72204780e-05, 5.59890668e-05, 5.47841561e-05,
       5.36051757e-05, 5.24515676e-05, 5.13227856e-05, 5.02182956e-05,
       4.91375747e-05, 4.80801115e-05, 4.70454053e-05, 4.60329666e-05,
       4.50423160e-05, 4.40729847e-05, 4.31245138e-05, 4.21964545e-05,
       4.12883675e-05, 4.03998230e-05, 3.95304003e-05, 3.86796881e-05]), 1335: array([1.35720527e-05, 1.56765813e-05, 1.75706508e-05, 1.92753076e-05,
       2.08094936e-05, 2.21902565e-05, 2.34329389e-05, 2.45513494e-05,
       2.55579155e-05, 2.64638219e-05, 2.72791351e-05, 2.80129144e-05,
       2.86733136e-05, 2.92676710e-05, 2.98025908e-05, 3.02840170e-05,
       3.07172992e-05, 3.11072518e-05, 3.14582081e-05, 3.17740676e-05,
       3.20583403e-05, 3.23141848e-05, 3.25444441e-05, 3.27516768e-05,
       3.29381856e-05, 3.31060430e-05, 3.32571141e-05, 3.33930777e-05]), 1340: array([2.25605370e-06, 2.25240191e-06, 2.24984565e-06, 2.24805627e-06,
       2.24680371e-06, 2.24592692e-06, 2.24531316e-06, 2.24488353e-06,
       2.24458279e-06, 2.24437227e-06, 2.24422491e-06, 2.24412176e-06,
       2.24404955e-06, 2.24399900e-06, 2.24396362e-06, 2.24393885e-06,
       2.24392152e-06, 2.24390938e-06, 2.24390089e-06, 2.24389494e-06,
       2.24389078e-06, 2.24388786e-06, 2.24388582e-06, 2.24388440e-06,
       2.24388340e-06, 2.24388270e-06, 2.24388221e-06, 2.24388186e-06]), 1345: array([4.71356089e-06, 3.87887164e-06, 3.29458907e-06, 2.88559121e-06,
       2.59929266e-06, 2.39888364e-06, 2.25859730e-06, 2.16039685e-06,
       2.09165653e-06, 2.04353829e-06, 2.00985552e-06, 1.98627757e-06,
       1.96977301e-06, 1.95821981e-06, 1.95013258e-06, 1.94447151e-06,
       1.94050876e-06, 1.93773483e-06, 1.93579309e-06, 1.93443386e-06,
       1.93348241e-06, 1.93281639e-06, 1.93235017e-06, 1.93202382e-06,
       1.93179538e-06, 1.93163547e-06, 1.93152353e-06, 1.93144517e-06]), 1350: array([2.81231985e-06, 2.81688638e-06, 2.81916965e-06, 2.82031128e-06,
       2.82088210e-06, 2.82116750e-06, 2.82131021e-06, 2.82138156e-06,
       2.82141723e-06, 2.82143507e-06, 2.82144399e-06, 2.82144845e-06,
       2.82145068e-06, 2.82145180e-06, 2.82145235e-06, 2.82145263e-06,
       2.82145277e-06, 2.82145284e-06, 2.82145288e-06, 2.82145289e-06,
       2.82145290e-06, 2.82145291e-06, 2.82145291e-06, 2.82145291e-06,
       2.82145291e-06, 2.82145291e-06, 2.82145291e-06, 2.82145291e-06]), 1355: array([1.61506115e+04, 1.13054289e+04, 7.91380085e+03, 5.53966101e+03,
       3.87776300e+03, 2.71443431e+03, 1.90010416e+03, 1.33007301e+03,
       9.31051180e+02, 6.51735875e+02, 4.56215148e+02, 3.19350628e+02,
       2.23545457e+02, 1.56481832e+02, 1.09537291e+02, 7.66761099e+01,
       5.36732814e+01, 3.75713002e+01, 2.62999125e+01, 1.84099405e+01,
       1.28869597e+01, 9.02087287e+00, 6.31461187e+00, 4.42022902e+00,
       3.09416093e+00, 2.16591320e+00, 1.51613974e+00, 1.06129828e+00]), 1360: array([5.87841666e-06, 6.28859667e-06, 6.49289580e-06, 6.59465145e-06,
       6.64533308e-06, 6.67057617e-06, 6.68314905e-06, 6.68941124e-06,
       6.69253026e-06, 6.69408376e-06, 6.69485752e-06, 6.69524290e-06,
       6.69543485e-06, 6.69553045e-06, 6.69557807e-06, 6.69560179e-06,
       6.69561360e-06, 6.69561949e-06, 6.69562242e-06, 6.69562388e-06,
       6.69562460e-06, 6.69562497e-06, 6.69562515e-06, 6.69562524e-06,
       6.69562528e-06, 6.69562530e-06, 6.69562531e-06, 6.69562532e-06]), 1365: array([9.79498706e-06, 9.62823530e-06, 9.54485947e-06, 9.50317158e-06,
       9.48232764e-06, 9.47190568e-06, 9.46669470e-06, 9.46408922e-06,
       9.46278647e-06, 9.46213510e-06, 9.46180942e-06, 9.46164657e-06,
       9.46156515e-06, 9.46152444e-06, 9.46150409e-06, 9.46149391e-06,
       9.46148882e-06, 9.46148628e-06, 9.46148500e-06, 9.46148437e-06,
       9.46148405e-06, 9.46148389e-06, 9.46148381e-06, 9.46148377e-06,
       9.46148375e-06, 9.46148374e-06, 9.46148374e-06, 9.46148374e-06]), 1370: array([5.63723572e-05, 5.01097845e-05, 4.69550980e-05, 4.53659673e-05,
       4.45654641e-05, 4.41622214e-05, 4.39590934e-05, 4.38567704e-05,
       4.38052265e-05, 4.37792620e-05, 4.37661827e-05, 4.37595942e-05,
       4.37562754e-05, 4.37546035e-05, 4.37537614e-05, 4.37533371e-05,
       4.37531234e-05, 4.37530158e-05, 4.37529616e-05, 4.37529342e-05,
       4.37529205e-05, 4.37529135e-05, 4.37529101e-05, 4.37529083e-05,
       4.37529074e-05, 4.37529070e-05, 4.37529067e-05, 4.37529066e-05]), 1375: array([2.81115390e-05, 3.08402320e-05, 3.27503082e-05, 3.40873555e-05,
       3.50232842e-05, 3.56784313e-05, 3.61370322e-05, 3.64580513e-05,
       3.66827637e-05, 3.68400616e-05, 3.69501697e-05, 3.70272449e-05,
       3.70811974e-05, 3.71189639e-05, 3.71454004e-05, 3.71639058e-05,
       3.71768596e-05, 3.71859271e-05, 3.71922744e-05, 3.71967175e-05,
       3.71998276e-05, 3.72020047e-05, 3.72035287e-05, 3.72045954e-05,
       3.72053421e-05, 3.72058649e-05, 3.72062308e-05, 3.72064869e-05]), 1380: array([1.35567882e-05, 1.17976293e-05, 1.05662175e-05, 9.70422895e-06,
       9.10083667e-06, 8.67846190e-06, 8.38279943e-06, 8.17583561e-06,
       8.03096087e-06, 7.92954851e-06, 7.85855983e-06, 7.80886773e-06,
       7.77408325e-06, 7.74973410e-06, 7.73268969e-06, 7.72075860e-06,
       7.71240683e-06, 7.70656059e-06, 7.70246821e-06, 7.69960355e-06,
       7.69759829e-06, 7.69619461e-06, 7.69521203e-06, 7.69452422e-06,
       7.69404276e-06, 7.69370573e-06, 7.69346981e-06, 7.69330467e-06]), 1385: array([9.97037772e-06, 1.15492608e-05, 1.23387026e-05, 1.27334237e-05,
       1.29307843e-05, 1.30294646e-05, 1.30788048e-05, 1.31034749e-05,
       1.31158099e-05, 1.31219775e-05, 1.31250612e-05, 1.31266031e-05,
       1.31273741e-05, 1.31277595e-05, 1.31279523e-05, 1.31280486e-05,
       1.31280968e-05, 1.31281209e-05, 1.31281329e-05, 1.31281390e-05,
       1.31281420e-05, 1.31281435e-05, 1.31281442e-05, 1.31281446e-05,
       1.31281448e-05, 1.31281449e-05, 1.31281449e-05, 1.31281450e-05]), 1390: array([2.37838023e-05, 2.16445655e-05, 2.05696257e-05, 2.00294819e-05,
       1.97580664e-05, 1.96216835e-05, 1.95531528e-05, 1.95187170e-05,
       1.95014134e-05, 1.94927186e-05, 1.94883496e-05, 1.94861542e-05,
       1.94850510e-05, 1.94844967e-05, 1.94842181e-05, 1.94840782e-05,
       1.94840079e-05, 1.94839725e-05, 1.94839548e-05, 1.94839458e-05,
       1.94839414e-05, 1.94839391e-05, 1.94839380e-05, 1.94839374e-05,
       1.94839371e-05, 1.94839370e-05, 1.94839369e-05, 1.94839369e-05]), 1395: array([3.10598327e-05, 3.17299749e-05, 3.20650429e-05, 3.22325752e-05,
       3.23163406e-05, 3.23582229e-05, 3.23791639e-05, 3.23896343e-05,
       3.23948694e-05, 3.23974870e-05, 3.23987957e-05, 3.23994501e-05,
       3.23997773e-05, 3.23999409e-05, 3.24000227e-05, 3.24000636e-05,
       3.24000840e-05, 3.24000942e-05, 3.24000993e-05, 3.24001019e-05,
       3.24001032e-05, 3.24001038e-05, 3.24001041e-05, 3.24001043e-05,
       3.24001044e-05, 3.24001044e-05, 3.24001044e-05, 3.24001044e-05]), 1400: array([1.82201648e-05, 1.58345460e-05, 1.46417345e-05, 1.40453278e-05,
       1.37471239e-05, 1.35980217e-05, 1.35234705e-05, 1.34861948e-05,
       1.34675570e-05, 1.34582380e-05, 1.34535785e-05, 1.34512488e-05,
       1.34500839e-05, 1.34495015e-05, 1.34492102e-05, 1.34490646e-05,
       1.34489918e-05, 1.34489554e-05, 1.34489372e-05, 1.34489281e-05,
       1.34489236e-05, 1.34489213e-05, 1.34489202e-05, 1.34489196e-05,
       1.34489193e-05, 1.34489192e-05, 1.34489191e-05, 1.34489191e-05]), 1405: array([4.82459016e-05, 4.09897074e-05, 3.59096061e-05, 3.23529992e-05,
       2.98629993e-05, 2.81197366e-05, 2.68992689e-05, 2.60448127e-05,
       2.54466033e-05, 2.50277936e-05, 2.47345826e-05, 2.45293040e-05,
       2.43855873e-05, 2.42849705e-05, 2.42145281e-05, 2.41652110e-05,
       2.41306838e-05, 2.41065111e-05, 2.40895877e-05, 2.40777395e-05,
       2.40694445e-05, 2.40636372e-05, 2.40595714e-05, 2.40567250e-05,
       2.40547321e-05, 2.40533369e-05, 2.40523602e-05, 2.40516763e-05]), 1410: array([2.31369135e-05, 2.73790759e-05, 2.95001472e-05, 3.05606779e-05,
       3.10909408e-05, 3.13560710e-05, 3.14886355e-05, 3.15549174e-05,
       3.15880582e-05, 3.16046285e-05, 3.16129136e-05, 3.16170562e-05,
       3.16191274e-05, 3.16201631e-05, 3.16206809e-05, 3.16209398e-05,
       3.16210692e-05, 3.16211340e-05, 3.16211663e-05, 3.16211825e-05,
       3.16211906e-05, 3.16211946e-05, 3.16211967e-05, 3.16211977e-05,
       3.16211982e-05, 3.16211984e-05, 3.16211986e-05, 3.16211986e-05]), 1415: array([1.73071970e-05, 1.54340313e-05, 1.41228084e-05, 1.32049474e-05,
       1.25624414e-05, 1.21126847e-05, 1.17978534e-05, 1.15774703e-05,
       1.14232013e-05, 1.13152124e-05, 1.12396198e-05, 1.11867047e-05,
       1.11496639e-05, 1.11237352e-05, 1.11055850e-05, 1.10928798e-05,
       1.10839862e-05, 1.10777605e-05, 1.10734026e-05, 1.10703520e-05,
       1.10682166e-05, 1.10667218e-05, 1.10656754e-05, 1.10649430e-05,
       1.10644302e-05, 1.10640713e-05, 1.10638201e-05, 1.10636442e-05]), 1420: array([9.89671201e-06, 1.09524755e-05, 1.14803574e-05, 1.17442985e-05,
       1.18762691e-05, 1.19422544e-05, 1.19752471e-05, 1.19917434e-05,
       1.19999916e-05, 1.20041157e-05, 1.20061778e-05, 1.20072088e-05,
       1.20077243e-05, 1.20079820e-05, 1.20081109e-05, 1.20081754e-05,
       1.20082076e-05, 1.20082237e-05, 1.20082317e-05, 1.20082358e-05,
       1.20082378e-05, 1.20082388e-05, 1.20082393e-05, 1.20082396e-05,
       1.20082397e-05, 1.20082397e-05, 1.20082398e-05, 1.20082398e-05]), 1425: array([8.48222519e-06, 8.78815224e-06, 9.00230072e-06, 9.15220434e-06,
       9.25713665e-06, 9.33058911e-06, 9.38200573e-06, 9.41799728e-06,
       9.44319132e-06, 9.46082710e-06, 9.47317213e-06, 9.48181362e-06,
       9.48786266e-06, 9.49209698e-06, 9.49506099e-06, 9.49713580e-06,
       9.49858816e-06, 9.49960481e-06, 9.50031646e-06, 9.50081462e-06,
       9.50116333e-06, 9.50140742e-06, 9.50157829e-06, 9.50169790e-06,
       9.50178162e-06, 9.50184023e-06, 9.50188125e-06, 9.50190997e-06]), 1430: array([1.80410014e-05, 1.36013586e-05, 1.13806468e-05, 1.02698454e-05,
       9.71422194e-06, 9.43629876e-06, 9.29728142e-06, 9.22774487e-06,
       9.19296265e-06, 9.17556456e-06, 9.16686203e-06, 9.16250902e-06,
       9.16033164e-06, 9.15924251e-06, 9.15869773e-06, 9.15842523e-06,
       9.15828893e-06, 9.15822075e-06, 9.15818664e-06, 9.15816958e-06,
       9.15816105e-06, 9.15815678e-06, 9.15815465e-06, 9.15815358e-06,
       9.15815305e-06, 9.15815278e-06, 9.15815265e-06, 9.15815258e-06]), 1435: array([1.36736278e-05, 1.37155319e-05, 1.37364840e-05, 1.37469600e-05,
       1.37521980e-05, 1.37548171e-05, 1.37561266e-05, 1.37567813e-05,
       1.37571087e-05, 1.37572724e-05, 1.37573542e-05, 1.37573952e-05,
       1.37574156e-05, 1.37574259e-05, 1.37574310e-05, 1.37574335e-05,
       1.37574348e-05, 1.37574355e-05, 1.37574358e-05, 1.37574359e-05,
       1.37574360e-05, 1.37574361e-05, 1.37574361e-05, 1.37574361e-05,
       1.37574361e-05, 1.37574361e-05, 1.37574361e-05, 1.37574361e-05]), 1440: array([1.13852169e-04, 8.35656349e-05, 6.68315458e-05, 5.75855312e-05,
       5.24768703e-05, 4.96542038e-05, 4.80946080e-05, 4.72328912e-05,
       4.67567705e-05, 4.64937015e-05, 4.63483492e-05, 4.62680383e-05,
       4.62236644e-05, 4.61991468e-05, 4.61856001e-05, 4.61781152e-05,
       4.61739796e-05, 4.61716946e-05, 4.61704321e-05, 4.61697345e-05,
       4.61693491e-05, 4.61691361e-05, 4.61690185e-05, 4.61689534e-05,
       4.61689175e-05, 4.61688977e-05, 4.61688867e-05, 4.61688806e-05]), 1445: array([7.24098857e-05, 6.70311061e-05, 6.43417040e-05, 6.29969967e-05,
       6.23246400e-05, 6.19884602e-05, 6.18203694e-05, 6.17363237e-05,
       6.16943006e-05, 6.16732890e-05, 6.16627831e-05, 6.16575302e-05,
       6.16549037e-05, 6.16535904e-05, 6.16529338e-05, 6.16526055e-05,
       6.16524413e-05, 6.16523593e-05, 6.16523182e-05, 6.16522977e-05,
       6.16522874e-05, 6.16522823e-05, 6.16522797e-05, 6.16522785e-05,
       6.16522778e-05, 6.16522775e-05, 6.16522773e-05, 6.16522773e-05]), 1450: array([0.00934304, 0.00701912, 0.00568364, 0.00491619, 0.00447516,
       0.00422172, 0.00407607, 0.00399237, 0.00394427, 0.00391663,
       0.00390075, 0.00389162, 0.00388638, 0.00388336, 0.00388163,
       0.00388063, 0.00388006, 0.00387973, 0.00387954, 0.00387944,
       0.00387937, 0.00387934, 0.00387932, 0.0038793 , 0.0038793 ,
       0.00387929, 0.00387929, 0.00387929]), 1455: array([0.00016133, 0.00029938, 0.00043742, 0.00057544, 0.00071345,
       0.00085146, 0.00098945, 0.00112743, 0.00126539, 0.00140335,
       0.0015413 , 0.00167923, 0.00181716, 0.00195507, 0.00209297,
       0.00223086, 0.00236874, 0.00250661, 0.00264447, 0.00278232,
       0.00292015, 0.00305797, 0.00319579, 0.00333359, 0.00347138,
       0.00360916, 0.00374693, 0.00388469]), 1460: array([4.17627661e-05, 3.26800679e-05, 2.81387044e-05, 2.58680154e-05,
       2.47326673e-05, 2.41649915e-05, 2.38811526e-05, 2.37392327e-05,
       2.36682726e-05, 2.36327924e-05, 2.36150522e-05, 2.36061821e-05,
       2.36017471e-05, 2.35995295e-05, 2.35984208e-05, 2.35978664e-05,
       2.35975892e-05, 2.35974506e-05, 2.35973813e-05, 2.35973466e-05,
       2.35973293e-05, 2.35973206e-05, 2.35973163e-05, 2.35973141e-05,
       2.35973131e-05, 2.35973125e-05, 2.35973122e-05, 2.35973121e-05]), 1465: array([0.01306334, 0.01044748, 0.00877609, 0.00770817, 0.00702583,
       0.00658985, 0.00631128, 0.0061333 , 0.00601957, 0.00594691,
       0.00590048, 0.00587082, 0.00585187, 0.00583976, 0.00583202,
       0.00582707, 0.00582391, 0.0058219 , 0.00582061, 0.00581978,
       0.00581926, 0.00581892, 0.0058187 , 0.00581857, 0.00581848,
       0.00581842, 0.00581839, 0.00581836]), 1470: array([2.71176097e-05, 4.81102390e-05, 6.91028683e-05, 9.00954977e-05,
       1.11088127e-04, 1.32080756e-04, 1.53073386e-04, 1.74066015e-04,
       1.95058644e-04, 2.16051274e-04, 2.37043903e-04, 2.58036532e-04,
       2.79029162e-04, 3.00021791e-04, 3.21014420e-04, 3.42007050e-04,
       3.62999679e-04, 3.83992308e-04, 4.04984938e-04, 4.25977567e-04,
       4.46970196e-04, 4.67962826e-04, 4.88955455e-04, 5.09948084e-04,
       5.30940714e-04, 5.51933343e-04, 5.72925972e-04, 5.93918602e-04]), 1475: array([5.62180167e-06, 6.29982781e-06, 6.91005071e-06, 7.45925076e-06,
       7.95353031e-06, 8.39838146e-06, 8.79874708e-06, 9.15907578e-06,
       9.48337128e-06, 9.77523693e-06, 1.00379158e-05, 1.02743265e-05,
       1.04870959e-05, 1.06785881e-05, 1.08509310e-05, 1.10060395e-05,
       1.11456369e-05, 1.12712745e-05, 1.13843482e-05, 1.14861144e-05,
       1.15777039e-05, 1.16601344e-05, 1.17343218e-05, 1.18010903e-05,
       1.18611819e-05, 1.19152644e-05, 1.19639385e-05, 1.20077452e-05]), 1480: array([1.29028320e-06, 1.42307622e-06, 1.54258993e-06, 1.65015224e-06,
       1.74695831e-06, 1.83408376e-06, 1.91249666e-06, 1.98306825e-06,
       2.04658268e-06, 2.10374565e-06, 2.15519232e-06, 2.20149432e-06,
       2.24316611e-06, 2.28067071e-06, 2.31442485e-06, 2.34480357e-06,
       2.37214442e-06, 2.39675117e-06, 2.41889725e-06, 2.43882872e-06,
       2.45676703e-06, 2.47291152e-06, 2.48744155e-06, 2.50051858e-06,
       2.51228790e-06, 2.52288029e-06, 2.53241344e-06, 2.54099327e-06]), 1485: array([1.09207873e-05, 7.84166546e-06, 6.30210350e-06, 5.53232202e-06,
       5.14743102e-06, 4.95498539e-06, 4.85876251e-06, 4.81065104e-06,
       4.78659529e-06, 4.77456741e-06, 4.76855346e-06, 4.76554649e-06,
       4.76404300e-06, 4.76329125e-06, 4.76291538e-06, 4.76272744e-06,
       4.76263347e-06, 4.76258649e-06, 4.76256300e-06, 4.76255125e-06,
       4.76254538e-06, 4.76254244e-06, 4.76254097e-06, 4.76254024e-06,
       4.76253987e-06, 4.76253969e-06, 4.76253960e-06, 4.76253955e-06]), 1490: array([1.83973830e-05, 1.67694534e-05, 1.59356061e-05, 1.55084982e-05,
       1.52897279e-05, 1.51776707e-05, 1.51202736e-05, 1.50908740e-05,
       1.50758151e-05, 1.50681018e-05, 1.50641509e-05, 1.50621272e-05,
       1.50610906e-05, 1.50605597e-05, 1.50602877e-05, 1.50601484e-05,
       1.50600771e-05, 1.50600405e-05, 1.50600218e-05, 1.50600122e-05,
       1.50600073e-05, 1.50600048e-05, 1.50600035e-05, 1.50600028e-05,
       1.50600025e-05, 1.50600023e-05, 1.50600022e-05, 1.50600022e-05]), 1495: array([2.92577657e-06, 3.29013803e-06, 3.61806324e-06, 3.91319582e-06,
       4.17881505e-06, 4.41787228e-06, 4.63302370e-06, 4.82665992e-06,
       5.00093246e-06, 5.15777768e-06, 5.29893834e-06, 5.42598289e-06,
       5.54032294e-06, 5.64322895e-06, 5.73584433e-06, 5.81919814e-06,
       5.89421654e-06, 5.96173308e-06, 6.02249795e-06, 6.07718630e-06,
       6.12640581e-06, 6.17070335e-06, 6.21057112e-06, 6.24645211e-06,
       6.27874498e-06, 6.30780855e-06, 6.33396576e-06, 6.35750724e-06]), 1500: array([2.27602871e-06, 2.27874499e-06, 2.28064639e-06, 2.28197737e-06,
       2.28290905e-06, 2.28356123e-06, 2.28401775e-06, 2.28433732e-06,
       2.28456102e-06, 2.28471760e-06, 2.28482722e-06, 2.28490394e-06,
       2.28495765e-06, 2.28499525e-06, 2.28502157e-06, 2.28503999e-06,
       2.28505289e-06, 2.28506191e-06, 2.28506823e-06, 2.28507266e-06,
       2.28507575e-06, 2.28507792e-06, 2.28507944e-06, 2.28508050e-06,
       2.28508124e-06, 2.28508176e-06, 2.28508213e-06, 2.28508238e-06]), 1505: array([2.99625149e-06, 2.90170927e-06, 2.85443816e-06, 2.83080261e-06,
       2.81898483e-06, 2.81307595e-06, 2.81012150e-06, 2.80864428e-06,
       2.80790567e-06, 2.80753636e-06, 2.80735171e-06, 2.80725938e-06,
       2.80721322e-06, 2.80719014e-06, 2.80717860e-06, 2.80717283e-06,
       2.80716994e-06, 2.80716850e-06, 2.80716778e-06, 2.80716742e-06,
       2.80716724e-06, 2.80716715e-06, 2.80716710e-06, 2.80716708e-06,
       2.80716707e-06, 2.80716706e-06, 2.80716706e-06, 2.80716706e-06]), 1510: array([9.30595298e-06, 7.83137089e-06, 7.09222570e-06, 6.72172370e-06,
       6.53600683e-06, 6.44291488e-06, 6.39625185e-06, 6.37286166e-06,
       6.36113715e-06, 6.35526016e-06, 6.35231427e-06, 6.35083762e-06,
       6.35009744e-06, 6.34972642e-06, 6.34954044e-06, 6.34944722e-06,
       6.34940049e-06, 6.34937707e-06, 6.34936533e-06, 6.34935944e-06,
       6.34935649e-06, 6.34935501e-06, 6.34935427e-06, 6.34935390e-06,
       6.34935371e-06, 6.34935362e-06, 6.34935357e-06, 6.34935355e-06]), 1515: array([1.00232597e-05, 9.82846667e-06, 9.73107004e-06, 9.68237166e-06,
       9.65802244e-06, 9.64584782e-06, 9.63976050e-06, 9.63671683e-06,
       9.63519500e-06, 9.63443408e-06, 9.63405362e-06, 9.63386339e-06,
       9.63376827e-06, 9.63372072e-06, 9.63369694e-06, 9.63368505e-06,
       9.63367910e-06, 9.63367613e-06, 9.63367465e-06, 9.63367390e-06,
       9.63367353e-06, 9.63367334e-06, 9.63367325e-06, 9.63367321e-06,
       9.63367318e-06, 9.63367317e-06, 9.63367317e-06, 9.63367316e-06]), 1520: array([5.01937186e-06, 5.54705863e-06, 5.81090126e-06, 5.94282219e-06,
       6.00878247e-06, 6.04176251e-06, 6.05825248e-06, 6.06649745e-06,
       6.07061992e-06, 6.07268115e-06, 6.07371176e-06, 6.07422706e-06,
       6.07448471e-06, 6.07461354e-06, 6.07467795e-06, 6.07471016e-06,
       6.07472626e-06, 6.07473431e-06, 6.07473834e-06, 6.07474035e-06,
       6.07474136e-06, 6.07474186e-06, 6.07474211e-06, 6.07474224e-06,
       6.07474230e-06, 6.07474233e-06, 6.07474235e-06, 6.07474236e-06]), 1525: array([1.50224797e-05, 1.19805376e-05, 1.04595642e-05, 9.69907637e-06,
       9.31883187e-06, 9.12870933e-06, 9.03364791e-06, 8.98611713e-06,
       8.96235171e-06, 8.95046898e-06, 8.94452760e-06, 8.94155691e-06,
       8.94007156e-06, 8.93932889e-06, 8.93895755e-06, 8.93877188e-06,
       8.93867904e-06, 8.93863263e-06, 8.93860942e-06, 8.93859781e-06,
       8.93859201e-06, 8.93858911e-06, 8.93858766e-06, 8.93858693e-06,
       8.93858657e-06, 8.93858639e-06, 8.93858630e-06, 8.93858625e-06]), 1530: array([3.18475267e-05, 2.80242649e-05, 2.61126303e-05, 2.51568112e-05,
       2.46789007e-05, 2.44399451e-05, 2.43204670e-05, 2.42607278e-05,
       2.42308582e-05, 2.42159234e-05, 2.42084559e-05, 2.42047222e-05,
       2.42028553e-05, 2.42019219e-05, 2.42014552e-05, 2.42012218e-05,
       2.42011052e-05, 2.42010468e-05, 2.42010176e-05, 2.42010031e-05,
       2.42009958e-05, 2.42009921e-05, 2.42009903e-05, 2.42009894e-05,
       2.42009889e-05, 2.42009887e-05, 2.42009886e-05, 2.42009885e-05]), 1535: array([4.09729121e-05, 3.67815451e-05, 3.38475824e-05, 3.17938043e-05,
       3.03561568e-05, 2.93498016e-05, 2.86453515e-05, 2.81522354e-05,
       2.78070535e-05, 2.75654256e-05, 2.73962858e-05, 2.72778877e-05,
       2.71950088e-05, 2.71369935e-05, 2.70963827e-05, 2.70679551e-05,
       2.70480557e-05, 2.70341261e-05, 2.70243754e-05, 2.70175499e-05,
       2.70127720e-05, 2.70094275e-05, 2.70070863e-05, 2.70054475e-05,
       2.70043003e-05, 2.70034973e-05, 2.70029352e-05, 2.70025417e-05]), 1540: array([3.38619117e-05, 3.76842750e-05, 3.95954559e-05, 4.05510461e-05,
       4.10288410e-05, 4.12677383e-05, 4.13871870e-05, 4.14469113e-05,
       4.14767734e-05, 4.14917045e-05, 4.14991700e-05, 4.15029027e-05,
       4.15047691e-05, 4.15057023e-05, 4.15061689e-05, 4.15064022e-05,
       4.15065189e-05, 4.15065772e-05, 4.15066063e-05, 4.15066209e-05,
       4.15066282e-05, 4.15066319e-05, 4.15066337e-05, 4.15066346e-05,
       4.15066351e-05, 4.15066353e-05, 4.15066354e-05, 4.15066355e-05]), 1545: array([1.61913675e-06, 1.62466002e-06, 1.62852632e-06, 1.63123272e-06,
       1.63312721e-06, 1.63445335e-06, 1.63538164e-06, 1.63603145e-06,
       1.63648632e-06, 1.63680472e-06, 1.63702761e-06, 1.63718362e-06,
       1.63729284e-06, 1.63736929e-06, 1.63742280e-06, 1.63746026e-06,
       1.63748648e-06, 1.63750484e-06, 1.63751769e-06, 1.63752668e-06,
       1.63753298e-06, 1.63753739e-06, 1.63754047e-06, 1.63754263e-06,
       1.63754414e-06, 1.63754520e-06, 1.63754594e-06, 1.63754646e-06]), 1550: array([1.28553905e-04, 1.11258991e-04, 9.90920047e-05, 9.05325195e-05,
       8.45109145e-05, 8.02747104e-05, 7.72945372e-05, 7.51979830e-05,
       7.37230553e-05, 7.26854424e-05, 7.19554809e-05, 7.14419524e-05,
       7.10806846e-05, 7.08265325e-05, 7.06477362e-05, 7.05219529e-05,
       7.04334642e-05, 7.03712124e-05, 7.03274182e-05, 7.02966089e-05,
       7.02749345e-05, 7.02596866e-05, 7.02489597e-05, 7.02414133e-05,
       7.02361044e-05, 7.02323696e-05, 7.02297421e-05, 7.02278937e-05]), 1555: array([2.09957789e-05, 2.31361401e-05, 2.50624592e-05, 2.67961411e-05,
       2.83564500e-05, 2.97607237e-05, 3.10245662e-05, 3.21620209e-05,
       3.31857270e-05, 3.41070596e-05, 3.49362564e-05, 3.56825313e-05,
       3.63541766e-05, 3.69586555e-05, 3.75026848e-05, 3.79923097e-05,
       3.84329708e-05, 3.88295645e-05, 3.91864978e-05, 3.95077367e-05,
       3.97968509e-05, 4.00570528e-05, 4.02912339e-05, 4.05019961e-05,
       4.06916816e-05, 4.08623980e-05, 4.10160423e-05, 4.11543217e-05]), 1560: array([6.37241886e-05, 5.36536680e-05, 4.86183801e-05, 4.61007224e-05,
       4.48418867e-05, 4.42124653e-05, 4.38977529e-05, 4.37403959e-05,
       4.36617169e-05, 4.36223772e-05, 4.36027073e-05, 4.35928722e-05,
       4.35879547e-05, 4.35854959e-05, 4.35842665e-05, 4.35836518e-05,
       4.35833445e-05, 4.35831908e-05, 4.35831139e-05, 4.35830755e-05,
       4.35830563e-05, 4.35830467e-05, 4.35830419e-05, 4.35830395e-05,
       4.35830383e-05, 4.35830377e-05, 4.35830374e-05, 4.35830373e-05]), 1565: array([1.90292100e-05, 2.19322646e-05, 2.33838500e-05, 2.41096716e-05,
       2.44725969e-05, 2.46540668e-05, 2.47448054e-05, 2.47901765e-05,
       2.48128630e-05, 2.48242066e-05, 2.48298787e-05, 2.48327149e-05,
       2.48341330e-05, 2.48348421e-05, 2.48351966e-05, 2.48353739e-05,
       2.48354626e-05, 2.48355069e-05, 2.48355291e-05, 2.48355402e-05,
       2.48355457e-05, 2.48355485e-05, 2.48355499e-05, 2.48355505e-05,
       2.48355509e-05, 2.48355511e-05, 2.48355512e-05, 2.48355512e-05]), 1570: array([2.16947384e-05, 1.71853237e-05, 1.49305574e-05, 1.38031449e-05,
       1.32394239e-05, 1.29575561e-05, 1.28166185e-05, 1.27461478e-05,
       1.27109116e-05, 1.26932930e-05, 1.26844835e-05, 1.26800786e-05,
       1.26778761e-05, 1.26767748e-05, 1.26762242e-05, 1.26759488e-05,
       1.26758112e-05, 1.26757423e-05, 1.26757079e-05, 1.26756907e-05,
       1.26756821e-05, 1.26756778e-05, 1.26756756e-05, 1.26756746e-05,
       1.26756740e-05, 1.26756738e-05, 1.26756736e-05, 1.26756736e-05]), 1575: array([2.75225022e-05, 2.63762915e-05, 2.58031829e-05, 2.55166269e-05,
       2.53733481e-05, 2.53017082e-05, 2.52658881e-05, 2.52479780e-05,
       2.52390228e-05, 2.52345452e-05, 2.52323064e-05, 2.52311870e-05,
       2.52306273e-05, 2.52303475e-05, 2.52302075e-05, 2.52301376e-05,
       2.52301026e-05, 2.52300851e-05, 2.52300763e-05, 2.52300720e-05,
       2.52300698e-05, 2.52300687e-05, 2.52300681e-05, 2.52300679e-05,
       2.52300677e-05, 2.52300677e-05, 2.52300676e-05, 2.52300676e-05]), 1580: array([5.06845648e-06, 5.57614507e-06, 5.82998969e-06, 5.95691216e-06,
       6.02037348e-06, 6.05210418e-06, 6.06796955e-06, 6.07590225e-06,
       6.07986860e-06, 6.08185178e-06, 6.08284337e-06, 6.08333917e-06,
       6.08358706e-06, 6.08371101e-06, 6.08377299e-06, 6.08380398e-06,
       6.08381947e-06, 6.08382722e-06, 6.08383109e-06, 6.08383303e-06,
       6.08383399e-06, 6.08383448e-06, 6.08383472e-06, 6.08383484e-06,
       6.08383490e-06, 6.08383493e-06, 6.08383495e-06, 6.08383496e-06]), 1585: array([5.35414482e-06, 5.35051921e-06, 5.34725616e-06, 5.34431942e-06,
       5.34167635e-06, 5.33929759e-06, 5.33715670e-06, 5.33522991e-06,
       5.33349579e-06, 5.33193508e-06, 5.33053045e-06, 5.32926628e-06,
       5.32812852e-06, 5.32710454e-06, 5.32618296e-06, 5.32535354e-06,
       5.32460706e-06, 5.32393522e-06, 5.32333057e-06, 5.32278639e-06,
       5.32229662e-06, 5.32185583e-06, 5.32145912e-06, 5.32110208e-06,
       5.32078075e-06, 5.32049155e-06, 5.32023126e-06, 5.31999701e-06]), 1590: array([0.00082398, 0.0007547 , 0.00069153, 0.00063393, 0.00058142,
       0.00053354, 0.00048988, 0.00045008, 0.00041379, 0.0003807 ,
       0.00035053, 0.00032302, 0.00029794, 0.00027508, 0.00025423,
       0.00023522, 0.00021789, 0.00020209, 0.00018768, 0.00017454,
       0.00016256, 0.00015164, 0.00014169, 0.00013261, 0.00012433,
       0.00011679, 0.00010991, 0.00010363]), 1595: array([0.0001049 , 0.0001221 , 0.00013083, 0.00013526, 0.0001375 ,
       0.00013864, 0.00013922, 0.00013952, 0.00013966, 0.00013974,
       0.00013978, 0.0001398 , 0.00013981, 0.00013981, 0.00013982,
       0.00013982, 0.00013982, 0.00013982, 0.00013982, 0.00013982,
       0.00013982, 0.00013982, 0.00013982, 0.00013982, 0.00013982,
       0.00013982, 0.00013982, 0.00013982]), 1600: array([4.46577757e-05, 4.46375279e-05, 4.46193049e-05, 4.46029042e-05,
       4.45881435e-05, 4.45748590e-05, 4.45629028e-05, 4.45521423e-05,
       4.45424579e-05, 4.45337418e-05, 4.45258974e-05, 4.45188374e-05,
       4.45124835e-05, 4.45067649e-05, 4.45016181e-05, 4.44969861e-05,
       4.44928172e-05, 4.44890653e-05, 4.44856885e-05, 4.44826494e-05,
       4.44799142e-05, 4.44774525e-05, 4.44752370e-05, 4.44732431e-05,
       4.44714485e-05, 4.44698334e-05, 4.44683798e-05, 4.44670716e-05]), 1605: array([0.00039008, 0.00032082, 0.00027741, 0.00025019, 0.00023313,
       0.00022244, 0.00021573, 0.00021153, 0.00020889, 0.00020724,
       0.00020621, 0.00020556, 0.00020515, 0.0002049 , 0.00020474,
       0.00020464, 0.00020457, 0.00020453, 0.00020451, 0.00020449,
       0.00020448, 0.00020448, 0.00020447, 0.00020447, 0.00020447,
       0.00020447, 0.00020447, 0.00020447]), 1610: array([7.19937819e-05, 8.45566161e-05, 9.33504382e-05, 9.95060002e-05,
       1.03814814e-04, 1.06830929e-04, 1.08942170e-04, 1.10420011e-04,
       1.11454481e-04, 1.12178597e-04, 1.12685469e-04, 1.13040272e-04,
       1.13288630e-04, 1.13462478e-04, 1.13584169e-04, 1.13669351e-04,
       1.13728977e-04, 1.13770715e-04, 1.13799931e-04, 1.13820381e-04,
       1.13834697e-04, 1.13844717e-04, 1.13851731e-04, 1.13856641e-04,
       1.13860078e-04, 1.13862484e-04, 1.13864168e-04, 1.13865347e-04]), 1615: array([2.11083776e-06, 1.63765376e-06, 1.40106173e-06, 1.28276571e-06,
       1.22361769e-06, 1.19404368e-06, 1.17925667e-06, 1.17186316e-06,
       1.16816641e-06, 1.16631803e-06, 1.16539385e-06, 1.16493175e-06,
       1.16470070e-06, 1.16458518e-06, 1.16452742e-06, 1.16449854e-06,
       1.16448410e-06, 1.16447688e-06, 1.16447327e-06, 1.16447146e-06,
       1.16447056e-06, 1.16447011e-06, 1.16446988e-06, 1.16446977e-06,
       1.16446971e-06, 1.16446969e-06, 1.16446967e-06, 1.16446966e-06]), 1620: array([1.24012600e-04, 1.08139225e-04, 9.69256261e-05, 8.90038834e-05,
       8.34076418e-05, 7.94542289e-05, 7.66613771e-05, 7.46883928e-05,
       7.32945964e-05, 7.23099619e-05, 7.16143760e-05, 7.11229858e-05,
       7.07758477e-05, 7.05306153e-05, 7.03573731e-05, 7.02349877e-05,
       7.01485298e-05, 7.00874523e-05, 7.00443047e-05, 7.00138235e-05,
       6.99922903e-05, 6.99770784e-05, 6.99663321e-05, 6.99587405e-05,
       6.99533775e-05, 6.99495888e-05, 6.99469123e-05, 6.99450216e-05]), 1625: array([4.48481000e-05, 5.23697589e-05, 5.76355137e-05, 6.13219575e-05,
       6.39027591e-05, 6.57095239e-05, 6.69744018e-05, 6.78599162e-05,
       6.84798461e-05, 6.89138460e-05, 6.92176802e-05, 6.94303881e-05,
       6.95793004e-05, 6.96835507e-05, 6.97565342e-05, 6.98076284e-05,
       6.98433984e-05, 6.98684402e-05, 6.98859714e-05, 6.98982447e-05,
       6.99068369e-05, 6.99128522e-05, 6.99170633e-05, 6.99200114e-05,
       6.99220754e-05, 6.99235203e-05, 6.99245318e-05, 6.99252400e-05]), 1630: array([1.73528372e-06, 1.73595863e-06, 1.73629609e-06, 1.73646482e-06,
       1.73654918e-06, 1.73659136e-06, 1.73661245e-06, 1.73662300e-06,
       1.73662827e-06, 1.73663091e-06, 1.73663223e-06, 1.73663289e-06,
       1.73663322e-06, 1.73663338e-06, 1.73663346e-06, 1.73663350e-06,
       1.73663352e-06, 1.73663353e-06, 1.73663354e-06, 1.73663354e-06,
       1.73663354e-06, 1.73663354e-06, 1.73663354e-06, 1.73663354e-06,
       1.73663354e-06, 1.73663354e-06, 1.73663354e-06, 1.73663354e-06]), 1635: array([0.00042837, 0.0003769 , 0.00033791, 0.00030838, 0.00028602,
       0.00026908, 0.00025625, 0.00024654, 0.00023918, 0.0002336 ,
       0.00022938, 0.00022618, 0.00022376, 0.00022192, 0.00022054,
       0.00021948, 0.00021869, 0.00021808, 0.00021762, 0.00021728,
       0.00021702, 0.00021682, 0.00021667, 0.00021655, 0.00021647,
       0.0002164 , 0.00021635, 0.00021631]), 1640: array([6.30386835e-05, 6.96695735e-05, 7.56371476e-05, 8.10077599e-05,
       8.58411272e-05, 9.01909923e-05, 9.41057220e-05, 9.76288447e-05,
       1.00799535e-04, 1.03653047e-04, 1.06221110e-04, 1.08532280e-04,
       1.10612253e-04, 1.12484157e-04, 1.14168807e-04, 1.15684935e-04,
       1.17049398e-04, 1.18277367e-04, 1.19382498e-04, 1.20377078e-04,
       1.21272166e-04, 1.22077714e-04, 1.22802680e-04, 1.23455125e-04,
       1.24042303e-04, 1.24570743e-04, 1.25046320e-04, 1.25474324e-04]), 1645: array([4.05322225e-05, 3.57488701e-05, 3.33571869e-05, 3.21613418e-05,
       3.15634175e-05, 3.12644545e-05, 3.11149725e-05, 3.10402313e-05,
       3.10028606e-05, 3.09841752e-05, 3.09748325e-05, 3.09701611e-05,
       3.09678254e-05, 3.09666575e-05, 3.09660736e-05, 3.09657816e-05,
       3.09656357e-05, 3.09655627e-05, 3.09655262e-05, 3.09655079e-05,
       3.09654988e-05, 3.09654942e-05, 3.09654920e-05, 3.09654908e-05,
       3.09654902e-05, 3.09654900e-05, 3.09654898e-05, 3.09654897e-05]), 1650: array([1.77968488e-05, 1.89435142e-05, 1.95168467e-05, 1.98035129e-05,
       1.99468460e-05, 2.00185125e-05, 2.00543458e-05, 2.00722624e-05,
       2.00812207e-05, 2.00856998e-05, 2.00879394e-05, 2.00890592e-05,
       2.00896191e-05, 2.00898990e-05, 2.00900390e-05, 2.00901090e-05,
       2.00901440e-05, 2.00901615e-05, 2.00901702e-05, 2.00901746e-05,
       2.00901768e-05, 2.00901779e-05, 2.00901784e-05, 2.00901787e-05,
       2.00901789e-05, 2.00901789e-05, 2.00901790e-05, 2.00901790e-05]), 1655: array([8.73357215e-06, 8.93730114e-06, 9.03916558e-06, 9.09009778e-06,
       9.11556386e-06, 9.12829689e-06, 9.13466341e-06, 9.13784666e-06,
       9.13943829e-06, 9.14023410e-06, 9.14063201e-06, 9.14083096e-06,
       9.14093044e-06, 9.14098018e-06, 9.14100504e-06, 9.14101748e-06,
       9.14102370e-06, 9.14102681e-06, 9.14102836e-06, 9.14102914e-06,
       9.14102953e-06, 9.14102972e-06, 9.14102982e-06, 9.14102987e-06,
       9.14102989e-06, 9.14102990e-06, 9.14102991e-06, 9.14102991e-06]), 1660: array([1.86014104e-05, 1.51033875e-05, 1.33487212e-05, 1.24685515e-05,
       1.20270438e-05, 1.18055762e-05, 1.16944844e-05, 1.16387589e-05,
       1.16108060e-05, 1.15967844e-05, 1.15897509e-05, 1.15862228e-05,
       1.15844531e-05, 1.15835653e-05, 1.15831200e-05, 1.15828967e-05,
       1.15827846e-05, 1.15827284e-05, 1.15827002e-05, 1.15826861e-05,
       1.15826790e-05, 1.15826754e-05, 1.15826736e-05, 1.15826727e-05,
       1.15826723e-05, 1.15826721e-05, 1.15826720e-05, 1.15826719e-05]), 1665: array([1.61397321e-05, 1.57697781e-05, 1.55848009e-05, 1.54923123e-05,
       1.54460679e-05, 1.54229457e-05, 1.54113846e-05, 1.54056040e-05,
       1.54027137e-05, 1.54012686e-05, 1.54005460e-05, 1.54001847e-05,
       1.54000041e-05, 1.53999138e-05, 1.53998686e-05, 1.53998460e-05,
       1.53998347e-05, 1.53998291e-05, 1.53998263e-05, 1.53998249e-05,
       1.53998242e-05, 1.53998238e-05, 1.53998236e-05, 1.53998235e-05,
       1.53998235e-05, 1.53998235e-05, 1.53998235e-05, 1.53998235e-05]), 1670: array([1.39623133e-05, 1.33174602e-05, 1.28660635e-05, 1.25500861e-05,
       1.23289021e-05, 1.21740735e-05, 1.20656936e-05, 1.19898277e-05,
       1.19367217e-05, 1.18995475e-05, 1.18735256e-05, 1.18553103e-05,
       1.18425596e-05, 1.18336341e-05, 1.18273862e-05, 1.18230128e-05,
       1.18199513e-05, 1.18178083e-05, 1.18163082e-05, 1.18152582e-05,
       1.18145231e-05, 1.18140086e-05, 1.18136484e-05, 1.18133963e-05,
       1.18132198e-05, 1.18130963e-05, 1.18130098e-05, 1.18129493e-05]), 1675: array([1.31174912e-05, 1.26238873e-05, 1.21796438e-05, 1.17798246e-05,
       1.14199872e-05, 1.10961336e-05, 1.08046654e-05, 1.05423439e-05,
       1.03062546e-05, 1.00937742e-05, 9.90254183e-06, 9.73043268e-06,
       9.57553444e-06, 9.43612601e-06, 9.31065842e-06, 9.19773758e-06,
       9.09610882e-06, 9.00464293e-06, 8.92232363e-06, 8.84823625e-06,
       8.78155760e-06, 8.72154682e-06, 8.66753711e-06, 8.61892837e-06,
       8.57518049e-06, 8.53580741e-06, 8.50037163e-06, 8.46847943e-06]), 1680: array([2.41187761e-05, 2.52945624e-05, 2.58824557e-05, 2.61764024e-05,
       2.63233757e-05, 2.63968624e-05, 2.64336058e-05, 2.64519775e-05,
       2.64611633e-05, 2.64657562e-05, 2.64680527e-05, 2.64692009e-05,
       2.64697751e-05, 2.64700621e-05, 2.64702056e-05, 2.64702774e-05,
       2.64703133e-05, 2.64703312e-05, 2.64703402e-05, 2.64703447e-05,
       2.64703469e-05, 2.64703481e-05, 2.64703486e-05, 2.64703489e-05,
       2.64703490e-05, 2.64703491e-05, 2.64703491e-05, 2.64703492e-05]), 1685: array([1.30064702e-05, 1.22908185e-05, 1.19329926e-05, 1.17540797e-05,
       1.16646232e-05, 1.16198949e-05, 1.15975308e-05, 1.15863487e-05,
       1.15807577e-05, 1.15779622e-05, 1.15765644e-05, 1.15758655e-05,
       1.15755161e-05, 1.15753414e-05, 1.15752540e-05, 1.15752103e-05,
       1.15751885e-05, 1.15751776e-05, 1.15751721e-05, 1.15751694e-05,
       1.15751680e-05, 1.15751673e-05, 1.15751670e-05, 1.15751668e-05,
       1.15751667e-05, 1.15751667e-05, 1.15751667e-05, 1.15751667e-05]), 1690: array([0.00065907, 0.00058127, 0.00051972, 0.00047104, 0.00043254,
       0.00040209, 0.000378  , 0.00035895, 0.00034388, 0.00033196,
       0.00032253, 0.00031507, 0.00030917, 0.00030451, 0.00030082,
       0.0002979 , 0.00029559, 0.00029377, 0.00029232, 0.00029118,
       0.00029028, 0.00028956, 0.000289  , 0.00028855, 0.0002882 ,
       0.00028792, 0.00028769, 0.00028752]), 1695: array([0.0001882 , 0.00021599, 0.00023211, 0.00024146, 0.00024688,
       0.00025002, 0.00025185, 0.00025291, 0.00025352, 0.00025388,
       0.00025408, 0.0002542 , 0.00025427, 0.00025431, 0.00025434,
       0.00025435, 0.00025436, 0.00025436, 0.00025437, 0.00025437,
       0.00025437, 0.00025437, 0.00025437, 0.00025437, 0.00025437,
       0.00025437, 0.00025437, 0.00025437]), 1700: array([2.13901232e-05, 2.21943653e-05, 2.25964862e-05, 2.27975465e-05,
       2.28980767e-05, 2.29483417e-05, 2.29734742e-05, 2.29860405e-05,
       2.29923236e-05, 2.29954652e-05, 2.29970359e-05, 2.29978213e-05,
       2.29982140e-05, 2.29984104e-05, 2.29985086e-05, 2.29985576e-05,
       2.29985822e-05, 2.29985945e-05, 2.29986006e-05, 2.29986037e-05,
       2.29986052e-05, 2.29986060e-05, 2.29986063e-05, 2.29986065e-05,
       2.29986066e-05, 2.29986067e-05, 2.29986067e-05, 2.29986067e-05]), 1705: array([5.00196785e-05, 4.50626358e-05, 4.15911397e-05, 3.91599956e-05,
       3.74574266e-05, 3.62650903e-05, 3.54300782e-05, 3.48453058e-05,
       3.44357805e-05, 3.41489833e-05, 3.39481346e-05, 3.38074771e-05,
       3.37089724e-05, 3.36399880e-05, 3.35916771e-05, 3.35578443e-05,
       3.35341506e-05, 3.35175575e-05, 3.35059371e-05, 3.34977991e-05,
       3.34921000e-05, 3.34881088e-05, 3.34853137e-05, 3.34833562e-05,
       3.34819854e-05, 3.34810254e-05, 3.34803531e-05, 3.34798822e-05]), 1710: array([6.72774792e-05, 7.02642663e-05, 7.26002846e-05, 7.44273252e-05,
       7.58562855e-05, 7.69739002e-05, 7.78480061e-05, 7.85316596e-05,
       7.90663568e-05, 7.94845529e-05, 7.98116313e-05, 8.00674451e-05,
       8.02675214e-05, 8.04240046e-05, 8.05463929e-05, 8.06421149e-05,
       8.07169807e-05, 8.07755346e-05, 8.08213306e-05, 8.08571484e-05,
       8.08851622e-05, 8.09070722e-05, 8.09242085e-05, 8.09376110e-05,
       8.09480934e-05, 8.09562918e-05, 8.09627040e-05, 8.09677190e-05]), 1715: array([4.63292295e-05, 5.48496679e-05, 6.08138167e-05, 6.49886102e-05,
       6.79108882e-05, 6.99564286e-05, 7.13882690e-05, 7.23905306e-05,
       7.30920952e-05, 7.35831774e-05, 7.39269258e-05, 7.41675433e-05,
       7.43359711e-05, 7.44538674e-05, 7.45363927e-05, 7.45941588e-05,
       7.46345940e-05, 7.46628979e-05, 7.46827102e-05, 7.46965783e-05,
       7.47062858e-05, 7.47130809e-05, 7.47178373e-05, 7.47211667e-05,
       7.47234972e-05, 7.47251285e-05, 7.47262704e-05, 7.47270697e-05]), 1720: array([0.00068271, 0.0004368 , 0.0003012 , 0.00022643, 0.0001852 ,
       0.00016247, 0.00014993, 0.00014302, 0.00013921, 0.00013711,
       0.00013595, 0.00013531, 0.00013496, 0.00013476, 0.00013466,
       0.0001346 , 0.00013456, 0.00013455, 0.00013454, 0.00013453,
       0.00013453, 0.00013453, 0.00013452, 0.00013452, 0.00013452,
       0.00013452, 0.00013452, 0.00013452]), 1725: array([0.00172259, 0.00175752, 0.00179245, 0.00182738, 0.00186232,
       0.00189725, 0.00193218, 0.00196711, 0.00200203, 0.00203696,
       0.00207189, 0.00210682, 0.00214175, 0.00217667, 0.0022116 ,
       0.00224653, 0.00228145, 0.00231638, 0.0023513 , 0.00238623,
       0.00242115, 0.00245607, 0.002491  , 0.00252592, 0.00256084,
       0.00259576, 0.00263068, 0.0026656 ]), 1730: array([0.0001298 , 0.00015169, 0.00016698, 0.00017767, 0.00018514,
       0.00019036, 0.00019401, 0.00019656, 0.00019834, 0.00019959,
       0.00020046, 0.00020106, 0.00020149, 0.00020179, 0.00020199,
       0.00020214, 0.00020224, 0.00020231, 0.00020236, 0.00020239,
       0.00020242, 0.00020244, 0.00020245, 0.00020246, 0.00020246,
       0.00020247, 0.00020247, 0.00020247]), 1735: array([2.20957327e-05, 2.20969148e-05, 2.20975059e-05, 2.20978014e-05,
       2.20979492e-05, 2.20980231e-05, 2.20980600e-05, 2.20980785e-05,
       2.20980877e-05, 2.20980923e-05, 2.20980946e-05, 2.20980958e-05,
       2.20980964e-05, 2.20980967e-05, 2.20980968e-05, 2.20980969e-05,
       2.20980969e-05, 2.20980969e-05, 2.20980969e-05, 2.20980970e-05,
       2.20980970e-05, 2.20980970e-05, 2.20980970e-05, 2.20980970e-05,
       2.20980970e-05, 2.20980970e-05, 2.20980970e-05, 2.20980970e-05]), 1740: array([1.15451252e-05, 1.25872231e-05, 1.33166901e-05, 1.38273159e-05,
       1.41847532e-05, 1.44349588e-05, 1.46101024e-05, 1.47327026e-05,
       1.48185226e-05, 1.48785964e-05, 1.49206480e-05, 1.49500841e-05,
       1.49706893e-05, 1.49851129e-05, 1.49952094e-05, 1.50022769e-05,
       1.50072242e-05, 1.50106873e-05, 1.50131114e-05, 1.50148083e-05,
       1.50159962e-05, 1.50168276e-05, 1.50174097e-05, 1.50178171e-05,
       1.50181023e-05, 1.50183019e-05, 1.50184417e-05, 1.50185395e-05]), 1745: array([1.05239283e-05, 9.52464633e-06, 8.82514851e-06, 8.33549972e-06,
       7.99274534e-06, 7.75281711e-06, 7.58486724e-06, 7.46730225e-06,
       7.38500671e-06, 7.32739979e-06, 7.28707492e-06, 7.25884749e-06,
       7.23908828e-06, 7.22525682e-06, 7.21557479e-06, 7.20879737e-06,
       7.20405317e-06, 7.20073223e-06, 7.19840757e-06, 7.19678030e-06,
       7.19564122e-06, 7.19484386e-06, 7.19428571e-06, 7.19389500e-06,
       7.19362150e-06, 7.19343006e-06, 7.19329604e-06, 7.19320223e-06]), 1750: array([2.27026044e-05, 2.27046896e-05, 2.27065663e-05, 2.27082553e-05,
       2.27097753e-05, 2.27111434e-05, 2.27123747e-05, 2.27134828e-05,
       2.27144802e-05, 2.27153778e-05, 2.27161856e-05, 2.27169127e-05,
       2.27175670e-05, 2.27181559e-05, 2.27186859e-05, 2.27191630e-05,
       2.27195923e-05, 2.27199787e-05, 2.27203264e-05, 2.27206394e-05,
       2.27209211e-05, 2.27211746e-05, 2.27214027e-05, 2.27216081e-05,
       2.27217929e-05, 2.27219592e-05, 2.27221089e-05, 2.27222436e-05]), 1755: array([1.16388441e-04, 9.94767461e-05, 8.87356348e-05, 8.19136413e-05,
       7.75807939e-05, 7.48288760e-05, 7.30810525e-05, 7.19709587e-05,
       7.12659057e-05, 7.08181060e-05, 7.05336953e-05, 7.03530578e-05,
       7.02383296e-05, 7.01654624e-05, 7.01191823e-05, 7.00897884e-05,
       7.00711195e-05, 7.00592624e-05, 7.00517316e-05, 7.00469485e-05,
       7.00439107e-05, 7.00419812e-05, 7.00407558e-05, 7.00399775e-05,
       7.00394831e-05, 7.00391692e-05, 7.00389698e-05, 7.00388431e-05]), 1760: array([2.11485635e-05, 2.32876239e-05, 2.43571484e-05, 2.48919078e-05,
       2.51592861e-05, 2.52929745e-05, 2.53598184e-05, 2.53932402e-05,
       2.54099509e-05, 2.54183063e-05, 2.54224839e-05, 2.54245728e-05,
       2.54256172e-05, 2.54261394e-05, 2.54264005e-05, 2.54265310e-05,
       2.54265963e-05, 2.54266289e-05, 2.54266452e-05, 2.54266534e-05,
       2.54266575e-05, 2.54266595e-05, 2.54266605e-05, 2.54266610e-05,
       2.54266613e-05, 2.54266614e-05, 2.54266615e-05, 2.54266615e-05]), 1765: array([0.00047934, 0.000491  , 0.00050266, 0.00051433, 0.00052599,
       0.00053766, 0.00054932, 0.00056098, 0.00057265, 0.00058431,
       0.00059598, 0.00060764, 0.0006193 , 0.00063097, 0.00064263,
       0.00065429, 0.00066596, 0.00067762, 0.00068929, 0.00070095,
       0.00071261, 0.00072428, 0.00073594, 0.0007476 , 0.00075927,
       0.00077093, 0.00078259, 0.00079426]), 1770: array([0.00022173, 0.00019865, 0.00018596, 0.00017897, 0.00017513,
       0.00017302, 0.00017186, 0.00017122, 0.00017087, 0.00017068,
       0.00017057, 0.00017051, 0.00017048, 0.00017046, 0.00017045,
       0.00017045, 0.00017045, 0.00017044, 0.00017044, 0.00017044,
       0.00017044, 0.00017044, 0.00017044, 0.00017044, 0.00017044,
       0.00017044, 0.00017044, 0.00017044]), 1775: array([4.49346486e-05, 5.13086306e-05, 5.57703794e-05, 5.88935767e-05,
       6.10797960e-05, 6.26101362e-05, 6.36813652e-05, 6.44312190e-05,
       6.49561121e-05, 6.53235342e-05, 6.55807274e-05, 6.57607611e-05,
       6.58867836e-05, 6.59749986e-05, 6.60367485e-05, 6.60799731e-05,
       6.61102301e-05, 6.61314098e-05, 6.61462354e-05, 6.61566133e-05,
       6.61638777e-05, 6.61689628e-05, 6.61725223e-05, 6.61750139e-05,
       6.61767581e-05, 6.61779790e-05, 6.61788336e-05, 6.61794318e-05]), 1780: array([2.02214607e-06, 2.34207550e-06, 2.56602600e-06, 2.72279127e-06,
       2.83252691e-06, 2.90934182e-06, 2.96311224e-06, 3.00075151e-06,
       3.02709899e-06, 3.04554221e-06, 3.05845246e-06, 3.06748964e-06,
       3.07381565e-06, 3.07824386e-06, 3.08134361e-06, 3.08351343e-06,
       3.08503230e-06, 3.08609551e-06, 3.08683976e-06, 3.08736074e-06,
       3.08772542e-06, 3.08798069e-06, 3.08815939e-06, 3.08828447e-06,
       3.08837203e-06, 3.08843332e-06, 3.08847623e-06, 3.08850626e-06]), 1785: array([3.26392917e-06, 3.05863421e-06, 2.95598671e-06, 2.90466295e-06,
       2.87900107e-06, 2.86617013e-06, 2.85975465e-06, 2.85654691e-06,
       2.85494305e-06, 2.85414111e-06, 2.85374014e-06, 2.85353966e-06,
       2.85343942e-06, 2.85338930e-06, 2.85336424e-06, 2.85335171e-06,
       2.85334544e-06, 2.85334231e-06, 2.85334074e-06, 2.85333996e-06,
       2.85333957e-06, 2.85333937e-06, 2.85333927e-06, 2.85333923e-06,
       2.85333920e-06, 2.85333919e-06, 2.85333918e-06, 2.85333918e-06]), 1790: array([3.24207591e-06, 3.20744760e-06, 3.19013345e-06, 3.18147638e-06,
       3.17714785e-06, 3.17498359e-06, 3.17390146e-06, 3.17336039e-06,
       3.17308986e-06, 3.17295459e-06, 3.17288696e-06, 3.17285314e-06,
       3.17283623e-06, 3.17282778e-06, 3.17282355e-06, 3.17282144e-06,
       3.17282038e-06, 3.17281985e-06, 3.17281959e-06, 3.17281946e-06,
       3.17281939e-06, 3.17281936e-06, 3.17281934e-06, 3.17281933e-06,
       3.17281933e-06, 3.17281933e-06, 3.17281933e-06, 3.17281933e-06]), 1795: array([0.00025359, 0.00019136, 0.00015552, 0.00013487, 0.00012298,
       0.00011613, 0.00011219, 0.00010992, 0.00010861, 0.00010785,
       0.00010742, 0.00010717, 0.00010703, 0.00010694, 0.00010689,
       0.00010687, 0.00010685, 0.00010684, 0.00010684, 0.00010683,
       0.00010683, 0.00010683, 0.00010683, 0.00010683, 0.00010683,
       0.00010683, 0.00010683, 0.00010683]), 1800: array([4.09104191e-05, 4.54310035e-05, 4.94992056e-05, 5.31602962e-05,
       5.64550155e-05, 5.94200269e-05, 6.20883247e-05, 6.44896017e-05,
       6.66505790e-05, 6.85953038e-05, 7.03454168e-05, 7.19203931e-05,
       7.33377590e-05, 7.46132868e-05, 7.57611705e-05, 7.67941836e-05,
       7.77238213e-05, 7.85604288e-05, 7.93133155e-05, 7.99908597e-05,
       8.06006009e-05, 8.11493243e-05, 8.16431361e-05, 8.20875313e-05,
       8.24874552e-05, 8.28473580e-05, 8.31712448e-05, 8.34627197e-05]), 1805: array([2.43203987e-06, 2.69083657e-06, 2.92375342e-06, 3.13337843e-06,
       3.32204079e-06, 3.49183679e-06, 3.64465307e-06, 3.78218762e-06,
       3.90596861e-06, 4.01737143e-06, 4.11763388e-06, 4.20787003e-06,
       4.28908249e-06, 4.36217366e-06, 4.42795565e-06, 4.48715940e-06,
       4.54044274e-06, 4.58839771e-06, 4.63155714e-06, 4.67040061e-06,
       4.70535970e-06, 4.73682285e-06, 4.76513967e-06, 4.79062479e-06,
       4.81356138e-06, 4.83420430e-06, 4.85278291e-06, 4.86950364e-06]), 1810: array([0.00051923, 0.00048411, 0.00045536, 0.00043184, 0.00041259,
       0.00039684, 0.00038395, 0.0003734 , 0.00036476, 0.0003577 ,
       0.00035191, 0.00034718, 0.00034331, 0.00034014, 0.00033755,
       0.00033542, 0.00033369, 0.00033227, 0.0003311 , 0.00033015,
       0.00032937, 0.00032873, 0.00032821, 0.00032778, 0.00032743,
       0.00032715, 0.00032691, 0.00032672]), 1815: array([0.00011894, 0.00013773, 0.00015089, 0.00016009, 0.00016654,
       0.00017105, 0.00017421, 0.00017642, 0.00017796, 0.00017905,
       0.00017981, 0.00018034, 0.00018071, 0.00018097, 0.00018115,
       0.00018128, 0.00018137, 0.00018143, 0.00018147, 0.0001815 ,
       0.00018152, 0.00018154, 0.00018155, 0.00018156, 0.00018156,
       0.00018157, 0.00018157, 0.00018157]), 1820: array([1.26563249e-06, 1.25142122e-06, 1.24147334e-06, 1.23450982e-06,
       1.22963535e-06, 1.22622322e-06, 1.22383474e-06, 1.22216279e-06,
       1.22099243e-06, 1.22017318e-06, 1.21959971e-06, 1.21919827e-06,
       1.21891727e-06, 1.21872057e-06, 1.21858288e-06, 1.21848649e-06,
       1.21841902e-06, 1.21837179e-06, 1.21833874e-06, 1.21831559e-06,
       1.21829939e-06, 1.21828805e-06, 1.21828012e-06, 1.21827456e-06,
       1.21827067e-06, 1.21826795e-06, 1.21826604e-06, 1.21826471e-06]), 1825: array([6.92829318e-06, 6.43478450e-06, 6.18802995e-06, 6.06465258e-06,
       6.00296384e-06, 5.97211945e-06, 5.95669724e-06, 5.94898613e-06,
       5.94513057e-06, 5.94320279e-06, 5.94223889e-06, 5.94175695e-06,
       5.94151598e-06, 5.94139549e-06, 5.94133525e-06, 5.94130512e-06,
       5.94129006e-06, 5.94128253e-06, 5.94127877e-06, 5.94127688e-06,
       5.94127594e-06, 5.94127547e-06, 5.94127524e-06, 5.94127512e-06,
       5.94127506e-06, 5.94127503e-06, 5.94127502e-06, 5.94127501e-06]), 1830: array([1.06693790e-04, 7.54827783e-05, 5.95755172e-05, 5.14680914e-05,
       4.73359940e-05, 4.52299952e-05, 4.41566345e-05, 4.36095766e-05,
       4.33307586e-05, 4.31886539e-05, 4.31162277e-05, 4.30793143e-05,
       4.30605008e-05, 4.30509121e-05, 4.30460251e-05, 4.30435343e-05,
       4.30422648e-05, 4.30416178e-05, 4.30412880e-05, 4.30411200e-05,
       4.30410343e-05, 4.30409907e-05, 4.30409684e-05, 4.30409571e-05,
       4.30409513e-05, 4.30409483e-05, 4.30409468e-05, 4.30409461e-05]), 1835: array([7.75768870e-05, 7.74891738e-05, 7.74277742e-05, 7.73847944e-05,
       7.73547083e-05, 7.73336480e-05, 7.73189057e-05, 7.73085861e-05,
       7.73013623e-05, 7.72963056e-05, 7.72927659e-05, 7.72902882e-05,
       7.72885537e-05, 7.72873396e-05, 7.72864897e-05, 7.72858948e-05,
       7.72854783e-05, 7.72851868e-05, 7.72849827e-05, 7.72848399e-05,
       7.72847399e-05, 7.72846699e-05, 7.72846209e-05, 7.72845866e-05,
       7.72845626e-05, 7.72845458e-05, 7.72845340e-05, 7.72845258e-05]), 1840: array([2.86151088e-05, 3.31150579e-05, 3.62650139e-05, 3.84699772e-05,
       4.00134473e-05, 4.10938736e-05, 4.18501699e-05, 4.23795759e-05,
       4.27501591e-05, 4.30095667e-05, 4.31911515e-05, 4.33182605e-05,
       4.34072366e-05, 4.34695197e-05, 4.35131177e-05, 4.35436363e-05,
       4.35649992e-05, 4.35799532e-05, 4.35904210e-05, 4.35977484e-05,
       4.36028776e-05, 4.36064680e-05, 4.36089813e-05, 4.36107406e-05,
       4.36119721e-05, 4.36128342e-05, 4.36134376e-05, 4.36138600e-05]), 1845: array([6.04981660e-05, 5.30556154e-05, 4.78142719e-05, 4.41231068e-05,
       4.15236399e-05, 3.96929907e-05, 3.84037739e-05, 3.74958556e-05,
       3.68564629e-05, 3.64061769e-05, 3.60890674e-05, 3.58657461e-05,
       3.57084742e-05, 3.55977171e-05, 3.55197174e-05, 3.54647870e-05,
       3.54261027e-05, 3.53988597e-05, 3.53796741e-05, 3.53661628e-05,
       3.53566476e-05, 3.53499466e-05, 3.53452275e-05, 3.53419041e-05,
       3.53395636e-05, 3.53379154e-05, 3.53367546e-05, 3.53359372e-05]), 1850: array([3.53568722e-05, 3.71978512e-05, 3.81183438e-05, 3.85785916e-05,
       3.88087163e-05, 3.89237791e-05, 3.89813106e-05, 3.90100765e-05,
       3.90244595e-05, 3.90316510e-05, 3.90352468e-05, 3.90370447e-05,
       3.90379436e-05, 3.90383931e-05, 3.90386179e-05, 3.90387302e-05,
       3.90387864e-05, 3.90388145e-05, 3.90388285e-05, 3.90388356e-05,
       3.90388391e-05, 3.90388408e-05, 3.90388417e-05, 3.90388422e-05,
       3.90388424e-05, 3.90388425e-05, 3.90388425e-05, 3.90388426e-05]), 1855: array([6.49809238e-06, 7.33389760e-06, 8.08612156e-06, 8.76312246e-06,
       9.37242266e-06, 9.92079231e-06, 1.04143245e-05, 1.08585030e-05,
       1.12582633e-05, 1.16180472e-05, 1.19418524e-05, 1.22332768e-05,
       1.24955585e-05, 1.27316118e-05, 1.29440596e-05, 1.31352624e-05,
       1.33073447e-05, 1.34622187e-05, 1.36016051e-05, 1.37270527e-05,
       1.38399555e-05, 1.39415679e-05, 1.40330190e-05, 1.41153249e-05,
       1.41894001e-05, 1.42560677e-05, 1.43160686e-05, 1.43700692e-05]), 1860: array([3.58170288e-05, 2.98888734e-05, 2.57391611e-05, 2.28343600e-05,
       2.08009975e-05, 1.93776425e-05, 1.83812932e-05, 1.76838480e-05,
       1.71956360e-05, 1.68538873e-05, 1.66146630e-05, 1.64472059e-05,
       1.63299858e-05, 1.62479316e-05, 1.61904937e-05, 1.61502871e-05,
       1.61221424e-05, 1.61024411e-05, 1.60886502e-05, 1.60789966e-05,
       1.60722391e-05, 1.60675088e-05, 1.60641976e-05, 1.60618797e-05,
       1.60602572e-05, 1.60591215e-05, 1.60583265e-05, 1.60577699e-05]), 1865: array([1.97512333e-05, 2.21231083e-05, 2.33090446e-05, 2.39020121e-05,
       2.41984955e-05, 2.43467371e-05, 2.44208578e-05, 2.44579181e-05,
       2.44764482e-05, 2.44857133e-05, 2.44903458e-05, 2.44926621e-05,
       2.44938202e-05, 2.44943993e-05, 2.44946888e-05, 2.44948336e-05,
       2.44949060e-05, 2.44949421e-05, 2.44949602e-05, 2.44949693e-05,
       2.44949738e-05, 2.44949761e-05, 2.44949772e-05, 2.44949778e-05,
       2.44949781e-05, 2.44949782e-05, 2.44949783e-05, 2.44949783e-05]), 1870: array([7.01096668e-06, 7.76423168e-06, 8.44217018e-06, 9.05231483e-06,
       9.60144502e-06, 1.00956622e-05, 1.05404576e-05, 1.09407735e-05,
       1.13010579e-05, 1.16253137e-05, 1.19171440e-05, 1.21797913e-05,
       1.24161738e-05, 1.26289181e-05, 1.28203880e-05, 1.29927109e-05,
       1.31478014e-05, 1.32873830e-05, 1.34130063e-05, 1.35260674e-05,
       1.36278223e-05, 1.37194018e-05, 1.38018232e-05, 1.38760026e-05,
       1.39427640e-05, 1.40028493e-05, 1.40569260e-05, 1.41055951e-05]), 1875: array([1.01377806e-04, 7.25139835e-05, 5.80819789e-05, 5.08659300e-05,
       4.72578822e-05, 4.54538467e-05, 4.45518231e-05, 4.41008084e-05,
       4.38752996e-05, 4.37625444e-05, 4.37061665e-05, 4.36779774e-05,
       4.36638827e-05, 4.36568353e-05, 4.36533116e-05, 4.36515497e-05,
       4.36506688e-05, 4.36502283e-05, 4.36500081e-05, 4.36498980e-05,
       4.36498429e-05, 4.36498154e-05, 4.36498016e-05, 4.36497947e-05,
       4.36497913e-05, 4.36497896e-05, 4.36497887e-05, 4.36497883e-05]), 1880: array([4.71217125e-06, 6.73446961e-06, 8.75676797e-06, 1.07790663e-05,
       1.28013647e-05, 1.48236630e-05, 1.68459614e-05, 1.88682598e-05,
       2.08905581e-05, 2.29128565e-05, 2.49351549e-05, 2.69574532e-05,
       2.89797516e-05, 3.10020499e-05, 3.30243483e-05, 3.50466467e-05,
       3.70689450e-05, 3.90912434e-05, 4.11135418e-05, 4.31358401e-05,
       4.51581385e-05, 4.71804369e-05, 4.92027352e-05, 5.12250336e-05,
       5.32473320e-05, 5.52696304e-05, 5.72919287e-05, 5.93142271e-05]), 1885: array([2.27139375e-05, 2.66758182e-05, 2.86567626e-05, 2.96472369e-05,
       3.01424751e-05, 3.03900947e-05, 3.05139047e-05, 3.05758099e-05,
       3.06067625e-05, 3.06222389e-05, 3.06299771e-05, 3.06338462e-05,
       3.06357807e-05, 3.06367480e-05, 3.06372317e-05, 3.06374735e-05,
       3.06375944e-05, 3.06376548e-05, 3.06376851e-05, 3.06377002e-05,
       3.06377077e-05, 3.06377115e-05, 3.06377134e-05, 3.06377144e-05,
       3.06377148e-05, 3.06377151e-05, 3.06377152e-05, 3.06377152e-05]), 1890: array([4.96537379e-06, 4.96577213e-06, 4.96613063e-06, 4.96645328e-06,
       4.96674367e-06, 4.96700502e-06, 4.96724023e-06, 4.96745192e-06,
       4.96764245e-06, 4.96781392e-06, 4.96796824e-06, 4.96810713e-06,
       4.96823213e-06, 4.96834464e-06, 4.96844589e-06, 4.96853701e-06,
       4.96861903e-06, 4.96869284e-06, 4.96875927e-06, 4.96881906e-06,
       4.96887287e-06, 4.96892130e-06, 4.96896488e-06, 4.96900411e-06,
       4.96903941e-06, 4.96907119e-06, 4.96909978e-06, 4.96912552e-06]), 1895: array([1.40677403e-05, 1.38549673e-05, 1.37060262e-05, 1.36017674e-05,
       1.35287861e-05, 1.34776993e-05, 1.34419384e-05, 1.34169058e-05,
       1.33993830e-05, 1.33871170e-05, 1.33785309e-05, 1.33725205e-05,
       1.33683133e-05, 1.33653682e-05, 1.33633067e-05, 1.33618636e-05,
       1.33608534e-05, 1.33601463e-05, 1.33596513e-05, 1.33593049e-05,
       1.33590623e-05, 1.33588925e-05, 1.33587737e-05, 1.33586905e-05,
       1.33586323e-05, 1.33585915e-05, 1.33585630e-05, 1.33585430e-05]), 1900: array([5.28935910e-05, 4.83197650e-05, 4.52543256e-05, 4.31998271e-05,
       4.18228746e-05, 4.09000226e-05, 4.02815149e-05, 3.98669827e-05,
       3.95891577e-05, 3.94029557e-05, 3.92781605e-05, 3.91945212e-05,
       3.91384650e-05, 3.91008954e-05, 3.90757157e-05, 3.90588399e-05,
       3.90475296e-05, 3.90399492e-05, 3.90348688e-05, 3.90314638e-05,
       3.90291817e-05, 3.90276523e-05, 3.90266272e-05, 3.90259402e-05,
       3.90254797e-05, 3.90251711e-05, 3.90249643e-05, 3.90248257e-05]), 1905: array([1.86486715e-05, 2.00399837e-05, 2.07356312e-05, 2.10834505e-05,
       2.12573580e-05, 2.13443107e-05, 2.13877865e-05, 2.14095241e-05,
       2.14203928e-05, 2.14258270e-05, 2.14285441e-05, 2.14299027e-05,
       2.14305819e-05, 2.14309215e-05, 2.14310913e-05, 2.14311763e-05,
       2.14312187e-05, 2.14312399e-05, 2.14312505e-05, 2.14312558e-05,
       2.14312585e-05, 2.14312598e-05, 2.14312605e-05, 2.14312608e-05,
       2.14312610e-05, 2.14312611e-05, 2.14312611e-05, 2.14312611e-05]), 1910: array([2.09193670e-05, 1.97739936e-05, 1.92012994e-05, 1.89149486e-05,
       1.87717713e-05, 1.87001817e-05, 1.86643865e-05, 1.86464886e-05,
       1.86375396e-05, 1.86330650e-05, 1.86308277e-05, 1.86297090e-05,
       1.86291496e-05, 1.86288700e-05, 1.86287301e-05, 1.86286602e-05,
       1.86286252e-05, 1.86286078e-05, 1.86285990e-05, 1.86285946e-05,
       1.86285925e-05, 1.86285914e-05, 1.86285908e-05, 1.86285905e-05,
       1.86285904e-05, 1.86285903e-05, 1.86285903e-05, 1.86285903e-05]), 1915: array([1.85451200e-05, 1.89236929e-05, 1.91127373e-05, 1.92071387e-05,
       1.92542790e-05, 1.92778190e-05, 1.92895740e-05, 1.92954440e-05,
       1.92983752e-05, 1.92998389e-05, 1.93005699e-05, 1.93009349e-05,
       1.93011171e-05, 1.93012082e-05, 1.93012536e-05, 1.93012763e-05,
       1.93012876e-05, 1.93012933e-05, 1.93012961e-05, 1.93012975e-05,
       1.93012982e-05, 1.93012986e-05, 1.93012988e-05, 1.93012989e-05,
       1.93012989e-05, 1.93012989e-05, 1.93012989e-05, 1.93012989e-05]), 1920: array([4.00079135e-05, 3.43248398e-05, 3.14832881e-05, 3.00625048e-05,
       2.93521094e-05, 2.89969099e-05, 2.88193092e-05, 2.87305084e-05,
       2.86861077e-05, 2.86639073e-05, 2.86528070e-05, 2.86472568e-05,
       2.86444817e-05, 2.86430942e-05, 2.86424004e-05, 2.86420535e-05,
       2.86418801e-05, 2.86417933e-05, 2.86417500e-05, 2.86417283e-05,
       2.86417175e-05, 2.86417120e-05, 2.86417093e-05, 2.86417080e-05,
       2.86417073e-05, 2.86417070e-05, 2.86417068e-05, 2.86417067e-05]), 1925: array([9.39592387e-05, 9.08730333e-05, 8.93298992e-05, 8.85583165e-05,
       8.81725172e-05, 8.79796137e-05, 8.78831600e-05, 8.78349321e-05,
       8.78108177e-05, 8.77987602e-05, 8.77927314e-05, 8.77897169e-05,
       8.77882096e-05, 8.77874560e-05, 8.77870792e-05, 8.77868907e-05,
       8.77867965e-05, 8.77867494e-05, 8.77867259e-05, 8.77867141e-05,
       8.77867082e-05, 8.77867052e-05, 8.77867038e-05, 8.77867030e-05,
       8.77867027e-05, 8.77867025e-05, 8.77867024e-05, 8.77867023e-05]), 1930: array([6.34166994e-05, 6.31309525e-05, 6.29880786e-05, 6.29166415e-05,
       6.28809228e-05, 6.28630635e-05, 6.28541338e-05, 6.28496689e-05,
       6.28474364e-05, 6.28463202e-05, 6.28457621e-05, 6.28454831e-05,
       6.28453435e-05, 6.28452738e-05, 6.28452389e-05, 6.28452214e-05,
       6.28452127e-05, 6.28452084e-05, 6.28452062e-05, 6.28452051e-05,
       6.28452045e-05, 6.28452043e-05, 6.28452041e-05, 6.28452041e-05,
       6.28452040e-05, 6.28452040e-05, 6.28452040e-05, 6.28452040e-05]), 1935: array([4.02717726e-05, 3.26821065e-05, 3.00390487e-05, 2.91186190e-05,
       2.87980847e-05, 2.86864604e-05, 2.86475879e-05, 2.86340508e-05,
       2.86293365e-05, 2.86276948e-05, 2.86271231e-05, 2.86269240e-05,
       2.86268547e-05, 2.86268306e-05, 2.86268221e-05, 2.86268192e-05,
       2.86268182e-05, 2.86268178e-05, 2.86268177e-05, 2.86268177e-05,
       2.86268177e-05, 2.86268177e-05, 2.86268177e-05, 2.86268177e-05,
       2.86268177e-05, 2.86268177e-05, 2.86268177e-05, 2.86268177e-05]), 1940: array([0.0013016 , 0.00131045, 0.00131931, 0.00132817, 0.00133702,
       0.00134588, 0.00135473, 0.00136359, 0.00137245, 0.0013813 ,
       0.00139016, 0.00139901, 0.00140787, 0.00141673, 0.00142558,
       0.00143444, 0.00144329, 0.00145215, 0.00146101, 0.00146986,
       0.00147872, 0.00148757, 0.00149643, 0.00150528, 0.00151414,
       0.001523  , 0.00153185, 0.00154071]), 1945: array([0.00185444, 0.00191596, 0.00197689, 0.00203723, 0.00209698,
       0.00215615, 0.00221475, 0.00227278, 0.00233025, 0.00238716,
       0.00244352, 0.00249934, 0.00255461, 0.00260935, 0.00266356,
       0.00271725, 0.00277041, 0.00282306, 0.0028752 , 0.00292683,
       0.00297796, 0.0030286 , 0.00307875, 0.00312841, 0.00317759,
       0.00322629, 0.00327453, 0.00332229]), 1950: array([6.34086155e-06, 1.21519137e-05, 1.78267251e-05, 2.33684899e-05,
       2.87803275e-05, 3.40652839e-05, 3.92263340e-05, 4.42663827e-05,
       4.91882669e-05, 5.39947570e-05, 5.86885584e-05, 6.32723132e-05,
       6.77486013e-05, 7.21199424e-05, 7.63887969e-05, 8.05575676e-05,
       8.46286011e-05, 8.86041887e-05, 9.24865683e-05, 9.62779250e-05,
       9.99803930e-05, 1.03596056e-04, 1.07126950e-04, 1.10575061e-04,
       1.13942331e-04, 1.17230655e-04, 1.20441884e-04, 1.23577826e-04]), 1955: array([4.11665967e-05, 4.76763245e-05, 5.22331017e-05, 5.54228232e-05,
       5.76556125e-05, 5.92185539e-05, 6.03126051e-05, 6.10784356e-05,
       6.16145131e-05, 6.19897648e-05, 6.22524390e-05, 6.24363097e-05,
       6.25650183e-05, 6.26551137e-05, 6.27181800e-05, 6.27623261e-05,
       6.27932281e-05, 6.28148594e-05, 6.28300012e-05, 6.28406004e-05,
       6.28480198e-05, 6.28532133e-05, 6.28568487e-05, 6.28593935e-05,
       6.28611749e-05, 6.28624218e-05, 6.28632947e-05, 6.28639056e-05]), 1960: array([6.16902341e-07, 7.12987632e-07, 7.61030276e-07, 7.85051598e-07,
       7.97062259e-07, 8.03067589e-07, 8.06070254e-07, 8.07571586e-07,
       8.08322253e-07, 8.08697586e-07, 8.08885252e-07, 8.08979086e-07,
       8.09026002e-07, 8.09049461e-07, 8.09061190e-07, 8.09067054e-07,
       8.09069987e-07, 8.09071453e-07, 8.09072186e-07, 8.09072552e-07,
       8.09072736e-07, 8.09072827e-07, 8.09072873e-07, 8.09072896e-07,
       8.09072907e-07, 8.09072913e-07, 8.09072916e-07, 8.09072917e-07]), 1965: array([6.22209945e-05, 5.12340882e-05, 4.35432362e-05, 3.81596276e-05,
       3.43910929e-05, 3.17531126e-05, 2.99065222e-05, 2.86139060e-05,
       2.77090726e-05, 2.70756877e-05, 2.66323174e-05, 2.63219574e-05,
       2.61047049e-05, 2.59526278e-05, 2.58461736e-05, 2.57716555e-05,
       2.57194927e-05, 2.56829786e-05, 2.56574187e-05, 2.56395268e-05,
       2.56270024e-05, 2.56182353e-05, 2.56120983e-05, 2.56078024e-05,
       2.56047953e-05, 2.56026903e-05, 2.56012168e-05, 2.56001853e-05]), 1970: array([3.90764717e-05, 4.06606340e-05, 4.14527914e-05, 4.18489081e-05,
       4.20469856e-05, 4.21460339e-05, 4.21955628e-05, 4.22203296e-05,
       4.22327142e-05, 4.22389071e-05, 4.22420038e-05, 4.22435524e-05,
       4.22443267e-05, 4.22447139e-05, 4.22449075e-05, 4.22450043e-05,
       4.22450528e-05, 4.22450770e-05, 4.22450891e-05, 4.22450951e-05,
       4.22450982e-05, 4.22450997e-05, 4.22451004e-05, 4.22451008e-05,
       4.22451010e-05, 4.22451011e-05, 4.22451011e-05, 4.22451012e-05]), 1975: array([1.15282181e-05, 1.06681989e-05, 1.02381886e-05, 1.00231831e-05,
       9.91568018e-06, 9.86192864e-06, 9.83505282e-06, 9.82161490e-06,
       9.81489592e-06, 9.81153643e-06, 9.80985668e-06, 9.80901680e-06,
       9.80859686e-06, 9.80838690e-06, 9.80828191e-06, 9.80822942e-06,
       9.80820317e-06, 9.80819005e-06, 9.80818349e-06, 9.80818021e-06,
       9.80817857e-06, 9.80817775e-06, 9.80817734e-06, 9.80817713e-06,
       9.80817703e-06, 9.80817698e-06, 9.80817695e-06, 9.80817694e-06]), 1980: array([4.23842590e-05, 3.15436493e-05, 2.61233166e-05, 2.34131364e-05,
       2.20580393e-05, 2.13804872e-05, 2.10417095e-05, 2.08723197e-05,
       2.07876244e-05, 2.07452766e-05, 2.07241025e-05, 2.07135154e-05,
       2.07082219e-05, 2.07055751e-05, 2.07042517e-05, 2.07035900e-05,
       2.07032591e-05, 2.07030937e-05, 2.07030110e-05, 2.07029696e-05,
       2.07029489e-05, 2.07029386e-05, 2.07029334e-05, 2.07029308e-05,
       2.07029295e-05, 2.07029289e-05, 2.07029286e-05, 2.07029284e-05]), 1985: array([1.40049198e-05, 1.60937296e-05, 1.71381330e-05, 1.76603341e-05,
       1.79214342e-05, 1.80519841e-05, 1.81172590e-05, 1.81498964e-05,
       1.81662150e-05, 1.81743744e-05, 1.81784540e-05, 1.81804938e-05,
       1.81815137e-05, 1.81820237e-05, 1.81822787e-05, 1.81824062e-05,
       1.81824699e-05, 1.81825018e-05, 1.81825177e-05, 1.81825257e-05,
       1.81825297e-05, 1.81825317e-05, 1.81825327e-05, 1.81825332e-05,
       1.81825334e-05, 1.81825335e-05, 1.81825336e-05, 1.81825336e-05]), 1990: array([1.44582390e-05, 1.22827371e-05, 1.11949842e-05, 1.06511067e-05,
       1.03791675e-05, 1.02431977e-05, 1.01752126e-05, 1.01412200e-05,
       1.01242237e-05, 1.01157255e-05, 1.01114764e-05, 1.01093519e-05,
       1.01082896e-05, 1.01077585e-05, 1.01074929e-05, 1.01073601e-05,
       1.01072937e-05, 1.01072605e-05, 1.01072439e-05, 1.01072356e-05,
       1.01072315e-05, 1.01072294e-05, 1.01072284e-05, 1.01072278e-05,
       1.01072276e-05, 1.01072274e-05, 1.01072274e-05, 1.01072273e-05]), 1995: array([5.52014775e-06, 6.51548430e-06, 7.01315262e-06, 7.26198679e-06,
       7.38640389e-06, 7.44861244e-06, 7.47971672e-06, 7.49526886e-06,
       7.50304493e-06, 7.50693297e-06, 7.50887698e-06, 7.50984899e-06,
       7.51033500e-06, 7.51057800e-06, 7.51069950e-06, 7.51076025e-06,
       7.51079063e-06, 7.51080582e-06, 7.51081341e-06, 7.51081721e-06,
       7.51081910e-06, 7.51082005e-06, 7.51082053e-06, 7.51082077e-06,
       7.51082088e-06, 7.51082094e-06, 7.51082097e-06, 7.51082099e-06]), 2000: array([1.33740558e-06, 1.53373211e-06, 1.63189536e-06, 1.68097698e-06,
       1.70551779e-06, 1.71778820e-06, 1.72392340e-06, 1.72699100e-06,
       1.72852480e-06, 1.72929170e-06, 1.72967515e-06, 1.72986687e-06,
       1.72996274e-06, 1.73001067e-06, 1.73003463e-06, 1.73004662e-06,
       1.73005261e-06, 1.73005560e-06, 1.73005710e-06, 1.73005785e-06,
       1.73005822e-06, 1.73005841e-06, 1.73005851e-06, 1.73005855e-06,
       1.73005858e-06, 1.73005859e-06, 1.73005859e-06, 1.73005860e-06]), 2005: array([5.92417697e-05, 5.22735870e-05, 4.73958395e-05, 4.39814024e-05,
       4.15912869e-05, 3.99181992e-05, 3.87470331e-05, 3.79272135e-05,
       3.73533375e-05, 3.69516227e-05, 3.66704212e-05, 3.64735793e-05,
       3.63357895e-05, 3.62393362e-05, 3.61718186e-05, 3.61245561e-05,
       3.60914723e-05, 3.60683134e-05, 3.60521022e-05, 3.60407543e-05,
       3.60328107e-05, 3.60272502e-05, 3.60233578e-05, 3.60206332e-05,
       3.60187259e-05, 3.60173908e-05, 3.60164562e-05, 3.60158020e-05]), 2010: array([2.33673946e-05, 2.66485049e-05, 2.89452715e-05, 3.05530007e-05,
       3.16784058e-05, 3.24661858e-05, 3.30176292e-05, 3.34036378e-05,
       3.36738425e-05, 3.38629850e-05, 3.39953841e-05, 3.40880630e-05,
       3.41529380e-05, 3.41983502e-05, 3.42301387e-05, 3.42523905e-05,
       3.42679666e-05, 3.42788699e-05, 3.42865022e-05, 3.42918447e-05,
       3.42955845e-05, 3.42982023e-05, 3.43000348e-05, 3.43013175e-05,
       3.43022154e-05, 3.43028440e-05, 3.43032839e-05, 3.43035919e-05]), 2015: array([2.03674460e-05, 2.03596010e-05, 2.03525405e-05, 2.03461861e-05,
       2.03404671e-05, 2.03353201e-05, 2.03306877e-05, 2.03265185e-05,
       2.03227663e-05, 2.03193893e-05, 2.03163500e-05, 2.03136146e-05,
       2.03111528e-05, 2.03089371e-05, 2.03069430e-05, 2.03051484e-05,
       2.03035331e-05, 2.03020795e-05, 2.03007711e-05, 2.02995936e-05,
       2.02985339e-05, 2.02975801e-05, 2.02967217e-05, 2.02959492e-05,
       2.02952539e-05, 2.02946281e-05, 2.02940649e-05, 2.02935581e-05]), 2020: array([3.18494214e-05, 3.92502974e-05, 4.18796137e-05, 4.28137334e-05,
       4.31455989e-05, 4.32635012e-05, 4.33053884e-05, 4.33202697e-05,
       4.33255566e-05, 4.33274349e-05, 4.33281022e-05, 4.33283392e-05,
       4.33284235e-05, 4.33284534e-05, 4.33284640e-05, 4.33284678e-05,
       4.33284691e-05, 4.33284696e-05, 4.33284698e-05, 4.33284698e-05,
       4.33284699e-05, 4.33284699e-05, 4.33284699e-05, 4.33284699e-05,
       4.33284699e-05, 4.33284699e-05, 4.33284699e-05, 4.33284699e-05]), 2025: array([1.16617533e-05, 1.33430505e-05, 1.48562143e-05, 1.62180585e-05,
       1.74437154e-05, 1.85468039e-05, 1.95395811e-05, 2.04330785e-05,
       2.12372243e-05, 2.19609537e-05, 2.26123086e-05, 2.31985267e-05,
       2.37261216e-05, 2.42009560e-05, 2.46283058e-05, 2.50129198e-05,
       2.53590715e-05, 2.56706074e-05, 2.59509889e-05, 2.62033317e-05,
       2.64304397e-05, 2.66348364e-05, 2.68187930e-05, 2.69843535e-05,
       2.71333576e-05, 2.72674610e-05, 2.73881538e-05, 2.74967770e-05]), 2030: array([4.56216690e-05, 3.40675080e-05, 2.82903414e-05, 2.54017150e-05,
       2.39573803e-05, 2.32352022e-05, 2.28741077e-05, 2.26935578e-05,
       2.26032815e-05, 2.25581427e-05, 2.25355729e-05, 2.25242879e-05,
       2.25186453e-05, 2.25158239e-05, 2.25144132e-05, 2.25137079e-05,
       2.25133552e-05, 2.25131788e-05, 2.25130907e-05, 2.25130466e-05,
       2.25130245e-05, 2.25130135e-05, 2.25130080e-05, 2.25130052e-05,
       2.25130039e-05, 2.25130032e-05, 2.25130028e-05, 2.25130027e-05]), 2035: array([1.72335595e-05, 2.01107317e-05, 2.15493147e-05, 2.22686047e-05,
       2.26282489e-05, 2.28080706e-05, 2.28979812e-05, 2.29429365e-05,
       2.29654140e-05, 2.29766528e-05, 2.29822722e-05, 2.29850818e-05,
       2.29864867e-05, 2.29871891e-05, 2.29875403e-05, 2.29877159e-05,
       2.29878037e-05, 2.29878476e-05, 2.29878695e-05, 2.29878805e-05,
       2.29878860e-05, 2.29878888e-05, 2.29878901e-05, 2.29878908e-05,
       2.29878912e-05, 2.29878913e-05, 2.29878914e-05, 2.29878915e-05]), 2040: array([1.79346466e-06, 1.94253178e-06, 2.07669216e-06, 2.19743648e-06,
       2.30610635e-06, 2.40390921e-06, 2.49193177e-06, 2.57115206e-06,
       2.64245031e-06, 2.70661872e-06, 2.76437028e-06, 2.81634668e-06,
       2.86312542e-06, 2.90522629e-06, 2.94311706e-06, 2.97721874e-06,
       3.00791026e-06, 3.03553261e-06, 3.06039273e-06, 3.08276683e-06,
       3.10290352e-06, 3.12102653e-06, 3.13733724e-06, 3.15201688e-06,
       3.16522855e-06, 3.17711905e-06, 3.18782050e-06, 3.19745180e-06]), 2045: array([1.54949464e-05, 1.36871155e-05, 1.24216336e-05, 1.15357960e-05,
       1.09157096e-05, 1.04816490e-05, 1.01778065e-05, 9.96511669e-06,
       9.81623380e-06, 9.71201575e-06, 9.63906310e-06, 9.58799623e-06,
       9.55224941e-06, 9.52722663e-06, 9.50971069e-06, 9.49744952e-06,
       9.48886670e-06, 9.48285873e-06, 9.47865314e-06, 9.47570923e-06,
       9.47364850e-06, 9.47220598e-06, 9.47119622e-06, 9.47048939e-06,
       9.46999460e-06, 9.46964826e-06, 9.46940581e-06, 9.46923610e-06]), 2050: array([8.25363482e-06, 9.65300353e-06, 1.03526887e-05, 1.07025317e-05,
       1.08774533e-05, 1.09649143e-05, 1.10086448e-05, 1.10305101e-05,
       1.10414428e-05, 1.10469091e-05, 1.10496423e-05, 1.10510088e-05,
       1.10516921e-05, 1.10520338e-05, 1.10522046e-05, 1.10522900e-05,
       1.10523327e-05, 1.10523541e-05, 1.10523648e-05, 1.10523701e-05,
       1.10523728e-05, 1.10523741e-05, 1.10523748e-05, 1.10523751e-05,
       1.10523753e-05, 1.10523754e-05, 1.10523754e-05, 1.10523754e-05]), 2055: array([7.96874841e-06, 9.27021805e-06, 1.01812461e-05, 1.08189653e-05,
       1.12653685e-05, 1.15778504e-05, 1.17965876e-05, 1.19497036e-05,
       1.20568847e-05, 1.21319114e-05, 1.21844300e-05, 1.22211930e-05,
       1.22469271e-05, 1.22649410e-05, 1.22775507e-05, 1.22863775e-05,
       1.22925562e-05, 1.22968813e-05, 1.22999089e-05, 1.23020282e-05,
       1.23035117e-05, 1.23045502e-05, 1.23052771e-05, 1.23057859e-05,
       1.23061421e-05, 1.23063915e-05, 1.23065660e-05, 1.23066882e-05]), 2060: array([1.58196763e-06, 1.48847868e-06, 1.42303641e-06, 1.37722681e-06,
       1.34516010e-06, 1.32271340e-06, 1.30700070e-06, 1.29600182e-06,
       1.28830260e-06, 1.28291314e-06, 1.27914053e-06, 1.27649969e-06,
       1.27465111e-06, 1.27335710e-06, 1.27245130e-06, 1.27181723e-06,
       1.27137339e-06, 1.27106270e-06, 1.27084521e-06, 1.27069297e-06,
       1.27058641e-06, 1.27051181e-06, 1.27045959e-06, 1.27042304e-06,
       1.27039745e-06, 1.27037954e-06, 1.27036700e-06, 1.27035823e-06]), 2065: array([7.07053897e-06, 6.94237058e-06, 6.85265269e-06, 6.78985015e-06,
       6.74588837e-06, 6.71511511e-06, 6.69357383e-06, 6.67849493e-06,
       6.66793969e-06, 6.66055103e-06, 6.65537896e-06, 6.65175852e-06,
       6.64922420e-06, 6.64745018e-06, 6.64620837e-06, 6.64533910e-06,
       6.64473061e-06, 6.64430467e-06, 6.64400651e-06, 6.64379780e-06,
       6.64365170e-06, 6.64354943e-06, 6.64347784e-06, 6.64342773e-06,
       6.64339265e-06, 6.64336810e-06, 6.64335091e-06, 6.64333888e-06]), 2070: array([1.36246761e-05, 1.50377167e-05, 1.57442389e-05, 1.60975009e-05,
       1.62741324e-05, 1.63624484e-05, 1.64066066e-05, 1.64286857e-05,
       1.64397253e-05, 1.64452451e-05, 1.64480050e-05, 1.64493850e-05,
       1.64500749e-05, 1.64504199e-05, 1.64505924e-05, 1.64506787e-05,
       1.64507218e-05, 1.64507434e-05, 1.64507541e-05, 1.64507595e-05,
       1.64507622e-05, 1.64507636e-05, 1.64507642e-05, 1.64507646e-05,
       1.64507648e-05, 1.64507648e-05, 1.64507649e-05, 1.64507649e-05]), 2075: array([5.75956557e-06, 6.29632342e-06, 6.77940452e-06, 7.21417666e-06,
       7.60547080e-06, 7.95763483e-06, 8.27458183e-06, 8.55983357e-06,
       8.81655962e-06, 9.04761261e-06, 9.25555989e-06, 9.44271206e-06,
       9.61114869e-06, 9.76274136e-06, 9.89917448e-06, 1.00219641e-05,
       1.01324744e-05, 1.02319336e-05, 1.03214467e-05, 1.04020083e-05,
       1.04745136e-05, 1.05397682e-05, 1.05984973e-05, 1.06513533e-05,
       1.06989237e-05, 1.07417369e-05, 1.07802687e-05, 1.08149473e-05]), 2080: array([6.46517781e-05, 5.62399735e-05, 5.19821299e-05, 4.98269167e-05,
       4.87360021e-05, 4.81838086e-05, 4.79043022e-05, 4.77628231e-05,
       4.76912099e-05, 4.76549611e-05, 4.76366129e-05, 4.76273255e-05,
       4.76226245e-05, 4.76202449e-05, 4.76190404e-05, 4.76184308e-05,
       4.76181222e-05, 4.76179659e-05, 4.76178869e-05, 4.76178469e-05,
       4.76178266e-05, 4.76178163e-05, 4.76178112e-05, 4.76178085e-05,
       4.76178072e-05, 4.76178065e-05, 4.76178062e-05, 4.76178060e-05]), 2085: array([2.35633078e-05, 2.77437608e-05, 3.06700653e-05, 3.27184695e-05,
       3.41523463e-05, 3.51560557e-05, 3.58586492e-05, 3.63504626e-05,
       3.66947304e-05, 3.69357169e-05, 3.71044067e-05, 3.72224890e-05,
       3.73051463e-05, 3.73630061e-05, 3.74035078e-05, 3.74318589e-05,
       3.74517046e-05, 3.74655965e-05, 3.74753208e-05, 3.74821278e-05,
       3.74868926e-05, 3.74902280e-05, 3.74925628e-05, 3.74941971e-05,
       3.74953411e-05, 3.74961419e-05, 3.74967025e-05, 3.74970949e-05]), 2090: array([1.20675116e-05, 1.13210187e-05, 1.09469198e-05, 1.07594432e-05,
       1.06654908e-05, 1.06184073e-05, 1.05948118e-05, 1.05829871e-05,
       1.05770613e-05, 1.05740916e-05, 1.05726034e-05, 1.05718575e-05,
       1.05714838e-05, 1.05712965e-05, 1.05712026e-05, 1.05711556e-05,
       1.05711320e-05, 1.05711202e-05, 1.05711143e-05, 1.05711113e-05,
       1.05711098e-05, 1.05711091e-05, 1.05711087e-05, 1.05711085e-05,
       1.05711084e-05, 1.05711084e-05, 1.05711083e-05, 1.05711083e-05]), 2095: array([9.39936711e-06, 1.00327625e-05, 1.03429212e-05, 1.04947986e-05,
       1.05691693e-05, 1.06055869e-05, 1.06234197e-05, 1.06321520e-05,
       1.06364280e-05, 1.06385219e-05, 1.06395472e-05, 1.06400493e-05,
       1.06402951e-05, 1.06404155e-05, 1.06404745e-05, 1.06405033e-05,
       1.06405175e-05, 1.06405244e-05, 1.06405278e-05, 1.06405295e-05,
       1.06405303e-05, 1.06405307e-05, 1.06405309e-05, 1.06405310e-05,
       1.06405310e-05, 1.06405310e-05, 1.06405310e-05, 1.06405310e-05]), 2100: array([1.68752490e-05, 1.65467294e-05, 1.63824695e-05, 1.63003396e-05,
       1.62592746e-05, 1.62387421e-05, 1.62284758e-05, 1.62233427e-05,
       1.62207761e-05, 1.62194928e-05, 1.62188512e-05, 1.62185304e-05,
       1.62183700e-05, 1.62182898e-05, 1.62182497e-05, 1.62182296e-05,
       1.62182196e-05, 1.62182146e-05, 1.62182121e-05, 1.62182108e-05,
       1.62182102e-05, 1.62182099e-05, 1.62182097e-05, 1.62182096e-05,
       1.62182096e-05, 1.62182096e-05, 1.62182096e-05, 1.62182096e-05]), 2105: array([9.81253279e-05, 7.98919504e-05, 7.07751657e-05, 6.62167254e-05,
       6.39374812e-05, 6.27978472e-05, 6.22280241e-05, 6.19431096e-05,
       6.18006509e-05, 6.17294207e-05, 6.16938053e-05, 6.16759974e-05,
       6.16670933e-05, 6.16626413e-05, 6.16604152e-05, 6.16593022e-05,
       6.16587456e-05, 6.16584674e-05, 6.16583282e-05, 6.16582587e-05,
       6.16582239e-05, 6.16582065e-05, 6.16581978e-05, 6.16581935e-05,
       6.16581913e-05, 6.16581902e-05, 6.16581897e-05, 6.16581894e-05]), 2110: array([2.38499802e-05, 2.80147106e-05, 3.09300127e-05, 3.29707179e-05,
       3.43992070e-05, 3.53991463e-05, 3.60991016e-05, 3.65890688e-05,
       3.69320447e-05, 3.71721271e-05, 3.73401843e-05, 3.74578239e-05,
       3.75401714e-05, 3.75978145e-05, 3.76381645e-05, 3.76664095e-05,
       3.76861808e-05, 3.77000208e-05, 3.77097087e-05, 3.77164902e-05,
       3.77212373e-05, 3.77245602e-05, 3.77268862e-05, 3.77285145e-05,
       3.77296542e-05, 3.77304520e-05, 3.77310105e-05, 3.77314014e-05]), 2115: array([1.28865554e-05, 1.49229115e-05, 1.59410912e-05, 1.64501819e-05,
       1.67047276e-05, 1.68320007e-05, 1.68956373e-05, 1.69274557e-05,
       1.69433649e-05, 1.69513195e-05, 1.69552969e-05, 1.69572855e-05,
       1.69582799e-05, 1.69587770e-05, 1.69590256e-05, 1.69591499e-05,
       1.69592120e-05, 1.69592431e-05, 1.69592587e-05, 1.69592664e-05,
       1.69592703e-05, 1.69592722e-05, 1.69592732e-05, 1.69592737e-05,
       1.69592739e-05, 1.69592741e-05, 1.69592741e-05, 1.69592742e-05]), 2120: array([4.08774287e-06, 4.02008534e-06, 3.97272507e-06, 3.93957287e-06,
       3.91636633e-06, 3.90012176e-06, 3.88875055e-06, 3.88079070e-06,
       3.87521881e-06, 3.87131849e-06, 3.86858826e-06, 3.86667710e-06,
       3.86533929e-06, 3.86440282e-06, 3.86374729e-06, 3.86328842e-06,
       3.86296721e-06, 3.86274237e-06, 3.86258498e-06, 3.86247480e-06,
       3.86239768e-06, 3.86234369e-06, 3.86230590e-06, 3.86227945e-06,
       3.86226093e-06, 3.86224797e-06, 3.86223890e-06, 3.86223255e-06]), 2125: array([5.84606944e-06, 5.82405239e-06, 5.81304387e-06, 5.80753960e-06,
       5.80478747e-06, 5.80341140e-06, 5.80272337e-06, 5.80237935e-06,
       5.80220735e-06, 5.80212134e-06, 5.80207834e-06, 5.80205684e-06,
       5.80204609e-06, 5.80204071e-06, 5.80203803e-06, 5.80203668e-06,
       5.80203601e-06, 5.80203567e-06, 5.80203551e-06, 5.80203542e-06,
       5.80203538e-06, 5.80203536e-06, 5.80203535e-06, 5.80203534e-06,
       5.80203534e-06, 5.80203534e-06, 5.80203534e-06, 5.80203534e-06]), 2130: array([4.60665226e-06, 4.63158993e-06, 4.64904629e-06, 4.66126573e-06,
       4.66981935e-06, 4.67580687e-06, 4.67999814e-06, 4.68293202e-06,
       4.68498574e-06, 4.68642335e-06, 4.68742967e-06, 4.68813409e-06,
       4.68862719e-06, 4.68897236e-06, 4.68921398e-06, 4.68938311e-06,
       4.68950150e-06, 4.68958437e-06, 4.68964239e-06, 4.68968300e-06,
       4.68971142e-06, 4.68973132e-06, 4.68974525e-06, 4.68975500e-06,
       4.68976182e-06, 4.68976660e-06, 4.68976995e-06, 4.68977229e-06]), 2135: array([4.40178510e-05, 3.09032847e-05, 2.43459859e-05, 2.10673286e-05,
       1.94279960e-05, 1.86083278e-05, 1.81984927e-05, 1.79935746e-05,
       1.78911153e-05, 1.78398856e-05, 1.78142706e-05, 1.78014631e-05,
       1.77950594e-05, 1.77918575e-05, 1.77902565e-05, 1.77894561e-05,
       1.77890558e-05, 1.77888557e-05, 1.77887556e-05, 1.77887056e-05,
       1.77886806e-05, 1.77886681e-05, 1.77886618e-05, 1.77886587e-05,
       1.77886571e-05, 1.77886564e-05, 1.77886560e-05, 1.77886558e-05]), 2140: array([3.32892598e-05, 3.32116468e-05, 3.31573176e-05, 3.31192872e-05,
       3.30926658e-05, 3.30740309e-05, 3.30609864e-05, 3.30518552e-05,
       3.30454634e-05, 3.30409891e-05, 3.30378571e-05, 3.30356648e-05,
       3.30341301e-05, 3.30330558e-05, 3.30323038e-05, 3.30317774e-05,
       3.30314089e-05, 3.30311510e-05, 3.30309704e-05, 3.30308440e-05,
       3.30307556e-05, 3.30306936e-05, 3.30306503e-05, 3.30306199e-05,
       3.30305987e-05, 3.30305838e-05, 3.30305734e-05, 3.30305661e-05]), 2145: array([2.05126622e-05, 2.32362474e-05, 2.45980420e-05, 2.52789403e-05,
       2.56193899e-05, 2.57896150e-05, 2.58747276e-05, 2.59172840e-05,
       2.59385622e-05, 2.59492014e-05, 2.59545209e-05, 2.59571807e-05,
       2.59585106e-05, 2.59591756e-05, 2.59595081e-05, 2.59596743e-05,
       2.59597574e-05, 2.59597990e-05, 2.59598197e-05, 2.59598301e-05,
       2.59598353e-05, 2.59598379e-05, 2.59598392e-05, 2.59598399e-05,
       2.59598402e-05, 2.59598404e-05, 2.59598404e-05, 2.59598405e-05]), 2150: array([6.99408405e-06, 6.95912758e-06, 6.93465805e-06, 6.91752937e-06,
       6.90553929e-06, 6.89714624e-06, 6.89127110e-06, 6.88715850e-06,
       6.88427968e-06, 6.88226451e-06, 6.88085388e-06, 6.87986645e-06,
       6.87917524e-06, 6.87869140e-06, 6.87835271e-06, 6.87811562e-06,
       6.87794967e-06, 6.87783349e-06, 6.87775218e-06, 6.87769525e-06,
       6.87765540e-06, 6.87762751e-06, 6.87760799e-06, 6.87759432e-06,
       6.87758475e-06, 6.87757806e-06, 6.87757337e-06, 6.87757009e-06]), 2155: array([9.83644885e-06, 9.75396939e-06, 9.71272963e-06, 9.69210972e-06,
       9.68179976e-06, 9.67664477e-06, 9.67406728e-06, 9.67277853e-06,
       9.67213415e-06, 9.67181196e-06, 9.67165087e-06, 9.67157032e-06,
       9.67153005e-06, 9.67150991e-06, 9.67149984e-06, 9.67149481e-06,
       9.67149229e-06, 9.67149103e-06, 9.67149040e-06, 9.67149009e-06,
       9.67148993e-06, 9.67148985e-06, 9.67148981e-06, 9.67148979e-06,
       9.67148978e-06, 9.67148978e-06, 9.67148978e-06, 9.67148978e-06]), 2160: array([1.70788093e-05, 1.70969522e-05, 1.71096521e-05, 1.71185421e-05,
       1.71247651e-05, 1.71291212e-05, 1.71321704e-05, 1.71343049e-05,
       1.71357990e-05, 1.71368449e-05, 1.71375770e-05, 1.71380895e-05,
       1.71384483e-05, 1.71386994e-05, 1.71388752e-05, 1.71389982e-05,
       1.71390843e-05, 1.71391446e-05, 1.71391868e-05, 1.71392164e-05,
       1.71392371e-05, 1.71392515e-05, 1.71392617e-05, 1.71392688e-05,
       1.71392737e-05, 1.71392772e-05, 1.71392796e-05, 1.71392813e-05]), 2165: array([5.84073630e-06, 6.94349940e-06, 7.71543272e-06, 8.25578545e-06,
       8.63403194e-06, 8.89880419e-06, 9.08414456e-06, 9.21388268e-06,
       9.30469926e-06, 9.36827080e-06, 9.41277082e-06, 9.44392081e-06,
       9.46572577e-06, 9.48098923e-06, 9.49167364e-06, 9.49915272e-06,
       9.50438807e-06, 9.50805281e-06, 9.51061812e-06, 9.51241384e-06,
       9.51367084e-06, 9.51455074e-06, 9.51516667e-06, 9.51559782e-06,
       9.51589963e-06, 9.51611089e-06, 9.51625877e-06, 9.51636229e-06]), 2170: array([1.56853241e-05, 1.09903837e-05, 8.64291139e-06, 7.46917420e-06,
       6.88230509e-06, 6.58887028e-06, 6.44215274e-06, 6.36879390e-06,
       6.33211445e-06, 6.31377471e-06, 6.30460483e-06, 6.30001989e-06,
       6.29772742e-06, 6.29658118e-06, 6.29600806e-06, 6.29572150e-06,
       6.29557822e-06, 6.29550658e-06, 6.29547076e-06, 6.29545285e-06,
       6.29544389e-06, 6.29543942e-06, 6.29543718e-06, 6.29543606e-06,
       6.29543550e-06, 6.29543522e-06, 6.29543508e-06, 6.29543501e-06]), 2175: array([1.62701918e-05, 1.60257578e-05, 1.58546539e-05, 1.57348811e-05,
       1.56510401e-05, 1.55923513e-05, 1.55512692e-05, 1.55225117e-05,
       1.55023814e-05, 1.54882902e-05, 1.54784264e-05, 1.54715217e-05,
       1.54666884e-05, 1.54633051e-05, 1.54609368e-05, 1.54592790e-05,
       1.54581185e-05, 1.54573062e-05, 1.54567376e-05, 1.54563395e-05,
       1.54560609e-05, 1.54558658e-05, 1.54557293e-05, 1.54556337e-05,
       1.54555668e-05, 1.54555200e-05, 1.54554872e-05, 1.54554643e-05]), 2180: array([1.59884459e-05, 1.59023089e-05, 1.58420129e-05, 1.57998057e-05,
       1.57702607e-05, 1.57495792e-05, 1.57351021e-05, 1.57249681e-05,
       1.57178743e-05, 1.57129087e-05, 1.57094327e-05, 1.57069996e-05,
       1.57052963e-05, 1.57041041e-05, 1.57032695e-05, 1.57026853e-05,
       1.57022763e-05, 1.57019901e-05, 1.57017897e-05, 1.57016494e-05,
       1.57015512e-05, 1.57014825e-05, 1.57014344e-05, 1.57014007e-05,
       1.57013772e-05, 1.57013607e-05, 1.57013491e-05, 1.57013410e-05]), 2185: array([3.06293938e-05, 3.06211068e-05, 3.06169633e-05, 3.06148915e-05,
       3.06138556e-05, 3.06133376e-05, 3.06130787e-05, 3.06129492e-05,
       3.06128844e-05, 3.06128521e-05, 3.06128359e-05, 3.06128278e-05,
       3.06128237e-05, 3.06128217e-05, 3.06128207e-05, 3.06128202e-05,
       3.06128200e-05, 3.06128198e-05, 3.06128198e-05, 3.06128197e-05,
       3.06128197e-05, 3.06128197e-05, 3.06128197e-05, 3.06128197e-05,
       3.06128197e-05, 3.06128197e-05, 3.06128197e-05, 3.06128197e-05]), 2190: array([1.25030493e-05, 1.27570365e-05, 1.28840298e-05, 1.29475264e-05,
       1.29792746e-05, 1.29951487e-05, 1.30030857e-05, 1.30070542e-05,
       1.30090385e-05, 1.30100306e-05, 1.30105266e-05, 1.30107747e-05,
       1.30108987e-05, 1.30109607e-05, 1.30109917e-05, 1.30110072e-05,
       1.30110149e-05, 1.30110188e-05, 1.30110208e-05, 1.30110217e-05,
       1.30110222e-05, 1.30110225e-05, 1.30110226e-05, 1.30110226e-05,
       1.30110227e-05, 1.30110227e-05, 1.30110227e-05, 1.30110227e-05]), 2195: array([1.00672325e-05, 1.00184077e-05, 9.99399534e-06, 9.98178913e-06,
       9.97568603e-06, 9.97263448e-06, 9.97110870e-06, 9.97034581e-06,
       9.96996437e-06, 9.96977365e-06, 9.96967829e-06, 9.96963061e-06,
       9.96960677e-06, 9.96959485e-06, 9.96958889e-06, 9.96958591e-06,
       9.96958442e-06, 9.96958367e-06, 9.96958330e-06, 9.96958311e-06,
       9.96958302e-06, 9.96958297e-06, 9.96958295e-06, 9.96958294e-06,
       9.96958293e-06, 9.96958293e-06, 9.96958293e-06, 9.96958293e-06]), 2200: array([9.34507847e-06, 9.36360240e-06, 9.37656914e-06, 9.38564585e-06,
       9.39199954e-06, 9.39644711e-06, 9.39956042e-06, 9.40173973e-06,
       9.40326524e-06, 9.40433310e-06, 9.40508060e-06, 9.40560385e-06,
       9.40597012e-06, 9.40622652e-06, 9.40640599e-06, 9.40653162e-06,
       9.40661956e-06, 9.40668112e-06, 9.40672422e-06, 9.40675438e-06,
       9.40677549e-06, 9.40679028e-06, 9.40680062e-06, 9.40680786e-06,
       9.40681293e-06, 9.40681648e-06, 9.40681897e-06, 9.40682071e-06]), 2205: array([5.50440944e-05, 4.27174219e-05, 3.62098625e-05, 3.27743587e-05,
       3.09606701e-05, 3.00031784e-05, 2.94976945e-05, 2.92308369e-05,
       2.90899561e-05, 2.90155815e-05, 2.89763174e-05, 2.89555888e-05,
       2.89446457e-05, 2.89388686e-05, 2.89358187e-05, 2.89342086e-05,
       2.89333585e-05, 2.89329098e-05, 2.89326729e-05, 2.89325478e-05,
       2.89324818e-05, 2.89324469e-05, 2.89324285e-05, 2.89324188e-05,
       2.89324137e-05, 2.89324110e-05, 2.89324095e-05, 2.89324088e-05]), 2210: array([4.65856531e-05, 4.77611319e-05, 4.83488967e-05, 4.86427918e-05,
       4.87897457e-05, 4.88632258e-05, 4.88999675e-05, 4.89183391e-05,
       4.89275253e-05, 4.89321186e-05, 4.89344154e-05, 4.89355638e-05,
       4.89361380e-05, 4.89364252e-05, 4.89365687e-05, 4.89366405e-05,
       4.89366764e-05, 4.89366944e-05, 4.89367033e-05, 4.89367078e-05,
       4.89367101e-05, 4.89367112e-05, 4.89367118e-05, 4.89367120e-05,
       4.89367122e-05, 4.89367122e-05, 4.89367123e-05, 4.89367123e-05]), 2215: array([0.00025539, 0.00021507, 0.00018685, 0.0001671 , 0.00015327,
       0.00014359, 0.00013681, 0.00013207, 0.00012875, 0.00012642,
       0.0001248 , 0.00012366, 0.00012286, 0.0001223 , 0.00012191,
       0.00012164, 0.00012145, 0.00012131, 0.00012122, 0.00012115,
       0.00012111, 0.00012108, 0.00012105, 0.00012104, 0.00012103,
       0.00012102, 0.00012101, 0.00012101]), 2220: array([1.18265944e-04, 1.15840049e-04, 1.13463914e-04, 1.11136519e-04,
       1.08856864e-04, 1.06623970e-04, 1.04436878e-04, 1.02294648e-04,
       1.00196360e-04, 9.81411123e-05, 9.61280224e-05, 9.41562256e-05,
       9.22248747e-05, 9.03331401e-05, 8.84802093e-05, 8.66652863e-05,
       8.48875914e-05, 8.31463609e-05, 8.14408471e-05, 7.97703171e-05,
       7.81340535e-05, 7.65313533e-05, 7.49615280e-05, 7.34239035e-05,
       7.19178190e-05, 7.04426277e-05, 6.89976959e-05, 6.75824028e-05]), 2225: array([3.65914469e-05, 4.09378901e-05, 4.39803906e-05, 4.61101342e-05,
       4.76009499e-05, 4.86445176e-05, 4.93750127e-05, 4.98863576e-05,
       5.02442978e-05, 5.04948553e-05, 5.06702449e-05, 5.07930172e-05,
       5.08789576e-05, 5.09391157e-05, 5.09812262e-05, 5.10107034e-05,
       5.10313374e-05, 5.10457812e-05, 5.10558918e-05, 5.10629692e-05,
       5.10679234e-05, 5.10713913e-05, 5.10738188e-05, 5.10755181e-05,
       5.10767076e-05, 5.10775402e-05, 5.10781230e-05, 5.10785310e-05]), 2230: array([0.00019739, 0.00017788, 0.00016538, 0.00015739, 0.00015227,
       0.000149  , 0.0001469 , 0.00014556, 0.0001447 , 0.00014415,
       0.0001438 , 0.00014357, 0.00014343, 0.00014334, 0.00014328,
       0.00014324, 0.00014322, 0.0001432 , 0.00014319, 0.00014318,
       0.00014318, 0.00014318, 0.00014318, 0.00014318, 0.00014317,
       0.00014317, 0.00014317, 0.00014317]), 2235: array([8.38561264e-05, 8.42308658e-05, 8.44929794e-05, 8.46763164e-05,
       8.48045524e-05, 8.48942479e-05, 8.49569859e-05, 8.50008684e-05,
       8.50315623e-05, 8.50530312e-05, 8.50680479e-05, 8.50785513e-05,
       8.50858980e-05, 8.50910367e-05, 8.50946310e-05, 8.50971450e-05,
       8.50989035e-05, 8.51001335e-05, 8.51009938e-05, 8.51015955e-05,
       8.51020164e-05, 8.51023108e-05, 8.51025168e-05, 8.51026608e-05,
       8.51027615e-05, 8.51028320e-05, 8.51028813e-05, 8.51029158e-05]), 2240: array([6.16955290e-05, 6.17336334e-05, 6.17603063e-05, 6.17789773e-05,
       6.17920469e-05, 6.18011956e-05, 6.18075996e-05, 6.18120824e-05,
       6.18152204e-05, 6.18174170e-05, 6.18189545e-05, 6.18200308e-05,
       6.18207843e-05, 6.18213116e-05, 6.18216808e-05, 6.18219392e-05,
       6.18221201e-05, 6.18222467e-05, 6.18223354e-05, 6.18223974e-05,
       6.18224408e-05, 6.18224713e-05, 6.18224925e-05, 6.18225074e-05,
       6.18225179e-05, 6.18225252e-05, 6.18225303e-05, 6.18225338e-05]), 2245: array([2.44029657e-05, 2.45325467e-05, 2.46232532e-05, 2.46867477e-05,
       2.47311937e-05, 2.47623059e-05, 2.47840843e-05, 2.47993292e-05,
       2.48100007e-05, 2.48174706e-05, 2.48226996e-05, 2.48263599e-05,
       2.48289221e-05, 2.48307156e-05, 2.48319711e-05, 2.48328499e-05,
       2.48334651e-05, 2.48338957e-05, 2.48341971e-05, 2.48344081e-05,
       2.48345558e-05, 2.48346592e-05, 2.48347316e-05, 2.48347823e-05,
       2.48348177e-05, 2.48348425e-05, 2.48348599e-05, 2.48348721e-05]), 2250: array([3.11977834e-05, 3.59896875e-05, 3.71323375e-05, 3.74048073e-05,
       3.74697789e-05, 3.74852717e-05, 3.74889660e-05, 3.74898469e-05,
       3.74900570e-05, 3.74901071e-05, 3.74901190e-05, 3.74901219e-05,
       3.74901226e-05, 3.74901227e-05, 3.74901228e-05, 3.74901228e-05,
       3.74901228e-05, 3.74901228e-05, 3.74901228e-05, 3.74901228e-05,
       3.74901228e-05, 3.74901228e-05, 3.74901228e-05, 3.74901228e-05,
       3.74901228e-05, 3.74901228e-05, 3.74901228e-05, 3.74901228e-05]), 2255: array([2.84558647e-05, 3.26303688e-05, 3.37662187e-05, 3.40752746e-05,
       3.41593663e-05, 3.41822470e-05, 3.41884727e-05, 3.41901666e-05,
       3.41906275e-05, 3.41907529e-05, 3.41907871e-05, 3.41907963e-05,
       3.41907989e-05, 3.41907996e-05, 3.41907997e-05, 3.41907998e-05,
       3.41907998e-05, 3.41907998e-05, 3.41907998e-05, 3.41907998e-05,
       3.41907998e-05, 3.41907998e-05, 3.41907998e-05, 3.41907998e-05,
       3.41907998e-05, 3.41907998e-05, 3.41907998e-05, 3.41907998e-05]), 2260: array([5.48599708e-05, 5.38772804e-05, 5.33859310e-05, 5.31402543e-05,
       5.30174148e-05, 5.29559946e-05, 5.29252842e-05, 5.29099289e-05,
       5.29022511e-05, 5.28984122e-05, 5.28964928e-05, 5.28955330e-05,
       5.28950532e-05, 5.28948132e-05, 5.28946933e-05, 5.28946333e-05,
       5.28946033e-05, 5.28945883e-05, 5.28945808e-05, 5.28945770e-05,
       5.28945752e-05, 5.28945742e-05, 5.28945738e-05, 5.28945735e-05,
       5.28945734e-05, 5.28945733e-05, 5.28945733e-05, 5.28945733e-05]), 2265: array([1.47950079e-05, 1.72864112e-05, 1.81878501e-05, 1.85140085e-05,
       1.86320190e-05, 1.86747176e-05, 1.86901668e-05, 1.86957566e-05,
       1.86977791e-05, 1.86985109e-05, 1.86987756e-05, 1.86988714e-05,
       1.86989061e-05, 1.86989186e-05, 1.86989232e-05, 1.86989248e-05,
       1.86989254e-05, 1.86989256e-05, 1.86989257e-05, 1.86989257e-05,
       1.86989258e-05, 1.86989258e-05, 1.86989258e-05, 1.86989258e-05,
       1.86989258e-05, 1.86989258e-05, 1.86989258e-05, 1.86989258e-05]), 2270: array([3.19439395e-05, 3.19220242e-05, 3.19110666e-05, 3.19055877e-05,
       3.19028483e-05, 3.19014786e-05, 3.19007937e-05, 3.19004513e-05,
       3.19002801e-05, 3.19001945e-05, 3.19001517e-05, 3.19001303e-05,
       3.19001196e-05, 3.19001142e-05, 3.19001116e-05, 3.19001102e-05,
       3.19001095e-05, 3.19001092e-05, 3.19001090e-05, 3.19001090e-05,
       3.19001089e-05, 3.19001089e-05, 3.19001089e-05, 3.19001089e-05,
       3.19001089e-05, 3.19001089e-05, 3.19001089e-05, 3.19001089e-05]), 2275: array([3.30554066e-05, 3.30658170e-05, 3.30751864e-05, 3.30836189e-05,
       3.30912082e-05, 3.30980385e-05, 3.31041858e-05, 3.31097183e-05,
       3.31146976e-05, 3.31191790e-05, 3.31232122e-05, 3.31268422e-05,
       3.31301091e-05, 3.31330493e-05, 3.31356955e-05, 3.31380771e-05,
       3.31402205e-05, 3.31421496e-05, 3.31438858e-05, 3.31454484e-05,
       3.31468547e-05, 3.31481204e-05, 3.31492595e-05, 3.31502847e-05,
       3.31512073e-05, 3.31520378e-05, 3.31527851e-05, 3.31534578e-05]), 2280: array([3.19045050e-05, 3.20953016e-05, 3.22288589e-05, 3.23223488e-05,
       3.23877917e-05, 3.24336016e-05, 3.24656684e-05, 3.24881152e-05,
       3.25038279e-05, 3.25148267e-05, 3.25225259e-05, 3.25279154e-05,
       3.25316879e-05, 3.25343288e-05, 3.25361773e-05, 3.25374713e-05,
       3.25383771e-05, 3.25390112e-05, 3.25394550e-05, 3.25397657e-05,
       3.25399832e-05, 3.25401354e-05, 3.25402419e-05, 3.25403165e-05,
       3.25403688e-05, 3.25404053e-05, 3.25404309e-05, 3.25404488e-05]), 2285: array([4.44728438e-05, 4.08795631e-05, 3.83642666e-05, 3.66035591e-05,
       3.53710638e-05, 3.45083171e-05, 3.39043944e-05, 3.34816486e-05,
       3.31857265e-05, 3.29785810e-05, 3.28335791e-05, 3.27320778e-05,
       3.26610270e-05, 3.26112913e-05, 3.25764764e-05, 3.25521059e-05,
       3.25350466e-05, 3.25231051e-05, 3.25147460e-05, 3.25088947e-05,
       3.25047987e-05, 3.25019316e-05, 3.24999245e-05, 3.24985196e-05,
       3.24975362e-05, 3.24968478e-05, 3.24963659e-05, 3.24960286e-05]), 2290: array([0.00109693, 0.00090308, 0.000764  , 0.00066421, 0.00059261,
       0.00054124, 0.00050438, 0.00047793, 0.00045896, 0.00044535,
       0.00043558, 0.00042857, 0.00042354, 0.00041993, 0.00041735,
       0.00041549, 0.00041416, 0.0004132 , 0.00041251, 0.00041202,
       0.00041167, 0.00041141, 0.00041123, 0.0004111 , 0.00041101,
       0.00041094, 0.00041089, 0.00041086]), 2295: array([0.00013108, 0.00024757, 0.0003634 , 0.00047857, 0.00059308,
       0.00070693, 0.00082013, 0.00093269, 0.0010446 , 0.00115586,
       0.00126649, 0.00137649, 0.00148586, 0.0015946 , 0.00170272,
       0.00181022, 0.00191711, 0.00202338, 0.00212904, 0.0022341 ,
       0.00233856, 0.00244242, 0.00254569, 0.00264836, 0.00275045,
       0.00285195, 0.00295287, 0.00305321]), 2300: array([1.66689396e-04, 1.23152718e-04, 1.00416710e-04, 8.85433648e-05,
       8.23427890e-05, 7.91046839e-05, 7.74136597e-05, 7.65305619e-05,
       7.60693849e-05, 7.58285460e-05, 7.57027736e-05, 7.56370919e-05,
       7.56027912e-05, 7.55848784e-05, 7.55755239e-05, 7.55706387e-05,
       7.55680876e-05, 7.55667553e-05, 7.55660595e-05, 7.55656962e-05,
       7.55655064e-05, 7.55654073e-05, 7.55653556e-05, 7.55653286e-05,
       7.55653145e-05, 7.55653071e-05, 7.55653032e-05, 7.55653012e-05]), 2305: array([1.05252695e-05, 1.05252853e-05, 1.05253010e-05, 1.05253167e-05,
       1.05253325e-05, 1.05253482e-05, 1.05253639e-05, 1.05253796e-05,
       1.05253954e-05, 1.05254111e-05, 1.05254268e-05, 1.05254426e-05,
       1.05254583e-05, 1.05254740e-05, 1.05254897e-05, 1.05255055e-05,
       1.05255212e-05, 1.05255369e-05, 1.05255527e-05, 1.05255684e-05,
       1.05255841e-05, 1.05255999e-05, 1.05256156e-05, 1.05256313e-05,
       1.05256470e-05, 1.05256628e-05, 1.05256785e-05, 1.05256942e-05]), 2310: array([2.26290886e-05, 2.64018889e-05, 2.82882814e-05, 2.92314737e-05,
       2.97030680e-05, 2.99388641e-05, 3.00567617e-05, 3.01157103e-05,
       3.01451844e-05, 3.01599214e-05, 3.01672899e-05, 3.01709741e-05,
       3.01728162e-05, 3.01737373e-05, 3.01741978e-05, 3.01744281e-05,
       3.01745432e-05, 3.01746008e-05, 3.01746296e-05, 3.01746439e-05,
       3.01746511e-05, 3.01746547e-05, 3.01746565e-05, 3.01746574e-05,
       3.01746579e-05, 3.01746581e-05, 3.01746582e-05, 3.01746583e-05]), 2315: array([1.69873243e-04, 1.23261281e-04, 9.97822825e-05, 8.79556319e-05,
       8.19984074e-05, 7.89976827e-05, 7.74861821e-05, 7.67248212e-05,
       7.63413147e-05, 7.61481380e-05, 7.60508325e-05, 7.60018186e-05,
       7.59771297e-05, 7.59646936e-05, 7.59584294e-05, 7.59552741e-05,
       7.59536847e-05, 7.59528841e-05, 7.59524808e-05, 7.59522777e-05,
       7.59521754e-05, 7.59521238e-05, 7.59520979e-05, 7.59520848e-05,
       7.59520782e-05, 7.59520749e-05, 7.59520732e-05, 7.59520724e-05]), 2320: array([7.17107821e-05, 7.74788575e-05, 8.03605319e-05, 8.18001884e-05,
       8.25194268e-05, 8.28787513e-05, 8.30582664e-05, 8.31479503e-05,
       8.31927556e-05, 8.32151398e-05, 8.32263228e-05, 8.32319097e-05,
       8.32347009e-05, 8.32360953e-05, 8.32367919e-05, 8.32371400e-05,
       8.32373139e-05, 8.32374007e-05, 8.32374441e-05, 8.32374658e-05,
       8.32374766e-05, 8.32374820e-05, 8.32374847e-05, 8.32374861e-05,
       8.32374868e-05, 8.32374871e-05, 8.32374873e-05, 8.32374874e-05]), 2325: array([9.83312767e-06, 1.12588457e-05, 1.22568469e-05, 1.29554469e-05,
       1.34444662e-05, 1.37867792e-05, 1.40263980e-05, 1.41941310e-05,
       1.43115439e-05, 1.43937328e-05, 1.44512650e-05, 1.44915375e-05,
       1.45197281e-05, 1.45394616e-05, 1.45532750e-05, 1.45629444e-05,
       1.45697129e-05, 1.45744509e-05, 1.45777675e-05, 1.45800891e-05,
       1.45817142e-05, 1.45828518e-05, 1.45836481e-05, 1.45842055e-05,
       1.45845957e-05, 1.45848688e-05, 1.45850600e-05, 1.45851938e-05]), 2330: array([2.05786750e-05, 1.81212448e-05, 1.64010430e-05, 1.51969012e-05,
       1.43540016e-05, 1.37639716e-05, 1.33509504e-05, 1.30618355e-05,
       1.28594549e-05, 1.27177885e-05, 1.26186219e-05, 1.25492053e-05,
       1.25006137e-05, 1.24665995e-05, 1.24427896e-05, 1.24261226e-05,
       1.24144557e-05, 1.24062889e-05, 1.24005722e-05, 1.23965704e-05,
       1.23937692e-05, 1.23918083e-05, 1.23904357e-05, 1.23894749e-05,
       1.23888023e-05, 1.23883315e-05, 1.23880020e-05, 1.23877713e-05]), 2335: array([8.50178637e-06, 9.79868080e-06, 1.04471287e-05, 1.07713529e-05,
       1.09334652e-05, 1.10145214e-05, 1.10550496e-05, 1.10753137e-05,
       1.10854457e-05, 1.10905118e-05, 1.10930448e-05, 1.10943113e-05,
       1.10949446e-05, 1.10952612e-05, 1.10954195e-05, 1.10954987e-05,
       1.10955382e-05, 1.10955580e-05, 1.10955679e-05, 1.10955729e-05,
       1.10955753e-05, 1.10955766e-05, 1.10955772e-05, 1.10955775e-05,
       1.10955777e-05, 1.10955777e-05, 1.10955778e-05, 1.10955778e-05]), 2340: array([7.37534985e-06, 8.19460856e-06, 8.76808954e-06, 9.16952614e-06,
       9.45053170e-06, 9.64723555e-06, 9.78492822e-06, 9.88131307e-06,
       9.94878244e-06, 9.99601100e-06, 1.00290710e-05, 1.00522130e-05,
       1.00684123e-05, 1.00797519e-05, 1.00876896e-05, 1.00932460e-05,
       1.00971355e-05, 1.00998581e-05, 1.01017639e-05, 1.01030980e-05,
       1.01040319e-05, 1.01046856e-05, 1.01051432e-05, 1.01054635e-05,
       1.01056877e-05, 1.01058447e-05, 1.01059545e-05, 1.01060314e-05]), 2345: array([1.76596742e-05, 1.76659158e-05, 1.76715332e-05, 1.76765888e-05,
       1.76811389e-05, 1.76852340e-05, 1.76889196e-05, 1.76922367e-05,
       1.76952220e-05, 1.76979088e-05, 1.77003269e-05, 1.77025032e-05,
       1.77044619e-05, 1.77062247e-05, 1.77078112e-05, 1.77092391e-05,
       1.77105242e-05, 1.77116807e-05, 1.77127217e-05, 1.77136585e-05,
       1.77145016e-05, 1.77152605e-05, 1.77159434e-05, 1.77165581e-05,
       1.77171113e-05, 1.77176091e-05, 1.77180572e-05, 1.77184605e-05]), 2350: array([2.20843651e-05, 2.18957154e-05, 2.18013904e-05, 2.17542279e-05,
       2.17306466e-05, 2.17188559e-05, 2.17129605e-05, 2.17100129e-05,
       2.17085390e-05, 2.17078021e-05, 2.17074336e-05, 2.17072494e-05,
       2.17071573e-05, 2.17071112e-05, 2.17070882e-05, 2.17070767e-05,
       2.17070709e-05, 2.17070681e-05, 2.17070666e-05, 2.17070659e-05,
       2.17070655e-05, 2.17070654e-05, 2.17070653e-05, 2.17070652e-05,
       2.17070652e-05, 2.17070652e-05, 2.17070652e-05, 2.17070652e-05]), 2355: array([0.00029745, 0.00030752, 0.00031738, 0.00032706, 0.00033655,
       0.00034586, 0.00035499, 0.00036394, 0.00037272, 0.00038133,
       0.00038977, 0.00039804, 0.00040616, 0.00041412, 0.00042193,
       0.00042959, 0.00043709, 0.00044446, 0.00045168, 0.00045876,
       0.0004657 , 0.00047251, 0.00047919, 0.00048574, 0.00049216,
       0.00049845, 0.00050463, 0.00051069]), 2360: array([0.00077654, 0.00062783, 0.0005277 , 0.00046029, 0.00041489,
       0.00038433, 0.00036375, 0.0003499 , 0.00034057, 0.00033428,
       0.00033006, 0.00032721, 0.00032529, 0.000324  , 0.00032313,
       0.00032254, 0.00032215, 0.00032189, 0.00032171, 0.00032159,
       0.00032151, 0.00032145, 0.00032141, 0.00032139, 0.00032137,
       0.00032136, 0.00032135, 0.00032135]), 2365: array([0.00012388, 0.00014448, 0.00015886, 0.00016889, 0.00017589,
       0.00018078, 0.00018419, 0.00018657, 0.00018823, 0.00018939,
       0.0001902 , 0.00019076, 0.00019116, 0.00019143, 0.00019163,
       0.00019176, 0.00019185, 0.00019192, 0.00019196, 0.000192  ,
       0.00019202, 0.00019203, 0.00019204, 0.00019205, 0.00019206,
       0.00019206, 0.00019206, 0.00019206]), 2370: array([1.72302216e-05, 1.66720115e-05, 1.63929064e-05, 1.62533538e-05,
       1.61835775e-05, 1.61486894e-05, 1.61312453e-05, 1.61225233e-05,
       1.61181622e-05, 1.61159817e-05, 1.61148915e-05, 1.61143463e-05,
       1.61140738e-05, 1.61139375e-05, 1.61138694e-05, 1.61138353e-05,
       1.61138183e-05, 1.61138097e-05, 1.61138055e-05, 1.61138033e-05,
       1.61138023e-05, 1.61138018e-05, 1.61138015e-05, 1.61138014e-05,
       1.61138013e-05, 1.61138013e-05, 1.61138012e-05, 1.61138012e-05]), 2375: array([0.00043451, 0.00034507, 0.00029284, 0.00026234, 0.00024453,
       0.00023412, 0.00022805, 0.0002245 , 0.00022243, 0.00022122,
       0.00022051, 0.0002201 , 0.00021986, 0.00021972, 0.00021964,
       0.00021959, 0.00021956, 0.00021954, 0.00021954, 0.00021953,
       0.00021953, 0.00021952, 0.00021952, 0.00021952, 0.00021952,
       0.00021952, 0.00021952, 0.00021952]), 2380: array([0.0001322 , 0.00014826, 0.0001595 , 0.00016737, 0.00017287,
       0.00017673, 0.00017943, 0.00018132, 0.00018264, 0.00018356,
       0.00018421, 0.00018467, 0.00018498, 0.00018521, 0.00018536,
       0.00018547, 0.00018555, 0.0001856 , 0.00018564, 0.00018566,
       0.00018568, 0.00018569, 0.0001857 , 0.00018571, 0.00018571,
       0.00018572, 0.00018572, 0.00018572]), 2385: array([1.37880107e-04, 1.07021978e-04, 8.93392164e-05, 7.92063901e-05,
       7.33999346e-05, 7.00726373e-05, 6.81659823e-05, 6.70734039e-05,
       6.64473192e-05, 6.60885512e-05, 6.58829649e-05, 6.57651570e-05,
       6.56976490e-05, 6.56589646e-05, 6.56367971e-05, 6.56240944e-05,
       6.56168153e-05, 6.56126442e-05, 6.56102539e-05, 6.56088843e-05,
       6.56080994e-05, 6.56076496e-05, 6.56073919e-05, 6.56072442e-05,
       6.56071596e-05, 6.56071111e-05, 6.56070833e-05, 6.56070674e-05]), 2390: array([3.40197957e-05, 3.59242336e-05, 3.68761589e-05, 3.73519748e-05,
       3.75898094e-05, 3.77086900e-05, 3.77681120e-05, 3.77978138e-05,
       3.78126601e-05, 3.78200810e-05, 3.78237903e-05, 3.78256444e-05,
       3.78265712e-05, 3.78270344e-05, 3.78272659e-05, 3.78273817e-05,
       3.78274395e-05, 3.78274684e-05, 3.78274829e-05, 3.78274901e-05,
       3.78274937e-05, 3.78274955e-05, 3.78274964e-05, 3.78274969e-05,
       3.78274971e-05, 3.78274972e-05, 3.78274973e-05, 3.78274973e-05]), 2395: array([4.13875904e-05, 4.03488856e-05, 3.99233892e-05, 3.97490884e-05,
       3.96776876e-05, 3.96484389e-05, 3.96364574e-05, 3.96315493e-05,
       3.96295387e-05, 3.96287151e-05, 3.96283777e-05, 3.96282395e-05,
       3.96281829e-05, 3.96281597e-05, 3.96281502e-05, 3.96281463e-05,
       3.96281447e-05, 3.96281441e-05, 3.96281438e-05, 3.96281437e-05,
       3.96281436e-05, 3.96281436e-05, 3.96281436e-05, 3.96281436e-05,
       3.96281436e-05, 3.96281436e-05, 3.96281436e-05, 3.96281436e-05]), 2400: array([1.83323999e-05, 2.01991299e-05, 2.11324915e-05, 2.15991707e-05,
       2.18325094e-05, 2.19491783e-05, 2.20075126e-05, 2.20366796e-05,
       2.20512630e-05, 2.20585548e-05, 2.20622006e-05, 2.20640235e-05,
       2.20649350e-05, 2.20653907e-05, 2.20656185e-05, 2.20657325e-05,
       2.20657894e-05, 2.20658179e-05, 2.20658322e-05, 2.20658393e-05,
       2.20658428e-05, 2.20658446e-05, 2.20658455e-05, 2.20658460e-05,
       2.20658462e-05, 2.20658463e-05, 2.20658463e-05, 2.20658464e-05]), 2405: array([3.99941613e-06, 4.73319426e-06, 5.10008333e-06, 5.28352786e-06,
       5.37525012e-06, 5.42111125e-06, 5.44404182e-06, 5.45550710e-06,
       5.46123974e-06, 5.46410606e-06, 5.46553922e-06, 5.46625580e-06,
       5.46661409e-06, 5.46679324e-06, 5.46688281e-06, 5.46692760e-06,
       5.46694999e-06, 5.46696119e-06, 5.46696678e-06, 5.46696958e-06,
       5.46697098e-06, 5.46697168e-06, 5.46697203e-06, 5.46697221e-06,
       5.46697230e-06, 5.46697234e-06, 5.46697236e-06, 5.46697237e-06]), 2410: array([9.66520067e-06, 8.63431082e-06, 7.91268767e-06, 7.40755129e-06,
       7.05395570e-06, 6.80643871e-06, 6.63317675e-06, 6.51189334e-06,
       6.42699492e-06, 6.36756601e-06, 6.32596575e-06, 6.29684556e-06,
       6.27646143e-06, 6.26219252e-06, 6.25220429e-06, 6.24521252e-06,
       6.24031828e-06, 6.23689232e-06, 6.23449414e-06, 6.23281541e-06,
       6.23164030e-06, 6.23081773e-06, 6.23024192e-06, 6.22983886e-06,
       6.22955672e-06, 6.22935922e-06, 6.22922097e-06, 6.22912419e-06]), 2415: array([0.0004729 , 0.00046908, 0.00046556, 0.00046232, 0.00045932,
       0.00045656, 0.00045402, 0.00045167, 0.0004495 , 0.0004475 ,
       0.00044566, 0.00044396, 0.00044239, 0.00044094, 0.0004396 ,
       0.00043837, 0.00043724, 0.00043619, 0.00043522, 0.00043433,
       0.00043351, 0.00043275, 0.00043205, 0.00043141, 0.00043081,
       0.00043026, 0.00042976, 0.00042929]), 2420: array([0.00030666, 0.00031775, 0.00032854, 0.00033905, 0.00034928,
       0.00035924, 0.00036894, 0.00037838, 0.00038756, 0.00039651,
       0.00040522, 0.0004137 , 0.00042195, 0.00042999, 0.00043781,
       0.00044543, 0.00045284, 0.00046006, 0.00046709, 0.00047393,
       0.00048059, 0.00048707, 0.00049338, 0.00049953, 0.00050551,
       0.00051134, 0.00051701, 0.00052252]), 2425: array([0.0001038 , 0.00011827, 0.0001284 , 0.00013549, 0.00014045,
       0.00014393, 0.00014636, 0.00014806, 0.00014925, 0.00015009,
       0.00015067, 0.00015108, 0.00015137, 0.00015157, 0.00015171,
       0.0001518 , 0.00015187, 0.00015192, 0.00015196, 0.00015198,
       0.000152  , 0.00015201, 0.00015201, 0.00015202, 0.00015202,
       0.00015203, 0.00015203, 0.00015203]), 2430: array([0.00162697, 0.00159346, 0.00156191, 0.00153221, 0.00150423,
       0.00147789, 0.00145309, 0.00142974, 0.00140775, 0.00138705,
       0.00136756, 0.0013492 , 0.00133192, 0.00131564, 0.00130032,
       0.00128589, 0.00127231, 0.00125951, 0.00124747, 0.00123613,
       0.00122545, 0.00121539, 0.00120592, 0.00119701, 0.00118861,
       0.00118071, 0.00117327, 0.00116626]), 2435: array([0.00087349, 0.00090199, 0.00092826, 0.00095249, 0.00097483,
       0.00099542, 0.00101441, 0.00103192, 0.00104806, 0.00106294,
       0.00107667, 0.00108932, 0.00110098, 0.00111174, 0.00112166,
       0.0011308 , 0.00113923, 0.001147  , 0.00115417, 0.00116078,
       0.00116687, 0.00117248, 0.00117766, 0.00118244, 0.00118684,
       0.0011909 , 0.00119464, 0.00119809]), 2440: array([0.00012773, 0.00014822, 0.0001588 , 0.00016427, 0.00016709,
       0.00016855, 0.00016931, 0.0001697 , 0.0001699 , 0.00017   ,
       0.00017006, 0.00017008, 0.0001701 , 0.00017011, 0.00017011,
       0.00017011, 0.00017011, 0.00017011, 0.00017011, 0.00017011,
       0.00017011, 0.00017011, 0.00017011, 0.00017011, 0.00017011,
       0.00017011, 0.00017011, 0.00017011]), 2445: array([3.58518481e-06, 3.57359293e-06, 3.56547861e-06, 3.55979858e-06,
       3.55582256e-06, 3.55303935e-06, 3.55109110e-06, 3.54972733e-06,
       3.54877268e-06, 3.54810443e-06, 3.54763666e-06, 3.54730922e-06,
       3.54708001e-06, 3.54691956e-06, 3.54680725e-06, 3.54672863e-06,
       3.54667359e-06, 3.54663507e-06, 3.54660810e-06, 3.54658923e-06,
       3.54657601e-06, 3.54656676e-06, 3.54656029e-06, 3.54655576e-06,
       3.54655259e-06, 3.54655036e-06, 3.54654881e-06, 3.54654772e-06]), 2450: array([5.53212432e-05, 4.31532682e-05, 3.68523922e-05, 3.35896440e-05,
       3.19001129e-05, 3.10252323e-05, 3.05721976e-05, 3.03376052e-05,
       3.02161275e-05, 3.01532233e-05, 3.01206500e-05, 3.01037827e-05,
       3.00950484e-05, 3.00905256e-05, 3.00881836e-05, 3.00869708e-05,
       3.00863428e-05, 3.00860176e-05, 3.00858493e-05, 3.00857621e-05,
       3.00857169e-05, 3.00856935e-05, 3.00856814e-05, 3.00856751e-05,
       3.00856719e-05, 3.00856702e-05, 3.00856693e-05, 3.00856689e-05]), 2455: array([0.00021565, 0.00020674, 0.00019987, 0.00019456, 0.00019047,
       0.00018731, 0.00018487, 0.00018299, 0.00018154, 0.00018042,
       0.00017955, 0.00017888, 0.00017837, 0.00017797, 0.00017766,
       0.00017743, 0.00017724, 0.0001771 , 0.00017699, 0.00017691,
       0.00017684, 0.00017679, 0.00017675, 0.00017673, 0.0001767 ,
       0.00017668, 0.00017667, 0.00017666]), 2460: array([4.36431409e-05, 4.84785980e-05, 5.08963583e-05, 5.21052543e-05,
       5.27097103e-05, 5.30119422e-05, 5.31630602e-05, 5.32386202e-05,
       5.32764006e-05, 5.32952911e-05, 5.33047365e-05, 5.33094592e-05,
       5.33118206e-05, 5.33130014e-05, 5.33135917e-05, 5.33138869e-05,
       5.33140345e-05, 5.33141083e-05, 5.33141452e-05, 5.33141637e-05,
       5.33141729e-05, 5.33141775e-05, 5.33141798e-05, 5.33141810e-05,
       5.33141815e-05, 5.33141818e-05, 5.33141820e-05, 5.33141820e-05]), 2465: array([2.71611426e-05, 2.71590747e-05, 2.71572137e-05, 2.71555387e-05,
       2.71540313e-05, 2.71526746e-05, 2.71514536e-05, 2.71503546e-05,
       2.71493656e-05, 2.71484755e-05, 2.71476743e-05, 2.71469533e-05,
       2.71463044e-05, 2.71457204e-05, 2.71451948e-05, 2.71447217e-05,
       2.71442960e-05, 2.71439128e-05, 2.71435679e-05, 2.71432576e-05,
       2.71429782e-05, 2.71427268e-05, 2.71425006e-05, 2.71422969e-05,
       2.71421137e-05, 2.71419487e-05, 2.71418003e-05, 2.71416667e-05]), 2470: array([3.29410896e-05, 3.85145087e-05, 3.94658511e-05, 3.96282384e-05,
       3.96559567e-05, 3.96606880e-05, 3.96614956e-05, 3.96616335e-05,
       3.96616570e-05, 3.96616610e-05, 3.96616617e-05, 3.96616618e-05,
       3.96616618e-05, 3.96616618e-05, 3.96616618e-05, 3.96616618e-05,
       3.96616618e-05, 3.96616618e-05, 3.96616618e-05, 3.96616618e-05,
       3.96616618e-05, 3.96616618e-05, 3.96616618e-05, 3.96616618e-05,
       3.96616618e-05, 3.96616618e-05, 3.96616618e-05, 3.96616618e-05]), 2475: array([2.00409094e-05, 2.38159393e-05, 2.57034509e-05, 2.66472050e-05,
       2.71190812e-05, 2.73550189e-05, 2.74729875e-05, 2.75319717e-05,
       2.75614638e-05, 2.75762098e-05, 2.75835828e-05, 2.75872693e-05,
       2.75891125e-05, 2.75900341e-05, 2.75904949e-05, 2.75907253e-05,
       2.75908405e-05, 2.75908981e-05, 2.75909269e-05, 2.75909413e-05,
       2.75909485e-05, 2.75909521e-05, 2.75909539e-05, 2.75909548e-05,
       2.75909553e-05, 2.75909555e-05, 2.75909556e-05, 2.75909557e-05]), 2480: array([1.97037947e-06, 1.94938803e-06, 1.93889231e-06, 1.93364445e-06,
       1.93102052e-06, 1.92970855e-06, 1.92905257e-06, 1.92872458e-06,
       1.92856058e-06, 1.92847859e-06, 1.92843759e-06, 1.92841709e-06,
       1.92840684e-06, 1.92840171e-06, 1.92839915e-06, 1.92839787e-06,
       1.92839723e-06, 1.92839691e-06, 1.92839675e-06, 1.92839667e-06,
       1.92839663e-06, 1.92839661e-06, 1.92839660e-06, 1.92839659e-06,
       1.92839659e-06, 1.92839659e-06, 1.92839659e-06, 1.92839659e-06]), 2485: array([0.00024913, 0.00025436, 0.00025958, 0.00026479, 0.00026999,
       0.00027519, 0.00028037, 0.00028555, 0.00029072, 0.00029588,
       0.00030103, 0.00030617, 0.00031131, 0.00031644, 0.00032155,
       0.00032666, 0.00033176, 0.00033686, 0.00034194, 0.00034702,
       0.00035208, 0.00035714, 0.00036219, 0.00036724, 0.00037227,
       0.0003773 , 0.00038231, 0.00038732]), 2490: array([2.68547074e-05, 2.92231092e-05, 3.04073114e-05, 3.09994132e-05,
       3.12954644e-05, 3.14434902e-05, 3.15175032e-05, 3.15545097e-05,
       3.15730130e-05, 3.15822646e-05, 3.15868905e-05, 3.15892034e-05,
       3.15903598e-05, 3.15909381e-05, 3.15912272e-05, 3.15913718e-05,
       3.15914440e-05, 3.15914802e-05, 3.15914982e-05, 3.15915073e-05,
       3.15915118e-05, 3.15915141e-05, 3.15915152e-05, 3.15915157e-05,
       3.15915160e-05, 3.15915162e-05, 3.15915162e-05, 3.15915163e-05]), 2495: array([1.03919748e-05, 1.01296389e-05, 9.94600386e-06, 9.81745948e-06,
       9.72747849e-06, 9.66449185e-06, 9.62040125e-06, 9.58953785e-06,
       9.56793350e-06, 9.55281046e-06, 9.54222434e-06, 9.53481407e-06,
       9.52962688e-06, 9.52599585e-06, 9.52345414e-06, 9.52167494e-06,
       9.52042950e-06, 9.51955769e-06, 9.51894743e-06, 9.51852024e-06,
       9.51822121e-06, 9.51801189e-06, 9.51786537e-06, 9.51776280e-06,
       9.51769100e-06, 9.51764075e-06, 9.51760557e-06, 9.51758094e-06]), 2500: array([0.00048703, 0.00049953, 0.00051204, 0.00052455, 0.00053706,
       0.00054956, 0.00056207, 0.00057458, 0.00058709, 0.00059959,
       0.0006121 , 0.00062461, 0.00063711, 0.00064962, 0.00066213,
       0.00067464, 0.00068714, 0.00069965, 0.00071216, 0.00072466,
       0.00073717, 0.00074968, 0.00076219, 0.00077469, 0.0007872 ,
       0.00079971, 0.00081222, 0.00082472]), 2505: array([5.39868204e-05, 5.98606818e-05, 6.27978044e-05, 6.42664618e-05,
       6.50008384e-05, 6.53680508e-05, 6.55516689e-05, 6.56434840e-05,
       6.56893946e-05, 6.57123513e-05, 6.57238305e-05, 6.57295704e-05,
       6.57324406e-05, 6.57338758e-05, 6.57345934e-05, 6.57349522e-05,
       6.57351317e-05, 6.57352214e-05, 6.57352662e-05, 6.57352887e-05,
       6.57352999e-05, 6.57353055e-05, 6.57353083e-05, 6.57353097e-05,
       6.57353104e-05, 6.57353108e-05, 6.57353109e-05, 6.57353110e-05]), 2510: array([1.03704841e-05, 9.76573440e-06, 9.46335923e-06, 9.31217149e-06,
       9.23657754e-06, 9.19878053e-06, 9.17988200e-06, 9.17043273e-06,
       9.16570808e-06, 9.16334576e-06, 9.16216460e-06, 9.16157402e-06,
       9.16127873e-06, 9.16113108e-06, 9.16105726e-06, 9.16102035e-06,
       9.16100189e-06, 9.16099266e-06, 9.16098805e-06, 9.16098574e-06,
       9.16098459e-06, 9.16098401e-06, 9.16098372e-06, 9.16098358e-06,
       9.16098351e-06, 9.16098347e-06, 9.16098345e-06, 9.16098344e-06]), 2515: array([1.70658304e-06, 1.99296739e-06, 2.19343639e-06, 2.33376466e-06,
       2.43199443e-06, 2.50075526e-06, 2.54888782e-06, 2.58258061e-06,
       2.60616556e-06, 2.62267502e-06, 2.63423164e-06, 2.64232128e-06,
       2.64798402e-06, 2.65194794e-06, 2.65472268e-06, 2.65666500e-06,
       2.65802462e-06, 2.65897636e-06, 2.65964257e-06, 2.66010892e-06,
       2.66043537e-06, 2.66066388e-06, 2.66082384e-06, 2.66093581e-06,
       2.66101419e-06, 2.66106905e-06, 2.66110746e-06, 2.66113434e-06]), 2520: array([1.34484046e-05, 1.02638711e-05, 8.67160178e-06, 7.87546588e-06,
       7.47739730e-06, 7.27836270e-06, 7.17884524e-06, 7.12908644e-06,
       7.10420699e-06, 7.09176725e-06, 7.08554737e-06, 7.08243743e-06,
       7.08088245e-06, 7.08010496e-06, 7.07971622e-06, 7.07952185e-06,
       7.07942466e-06, 7.07937607e-06, 7.07935177e-06, 7.07933962e-06,
       7.07933355e-06, 7.07933051e-06, 7.07932899e-06, 7.07932823e-06,
       7.07932785e-06, 7.07932766e-06, 7.07932757e-06, 7.07932752e-06]), 2525: array([1.49135394e-05, 1.48809280e-05, 1.48646223e-05, 1.48564694e-05,
       1.48523930e-05, 1.48503548e-05, 1.48493357e-05, 1.48488261e-05,
       1.48485714e-05, 1.48484440e-05, 1.48483803e-05, 1.48483484e-05,
       1.48483325e-05, 1.48483245e-05, 1.48483206e-05, 1.48483186e-05,
       1.48483176e-05, 1.48483171e-05, 1.48483168e-05, 1.48483167e-05,
       1.48483166e-05, 1.48483166e-05, 1.48483166e-05, 1.48483166e-05,
       1.48483166e-05, 1.48483166e-05, 1.48483166e-05, 1.48483166e-05]), 2530: array([1.50427875e-05, 1.33733420e-05, 1.25386185e-05, 1.21212563e-05,
       1.19125749e-05, 1.18082342e-05, 1.17560638e-05, 1.17299785e-05,
       1.17169359e-05, 1.17104146e-05, 1.17071539e-05, 1.17055236e-05,
       1.17047084e-05, 1.17043008e-05, 1.17040970e-05, 1.17039951e-05,
       1.17039442e-05, 1.17039187e-05, 1.17039060e-05, 1.17038996e-05,
       1.17038964e-05, 1.17038948e-05, 1.17038940e-05, 1.17038936e-05,
       1.17038934e-05, 1.17038933e-05, 1.17038933e-05, 1.17038932e-05]), 2535: array([0.00034723, 0.0002969 , 0.00026254, 0.00023909, 0.00022307,
       0.00021214, 0.00020467, 0.00019958, 0.0001961 , 0.00019372,
       0.0001921 , 0.00019099, 0.00019024, 0.00018972, 0.00018937,
       0.00018913, 0.00018897, 0.00018885, 0.00018878, 0.00018873,
       0.00018869, 0.00018867, 0.00018865, 0.00018864, 0.00018863,
       0.00018862, 0.00018862, 0.00018862]), 2540: array([0.00036649, 0.0004248 , 0.00048312, 0.00054143, 0.00059974,
       0.00065805, 0.00071636, 0.00077467, 0.00083297, 0.00089128,
       0.00094958, 0.00100789, 0.00106619, 0.00112449, 0.00118279,
       0.00124109, 0.00129939, 0.00135769, 0.00141599, 0.00147428,
       0.00153258, 0.00159087, 0.00164916, 0.00170745, 0.00176574,
       0.00182403, 0.00188232, 0.00194061]), 2545: array([4.00791576e-05, 4.60111134e-05, 5.01633993e-05, 5.30699413e-05,
       5.51044800e-05, 5.65286286e-05, 5.75255126e-05, 5.82233175e-05,
       5.87117711e-05, 5.90536818e-05, 5.92930145e-05, 5.94605441e-05,
       5.95778124e-05, 5.96598986e-05, 5.97173578e-05, 5.97575784e-05,
       5.97857323e-05, 5.98054396e-05, 5.98192344e-05, 5.98288906e-05,
       5.98356498e-05, 5.98403812e-05, 5.98436931e-05, 5.98460113e-05,
       5.98476341e-05, 5.98487700e-05, 5.98495651e-05, 5.98501217e-05]), 2550: array([1.44121479e-05, 1.08981155e-05, 9.14109562e-06, 8.26258389e-06,
       7.82332712e-06, 7.60369829e-06, 7.49388364e-06, 7.43897621e-06,
       7.41152244e-06, 7.39779552e-06, 7.39093205e-06, 7.38750031e-06,
       7.38578443e-06, 7.38492649e-06, 7.38449752e-06, 7.38428304e-06,
       7.38417579e-06, 7.38412217e-06, 7.38409536e-06, 7.38408195e-06,
       7.38407525e-06, 7.38407190e-06, 7.38407022e-06, 7.38406939e-06,
       7.38406897e-06, 7.38406876e-06, 7.38406865e-06, 7.38406860e-06]), 2555: array([1.22841603e-04, 9.83939941e-05, 8.61089988e-05, 7.99357526e-05,
       7.68336782e-05, 7.52748767e-05, 7.44915744e-05, 7.40979627e-05,
       7.39001716e-05, 7.38007810e-05, 7.37508370e-05, 7.37257399e-05,
       7.37131286e-05, 7.37067914e-05, 7.37036069e-05, 7.37020067e-05,
       7.37012026e-05, 7.37007985e-05, 7.37005955e-05, 7.37004934e-05,
       7.37004422e-05, 7.37004164e-05, 7.37004035e-05, 7.37003970e-05,
       7.37003937e-05, 7.37003920e-05, 7.37003912e-05, 7.37003908e-05]), 2560: array([9.98042342e-05, 9.55907150e-05, 9.34405878e-05, 9.23433941e-05,
       9.17835043e-05, 9.14977968e-05, 9.13520024e-05, 9.12776046e-05,
       9.12396400e-05, 9.12202669e-05, 9.12103810e-05, 9.12053363e-05,
       9.12027620e-05, 9.12014484e-05, 9.12007780e-05, 9.12004360e-05,
       9.12002614e-05, 9.12001723e-05, 9.12001269e-05, 9.12001037e-05,
       9.12000919e-05, 9.12000858e-05, 9.12000827e-05, 9.12000812e-05,
       9.12000804e-05, 9.12000799e-05, 9.12000797e-05, 9.12000796e-05]), 2565: array([1.36563786e-04, 1.11907248e-04, 9.83451245e-05, 9.08853918e-05,
       8.67822282e-05, 8.45253172e-05, 8.32839222e-05, 8.26011033e-05,
       8.22255244e-05, 8.20189404e-05, 8.19053105e-05, 8.18428094e-05,
       8.18084312e-05, 8.17895217e-05, 8.17791207e-05, 8.17733998e-05,
       8.17702530e-05, 8.17685221e-05, 8.17675701e-05, 8.17670464e-05,
       8.17667584e-05, 8.17666000e-05, 8.17665128e-05, 8.17664649e-05,
       8.17664385e-05, 8.17664240e-05, 8.17664160e-05, 8.17664116e-05]), 2570: array([3.35133310e-05, 3.84597880e-05, 4.19222841e-05, 4.43460148e-05,
       4.60426147e-05, 4.72302264e-05, 4.80615490e-05, 4.86434708e-05,
       4.90508132e-05, 4.93359510e-05, 4.95355461e-05, 4.96752616e-05,
       4.97730619e-05, 4.98415216e-05, 4.98894430e-05, 4.99229878e-05,
       4.99464690e-05, 4.99629058e-05, 4.99744114e-05, 4.99824653e-05,
       4.99881030e-05, 4.99920493e-05, 4.99948117e-05, 4.99967454e-05,
       4.99980990e-05, 4.99990465e-05, 4.99997097e-05, 5.00001740e-05]), 2575: array([2.71903814e-05, 2.55827001e-05, 2.41357868e-05, 2.28335649e-05,
       2.16615650e-05, 2.06067651e-05, 1.96574452e-05, 1.88030572e-05,
       1.80341080e-05, 1.73420537e-05, 1.67192048e-05, 1.61586408e-05,
       1.56541331e-05, 1.52000762e-05, 1.47914250e-05, 1.44236389e-05,
       1.40926313e-05, 1.37947246e-05, 1.35266084e-05, 1.32853039e-05,
       1.30681299e-05, 1.28726732e-05, 1.26967622e-05, 1.25384423e-05,
       1.23959543e-05, 1.22677152e-05, 1.21523000e-05, 1.20484263e-05]), 2580: array([1.89884255e-05, 1.93689633e-05, 1.95592321e-05, 1.96543664e-05,
       1.97019336e-05, 1.97257172e-05, 1.97376089e-05, 1.97435548e-05,
       1.97465278e-05, 1.97480142e-05, 1.97487575e-05, 1.97491291e-05,
       1.97493149e-05, 1.97494078e-05, 1.97494542e-05, 1.97494775e-05,
       1.97494891e-05, 1.97494949e-05, 1.97494978e-05, 1.97494992e-05,
       1.97495000e-05, 1.97495003e-05, 1.97495005e-05, 1.97495006e-05,
       1.97495007e-05, 1.97495007e-05, 1.97495007e-05, 1.97495007e-05]), 2585: array([1.10046928e-05, 1.21277831e-05, 1.29139439e-05, 1.34642547e-05,
       1.38494712e-05, 1.41191219e-05, 1.43078768e-05, 1.44400048e-05,
       1.45324941e-05, 1.45972365e-05, 1.46425560e-05, 1.46742795e-05,
       1.46964859e-05, 1.47120304e-05, 1.47229114e-05, 1.47305282e-05,
       1.47358599e-05, 1.47395921e-05, 1.47422046e-05, 1.47440333e-05,
       1.47453134e-05, 1.47462095e-05, 1.47468368e-05, 1.47472759e-05,
       1.47475832e-05, 1.47477984e-05, 1.47479490e-05, 1.47480544e-05]), 2590: array([3.74072612e-05, 3.24478580e-05, 2.89762722e-05, 2.65461596e-05,
       2.48450791e-05, 2.36543215e-05, 2.28207903e-05, 2.22373178e-05,
       2.18288867e-05, 2.15429846e-05, 2.13428530e-05, 2.12027607e-05,
       2.11046959e-05, 2.10360506e-05, 2.09879988e-05, 2.09543625e-05,
       2.09308170e-05, 2.09143352e-05, 2.09027979e-05, 2.08947218e-05,
       2.08890685e-05, 2.08851112e-05, 2.08823411e-05, 2.08804020e-05,
       2.08790447e-05, 2.08780945e-05, 2.08774294e-05, 2.08769638e-05]), 2595: array([1.84468283e-05, 2.11973019e-05, 2.31226247e-05, 2.44703446e-05,
       2.54137443e-05, 2.60741211e-05, 2.65363828e-05, 2.68599645e-05,
       2.70864707e-05, 2.72450243e-05, 2.73560114e-05, 2.74337020e-05,
       2.74880851e-05, 2.75261531e-05, 2.75528007e-05, 2.75714538e-05,
       2.75845110e-05, 2.75936510e-05, 2.76000489e-05, 2.76045275e-05,
       2.76076624e-05, 2.76098569e-05, 2.76113930e-05, 2.76124683e-05,
       2.76132210e-05, 2.76137479e-05, 2.76141167e-05, 2.76143748e-05]), 2600: array([2.96426980e-05, 2.65239388e-05, 2.49641488e-05, 2.41840486e-05,
       2.37938959e-05, 2.35987682e-05, 2.35011786e-05, 2.34523710e-05,
       2.34279608e-05, 2.34157525e-05, 2.34096467e-05, 2.34065930e-05,
       2.34050658e-05, 2.34043020e-05, 2.34039200e-05, 2.34037289e-05,
       2.34036333e-05, 2.34035856e-05, 2.34035617e-05, 2.34035497e-05,
       2.34035437e-05, 2.34035407e-05, 2.34035392e-05, 2.34035385e-05,
       2.34035381e-05, 2.34035379e-05, 2.34035378e-05, 2.34035378e-05]), 2605: array([0.00035393, 0.00024975, 0.00019791, 0.00017211, 0.00015927,
       0.00015288, 0.0001497 , 0.00014812, 0.00014733, 0.00014694,
       0.00014675, 0.00014665, 0.0001466 , 0.00014658, 0.00014656,
       0.00014656, 0.00014656, 0.00014655, 0.00014655, 0.00014655,
       0.00014655, 0.00014655, 0.00014655, 0.00014655, 0.00014655,
       0.00014655, 0.00014655, 0.00014655]), 2610: array([0.0006319 , 0.00067332, 0.00071435, 0.00075501, 0.00079528,
       0.00083519, 0.00087472, 0.00091388, 0.00095268, 0.00099112,
       0.0010292 , 0.00106692, 0.0011043 , 0.00114133, 0.00117801,
       0.00121435, 0.00125036, 0.00128603, 0.00132136, 0.00135637,
       0.00139106, 0.00142542, 0.00145946, 0.00149319, 0.0015266 ,
       0.0015597 , 0.00159249, 0.00162498]), 2615: array([0.0001678 , 0.00016821, 0.0001685 , 0.0001687 , 0.00016885,
       0.00016895, 0.00016901, 0.00016906, 0.0001691 , 0.00016912,
       0.00016914, 0.00016915, 0.00016916, 0.00016916, 0.00016917,
       0.00016917, 0.00016917, 0.00016917, 0.00016917, 0.00016918,
       0.00016918, 0.00016918, 0.00016918, 0.00016918, 0.00016918,
       0.00016918, 0.00016918, 0.00016918]), 2620: array([4.03054330e-05, 4.18409614e-05, 4.29158066e-05, 4.36681810e-05,
       4.41948310e-05, 4.45634775e-05, 4.48215241e-05, 4.50021526e-05,
       4.51285896e-05, 4.52170935e-05, 4.52790448e-05, 4.53224097e-05,
       4.53527645e-05, 4.53740123e-05, 4.53888855e-05, 4.53992964e-05,
       4.54065839e-05, 4.54116851e-05, 4.54152558e-05, 4.54177552e-05,
       4.54195048e-05, 4.54207294e-05, 4.54215867e-05, 4.54221868e-05,
       4.54226068e-05, 4.54229008e-05, 4.54231066e-05, 4.54232507e-05]), 2625: array([0.00182434, 0.00184499, 0.00186563, 0.00188628, 0.00190693,
       0.00192757, 0.00194822, 0.00196887, 0.00198952, 0.00201016,
       0.00203081, 0.00205146, 0.0020721 , 0.00209275, 0.0021134 ,
       0.00213405, 0.00215469, 0.00217534, 0.00219599, 0.00221663,
       0.00223728, 0.00225793, 0.00227858, 0.00229922, 0.00231987,
       0.00234052, 0.00236117, 0.00238181]), 2630: array([9.84408871e-05, 1.84496215e-04, 2.69044205e-04, 3.52111258e-04,
       4.33723315e-04, 5.13905860e-04, 5.92683935e-04, 6.70082138e-04,
       7.46124640e-04, 8.20835187e-04, 8.94237109e-04, 9.66353329e-04,
       1.03720637e-03, 1.10681835e-03, 1.17521101e-03, 1.24240571e-03,
       1.30842343e-03, 1.37328480e-03, 1.43701005e-03, 1.49961910e-03,
       1.56113149e-03, 1.62156644e-03, 1.68094281e-03, 1.73927915e-03,
       1.79659368e-03, 1.85290429e-03, 1.90822856e-03, 1.96258378e-03]), 2635: array([4.82548266e-05, 5.43085122e-05, 5.85460622e-05, 6.15123263e-05,
       6.35886965e-05, 6.50421454e-05, 6.60595525e-05, 6.67717324e-05,
       6.72702548e-05, 6.76192180e-05, 6.78634906e-05, 6.80344801e-05,
       6.81541720e-05, 6.82379557e-05, 6.82966039e-05, 6.83376573e-05,
       6.83663945e-05, 6.83865104e-05, 6.84005914e-05, 6.84104481e-05,
       6.84173477e-05, 6.84221774e-05, 6.84255582e-05, 6.84279247e-05,
       6.84295812e-05, 6.84307408e-05, 6.84315525e-05, 6.84321207e-05]), 2640: array([8.51266788e-05, 6.84767350e-05, 6.01514680e-05, 5.59886868e-05,
       5.39072224e-05, 5.28664533e-05, 5.23460503e-05, 5.20858396e-05,
       5.19557296e-05, 5.18906723e-05, 5.18581425e-05, 5.18418770e-05,
       5.18337440e-05, 5.18296773e-05, 5.18276439e-05, 5.18266272e-05,
       5.18261188e-05, 5.18258646e-05, 5.18257375e-05, 5.18256739e-05,
       5.18256422e-05, 5.18256263e-05, 5.18256183e-05, 5.18256144e-05,
       5.18256124e-05, 5.18256114e-05, 5.18256109e-05, 5.18256106e-05]), 2645: array([2.23616849e-05, 2.65584964e-05, 2.94962476e-05, 3.15526617e-05,
       3.29921432e-05, 3.39997745e-05, 3.47051124e-05, 3.51988461e-05,
       3.55444577e-05, 3.57863844e-05, 3.59557321e-05, 3.60742749e-05,
       3.61572543e-05, 3.62153396e-05, 3.62559990e-05, 3.62844605e-05,
       3.63043834e-05, 3.63183293e-05, 3.63280914e-05, 3.63349249e-05,
       3.63397083e-05, 3.63430566e-05, 3.63454004e-05, 3.63470411e-05,
       3.63481896e-05, 3.63489935e-05, 3.63495562e-05, 3.63499501e-05]), 2650: array([2.52442060e-06, 2.77469155e-06, 2.89982704e-06, 2.96239479e-06,
       2.99367866e-06, 3.00932060e-06, 3.01714157e-06, 3.02105206e-06,
       3.02300730e-06, 3.02398492e-06, 3.02447373e-06, 3.02471814e-06,
       3.02484034e-06, 3.02490144e-06, 3.02493199e-06, 3.02494727e-06,
       3.02495491e-06, 3.02495872e-06, 3.02496063e-06, 3.02496159e-06,
       3.02496207e-06, 3.02496230e-06, 3.02496242e-06, 3.02496248e-06,
       3.02496251e-06, 3.02496253e-06, 3.02496254e-06, 3.02496254e-06]), 2655: array([3.24153112e-06, 2.38771333e-06, 1.96080433e-06, 1.74734977e-06,
       1.64062247e-06, 1.58725881e-06, 1.56057697e-06, 1.54723605e-06,
       1.54056558e-06, 1.53723035e-06, 1.53556274e-06, 1.53472893e-06,
       1.53431202e-06, 1.53410357e-06, 1.53399934e-06, 1.53394723e-06,
       1.53392117e-06, 1.53390815e-06, 1.53390163e-06, 1.53389837e-06,
       1.53389675e-06, 1.53389593e-06, 1.53389552e-06, 1.53389532e-06,
       1.53389522e-06, 1.53389517e-06, 1.53389514e-06, 1.53389513e-06]), 2660: array([5.87838100e-06, 4.59034510e-06, 3.94632704e-06, 3.62431796e-06,
       3.46331339e-06, 3.38281109e-06, 3.34255994e-06, 3.32243436e-06,
       3.31237156e-06, 3.30734017e-06, 3.30482447e-06, 3.30356662e-06,
       3.30293769e-06, 3.30262323e-06, 3.30246600e-06, 3.30238738e-06,
       3.30234808e-06, 3.30232842e-06, 3.30231860e-06, 3.30231368e-06,
       3.30231123e-06, 3.30231000e-06, 3.30230938e-06, 3.30230908e-06,
       3.30230892e-06, 3.30230885e-06, 3.30230881e-06, 3.30230879e-06]), 2665: array([3.54337062e-06, 3.54375857e-06, 3.54403013e-06, 3.54422022e-06,
       3.54435329e-06, 3.54444644e-06, 3.54451164e-06, 3.54455728e-06,
       3.54458923e-06, 3.54461160e-06, 3.54462725e-06, 3.54463821e-06,
       3.54464588e-06, 3.54465125e-06, 3.54465501e-06, 3.54465764e-06,
       3.54465948e-06, 3.54466077e-06, 3.54466167e-06, 3.54466231e-06,
       3.54466275e-06, 3.54466306e-06, 3.54466327e-06, 3.54466343e-06,
       3.54466353e-06, 3.54466361e-06, 3.54466366e-06, 3.54466369e-06]), 2670: array([2.24057804e-06, 2.11560571e-06, 2.05311954e-06, 2.02187645e-06,
       2.00625490e-06, 1.99844413e-06, 1.99453874e-06, 1.99258605e-06,
       1.99160970e-06, 1.99112153e-06, 1.99087744e-06, 1.99075540e-06,
       1.99069437e-06, 1.99066386e-06, 1.99064861e-06, 1.99064098e-06,
       1.99063717e-06, 1.99063526e-06, 1.99063431e-06, 1.99063383e-06,
       1.99063359e-06, 1.99063347e-06, 1.99063341e-06, 1.99063338e-06,
       1.99063337e-06, 1.99063336e-06, 1.99063336e-06, 1.99063335e-06]), 2675: array([3.53130657e-05, 3.35555234e-05, 3.19737348e-05, 3.05501247e-05,
       2.92688752e-05, 2.81157503e-05, 2.70779376e-05, 2.61439059e-05,
       2.53032771e-05, 2.45467109e-05, 2.38658012e-05, 2.32529822e-05,
       2.27014450e-05, 2.22050614e-05, 2.17583160e-05, 2.13562450e-05,
       2.09943810e-05, 2.06687033e-05, 2.03755933e-05, 2.01117942e-05,
       1.98743749e-05, 1.96606975e-05, 1.94683878e-05, 1.92953090e-05,
       1.91395381e-05, 1.89993442e-05, 1.88731696e-05, 1.87596125e-05]), 2680: array([3.09910223e-05, 3.21067874e-05, 3.26646738e-05, 3.29436189e-05,
       3.30830925e-05, 3.31528297e-05, 3.31876986e-05, 3.32051331e-05,
       3.32138505e-05, 3.32182092e-05, 3.32203885e-05, 3.32214782e-05,
       3.32220231e-05, 3.32222955e-05, 3.32224317e-05, 3.32224998e-05,
       3.32225339e-05, 3.32225509e-05, 3.32225594e-05, 3.32225637e-05,
       3.32225658e-05, 3.32225669e-05, 3.32225674e-05, 3.32225677e-05,
       3.32225678e-05, 3.32225679e-05, 3.32225679e-05, 3.32225679e-05]), 2685: array([4.29314440e-06, 4.36984568e-06, 4.40819636e-06, 4.42737171e-06,
       4.43695940e-06, 4.44175324e-06, 4.44415017e-06, 4.44534863e-06,
       4.44594786e-06, 4.44624748e-06, 4.44639729e-06, 4.44647219e-06,
       4.44650964e-06, 4.44652837e-06, 4.44653773e-06, 4.44654241e-06,
       4.44654475e-06, 4.44654592e-06, 4.44654651e-06, 4.44654680e-06,
       4.44654695e-06, 4.44654702e-06, 4.44654706e-06, 4.44654708e-06,
       4.44654709e-06, 4.44654709e-06, 4.44654709e-06, 4.44654709e-06]), 2690: array([4.38174718e-05, 4.15365316e-05, 3.94836840e-05, 3.76361196e-05,
       3.59733104e-05, 3.44767811e-05, 3.31299036e-05, 3.19177129e-05,
       3.08267405e-05, 2.98448645e-05, 2.89611755e-05, 2.81658548e-05,
       2.74500656e-05, 2.68058548e-05, 2.62260647e-05, 2.57042531e-05,
       2.52346224e-05, 2.48119544e-05, 2.44315529e-05, 2.40891913e-05,
       2.37810657e-05, 2.35037524e-05, 2.32541702e-05, 2.30295461e-05,
       2.28273842e-05, 2.26454384e-05, 2.24816870e-05, 2.23343107e-05]), 2695: array([3.49764368e-05, 3.68683012e-05, 3.78142417e-05, 3.82872161e-05,
       3.85237054e-05, 3.86419511e-05, 3.87010744e-05, 3.87306364e-05,
       3.87454175e-05, 3.87528081e-05, 3.87565034e-05, 3.87583511e-05,
       3.87592750e-05, 3.87597369e-05, 3.87599679e-05, 3.87600833e-05,
       3.87601411e-05, 3.87601700e-05, 3.87601844e-05, 3.87601916e-05,
       3.87601952e-05, 3.87601970e-05, 3.87601979e-05, 3.87601984e-05,
       3.87601986e-05, 3.87601987e-05, 3.87601988e-05, 3.87601988e-05]), 2700: array([9.93509281e-06, 9.70744094e-06, 9.59361489e-06, 9.53670181e-06,
       9.50824524e-06, 9.49401694e-06, 9.48690278e-06, 9.48334570e-06,
       9.48156716e-06, 9.48067788e-06, 9.48023325e-06, 9.48001093e-06,
       9.47989977e-06, 9.47984419e-06, 9.47981640e-06, 9.47980251e-06,
       9.47979556e-06, 9.47979208e-06, 9.47979035e-06, 9.47978948e-06,
       9.47978904e-06, 9.47978883e-06, 9.47978872e-06, 9.47978866e-06,
       9.47978864e-06, 9.47978862e-06, 9.47978862e-06, 9.47978861e-06]), 2705: array([2.94350438e-06, 3.18356597e-06, 3.30359669e-06, 3.36361201e-06,
       3.39361966e-06, 3.40862347e-06, 3.41612538e-06, 3.41987633e-06,
       3.42175180e-06, 3.42268954e-06, 3.42315840e-06, 3.42339284e-06,
       3.42351005e-06, 3.42356866e-06, 3.42359797e-06, 3.42361262e-06,
       3.42361994e-06, 3.42362361e-06, 3.42362544e-06, 3.42362635e-06,
       3.42362681e-06, 3.42362704e-06, 3.42362716e-06, 3.42362721e-06,
       3.42362724e-06, 3.42362726e-06, 3.42362726e-06, 3.42362727e-06]), 2710: array([1.28713392e-05, 9.51706039e-06, 7.83991821e-06, 7.00134572e-06,
       6.58205878e-06, 6.37241496e-06, 6.26759288e-06, 6.21518175e-06,
       6.18897615e-06, 6.17587332e-06, 6.16932190e-06, 6.16604618e-06,
       6.16440832e-06, 6.16358939e-06, 6.16317992e-06, 6.16297519e-06,
       6.16287282e-06, 6.16282163e-06, 6.16279604e-06, 6.16278325e-06,
       6.16277685e-06, 6.16277365e-06, 6.16277205e-06, 6.16277125e-06,
       6.16277085e-06, 6.16277065e-06, 6.16277055e-06, 6.16277050e-06]), 2715: array([6.00596165e-06, 6.75505057e-06, 7.12959462e-06, 7.31686645e-06,
       7.41050226e-06, 7.45732011e-06, 7.48072902e-06, 7.49243345e-06,
       7.49828567e-06, 7.50121177e-06, 7.50267482e-06, 7.50340634e-06,
       7.50377211e-06, 7.50395499e-06, 7.50404643e-06, 7.50409215e-06,
       7.50411501e-06, 7.50412644e-06, 7.50413215e-06, 7.50413501e-06,
       7.50413644e-06, 7.50413715e-06, 7.50413751e-06, 7.50413769e-06,
       7.50413778e-06, 7.50413782e-06, 7.50413784e-06, 7.50413786e-06]), 2720: array([1.85536717e-06, 2.06004516e-06, 2.24425531e-06, 2.41004441e-06,
       2.55925457e-06, 2.69354368e-06, 2.81440385e-06, 2.92317798e-06,
       3.02107468e-06, 3.10918169e-06, 3.18847798e-06, 3.25984462e-06,
       3.32407459e-06, 3.38188154e-06, 3.43390779e-06, 3.48073140e-06,
       3.52287265e-06, 3.56079976e-06, 3.59493415e-06, 3.62565509e-06,
       3.65330394e-06, 3.67818789e-06, 3.70058345e-06, 3.72073944e-06,
       3.73887983e-06, 3.75520618e-06, 3.76989989e-06, 3.78312422e-06]), 2725: array([3.75446151e-06, 2.88491274e-06, 2.45013831e-06, 2.23275106e-06,
       2.12405743e-06, 2.06971060e-06, 2.04253719e-06, 2.02895048e-06,
       2.02215712e-06, 2.01876044e-06, 2.01706210e-06, 2.01621293e-06,
       2.01578835e-06, 2.01557606e-06, 2.01546991e-06, 2.01541684e-06,
       2.01539030e-06, 2.01537703e-06, 2.01537040e-06, 2.01536708e-06,
       2.01536542e-06, 2.01536459e-06, 2.01536418e-06, 2.01536397e-06,
       2.01536387e-06, 2.01536382e-06, 2.01536379e-06, 2.01536378e-06]), 2730: array([3.62359185e-06, 3.47461220e-06, 3.37032642e-06, 3.29732635e-06,
       3.24622629e-06, 3.21045623e-06, 3.18541719e-06, 3.16788985e-06,
       3.15562071e-06, 3.14703231e-06, 3.14102043e-06, 3.13681211e-06,
       3.13386629e-06, 3.13180421e-06, 3.13036076e-06, 3.12935034e-06,
       3.12864305e-06, 3.12814794e-06, 3.12780137e-06, 3.12755877e-06,
       3.12738895e-06, 3.12727007e-06, 3.12718686e-06, 3.12712861e-06,
       3.12708784e-06, 3.12705929e-06, 3.12703931e-06, 3.12702533e-06]), 2735: array([1.17541809e-05, 9.85329570e-06, 8.90284296e-06, 8.42761150e-06,
       8.18999323e-06, 8.07118282e-06, 8.01177698e-06, 7.98207375e-06,
       7.96722197e-06, 7.95979600e-06, 7.95608298e-06, 7.95422645e-06,
       7.95329817e-06, 7.95283403e-06, 7.95260195e-06, 7.95248592e-06,
       7.95242790e-06, 7.95239889e-06, 7.95238438e-06, 7.95237713e-06,
       7.95237350e-06, 7.95237169e-06, 7.95237078e-06, 7.95237033e-06,
       7.95237010e-06, 7.95236999e-06, 7.95236993e-06, 7.95236990e-06]), 2740: array([4.98912236e-06, 5.00802440e-06, 5.02125582e-06, 5.03051781e-06,
       5.03700120e-06, 5.04153957e-06, 5.04471643e-06, 5.04694023e-06,
       5.04849689e-06, 5.04958655e-06, 5.05034932e-06, 5.05088325e-06,
       5.05125700e-06, 5.05151863e-06, 5.05170177e-06, 5.05182997e-06,
       5.05191971e-06, 5.05198252e-06, 5.05202649e-06, 5.05205727e-06,
       5.05207882e-06, 5.05209390e-06, 5.05210446e-06, 5.05211185e-06,
       5.05211702e-06, 5.05212065e-06, 5.05212318e-06, 5.05212495e-06]), 2745: array([1.28729312e-06, 1.48296453e-06, 1.61993450e-06, 1.71581346e-06,
       1.78292872e-06, 1.82990939e-06, 1.86279586e-06, 1.88581638e-06,
       1.90193074e-06, 1.91321079e-06, 1.92110683e-06, 1.92663405e-06,
       1.93050311e-06, 1.93321145e-06, 1.93510728e-06, 1.93643437e-06,
       1.93736333e-06, 1.93801360e-06, 1.93846879e-06, 1.93878742e-06,
       1.93901047e-06, 1.93916660e-06, 1.93927589e-06, 1.93935239e-06,
       1.93940594e-06, 1.93944343e-06, 1.93946967e-06, 1.93948804e-06]), 2750: array([1.01027304e-05, 8.60274644e-06, 7.85275326e-06, 7.47775608e-06,
       7.29025718e-06, 7.19650759e-06, 7.14963272e-06, 7.12619524e-06,
       7.11447649e-06, 7.10861710e-06, 7.10568740e-06, 7.10422255e-06,
       7.10349012e-06, 7.10312391e-06, 7.10294080e-06, 7.10284925e-06,
       7.10280347e-06, 7.10278058e-06, 7.10276914e-06, 7.10276342e-06,
       7.10276056e-06, 7.10275913e-06, 7.10275841e-06, 7.10275805e-06,
       7.10275787e-06, 7.10275778e-06, 7.10275774e-06, 7.10275772e-06]), 2755: array([3.26209292e-06, 3.81411375e-06, 4.09012432e-06, 4.22812968e-06,
       4.29713240e-06, 4.33163378e-06, 4.34888448e-06, 4.35750984e-06,
       4.36182252e-06, 4.36397886e-06, 4.36505703e-06, 4.36559611e-06,
       4.36586566e-06, 4.36600043e-06, 4.36606782e-06, 4.36610151e-06,
       4.36611835e-06, 4.36612678e-06, 4.36613099e-06, 4.36613310e-06,
       4.36613415e-06, 4.36613467e-06, 4.36613494e-06, 4.36613507e-06,
       4.36613514e-06, 4.36613517e-06, 4.36613518e-06, 4.36613519e-06]), 2760: array([2.34220870e-06, 2.72303885e-06, 2.91345394e-06, 3.00866150e-06,
       3.05626528e-06, 3.08006717e-06, 3.09196812e-06, 3.09791859e-06,
       3.10089383e-06, 3.10238145e-06, 3.10312526e-06, 3.10349716e-06,
       3.10368311e-06, 3.10377609e-06, 3.10382258e-06, 3.10384582e-06,
       3.10385744e-06, 3.10386325e-06, 3.10386616e-06, 3.10386761e-06,
       3.10386834e-06, 3.10386870e-06, 3.10386888e-06, 3.10386897e-06,
       3.10386902e-06, 3.10386904e-06, 3.10386905e-06, 3.10386906e-06]), 2765: array([0.00126103, 0.00097178, 0.00075824, 0.0006006 , 0.00048422,
       0.0003983 , 0.00033488, 0.00028805, 0.00025348, 0.00022796,
       0.00020912, 0.00019522, 0.00018495, 0.00017737, 0.00017177,
       0.00016764, 0.00016459, 0.00016234, 0.00016068, 0.00015945,
       0.00015854, 0.00015787, 0.00015738, 0.00015702, 0.00015675,
       0.00015655, 0.0001564 , 0.00015629]), 2770: array([0.00213967, 0.00219666, 0.00225365, 0.00231063, 0.00236762,
       0.00242461, 0.00248159, 0.00253858, 0.00259557, 0.00265256,
       0.00270954, 0.00276653, 0.00282352, 0.0028805 , 0.00293749,
       0.00299448, 0.00305147, 0.00310845, 0.00316544, 0.00322243,
       0.00327941, 0.0033364 , 0.00339339, 0.00345037, 0.00350736,
       0.00356435, 0.00362134, 0.00367832]), 2775: array([0.00017895, 0.00021162, 0.00023449, 0.0002505 , 0.00026171,
       0.00026955, 0.00027504, 0.00027888, 0.00028157, 0.00028346,
       0.00028478, 0.0002857 , 0.00028634, 0.0002868 , 0.00028711,
       0.00028733, 0.00028749, 0.0002876 , 0.00028767, 0.00028773,
       0.00028776, 0.00028779, 0.00028781, 0.00028782, 0.00028783,
       0.00028784, 0.00028784, 0.00028784]), 2780: array([0.00135197, 0.00105105, 0.00083046, 0.00066877, 0.00055023,
       0.00046335, 0.00039965, 0.00035296, 0.00031874, 0.00029365,
       0.00027526, 0.00026178, 0.0002519 , 0.00024465, 0.00023934,
       0.00023545, 0.0002326 , 0.0002305 , 0.00022897, 0.00022785,
       0.00022702, 0.00022642, 0.00022598, 0.00022565, 0.00022541,
       0.00022524, 0.00022511, 0.00022502]), 2785: array([4.23540036e-06, 8.42330351e-06, 1.26112066e-05, 1.67991097e-05,
       2.09870127e-05, 2.51749156e-05, 2.93628185e-05, 3.35507214e-05,
       3.77386242e-05, 4.19265269e-05, 4.61144296e-05, 5.03023323e-05,
       5.44902349e-05, 5.86781375e-05, 6.28660400e-05, 6.70539424e-05,
       7.12418449e-05, 7.54297472e-05, 7.96176495e-05, 8.38055518e-05,
       8.79934540e-05, 9.21813562e-05, 9.63692583e-05, 1.00557160e-04,
       1.04745062e-04, 1.08932964e-04, 1.13120866e-04, 1.17308768e-04]), 2790: array([0.00012596, 0.00015036, 0.00016738, 0.00017926, 0.00018755,
       0.00019333, 0.00019737, 0.00020019, 0.00020215, 0.00020352,
       0.00020448, 0.00020515, 0.00020562, 0.00020594, 0.00020617,
       0.00020633, 0.00020644, 0.00020651, 0.00020657, 0.00020661,
       0.00020663, 0.00020665, 0.00020666, 0.00020667, 0.00020668,
       0.00020668, 0.00020669, 0.00020669]), 2795: array([6.54212810e-05, 5.32778398e-05, 4.72060804e-05, 4.41701814e-05,
       4.26522222e-05, 4.18932378e-05, 4.15137432e-05, 4.13239946e-05,
       4.12291198e-05, 4.11816820e-05, 4.11579630e-05, 4.11461034e-05,
       4.11401736e-05, 4.11372086e-05, 4.11357262e-05, 4.11349849e-05,
       4.11346143e-05, 4.11344290e-05, 4.11343363e-05, 4.11342900e-05,
       4.11342668e-05, 4.11342553e-05, 4.11342495e-05, 4.11342466e-05,
       4.11342451e-05, 4.11342444e-05, 4.11342440e-05, 4.11342439e-05]), 2800: array([4.24628883e-05, 4.31200405e-05, 4.34486654e-05, 4.36130023e-05,
       4.36951829e-05, 4.37362794e-05, 4.37568306e-05, 4.37671078e-05,
       4.37722471e-05, 4.37748172e-05, 4.37761024e-05, 4.37767451e-05,
       4.37770665e-05, 4.37772272e-05, 4.37773076e-05, 4.37773478e-05,
       4.37773679e-05, 4.37773780e-05, 4.37773830e-05, 4.37773855e-05,
       4.37773868e-05, 4.37773874e-05, 4.37773877e-05, 4.37773879e-05,
       4.37773879e-05, 4.37773880e-05, 4.37773880e-05, 4.37773880e-05]), 2805: array([1.88558596e-05, 1.87464301e-05, 1.86917152e-05, 1.86643577e-05,
       1.86506789e-05, 1.86438394e-05, 1.86404197e-05, 1.86387098e-05,
       1.86378549e-05, 1.86374274e-05, 1.86372137e-05, 1.86371068e-05,
       1.86370534e-05, 1.86370267e-05, 1.86370133e-05, 1.86370066e-05,
       1.86370033e-05, 1.86370016e-05, 1.86370008e-05, 1.86370004e-05,
       1.86370002e-05, 1.86370001e-05, 1.86370000e-05, 1.86370000e-05,
       1.86370000e-05, 1.86370000e-05, 1.86370000e-05, 1.86370000e-05]), 2810: array([0.00016104, 0.00013595, 0.0001234 , 0.00011712, 0.00011398,
       0.00011241, 0.00011163, 0.00011124, 0.00011104, 0.00011094,
       0.00011089, 0.00011087, 0.00011086, 0.00011085, 0.00011085,
       0.00011084, 0.00011084, 0.00011084, 0.00011084, 0.00011084,
       0.00011084, 0.00011084, 0.00011084, 0.00011084, 0.00011084,
       0.00011084, 0.00011084, 0.00011084]), 2815: array([7.08010402e-05, 7.76472669e-05, 8.24395721e-05, 8.57941483e-05,
       8.81423253e-05, 8.97860309e-05, 9.09366120e-05, 9.17420097e-05,
       9.23057818e-05, 9.27004179e-05, 9.29766600e-05, 9.31700274e-05,
       9.33053830e-05, 9.34001309e-05, 9.34664537e-05, 9.35128791e-05,
       9.35453766e-05, 9.35681245e-05, 9.35840479e-05, 9.35951941e-05,
       9.36029964e-05, 9.36084580e-05, 9.36122810e-05, 9.36149571e-05,
       9.36168303e-05, 9.36181416e-05, 9.36190595e-05, 9.36197020e-05]), 2820: array([2.56770608e-05, 2.22274004e-05, 2.05025361e-05, 1.96400869e-05,
       1.92088538e-05, 1.89932329e-05, 1.88854204e-05, 1.88315131e-05,
       1.88045589e-05, 1.87910815e-05, 1.87843427e-05, 1.87809732e-05,
       1.87792884e-05, 1.87784460e-05, 1.87780248e-05, 1.87778142e-05,
       1.87777089e-05, 1.87776563e-05, 1.87776299e-05, 1.87776168e-05,
       1.87776102e-05, 1.87776069e-05, 1.87776052e-05, 1.87776044e-05,
       1.87776040e-05, 1.87776038e-05, 1.87776037e-05, 1.87776036e-05]), 2825: array([0.00030477, 0.00026564, 0.00023993, 0.00022302, 0.00021191,
       0.00020461, 0.00019981, 0.00019666, 0.00019459, 0.00019322,
       0.00019233, 0.00019174, 0.00019135, 0.0001911 , 0.00019093,
       0.00019082, 0.00019075, 0.0001907 , 0.00019067, 0.00019065,
       0.00019064, 0.00019063, 0.00019062, 0.00019062, 0.00019061,
       0.00019061, 0.00019061, 0.00019061]), 2830: array([0.00023596, 0.00021133, 0.00019901, 0.00019285, 0.00018977,
       0.00018823, 0.00018746, 0.00018707, 0.00018688, 0.00018678,
       0.00018673, 0.00018671, 0.0001867 , 0.00018669, 0.00018669,
       0.00018669, 0.00018669, 0.00018669, 0.00018669, 0.00018669,
       0.00018668, 0.00018668, 0.00018668, 0.00018668, 0.00018668,
       0.00018668, 0.00018668, 0.00018668]), 2835: array([3.23297758e-05, 3.24968558e-05, 3.25803956e-05, 3.26221654e-05,
       3.26430503e-05, 3.26534927e-05, 3.26587139e-05, 3.26613245e-05,
       3.26626298e-05, 3.26632824e-05, 3.26636088e-05, 3.26637719e-05,
       3.26638535e-05, 3.26638943e-05, 3.26639147e-05, 3.26639249e-05,
       3.26639300e-05, 3.26639325e-05, 3.26639338e-05, 3.26639344e-05,
       3.26639348e-05, 3.26639349e-05, 3.26639350e-05, 3.26639350e-05,
       3.26639351e-05, 3.26639351e-05, 3.26639351e-05, 3.26639351e-05]), 2840: array([5.23421388e-06, 5.90008745e-06, 6.49937336e-06, 7.03873040e-06,
       7.52415149e-06, 7.96103024e-06, 8.35422092e-06, 8.70809234e-06,
       9.02657646e-06, 9.31321202e-06, 9.57118388e-06, 9.80335845e-06,
       1.00123154e-05, 1.02003766e-05, 1.03696316e-05, 1.05219611e-05,
       1.06590575e-05, 1.07824442e-05, 1.08934921e-05, 1.09934353e-05,
       1.10833840e-05, 1.11643379e-05, 1.12371963e-05, 1.13027688e-05,
       1.13617841e-05, 1.14148978e-05, 1.14627001e-05, 1.15057222e-05]), 2845: array([1.47434076e-05, 1.47358218e-05, 1.47289945e-05, 1.47228500e-05,
       1.47173200e-05, 1.47123429e-05, 1.47078635e-05, 1.47038321e-05,
       1.47002038e-05, 1.46969384e-05, 1.46939995e-05, 1.46913545e-05,
       1.46889740e-05, 1.46868315e-05, 1.46849033e-05, 1.46831679e-05,
       1.46816060e-05, 1.46802004e-05, 1.46789353e-05, 1.46777967e-05,
       1.46767719e-05, 1.46758497e-05, 1.46750196e-05, 1.46742726e-05,
       1.46736003e-05, 1.46729952e-05, 1.46724506e-05, 1.46719605e-05]), 2850: array([0.00018089, 0.00016189, 0.00014776, 0.00013726, 0.00012945,
       0.00012364, 0.00011932, 0.00011611, 0.00011372, 0.00011195,
       0.00011063, 0.00010965, 0.00010892, 0.00010837, 0.00010797,
       0.00010767, 0.00010745, 0.00010728, 0.00010716, 0.00010706,
       0.000107  , 0.00010695, 0.00010691, 0.00010688, 0.00010686,
       0.00010684, 0.00010683, 0.00010682]), 2855: array([3.84259526e-05, 4.55337212e-05, 5.05091228e-05, 5.39918783e-05,
       5.64297893e-05, 5.81363145e-05, 5.93308734e-05, 6.01670585e-05,
       6.07523838e-05, 6.11621085e-05, 6.14489137e-05, 6.16496758e-05,
       6.17902083e-05, 6.18885803e-05, 6.19574402e-05, 6.20056418e-05,
       6.20393827e-05, 6.20630011e-05, 6.20795339e-05, 6.20911067e-05,
       6.20992077e-05, 6.21048783e-05, 6.21088477e-05, 6.21116262e-05,
       6.21135712e-05, 6.21149327e-05, 6.21158857e-05, 6.21165528e-05]), 2860: array([3.00620112e-06, 2.50155476e-06, 2.24923153e-06, 2.12306990e-06,
       2.05998907e-06, 2.02844865e-06, 2.01267844e-06, 2.00479333e-06,
       2.00085078e-06, 1.99887950e-06, 1.99789386e-06, 1.99740104e-06,
       1.99715463e-06, 1.99703143e-06, 1.99696983e-06, 1.99693903e-06,
       1.99692363e-06, 1.99691593e-06, 1.99691207e-06, 1.99691015e-06,
       1.99690919e-06, 1.99690871e-06, 1.99690847e-06, 1.99690835e-06,
       1.99690828e-06, 1.99690825e-06, 1.99690824e-06, 1.99690823e-06]), 2865: array([9.91568435e-06, 8.24879754e-06, 7.41525116e-06, 6.99842649e-06,
       6.78998840e-06, 6.68575648e-06, 6.63363409e-06, 6.60756967e-06,
       6.59453585e-06, 6.58801813e-06, 6.58475887e-06, 6.58312904e-06,
       6.58231403e-06, 6.58190647e-06, 6.58170266e-06, 6.58160075e-06,
       6.58154978e-06, 6.58152430e-06, 6.58151156e-06, 6.58150518e-06,
       6.58150200e-06, 6.58150040e-06, 6.58149961e-06, 6.58149921e-06,
       6.58149901e-06, 6.58149891e-06, 6.58149886e-06, 6.58149883e-06]), 2870: array([2.91203373e-06, 3.30678882e-06, 3.58311720e-06, 3.77654695e-06,
       3.91194769e-06, 4.00672815e-06, 4.07307442e-06, 4.11951679e-06,
       4.15202642e-06, 4.17478315e-06, 4.19071285e-06, 4.20186364e-06,
       4.20966918e-06, 4.21513306e-06, 4.21895777e-06, 4.22163507e-06,
       4.22350917e-06, 4.22482105e-06, 4.22573936e-06, 4.22638217e-06,
       4.22683215e-06, 4.22714713e-06, 4.22736761e-06, 4.22752195e-06,
       4.22762999e-06, 4.22770562e-06, 4.22775856e-06, 4.22779561e-06]), 2875: array([6.53821805e-07, 5.32258312e-07, 4.71476563e-07, 4.41085687e-07,
       4.25890249e-07, 4.18292529e-07, 4.14493669e-07, 4.12594239e-07,
       4.11644524e-07, 4.11169667e-07, 4.10932238e-07, 4.10813524e-07,
       4.10754166e-07, 4.10724488e-07, 4.10709648e-07, 4.10702229e-07,
       4.10698519e-07, 4.10696664e-07, 4.10695737e-07, 4.10695273e-07,
       4.10695041e-07, 4.10694925e-07, 4.10694867e-07, 4.10694838e-07,
       4.10694824e-07, 4.10694816e-07, 4.10694813e-07, 4.10694811e-07]), 2880: array([2.42670183e-05, 2.12728596e-05, 1.91769447e-05, 1.77098016e-05,
       1.66827996e-05, 1.59638968e-05, 1.54606640e-05, 1.51084003e-05,
       1.48618153e-05, 1.46892055e-05, 1.45683784e-05, 1.44837993e-05,
       1.44245938e-05, 1.43831499e-05, 1.43541391e-05, 1.43338315e-05,
       1.43196162e-05, 1.43096654e-05, 1.43026999e-05, 1.42978240e-05,
       1.42944108e-05, 1.42920216e-05, 1.42903492e-05, 1.42891785e-05,
       1.42883590e-05, 1.42877853e-05, 1.42873838e-05, 1.42871027e-05]), 2885: array([1.49914800e-05, 1.53656657e-05, 1.55527591e-05, 1.56463060e-05,
       1.56930796e-05, 1.57164665e-05, 1.57281599e-05, 1.57340067e-05,
       1.57369301e-05, 1.57383918e-05, 1.57391226e-05, 1.57394880e-05,
       1.57396707e-05, 1.57397621e-05, 1.57398078e-05, 1.57398306e-05,
       1.57398420e-05, 1.57398477e-05, 1.57398506e-05, 1.57398520e-05,
       1.57398527e-05, 1.57398531e-05, 1.57398533e-05, 1.57398534e-05,
       1.57398534e-05, 1.57398534e-05, 1.57398534e-05, 1.57398535e-05]), 2890: array([3.00640029e-06, 3.09239319e-06, 3.13538964e-06, 3.15688787e-06,
       3.16763698e-06, 3.17301154e-06, 3.17569882e-06, 3.17704246e-06,
       3.17771428e-06, 3.17805019e-06, 3.17821814e-06, 3.17830212e-06,
       3.17834411e-06, 3.17836510e-06, 3.17837560e-06, 3.17838085e-06,
       3.17838347e-06, 3.17838478e-06, 3.17838544e-06, 3.17838577e-06,
       3.17838593e-06, 3.17838601e-06, 3.17838606e-06, 3.17838608e-06,
       3.17838609e-06, 3.17838609e-06, 3.17838609e-06, 3.17838610e-06]), 2895: array([3.24094924e-06, 2.77363316e-06, 2.53997499e-06, 2.42314584e-06,
       2.36473123e-06, 2.33552391e-06, 2.32092024e-06, 2.31361841e-06,
       2.30996749e-06, 2.30814202e-06, 2.30722929e-06, 2.30677293e-06,
       2.30654474e-06, 2.30643065e-06, 2.30637361e-06, 2.30634508e-06,
       2.30633082e-06, 2.30632369e-06, 2.30632013e-06, 2.30631834e-06,
       2.30631745e-06, 2.30631701e-06, 2.30631678e-06, 2.30631667e-06,
       2.30631662e-06, 2.30631659e-06, 2.30631657e-06, 2.30631657e-06]), 2900: array([2.75417507e-06, 3.00565610e-06, 3.13139667e-06, 3.19426698e-06,
       3.22570215e-06, 3.24141974e-06, 3.24927854e-06, 3.25320794e-06,
       3.25517264e-06, 3.25615499e-06, 3.25664617e-06, 3.25689176e-06,
       3.25701455e-06, 3.25707595e-06, 3.25710665e-06, 3.25712200e-06,
       3.25712967e-06, 3.25713351e-06, 3.25713543e-06, 3.25713639e-06,
       3.25713687e-06, 3.25713711e-06, 3.25713723e-06, 3.25713729e-06,
       3.25713732e-06, 3.25713733e-06, 3.25713734e-06, 3.25713734e-06]), 2905: array([1.57406152e-06, 1.51536187e-06, 1.48601204e-06, 1.47133713e-06,
       1.46399968e-06, 1.46033095e-06, 1.45849658e-06, 1.45757940e-06,
       1.45712081e-06, 1.45689152e-06, 1.45677687e-06, 1.45671954e-06,
       1.45669088e-06, 1.45667655e-06, 1.45666939e-06, 1.45666580e-06,
       1.45666401e-06, 1.45666312e-06, 1.45666267e-06, 1.45666244e-06,
       1.45666233e-06, 1.45666228e-06, 1.45666225e-06, 1.45666223e-06,
       1.45666223e-06, 1.45666222e-06, 1.45666222e-06, 1.45666222e-06]), 2910: array([9.63971626e-07, 9.67477717e-07, 9.69230762e-07, 9.70107284e-07,
       9.70545546e-07, 9.70764676e-07, 9.70874242e-07, 9.70929024e-07,
       9.70956415e-07, 9.70970111e-07, 9.70976959e-07, 9.70980383e-07,
       9.70982095e-07, 9.70982951e-07, 9.70983379e-07, 9.70983593e-07,
       9.70983700e-07, 9.70983753e-07, 9.70983780e-07, 9.70983793e-07,
       9.70983800e-07, 9.70983803e-07, 9.70983805e-07, 9.70983806e-07,
       9.70983806e-07, 9.70983807e-07, 9.70983807e-07, 9.70983807e-07]), 2915: array([4.69764331e-06, 3.32291453e-06, 2.63555003e-06, 2.29186772e-06,
       2.12002654e-06, 2.03410594e-06, 1.99114563e-06, 1.96966547e-06,
       1.95892539e-06, 1.95355535e-06, 1.95087033e-06, 1.94952782e-06,
       1.94885656e-06, 1.94852093e-06, 1.94835312e-06, 1.94826921e-06,
       1.94822726e-06, 1.94820628e-06, 1.94819579e-06, 1.94819055e-06,
       1.94818793e-06, 1.94818662e-06, 1.94818596e-06, 1.94818563e-06,
       1.94818547e-06, 1.94818539e-06, 1.94818535e-06, 1.94818533e-06]), 2920: array([7.63807981e-06, 6.81369199e-06, 6.40149655e-06, 6.19539807e-06,
       6.09234844e-06, 6.04082344e-06, 6.01506084e-06, 6.00217950e-06,
       5.99573880e-06, 5.99251844e-06, 5.99090825e-06, 5.99010316e-06,
       5.98970061e-06, 5.98949933e-06, 5.98939870e-06, 5.98934838e-06,
       5.98932322e-06, 5.98931064e-06, 5.98930435e-06, 5.98930120e-06,
       5.98929963e-06, 5.98929884e-06, 5.98929845e-06, 5.98929825e-06,
       5.98929815e-06, 5.98929811e-06, 5.98929808e-06, 5.98929807e-06]), 2925: array([1.68165970e-06, 1.97850958e-06, 2.18630446e-06, 2.33176084e-06,
       2.43358029e-06, 2.50485389e-06, 2.55474540e-06, 2.58966945e-06,
       2.61411628e-06, 2.63122906e-06, 2.64320801e-06, 2.65159326e-06,
       2.65746294e-06, 2.66157172e-06, 2.66444786e-06, 2.66646116e-06,
       2.66787047e-06, 2.66885698e-06, 2.66954754e-06, 2.67003094e-06,
       2.67036931e-06, 2.67060617e-06, 2.67077198e-06, 2.67088804e-06,
       2.67096928e-06, 2.67102615e-06, 2.67106596e-06, 2.67109383e-06]), 2930: array([4.35259439e-06, 3.93783329e-06, 3.64750047e-06, 3.44426746e-06,
       3.30200434e-06, 3.20242014e-06, 3.13271118e-06, 3.08391491e-06,
       3.04975751e-06, 3.02584733e-06, 3.00911020e-06, 2.99739421e-06,
       2.98919301e-06, 2.98345217e-06, 2.97943359e-06, 2.97662057e-06,
       2.97465147e-06, 2.97327309e-06, 2.97230823e-06, 2.97163282e-06,
       2.97116004e-06, 2.97082909e-06, 2.97059743e-06, 2.97043526e-06,
       2.97032175e-06, 2.97024229e-06, 2.97018666e-06, 2.97014773e-06]), 2935: array([5.39076884e-06, 4.90769445e-06, 4.66615722e-06, 4.54538859e-06,
       4.48500427e-06, 4.45481211e-06, 4.43971603e-06, 4.43216798e-06,
       4.42839396e-06, 4.42650695e-06, 4.42556344e-06, 4.42509169e-06,
       4.42485581e-06, 4.42473788e-06, 4.42467891e-06, 4.42464942e-06,
       4.42463468e-06, 4.42462731e-06, 4.42462362e-06, 4.42462178e-06,
       4.42462086e-06, 4.42462040e-06, 4.42462017e-06, 4.42462005e-06,
       4.42462000e-06, 4.42461997e-06, 4.42461995e-06, 4.42461995e-06]), 2940: array([4.78287092e-06, 4.19143652e-06, 3.89571924e-06, 3.74786055e-06,
       3.67393119e-06, 3.63696650e-06, 3.61848415e-06, 3.60924297e-06,
       3.60462238e-06, 3.60231209e-06, 3.60115694e-06, 3.60057936e-06,
       3.60029058e-06, 3.60014618e-06, 3.60007399e-06, 3.60003789e-06,
       3.60001984e-06, 3.60001081e-06, 3.60000630e-06, 3.60000404e-06,
       3.60000292e-06, 3.60000235e-06, 3.60000207e-06, 3.60000193e-06,
       3.60000186e-06, 3.60000182e-06, 3.60000181e-06, 3.60000180e-06]), 2945: array([5.31709668e-06, 5.07258034e-06, 4.90094678e-06, 4.78047189e-06,
       4.69590685e-06, 4.63654804e-06, 4.59488225e-06, 4.56563576e-06,
       4.54510674e-06, 4.53069679e-06, 4.52058200e-06, 4.51348212e-06,
       4.50849849e-06, 4.50500033e-06, 4.50254486e-06, 4.50082129e-06,
       4.49961147e-06, 4.49876225e-06, 4.49816616e-06, 4.49774775e-06,
       4.49745405e-06, 4.49724790e-06, 4.49710319e-06, 4.49700162e-06,
       4.49693032e-06, 4.49688027e-06, 4.49684514e-06, 4.49682049e-06]), 2950: array([3.99371727e-06, 4.68562220e-06, 5.03157468e-06, 5.20455092e-06,
       5.29103905e-06, 5.33428311e-06, 5.35590515e-06, 5.36671616e-06,
       5.37212167e-06, 5.37482443e-06, 5.37617580e-06, 5.37685149e-06,
       5.37718934e-06, 5.37735826e-06, 5.37744272e-06, 5.37748495e-06,
       5.37750607e-06, 5.37751662e-06, 5.37752190e-06, 5.37752454e-06,
       5.37752586e-06, 5.37752652e-06, 5.37752685e-06, 5.37752702e-06,
       5.37752710e-06, 5.37752714e-06, 5.37752716e-06, 5.37752717e-06]), 2955: array([3.96125206e-06, 4.28125155e-06, 4.50525111e-06, 4.66205076e-06,
       4.77181047e-06, 4.84864225e-06, 4.90242447e-06, 4.94007201e-06,
       4.96642529e-06, 4.98487257e-06, 4.99778567e-06, 5.00682483e-06,
       5.01315224e-06, 5.01758143e-06, 5.02068186e-06, 5.02285216e-06,
       5.02437137e-06, 5.02543482e-06, 5.02617923e-06, 5.02670032e-06,
       5.02706508e-06, 5.02732041e-06, 5.02749914e-06, 5.02762426e-06,
       5.02771184e-06, 5.02777314e-06, 5.02781606e-06, 5.02784610e-06]), 2960: array([1.71669747e-05, 1.71622691e-05, 1.71580340e-05, 1.71542225e-05,
       1.71507921e-05, 1.71477047e-05, 1.71449261e-05, 1.71424254e-05,
       1.71401747e-05, 1.71381491e-05, 1.71363260e-05, 1.71346853e-05,
       1.71332086e-05, 1.71318796e-05, 1.71306835e-05, 1.71296070e-05,
       1.71286381e-05, 1.71277662e-05, 1.71269814e-05, 1.71262751e-05,
       1.71256395e-05, 1.71250674e-05, 1.71245525e-05, 1.71240891e-05,
       1.71236720e-05, 1.71232967e-05, 1.71229589e-05, 1.71226548e-05]), 2965: array([0.00010774, 0.00011078, 0.00011381, 0.00011685, 0.00011988,
       0.00012292, 0.00012595, 0.00012898, 0.00013202, 0.00013505,
       0.00013809, 0.00014112, 0.00014415, 0.00014719, 0.00015022,
       0.00015326, 0.00015629, 0.00015933, 0.00016236, 0.00016539,
       0.00016843, 0.00017146, 0.0001745 , 0.00017753, 0.00018056,
       0.0001836 , 0.00018663, 0.00018967]), 2970: array([0.00015489, 0.000147  , 0.00014244, 0.0001398 , 0.00013828,
       0.0001374 , 0.00013689, 0.00013659, 0.00013642, 0.00013632,
       0.00013627, 0.00013623, 0.00013622, 0.0001362 , 0.0001362 ,
       0.00013619, 0.00013619, 0.00013619, 0.00013619, 0.00013619,
       0.00013619, 0.00013619, 0.00013619, 0.00013619, 0.00013619,
       0.00013619, 0.00013619, 0.00013619]), 2975: array([3.53191314e-05, 3.98055807e-05, 4.29460751e-05, 4.51444070e-05,
       4.66832294e-05, 4.77603982e-05, 4.85144115e-05, 4.90422174e-05,
       4.94116792e-05, 4.96703008e-05, 4.98513347e-05, 4.99780576e-05,
       5.00667631e-05, 5.01288566e-05, 5.01723217e-05, 5.02027471e-05,
       5.02240447e-05, 5.02389530e-05, 5.02493887e-05, 5.02566937e-05,
       5.02618071e-05, 5.02653865e-05, 5.02678920e-05, 5.02696459e-05,
       5.02708736e-05, 5.02717330e-05, 5.02723345e-05, 5.02727556e-05]), 2980: array([0.00114352, 0.00118122, 0.00121889, 0.00125655, 0.00129419,
       0.0013318 , 0.00136939, 0.00140696, 0.00144451, 0.00148204,
       0.00151955, 0.00155703, 0.0015945 , 0.00163194, 0.00166936,
       0.00170676, 0.00174414, 0.00178149, 0.00181883, 0.00185614,
       0.00189344, 0.00193071, 0.00196796, 0.00200519, 0.0020424 ,
       0.00207958, 0.00211675, 0.00215389]), 2985: array([0.00012098, 0.00016445, 0.0001815 , 0.00018819, 0.00019081,
       0.00019184, 0.00019224, 0.0001924 , 0.00019246, 0.00019249,
       0.0001925 , 0.0001925 , 0.0001925 , 0.0001925 , 0.0001925 ,
       0.0001925 , 0.0001925 , 0.0001925 , 0.0001925 , 0.0001925 ,
       0.0001925 , 0.0001925 , 0.0001925 , 0.0001925 , 0.0001925 ,
       0.0001925 , 0.0001925 , 0.0001925 ]), 2990: array([3.89230061e-05, 4.35883077e-05, 4.77870596e-05, 5.15659188e-05,
       5.49668764e-05, 5.80277241e-05, 6.07824742e-05, 6.32617378e-05,
       6.54930648e-05, 6.75012497e-05, 6.93086078e-05, 7.09352226e-05,
       7.23991691e-05, 7.37167148e-05, 7.49025005e-05, 7.59697027e-05,
       7.69301802e-05, 7.77946060e-05, 7.85725856e-05, 7.92727639e-05,
       7.99029216e-05, 8.04700608e-05, 8.09804838e-05, 8.14398623e-05,
       8.18533011e-05, 8.22253942e-05, 8.25602765e-05, 8.28616692e-05]), 2995: array([1.72248324e-05, 1.97914207e-05, 2.15880265e-05, 2.28456462e-05,
       2.37259771e-05, 2.43422066e-05, 2.47735658e-05, 2.50755162e-05,
       2.52868808e-05, 2.54348355e-05, 2.55384034e-05, 2.56109008e-05,
       2.56616487e-05, 2.56971721e-05, 2.57220385e-05, 2.57394448e-05,
       2.57516293e-05, 2.57601583e-05, 2.57661286e-05, 2.57703079e-05,
       2.57732333e-05, 2.57752811e-05, 2.57767146e-05, 2.57777180e-05,
       2.57784204e-05, 2.57789120e-05, 2.57792562e-05, 2.57794971e-05]), 3000: array([8.63091094e-06, 7.82475601e-06, 7.26044737e-06, 6.86543119e-06,
       6.58891976e-06, 6.39536170e-06, 6.25987101e-06, 6.16502749e-06,
       6.09863701e-06, 6.05216366e-06, 6.01963230e-06, 5.99686034e-06,
       5.98091996e-06, 5.96976169e-06, 5.96195090e-06, 5.95648335e-06,
       5.95265606e-06, 5.94997695e-06, 5.94810158e-06, 5.94678882e-06,
       5.94586989e-06, 5.94522663e-06, 5.94477635e-06, 5.94446116e-06,
       5.94424052e-06, 5.94408608e-06, 5.94397797e-06, 5.94390229e-06]), 3005: array([5.39924385e-06, 5.41165562e-06, 5.41786151e-06, 5.42096445e-06,
       5.42251593e-06, 5.42329167e-06, 5.42367953e-06, 5.42387347e-06,
       5.42397044e-06, 5.42401892e-06, 5.42404316e-06, 5.42405528e-06,
       5.42406134e-06, 5.42406437e-06, 5.42406589e-06, 5.42406665e-06,
       5.42406702e-06, 5.42406721e-06, 5.42406731e-06, 5.42406736e-06,
       5.42406738e-06, 5.42406739e-06, 5.42406740e-06, 5.42406740e-06,
       5.42406740e-06, 5.42406740e-06, 5.42406740e-06, 5.42406740e-06]), 3010: array([5.52203468e-06, 5.54844480e-06, 5.56693187e-06, 5.57987282e-06,
       5.58893148e-06, 5.59527254e-06, 5.59971128e-06, 5.60281840e-06,
       5.60499338e-06, 5.60651586e-06, 5.60758160e-06, 5.60832762e-06,
       5.60884983e-06, 5.60921538e-06, 5.60947127e-06, 5.60965038e-06,
       5.60977577e-06, 5.60986353e-06, 5.60992497e-06, 5.60996798e-06,
       5.60999808e-06, 5.61001916e-06, 5.61003391e-06, 5.61004423e-06,
       5.61005146e-06, 5.61005652e-06, 5.61006006e-06, 5.61006254e-06]), 3015: array([3.92929191e-06, 3.93117280e-06, 3.93286561e-06, 3.93438914e-06,
       3.93576031e-06, 3.93699437e-06, 3.93810502e-06, 3.93910460e-06,
       3.94000423e-06, 3.94081389e-06, 3.94154259e-06, 3.94219842e-06,
       3.94278866e-06, 3.94331988e-06, 3.94379798e-06, 3.94422827e-06,
       3.94461553e-06, 3.94496406e-06, 3.94527775e-06, 3.94556006e-06,
       3.94581414e-06, 3.94604281e-06, 3.94624862e-06, 3.94643384e-06,
       3.94660055e-06, 3.94675058e-06, 3.94688561e-06, 3.94700713e-06]), 3020: array([4.08153735e-06, 4.06503351e-06, 4.05678158e-06, 4.05265562e-06,
       4.05059264e-06, 4.04956115e-06, 4.04904540e-06, 4.04878753e-06,
       4.04865859e-06, 4.04859412e-06, 4.04856189e-06, 4.04854577e-06,
       4.04853771e-06, 4.04853368e-06, 4.04853167e-06, 4.04853066e-06,
       4.04853016e-06, 4.04852991e-06, 4.04852978e-06, 4.04852972e-06,
       4.04852969e-06, 4.04852967e-06, 4.04852966e-06, 4.04852966e-06,
       4.04852966e-06, 4.04852966e-06, 4.04852966e-06, 4.04852966e-06]), 3025: array([4.82448655e-06, 4.82464841e-06, 4.82476171e-06, 4.82484102e-06,
       4.82489654e-06, 4.82493540e-06, 4.82496260e-06, 4.82498164e-06,
       4.82499497e-06, 4.82500431e-06, 4.82501084e-06, 4.82501541e-06,
       4.82501861e-06, 4.82502085e-06, 4.82502242e-06, 4.82502352e-06,
       4.82502428e-06, 4.82502482e-06, 4.82502520e-06, 4.82502546e-06,
       4.82502565e-06, 4.82502578e-06, 4.82502587e-06, 4.82502593e-06,
       4.82502597e-06, 4.82502600e-06, 4.82502603e-06, 4.82502604e-06]), 3030: array([1.36204579e-05, 1.36176346e-05, 1.36150936e-05, 1.36128067e-05,
       1.36107485e-05, 1.36088961e-05, 1.36072290e-05, 1.36057286e-05,
       1.36043782e-05, 1.36031629e-05, 1.36020691e-05, 1.36010846e-05,
       1.36001986e-05, 1.35994013e-05, 1.35986836e-05, 1.35980377e-05,
       1.35974564e-05, 1.35969333e-05, 1.35964624e-05, 1.35960387e-05,
       1.35956573e-05, 1.35953140e-05, 1.35950051e-05, 1.35947271e-05,
       1.35944768e-05, 1.35942516e-05, 1.35940489e-05, 1.35938665e-05]), 3035: array([0.00030688, 0.00024027, 0.00020247, 0.00018102, 0.00016885,
       0.00016194, 0.00015802, 0.0001558 , 0.00015453, 0.00015382,
       0.00015341, 0.00015318, 0.00015305, 0.00015298, 0.00015293,
       0.00015291, 0.0001529 , 0.00015289, 0.00015288, 0.00015288,
       0.00015288, 0.00015288, 0.00015288, 0.00015288, 0.00015288,
       0.00015288, 0.00015288, 0.00015288]), 3040: array([0.0001813 , 0.0001762 , 0.00017364, 0.00017237, 0.00017173,
       0.00017141, 0.00017125, 0.00017117, 0.00017113, 0.00017111,
       0.0001711 , 0.0001711 , 0.00017109, 0.00017109, 0.00017109,
       0.00017109, 0.00017109, 0.00017109, 0.00017109, 0.00017109,
       0.00017109, 0.00017109, 0.00017109, 0.00017109, 0.00017109,
       0.00017109, 0.00017109, 0.00017109]), 3045: array([5.17401245e-05, 5.17486443e-05, 5.17563122e-05, 5.17632133e-05,
       5.17694243e-05, 5.17750142e-05, 5.17800451e-05, 5.17845729e-05,
       5.17886480e-05, 5.17923155e-05, 5.17956163e-05, 5.17985870e-05,
       5.18012607e-05, 5.18036669e-05, 5.18058326e-05, 5.18077817e-05,
       5.18095359e-05, 5.18111146e-05, 5.18125355e-05, 5.18138143e-05,
       5.18149652e-05, 5.18160010e-05, 5.18169333e-05, 5.18177723e-05,
       5.18185274e-05, 5.18192070e-05, 5.18198187e-05, 5.18203692e-05]), 3050: array([0.00044711, 0.00046503, 0.00048295, 0.00050088, 0.0005188 ,
       0.00053672, 0.00055465, 0.00057257, 0.00059049, 0.00060842,
       0.00062634, 0.00064426, 0.00066219, 0.00068011, 0.00069803,
       0.00071596, 0.00073388, 0.0007518 , 0.00076973, 0.00078765,
       0.00080557, 0.00082349, 0.00084142, 0.00085934, 0.00087726,
       0.00089519, 0.00091311, 0.00093103]), 3055: array([0.00031586, 0.00027458, 0.00025187, 0.00023939, 0.00023252,
       0.00022874, 0.00022666, 0.00022552, 0.00022489, 0.00022454,
       0.00022435, 0.00022425, 0.00022419, 0.00022416, 0.00022414,
       0.00022413, 0.00022413, 0.00022412, 0.00022412, 0.00022412,
       0.00022412, 0.00022412, 0.00022412, 0.00022412, 0.00022412,
       0.00022412, 0.00022412, 0.00022412]), 3060: array([0.00011288, 0.00011528, 0.00011648, 0.00011709, 0.00011739,
       0.00011754, 0.00011761, 0.00011765, 0.00011767, 0.00011768,
       0.00011768, 0.00011768, 0.00011769, 0.00011769, 0.00011769,
       0.00011769, 0.00011769, 0.00011769, 0.00011769, 0.00011769,
       0.00011769, 0.00011769, 0.00011769, 0.00011769, 0.00011769,
       0.00011769, 0.00011769, 0.00011769]), 3065: array([1.66454312e-05, 1.88769476e-05, 2.04390044e-05, 2.15324410e-05,
       2.22978443e-05, 2.28336250e-05, 2.32086705e-05, 2.34712015e-05,
       2.36549727e-05, 2.37836121e-05, 2.38736594e-05, 2.39366924e-05,
       2.39808153e-05, 2.40117013e-05, 2.40333214e-05, 2.40484554e-05,
       2.40590492e-05, 2.40664649e-05, 2.40716558e-05, 2.40752894e-05,
       2.40778330e-05, 2.40796134e-05, 2.40808598e-05, 2.40817322e-05,
       2.40823429e-05, 2.40827704e-05, 2.40830696e-05, 2.40832791e-05]), 3070: array([1.48778607e-05, 1.21415650e-05, 1.02261574e-05, 8.88537160e-06,
       7.94682127e-06, 7.28983584e-06, 6.82994589e-06, 6.50802283e-06,
       6.28267661e-06, 6.12493421e-06, 6.01451449e-06, 5.93722067e-06,
       5.88311497e-06, 5.84524097e-06, 5.81872917e-06, 5.80017090e-06,
       5.78718010e-06, 5.77808654e-06, 5.77172105e-06, 5.76726520e-06,
       5.76414611e-06, 5.76196274e-06, 5.76043439e-06, 5.75936454e-06,
       5.75861564e-06, 5.75809141e-06, 5.75772446e-06, 5.75746758e-06]), 3075: array([7.13800692e-06, 7.88043751e-06, 8.25164844e-06, 8.43725173e-06,
       8.53005229e-06, 8.57645202e-06, 8.59965162e-06, 8.61125128e-06,
       8.61705104e-06, 8.61995089e-06, 8.62140079e-06, 8.62212574e-06,
       8.62248821e-06, 8.62266944e-06, 8.62276005e-06, 8.62280536e-06,
       8.62282801e-06, 8.62283934e-06, 8.62284500e-06, 8.62284783e-06,
       8.62284925e-06, 8.62284996e-06, 8.62285031e-06, 8.62285049e-06,
       8.62285058e-06, 8.62285062e-06, 8.62285064e-06, 8.62285066e-06]), 3080: array([1.47296472e-06, 1.62393595e-06, 1.75981004e-06, 1.88209671e-06,
       1.99215470e-06, 2.09120688e-06, 2.18035383e-06, 2.26058607e-06,
       2.33279508e-06, 2.39778318e-06, 2.45627246e-06, 2.50891281e-06,
       2.55628912e-06, 2.59892779e-06, 2.63730259e-06, 2.67183990e-06,
       2.70292348e-06, 2.73089870e-06, 2.75607640e-06, 2.77873632e-06,
       2.79913024e-06, 2.81748477e-06, 2.83400385e-06, 2.84887102e-06,
       2.86225147e-06, 2.87429387e-06, 2.88513203e-06, 2.89488637e-06]), 3085: array([1.16950983e-06, 1.08502232e-06, 1.04277856e-06, 1.02165668e-06,
       1.01109574e-06, 1.00581528e-06, 1.00317504e-06, 1.00185492e-06,
       1.00119486e-06, 1.00086483e-06, 1.00069982e-06, 1.00061731e-06,
       1.00057606e-06, 1.00055543e-06, 1.00054512e-06, 1.00053996e-06,
       1.00053738e-06, 1.00053609e-06, 1.00053545e-06, 1.00053513e-06,
       1.00053497e-06, 1.00053489e-06, 1.00053485e-06, 1.00053483e-06,
       1.00053482e-06, 1.00053481e-06, 1.00053481e-06, 1.00053481e-06]), 3090: array([7.02254069e-07, 6.99815927e-07, 6.98596856e-07, 6.97987320e-07,
       6.97682553e-07, 6.97530169e-07, 6.97453977e-07, 6.97415881e-07,
       6.97396833e-07, 6.97387309e-07, 6.97382547e-07, 6.97380166e-07,
       6.97378975e-07, 6.97378380e-07, 6.97378083e-07, 6.97377934e-07,
       6.97377859e-07, 6.97377822e-07, 6.97377804e-07, 6.97377794e-07,
       6.97377790e-07, 6.97377787e-07, 6.97377786e-07, 6.97377785e-07,
       6.97377785e-07, 6.97377785e-07, 6.97377785e-07, 6.97377785e-07]), 3095: array([5.31780009e-07, 5.33630832e-07, 5.34556243e-07, 5.35018948e-07,
       5.35250301e-07, 5.35365978e-07, 5.35423816e-07, 5.35452735e-07,
       5.35467194e-07, 5.35474424e-07, 5.35478039e-07, 5.35479846e-07,
       5.35480750e-07, 5.35481202e-07, 5.35481428e-07, 5.35481541e-07,
       5.35481597e-07, 5.35481626e-07, 5.35481640e-07, 5.35481647e-07,
       5.35481650e-07, 5.35481652e-07, 5.35481653e-07, 5.35481654e-07,
       5.35481654e-07, 5.35481654e-07, 5.35481654e-07, 5.35481654e-07]), 3100: array([2.95967491e-06, 2.60230156e-06, 2.42361483e-06, 2.33427144e-06,
       2.28959973e-06, 2.26726387e-06, 2.25609593e-06, 2.25051196e-06,
       2.24771998e-06, 2.24632399e-06, 2.24562599e-06, 2.24527699e-06,
       2.24510249e-06, 2.24501524e-06, 2.24497162e-06, 2.24494980e-06,
       2.24493890e-06, 2.24493344e-06, 2.24493072e-06, 2.24492936e-06,
       2.24492867e-06, 2.24492833e-06, 2.24492816e-06, 2.24492808e-06,
       2.24492803e-06, 2.24492801e-06, 2.24492800e-06, 2.24492800e-06]), 3105: array([1.75000113e-06, 1.74709422e-06, 1.74505939e-06, 1.74363500e-06,
       1.74263793e-06, 1.74193999e-06, 1.74145142e-06, 1.74110943e-06,
       1.74087003e-06, 1.74070245e-06, 1.74058515e-06, 1.74050304e-06,
       1.74044556e-06, 1.74040532e-06, 1.74037716e-06, 1.74035744e-06,
       1.74034364e-06, 1.74033398e-06, 1.74032722e-06, 1.74032249e-06,
       1.74031917e-06, 1.74031685e-06, 1.74031523e-06, 1.74031409e-06,
       1.74031330e-06, 1.74031274e-06, 1.74031235e-06, 1.74031208e-06]), 3110: array([4.85347722e-05, 3.43053411e-05, 2.71872857e-05, 2.36265872e-05,
       2.18454023e-05, 2.09543917e-05, 2.05086773e-05, 2.02857154e-05,
       2.01741822e-05, 2.01183894e-05, 2.00904799e-05, 2.00765186e-05,
       2.00695347e-05, 2.00660411e-05, 2.00642935e-05, 2.00634192e-05,
       2.00629819e-05, 2.00627632e-05, 2.00626537e-05, 2.00625990e-05,
       2.00625716e-05, 2.00625579e-05, 2.00625510e-05, 2.00625476e-05,
       2.00625459e-05, 2.00625450e-05, 2.00625446e-05, 2.00625444e-05]), 3115: array([0.00035173, 0.0003285 , 0.00030825, 0.00029059, 0.00027519,
       0.00026177, 0.00025006, 0.00023986, 0.00023097, 0.00022321,
       0.00021645, 0.00021055, 0.00020541, 0.00020093, 0.00019703,
       0.00019362, 0.00019065, 0.00018806, 0.00018581, 0.00018384,
       0.00018212, 0.00018063, 0.00017932, 0.00017819, 0.00017719,
       0.00017633, 0.00017558, 0.00017492]), 3120: array([4.85420850e-05, 5.38501500e-05, 5.65034184e-05, 5.78296707e-05,
       5.84926059e-05, 5.88239781e-05, 5.89896165e-05, 5.90724118e-05,
       5.91137976e-05, 5.91344845e-05, 5.91448250e-05, 5.91499938e-05,
       5.91525774e-05, 5.91538688e-05, 5.91545144e-05, 5.91548370e-05,
       5.91549983e-05, 5.91550790e-05, 5.91551193e-05, 5.91551394e-05,
       5.91551495e-05, 5.91551545e-05, 5.91551570e-05, 5.91551583e-05,
       5.91551589e-05, 5.91551592e-05, 5.91551594e-05, 5.91551595e-05]), 3125: array([1.33216393e-05, 1.47651260e-05, 1.54868609e-05, 1.58477242e-05,
       1.60281537e-05, 1.61183675e-05, 1.61634738e-05, 1.61860267e-05,
       1.61973030e-05, 1.62029411e-05, 1.62057601e-05, 1.62071696e-05,
       1.62078744e-05, 1.62082267e-05, 1.62084029e-05, 1.62084910e-05,
       1.62085351e-05, 1.62085571e-05, 1.62085681e-05, 1.62085736e-05,
       1.62085763e-05, 1.62085777e-05, 1.62085784e-05, 1.62085788e-05,
       1.62085789e-05, 1.62085790e-05, 1.62085791e-05, 1.62085791e-05]), 3130: array([4.94522614e-05, 3.91775654e-05, 3.40167701e-05, 3.14245952e-05,
       3.01225923e-05, 2.94686197e-05, 2.91401409e-05, 2.89751520e-05,
       2.88922810e-05, 2.88506563e-05, 2.88297490e-05, 2.88192477e-05,
       2.88139730e-05, 2.88113237e-05, 2.88099930e-05, 2.88093246e-05,
       2.88089888e-05, 2.88088202e-05, 2.88087355e-05, 2.88086930e-05,
       2.88086716e-05, 2.88086609e-05, 2.88086555e-05, 2.88086528e-05,
       2.88086514e-05, 2.88086507e-05, 2.88086504e-05, 2.88086502e-05]), 3135: array([2.19999062e-05, 2.39492531e-05, 2.49239230e-05, 2.54112561e-05,
       2.56549219e-05, 2.57767543e-05, 2.58376703e-05, 2.58681281e-05,
       2.58833570e-05, 2.58909715e-05, 2.58947786e-05, 2.58966822e-05,
       2.58976340e-05, 2.58981099e-05, 2.58983479e-05, 2.58984668e-05,
       2.58985263e-05, 2.58985561e-05, 2.58985709e-05, 2.58985784e-05,
       2.58985821e-05, 2.58985840e-05, 2.58985849e-05, 2.58985853e-05,
       2.58985856e-05, 2.58985857e-05, 2.58985858e-05, 2.58985858e-05]), 3140: array([2.81737844e-05, 2.62283867e-05, 2.52560244e-05, 2.47700116e-05,
       2.45270892e-05, 2.44056701e-05, 2.43449815e-05, 2.43146478e-05,
       2.42994861e-05, 2.42919079e-05, 2.42881201e-05, 2.42862269e-05,
       2.42852806e-05, 2.42848076e-05, 2.42845712e-05, 2.42844531e-05,
       2.42843940e-05, 2.42843645e-05, 2.42843497e-05, 2.42843424e-05,
       2.42843387e-05, 2.42843368e-05, 2.42843359e-05, 2.42843354e-05,
       2.42843352e-05, 2.42843351e-05, 2.42843350e-05, 2.42843350e-05]), 3145: array([1.84932367e-05, 1.85883711e-05, 1.86359383e-05, 1.86597219e-05,
       1.86716137e-05, 1.86775596e-05, 1.86805326e-05, 1.86820190e-05,
       1.86827623e-05, 1.86831339e-05, 1.86833197e-05, 1.86834126e-05,
       1.86834590e-05, 1.86834823e-05, 1.86834939e-05, 1.86834997e-05,
       1.86835026e-05, 1.86835040e-05, 1.86835048e-05, 1.86835051e-05,
       1.86835053e-05, 1.86835054e-05, 1.86835055e-05, 1.86835055e-05,
       1.86835055e-05, 1.86835055e-05, 1.86835055e-05, 1.86835055e-05]), 3150: array([5.78396284e-06, 6.62554939e-06, 7.21465977e-06, 7.62703689e-06,
       7.91570076e-06, 8.11776541e-06, 8.25921061e-06, 8.35822221e-06,
       8.42753031e-06, 8.47604596e-06, 8.51000690e-06, 8.53377956e-06,
       8.55042041e-06, 8.56206900e-06, 8.57022301e-06, 8.57593082e-06,
       8.57992628e-06, 8.58272310e-06, 8.58468088e-06, 8.58605132e-06,
       8.58701063e-06, 8.58768214e-06, 8.58815220e-06, 8.58848125e-06,
       8.58871158e-06, 8.58887281e-06, 8.58898567e-06, 8.58906467e-06]), 3155: array([9.79389518e-05, 8.34510517e-05, 7.33094832e-05, 6.62103583e-05,
       6.12409521e-05, 5.77623546e-05, 5.53273271e-05, 5.36228014e-05,
       5.24296289e-05, 5.15944050e-05, 5.10097460e-05, 5.06004832e-05,
       5.03139982e-05, 5.01134579e-05, 4.99730791e-05, 4.98748136e-05,
       4.98060275e-05, 4.97578771e-05, 4.97241716e-05, 4.97005777e-05,
       4.96840619e-05, 4.96725008e-05, 4.96644080e-05, 4.96587431e-05,
       4.96547776e-05, 4.96520017e-05, 4.96500586e-05, 4.96486984e-05]), 3160: array([3.18365824e-05, 3.60874875e-05, 3.90631001e-05, 4.11460143e-05,
       4.26040439e-05, 4.36246575e-05, 4.43390820e-05, 4.48391756e-05,
       4.51892386e-05, 4.54342811e-05, 4.56058095e-05, 4.57258786e-05,
       4.58099264e-05, 4.58687594e-05, 4.59099423e-05, 4.59387700e-05,
       4.59589494e-05, 4.59730748e-05, 4.59829625e-05, 4.59898838e-05,
       4.59947288e-05, 4.59981202e-05, 4.60004941e-05, 4.60021559e-05,
       4.60033191e-05, 4.60041334e-05, 4.60047034e-05, 4.60051024e-05]), 3165: array([4.26252350e-06, 4.26099966e-06, 4.25962819e-06, 4.25839388e-06,
       4.25728299e-06, 4.25628320e-06, 4.25538338e-06, 4.25457355e-06,
       4.25384470e-06, 4.25318873e-06, 4.25259836e-06, 4.25206703e-06,
       4.25158883e-06, 4.25115845e-06, 4.25077111e-06, 4.25042250e-06,
       4.25010875e-06, 4.24982638e-06, 4.24957224e-06, 4.24934352e-06,
       4.24913767e-06, 4.24895241e-06, 4.24878567e-06, 4.24863561e-06,
       4.24850055e-06, 4.24837900e-06, 4.24826960e-06, 4.24817114e-06]), 3170: array([6.31467664e-05, 5.48922578e-05, 4.91107260e-05, 4.50612893e-05,
       4.22250276e-05, 4.02384845e-05, 3.88470920e-05, 3.78725482e-05,
       3.71899689e-05, 3.67118843e-05, 3.63770296e-05, 3.61424944e-05,
       3.59782238e-05, 3.58631672e-05, 3.57825805e-05, 3.57261369e-05,
       3.56866033e-05, 3.56589136e-05, 3.56395194e-05, 3.56259356e-05,
       3.56164214e-05, 3.56097576e-05, 3.56050901e-05, 3.56018210e-05,
       3.55995313e-05, 3.55979276e-05, 3.55968043e-05, 3.55960176e-05]), 3175: array([2.37028616e-05, 2.68974600e-05, 2.84947675e-05, 2.92934255e-05,
       2.96927565e-05, 2.98924230e-05, 2.99922568e-05, 3.00421740e-05,
       3.00671327e-05, 3.00796121e-05, 3.00858519e-05, 3.00889718e-05,
       3.00905317e-05, 3.00913117e-05, 3.00917017e-05, 3.00918967e-05,
       3.00919942e-05, 3.00920429e-05, 3.00920673e-05, 3.00920795e-05,
       3.00920856e-05, 3.00920886e-05, 3.00920902e-05, 3.00920909e-05,
       3.00920913e-05, 3.00920915e-05, 3.00920916e-05, 3.00920916e-05]), 3180: array([1.52440088e-06, 1.53381181e-06, 1.53851727e-06, 1.54087000e-06,
       1.54204636e-06, 1.54263455e-06, 1.54292864e-06, 1.54307568e-06,
       1.54314921e-06, 1.54318597e-06, 1.54320435e-06, 1.54321354e-06,
       1.54321813e-06, 1.54322043e-06, 1.54322158e-06, 1.54322215e-06,
       1.54322244e-06, 1.54322258e-06, 1.54322266e-06, 1.54322269e-06,
       1.54322271e-06, 1.54322272e-06, 1.54322272e-06, 1.54322273e-06,
       1.54322273e-06, 1.54322273e-06, 1.54322273e-06, 1.54322273e-06]), 3185: array([1.54875523e-06, 1.53184430e-06, 1.52338884e-06, 1.51916111e-06,
       1.51704724e-06, 1.51599031e-06, 1.51546184e-06, 1.51519761e-06,
       1.51506549e-06, 1.51499944e-06, 1.51496641e-06, 1.51494989e-06,
       1.51494164e-06, 1.51493751e-06, 1.51493544e-06, 1.51493441e-06,
       1.51493389e-06, 1.51493364e-06, 1.51493351e-06, 1.51493344e-06,
       1.51493341e-06, 1.51493339e-06, 1.51493339e-06, 1.51493338e-06,
       1.51493338e-06, 1.51493338e-06, 1.51493338e-06, 1.51493338e-06]), 3190: array([2.00327856e-06, 1.98983195e-06, 1.98310864e-06, 1.97974699e-06,
       1.97806617e-06, 1.97722575e-06, 1.97680555e-06, 1.97659544e-06,
       1.97649039e-06, 1.97643787e-06, 1.97641160e-06, 1.97639847e-06,
       1.97639191e-06, 1.97638862e-06, 1.97638698e-06, 1.97638616e-06,
       1.97638575e-06, 1.97638555e-06, 1.97638544e-06, 1.97638539e-06,
       1.97638537e-06, 1.97638535e-06, 1.97638535e-06, 1.97638534e-06,
       1.97638534e-06, 1.97638534e-06, 1.97638534e-06, 1.97638534e-06]), 3195: array([6.32873147e-06, 6.32035679e-06, 6.31616945e-06, 6.31407578e-06,
       6.31302895e-06, 6.31250553e-06, 6.31224382e-06, 6.31211297e-06,
       6.31204754e-06, 6.31201482e-06, 6.31199847e-06, 6.31199029e-06,
       6.31198620e-06, 6.31198416e-06, 6.31198313e-06, 6.31198262e-06,
       6.31198237e-06, 6.31198224e-06, 6.31198218e-06, 6.31198214e-06,
       6.31198213e-06, 6.31198212e-06, 6.31198212e-06, 6.31198211e-06,
       6.31198211e-06, 6.31198211e-06, 6.31198211e-06, 6.31198211e-06]), 3200: array([4.42207724e-06, 4.69094492e-06, 4.82537878e-06, 4.89259571e-06,
       4.92620418e-06, 4.94300842e-06, 4.95141054e-06, 4.95561160e-06,
       4.95771213e-06, 4.95876240e-06, 4.95928753e-06, 4.95955009e-06,
       4.95968138e-06, 4.95974702e-06, 4.95977984e-06, 4.95979625e-06,
       4.95980446e-06, 4.95980856e-06, 4.95981061e-06, 4.95981163e-06,
       4.95981215e-06, 4.95981240e-06, 4.95981253e-06, 4.95981260e-06,
       4.95981263e-06, 4.95981264e-06, 4.95981265e-06, 4.95981266e-06]), 3205: array([1.85701300e-06, 1.86135148e-06, 1.86438841e-06, 1.86651427e-06,
       1.86800236e-06, 1.86904403e-06, 1.86977320e-06, 1.87028362e-06,
       1.87064091e-06, 1.87089101e-06, 1.87106609e-06, 1.87118864e-06,
       1.87127442e-06, 1.87133447e-06, 1.87137651e-06, 1.87140593e-06,
       1.87142653e-06, 1.87144095e-06, 1.87145104e-06, 1.87145811e-06,
       1.87146305e-06, 1.87146651e-06, 1.87146894e-06, 1.87147063e-06,
       1.87147182e-06, 1.87147265e-06, 1.87147323e-06, 1.87147364e-06]), 3210: array([2.61124137e-06, 2.15242660e-06, 1.92301915e-06, 1.80831539e-06,
       1.75096349e-06, 1.72228754e-06, 1.70794955e-06, 1.70078056e-06,
       1.69719606e-06, 1.69540381e-06, 1.69450769e-06, 1.69405962e-06,
       1.69383559e-06, 1.69372358e-06, 1.69366757e-06, 1.69363957e-06,
       1.69362556e-06, 1.69361856e-06, 1.69361506e-06, 1.69361331e-06,
       1.69361244e-06, 1.69361200e-06, 1.69361178e-06, 1.69361167e-06,
       1.69361162e-06, 1.69361159e-06, 1.69361158e-06, 1.69361157e-06]), 3215: array([1.33151886e-06, 1.54624403e-06, 1.65360663e-06, 1.70728793e-06,
       1.73412858e-06, 1.74754891e-06, 1.75425907e-06, 1.75761416e-06,
       1.75929170e-06, 1.76013047e-06, 1.76054985e-06, 1.76075955e-06,
       1.76086439e-06, 1.76091682e-06, 1.76094303e-06, 1.76095613e-06,
       1.76096269e-06, 1.76096596e-06, 1.76096760e-06, 1.76096842e-06,
       1.76096883e-06, 1.76096904e-06, 1.76096914e-06, 1.76096919e-06,
       1.76096921e-06, 1.76096923e-06, 1.76096923e-06, 1.76096924e-06]), 3220: array([9.93955430e-06, 7.20832543e-06, 5.84271012e-06, 5.15990203e-06,
       4.81849777e-06, 4.64779553e-06, 4.56244435e-06, 4.51976874e-06,
       4.49843091e-06, 4.48776200e-06, 4.48242753e-06, 4.47976030e-06,
       4.47842668e-06, 4.47775988e-06, 4.47742647e-06, 4.47725977e-06,
       4.47717642e-06, 4.47713474e-06, 4.47711390e-06, 4.47710349e-06,
       4.47709828e-06, 4.47709567e-06, 4.47709437e-06, 4.47709372e-06,
       4.47709339e-06, 4.47709323e-06, 4.47709315e-06, 4.47709311e-06]), 3225: array([2.79092138e-05, 2.86319105e-05, 2.93511359e-05, 3.00669064e-05,
       3.07792389e-05, 3.14881496e-05, 3.21936551e-05, 3.28957718e-05,
       3.35945159e-05, 3.42899036e-05, 3.49819510e-05, 3.56706742e-05,
       3.63560892e-05, 3.70382118e-05, 3.77170579e-05, 3.83926431e-05,
       3.90649832e-05, 3.97340938e-05, 4.03999903e-05, 4.10626882e-05,
       4.17222029e-05, 4.23785496e-05, 4.30317436e-05, 4.36818001e-05,
       4.43287340e-05, 4.49725603e-05, 4.56132941e-05, 4.62509502e-05]), 3230: array([2.88780777e-05, 2.25445716e-05, 1.93778099e-05, 1.77944248e-05,
       1.70027300e-05, 1.66068816e-05, 1.64089569e-05, 1.63099942e-05,
       1.62605128e-05, 1.62357720e-05, 1.62234015e-05, 1.62172163e-05,
       1.62141237e-05, 1.62125774e-05, 1.62118042e-05, 1.62114176e-05,
       1.62112243e-05, 1.62111277e-05, 1.62110794e-05, 1.62110552e-05,
       1.62110431e-05, 1.62110371e-05, 1.62110340e-05, 1.62110325e-05,
       1.62110318e-05, 1.62110314e-05, 1.62110312e-05, 1.62110311e-05]), 3235: array([9.72253248e-06, 1.05862520e-05, 1.10181114e-05, 1.12340410e-05,
       1.13420057e-05, 1.13959880e-05, 1.14229791e-05, 1.14364747e-05,
       1.14432224e-05, 1.14465963e-05, 1.14482833e-05, 1.14491267e-05,
       1.14495485e-05, 1.14497593e-05, 1.14498648e-05, 1.14499175e-05,
       1.14499439e-05, 1.14499570e-05, 1.14499636e-05, 1.14499669e-05,
       1.14499686e-05, 1.14499694e-05, 1.14499698e-05, 1.14499700e-05,
       1.14499701e-05, 1.14499702e-05, 1.14499702e-05, 1.14499702e-05]), 3240: array([1.54897409e-06, 1.74377645e-06, 1.88013809e-06, 1.97559123e-06,
       2.04240842e-06, 2.08918044e-06, 2.12192085e-06, 2.14483914e-06,
       2.16088194e-06, 2.17211190e-06, 2.17997287e-06, 2.18547555e-06,
       2.18932742e-06, 2.19202373e-06, 2.19391115e-06, 2.19523234e-06,
       2.19615718e-06, 2.19680456e-06, 2.19725773e-06, 2.19757495e-06,
       2.19779700e-06, 2.19795244e-06, 2.19806124e-06, 2.19813741e-06,
       2.19819072e-06, 2.19822804e-06, 2.19825417e-06, 2.19827245e-06]), 3245: array([5.51996626e-07, 5.52357757e-07, 5.52538323e-07, 5.52628605e-07,
       5.52673747e-07, 5.52696317e-07, 5.52707603e-07, 5.52713246e-07,
       5.52716067e-07, 5.52717478e-07, 5.52718183e-07, 5.52718536e-07,
       5.52718712e-07, 5.52718800e-07, 5.52718844e-07, 5.52718866e-07,
       5.52718877e-07, 5.52718883e-07, 5.52718885e-07, 5.52718887e-07,
       5.52718888e-07, 5.52718888e-07, 5.52718888e-07, 5.52718888e-07,
       5.52718888e-07, 5.52718888e-07, 5.52718888e-07, 5.52718888e-07]), 3250: array([1.19571894e-06, 1.19127836e-06, 1.18905807e-06, 1.18794793e-06,
       1.18739286e-06, 1.18711532e-06, 1.18697656e-06, 1.18690717e-06,
       1.18687248e-06, 1.18685513e-06, 1.18684646e-06, 1.18684212e-06,
       1.18683996e-06, 1.18683887e-06, 1.18683833e-06, 1.18683806e-06,
       1.18683792e-06, 1.18683786e-06, 1.18683782e-06, 1.18683780e-06,
       1.18683780e-06, 1.18683779e-06, 1.18683779e-06, 1.18683779e-06,
       1.18683779e-06, 1.18683779e-06, 1.18683779e-06, 1.18683779e-06]), 3255: array([1.19933614e-06, 1.18381487e-06, 1.17605424e-06, 1.17217393e-06,
       1.17023377e-06, 1.16926369e-06, 1.16877865e-06, 1.16853613e-06,
       1.16841487e-06, 1.16835424e-06, 1.16832393e-06, 1.16830877e-06,
       1.16830119e-06, 1.16829740e-06, 1.16829550e-06, 1.16829456e-06,
       1.16829408e-06, 1.16829385e-06, 1.16829373e-06, 1.16829367e-06,
       1.16829364e-06, 1.16829363e-06, 1.16829362e-06, 1.16829361e-06,
       1.16829361e-06, 1.16829361e-06, 1.16829361e-06, 1.16829361e-06]), 3260: array([3.13155562e-06, 3.12196112e-06, 3.11716387e-06, 3.11476524e-06,
       3.11356593e-06, 3.11296628e-06, 3.11266645e-06, 3.11251654e-06,
       3.11244158e-06, 3.11240410e-06, 3.11238536e-06, 3.11237599e-06,
       3.11237131e-06, 3.11236896e-06, 3.11236779e-06, 3.11236721e-06,
       3.11236691e-06, 3.11236677e-06, 3.11236669e-06, 3.11236666e-06,
       3.11236664e-06, 3.11236663e-06, 3.11236663e-06, 3.11236662e-06,
       3.11236662e-06, 3.11236662e-06, 3.11236662e-06, 3.11236662e-06]), 3265: array([1.64831636e-05, 1.47525644e-05, 1.35402806e-05, 1.26910764e-05,
       1.20962093e-05, 1.16795053e-05, 1.13876043e-05, 1.11831279e-05,
       1.10398922e-05, 1.09395557e-05, 1.08692701e-05, 1.08200350e-05,
       1.07855458e-05, 1.07613862e-05, 1.07444624e-05, 1.07326073e-05,
       1.07243028e-05, 1.07184855e-05, 1.07144105e-05, 1.07115559e-05,
       1.07095563e-05, 1.07081556e-05, 1.07071744e-05, 1.07064871e-05,
       1.07060056e-05, 1.07056683e-05, 1.07054321e-05, 1.07052666e-05]), 3270: array([8.71504920e-05, 6.97531113e-05, 6.10543780e-05, 5.67049899e-05,
       5.45302851e-05, 5.34429274e-05, 5.28992458e-05, 5.26274037e-05,
       5.24914819e-05, 5.24235207e-05, 5.23895400e-05, 5.23725495e-05,
       5.23640542e-05, 5.23598066e-05, 5.23576827e-05, 5.23566208e-05,
       5.23560898e-05, 5.23558244e-05, 5.23556916e-05, 5.23556252e-05,
       5.23555921e-05, 5.23555755e-05, 5.23555672e-05, 5.23555630e-05,
       5.23555609e-05, 5.23555599e-05, 5.23555594e-05, 5.23555591e-05]), 3275: array([2.53963818e-05, 2.83876449e-05, 3.04814919e-05, 3.19471586e-05,
       3.29731071e-05, 3.36912583e-05, 3.41939551e-05, 3.45458366e-05,
       3.47921493e-05, 3.49645651e-05, 3.50852541e-05, 3.51697348e-05,
       3.52288703e-05, 3.52702643e-05, 3.52992397e-05, 3.53195221e-05,
       3.53337195e-05, 3.53436575e-05, 3.53506140e-05, 3.53554834e-05,
       3.53588920e-05, 3.53612779e-05, 3.53629481e-05, 3.53641171e-05,
       3.53649355e-05, 3.53655083e-05, 3.53659093e-05, 3.53661899e-05]), 3280: array([6.45050773e-06, 7.62683652e-06, 8.45026622e-06, 9.02666671e-06,
       9.43014684e-06, 9.71258277e-06, 9.91028782e-06, 1.00486813e-05,
       1.01455567e-05, 1.02133694e-05, 1.02608383e-05, 1.02940665e-05,
       1.03173262e-05, 1.03336080e-05, 1.03450052e-05, 1.03529833e-05,
       1.03585680e-05, 1.03624772e-05, 1.03652137e-05, 1.03671292e-05,
       1.03684701e-05, 1.03694087e-05, 1.03700657e-05, 1.03705256e-05,
       1.03708476e-05, 1.03710729e-05, 1.03712307e-05, 1.03713411e-05]), 3285: array([5.98163141e-05, 5.18642528e-05, 4.78484391e-05, 4.58204417e-05,
       4.47962973e-05, 4.42791014e-05, 4.40179160e-05, 4.38860166e-05,
       4.38194071e-05, 4.37857690e-05, 4.37687817e-05, 4.37602031e-05,
       4.37558709e-05, 4.37536831e-05, 4.37525782e-05, 4.37520203e-05,
       4.37517385e-05, 4.37515962e-05, 4.37515244e-05, 4.37514881e-05,
       4.37514698e-05, 4.37514605e-05, 4.37514558e-05, 4.37514535e-05,
       4.37514523e-05, 4.37514517e-05, 4.37514514e-05, 4.37514512e-05]), 3290: array([1.68402039e-05, 1.87990773e-05, 2.05620549e-05, 2.21487270e-05,
       2.35767251e-05, 2.48619170e-05, 2.60185842e-05, 2.70595797e-05,
       2.79964710e-05, 2.88396691e-05, 2.95985438e-05, 3.02815277e-05,
       3.08962102e-05, 3.14494217e-05, 3.19473098e-05, 3.23954068e-05,
       3.27986922e-05, 3.31616473e-05, 3.34883053e-05, 3.37822960e-05,
       3.40468864e-05, 3.42850167e-05, 3.44993328e-05, 3.46922164e-05,
       3.48658108e-05, 3.50220450e-05, 3.51626552e-05, 3.52892036e-05]), 3295: array([4.53929356e-06, 4.88423029e-06, 5.05669862e-06, 5.14293277e-06,
       5.18604984e-06, 5.20760837e-06, 5.21838763e-06, 5.22377726e-06,
       5.22647208e-06, 5.22781949e-06, 5.22849319e-06, 5.22883004e-06,
       5.22899847e-06, 5.22908268e-06, 5.22912479e-06, 5.22914584e-06,
       5.22915637e-06, 5.22916163e-06, 5.22916426e-06, 5.22916558e-06,
       5.22916623e-06, 5.22916656e-06, 5.22916673e-06, 5.22916681e-06,
       5.22916685e-06, 5.22916687e-06, 5.22916688e-06, 5.22916689e-06]), 3300: array([9.20494488e-05, 7.38088604e-05, 6.10396962e-05, 5.21007545e-05,
       4.58431267e-05, 4.14625292e-05, 3.83959302e-05, 3.62491844e-05,
       3.47463739e-05, 3.36943445e-05, 3.29578805e-05, 3.24423254e-05,
       3.20814155e-05, 3.18287637e-05, 3.16518970e-05, 3.15280831e-05,
       3.14414082e-05, 3.13807322e-05, 3.13382565e-05, 3.13085218e-05,
       3.12877062e-05, 3.12731345e-05, 3.12629336e-05, 3.12557927e-05,
       3.12507937e-05, 3.12472942e-05, 3.12448444e-05, 3.12431294e-05]), 3305: array([7.34804796e-05, 7.34864009e-05, 7.34917300e-05, 7.34965262e-05,
       7.35008428e-05, 7.35047277e-05, 7.35082241e-05, 7.35113709e-05,
       7.35142030e-05, 7.35167520e-05, 7.35190460e-05, 7.35211106e-05,
       7.35229687e-05, 7.35246411e-05, 7.35261462e-05, 7.35275008e-05,
       7.35287199e-05, 7.35298172e-05, 7.35308047e-05, 7.35316934e-05,
       7.35324933e-05, 7.35332132e-05, 7.35338611e-05, 7.35344442e-05,
       7.35349690e-05, 7.35354413e-05, 7.35358664e-05, 7.35362490e-05]), 3310: array([2.70221331e-05, 3.16915955e-05, 3.49594542e-05, 3.72464199e-05,
       3.88469213e-05, 3.99670100e-05, 4.07508886e-05, 4.12994752e-05,
       4.16833959e-05, 4.19520775e-05, 4.21401106e-05, 4.22717030e-05,
       4.23637961e-05, 4.24282462e-05, 4.24733507e-05, 4.25049165e-05,
       4.25270073e-05, 4.25424673e-05, 4.25532868e-05, 4.25608586e-05,
       4.25661577e-05, 4.25698661e-05, 4.25724614e-05, 4.25742777e-05,
       4.25755489e-05, 4.25764384e-05, 4.25770610e-05, 4.25774967e-05]), 3315: array([5.10532456e-05, 4.78574450e-05, 4.49812237e-05, 4.23926238e-05,
       4.00628832e-05, 3.79661160e-05, 3.60790250e-05, 3.43806427e-05,
       3.28520981e-05, 3.14764076e-05, 3.02382857e-05, 2.91239758e-05,
       2.81210965e-05, 2.72185049e-05, 2.64061722e-05, 2.56750726e-05,
       2.50170827e-05, 2.44248917e-05, 2.38919196e-05, 2.34122446e-05,
       2.29805370e-05, 2.25920000e-05, 2.22423166e-05, 2.19276014e-05,
       2.16443577e-05, 2.13894383e-05, 2.11600108e-05, 2.09535259e-05]), 3320: array([2.54954545e-05, 2.77548710e-05, 2.88968793e-05, 2.94741006e-05,
       2.97658535e-05, 2.99133183e-05, 2.99878535e-05, 3.00255268e-05,
       3.00445686e-05, 3.00541931e-05, 3.00590578e-05, 3.00615166e-05,
       3.00627594e-05, 3.00633876e-05, 3.00637051e-05, 3.00638656e-05,
       3.00639467e-05, 3.00639877e-05, 3.00640084e-05, 3.00640189e-05,
       3.00640242e-05, 3.00640268e-05, 3.00640282e-05, 3.00640289e-05,
       3.00640292e-05, 3.00640294e-05, 3.00640295e-05, 3.00640295e-05]), 3325: array([4.59679118e-05, 4.78544238e-05, 4.87976916e-05, 4.92693314e-05,
       4.95051542e-05, 4.96230671e-05, 4.96820243e-05, 4.97115032e-05,
       4.97262429e-05, 4.97336128e-05, 4.97372978e-05, 4.97391404e-05,
       4.97400616e-05, 4.97405223e-05, 4.97407526e-05, 4.97408678e-05,
       4.97409253e-05, 4.97409541e-05, 4.97409685e-05, 4.97409757e-05,
       4.97409793e-05, 4.97409811e-05, 4.97409820e-05, 4.97409825e-05,
       4.97409827e-05, 4.97409828e-05, 4.97409829e-05, 4.97409829e-05]), 3330: array([5.25279756e-05, 5.14176801e-05, 5.06404720e-05, 5.00964256e-05,
       4.97155925e-05, 4.94490089e-05, 4.92624001e-05, 4.91317737e-05,
       4.90403351e-05, 4.89763280e-05, 4.89315230e-05, 4.89001594e-05,
       4.88782049e-05, 4.88628367e-05, 4.88520789e-05, 4.88445484e-05,
       4.88392771e-05, 4.88355872e-05, 4.88330043e-05, 4.88311962e-05,
       4.88299305e-05, 4.88290446e-05, 4.88284244e-05, 4.88279903e-05,
       4.88276864e-05, 4.88274737e-05, 4.88273248e-05, 4.88272205e-05]), 3335: array([0.00577573, 0.0058273 , 0.00587887, 0.00593045, 0.00598202,
       0.00603359, 0.00608517, 0.00613674, 0.00618831, 0.00623989,
       0.00629146, 0.00634303, 0.00639461, 0.00644618, 0.00649775,
       0.00654933, 0.0066009 , 0.00665247, 0.00670405, 0.00675562,
       0.00680719, 0.00685877, 0.00691034, 0.00696191, 0.00701349,
       0.00706506, 0.00711663, 0.00716821]), 3340: array([3.82831075e-05, 4.91115436e-05, 5.21755695e-05, 5.30425696e-05,
       5.32878969e-05, 5.33573150e-05, 5.33769576e-05, 5.33825157e-05,
       5.33840884e-05, 5.33845335e-05, 5.33846594e-05, 5.33846950e-05,
       5.33847051e-05, 5.33847079e-05, 5.33847088e-05, 5.33847090e-05,
       5.33847090e-05, 5.33847091e-05, 5.33847091e-05, 5.33847091e-05,
       5.33847091e-05, 5.33847091e-05, 5.33847091e-05, 5.33847091e-05,
       5.33847091e-05, 5.33847091e-05, 5.33847091e-05, 5.33847091e-05]), 3345: array([0.0034735 , 0.00351366, 0.00355381, 0.00359396, 0.00363411,
       0.00367425, 0.00371439, 0.00375453, 0.00379466, 0.00383479,
       0.00387491, 0.00391504, 0.00395516, 0.00399527, 0.00403538,
       0.00407549, 0.0041156 , 0.0041557 , 0.0041958 , 0.00423589,
       0.00427599, 0.00431607, 0.00435616, 0.00439624, 0.00443632,
       0.00447639, 0.00451646, 0.00455653]), 3350: array([0.00707854, 0.00713166, 0.00718478, 0.0072379 , 0.00729102,
       0.00734413, 0.00739725, 0.00745037, 0.00750349, 0.00755661,
       0.00760973, 0.00766285, 0.00771597, 0.00776909, 0.00782221,
       0.00787533, 0.00792845, 0.00798156, 0.00803468, 0.0080878 ,
       0.00814092, 0.00819404, 0.00824716, 0.00830028, 0.0083534 ,
       0.00840652, 0.00845964, 0.00851276]), 3355: array([5.52881626e-05, 5.59030252e-05, 5.63095966e-05, 5.65784377e-05,
       5.67562060e-05, 5.68737535e-05, 5.69514805e-05, 5.70028766e-05,
       5.70368618e-05, 5.70593342e-05, 5.70741938e-05, 5.70840195e-05,
       5.70905167e-05, 5.70948129e-05, 5.70976537e-05, 5.70995321e-05,
       5.71007743e-05, 5.71015956e-05, 5.71021387e-05, 5.71024978e-05,
       5.71027353e-05, 5.71028923e-05, 5.71029961e-05, 5.71030648e-05,
       5.71031102e-05, 5.71031402e-05, 5.71031600e-05, 5.71031732e-05]), 3360: array([6.12217967e-05, 5.42632804e-05, 5.03683678e-05, 4.81882560e-05,
       4.69679751e-05, 4.62849433e-05, 4.59026278e-05, 4.56886331e-05,
       4.55688532e-05, 4.55018084e-05, 4.54642812e-05, 4.54432760e-05,
       4.54315186e-05, 4.54249377e-05, 4.54212541e-05, 4.54191923e-05,
       4.54180382e-05, 4.54173922e-05, 4.54170307e-05, 4.54168283e-05,
       4.54167150e-05, 4.54166516e-05, 4.54166161e-05, 4.54165962e-05,
       4.54165851e-05, 4.54165789e-05, 4.54165754e-05, 4.54165735e-05]), 3365: array([1.96285799e-05, 2.20729027e-05, 2.37839221e-05, 2.49816311e-05,
       2.58200241e-05, 2.64068970e-05, 2.68177065e-05, 2.71052720e-05,
       2.73065670e-05, 2.74474731e-05, 2.75461069e-05, 2.76151503e-05,
       2.76634805e-05, 2.76973115e-05, 2.77209931e-05, 2.77375702e-05,
       2.77491741e-05, 2.77572968e-05, 2.77629827e-05, 2.77669628e-05,
       2.77697488e-05, 2.77716991e-05, 2.77730642e-05, 2.77740198e-05,
       2.77746887e-05, 2.77751570e-05, 2.77754848e-05, 2.77757142e-05]), 3370: array([1.27378439e-05, 9.56199005e-06, 7.97404623e-06, 7.18006586e-06,
       6.78307145e-06, 6.58457214e-06, 6.48532142e-06, 6.43569554e-06,
       6.41088233e-06, 6.39847559e-06, 6.39227216e-06, 6.38917041e-06,
       6.38761952e-06, 6.38684406e-06, 6.38645633e-06, 6.38626246e-06,
       6.38616553e-06, 6.38611706e-06, 6.38609283e-06, 6.38608071e-06,
       6.38607465e-06, 6.38607162e-06, 6.38607011e-06, 6.38606935e-06,
       6.38606897e-06, 6.38606878e-06, 6.38606869e-06, 6.38606864e-06]), 3375: array([2.68403566e-05, 2.23518132e-05, 2.01075323e-05, 1.89853873e-05,
       1.84243125e-05, 1.81437739e-05, 1.80035041e-05, 1.79333689e-05,
       1.78983011e-05, 1.78807672e-05, 1.78720002e-05, 1.78676166e-05,
       1.78654249e-05, 1.78643290e-05, 1.78637810e-05, 1.78635071e-05,
       1.78633701e-05, 1.78633016e-05, 1.78632673e-05, 1.78632502e-05,
       1.78632417e-05, 1.78632374e-05, 1.78632352e-05, 1.78632342e-05,
       1.78632336e-05, 1.78632334e-05, 1.78632332e-05, 1.78632332e-05]), 3380: array([7.64838885e-06, 9.03411420e-06, 9.72697634e-06, 1.00734071e-05,
       1.02466224e-05, 1.03332300e-05, 1.03765337e-05, 1.03981856e-05,
       1.04090115e-05, 1.04144245e-05, 1.04171309e-05, 1.04184842e-05,
       1.04191608e-05, 1.04194991e-05, 1.04196682e-05, 1.04197528e-05,
       1.04197951e-05, 1.04198163e-05, 1.04198268e-05, 1.04198321e-05,
       1.04198348e-05, 1.04198361e-05, 1.04198367e-05, 1.04198371e-05,
       1.04198372e-05, 1.04198373e-05, 1.04198374e-05, 1.04198374e-05]), 3385: array([2.21713890e-06, 2.01392189e-06, 1.91231339e-06, 1.86150913e-06,
       1.83610700e-06, 1.82340594e-06, 1.81705541e-06, 1.81388014e-06,
       1.81229251e-06, 1.81149869e-06, 1.81110178e-06, 1.81090333e-06,
       1.81080410e-06, 1.81075449e-06, 1.81072968e-06, 1.81071728e-06,
       1.81071108e-06, 1.81070798e-06, 1.81070643e-06, 1.81070565e-06,
       1.81070526e-06, 1.81070507e-06, 1.81070497e-06, 1.81070492e-06,
       1.81070490e-06, 1.81070489e-06, 1.81070488e-06, 1.81070488e-06]), 3390: array([2.92601755e-05, 2.43036281e-05, 2.18253376e-05, 2.05861839e-05,
       1.99666028e-05, 1.96568102e-05, 1.95019128e-05, 1.94244636e-05,
       1.93857388e-05, 1.93663762e-05, 1.93566948e-05, 1.93518541e-05,
       1.93494338e-05, 1.93482236e-05, 1.93476185e-05, 1.93473159e-05,
       1.93471646e-05, 1.93470890e-05, 1.93470512e-05, 1.93470323e-05,
       1.93470228e-05, 1.93470181e-05, 1.93470157e-05, 1.93470145e-05,
       1.93470140e-05, 1.93470137e-05, 1.93470135e-05, 1.93470134e-05]), 3395: array([0.00076335, 0.00066217, 0.00058608, 0.00052886, 0.00048583,
       0.00045347, 0.00042913, 0.00041083, 0.00039706, 0.00038671,
       0.00037892, 0.00037307, 0.00036867, 0.00036536, 0.00036287,
       0.00036099, 0.00035959, 0.00035853, 0.00035773, 0.00035713,
       0.00035668, 0.00035634, 0.00035609, 0.0003559 , 0.00035575,
       0.00035564, 0.00035556, 0.0003555 ]), 3400: array([4.51530356e-05, 3.20935778e-05, 2.28296832e-05, 1.62582203e-05,
       1.15966685e-05, 8.28993662e-06, 5.94426382e-06, 4.28033061e-06,
       3.09999816e-06, 2.26271413e-06, 1.66877593e-06, 1.24745822e-06,
       9.48591071e-07, 7.36585813e-07, 5.86197153e-07, 4.79517020e-07,
       4.03842094e-07, 3.50161111e-07, 3.12081814e-07, 2.85069775e-07,
       2.65908437e-07, 2.52316095e-07, 2.42674192e-07, 2.35834584e-07,
       2.30982820e-07, 2.27541159e-07, 2.25099773e-07, 2.23367943e-07]), 3405: array([1.81649338e-05, 2.09240407e-05, 2.34072315e-05, 2.56420982e-05,
       2.76534738e-05, 2.94637079e-05, 3.10929150e-05, 3.25591981e-05,
       3.38788499e-05, 3.50665340e-05, 3.61354473e-05, 3.70974671e-05,
       3.79632831e-05, 3.87425157e-05, 3.94438235e-05, 4.00749991e-05,
       4.06430560e-05, 4.11543060e-05, 4.16144299e-05, 4.20285406e-05,
       4.24012394e-05, 4.27366676e-05, 4.30385522e-05, 4.33102479e-05,
       4.35547734e-05, 4.37748458e-05, 4.39729106e-05, 4.41511685e-05]), 3410: array([0.00033011, 0.00024153, 0.00019069, 0.00016151, 0.00014476,
       0.00013515, 0.00012963, 0.00012647, 0.00012465, 0.00012361,
       0.00012301, 0.00012266, 0.00012247, 0.00012235, 0.00012229,
       0.00012225, 0.00012223, 0.00012222, 0.00012221, 0.0001222 ,
       0.0001222 , 0.0001222 , 0.0001222 , 0.0001222 , 0.0001222 ,
       0.0001222 , 0.0001222 , 0.0001222 ]), 3415: array([0.00010878, 0.0001325 , 0.0001461 , 0.00015391, 0.00015838,
       0.00016095, 0.00016242, 0.00016327, 0.00016375, 0.00016403,
       0.00016419, 0.00016428, 0.00016433, 0.00016436, 0.00016438,
       0.00016439, 0.0001644 , 0.0001644 , 0.0001644 , 0.0001644 ,
       0.0001644 , 0.0001644 , 0.0001644 , 0.0001644 , 0.0001644 ,
       0.0001644 , 0.0001644 , 0.0001644 ]), 3420: array([1.80942821e-05, 2.15021657e-05, 2.38876806e-05, 2.55575384e-05,
       2.67264370e-05, 2.75446649e-05, 2.81174234e-05, 2.85183538e-05,
       2.87990047e-05, 2.89954599e-05, 2.91329784e-05, 2.92292412e-05,
       2.92966251e-05, 2.93437937e-05, 2.93768117e-05, 2.93999242e-05,
       2.94161030e-05, 2.94274281e-05, 2.94353557e-05, 2.94409050e-05,
       2.94447894e-05, 2.94475086e-05, 2.94494120e-05, 2.94507444e-05,
       2.94516770e-05, 2.94523299e-05, 2.94527869e-05, 2.94531068e-05]), 3425: array([2.33180063e-06, 2.31153849e-06, 2.29735499e-06, 2.28742654e-06,
       2.28047661e-06, 2.27561167e-06, 2.27220620e-06, 2.26982238e-06,
       2.26815370e-06, 2.26698562e-06, 2.26616797e-06, 2.26559561e-06,
       2.26519496e-06, 2.26491451e-06, 2.26471819e-06, 2.26458076e-06,
       2.26448457e-06, 2.26441723e-06, 2.26437009e-06, 2.26433710e-06,
       2.26431400e-06, 2.26429783e-06, 2.26428652e-06, 2.26427859e-06,
       2.26427305e-06, 2.26426917e-06, 2.26426645e-06, 2.26426455e-06]), 3430: array([2.69189251e-06, 3.04575754e-06, 3.22269014e-06, 3.31115649e-06,
       3.35538968e-06, 3.37750628e-06, 3.38856459e-06, 3.39409375e-06,
       3.39685833e-06, 3.39824062e-06, 3.39893177e-06, 3.39927734e-06,
       3.39945012e-06, 3.39953652e-06, 3.39957971e-06, 3.39960131e-06,
       3.39961211e-06, 3.39961751e-06, 3.39962021e-06, 3.39962156e-06,
       3.39962224e-06, 3.39962257e-06, 3.39962274e-06, 3.39962283e-06,
       3.39962287e-06, 3.39962289e-06, 3.39962290e-06, 3.39962291e-06]), 3435: array([4.92108043e-05, 3.81536910e-05, 3.26251122e-05, 2.98608117e-05,
       2.84786559e-05, 2.77875752e-05, 2.74420335e-05, 2.72692620e-05,
       2.71828758e-05, 2.71396826e-05, 2.71180859e-05, 2.71072875e-05,
       2.71018883e-05, 2.70991887e-05, 2.70978388e-05, 2.70971639e-05,
       2.70968265e-05, 2.70966578e-05, 2.70965734e-05, 2.70965312e-05,
       2.70965101e-05, 2.70964996e-05, 2.70964943e-05, 2.70964917e-05,
       2.70964903e-05, 2.70964897e-05, 2.70964894e-05, 2.70964892e-05]), 3440: array([3.19617291e-05, 3.33032961e-05, 3.42423891e-05, 3.48997515e-05,
       3.53599033e-05, 3.56820083e-05, 3.59074808e-05, 3.60653110e-05,
       3.61757916e-05, 3.62531277e-05, 3.63072628e-05, 3.63451572e-05,
       3.63716831e-05, 3.63902512e-05, 3.64032489e-05, 3.64123472e-05,
       3.64187159e-05, 3.64231741e-05, 3.64262947e-05, 3.64284792e-05,
       3.64300083e-05, 3.64310787e-05, 3.64318280e-05, 3.64323524e-05,
       3.64327196e-05, 3.64329766e-05, 3.64331565e-05, 3.64332824e-05]), 3445: array([1.00736029e-05, 1.00855592e-05, 1.00915373e-05, 1.00945264e-05,
       1.00960209e-05, 1.00967681e-05, 1.00971418e-05, 1.00973286e-05,
       1.00974220e-05, 1.00974687e-05, 1.00974921e-05, 1.00975037e-05,
       1.00975096e-05, 1.00975125e-05, 1.00975139e-05, 1.00975147e-05,
       1.00975150e-05, 1.00975152e-05, 1.00975153e-05, 1.00975154e-05,
       1.00975154e-05, 1.00975154e-05, 1.00975154e-05, 1.00975154e-05,
       1.00975154e-05, 1.00975154e-05, 1.00975154e-05, 1.00975154e-05]), 3450: array([9.46085831e-06, 9.38623855e-06, 9.33400470e-06, 9.29744099e-06,
       9.27184638e-06, 9.25393015e-06, 9.24138878e-06, 9.23260982e-06,
       9.22646454e-06, 9.22216285e-06, 9.21915166e-06, 9.21704383e-06,
       9.21556834e-06, 9.21453550e-06, 9.21381252e-06, 9.21330642e-06,
       9.21295216e-06, 9.21270418e-06, 9.21253059e-06, 9.21240907e-06,
       9.21232401e-06, 9.21226447e-06, 9.21222279e-06, 9.21219362e-06,
       9.21217320e-06, 9.21215890e-06, 9.21214889e-06, 9.21214189e-06]), 3455: array([1.07995673e-05, 1.08626605e-05, 1.09068257e-05, 1.09377414e-05,
       1.09593823e-05, 1.09745309e-05, 1.09851349e-05, 1.09925577e-05,
       1.09977537e-05, 1.10013908e-05, 1.10039369e-05, 1.10057191e-05,
       1.10069666e-05, 1.10078399e-05, 1.10084512e-05, 1.10088791e-05,
       1.10091786e-05, 1.10093883e-05, 1.10095351e-05, 1.10096378e-05,
       1.10097097e-05, 1.10097601e-05, 1.10097953e-05, 1.10098200e-05,
       1.10098373e-05, 1.10098493e-05, 1.10098578e-05, 1.10098637e-05]), 3460: array([2.50450886e-05, 2.02000388e-05, 1.77775081e-05, 1.65662399e-05,
       1.59606043e-05, 1.56577858e-05, 1.55063762e-05, 1.54306712e-05,
       1.53928186e-05, 1.53738923e-05, 1.53644291e-05, 1.53596975e-05,
       1.53573317e-05, 1.53561488e-05, 1.53555573e-05, 1.53552616e-05,
       1.53551137e-05, 1.53550398e-05, 1.53550028e-05, 1.53549843e-05,
       1.53549751e-05, 1.53549705e-05, 1.53549682e-05, 1.53549670e-05,
       1.53549664e-05, 1.53549661e-05, 1.53549660e-05, 1.53549659e-05]), 3465: array([0.00023753, 0.00018432, 0.00015666, 0.00014227, 0.0001348 ,
       0.00013091, 0.00012889, 0.00012784, 0.00012729, 0.00012701,
       0.00012686, 0.00012678, 0.00012674, 0.00012672, 0.00012671,
       0.00012671, 0.0001267 , 0.0001267 , 0.0001267 , 0.0001267 ,
       0.0001267 , 0.0001267 , 0.0001267 , 0.0001267 , 0.0001267 ,
       0.0001267 , 0.0001267 , 0.0001267 ]), 3470: array([5.94293627e-05, 6.99105464e-05, 7.51510779e-05, 7.77713134e-05,
       7.90814161e-05, 7.97364598e-05, 8.00639780e-05, 8.02277351e-05,
       8.03096128e-05, 8.03505511e-05, 8.03710201e-05, 8.03812544e-05,
       8.03863715e-05, 8.03889301e-05, 8.03902093e-05, 8.03908489e-05,
       8.03911687e-05, 8.03913286e-05, 8.03914086e-05, 8.03914485e-05,
       8.03914685e-05, 8.03914785e-05, 8.03914835e-05, 8.03914860e-05,
       8.03914873e-05, 8.03914879e-05, 8.03914882e-05, 8.03914884e-05]), 3475: array([1.26198148e-05, 1.32399748e-05, 1.36740860e-05, 1.39779634e-05,
       1.41906772e-05, 1.43395767e-05, 1.44438061e-05, 1.45167666e-05,
       1.45678388e-05, 1.46035893e-05, 1.46286147e-05, 1.46461324e-05,
       1.46583947e-05, 1.46669784e-05, 1.46729869e-05, 1.46771929e-05,
       1.46801370e-05, 1.46821980e-05, 1.46836406e-05, 1.46846505e-05,
       1.46853573e-05, 1.46858522e-05, 1.46861985e-05, 1.46864410e-05,
       1.46866107e-05, 1.46867295e-05, 1.46868127e-05, 1.46868709e-05]), 3480: array([5.96564962e-05, 4.20859267e-05, 3.33001925e-05, 2.89071006e-05,
       2.67104423e-05, 2.56120569e-05, 2.50628361e-05, 2.47882117e-05,
       2.46508924e-05, 2.45822293e-05, 2.45478960e-05, 2.45307284e-05,
       2.45221442e-05, 2.45178519e-05, 2.45157056e-05, 2.45146325e-05,
       2.45140958e-05, 2.45138275e-05, 2.45136933e-05, 2.45136262e-05,
       2.45135927e-05, 2.45135759e-05, 2.45135675e-05, 2.45135633e-05,
       2.45135612e-05, 2.45135602e-05, 2.45135597e-05, 2.45135594e-05]), 3485: array([2.08307004e-04, 1.61131967e-04, 1.32931178e-04, 1.16073014e-04,
       1.05995364e-04, 9.99710403e-05, 9.63697568e-05, 9.42169437e-05,
       9.29300124e-05, 9.21606972e-05, 9.17008078e-05, 9.14258903e-05,
       9.12615472e-05, 9.11633045e-05, 9.11045759e-05, 9.10694686e-05,
       9.10484817e-05, 9.10359360e-05, 9.10284362e-05, 9.10239530e-05,
       9.10212729e-05, 9.10196708e-05, 9.10187131e-05, 9.10181406e-05,
       9.10177983e-05, 9.10175937e-05, 9.10174714e-05, 9.10173983e-05]), 3490: array([4.59395126e-05, 5.21591996e-05, 5.52699770e-05, 5.68258328e-05,
       5.76039943e-05, 5.79931919e-05, 5.81878492e-05, 5.82852070e-05,
       5.83339006e-05, 5.83582546e-05, 5.83704353e-05, 5.83765275e-05,
       5.83795745e-05, 5.83810985e-05, 5.83818607e-05, 5.83822419e-05,
       5.83824326e-05, 5.83825279e-05, 5.83825756e-05, 5.83825995e-05,
       5.83826114e-05, 5.83826174e-05, 5.83826204e-05, 5.83826219e-05,
       5.83826226e-05, 5.83826230e-05, 5.83826232e-05, 5.83826233e-05]), 3495: array([5.86153710e-05, 4.82363859e-05, 4.09710849e-05, 3.58853661e-05,
       3.23253574e-05, 2.98333473e-05, 2.80889375e-05, 2.68678487e-05,
       2.60130852e-05, 2.54147498e-05, 2.49959144e-05, 2.47027291e-05,
       2.44974991e-05, 2.43538379e-05, 2.42532748e-05, 2.41828806e-05,
       2.41336046e-05, 2.40991113e-05, 2.40749660e-05, 2.40580642e-05,
       2.40462329e-05, 2.40379511e-05, 2.40321537e-05, 2.40280956e-05,
       2.40252549e-05, 2.40232664e-05, 2.40218744e-05, 2.40209001e-05]), 3500: array([1.24893884e-04, 1.09337398e-04, 1.01558903e-04, 9.76695300e-05,
       9.57247804e-05, 9.47523740e-05, 9.42661551e-05, 9.40230378e-05,
       9.39014752e-05, 9.38406919e-05, 9.38102993e-05, 9.37951025e-05,
       9.37875039e-05, 9.37837044e-05, 9.37818047e-05, 9.37808547e-05,
       9.37803798e-05, 9.37801423e-05, 9.37800235e-05, 9.37799641e-05,
       9.37799344e-05, 9.37799196e-05, 9.37799122e-05, 9.37799085e-05,
       9.37799066e-05, 9.37799057e-05, 9.37799052e-05, 9.37799050e-05]), 3505: array([3.65086928e-05, 4.16805598e-05, 4.42664987e-05, 4.55594708e-05,
       4.62059582e-05, 4.65292025e-05, 4.66908250e-05, 4.67716365e-05,
       4.68120423e-05, 4.68322452e-05, 4.68423467e-05, 4.68473974e-05,
       4.68499228e-05, 4.68511855e-05, 4.68518169e-05, 4.68521325e-05,
       4.68522904e-05, 4.68523693e-05, 4.68524088e-05, 4.68524285e-05,
       4.68524384e-05, 4.68524433e-05, 4.68524458e-05, 4.68524470e-05,
       4.68524476e-05, 4.68524479e-05, 4.68524481e-05, 4.68524481e-05]), 3510: array([0.45105711, 0.40595165, 0.36535674, 0.32882132, 0.29593944,
       0.26634575, 0.23971144, 0.21574055, 0.19416676, 0.17475034,
       0.15727557, 0.14154828, 0.12739371, 0.11465461, 0.10318941,
       0.09287074, 0.08358393, 0.0752258 , 0.06770349, 0.06093341,
       0.05484034, 0.04935657, 0.04442118, 0.03997933, 0.03598167,
       0.03238377, 0.02914566, 0.02623137]), 3515: array([1.95319943e-05, 1.64350160e-05, 1.42671295e-05, 1.27496078e-05,
       1.16873418e-05, 1.09437551e-05, 1.04232440e-05, 1.00588859e-05,
       9.80383510e-06, 9.62529938e-06, 9.50032428e-06, 9.41284165e-06,
       9.35160376e-06, 9.30873720e-06, 9.27873059e-06, 9.25772595e-06,
       9.24302268e-06, 9.23273039e-06, 9.22552578e-06, 9.22048255e-06,
       9.21695229e-06, 9.21448110e-06, 9.21275127e-06, 9.21154039e-06,
       9.21069277e-06, 9.21009943e-06, 9.20968410e-06, 9.20939337e-06]), 3520: array([8.54422158e-06, 9.46740758e-06, 1.01136363e-05, 1.05659954e-05,
       1.08826460e-05, 1.11043009e-05, 1.12594590e-05, 1.13680694e-05,
       1.14440966e-05, 1.14973154e-05, 1.15345685e-05, 1.15606457e-05,
       1.15788996e-05, 1.15916773e-05, 1.16006217e-05, 1.16068828e-05,
       1.16112655e-05, 1.16143334e-05, 1.16164810e-05, 1.16179842e-05,
       1.16190365e-05, 1.16197731e-05, 1.16202887e-05, 1.16206497e-05,
       1.16209023e-05, 1.16210792e-05, 1.16212030e-05, 1.16212896e-05]), 3525: array([1.17618107e-06, 1.17234765e-06, 1.17043094e-06, 1.16947258e-06,
       1.16899340e-06, 1.16875382e-06, 1.16863402e-06, 1.16857412e-06,
       1.16854418e-06, 1.16852920e-06, 1.16852171e-06, 1.16851797e-06,
       1.16851610e-06, 1.16851516e-06, 1.16851470e-06, 1.16851446e-06,
       1.16851434e-06, 1.16851429e-06, 1.16851426e-06, 1.16851424e-06,
       1.16851424e-06, 1.16851423e-06, 1.16851423e-06, 1.16851423e-06,
       1.16851423e-06, 1.16851423e-06, 1.16851423e-06, 1.16851423e-06]), 3530: array([1.37162623e-05, 9.96165201e-06, 8.08434275e-06, 7.14568606e-06,
       6.67635669e-06, 6.44169149e-06, 6.32435864e-06, 6.26569208e-06,
       6.23635874e-06, 6.22169203e-06, 6.21435866e-06, 6.21069197e-06,
       6.20885862e-06, 6.20794195e-06, 6.20748361e-06, 6.20725444e-06,
       6.20713985e-06, 6.20708256e-06, 6.20705391e-06, 6.20703959e-06,
       6.20703243e-06, 6.20702884e-06, 6.20702705e-06, 6.20702616e-06,
       6.20702571e-06, 6.20702549e-06, 6.20702538e-06, 6.20702532e-06]), 3535: array([2.88104527e-05, 2.31718509e-05, 2.00706109e-05, 1.83649239e-05,
       1.74267933e-05, 1.69108200e-05, 1.66270339e-05, 1.64709510e-05,
       1.63851052e-05, 1.63378899e-05, 1.63119214e-05, 1.62976387e-05,
       1.62897831e-05, 1.62854626e-05, 1.62830863e-05, 1.62817793e-05,
       1.62810605e-05, 1.62806651e-05, 1.62804477e-05, 1.62803281e-05,
       1.62802623e-05, 1.62802261e-05, 1.62802062e-05, 1.62801953e-05,
       1.62801892e-05, 1.62801859e-05, 1.62801841e-05, 1.62801831e-05]), 3540: array([9.10734580e-06, 1.03172622e-05, 1.09222205e-05, 1.12246996e-05,
       1.13759392e-05, 1.14515590e-05, 1.14893689e-05, 1.15082739e-05,
       1.15177263e-05, 1.15224526e-05, 1.15248157e-05, 1.15259972e-05,
       1.15265880e-05, 1.15268834e-05, 1.15270311e-05, 1.15271050e-05,
       1.15271419e-05, 1.15271603e-05, 1.15271696e-05, 1.15271742e-05,
       1.15271765e-05, 1.15271777e-05, 1.15271782e-05, 1.15271785e-05,
       1.15271787e-05, 1.15271787e-05, 1.15271788e-05, 1.15271788e-05]), 3545: array([2.51808449e-06, 2.44724799e-06, 2.41182975e-06, 2.39412063e-06,
       2.38526607e-06, 2.38083880e-06, 2.37862516e-06, 2.37751834e-06,
       2.37696493e-06, 2.37668823e-06, 2.37654987e-06, 2.37648070e-06,
       2.37644611e-06, 2.37642881e-06, 2.37642017e-06, 2.37641584e-06,
       2.37641368e-06, 2.37641260e-06, 2.37641206e-06, 2.37641179e-06,
       2.37641166e-06, 2.37641159e-06, 2.37641155e-06, 2.37641154e-06,
       2.37641153e-06, 2.37641152e-06, 2.37641152e-06, 2.37641152e-06]), 3550: array([1.36155683e-05, 1.21486386e-05, 1.11217549e-05, 1.04029134e-05,
       9.89970822e-06, 9.54745335e-06, 9.30086706e-06, 9.12825114e-06,
       9.00741613e-06, 8.92282892e-06, 8.86361599e-06, 8.82216560e-06,
       8.79314941e-06, 8.77283742e-06, 8.75861858e-06, 8.74866507e-06,
       8.74169739e-06, 8.73681986e-06, 8.73340548e-06, 8.73101534e-06,
       8.72934218e-06, 8.72817094e-06, 8.72735104e-06, 8.72677709e-06,
       8.72637532e-06, 8.72609407e-06, 8.72589718e-06, 8.72575936e-06]), 3555: array([1.43450631e-05, 1.39462821e-05, 1.37468913e-05, 1.36471958e-05,
       1.35973480e-05, 1.35724240e-05, 1.35599620e-05, 1.35537310e-05,
       1.35506155e-05, 1.35490578e-05, 1.35482789e-05, 1.35478895e-05,
       1.35476947e-05, 1.35475974e-05, 1.35475487e-05, 1.35475244e-05,
       1.35475122e-05, 1.35475061e-05, 1.35475031e-05, 1.35475015e-05,
       1.35475008e-05, 1.35475004e-05, 1.35475002e-05, 1.35475001e-05,
       1.35475001e-05, 1.35475000e-05, 1.35475000e-05, 1.35475000e-05]), 3560: array([7.83940813e-06, 7.83728638e-06, 7.83537680e-06, 7.83365818e-06,
       7.83211142e-06, 7.83071934e-06, 7.82946647e-06, 7.82833888e-06,
       7.82732405e-06, 7.82641070e-06, 7.82558869e-06, 7.82484888e-06,
       7.82418305e-06, 7.82358381e-06, 7.82304449e-06, 7.82255910e-06,
       7.82212225e-06, 7.82172908e-06, 7.82137523e-06, 7.82105677e-06,
       7.82077015e-06, 7.82051219e-06, 7.82028003e-06, 7.82007109e-06,
       7.81988304e-06, 7.81971379e-06, 7.81956147e-06, 7.81942438e-06]), 3565: array([8.07488469e-06, 8.00572189e-06, 7.97114050e-06, 7.95384982e-06,
       7.94520448e-06, 7.94088181e-06, 7.93872048e-06, 7.93763981e-06,
       7.93709948e-06, 7.93682931e-06, 7.93669423e-06, 7.93662669e-06,
       7.93659292e-06, 7.93657603e-06, 7.93656759e-06, 7.93656337e-06,
       7.93656126e-06, 7.93656020e-06, 7.93655968e-06, 7.93655941e-06,
       7.93655928e-06, 7.93655922e-06, 7.93655918e-06, 7.93655917e-06,
       7.93655916e-06, 7.93655915e-06, 7.93655915e-06, 7.93655915e-06]), 3570: array([8.10925545e-06, 8.13501881e-06, 8.14790050e-06, 8.15434135e-06,
       8.15756178e-06, 8.15917200e-06, 8.15997711e-06, 8.16037966e-06,
       8.16058094e-06, 8.16068158e-06, 8.16073190e-06, 8.16075706e-06,
       8.16076964e-06, 8.16077593e-06, 8.16077907e-06, 8.16078064e-06,
       8.16078143e-06, 8.16078182e-06, 8.16078202e-06, 8.16078212e-06,
       8.16078217e-06, 8.16078219e-06, 8.16078221e-06, 8.16078221e-06,
       8.16078221e-06, 8.16078222e-06, 8.16078222e-06, 8.16078222e-06]), 3575: array([6.45844244e-06, 7.35643594e-06, 7.80543094e-06, 8.02992756e-06,
       8.14217544e-06, 8.19829916e-06, 8.22636090e-06, 8.24039173e-06,
       8.24740711e-06, 8.25091479e-06, 8.25266862e-06, 8.25354553e-06,
       8.25398398e-06, 8.25420321e-06, 8.25431282e-06, 8.25436763e-06,
       8.25439503e-06, 8.25440873e-06, 8.25441559e-06, 8.25441901e-06,
       8.25442072e-06, 8.25442158e-06, 8.25442201e-06, 8.25442222e-06,
       8.25442233e-06, 8.25442238e-06, 8.25442241e-06, 8.25442242e-06]), 3580: array([9.73591452e-06, 8.34377580e-06, 7.64770574e-06, 7.29967036e-06,
       7.12565250e-06, 7.03864348e-06, 6.99513893e-06, 6.97338663e-06,
       6.96251047e-06, 6.95707239e-06, 6.95435334e-06, 6.95299382e-06,
       6.95231406e-06, 6.95197417e-06, 6.95180423e-06, 6.95171926e-06,
       6.95167678e-06, 6.95165553e-06, 6.95164491e-06, 6.95163960e-06,
       6.95163695e-06, 6.95163562e-06, 6.95163496e-06, 6.95163462e-06,
       6.95163446e-06, 6.95163437e-06, 6.95163433e-06, 6.95163431e-06]), 3585: array([6.46895634e-05, 4.84447722e-05, 4.03223541e-05, 3.62611338e-05,
       3.42305180e-05, 3.32152073e-05, 3.27075505e-05, 3.24537215e-05,
       3.23268066e-05, 3.22633489e-05, 3.22316200e-05, 3.22157555e-05,
       3.22078233e-05, 3.22038571e-05, 3.22018741e-05, 3.22008825e-05,
       3.22003867e-05, 3.22001389e-05, 3.22000149e-05, 3.21999529e-05,
       3.21999220e-05, 3.21999065e-05, 3.21998987e-05, 3.21998948e-05,
       3.21998929e-05, 3.21998919e-05, 3.21998914e-05, 3.21998912e-05]), 3590: array([2.23135099e-05, 2.48287154e-05, 2.60863131e-05, 2.67151093e-05,
       2.70295062e-05, 2.71867040e-05, 2.72653025e-05, 2.73046016e-05,
       2.73242511e-05, 2.73340758e-05, 2.73389882e-05, 2.73414443e-05,
       2.73426724e-05, 2.73432864e-05, 2.73435934e-05, 2.73437469e-05,
       2.73438237e-05, 2.73438621e-05, 2.73438813e-05, 2.73438909e-05,
       2.73438957e-05, 2.73438981e-05, 2.73438993e-05, 2.73438999e-05,
       2.73439002e-05, 2.73439003e-05, 2.73439004e-05, 2.73439004e-05]), 3595: array([1.39547824e-05, 1.32142868e-05, 1.26959409e-05, 1.23330995e-05,
       1.20791110e-05, 1.19013195e-05, 1.17768656e-05, 1.16897481e-05,
       1.16287659e-05, 1.15860785e-05, 1.15561974e-05, 1.15352806e-05,
       1.15206389e-05, 1.15103898e-05, 1.15032154e-05, 1.14981933e-05,
       1.14946779e-05, 1.14922171e-05, 1.14904945e-05, 1.14892887e-05,
       1.14884447e-05, 1.14878538e-05, 1.14874402e-05, 1.14871507e-05,
       1.14869481e-05, 1.14868062e-05, 1.14867069e-05, 1.14866374e-05]), 3600: array([1.12274541e-05, 1.07471833e-05, 1.05070473e-05, 1.03869790e-05,
       1.03269447e-05, 1.02969275e-05, 1.02819189e-05, 1.02744145e-05,
       1.02706624e-05, 1.02687863e-05, 1.02678482e-05, 1.02673792e-05,
       1.02671447e-05, 1.02670274e-05, 1.02669688e-05, 1.02669395e-05,
       1.02669248e-05, 1.02669175e-05, 1.02669138e-05, 1.02669120e-05,
       1.02669111e-05, 1.02669106e-05, 1.02669104e-05, 1.02669103e-05,
       1.02669102e-05, 1.02669102e-05, 1.02669102e-05, 1.02669102e-05]), 3605: array([9.31324463e-05, 6.60394533e-05, 5.11381970e-05, 4.29424454e-05,
       3.84347487e-05, 3.59554972e-05, 3.45918988e-05, 3.38419141e-05,
       3.34294195e-05, 3.32025458e-05, 3.30777643e-05, 3.30091340e-05,
       3.29713870e-05, 3.29506261e-05, 3.29392074e-05, 3.29329271e-05,
       3.29294730e-05, 3.29275731e-05, 3.29265282e-05, 3.29259535e-05,
       3.29256375e-05, 3.29254636e-05, 3.29253680e-05, 3.29253154e-05,
       3.29252865e-05, 3.29252706e-05, 3.29252618e-05, 3.29252570e-05]), 3610: array([0.00092555, 0.00065628, 0.00049003, 0.0003874 , 0.00032403,
       0.00028491, 0.00026076, 0.00024585, 0.00023664, 0.00023096,
       0.00022745, 0.00022528, 0.00022394, 0.00022312, 0.00022261,
       0.00022229, 0.0002221 , 0.00022198, 0.0002219 , 0.00022186,
       0.00022183, 0.00022181, 0.0002218 , 0.00022179, 0.00022179,
       0.00022179, 0.00022179, 0.00022179]), 3615: array([0.0003171 , 0.00031686, 0.0003167 , 0.00031659, 0.00031652,
       0.00031648, 0.00031644, 0.00031642, 0.00031641, 0.0003164 ,
       0.0003164 , 0.00031639, 0.00031639, 0.00031639, 0.00031639,
       0.00031639, 0.00031638, 0.00031638, 0.00031638, 0.00031638,
       0.00031638, 0.00031638, 0.00031638, 0.00031638, 0.00031638,
       0.00031638, 0.00031638, 0.00031638]), 3620: array([6.29699525e-05, 7.26239380e-05, 7.93722908e-05, 8.40895411e-05,
       8.73870050e-05, 8.96920064e-05, 9.13032542e-05, 9.24295526e-05,
       9.32168605e-05, 9.37672065e-05, 9.41519106e-05, 9.44208275e-05,
       9.46088064e-05, 9.47402079e-05, 9.48320605e-05, 9.48962675e-05,
       9.49411497e-05, 9.49725233e-05, 9.49944542e-05, 9.50097844e-05,
       9.50205005e-05, 9.50279913e-05, 9.50332276e-05, 9.50368878e-05,
       9.50394464e-05, 9.50412350e-05, 9.50424852e-05, 9.50433591e-05]), 3625: array([1.78745660e-05, 1.78265235e-05, 1.77928937e-05, 1.77693529e-05,
       1.77528743e-05, 1.77413392e-05, 1.77332647e-05, 1.77276125e-05,
       1.77236560e-05, 1.77208864e-05, 1.77189477e-05, 1.77175907e-05,
       1.77166407e-05, 1.77159757e-05, 1.77155102e-05, 1.77151844e-05,
       1.77149563e-05, 1.77147967e-05, 1.77146849e-05, 1.77146067e-05,
       1.77145519e-05, 1.77145136e-05, 1.77144867e-05, 1.77144679e-05,
       1.77144548e-05, 1.77144456e-05, 1.77144391e-05, 1.77144346e-05]), 3630: array([9.80633276e-06, 9.88149375e-06, 9.93410640e-06, 9.97093522e-06,
       9.99671537e-06, 1.00147615e-05, 1.00273937e-05, 1.00362363e-05,
       1.00424261e-05, 1.00467589e-05, 1.00497919e-05, 1.00519150e-05,
       1.00534012e-05, 1.00544415e-05, 1.00551697e-05, 1.00556794e-05,
       1.00560363e-05, 1.00562860e-05, 1.00564609e-05, 1.00565833e-05,
       1.00566690e-05, 1.00567289e-05, 1.00567709e-05, 1.00568003e-05,
       1.00568209e-05, 1.00568353e-05, 1.00568453e-05, 1.00568524e-05]), 3635: array([1.47114368e-05, 1.21330813e-05, 1.08435128e-05, 1.01985332e-05,
       9.87594568e-06, 9.71460304e-06, 9.63390727e-06, 9.59354716e-06,
       9.57336099e-06, 9.56326484e-06, 9.55821524e-06, 9.55568968e-06,
       9.55442651e-06, 9.55379474e-06, 9.55347875e-06, 9.55332071e-06,
       9.55324167e-06, 9.55320214e-06, 9.55318236e-06, 9.55317247e-06,
       9.55316753e-06, 9.55316505e-06, 9.55316382e-06, 9.55316320e-06,
       9.55316289e-06, 9.55316273e-06, 9.55316266e-06, 9.55316262e-06]), 3640: array([0.00230439, 0.0023075 , 0.0023106 , 0.00231371, 0.00231681,
       0.00231991, 0.00232302, 0.00232612, 0.00232923, 0.00233233,
       0.00233543, 0.00233854, 0.00234164, 0.00234474, 0.00234785,
       0.00235095, 0.00235406, 0.00235716, 0.00236026, 0.00236337,
       0.00236647, 0.00236958, 0.00237268, 0.00237578, 0.00237889,
       0.00238199, 0.0023851 , 0.0023882 ]), 3645: array([0.00014442, 0.00018725, 0.00021775, 0.00023948, 0.00025495,
       0.00026597, 0.00027381, 0.0002794 , 0.00028338, 0.00028622,
       0.00028824, 0.00028968, 0.0002907 , 0.00029143, 0.00029195,
       0.00029232, 0.00029258, 0.00029277, 0.0002929 , 0.000293  ,
       0.00029307, 0.00029311, 0.00029315, 0.00029317, 0.00029319,
       0.0002932 , 0.00029321, 0.00029322]), 3650: array([0.00081688, 0.00087111, 0.00092534, 0.00097957, 0.0010338 ,
       0.00108803, 0.00114226, 0.00119649, 0.00125072, 0.00130495,
       0.00135918, 0.00141341, 0.00146764, 0.00152187, 0.0015761 ,
       0.00163033, 0.00168456, 0.00173879, 0.00179302, 0.00184725,
       0.00190148, 0.00195571, 0.00200994, 0.00206417, 0.0021184 ,
       0.00217263, 0.00222686, 0.00228109]), 3655: array([0.08192982, 0.0845804 , 0.08723099, 0.08988157, 0.09253215,
       0.09518274, 0.09783332, 0.1004839 , 0.10313449, 0.10578507,
       0.10843565, 0.11108624, 0.11373682, 0.1163874 , 0.11903799,
       0.12168857, 0.12433915, 0.12698974, 0.12964032, 0.1322909 ,
       0.13494149, 0.13759207, 0.14024265, 0.14289324, 0.14554382,
       0.1481944 , 0.15084499, 0.15349557]), 3660: array([0.1771856 , 0.17967982, 0.18217405, 0.18466827, 0.1871625 ,
       0.18965672, 0.19215094, 0.19464517, 0.19713939, 0.19963361,
       0.20212783, 0.20462205, 0.20711627, 0.20961049, 0.21210471,
       0.21459893, 0.21709315, 0.21958737, 0.22208159, 0.2245758 ,
       0.22707002, 0.22956423, 0.23205845, 0.23455266, 0.23704688,
       0.23954109, 0.24203531, 0.24452952]), 3665: array([2.29356218e-05, 4.43857699e-05, 6.54310554e-05, 8.60791198e-05,
       1.06337461e-04, 1.26213434e-04, 1.45714256e-04, 1.64847008e-04,
       1.83618638e-04, 2.02035961e-04, 2.20105664e-04, 2.37834310e-04,
       2.55228334e-04, 2.72294054e-04, 2.89037665e-04, 3.05465248e-04,
       3.21582766e-04, 3.37396074e-04, 3.52910911e-04, 3.68132913e-04,
       3.83067605e-04, 3.97720412e-04, 4.12096652e-04, 4.26201548e-04,
       4.40040219e-04, 4.53617691e-04, 4.66938894e-04, 4.80008664e-04]), 3670: array([0.01038892, 0.01086805, 0.01134717, 0.0118263 , 0.01230543,
       0.01278456, 0.01326369, 0.01374282, 0.01422195, 0.01470107,
       0.0151802 , 0.01565933, 0.01613846, 0.01661759, 0.01709672,
       0.01757585, 0.01805498, 0.0185341 , 0.01901323, 0.01949236,
       0.01997149, 0.02045062, 0.02092975, 0.02140888, 0.02188801,
       0.02236713, 0.02284626, 0.02332539]), 3675: array([0.16445896, 0.15439246, 0.14503931, 0.13634897, 0.12827446,
       0.12077215, 0.11380148, 0.10732478, 0.10130705, 0.09571576,
       0.0905207 , 0.08569378, 0.08120891, 0.07704186, 0.07317011,
       0.06957272, 0.06623026, 0.06312467, 0.06023914, 0.0575581 ,
       0.05506705, 0.05275253, 0.05060202, 0.04860391, 0.04674739,
       0.04502243, 0.04341971, 0.04193056]), 3680: array([0.00015508, 0.00017107, 0.00018706, 0.00020305, 0.00021904,
       0.00023504, 0.00025103, 0.00026702, 0.00028301, 0.000299  ,
       0.00031499, 0.00033098, 0.00034697, 0.00036297, 0.00037896,
       0.00039495, 0.00041094, 0.00042693, 0.00044292, 0.00045891,
       0.0004749 , 0.0004909 , 0.00050689, 0.00052288, 0.00053887,
       0.00055486, 0.00057085, 0.00058684]), 3685: array([0.00017101, 0.00030405, 0.00043708, 0.00057012, 0.00070315,
       0.00083618, 0.00096922, 0.00110225, 0.00123529, 0.00136832,
       0.00150136, 0.00163439, 0.00176742, 0.00190046, 0.00203349,
       0.00216653, 0.00229956, 0.0024326 , 0.00256563, 0.00269867,
       0.0028317 , 0.00296473, 0.00309777, 0.0032308 , 0.00336384,
       0.00349687, 0.00362991, 0.00376294]), 3690: array([0.00078024, 0.00071478, 0.00066011, 0.00061443, 0.00057627,
       0.0005444 , 0.00051777, 0.00049553, 0.00047695, 0.00046143,
       0.00044846, 0.00043763, 0.00042858, 0.00042103, 0.00041471,
       0.00040944, 0.00040503, 0.00040135, 0.00039828, 0.00039571,
       0.00039356, 0.00039177, 0.00039027, 0.00038902, 0.00038798,
       0.0003871 , 0.00038638, 0.00038577]), 3695: array([7.79807313e-05, 8.76886900e-05, 9.64244869e-05, 1.04285475e-04,
       1.11359258e-04, 1.17724667e-04, 1.23452640e-04, 1.28607010e-04,
       1.33245218e-04, 1.37418952e-04, 1.41174725e-04, 1.44554393e-04,
       1.47595618e-04, 1.50332293e-04, 1.52794915e-04, 1.55010929e-04,
       1.57005029e-04, 1.58799439e-04, 1.60414155e-04, 1.61867173e-04,
       1.63174684e-04, 1.64351260e-04, 1.65410013e-04, 1.66362742e-04,
       1.67220064e-04, 1.67991533e-04, 1.68685746e-04, 1.69310441e-04]), 3700: array([2.55721156e-06, 2.95929903e-06, 3.16034274e-06, 3.26086460e-06,
       3.31112552e-06, 3.33625598e-06, 3.34882121e-06, 3.35510382e-06,
       3.35824513e-06, 3.35981578e-06, 3.36060111e-06, 3.36099377e-06,
       3.36119010e-06, 3.36128827e-06, 3.36133735e-06, 3.36136189e-06,
       3.36137416e-06, 3.36138030e-06, 3.36138337e-06, 3.36138490e-06,
       3.36138567e-06, 3.36138605e-06, 3.36138624e-06, 3.36138634e-06,
       3.36138639e-06, 3.36138641e-06, 3.36138642e-06, 3.36138643e-06]), 3705: array([0.00076005, 0.00078963, 0.00081921, 0.0008488 , 0.00087838,
       0.00090796, 0.00093754, 0.00096712, 0.0009967 , 0.00102628,
       0.00105586, 0.00108544, 0.00111502, 0.0011446 , 0.00117418,
       0.00120377, 0.00123335, 0.00126293, 0.00129251, 0.00132209,
       0.00135167, 0.00138125, 0.00141083, 0.00144041, 0.00146999,
       0.00149957, 0.00152915, 0.00155874]), 3710: array([0.01306422, 0.01306812, 0.01307202, 0.01307592, 0.01307982,
       0.01308373, 0.01308763, 0.01309154, 0.01309544, 0.01309935,
       0.01310326, 0.01310717, 0.01311108, 0.01311499, 0.01311891,
       0.01312282, 0.01312674, 0.01313066, 0.01313457, 0.01313849,
       0.01314241, 0.01314634, 0.01315026, 0.01315418, 0.01315811,
       0.01316203, 0.01316596, 0.01316989]), 3715: array([3.38113145e-05, 3.64007033e-05, 3.82132678e-05, 3.94820576e-05,
       4.03702066e-05, 4.09919083e-05, 4.14270977e-05, 4.17317289e-05,
       4.19449699e-05, 4.20942379e-05, 4.21987251e-05, 4.22718658e-05,
       4.23230641e-05, 4.23589028e-05, 4.23839897e-05, 4.24015505e-05,
       4.24138430e-05, 4.24224477e-05, 4.24284710e-05, 4.24326873e-05,
       4.24356386e-05, 4.24377046e-05, 4.24391508e-05, 4.24401631e-05,
       4.24408717e-05, 4.24413677e-05, 4.24417149e-05, 4.24419580e-05]), 3720: array([8.31562957e-05, 7.31423266e-05, 6.61312222e-05, 6.12225208e-05,
       5.77857798e-05, 5.53796061e-05, 5.36949659e-05, 5.25154946e-05,
       5.16897086e-05, 5.11115490e-05, 5.07067608e-05, 5.04233554e-05,
       5.02249341e-05, 5.00860129e-05, 4.99887497e-05, 4.99206526e-05,
       4.98729756e-05, 4.98395953e-05, 4.98162248e-05, 4.97998623e-05,
       4.97884064e-05, 4.97803857e-05, 4.97747702e-05, 4.97708386e-05,
       4.97680859e-05, 4.97661587e-05, 4.97648094e-05, 4.97638647e-05]), 3725: array([0.00775877, 0.00791775, 0.00807673, 0.00823571, 0.00839469,
       0.00855366, 0.00871264, 0.00887162, 0.0090306 , 0.00918958,
       0.00934855, 0.00950753, 0.00966651, 0.00982549, 0.00998447,
       0.01014345, 0.01030243, 0.01046141, 0.01062039, 0.01077937,
       0.01093834, 0.01109732, 0.0112563 , 0.01141528, 0.01157426,
       0.01173324, 0.01189222, 0.0120512 ]), 3730: array([3.31387380e-06, 4.88293630e-06, 6.44325997e-06, 7.99489349e-06,
       9.53788526e-06, 1.10722834e-05, 1.25981358e-05, 1.41154900e-05,
       1.56243934e-05, 1.71248930e-05, 1.86170356e-05, 2.01008678e-05,
       2.15764359e-05, 2.30437859e-05, 2.45029635e-05, 2.59540143e-05,
       2.73969835e-05, 2.88319162e-05, 3.02588571e-05, 3.16778507e-05,
       3.30889413e-05, 3.44921729e-05, 3.58875892e-05, 3.72752339e-05,
       3.86551501e-05, 4.00273809e-05, 4.13919691e-05, 4.27489574e-05]), 3735: array([0.0012433 , 0.00124701, 0.00125073, 0.00125444, 0.00125816,
       0.00126187, 0.00126559, 0.0012693 , 0.00127302, 0.00127674,
       0.00128045, 0.00128417, 0.00128788, 0.0012916 , 0.00129531,
       0.00129903, 0.00130274, 0.00130646, 0.00131017, 0.00131389,
       0.0013176 , 0.00132132, 0.00132503, 0.00132875, 0.00133246,
       0.00133618, 0.00133989, 0.00134361]), 3740: array([7.52704885e-05, 9.28814509e-05, 1.02776150e-04, 1.08335476e-04,
       1.11458977e-04, 1.13213912e-04, 1.14199921e-04, 1.14753908e-04,
       1.15065166e-04, 1.15240045e-04, 1.15338301e-04, 1.15393506e-04,
       1.15424523e-04, 1.15441950e-04, 1.15451741e-04, 1.15457242e-04,
       1.15460333e-04, 1.15462070e-04, 1.15463046e-04, 1.15463594e-04,
       1.15463902e-04, 1.15464075e-04, 1.15464172e-04, 1.15464227e-04,
       1.15464257e-04, 1.15464275e-04, 1.15464284e-04, 1.15464290e-04]), 3745: array([1.97889280e-05, 3.10277290e-05, 4.22228365e-05, 5.33744202e-05,
       6.44826494e-05, 7.55476927e-05, 8.65697179e-05, 9.75488923e-05,
       1.08485382e-04, 1.19379354e-04, 1.30230973e-04, 1.41040404e-04,
       1.51807810e-04, 1.62533355e-04, 1.73217203e-04, 1.83859514e-04,
       1.94460450e-04, 2.05020173e-04, 2.15538842e-04, 2.26016618e-04,
       2.36453658e-04, 2.46850122e-04, 2.57206167e-04, 2.67521951e-04,
       2.77797629e-04, 2.88033358e-04, 2.98229293e-04, 3.08385589e-04]), 3750: array([0.00210014, 0.00174524, 0.00147333, 0.00126502, 0.00110543,
       0.00098317, 0.0008895 , 0.00081773, 0.00076275, 0.00072063,
       0.00068836, 0.00066364, 0.0006447 , 0.00063018, 0.00061907,
       0.00061055, 0.00060402, 0.00059903, 0.0005952 , 0.00059226,
       0.00059001, 0.00058829, 0.00058697, 0.00058596, 0.00058519,
       0.00058459, 0.00058414, 0.00058379]), 3755: array([0.00029166, 0.0003663 , 0.00039122, 0.00039953, 0.00040231,
       0.00040324, 0.00040354, 0.00040365, 0.00040368, 0.00040369,
       0.0004037 , 0.0004037 , 0.0004037 , 0.0004037 , 0.0004037 ,
       0.0004037 , 0.0004037 , 0.0004037 , 0.0004037 , 0.0004037 ,
       0.0004037 , 0.0004037 , 0.0004037 , 0.0004037 , 0.0004037 ,
       0.0004037 , 0.0004037 , 0.0004037 ]), 3760: array([0.00015049, 0.00017858, 0.00019824, 0.000212  , 0.00022163,
       0.00022838, 0.0002331 , 0.0002364 , 0.00023871, 0.00024033,
       0.00024147, 0.00024226, 0.00024281, 0.0002432 , 0.00024348,
       0.00024367, 0.0002438 , 0.00024389, 0.00024396, 0.000244  ,
       0.00024404, 0.00024406, 0.00024407, 0.00024408, 0.00024409,
       0.0002441 , 0.0002441 , 0.0002441 ]), 3765: array([1.78134668e-05, 2.09872073e-05, 2.32088227e-05, 2.47639514e-05,
       2.58525401e-05, 2.66145512e-05, 2.71479583e-05, 2.75213427e-05,
       2.77827115e-05, 2.79656694e-05, 2.80937397e-05, 2.81833889e-05,
       2.82461432e-05, 2.82900711e-05, 2.83208207e-05, 2.83423453e-05,
       2.83574125e-05, 2.83679596e-05, 2.83753425e-05, 2.83805105e-05,
       2.83841282e-05, 2.83866605e-05, 2.83884331e-05, 2.83896740e-05,
       2.83905426e-05, 2.83911506e-05, 2.83915762e-05, 2.83918741e-05]), 3770: array([0.00347425, 0.00354548, 0.00361671, 0.00368794, 0.00375917,
       0.00383039, 0.00390162, 0.00397285, 0.00404408, 0.00411531,
       0.00418653, 0.00425776, 0.00432899, 0.00440022, 0.00447145,
       0.00454268, 0.0046139 , 0.00468513, 0.00475636, 0.00482759,
       0.00489882, 0.00497005, 0.00504127, 0.0051125 , 0.00518373,
       0.00525496, 0.00532619, 0.00539742]), 3775: array([0.00013898, 0.00016792, 0.00019705, 0.00022637, 0.00025589,
       0.00028561, 0.00031552, 0.00034563, 0.00037595, 0.00040646,
       0.00043718, 0.0004681 , 0.00049923, 0.00053057, 0.00056211,
       0.00059386, 0.00062583, 0.00065801, 0.0006904 , 0.00072301,
       0.00075584, 0.00078888, 0.00082215, 0.00085563, 0.00088934,
       0.00092328, 0.00095744, 0.00099182]), 3780: array([1.40174040e-05, 1.40885105e-05, 1.41240638e-05, 1.41418404e-05,
       1.41507287e-05, 1.41551729e-05, 1.41573949e-05, 1.41585060e-05,
       1.41590615e-05, 1.41593393e-05, 1.41594781e-05, 1.41595476e-05,
       1.41595823e-05, 1.41595997e-05, 1.41596083e-05, 1.41596127e-05,
       1.41596148e-05, 1.41596159e-05, 1.41596165e-05, 1.41596167e-05,
       1.41596169e-05, 1.41596169e-05, 1.41596170e-05, 1.41596170e-05,
       1.41596170e-05, 1.41596170e-05, 1.41596170e-05, 1.41596170e-05]), 3785: array([8.58130785e-06, 8.96472270e-06, 9.23311007e-06, 9.42097910e-06,
       9.55248594e-06, 9.64453969e-06, 9.70897658e-06, 9.75408190e-06,
       9.78565526e-06, 9.80775637e-06, 9.82322697e-06, 9.83405627e-06,
       9.84163669e-06, 9.84694293e-06, 9.85065725e-06, 9.85325725e-06,
       9.85507722e-06, 9.85635119e-06, 9.85724296e-06, 9.85786719e-06,
       9.85830415e-06, 9.85861002e-06, 9.85882412e-06, 9.85897399e-06,
       9.85907890e-06, 9.85915234e-06, 9.85920374e-06, 9.85923972e-06]), 3790: array([6.29427604e-06, 6.25033944e-06, 6.22837115e-06, 6.21738701e-06,
       6.21189494e-06, 6.20914891e-06, 6.20777589e-06, 6.20708938e-06,
       6.20674613e-06, 6.20657450e-06, 6.20648869e-06, 6.20644578e-06,
       6.20642433e-06, 6.20641360e-06, 6.20640824e-06, 6.20640556e-06,
       6.20640422e-06, 6.20640355e-06, 6.20640321e-06, 6.20640304e-06,
       6.20640296e-06, 6.20640292e-06, 6.20640290e-06, 6.20640289e-06,
       6.20640288e-06, 6.20640288e-06, 6.20640288e-06, 6.20640288e-06]), 3795: array([0.00052021, 0.00040046, 0.00032105, 0.00026839, 0.00023347,
       0.00021031, 0.00019496, 0.00018477, 0.00017802, 0.00017354,
       0.00017057, 0.0001686 , 0.0001673 , 0.00016643, 0.00016586,
       0.00016548, 0.00016522, 0.00016506, 0.00016494, 0.00016487,
       0.00016482, 0.00016479, 0.00016477, 0.00016475, 0.00016474,
       0.00016474, 0.00016473, 0.00016473]), 3800: array([0.00027012, 0.00029083, 0.00031153, 0.00033223, 0.0003529 ,
       0.00037357, 0.00039423, 0.00041487, 0.0004355 , 0.00045612,
       0.00047673, 0.00049733, 0.00051791, 0.00053849, 0.00055905,
       0.0005796 , 0.00060014, 0.00062066, 0.00064118, 0.00066168,
       0.00068217, 0.00070265, 0.00072312, 0.00074357, 0.00076402,
       0.00078445, 0.00080487, 0.00082528]), 3805: array([0.00014649, 0.00013859, 0.00013346, 0.00013012, 0.00012795,
       0.00012654, 0.00012562, 0.00012503, 0.00012464, 0.00012438,
       0.00012422, 0.00012411, 0.00012404, 0.000124  , 0.00012397,
       0.00012395, 0.00012394, 0.00012393, 0.00012392, 0.00012392,
       0.00012392, 0.00012392, 0.00012392, 0.00012392, 0.00012392,
       0.00012391, 0.00012391, 0.00012391]), 3810: array([5.09332630e-05, 6.04885888e-05, 6.71772258e-05, 7.18592078e-05,
       7.51365506e-05, 7.74306593e-05, 7.90365135e-05, 8.01605961e-05,
       8.09474432e-05, 8.14982287e-05, 8.18837733e-05, 8.21536508e-05,
       8.23425625e-05, 8.24747989e-05, 8.25673631e-05, 8.26321571e-05,
       8.26775123e-05, 8.27092606e-05, 8.27314840e-05, 8.27470402e-05,
       8.27579294e-05, 8.27655518e-05, 8.27708873e-05, 8.27746222e-05,
       8.27772365e-05, 8.27790665e-05, 8.27803475e-05, 8.27812442e-05]), 3815: array([0.00027307, 0.00019001, 0.00014847, 0.0001277 , 0.00011732,
       0.00011213, 0.00010953, 0.00010823, 0.00010759, 0.00010726,
       0.0001071 , 0.00010702, 0.00010698, 0.00010696, 0.00010695,
       0.00010694, 0.00010694, 0.00010694, 0.00010694, 0.00010694,
       0.00010694, 0.00010694, 0.00010694, 0.00010694, 0.00010694,
       0.00010694, 0.00010694, 0.00010694]), 3820: array([1.86733029e-05, 3.51604907e-05, 5.10433556e-05, 6.63440486e-05,
       8.10839085e-05, 9.52834923e-05, 1.08962603e-04, 1.22140319e-04,
       1.34835017e-04, 1.47064403e-04, 1.58845532e-04, 1.70194834e-04,
       1.81128138e-04, 1.91660692e-04, 2.01807184e-04, 2.11581766e-04,
       2.20998070e-04, 2.30069227e-04, 2.38807889e-04, 2.47226244e-04,
       2.55336032e-04, 2.63148563e-04, 2.70674732e-04, 2.77925037e-04,
       2.84909588e-04, 2.91638127e-04, 2.98120037e-04, 3.04364359e-04]), 3825: array([7.42533422e-05, 7.91749030e-05, 8.26199267e-05, 8.50313950e-05,
       8.67193891e-05, 8.79009613e-05, 8.87280453e-05, 8.93069925e-05,
       8.97122475e-05, 8.99959203e-05, 9.01944873e-05, 9.03334814e-05,
       9.04307753e-05, 9.04988797e-05, 9.05465518e-05, 9.05799216e-05,
       9.06032800e-05, 9.06196306e-05, 9.06310758e-05, 9.06390872e-05,
       9.06446951e-05, 9.06486206e-05, 9.06513683e-05, 9.06532917e-05,
       9.06546381e-05, 9.06555805e-05, 9.06562402e-05, 9.06567020e-05]), 3830: array([0.00014975, 0.00013064, 0.00012014, 0.00011436, 0.00011118,
       0.00010943, 0.00010847, 0.00010794, 0.00010765, 0.00010749,
       0.0001074 , 0.00010735, 0.00010733, 0.00010731, 0.0001073 ,
       0.0001073 , 0.0001073 , 0.00010729, 0.00010729, 0.00010729,
       0.00010729, 0.00010729, 0.00010729, 0.00010729, 0.00010729,
       0.00010729, 0.00010729, 0.00010729]), 3835: array([4.50247957e-05, 5.02773297e-05, 5.29100647e-05, 5.42296741e-05,
       5.48911037e-05, 5.52226330e-05, 5.53888059e-05, 5.54720970e-05,
       5.55138451e-05, 5.55347705e-05, 5.55452590e-05, 5.55505162e-05,
       5.55531513e-05, 5.55544720e-05, 5.55551340e-05, 5.55554659e-05,
       5.55556322e-05, 5.55557156e-05, 5.55557573e-05, 5.55557783e-05,
       5.55557888e-05, 5.55557940e-05, 5.55557967e-05, 5.55557980e-05,
       5.55557987e-05, 5.55557990e-05, 5.55557992e-05, 5.55557992e-05]), 3840: array([9.73717003e-06, 9.76375051e-06, 9.78235683e-06, 9.79538125e-06,
       9.80449833e-06, 9.81088028e-06, 9.81534764e-06, 9.81847479e-06,
       9.82066379e-06, 9.82219609e-06, 9.82326870e-06, 9.82401953e-06,
       9.82454510e-06, 9.82491301e-06, 9.82517054e-06, 9.82535081e-06,
       9.82547700e-06, 9.82556534e-06, 9.82562717e-06, 9.82567045e-06,
       9.82570075e-06, 9.82572196e-06, 9.82573681e-06, 9.82574720e-06,
       9.82575447e-06, 9.82575957e-06, 9.82576313e-06, 9.82576562e-06]), 3845: array([6.68825204e-05, 5.38468953e-05, 4.73107764e-05, 4.40335382e-05,
       4.23903167e-05, 4.15663984e-05, 4.11532822e-05, 4.09461439e-05,
       4.08422839e-05, 4.07902080e-05, 4.07640970e-05, 4.07510048e-05,
       4.07444403e-05, 4.07411488e-05, 4.07394985e-05, 4.07386710e-05,
       4.07382561e-05, 4.07380480e-05, 4.07379437e-05, 4.07378914e-05,
       4.07378652e-05, 4.07378520e-05, 4.07378455e-05, 4.07378421e-05,
       4.07378405e-05, 4.07378397e-05, 4.07378392e-05, 4.07378390e-05]), 3850: array([6.60161940e-05, 6.03589470e-05, 5.75300113e-05, 5.61153874e-05,
       5.54079974e-05, 5.50542634e-05, 5.48773769e-05, 5.47889239e-05,
       5.47446925e-05, 5.47225744e-05, 5.47115141e-05, 5.47059833e-05,
       5.47032176e-05, 5.47018346e-05, 5.47011431e-05, 5.47007972e-05,
       5.47006243e-05, 5.47005378e-05, 5.47004946e-05, 5.47004730e-05,
       5.47004622e-05, 5.47004568e-05, 5.47004540e-05, 5.47004527e-05,
       5.47004520e-05, 5.47004517e-05, 5.47004515e-05, 5.47004514e-05]), 3855: array([4.17832028e-05, 3.74626991e-05, 3.44383362e-05, 3.23212749e-05,
       3.08393269e-05, 2.98019598e-05, 2.90758003e-05, 2.85674869e-05,
       2.82116663e-05, 2.79625910e-05, 2.77882378e-05, 2.76661900e-05,
       2.75807563e-05, 2.75209525e-05, 2.74790897e-05, 2.74497857e-05,
       2.74292728e-05, 2.74149137e-05, 2.74048623e-05, 2.73978263e-05,
       2.73929011e-05, 2.73894534e-05, 2.73870400e-05, 2.73853507e-05,
       2.73841681e-05, 2.73833403e-05, 2.73827609e-05, 2.73823552e-05]), 3860: array([1.94052142e-05, 1.97281665e-05, 1.98896432e-05, 1.99703817e-05,
       2.00107511e-05, 2.00309359e-05, 2.00410283e-05, 2.00460745e-05,
       2.00485976e-05, 2.00498592e-05, 2.00504900e-05, 2.00508054e-05,
       2.00509631e-05, 2.00510419e-05, 2.00510814e-05, 2.00511011e-05,
       2.00511109e-05, 2.00511159e-05, 2.00511183e-05, 2.00511196e-05,
       2.00511202e-05, 2.00511205e-05, 2.00511206e-05, 2.00511207e-05,
       2.00511207e-05, 2.00511208e-05, 2.00511208e-05, 2.00511208e-05]), 3865: array([5.47585758e-06, 5.37478779e-06, 5.32425284e-06, 5.29898535e-06,
       5.28635159e-06, 5.28003470e-06, 5.27687625e-06, 5.27529703e-06,
       5.27450742e-06, 5.27411261e-06, 5.27391521e-06, 5.27381650e-06,
       5.27376715e-06, 5.27374248e-06, 5.27373014e-06, 5.27372397e-06,
       5.27372089e-06, 5.27371935e-06, 5.27371857e-06, 5.27371819e-06,
       5.27371800e-06, 5.27371790e-06, 5.27371785e-06, 5.27371783e-06,
       5.27371781e-06, 5.27371781e-06, 5.27371781e-06, 5.27371780e-06]), 3870: array([1.17648939e-05, 1.18046263e-05, 1.18250228e-05, 1.18354932e-05,
       1.18408681e-05, 1.18436273e-05, 1.18450438e-05, 1.18457709e-05,
       1.18461441e-05, 1.18463357e-05, 1.18464341e-05, 1.18464846e-05,
       1.18465105e-05, 1.18465238e-05, 1.18465307e-05, 1.18465342e-05,
       1.18465360e-05, 1.18465369e-05, 1.18465374e-05, 1.18465376e-05,
       1.18465377e-05, 1.18465378e-05, 1.18465378e-05, 1.18465378e-05,
       1.18465379e-05, 1.18465379e-05, 1.18465379e-05, 1.18465379e-05]), 3875: array([1.17705877e-05, 1.21190800e-05, 1.22933265e-05, 1.23804498e-05,
       1.24240115e-05, 1.24457923e-05, 1.24566828e-05, 1.24621280e-05,
       1.24648506e-05, 1.24662119e-05, 1.24668926e-05, 1.24672329e-05,
       1.24674031e-05, 1.24674882e-05, 1.24675307e-05, 1.24675520e-05,
       1.24675626e-05, 1.24675679e-05, 1.24675706e-05, 1.24675719e-05,
       1.24675726e-05, 1.24675729e-05, 1.24675731e-05, 1.24675732e-05,
       1.24675732e-05, 1.24675732e-05, 1.24675733e-05, 1.24675733e-05]), 3880: array([4.51727983e-05, 3.89069760e-05, 3.54607589e-05, 3.35653313e-05,
       3.25228416e-05, 3.19494698e-05, 3.16341139e-05, 3.14606674e-05,
       3.13652714e-05, 3.13128034e-05, 3.12839459e-05, 3.12680742e-05,
       3.12593447e-05, 3.12545435e-05, 3.12519028e-05, 3.12504504e-05,
       3.12496516e-05, 3.12492122e-05, 3.12489706e-05, 3.12488377e-05,
       3.12487646e-05, 3.12487244e-05, 3.12487023e-05, 3.12486901e-05,
       3.12486834e-05, 3.12486797e-05, 3.12486777e-05, 3.12486766e-05]), 3885: array([1.03741088e-04, 8.37113346e-05, 7.36964045e-05, 6.86889127e-05,
       6.61851535e-05, 6.49332672e-05, 6.43073207e-05, 6.39943458e-05,
       6.38378575e-05, 6.37596130e-05, 6.37204905e-05, 6.37009291e-05,
       6.36911484e-05, 6.36862580e-05, 6.36838128e-05, 6.36825902e-05,
       6.36819789e-05, 6.36816732e-05, 6.36815204e-05, 6.36814440e-05,
       6.36814058e-05, 6.36813867e-05, 6.36813771e-05, 6.36813723e-05,
       6.36813700e-05, 6.36813688e-05, 6.36813682e-05, 6.36813679e-05]), 3890: array([0.00080699, 0.00083852, 0.00087006, 0.0009016 , 0.00093314,
       0.00096468, 0.00099622, 0.00102775, 0.00105929, 0.00109083,
       0.00112237, 0.00115391, 0.00118545, 0.00121698, 0.00124852,
       0.00128006, 0.0013116 , 0.00134314, 0.00137468, 0.00140621,
       0.00143775, 0.00146929, 0.00150083, 0.00153237, 0.00156391,
       0.00159544, 0.00162698, 0.00165852]), 3895: array([0.00057028, 0.00053265, 0.00050235, 0.00047795, 0.0004583 ,
       0.00044247, 0.00042973, 0.00041946, 0.0004112 , 0.00040454,
       0.00039918, 0.00039487, 0.00039139, 0.00038859, 0.00038634,
       0.00038452, 0.00038306, 0.00038189, 0.00038094, 0.00038017,
       0.00037956, 0.00037906, 0.00037867, 0.00037834, 0.00037809,
       0.00037788, 0.00037771, 0.00037758]), 3900: array([7.08179104e-05, 8.25238793e-05, 8.84085645e-05, 9.13668433e-05,
       9.28539940e-05, 9.36015966e-05, 9.39774225e-05, 9.41663532e-05,
       9.42613302e-05, 9.43090760e-05, 9.43330781e-05, 9.43451442e-05,
       9.43512099e-05, 9.43542592e-05, 9.43557921e-05, 9.43565627e-05,
       9.43569501e-05, 9.43571448e-05, 9.43572427e-05, 9.43572919e-05,
       9.43573167e-05, 9.43573291e-05, 9.43573353e-05, 9.43573385e-05,
       9.43573401e-05, 9.43573409e-05, 9.43573413e-05, 9.43573415e-05]), 3905: array([0.00066957, 0.00048625, 0.00037249, 0.00030189, 0.00025808,
       0.0002309 , 0.00021402, 0.00020355, 0.00019706, 0.00019302,
       0.00019052, 0.00018897, 0.00018801, 0.00018741, 0.00018704,
       0.00018681, 0.00018666, 0.00018657, 0.00018652, 0.00018649,
       0.00018646, 0.00018645, 0.00018644, 0.00018644, 0.00018643,
       0.00018643, 0.00018643, 0.00018643]), 3910: array([0.00055767, 0.00058801, 0.00061659, 0.00064351, 0.00066886,
       0.00069274, 0.00071524, 0.00073643, 0.00075638, 0.00077518,
       0.00079288, 0.00080956, 0.00082527, 0.00084006, 0.000854  ,
       0.00086712, 0.00087948, 0.00089113, 0.0009021 , 0.00091243,
       0.00092216, 0.00093133, 0.00093996, 0.00094809, 0.00095575,
       0.00096296, 0.00096976, 0.00097616]), 3915: array([7.72929858e-05, 8.94789237e-05, 9.80088850e-05, 1.03979721e-04,
       1.08159211e-04, 1.11084787e-04, 1.13132643e-04, 1.14566110e-04,
       1.15569514e-04, 1.16271880e-04, 1.16763525e-04, 1.17107669e-04,
       1.17348564e-04, 1.17517187e-04, 1.17635220e-04, 1.17717842e-04,
       1.17775675e-04, 1.17816158e-04, 1.17844495e-04, 1.17864331e-04,
       1.17878215e-04, 1.17887934e-04, 1.17894738e-04, 1.17899500e-04,
       1.17902833e-04, 1.17905166e-04, 1.17906800e-04, 1.17907943e-04]), 3920: array([2.90069620e-05, 2.64989220e-05, 2.49743614e-05, 2.40476278e-05,
       2.34842949e-05, 2.31418621e-05, 2.29337078e-05, 2.28071771e-05,
       2.27302630e-05, 2.26835093e-05, 2.26550891e-05, 2.26378134e-05,
       2.26273120e-05, 2.26209285e-05, 2.26170482e-05, 2.26146895e-05,
       2.26132557e-05, 2.26123841e-05, 2.26118543e-05, 2.26115323e-05,
       2.26113365e-05, 2.26112175e-05, 2.26111452e-05, 2.26111012e-05,
       2.26110745e-05, 2.26110582e-05, 2.26110483e-05, 2.26110423e-05]), 3925: array([6.41601779e-06, 7.23624126e-06, 7.97444083e-06, 8.63881907e-06,
       9.23675823e-06, 9.77490235e-06, 1.02592311e-05, 1.06951260e-05,
       1.10874306e-05, 1.14405040e-05, 1.17582694e-05, 1.20442577e-05,
       1.23016466e-05, 1.25332961e-05, 1.27417803e-05, 1.29294156e-05,
       1.30982871e-05, 1.32502711e-05, 1.33870564e-05, 1.35101629e-05,
       1.36209585e-05, 1.37206744e-05, 1.38104185e-05, 1.38911880e-05,
       1.39638804e-05, 1.40293034e-05, 1.40881840e-05, 1.41411765e-05]), 3930: array([4.24216448e-05, 3.16763384e-05, 2.63036676e-05, 2.36173234e-05,
       2.22741470e-05, 2.16025565e-05, 2.12667602e-05, 2.10988615e-05,
       2.10149118e-05, 2.09729369e-05, 2.09519493e-05, 2.09414555e-05,
       2.09362086e-05, 2.09335852e-05, 2.09322734e-05, 2.09316175e-05,
       2.09312896e-05, 2.09311256e-05, 2.09310436e-05, 2.09310027e-05,
       2.09309822e-05, 2.09309719e-05, 2.09309668e-05, 2.09309642e-05,
       2.09309629e-05, 2.09309623e-05, 2.09309620e-05, 2.09309618e-05]), 3935: array([2.41472919e-05, 2.55263457e-05, 2.62159050e-05, 2.65607008e-05,
       2.67331068e-05, 2.68193138e-05, 2.68624194e-05, 2.68839731e-05,
       2.68947505e-05, 2.69001395e-05, 2.69028341e-05, 2.69041815e-05,
       2.69048552e-05, 2.69051920e-05, 2.69053605e-05, 2.69054447e-05,
       2.69054868e-05, 2.69055079e-05, 2.69055184e-05, 2.69055237e-05,
       2.69055263e-05, 2.69055276e-05, 2.69055283e-05, 2.69055286e-05,
       2.69055288e-05, 2.69055289e-05, 2.69055289e-05, 2.69055289e-05]), 3940: array([1.38392274e-05, 1.45477524e-05, 1.49020144e-05, 1.50791453e-05,
       1.51677106e-05, 1.52119932e-05, 1.52341345e-05, 1.52452051e-05,
       1.52507404e-05, 1.52535081e-05, 1.52548919e-05, 1.52555838e-05,
       1.52559298e-05, 1.52561028e-05, 1.52561892e-05, 1.52562325e-05,
       1.52562541e-05, 1.52562649e-05, 1.52562703e-05, 1.52562730e-05,
       1.52562744e-05, 1.52562751e-05, 1.52562754e-05, 1.52562756e-05,
       1.52562756e-05, 1.52562757e-05, 1.52562757e-05, 1.52562757e-05]), 3945: array([6.98683999e-06, 7.31201121e-06, 7.47459677e-06, 7.55588952e-06,
       7.59653589e-06, 7.61685906e-06, 7.62702064e-06, 7.63210143e-06,
       7.63464183e-06, 7.63591202e-06, 7.63654712e-06, 7.63686467e-06,
       7.63702344e-06, 7.63710283e-06, 7.63714252e-06, 7.63716237e-06,
       7.63717230e-06, 7.63717726e-06, 7.63717974e-06, 7.63718098e-06,
       7.63718160e-06, 7.63718191e-06, 7.63718206e-06, 7.63718214e-06,
       7.63718218e-06, 7.63718220e-06, 7.63718221e-06, 7.63718221e-06]), 3950: array([1.18887291e-05, 1.16053361e-05, 1.14069613e-05, 1.12680991e-05,
       1.11708958e-05, 1.11028536e-05, 1.10552241e-05, 1.10218836e-05,
       1.09985452e-05, 1.09822084e-05, 1.09707726e-05, 1.09627676e-05,
       1.09571641e-05, 1.09532417e-05, 1.09504960e-05, 1.09485740e-05,
       1.09472286e-05, 1.09462868e-05, 1.09456276e-05, 1.09451661e-05,
       1.09448431e-05, 1.09446170e-05, 1.09444587e-05, 1.09443479e-05,
       1.09442703e-05, 1.09442160e-05, 1.09441780e-05, 1.09441514e-05]), 3955: array([0.00134696, 0.001097  , 0.00092751, 0.00081258, 0.00073465,
       0.00068181, 0.00064598, 0.00062168, 0.0006052 , 0.00059403,
       0.00058646, 0.00058132, 0.00057784, 0.00057548, 0.00057388,
       0.00057279, 0.00057206, 0.00057156, 0.00057122, 0.00057099,
       0.00057083, 0.00057073, 0.00057066, 0.00057061, 0.00057057,
       0.00057055, 0.00057054, 0.00057053]), 3960: array([2.35145790e-05, 3.69768471e-05, 5.04391144e-05, 6.39013808e-05,
       7.73636464e-05, 9.08259111e-05, 1.04288175e-04, 1.17750438e-04,
       1.31212700e-04, 1.44674961e-04, 1.58137222e-04, 1.71599482e-04,
       1.85061740e-04, 1.98523998e-04, 2.11986255e-04, 2.25448512e-04,
       2.38910767e-04, 2.52373022e-04, 2.65835275e-04, 2.79297528e-04,
       2.92759780e-04, 3.06222031e-04, 3.19684282e-04, 3.33146531e-04,
       3.46608780e-04, 3.60071028e-04, 3.73533274e-04, 3.86995521e-04]), 3965: array([0.00012512, 0.00013265, 0.00013648, 0.00013842, 0.00013941,
       0.00013991, 0.00014016, 0.00014029, 0.00014035, 0.00014039,
       0.0001404 , 0.00014041, 0.00014042, 0.00014042, 0.00014042,
       0.00014042, 0.00014042, 0.00014042, 0.00014042, 0.00014042,
       0.00014042, 0.00014042, 0.00014042, 0.00014042, 0.00014042,
       0.00014042, 0.00014042, 0.00014042]), 3970: array([0.00105509, 0.00107578, 0.00109647, 0.00111716, 0.00113786,
       0.00115855, 0.00117924, 0.00119993, 0.00122062, 0.00124131,
       0.00126201, 0.0012827 , 0.00130339, 0.00132408, 0.00134477,
       0.00136546, 0.00138615, 0.00140685, 0.00142754, 0.00144823,
       0.00146892, 0.00148961, 0.0015103 , 0.001531  , 0.00155169,
       0.00157238, 0.00159307, 0.00161376]), 3975: array([0.00686772, 0.00593488, 0.00514907, 0.00448712, 0.0039295 ,
       0.00345977, 0.00306407, 0.00273075, 0.00244996, 0.00221343,
       0.00201417, 0.00184633, 0.00170494, 0.00158583, 0.0014855 ,
       0.00140098, 0.00132978, 0.0012698 , 0.00121928, 0.00117672,
       0.00114087, 0.00111067, 0.00108523, 0.0010638 , 0.00104574,
       0.00103054, 0.00101773, 0.00100693]), 3980: array([0.00595811, 0.0060879 , 0.0062177 , 0.00634748, 0.00647727,
       0.00660705, 0.00673683, 0.0068666 , 0.00699637, 0.00712614,
       0.0072559 , 0.00738566, 0.00751541, 0.00764516, 0.00777491,
       0.00790465, 0.00803439, 0.00816413, 0.00829386, 0.00842359,
       0.00855332, 0.00868304, 0.00881276, 0.00894247, 0.00907218,
       0.00920189, 0.00933159, 0.00946129]), 3985: array([0.00025676, 0.00030396, 0.000337  , 0.00036012, 0.00037631,
       0.00038764, 0.00039557, 0.00040112, 0.00040501, 0.00040773,
       0.00040964, 0.00041097, 0.0004119 , 0.00041255, 0.00041301,
       0.00041333, 0.00041355, 0.00041371, 0.00041382, 0.0004139 ,
       0.00041395, 0.00041399, 0.00041402, 0.00041403, 0.00041405,
       0.00041406, 0.00041406, 0.00041407]), 3990: array([0.01660606, 0.01669565, 0.01678524, 0.01687483, 0.01696442,
       0.01705401, 0.0171436 , 0.01723319, 0.01732278, 0.01741237,
       0.01750196, 0.01759155, 0.01768114, 0.01777073, 0.01786032,
       0.01794991, 0.0180395 , 0.01812909, 0.01821868, 0.01830827,
       0.01839786, 0.01848745, 0.01857704, 0.01866662, 0.01875621,
       0.0188458 , 0.01893539, 0.01902498]), 3995: array([4.58134374e-07, 4.80883699e-07, 5.03641307e-07, 5.26407204e-07,
       5.49181391e-07, 5.71963871e-07, 5.94754649e-07, 6.17553726e-07,
       6.40361106e-07, 6.63176792e-07, 6.86000786e-07, 7.08833093e-07,
       7.31673714e-07, 7.54522653e-07, 7.77379913e-07, 8.00245497e-07,
       8.23119408e-07, 8.46001650e-07, 8.68892224e-07, 8.91791134e-07,
       9.14698383e-07, 9.37613975e-07, 9.60537911e-07, 9.83470196e-07,
       1.00641083e-06, 1.02935982e-06, 1.05231717e-06, 1.07528288e-06]), 4000: array([0.00030963, 0.0004106 , 0.00047605, 0.00051846, 0.00054595,
       0.00056377, 0.00057532, 0.0005828 , 0.00058765, 0.0005908 ,
       0.00059283, 0.00059416, 0.00059501, 0.00059557, 0.00059593,
       0.00059616, 0.00059631, 0.00059641, 0.00059647, 0.00059651,
       0.00059654, 0.00059656, 0.00059657, 0.00059657, 0.00059658,
       0.00059658, 0.00059658, 0.00059659]), 4005: array([1.40820003e-05, 1.28941320e-05, 1.23001952e-05, 1.20032256e-05,
       1.18547401e-05, 1.17804970e-05, 1.17433753e-05, 1.17248144e-05,
       1.17155339e-05, 1.17108936e-05, 1.17085734e-05, 1.17074134e-05,
       1.17068333e-05, 1.17065433e-05, 1.17063983e-05, 1.17063258e-05,
       1.17062895e-05, 1.17062714e-05, 1.17062623e-05, 1.17062578e-05,
       1.17062555e-05, 1.17062544e-05, 1.17062538e-05, 1.17062536e-05,
       1.17062534e-05, 1.17062533e-05, 1.17062533e-05, 1.17062533e-05]), 4010: array([3.97706848e-05, 3.39504078e-05, 2.98762068e-05, 2.70242610e-05,
       2.50278954e-05, 2.36304371e-05, 2.26522145e-05, 2.19674575e-05,
       2.14881267e-05, 2.11525946e-05, 2.09177217e-05, 2.07533104e-05,
       2.06382223e-05, 2.05576604e-05, 2.05012671e-05, 2.04617916e-05,
       2.04341588e-05, 2.04148157e-05, 2.04012756e-05, 2.03917975e-05,
       2.03851628e-05, 2.03805185e-05, 2.03772675e-05, 2.03749918e-05,
       2.03733988e-05, 2.03722837e-05, 2.03715031e-05, 2.03709567e-05]), 4015: array([6.97175528e-05, 6.39051722e-05, 6.12953051e-05, 6.01234261e-05,
       5.95972305e-05, 5.93609590e-05, 5.92548686e-05, 5.92072321e-05,
       5.91858424e-05, 5.91762380e-05, 5.91719255e-05, 5.91699890e-05,
       5.91691196e-05, 5.91687291e-05, 5.91685538e-05, 5.91684751e-05,
       5.91684398e-05, 5.91684239e-05, 5.91684168e-05, 5.91684136e-05,
       5.91684121e-05, 5.91684115e-05, 5.91684112e-05, 5.91684111e-05,
       5.91684110e-05, 5.91684110e-05, 5.91684110e-05, 5.91684110e-05]), 4020: array([1.09668324e-04, 8.62943351e-05, 7.40059038e-05, 6.75454941e-05,
       6.41490563e-05, 6.23634435e-05, 6.14246915e-05, 6.09311604e-05,
       6.06716958e-05, 6.05352872e-05, 6.04635730e-05, 6.04258706e-05,
       6.04060493e-05, 6.03956286e-05, 6.03901501e-05, 6.03872699e-05,
       6.03857557e-05, 6.03849596e-05, 6.03845411e-05, 6.03843211e-05,
       6.03842054e-05, 6.03841446e-05, 6.03841126e-05, 6.03840958e-05,
       6.03840870e-05, 6.03840823e-05, 6.03840799e-05, 6.03840786e-05]), 4025: array([4.20687481e-05, 4.47725321e-05, 4.62613584e-05, 4.70811738e-05,
       4.75326014e-05, 4.77811779e-05, 4.79180555e-05, 4.79934265e-05,
       4.80349292e-05, 4.80577824e-05, 4.80703665e-05, 4.80772958e-05,
       4.80811114e-05, 4.80832125e-05, 4.80843694e-05, 4.80850065e-05,
       4.80853573e-05, 4.80855504e-05, 4.80856568e-05, 4.80857154e-05,
       4.80857476e-05, 4.80857654e-05, 4.80857752e-05, 4.80857805e-05,
       4.80857835e-05, 4.80857851e-05, 4.80857860e-05, 4.80857865e-05]), 4030: array([1.76294833e-05, 1.89466826e-05, 1.96052814e-05, 1.99345803e-05,
       2.00992296e-05, 2.01815541e-05, 2.02227163e-05, 2.02432974e-05,
       2.02535879e-05, 2.02587332e-05, 2.02613058e-05, 2.02625921e-05,
       2.02632353e-05, 2.02635568e-05, 2.02637176e-05, 2.02637980e-05,
       2.02638382e-05, 2.02638583e-05, 2.02638684e-05, 2.02638734e-05,
       2.02638759e-05, 2.02638772e-05, 2.02638778e-05, 2.02638781e-05,
       2.02638783e-05, 2.02638783e-05, 2.02638784e-05, 2.02638784e-05]), 4035: array([1.86676600e-05, 1.73520757e-05, 1.66935741e-05, 1.63639681e-05,
       1.61989873e-05, 1.61164080e-05, 1.60750738e-05, 1.60543844e-05,
       1.60440285e-05, 1.60388450e-05, 1.60362504e-05, 1.60349518e-05,
       1.60343017e-05, 1.60339764e-05, 1.60338135e-05, 1.60337320e-05,
       1.60336912e-05, 1.60336707e-05, 1.60336605e-05, 1.60336554e-05,
       1.60336528e-05, 1.60336516e-05, 1.60336509e-05, 1.60336506e-05,
       1.60336504e-05, 1.60336504e-05, 1.60336503e-05, 1.60336503e-05]), 4040: array([8.86969737e-06, 9.96927904e-06, 1.07389836e-05, 1.12777750e-05,
       1.16549277e-05, 1.19189336e-05, 1.21037372e-05, 1.22330993e-05,
       1.23236524e-05, 1.23870394e-05, 1.24314101e-05, 1.24624695e-05,
       1.24842110e-05, 1.24994300e-05, 1.25100833e-05, 1.25175406e-05,
       1.25227606e-05, 1.25264147e-05, 1.25289725e-05, 1.25307629e-05,
       1.25320163e-05, 1.25328936e-05, 1.25335077e-05, 1.25339376e-05,
       1.25342385e-05, 1.25344492e-05, 1.25345966e-05, 1.25346998e-05]), 4045: array([4.80292795e-05, 3.90580125e-05, 3.27773383e-05, 2.83803152e-05,
       2.53020131e-05, 2.31469315e-05, 2.16381852e-05, 2.05819304e-05,
       1.98424594e-05, 1.93247648e-05, 1.89623331e-05, 1.87085991e-05,
       1.85309631e-05, 1.84066023e-05, 1.83195388e-05, 1.82585867e-05,
       1.82159149e-05, 1.81860409e-05, 1.81651264e-05, 1.81504845e-05,
       1.81402339e-05, 1.81330575e-05, 1.81280334e-05, 1.81245161e-05,
       1.81220537e-05, 1.81203298e-05, 1.81191229e-05, 1.81182780e-05]), 4050: array([2.96648312e-05, 2.97129159e-05, 2.97369582e-05, 2.97489794e-05,
       2.97549899e-05, 2.97579952e-05, 2.97594979e-05, 2.97602492e-05,
       2.97606248e-05, 2.97608127e-05, 2.97609066e-05, 2.97609535e-05,
       2.97609770e-05, 2.97609888e-05, 2.97609946e-05, 2.97609976e-05,
       2.97609990e-05, 2.97609998e-05, 2.97610001e-05, 2.97610003e-05,
       2.97610004e-05, 2.97610004e-05, 2.97610005e-05, 2.97610005e-05,
       2.97610005e-05, 2.97610005e-05, 2.97610005e-05, 2.97610005e-05]), 4055: array([8.88466346e-06, 9.84670930e-06, 1.07125497e-05, 1.14918053e-05,
       1.21931346e-05, 1.28243304e-05, 1.33924060e-05, 1.39036736e-05,
       1.43638140e-05, 1.47779399e-05, 1.51506529e-05, 1.54860942e-05,
       1.57879911e-05, 1.60596980e-05, 1.63042341e-05, 1.65243162e-05,
       1.67223900e-05, 1.69006562e-05, 1.70610957e-05, 1.72054910e-05,
       1.73354467e-05, 1.74524067e-05, 1.75576706e-05, 1.76524081e-05,
       1.77376717e-05, 1.78144088e-05, 1.78834722e-05, 1.79456292e-05]), 4060: array([2.57551514e-06, 2.97717721e-06, 3.17800829e-06, 3.27842386e-06,
       3.32863165e-06, 3.35373555e-06, 3.36628751e-06, 3.37256348e-06,
       3.37570147e-06, 3.37727047e-06, 3.37805497e-06, 3.37844722e-06,
       3.37864334e-06, 3.37874140e-06, 3.37879044e-06, 3.37881495e-06,
       3.37882721e-06, 3.37883334e-06, 3.37883640e-06, 3.37883793e-06,
       3.37883870e-06, 3.37883908e-06, 3.37883927e-06, 3.37883937e-06,
       3.37883942e-06, 3.37883944e-06, 3.37883945e-06, 3.37883946e-06]), 4065: array([1.05382210e-05, 8.59742063e-06, 7.62685041e-06, 7.14148027e-06,
       6.89875268e-06, 6.77736761e-06, 6.71666445e-06, 6.68630755e-06,
       6.67112643e-06, 6.66353455e-06, 6.65973794e-06, 6.65783931e-06,
       6.65688982e-06, 6.65641500e-06, 6.65617754e-06, 6.65605879e-06,
       6.65599941e-06, 6.65596971e-06, 6.65595486e-06, 6.65594743e-06,
       6.65594372e-06, 6.65594186e-06, 6.65594093e-06, 6.65594047e-06,
       6.65594024e-06, 6.65594012e-06, 6.65594006e-06, 6.65594003e-06]), 4070: array([3.21432305e-05, 2.51712347e-05, 2.16851130e-05, 1.99419902e-05,
       1.90703978e-05, 1.86345861e-05, 1.84166726e-05, 1.83077119e-05,
       1.82532296e-05, 1.82259875e-05, 1.82123660e-05, 1.82055550e-05,
       1.82021494e-05, 1.82004465e-05, 1.81995950e-05, 1.81991693e-05,
       1.81989564e-05, 1.81988499e-05, 1.81987967e-05, 1.81987701e-05,
       1.81987568e-05, 1.81987501e-05, 1.81987468e-05, 1.81987452e-05,
       1.81987443e-05, 1.81987439e-05, 1.81987437e-05, 1.81987436e-05]), 4075: array([4.19786765e-05, 3.90749753e-05, 3.76231185e-05, 3.68971870e-05,
       3.65342196e-05, 3.63527352e-05, 3.62619926e-05, 3.62166211e-05,
       3.61939352e-05, 3.61825923e-05, 3.61769208e-05, 3.61740850e-05,
       3.61726671e-05, 3.61719581e-05, 3.61716037e-05, 3.61714264e-05,
       3.61713378e-05, 3.61712935e-05, 3.61712713e-05, 3.61712603e-05,
       3.61712547e-05, 3.61712520e-05, 3.61712506e-05, 3.61712499e-05,
       3.61712495e-05, 3.61712494e-05, 3.61712493e-05, 3.61712492e-05]), 4080: array([1.19622474e-05, 1.30579818e-05, 1.38249932e-05, 1.43618993e-05,
       1.47377322e-05, 1.50008143e-05, 1.51849711e-05, 1.53138804e-05,
       1.54041166e-05, 1.54672817e-05, 1.55114971e-05, 1.55424478e-05,
       1.55641132e-05, 1.55792789e-05, 1.55898949e-05, 1.55973261e-05,
       1.56025279e-05, 1.56061691e-05, 1.56087180e-05, 1.56105022e-05,
       1.56117511e-05, 1.56126253e-05, 1.56132373e-05, 1.56136657e-05,
       1.56139655e-05, 1.56141755e-05, 1.56143224e-05, 1.56144252e-05]), 4085: array([1.05297764e-06, 1.04823636e-06, 1.04586571e-06, 1.04468039e-06,
       1.04408773e-06, 1.04379140e-06, 1.04364323e-06, 1.04356915e-06,
       1.04353211e-06, 1.04351359e-06, 1.04350433e-06, 1.04349970e-06,
       1.04349738e-06, 1.04349623e-06, 1.04349565e-06, 1.04349536e-06,
       1.04349521e-06, 1.04349514e-06, 1.04349511e-06, 1.04349509e-06,
       1.04349508e-06, 1.04349507e-06, 1.04349507e-06, 1.04349507e-06,
       1.04349507e-06, 1.04349507e-06, 1.04349507e-06, 1.04349507e-06]), 4090: array([7.07184502e-07, 7.06460075e-07, 7.06097861e-07, 7.05916754e-07,
       7.05826201e-07, 7.05780924e-07, 7.05758285e-07, 7.05746966e-07,
       7.05741307e-07, 7.05738477e-07, 7.05737062e-07, 7.05736355e-07,
       7.05736001e-07, 7.05735824e-07, 7.05735736e-07, 7.05735691e-07,
       7.05735669e-07, 7.05735658e-07, 7.05735653e-07, 7.05735650e-07,
       7.05735648e-07, 7.05735648e-07, 7.05735647e-07, 7.05735647e-07,
       7.05735647e-07, 7.05735647e-07, 7.05735647e-07, 7.05735647e-07]), 4095: array([1.46555067e-06, 1.33367922e-06, 1.26774349e-06, 1.23477562e-06,
       1.21829168e-06, 1.21004972e-06, 1.20592873e-06, 1.20386824e-06,
       1.20283799e-06, 1.20232287e-06, 1.20206531e-06, 1.20193653e-06,
       1.20187213e-06, 1.20183994e-06, 1.20182384e-06, 1.20181579e-06,
       1.20181177e-06, 1.20180976e-06, 1.20180875e-06, 1.20180825e-06,
       1.20180800e-06, 1.20180787e-06, 1.20180781e-06, 1.20180778e-06,
       1.20180776e-06, 1.20180775e-06, 1.20180775e-06, 1.20180775e-06]), 4100: array([6.25935780e-07, 5.60760445e-07, 5.28172778e-07, 5.11878944e-07,
       5.03732028e-07, 4.99658569e-07, 4.97621840e-07, 4.96603475e-07,
       4.96094293e-07, 4.95839702e-07, 4.95712406e-07, 4.95648758e-07,
       4.95616935e-07, 4.95601023e-07, 4.95593067e-07, 4.95589089e-07,
       4.95587100e-07, 4.95586105e-07, 4.95585608e-07, 4.95585359e-07,
       4.95585235e-07, 4.95585173e-07, 4.95585142e-07, 4.95585126e-07,
       4.95585118e-07, 4.95585115e-07, 4.95585113e-07, 4.95585112e-07]), 4105: array([1.70901109e-05, 1.48446565e-05, 1.32728366e-05, 1.21725614e-05,
       1.14023679e-05, 1.08632319e-05, 1.04858362e-05, 1.02216589e-05,
       1.00367346e-05, 9.90728746e-06, 9.81667434e-06, 9.75324509e-06,
       9.70884456e-06, 9.67776416e-06, 9.65600785e-06, 9.64077842e-06,
       9.63011780e-06, 9.62265537e-06, 9.61743165e-06, 9.61377505e-06,
       9.61121542e-06, 9.60942368e-06, 9.60816946e-06, 9.60729151e-06,
       9.60667694e-06, 9.60624674e-06, 9.60594560e-06, 9.60573481e-06]), 4110: array([7.63623482e-06, 8.41177644e-06, 8.95465483e-06, 9.33466919e-06,
       9.60067888e-06, 9.78688540e-06, 9.91722980e-06, 1.00084707e-05,
       1.00723393e-05, 1.01170473e-05, 1.01483428e-05, 1.01702496e-05,
       1.01855844e-05, 1.01963187e-05, 1.02038327e-05, 1.02090925e-05,
       1.02127744e-05, 1.02153517e-05, 1.02171558e-05, 1.02184186e-05,
       1.02193027e-05, 1.02199215e-05, 1.02203546e-05, 1.02206578e-05,
       1.02208701e-05, 1.02210187e-05, 1.02211227e-05, 1.02211955e-05]), 4115: array([3.72262821e-06, 2.72099171e-06, 2.22017331e-06, 1.96976403e-06,
       1.84455935e-06, 1.78195700e-06, 1.75065581e-06, 1.73500521e-06,
       1.72717991e-06, 1.72326725e-06, 1.72131093e-06, 1.72033276e-06,
       1.71984368e-06, 1.71959914e-06, 1.71947687e-06, 1.71941573e-06,
       1.71938517e-06, 1.71936988e-06, 1.71936224e-06, 1.71935842e-06,
       1.71935651e-06, 1.71935555e-06, 1.71935508e-06, 1.71935484e-06,
       1.71935472e-06, 1.71935466e-06, 1.71935463e-06, 1.71935461e-06]), 4120: array([2.50107995e-06, 2.50126888e-06, 2.50143891e-06, 2.50159194e-06,
       2.50172967e-06, 2.50185362e-06, 2.50196518e-06, 2.50206559e-06,
       2.50215595e-06, 2.50223727e-06, 2.50231047e-06, 2.50237634e-06,
       2.50243563e-06, 2.50248899e-06, 2.50253701e-06, 2.50258023e-06,
       2.50261913e-06, 2.50265414e-06, 2.50268564e-06, 2.50271400e-06,
       2.50273952e-06, 2.50276249e-06, 2.50278316e-06, 2.50280177e-06,
       2.50281851e-06, 2.50283358e-06, 2.50284714e-06, 2.50285935e-06]), 4125: array([4.28798459e-06, 4.30125220e-06, 4.30788600e-06, 4.31120290e-06,
       4.31286135e-06, 4.31369058e-06, 4.31410519e-06, 4.31431250e-06,
       4.31441615e-06, 4.31446798e-06, 4.31449389e-06, 4.31450685e-06,
       4.31451332e-06, 4.31451656e-06, 4.31451818e-06, 4.31451899e-06,
       4.31451940e-06, 4.31451960e-06, 4.31451970e-06, 4.31451975e-06,
       4.31451978e-06, 4.31451979e-06, 4.31451980e-06, 4.31451980e-06,
       4.31451980e-06, 4.31451980e-06, 4.31451980e-06, 4.31451980e-06]), 4130: array([3.93977519e-06, 3.91355447e-06, 3.89519998e-06, 3.88235185e-06,
       3.87335816e-06, 3.86706259e-06, 3.86265569e-06, 3.85957086e-06,
       3.85741148e-06, 3.85589992e-06, 3.85484182e-06, 3.85410116e-06,
       3.85358269e-06, 3.85321977e-06, 3.85296572e-06, 3.85278789e-06,
       3.85266340e-06, 3.85257627e-06, 3.85251527e-06, 3.85247257e-06,
       3.85244268e-06, 3.85242176e-06, 3.85240712e-06, 3.85239686e-06,
       3.85238969e-06, 3.85238466e-06, 3.85238115e-06, 3.85237869e-06]), 4135: array([8.27411278e-06, 8.20318922e-06, 8.16772743e-06, 8.14999654e-06,
       8.14113109e-06, 8.13669837e-06, 8.13448201e-06, 8.13337383e-06,
       8.13281974e-06, 8.13254269e-06, 8.13240417e-06, 8.13233491e-06,
       8.13230028e-06, 8.13228296e-06, 8.13227431e-06, 8.13226998e-06,
       8.13226781e-06, 8.13226673e-06, 8.13226619e-06, 8.13226592e-06,
       8.13226578e-06, 8.13226572e-06, 8.13226568e-06, 8.13226566e-06,
       8.13226566e-06, 8.13226565e-06, 8.13226565e-06, 8.13226565e-06]), 4140: array([9.80356817e-06, 9.75584193e-06, 9.72243355e-06, 9.69904767e-06,
       9.68267755e-06, 9.67121846e-06, 9.66319709e-06, 9.65758213e-06,
       9.65365166e-06, 9.65090032e-06, 9.64897439e-06, 9.64762624e-06,
       9.64668253e-06, 9.64602193e-06, 9.64555952e-06, 9.64523582e-06,
       9.64500924e-06, 9.64485063e-06, 9.64473960e-06, 9.64466188e-06,
       9.64460748e-06, 9.64456940e-06, 9.64454274e-06, 9.64452408e-06,
       9.64451102e-06, 9.64450188e-06, 9.64449547e-06, 9.64449099e-06]), 4145: array([9.42480596e-05, 7.94943576e-05, 7.13795209e-05, 6.69161954e-05,
       6.44612754e-05, 6.31110194e-05, 6.23683511e-05, 6.19598684e-05,
       6.17351946e-05, 6.16116194e-05, 6.15436505e-05, 6.15062663e-05,
       6.14857042e-05, 6.14743946e-05, 6.14681741e-05, 6.14647527e-05,
       6.14628708e-05, 6.14618358e-05, 6.14612665e-05, 6.14609534e-05,
       6.14607811e-05, 6.14606864e-05, 6.14606343e-05, 6.14606056e-05,
       6.14605899e-05, 6.14605812e-05, 6.14605764e-05, 6.14605738e-05]), 4150: array([1.80221909e-05, 2.09973551e-05, 2.30799644e-05, 2.45377870e-05,
       2.55582601e-05, 2.62725893e-05, 2.67726184e-05, 2.71226378e-05,
       2.73676507e-05, 2.75391593e-05, 2.76592150e-05, 2.77432538e-05,
       2.78020808e-05, 2.78432595e-05, 2.78720846e-05, 2.78922621e-05,
       2.79063863e-05, 2.79162732e-05, 2.79231940e-05, 2.79280386e-05,
       2.79314298e-05, 2.79338036e-05, 2.79354653e-05, 2.79366284e-05,
       2.79374426e-05, 2.79380126e-05, 2.79384115e-05, 2.79386908e-05]), 4155: array([4.94266010e-05, 3.50559113e-05, 2.78703860e-05, 2.42775332e-05,
       2.24810617e-05, 2.15828034e-05, 2.11336630e-05, 2.09090872e-05,
       2.07967964e-05, 2.07406496e-05, 2.07125755e-05, 2.06985381e-05,
       2.06915193e-05, 2.06880097e-05, 2.06862549e-05, 2.06853775e-05,
       2.06849388e-05, 2.06847194e-05, 2.06846097e-05, 2.06845549e-05,
       2.06845275e-05, 2.06845137e-05, 2.06845069e-05, 2.06845035e-05,
       2.06845018e-05, 2.06845009e-05, 2.06845005e-05, 2.06845003e-05]), 4160: array([7.82935191e-05, 7.72211434e-05, 7.66313295e-05, 7.63069277e-05,
       7.61285045e-05, 7.60303706e-05, 7.59763962e-05, 7.59467099e-05,
       7.59303823e-05, 7.59214019e-05, 7.59164627e-05, 7.59137461e-05,
       7.59122519e-05, 7.59114301e-05, 7.59109781e-05, 7.59107295e-05,
       7.59105928e-05, 7.59105176e-05, 7.59104762e-05, 7.59104535e-05,
       7.59104410e-05, 7.59104341e-05, 7.59104303e-05, 7.59104282e-05,
       7.59104271e-05, 7.59104265e-05, 7.59104261e-05, 7.59104259e-05]), 4165: array([2.22821377e-05, 2.55699354e-05, 2.78713884e-05, 2.94824017e-05,
       3.06101084e-05, 3.13995013e-05, 3.19520750e-05, 3.23388757e-05,
       3.26096355e-05, 3.27991670e-05, 3.29318387e-05, 3.30247087e-05,
       3.30897175e-05, 3.31352236e-05, 3.31670778e-05, 3.31893756e-05,
       3.32049841e-05, 3.32159100e-05, 3.32235581e-05, 3.32289118e-05,
       3.32326594e-05, 3.32352827e-05, 3.32371190e-05, 3.32384044e-05,
       3.32393041e-05, 3.32399340e-05, 3.32403749e-05, 3.32406835e-05]), 4170: array([1.13765861e-05, 1.30995695e-05, 1.39610625e-05, 1.43918097e-05,
       1.46071836e-05, 1.47148707e-05, 1.47687144e-05, 1.47956363e-05,
       1.48090972e-05, 1.48158277e-05, 1.48191929e-05, 1.48208756e-05,
       1.48217169e-05, 1.48221375e-05, 1.48223479e-05, 1.48224530e-05,
       1.48225056e-05, 1.48225319e-05, 1.48225451e-05, 1.48225516e-05,
       1.48225549e-05, 1.48225566e-05, 1.48225574e-05, 1.48225578e-05,
       1.48225580e-05, 1.48225581e-05, 1.48225582e-05, 1.48225582e-05]), 4175: array([2.08883101e-05, 1.49043976e-05, 1.19124361e-05, 1.04164527e-05,
       9.66845977e-06, 9.29446262e-06, 9.10746372e-06, 9.01396411e-06,
       8.96721422e-06, 8.94383924e-06, 8.93215173e-06, 8.92630796e-06,
       8.92338607e-06, 8.92192512e-06, 8.92119465e-06, 8.92082941e-06,
       8.92064679e-06, 8.92055548e-06, 8.92050983e-06, 8.92048700e-06,
       8.92047559e-06, 8.92046988e-06, 8.92046703e-06, 8.92046560e-06,
       8.92046489e-06, 8.92046453e-06, 8.92046435e-06, 8.92046426e-06]), 4180: array([1.19946335e-05, 1.33393028e-05, 1.40116367e-05, 1.43478033e-05,
       1.45158865e-05, 1.45999280e-05, 1.46419487e-05, 1.46629590e-05,
       1.46734641e-05, 1.46787167e-05, 1.46813430e-05, 1.46826561e-05,
       1.46833127e-05, 1.46836410e-05, 1.46838051e-05, 1.46838872e-05,
       1.46839282e-05, 1.46839487e-05, 1.46839590e-05, 1.46839641e-05,
       1.46839667e-05, 1.46839680e-05, 1.46839686e-05, 1.46839689e-05,
       1.46839691e-05, 1.46839692e-05, 1.46839692e-05, 1.46839692e-05]), 4185: array([3.09438612e-06, 3.47861026e-06, 3.82441187e-06, 4.13563322e-06,
       4.41573234e-06, 4.66782146e-06, 4.89470160e-06, 5.09889365e-06,
       5.28266644e-06, 5.44806190e-06, 5.59691776e-06, 5.73088799e-06,
       5.85146116e-06, 5.95997697e-06, 6.05764117e-06, 6.14553892e-06,
       6.22464687e-06, 6.29584401e-06, 6.35992140e-06, 6.41759104e-06,
       6.46949370e-06, 6.51620608e-06, 6.55824720e-06, 6.59608420e-06,
       6.63013749e-06, 6.66078544e-06, 6.68836859e-06, 6.71319341e-06]), 4190: array([6.25528530e-07, 6.26033760e-07, 6.26387422e-07, 6.26634985e-07,
       6.26808279e-07, 6.26929584e-07, 6.27014498e-07, 6.27073938e-07,
       6.27115546e-07, 6.27144672e-07, 6.27165059e-07, 6.27179331e-07,
       6.27189321e-07, 6.27196314e-07, 6.27201209e-07, 6.27204636e-07,
       6.27207034e-07, 6.27208713e-07, 6.27209889e-07, 6.27210711e-07,
       6.27211287e-07, 6.27211690e-07, 6.27211973e-07, 6.27212170e-07,
       6.27212309e-07, 6.27212405e-07, 6.27212473e-07, 6.27212520e-07]), 4195: array([3.45244771e-06, 2.99867381e-06, 2.68103201e-06, 2.45868272e-06,
       2.30303818e-06, 2.19408698e-06, 2.11782112e-06, 2.06443501e-06,
       2.02706473e-06, 2.00090553e-06, 1.98259408e-06, 1.96977607e-06,
       1.96080346e-06, 1.95452263e-06, 1.95012604e-06, 1.94704844e-06,
       1.94489411e-06, 1.94338608e-06, 1.94233046e-06, 1.94159153e-06,
       1.94107427e-06, 1.94071220e-06, 1.94045874e-06, 1.94028132e-06,
       1.94015713e-06, 1.94007020e-06, 1.94000934e-06, 1.93996674e-06]), 4200: array([3.69198982e-05, 3.01785773e-05, 2.68079008e-05, 2.51225546e-05,
       2.42798774e-05, 2.38585368e-05, 2.36478655e-05, 2.35425294e-05,
       2.34898610e-05, 2.34635268e-05, 2.34503595e-05, 2.34437759e-05,
       2.34404841e-05, 2.34388382e-05, 2.34380152e-05, 2.34376037e-05,
       2.34373980e-05, 2.34372951e-05, 2.34372437e-05, 2.34372179e-05,
       2.34372051e-05, 2.34371986e-05, 2.34371954e-05, 2.34371938e-05,
       2.34371930e-05, 2.34371926e-05, 2.34371924e-05, 2.34371923e-05]), 4205: array([1.93526312e-05, 1.99762533e-05, 2.02880655e-05, 2.04439722e-05,
       2.05219258e-05, 2.05609028e-05, 2.05803913e-05, 2.05901357e-05,
       2.05950078e-05, 2.05974439e-05, 2.05986620e-05, 2.05992710e-05,
       2.05995755e-05, 2.05997278e-05, 2.05998039e-05, 2.05998420e-05,
       2.05998610e-05, 2.05998705e-05, 2.05998753e-05, 2.05998777e-05,
       2.05998789e-05, 2.05998794e-05, 2.05998797e-05, 2.05998799e-05,
       2.05998800e-05, 2.05998800e-05, 2.05998800e-05, 2.05998800e-05]), 4210: array([0.01101372, 0.0100099 , 0.0091159 , 0.00831969, 0.00761058,
       0.00697905, 0.0064166 , 0.00591569, 0.00546957, 0.00507225,
       0.0047184 , 0.00440325, 0.00412259, 0.00387262, 0.00365   ,
       0.00345174, 0.00327516, 0.0031179 , 0.00297784, 0.00285311,
       0.00274202, 0.00264308, 0.00255497, 0.00247649, 0.0024066 ,
       0.00234436, 0.00228892, 0.00223955]), 4215: array([0.01215079, 0.01215069, 0.01215058, 0.01215047, 0.01215037,
       0.01215026, 0.01215016, 0.01215005, 0.01214994, 0.01214984,
       0.01214973, 0.01214962, 0.01214952, 0.01214941, 0.0121493 ,
       0.0121492 , 0.01214909, 0.01214898, 0.01214888, 0.01214877,
       0.01214867, 0.01214856, 0.01214845, 0.01214835, 0.01214824,
       0.01214813, 0.01214803, 0.01214792]), 4220: array([0.00014887, 0.00029564, 0.0004424 , 0.00058916, 0.00073592,
       0.00088268, 0.00102944, 0.0011762 , 0.00132296, 0.00146972,
       0.00161648, 0.00176324, 0.00191001, 0.00205677, 0.00220353,
       0.00235029, 0.00249705, 0.00264381, 0.00279057, 0.00293733,
       0.00308409, 0.00323085, 0.00337762, 0.00352438, 0.00367114,
       0.0038179 , 0.00396466, 0.00411142]), 4225: array([0.01594848, 0.01603217, 0.01611585, 0.01619954, 0.01628323,
       0.01636691, 0.0164506 , 0.01653429, 0.01661798, 0.01670166,
       0.01678535, 0.01686904, 0.01695272, 0.01703641, 0.0171201 ,
       0.01720378, 0.01728747, 0.01737116, 0.01745484, 0.01753853,
       0.01762222, 0.0177059 , 0.01778959, 0.01787328, 0.01795696,
       0.01804065, 0.01812434, 0.01820802]), 4230: array([6.00765473e-06, 6.00516460e-06, 6.00267552e-06, 6.00018747e-06,
       5.99770048e-06, 5.99521452e-06, 5.99272961e-06, 5.99024574e-06,
       5.98776292e-06, 5.98528114e-06, 5.98280040e-06, 5.98032070e-06,
       5.97784204e-06, 5.97536442e-06, 5.97288784e-06, 5.97041230e-06,
       5.96793780e-06, 5.96546433e-06, 5.96299191e-06, 5.96052052e-06,
       5.95805017e-06, 5.95558086e-06, 5.95311259e-06, 5.95064535e-06,
       5.94817914e-06, 5.94571397e-06, 5.94324984e-06, 5.94078674e-06]), 4235: array([0.00018969, 0.00028846, 0.00036483, 0.00042388, 0.00046953,
       0.00050482, 0.00053211, 0.00055321, 0.00056953, 0.00058214,
       0.00059189, 0.00059943, 0.00060526, 0.00060977, 0.00061325,
       0.00061595, 0.00061803, 0.00061964, 0.00062089, 0.00062185,
       0.00062259, 0.00062317, 0.00062361, 0.00062396, 0.00062422,
       0.00062443, 0.00062459, 0.00062471]), 4240: array([1.86907349e-05, 1.64854222e-05, 1.53827587e-05, 1.48314233e-05,
       1.45557539e-05, 1.44179182e-05, 1.43490000e-05, 1.43145406e-05,
       1.42973108e-05, 1.42886959e-05, 1.42843884e-05, 1.42822346e-05,
       1.42811577e-05, 1.42806193e-05, 1.42803501e-05, 1.42802154e-05,
       1.42801481e-05, 1.42801145e-05, 1.42800977e-05, 1.42800892e-05,
       1.42800850e-05, 1.42800829e-05, 1.42800819e-05, 1.42800814e-05,
       1.42800811e-05, 1.42800810e-05, 1.42800809e-05, 1.42800809e-05]), 4245: array([3.64580697e-05, 3.09805759e-05, 2.82418244e-05, 2.68724463e-05,
       2.61877560e-05, 2.58454104e-05, 2.56742372e-05, 2.55886505e-05,
       2.55458571e-05, 2.55244603e-05, 2.55137619e-05, 2.55084127e-05,
       2.55057381e-05, 2.55044008e-05, 2.55037322e-05, 2.55033978e-05,
       2.55032307e-05, 2.55031471e-05, 2.55031053e-05, 2.55030844e-05,
       2.55030740e-05, 2.55030687e-05, 2.55030661e-05, 2.55030648e-05,
       2.55030642e-05, 2.55030638e-05, 2.55030637e-05, 2.55030636e-05]), 4250: array([3.20356178e-05, 2.99023873e-05, 2.88357727e-05, 2.83024657e-05,
       2.80358124e-05, 2.79024859e-05, 2.78358227e-05, 2.78024911e-05,
       2.77858253e-05, 2.77774924e-05, 2.77733259e-05, 2.77712427e-05,
       2.77702011e-05, 2.77696803e-05, 2.77694199e-05, 2.77692897e-05,
       2.77692246e-05, 2.77691921e-05, 2.77691758e-05, 2.77691676e-05,
       2.77691636e-05, 2.77691615e-05, 2.77691605e-05, 2.77691600e-05,
       2.77691598e-05, 2.77691596e-05, 2.77691596e-05, 2.77691595e-05]), 4255: array([2.38140913e-05, 2.14649640e-05, 2.02904016e-05, 1.97031212e-05,
       1.94094812e-05, 1.92626615e-05, 1.91892516e-05, 1.91525468e-05,
       1.91341944e-05, 1.91250182e-05, 1.91204301e-05, 1.91181360e-05,
       1.91169890e-05, 1.91164155e-05, 1.91161288e-05, 1.91159854e-05,
       1.91159137e-05, 1.91158778e-05, 1.91158599e-05, 1.91158510e-05,
       1.91158465e-05, 1.91158442e-05, 1.91158431e-05, 1.91158426e-05,
       1.91158423e-05, 1.91158421e-05, 1.91158421e-05, 1.91158420e-05]), 4260: array([3.73771720e-05, 3.50816288e-05, 3.39338486e-05, 3.33599542e-05,
       3.30730048e-05, 3.29295291e-05, 3.28577907e-05, 3.28219212e-05,
       3.28039863e-05, 3.27950188e-05, 3.27905350e-05, 3.27882931e-05,
       3.27871722e-05, 3.27866117e-05, 3.27863314e-05, 3.27861913e-05,
       3.27861212e-05, 3.27860862e-05, 3.27860687e-05, 3.27860599e-05,
       3.27860556e-05, 3.27860534e-05, 3.27860523e-05, 3.27860517e-05,
       3.27860514e-05, 3.27860513e-05, 3.27860512e-05, 3.27860512e-05]), 4265: array([2.61944878e-05, 2.61597520e-05, 2.61423841e-05, 2.61337002e-05,
       2.61293583e-05, 2.61271873e-05, 2.61261018e-05, 2.61255591e-05,
       2.61252877e-05, 2.61251520e-05, 2.61250842e-05, 2.61250503e-05,
       2.61250333e-05, 2.61250248e-05, 2.61250206e-05, 2.61250185e-05,
       2.61250174e-05, 2.61250169e-05, 2.61250166e-05, 2.61250165e-05,
       2.61250164e-05, 2.61250164e-05, 2.61250164e-05, 2.61250163e-05,
       2.61250163e-05, 2.61250163e-05, 2.61250163e-05, 2.61250163e-05]), 4270: array([9.65914451e-06, 8.65621238e-06, 8.15474611e-06, 7.90401287e-06,
       7.77864619e-06, 7.71596283e-06, 7.68462114e-06, 7.66895028e-06,
       7.66111485e-06, 7.65719714e-06, 7.65523828e-06, 7.65425885e-06,
       7.65376913e-06, 7.65352428e-06, 7.65340185e-06, 7.65334063e-06,
       7.65331002e-06, 7.65329472e-06, 7.65328707e-06, 7.65328324e-06,
       7.65328133e-06, 7.65328037e-06, 7.65327990e-06, 7.65327966e-06,
       7.65327954e-06, 7.65327948e-06, 7.65327945e-06, 7.65327943e-06]), 4275: array([2.35533981e-05, 2.23540254e-05, 2.12745899e-05, 2.03030978e-05,
       1.94287550e-05, 1.86418464e-05, 1.79336286e-05, 1.72962326e-05,
       1.67225762e-05, 1.62062853e-05, 1.57416236e-05, 1.53234280e-05,
       1.49470519e-05, 1.46083134e-05, 1.43034488e-05, 1.40290706e-05,
       1.37821303e-05, 1.35598839e-05, 1.33598622e-05, 1.31798426e-05,
       1.30178250e-05, 1.28720092e-05, 1.27407749e-05, 1.26226640e-05,
       1.25163643e-05, 1.24206945e-05, 1.23345917e-05, 1.22570991e-05]), 4280: array([1.47926684e-05, 1.66665972e-05, 1.76035608e-05, 1.80720421e-05,
       1.83062826e-05, 1.84234027e-05, 1.84819627e-05, 1.85112427e-05,
       1.85258827e-05, 1.85332027e-05, 1.85368627e-05, 1.85386927e-05,
       1.85396077e-05, 1.85400651e-05, 1.85402939e-05, 1.85404083e-05,
       1.85404655e-05, 1.85404941e-05, 1.85405083e-05, 1.85405155e-05,
       1.85405191e-05, 1.85405209e-05, 1.85405218e-05, 1.85405222e-05,
       1.85405224e-05, 1.85405225e-05, 1.85405226e-05, 1.85405226e-05]), 4285: array([4.48156236e-06, 5.01737324e-06, 5.49960281e-06, 5.93360920e-06,
       6.32421478e-06, 6.67575962e-06, 6.99214983e-06, 7.27690089e-06,
       7.53317671e-06, 7.76382485e-06, 7.97140807e-06, 8.15823288e-06,
       8.32637513e-06, 8.47770308e-06, 8.61389817e-06, 8.73647369e-06,
       8.84679161e-06, 8.94607769e-06, 9.03543512e-06, 9.11585676e-06,
       9.18823621e-06, 9.25337768e-06, 9.31200498e-06, 9.36476952e-06,
       9.41225759e-06, 9.45499683e-06, 9.49346212e-06, 9.52808087e-06]), 4290: array([7.60721847e-05, 5.77998008e-05, 4.86635530e-05, 4.40954011e-05,
       4.18113112e-05, 4.06692592e-05, 4.00982298e-05, 3.98127133e-05,
       3.96699542e-05, 3.95985742e-05, 3.95628840e-05, 3.95450388e-05,
       3.95361161e-05, 3.95316547e-05, 3.95294240e-05, 3.95283087e-05,
       3.95277510e-05, 3.95274722e-05, 3.95273327e-05, 3.95272630e-05,
       3.95272282e-05, 3.95272107e-05, 3.95272020e-05, 3.95271977e-05,
       3.95271955e-05, 3.95271944e-05, 3.95271939e-05, 3.95271936e-05]), 4295: array([3.26661918e-05, 3.64067087e-05, 3.90249785e-05, 4.08577029e-05,
       4.21405649e-05, 4.30385367e-05, 4.36670948e-05, 4.41070700e-05,
       4.44150419e-05, 4.46306146e-05, 4.47815101e-05, 4.48871333e-05,
       4.49610670e-05, 4.50128187e-05, 4.50490436e-05, 4.50744002e-05,
       4.50921492e-05, 4.51045730e-05, 4.51132694e-05, 4.51193566e-05,
       4.51236176e-05, 4.51266001e-05, 4.51286878e-05, 4.51301492e-05,
       4.51311721e-05, 4.51318881e-05, 4.51323893e-05, 4.51327401e-05]), 4300: array([8.11117588e-06, 8.75657002e-06, 9.20834569e-06, 9.52458850e-06,
       9.74595836e-06, 9.90091718e-06, 1.00093883e-05, 1.00853180e-05,
       1.01384688e-05, 1.01756744e-05, 1.02017182e-05, 1.02199489e-05,
       1.02327104e-05, 1.02416434e-05, 1.02478966e-05, 1.02522737e-05,
       1.02553378e-05, 1.02574826e-05, 1.02589840e-05, 1.02600349e-05,
       1.02607706e-05, 1.02612856e-05, 1.02616460e-05, 1.02618984e-05,
       1.02620750e-05, 1.02621986e-05, 1.02622852e-05, 1.02623458e-05]), 4305: array([8.91412505e-06, 6.80023685e-06, 5.74329055e-06, 5.21481630e-06,
       4.95057863e-06, 4.81845952e-06, 4.75239983e-06, 4.71936991e-06,
       4.70285492e-06, 4.69459741e-06, 4.69046865e-06, 4.68840426e-06,
       4.68737206e-06, 4.68685596e-06, 4.68659791e-06, 4.68646889e-06,
       4.68640438e-06, 4.68637212e-06, 4.68635599e-06, 4.68634793e-06,
       4.68634390e-06, 4.68634188e-06, 4.68634087e-06, 4.68634037e-06,
       4.68634012e-06, 4.68633999e-06, 4.68633993e-06, 4.68633989e-06]), 4310: array([6.17901802e-06, 6.17797040e-06, 6.17702754e-06, 6.17617897e-06,
       6.17541525e-06, 6.17472791e-06, 6.17410930e-06, 6.17355255e-06,
       6.17305147e-06, 6.17260051e-06, 6.17219463e-06, 6.17182935e-06,
       6.17150060e-06, 6.17120472e-06, 6.17093843e-06, 6.17069876e-06,
       6.17048307e-06, 6.17028894e-06, 6.17011423e-06, 6.16995698e-06,
       6.16981546e-06, 6.16968810e-06, 6.16957347e-06, 6.16947030e-06,
       6.16937745e-06, 6.16929389e-06, 6.16921868e-06, 6.16915099e-06]), 4315: array([7.04197909e-05, 6.87282516e-05, 6.71634155e-05, 6.57157921e-05,
       6.43766016e-05, 6.31377220e-05, 6.19916396e-05, 6.09314035e-05,
       5.99505834e-05, 5.90432308e-05, 5.82038427e-05, 5.74273281e-05,
       5.67089777e-05, 5.60444347e-05, 5.54296687e-05, 5.48609512e-05,
       5.43348330e-05, 5.38481232e-05, 5.33978699e-05, 5.29813425e-05,
       5.25960147e-05, 5.22395496e-05, 5.19097851e-05, 5.16047214e-05,
       5.13225081e-05, 5.10614339e-05, 5.08199151e-05, 5.05964871e-05]), 4320: array([6.87823931e-06, 8.06520610e-06, 8.89608148e-06, 9.47769328e-06,
       9.88482086e-06, 1.01698097e-05, 1.03693015e-05, 1.05089456e-05,
       1.06066963e-05, 1.06751216e-05, 1.07230193e-05, 1.07565476e-05,
       1.07800174e-05, 1.07964462e-05, 1.08079464e-05, 1.08159965e-05,
       1.08216315e-05, 1.08255761e-05, 1.08283372e-05, 1.08302701e-05,
       1.08316230e-05, 1.08325701e-05, 1.08332331e-05, 1.08336971e-05,
       1.08340220e-05, 1.08342494e-05, 1.08344085e-05, 1.08345200e-05]), 4325: array([2.29158627e-05, 1.84830064e-05, 1.53800063e-05, 1.32079058e-05,
       1.16874351e-05, 1.06231055e-05, 9.87807453e-06, 9.35655277e-06,
       8.99148746e-06, 8.73594169e-06, 8.55705962e-06, 8.43184214e-06,
       8.34418989e-06, 8.28283330e-06, 8.23988367e-06, 8.20981893e-06,
       8.18877361e-06, 8.17404188e-06, 8.16372967e-06, 8.15651112e-06,
       8.15145813e-06, 8.14792104e-06, 8.14544508e-06, 8.14371190e-06,
       8.14249868e-06, 8.14164942e-06, 8.14105494e-06, 8.14063881e-06]), 4330: array([8.35163639e-06, 9.14789535e-06, 9.54602645e-06, 9.74509281e-06,
       9.84462639e-06, 9.89439338e-06, 9.91927698e-06, 9.93171883e-06,
       9.93793978e-06, 9.94105027e-06, 9.94260552e-06, 9.94338315e-06,
       9.94377196e-06, 9.94396637e-06, 9.94406357e-06, 9.94411218e-06,
       9.94413648e-06, 9.94414863e-06, 9.94415470e-06, 9.94415774e-06,
       9.94415926e-06, 9.94416002e-06, 9.94416040e-06, 9.94416059e-06,
       9.94416069e-06, 9.94416073e-06, 9.94416076e-06, 9.94416077e-06]), 4335: array([9.50509667e-06, 1.03903311e-05, 1.08329490e-05, 1.10542584e-05,
       1.11649132e-05, 1.12202407e-05, 1.12479045e-05, 1.12617365e-05,
       1.12686524e-05, 1.12721104e-05, 1.12738394e-05, 1.12747039e-05,
       1.12751362e-05, 1.12753523e-05, 1.12754604e-05, 1.12755144e-05,
       1.12755414e-05, 1.12755549e-05, 1.12755617e-05, 1.12755651e-05,
       1.12755667e-05, 1.12755676e-05, 1.12755680e-05, 1.12755682e-05,
       1.12755683e-05, 1.12755684e-05, 1.12755684e-05, 1.12755684e-05]), 4340: array([1.56575317e-06, 1.74479457e-06, 1.87012350e-06, 1.95785370e-06,
       2.01926482e-06, 2.06225258e-06, 2.09234400e-06, 2.11340798e-06,
       2.12815277e-06, 2.13847411e-06, 2.14569904e-06, 2.15075650e-06,
       2.15429671e-06, 2.15677486e-06, 2.15850957e-06, 2.15972386e-06,
       2.16057386e-06, 2.16116887e-06, 2.16158537e-06, 2.16187692e-06,
       2.16208101e-06, 2.16222386e-06, 2.16232387e-06, 2.16239387e-06,
       2.16244287e-06, 2.16247717e-06, 2.16250118e-06, 2.16251799e-06]), 4345: array([1.17763656e-06, 1.29158349e-06, 1.34855696e-06, 1.37704370e-06,
       1.39128707e-06, 1.39840876e-06, 1.40196960e-06, 1.40375002e-06,
       1.40464024e-06, 1.40508534e-06, 1.40530789e-06, 1.40541917e-06,
       1.40547481e-06, 1.40550263e-06, 1.40551654e-06, 1.40552349e-06,
       1.40552697e-06, 1.40552871e-06, 1.40552958e-06, 1.40553001e-06,
       1.40553023e-06, 1.40553034e-06, 1.40553039e-06, 1.40553042e-06,
       1.40553043e-06, 1.40553044e-06, 1.40553044e-06, 1.40553045e-06]), 4350: array([2.06576305e-06, 2.02506730e-06, 2.00471942e-06, 1.99454548e-06,
       1.98945851e-06, 1.98691503e-06, 1.98564328e-06, 1.98500741e-06,
       1.98468948e-06, 1.98453051e-06, 1.98445102e-06, 1.98441128e-06,
       1.98439141e-06, 1.98438147e-06, 1.98437651e-06, 1.98437402e-06,
       1.98437278e-06, 1.98437216e-06, 1.98437185e-06, 1.98437169e-06,
       1.98437162e-06, 1.98437158e-06, 1.98437156e-06, 1.98437155e-06,
       1.98437154e-06, 1.98437154e-06, 1.98437154e-06, 1.98437154e-06]), 4355: array([2.87551227e-06, 2.87644083e-06, 2.87709083e-06, 2.87754583e-06,
       2.87786432e-06, 2.87808727e-06, 2.87824334e-06, 2.87835258e-06,
       2.87842905e-06, 2.87848258e-06, 2.87852005e-06, 2.87854628e-06,
       2.87856464e-06, 2.87857750e-06, 2.87858649e-06, 2.87859279e-06,
       2.87859720e-06, 2.87860029e-06, 2.87860245e-06, 2.87860396e-06,
       2.87860502e-06, 2.87860576e-06, 2.87860628e-06, 2.87860664e-06,
       2.87860689e-06, 2.87860707e-06, 2.87860720e-06, 2.87860728e-06]), 4360: array([1.42954544e-06, 1.54000133e-06, 1.59522927e-06, 1.62284324e-06,
       1.63665022e-06, 1.64355371e-06, 1.64700545e-06, 1.64873132e-06,
       1.64959426e-06, 1.65002573e-06, 1.65024146e-06, 1.65034933e-06,
       1.65040326e-06, 1.65043023e-06, 1.65044371e-06, 1.65045045e-06,
       1.65045382e-06, 1.65045551e-06, 1.65045635e-06, 1.65045677e-06,
       1.65045698e-06, 1.65045709e-06, 1.65045714e-06, 1.65045717e-06,
       1.65045718e-06, 1.65045719e-06, 1.65045719e-06, 1.65045719e-06]), 4365: array([0.00022619, 0.00023832, 0.00025044, 0.00026257, 0.00027469,
       0.00028682, 0.00029895, 0.00031107, 0.0003232 , 0.00033532,
       0.00034745, 0.00035957, 0.0003717 , 0.00038383, 0.00039595,
       0.00040808, 0.0004202 , 0.00043233, 0.00044445, 0.00045658,
       0.00046871, 0.00048083, 0.00049296, 0.00050508, 0.00051721,
       0.00052933, 0.00054146, 0.00055359]), 4370: array([7.85309082e-05, 8.42017085e-05, 8.81712217e-05, 9.09498479e-05,
       9.28948633e-05, 9.42563579e-05, 9.52093928e-05, 9.58765093e-05,
       9.63434853e-05, 9.66703647e-05, 9.68991775e-05, 9.70593446e-05,
       9.71714602e-05, 9.72499402e-05, 9.73048756e-05, 9.73433299e-05,
       9.73702475e-05, 9.73890897e-05, 9.74022791e-05, 9.74115115e-05,
       9.74179741e-05, 9.74224979e-05, 9.74256645e-05, 9.74278811e-05,
       9.74294327e-05, 9.74305188e-05, 9.74312791e-05, 9.74318113e-05]), 4375: array([4.41504213e-06, 4.92484610e-06, 5.17974811e-06, 5.30719913e-06,
       5.37092464e-06, 5.40278740e-06, 5.41871878e-06, 5.42668447e-06,
       5.43066732e-06, 5.43265874e-06, 5.43365445e-06, 5.43415231e-06,
       5.43440123e-06, 5.43452570e-06, 5.43458793e-06, 5.43461905e-06,
       5.43463460e-06, 5.43464238e-06, 5.43464627e-06, 5.43464822e-06,
       5.43464919e-06, 5.43464968e-06, 5.43464992e-06, 5.43465004e-06,
       5.43465010e-06, 5.43465013e-06, 5.43465015e-06, 5.43465016e-06]), 4380: array([7.04128566e-05, 6.29099237e-05, 5.84977720e-05, 5.59031756e-05,
       5.43774052e-05, 5.34801654e-05, 5.29525373e-05, 5.26422619e-05,
       5.24598023e-05, 5.23525057e-05, 5.22894092e-05, 5.22523048e-05,
       5.22304854e-05, 5.22176543e-05, 5.22101089e-05, 5.22056717e-05,
       5.22030624e-05, 5.22015280e-05, 5.22006257e-05, 5.22000951e-05,
       5.21997831e-05, 5.21995996e-05, 5.21994917e-05, 5.21994282e-05,
       5.21993909e-05, 5.21993690e-05, 5.21993561e-05, 5.21993485e-05]), 4385: array([4.80372439e-05, 5.30893978e-05, 5.56154953e-05, 5.68785543e-05,
       5.75100889e-05, 5.78258588e-05, 5.79837450e-05, 5.80626888e-05,
       5.81021610e-05, 5.81218973e-05, 5.81317655e-05, 5.81366996e-05,
       5.81391667e-05, 5.81404003e-05, 5.81410170e-05, 5.81413254e-05,
       5.81414796e-05, 5.81415567e-05, 5.81415953e-05, 5.81416146e-05,
       5.81416242e-05, 5.81416290e-05, 5.81416314e-05, 5.81416326e-05,
       5.81416332e-05, 5.81416335e-05, 5.81416337e-05, 5.81416338e-05]), 4390: array([7.63372824e-05, 6.73570395e-05, 6.10705830e-05, 5.66698630e-05,
       5.35892186e-05, 5.14326693e-05, 4.99230160e-05, 4.88662105e-05,
       4.81264130e-05, 4.76085311e-05, 4.72459973e-05, 4.69922121e-05,
       4.68145543e-05, 4.66901882e-05, 4.66031280e-05, 4.65421830e-05,
       4.64995196e-05, 4.64696539e-05, 4.64487469e-05, 4.64341113e-05,
       4.64238660e-05, 4.64166939e-05, 4.64116732e-05, 4.64081586e-05,
       4.64056983e-05, 4.64039759e-05, 4.64027702e-05, 4.64019262e-05]), 4395: array([4.87242377e-05, 5.46014121e-05, 5.87149938e-05, 6.15941927e-05,
       6.36094162e-05, 6.50199217e-05, 6.60071698e-05, 6.66981695e-05,
       6.71818175e-05, 6.75203349e-05, 6.77572717e-05, 6.79231097e-05,
       6.80391838e-05, 6.81204271e-05, 6.81772912e-05, 6.82170919e-05,
       6.82449494e-05, 6.82644475e-05, 6.82780948e-05, 6.82876468e-05,
       6.82943325e-05, 6.82990120e-05, 6.83022873e-05, 6.83045798e-05,
       6.83061843e-05, 6.83073074e-05, 6.83080935e-05, 6.83086436e-05]), 4400: array([0.00031949, 0.00025081, 0.00020937, 0.00018436, 0.00016927,
       0.00016017, 0.00015468, 0.00015136, 0.00014936, 0.00014815,
       0.00014743, 0.00014699, 0.00014672, 0.00014656, 0.00014646,
       0.00014641, 0.00014637, 0.00014635, 0.00014634, 0.00014633,
       0.00014632, 0.00014632, 0.00014632, 0.00014632, 0.00014632,
       0.00014632, 0.00014632, 0.00014632]), 4405: array([4.06055504e-05, 4.52395209e-05, 4.94100714e-05, 5.31635462e-05,
       5.65416548e-05, 5.95819357e-05, 6.23181735e-05, 6.47807739e-05,
       6.69971020e-05, 6.89917863e-05, 7.07869922e-05, 7.24026687e-05,
       7.38567694e-05, 7.51654529e-05, 7.63432615e-05, 7.74032834e-05,
       7.83572979e-05, 7.92159061e-05, 7.99886493e-05, 8.06841143e-05,
       8.13100293e-05, 8.18733498e-05, 8.23803354e-05, 8.28366199e-05,
       8.32472737e-05, 8.36168601e-05, 8.39494860e-05, 8.42488476e-05]), 4410: array([8.69866421e-05, 6.57459668e-05, 5.40132272e-05, 4.75323985e-05,
       4.39525746e-05, 4.19751826e-05, 4.08829280e-05, 4.02795979e-05,
       3.99463356e-05, 3.97622511e-05, 3.96605681e-05, 3.96044014e-05,
       3.95733765e-05, 3.95562392e-05, 3.95467731e-05, 3.95415442e-05,
       3.95386560e-05, 3.95370606e-05, 3.95361793e-05, 3.95356926e-05,
       3.95354237e-05, 3.95352752e-05, 3.95351931e-05, 3.95351478e-05,
       3.95351228e-05, 3.95351090e-05, 3.95351013e-05, 3.95350971e-05]), 4415: array([6.25759456e-05, 6.27640774e-05, 6.28855386e-05, 6.29639562e-05,
       6.30145840e-05, 6.30472702e-05, 6.30683730e-05, 6.30819974e-05,
       6.30907935e-05, 6.30964724e-05, 6.31001388e-05, 6.31025060e-05,
       6.31040342e-05, 6.31050209e-05, 6.31056579e-05, 6.31060691e-05,
       6.31063347e-05, 6.31065061e-05, 6.31066168e-05, 6.31066882e-05,
       6.31067343e-05, 6.31067641e-05, 6.31067833e-05, 6.31067958e-05,
       6.31068038e-05, 6.31068090e-05, 6.31068123e-05, 6.31068145e-05]), 4420: array([1.77927695e-05, 1.96093654e-05, 2.12442980e-05, 2.27157340e-05,
       2.40400234e-05, 2.52318812e-05, 2.63045509e-05, 2.72699514e-05,
       2.81388098e-05, 2.89207807e-05, 2.96245529e-05, 3.02579465e-05,
       3.08279994e-05, 3.13410459e-05, 3.18027867e-05, 3.22183525e-05,
       3.25923608e-05, 3.29289676e-05, 3.32319130e-05, 3.35045633e-05,
       3.37499479e-05, 3.39707937e-05, 3.41695544e-05, 3.43484386e-05,
       3.45094340e-05, 3.46543296e-05, 3.47847353e-05, 3.49021002e-05]), 4425: array([2.35182515e-04, 1.60599128e-04, 1.24692236e-04, 1.07405480e-04,
       9.90830679e-05, 9.50763856e-05, 9.31474371e-05, 9.22187781e-05,
       9.17716911e-05, 9.15564487e-05, 9.14528240e-05, 9.14029356e-05,
       9.13789178e-05, 9.13673548e-05, 9.13617880e-05, 9.13591079e-05,
       9.13578176e-05, 9.13571965e-05, 9.13568974e-05, 9.13567534e-05,
       9.13566841e-05, 9.13566508e-05, 9.13566347e-05, 9.13566270e-05,
       9.13566232e-05, 9.13566214e-05, 9.13566206e-05, 9.13566202e-05]), 4430: array([0.00011652, 0.00011665, 0.00011672, 0.00011676, 0.00011678,
       0.00011678, 0.00011679, 0.00011679, 0.00011679, 0.00011679,
       0.00011679, 0.00011679, 0.00011679, 0.00011679, 0.00011679,
       0.00011679, 0.00011679, 0.00011679, 0.00011679, 0.00011679,
       0.00011679, 0.00011679, 0.00011679, 0.00011679, 0.00011679,
       0.00011679, 0.00011679, 0.00011679]), 4435: array([5.99273919e-05, 6.39259695e-05, 6.59252675e-05, 6.69249211e-05,
       6.74247502e-05, 6.76746659e-05, 6.77996243e-05, 6.78621038e-05,
       6.78933437e-05, 6.79089637e-05, 6.79167738e-05, 6.79206788e-05,
       6.79226314e-05, 6.79236076e-05, 6.79240958e-05, 6.79243398e-05,
       6.79244619e-05, 6.79245229e-05, 6.79245534e-05, 6.79245686e-05,
       6.79245763e-05, 6.79245801e-05, 6.79245820e-05, 6.79245830e-05,
       6.79245834e-05, 6.79245837e-05, 6.79245838e-05, 6.79245838e-05]), 4440: array([4.55405353e-05, 5.37243032e-05, 5.73386787e-05, 5.89349740e-05,
       5.96399807e-05, 5.99513481e-05, 6.00888641e-05, 6.01495982e-05,
       6.01764216e-05, 6.01882682e-05, 6.01935002e-05, 6.01958110e-05,
       6.01968315e-05, 6.01972823e-05, 6.01974813e-05, 6.01975693e-05,
       6.01976081e-05, 6.01976252e-05, 6.01976328e-05, 6.01976361e-05,
       6.01976376e-05, 6.01976383e-05, 6.01976386e-05, 6.01976387e-05,
       6.01976387e-05, 6.01976388e-05, 6.01976388e-05, 6.01976388e-05]), 4445: array([2.19392605e-05, 2.54288788e-05, 2.71742896e-05, 2.80472959e-05,
       2.84839495e-05, 2.87023516e-05, 2.88115903e-05, 2.88662285e-05,
       2.88935570e-05, 2.89072259e-05, 2.89140628e-05, 2.89174824e-05,
       2.89191928e-05, 2.89200483e-05, 2.89204761e-05, 2.89206902e-05,
       2.89207972e-05, 2.89208508e-05, 2.89208775e-05, 2.89208909e-05,
       2.89208976e-05, 2.89209010e-05, 2.89209027e-05, 2.89209035e-05,
       2.89209039e-05, 2.89209041e-05, 2.89209042e-05, 2.89209043e-05]), 4450: array([3.00363497e-04, 2.24760428e-04, 1.75980578e-04, 1.44507334e-04,
       1.24200486e-04, 1.11098305e-04, 1.02644649e-04, 9.71902655e-05,
       9.36710434e-05, 9.14004063e-05, 8.99353688e-05, 8.89901120e-05,
       8.83802230e-05, 8.79867165e-05, 8.77328223e-05, 8.75690072e-05,
       8.74633120e-05, 8.73951165e-05, 8.73511161e-05, 8.73227265e-05,
       8.73044093e-05, 8.72925909e-05, 8.72849655e-05, 8.72800455e-05,
       8.72768711e-05, 8.72748230e-05, 8.72735015e-05, 8.72726488e-05]), 4455: array([0.00050462, 0.00046354, 0.00042945, 0.00040115, 0.00037765,
       0.00035816, 0.00034197, 0.00032854, 0.00031739, 0.00030813,
       0.00030045, 0.00029407, 0.00028878, 0.00028438, 0.00028074,
       0.00027771, 0.0002752 , 0.00027311, 0.00027138, 0.00026994,
       0.00026875, 0.00026776, 0.00026694, 0.00026626, 0.00026569,
       0.00026522, 0.00026483, 0.00026451]), 4460: array([6.22061271e-05, 7.40740246e-05, 8.00091226e-05, 8.29772464e-05,
       8.44615957e-05, 8.52039141e-05, 8.55751452e-05, 8.57607967e-05,
       8.58536404e-05, 8.59000713e-05, 8.59232912e-05, 8.59349034e-05,
       8.59407106e-05, 8.59436148e-05, 8.59450672e-05, 8.59457935e-05,
       8.59461567e-05, 8.59463384e-05, 8.59464292e-05, 8.59464747e-05,
       8.59464974e-05, 8.59465088e-05, 8.59465144e-05, 8.59465173e-05,
       8.59465187e-05, 8.59465194e-05, 8.59465198e-05, 8.59465199e-05]), 4465: array([4.71579294e-06, 5.53424522e-06, 5.94347160e-06, 6.14808492e-06,
       6.25039164e-06, 6.30154503e-06, 6.32712174e-06, 6.33991010e-06,
       6.34630429e-06, 6.34950138e-06, 6.35109993e-06, 6.35189921e-06,
       6.35229884e-06, 6.35249866e-06, 6.35259857e-06, 6.35264853e-06,
       6.35267350e-06, 6.35268599e-06, 6.35269224e-06, 6.35269536e-06,
       6.35269692e-06, 6.35269770e-06, 6.35269809e-06, 6.35269829e-06,
       6.35269838e-06, 6.35269843e-06, 6.35269846e-06, 6.35269847e-06]), 4470: array([2.40293218e-05, 2.62884022e-05, 2.74179479e-05, 2.79827235e-05,
       2.82651127e-05, 2.84063080e-05, 2.84769060e-05, 2.85122051e-05,
       2.85298548e-05, 2.85386797e-05, 2.85430921e-05, 2.85452984e-05,
       2.85464015e-05, 2.85469531e-05, 2.85472288e-05, 2.85473667e-05,
       2.85474357e-05, 2.85474701e-05, 2.85474874e-05, 2.85474960e-05,
       2.85475003e-05, 2.85475025e-05, 2.85475035e-05, 2.85475041e-05,
       2.85475044e-05, 2.85475045e-05, 2.85475046e-05, 2.85475046e-05]), 4475: array([2.36996464e-05, 2.68991256e-05, 2.84988682e-05, 2.92987411e-05,
       2.96986783e-05, 2.98986473e-05, 2.99986320e-05, 3.00486244e-05,
       3.00736207e-05, 3.00861188e-05, 3.00923679e-05, 3.00954925e-05,
       3.00970548e-05, 3.00978359e-05, 3.00982265e-05, 3.00984218e-05,
       3.00985194e-05, 3.00985682e-05, 3.00985926e-05, 3.00986048e-05,
       3.00986109e-05, 3.00986140e-05, 3.00986155e-05, 3.00986163e-05,
       3.00986167e-05, 3.00986169e-05, 3.00986170e-05, 3.00986170e-05]), 4480: array([1.54932924e-05, 1.85788649e-05, 2.01216521e-05, 2.08930462e-05,
       2.12787435e-05, 2.14715923e-05, 2.15680167e-05, 2.16162290e-05,
       2.16403351e-05, 2.16523882e-05, 2.16584147e-05, 2.16614280e-05,
       2.16629347e-05, 2.16636880e-05, 2.16640646e-05, 2.16642530e-05,
       2.16643471e-05, 2.16643942e-05, 2.16644178e-05, 2.16644295e-05,
       2.16644354e-05, 2.16644384e-05, 2.16644398e-05, 2.16644406e-05,
       2.16644409e-05, 2.16644411e-05, 2.16644412e-05, 2.16644412e-05]), 4485: array([1.63372825e-04, 1.32776024e-04, 1.11358207e-04, 9.63656944e-05,
       8.58709077e-05, 7.85245374e-05, 7.33820644e-05, 6.97823237e-05,
       6.72624985e-05, 6.54986161e-05, 6.42638951e-05, 6.33995881e-05,
       6.27945716e-05, 6.23710590e-05, 6.20745993e-05, 6.18670770e-05,
       6.17218109e-05, 6.16201245e-05, 6.15489437e-05, 6.14991171e-05,
       6.14642383e-05, 6.14398232e-05, 6.14227325e-05, 6.14107690e-05,
       6.14023945e-05, 6.13965324e-05, 6.13924288e-05, 6.13895564e-05]), 4490: array([0.0046295 , 0.003938  , 0.00337338, 0.00291235, 0.00253591,
       0.00222853, 0.00197755, 0.00177261, 0.00160528, 0.00146865,
       0.00135708, 0.00126599, 0.00119161, 0.00113087, 0.00108128,
       0.00104079, 0.00100773, 0.00098073, 0.00095868, 0.00094068,
       0.00092599, 0.00091399, 0.00090419, 0.00089619, 0.00088965,
       0.00088432, 0.00087996, 0.00087641]), 4495: array([1.52066313e-05, 2.81956788e-05, 3.93128973e-05, 4.88280329e-05,
       5.69719590e-05, 6.39422780e-05, 6.99081165e-05, 7.50142285e-05,
       7.93845076e-05, 8.31249934e-05, 8.63264443e-05, 8.90665397e-05,
       9.14117648e-05, 9.34190235e-05, 9.51370197e-05, 9.66074385e-05,
       9.78659578e-05, 9.89431141e-05, 9.98650432e-05, 1.00654115e-04,
       1.01329475e-04, 1.01907510e-04, 1.02402245e-04, 1.02825685e-04,
       1.03188103e-04, 1.03498295e-04, 1.03763785e-04, 1.03991015e-04]), 4500: array([0.0001555 , 0.00016612, 0.00017356, 0.00017876, 0.0001824 ,
       0.00018495, 0.00018674, 0.00018799, 0.00018886, 0.00018947,
       0.0001899 , 0.0001902 , 0.00019041, 0.00019056, 0.00019066,
       0.00019073, 0.00019078, 0.00019082, 0.00019084, 0.00019086,
       0.00019087, 0.00019088, 0.00019089, 0.00019089, 0.00019089,
       0.0001909 , 0.0001909 , 0.0001909 ]), 4505: array([0.00529747, 0.00524693, 0.00519723, 0.00514835, 0.00510028,
       0.00505301, 0.00500652, 0.0049608 , 0.00491584, 0.00487163,
       0.00482815, 0.00478539, 0.00474334, 0.00470198, 0.00466131,
       0.00462132, 0.00458198, 0.0045433 , 0.00450526, 0.00446785,
       0.00443107, 0.00439489, 0.00435931, 0.00432432, 0.00428991,
       0.00425607, 0.00422279, 0.00419007]), 4510: array([0.0006787 , 0.00069875, 0.00071342, 0.00072417, 0.00073203,
       0.00073779, 0.000742  , 0.00074509, 0.00074735, 0.000749  ,
       0.00075021, 0.00075109, 0.00075174, 0.00075222, 0.00075256,
       0.00075282, 0.000753  , 0.00075314, 0.00075324, 0.00075331,
       0.00075337, 0.00075341, 0.00075343, 0.00075346, 0.00075347,
       0.00075348, 0.00075349, 0.0007535 ]), 4515: array([0.0022798 , 0.00197303, 0.00174636, 0.00157888, 0.00145512,
       0.00136368, 0.00129611, 0.00124619, 0.0012093 , 0.00118204,
       0.0011619 , 0.00114702, 0.00113602, 0.00112789, 0.00112189,
       0.00111745, 0.00111417, 0.00111175, 0.00110996, 0.00110864,
       0.00110766, 0.00110694, 0.00110641, 0.00110601, 0.00110572,
       0.00110551, 0.00110535, 0.00110523]), 4520: array([0.00098839, 0.00105054, 0.00109598, 0.00112921, 0.0011535 ,
       0.00117126, 0.00118425, 0.00119374, 0.00120068, 0.00120576,
       0.00120947, 0.00121218, 0.00121417, 0.00121562, 0.00121668,
       0.00121745, 0.00121802, 0.00121843, 0.00121874, 0.00121896,
       0.00121912, 0.00121924, 0.00121932, 0.00121939, 0.00121943,
       0.00121947, 0.00121949, 0.00121951]), 4525: array([0.00077343, 0.00074486, 0.00072057, 0.00069993, 0.00068238,
       0.00066746, 0.00065478, 0.000644  , 0.00063484, 0.00062705,
       0.00062043, 0.0006148 , 0.00061001, 0.00060595, 0.00060249,
       0.00059955, 0.00059705, 0.00059493, 0.00059313, 0.00059159,
       0.00059029, 0.00058918, 0.00058824, 0.00058744, 0.00058675,
       0.00058618, 0.00058568, 0.00058527]), 4530: array([0.00122416, 0.00125541, 0.00128666, 0.00131791, 0.00134917,
       0.00138042, 0.00141167, 0.00144292, 0.00147418, 0.00150543,
       0.00153668, 0.00156793, 0.00159919, 0.00163044, 0.00166169,
       0.00169294, 0.0017242 , 0.00175545, 0.0017867 , 0.00181795,
       0.0018492 , 0.00188046, 0.00191171, 0.00194296, 0.00197421,
       0.00200546, 0.00203672, 0.00206797]), 4535: array([0.00249457, 0.00224145, 0.00206745, 0.00194783, 0.00186561,
       0.00180908, 0.00177023, 0.00174352, 0.00172516, 0.00171253,
       0.00170386, 0.00169789, 0.00169379, 0.00169097, 0.00168904,
       0.00168771, 0.00168679, 0.00168616, 0.00168573, 0.00168543,
       0.00168523, 0.00168509, 0.00168499, 0.00168492, 0.00168488,
       0.00168485, 0.00168482, 0.00168481]), 4540: array([0.000214  , 0.00029941, 0.00035258, 0.00038568, 0.00040629,
       0.00041912, 0.0004271 , 0.00043208, 0.00043517, 0.0004371 ,
       0.0004383 , 0.00043905, 0.00043951, 0.0004398 , 0.00043998,
       0.00044009, 0.00044016, 0.00044021, 0.00044023, 0.00044025,
       0.00044026, 0.00044027, 0.00044027, 0.00044028, 0.00044028,
       0.00044028, 0.00044028, 0.00044028]), 4545: array([8.96405676e-05, 8.50685534e-05, 8.09537350e-05, 7.72503933e-05,
       7.39173812e-05, 7.09176661e-05, 6.82179188e-05, 6.57881429e-05,
       6.36013416e-05, 6.16332177e-05, 5.98619037e-05, 5.82677190e-05,
       5.68329507e-05, 5.55416575e-05, 5.43794920e-05, 5.33335416e-05,
       5.23921849e-05, 5.15449627e-05, 5.07824617e-05, 5.00962099e-05,
       4.94785824e-05, 4.89227169e-05, 4.84224372e-05, 4.79721849e-05,
       4.75669572e-05, 4.72022518e-05, 4.68740165e-05, 4.65786044e-05]), 4550: array([0.00022078, 0.00021571, 0.00021182, 0.00020883, 0.00020654,
       0.00020479, 0.00020344, 0.0002024 , 0.00020161, 0.000201  ,
       0.00020053, 0.00020017, 0.0001999 , 0.00019969, 0.00019952,
       0.0001994 , 0.0001993 , 0.00019923, 0.00019917, 0.00019913,
       0.0001991 , 0.00019907, 0.00019905, 0.00019904, 0.00019903,
       0.00019902, 0.00019901, 0.00019901]), 4555: array([0.00410393, 0.00412707, 0.00415009, 0.00417299, 0.00419577,
       0.00421844, 0.00424099, 0.00426343, 0.00428575, 0.00430795,
       0.00433004, 0.00435202, 0.00437389, 0.00439564, 0.00441728,
       0.00443881, 0.00446023, 0.00448154, 0.00450274, 0.00452383,
       0.00454482, 0.00456569, 0.00458646, 0.00460713, 0.00462768,
       0.00464813, 0.00466848, 0.00468872]), 4560: array([1.66014185e-06, 1.40071013e-06, 1.18497721e-06, 1.00558243e-06,
       8.56404997e-07, 7.32355076e-07, 6.29200180e-07, 5.43420742e-07,
       4.72090030e-07, 4.12774297e-07, 3.63449732e-07, 3.22433420e-07,
       2.88325913e-07, 2.59963491e-07, 2.36378448e-07, 2.16766080e-07,
       2.00457228e-07, 1.86895447e-07, 1.75618019e-07, 1.66240165e-07,
       1.58441921e-07, 1.51957218e-07, 1.46564800e-07, 1.42080684e-07,
       1.38351874e-07, 1.35251147e-07, 1.32672708e-07, 1.30528582e-07]), 4565: array([4.56235324e-05, 5.17864417e-05, 5.73330335e-05, 6.23249423e-05,
       6.68176388e-05, 7.08610462e-05, 7.45000956e-05, 7.77752243e-05,
       8.07228261e-05, 8.33756550e-05, 8.57631896e-05, 8.79119604e-05,
       8.98458450e-05, 9.15863327e-05, 9.31527642e-05, 9.45625458e-05,
       9.58313432e-05, 9.69732554e-05, 9.80009714e-05, 9.89259115e-05,
       9.97583535e-05, 1.00507548e-04, 1.01181819e-04, 1.01788661e-04,
       1.02334816e-04, 1.02826353e-04, 1.03268734e-04, 1.03666875e-04]), 4570: array([0.00098051, 0.00077985, 0.00064402, 0.00055207, 0.00048983,
       0.0004477 , 0.00041917, 0.00039987, 0.0003868 , 0.00037795,
       0.00037196, 0.00036791, 0.00036516, 0.0003633 , 0.00036205,
       0.00036119, 0.00036062, 0.00036023, 0.00035996, 0.00035979,
       0.00035966, 0.00035958, 0.00035953, 0.00035949, 0.00035946,
       0.00035945, 0.00035944, 0.00035943]), 4575: array([0.00019322, 0.00024165, 0.00027047, 0.00028761, 0.00029781,
       0.00030389, 0.0003075 , 0.00030965, 0.00031093, 0.00031169,
       0.00031214, 0.00031241, 0.00031257, 0.00031267, 0.00031272,
       0.00031276, 0.00031278, 0.00031279, 0.0003128 , 0.0003128 ,
       0.0003128 , 0.0003128 , 0.0003128 , 0.00031281, 0.00031281,
       0.00031281, 0.00031281, 0.00031281]), 4580: array([2.84731218e-05, 3.38861698e-05, 3.76752858e-05, 4.03276547e-05,
       4.21843043e-05, 4.34839530e-05, 4.43937029e-05, 4.50305249e-05,
       4.54762982e-05, 4.57883380e-05, 4.60067649e-05, 4.61596630e-05,
       4.62666912e-05, 4.63416106e-05, 4.63940539e-05, 4.64307641e-05,
       4.64564611e-05, 4.64744489e-05, 4.64870403e-05, 4.64958542e-05,
       4.65020240e-05, 4.65063428e-05, 4.65093659e-05, 4.65114821e-05,
       4.65129634e-05, 4.65140004e-05, 4.65147262e-05, 4.65152343e-05]), 4585: array([0.00019659, 0.00017489, 0.0001597 , 0.00014906, 0.00014162,
       0.00013641, 0.00013276, 0.00013021, 0.00012842, 0.00012717,
       0.00012629, 0.00012568, 0.00012525, 0.00012495, 0.00012474,
       0.00012459, 0.00012449, 0.00012442, 0.00012437, 0.00012433,
       0.00012431, 0.00012429, 0.00012428, 0.00012427, 0.00012426,
       0.00012426, 0.00012425, 0.00012425]), 4590: array([0.01141249, 0.01209247, 0.01277245, 0.01345244, 0.01413242,
       0.0148124 , 0.01549239, 0.01617237, 0.01685235, 0.01753233,
       0.01821232, 0.0188923 , 0.01957228, 0.02025227, 0.02093225,
       0.02161223, 0.02229221, 0.0229722 , 0.02365218, 0.02433216,
       0.02501215, 0.02569213, 0.02637211, 0.02705209, 0.02773208,
       0.02841206, 0.02909204, 0.02977203]), 4595: array([1.14494058e-05, 1.30862457e-05, 1.47204461e-05, 1.63520111e-05,
       1.79809450e-05, 1.96072521e-05, 2.12309366e-05, 2.28520026e-05,
       2.44704545e-05, 2.60862965e-05, 2.76995327e-05, 2.93101673e-05,
       3.09182046e-05, 3.25236488e-05, 3.41265040e-05, 3.57267744e-05,
       3.73244641e-05, 3.89195774e-05, 4.05121184e-05, 4.21020912e-05,
       4.36894999e-05, 4.52743488e-05, 4.68566420e-05, 4.84363834e-05,
       5.00135774e-05, 5.15882280e-05, 5.31603392e-05, 5.47299152e-05]), 4600: array([0.000265  , 0.00035864, 0.00045228, 0.00054591, 0.00063955,
       0.00073318, 0.00082682, 0.00092045, 0.00101408, 0.00110771,
       0.00120134, 0.00129497, 0.0013886 , 0.00148223, 0.00157586,
       0.00166948, 0.00176311, 0.00185673, 0.00195035, 0.00204397,
       0.00213759, 0.00223121, 0.00232483, 0.00241845, 0.00251207,
       0.00260568, 0.0026993 , 0.00279291]), 4605: array([0.01946195, 0.01772372, 0.0161599 , 0.01475299, 0.01348724,
       0.01234848, 0.01132399, 0.01040229, 0.00957307, 0.00882705,
       0.00815588, 0.00755206, 0.00700882, 0.00652008, 0.00608039,
       0.00568481, 0.00532892, 0.00500874, 0.00472069, 0.00446153,
       0.00422838, 0.00401863, 0.00382992, 0.00366014, 0.0035074 ,
       0.00336998, 0.00324635, 0.00313513]), 4610: array([2.00987008e-06, 2.41729455e-06, 2.82471897e-06, 3.23214335e-06,
       3.63956767e-06, 4.04699195e-06, 4.45441618e-06, 4.86184037e-06,
       5.26926450e-06, 5.67668859e-06, 6.08411263e-06, 6.49153662e-06,
       6.89896057e-06, 7.30638446e-06, 7.71380831e-06, 8.12123211e-06,
       8.52865586e-06, 8.93607957e-06, 9.34350322e-06, 9.75092683e-06,
       1.01583504e-05, 1.05657739e-05, 1.09731974e-05, 1.13806208e-05,
       1.17880442e-05, 1.21954675e-05, 1.26028907e-05, 1.30103140e-05]), 4615: array([1.83498565e-05, 1.90411563e-05, 1.97324561e-05, 2.04237559e-05,
       2.11150557e-05, 2.18063554e-05, 2.24976552e-05, 2.31889550e-05,
       2.38802548e-05, 2.45715546e-05, 2.52628544e-05, 2.59541541e-05,
       2.66454539e-05, 2.73367537e-05, 2.80280535e-05, 2.87193533e-05,
       2.94106531e-05, 3.01019529e-05, 3.07932526e-05, 3.14845524e-05,
       3.21758522e-05, 3.28671520e-05, 3.35584518e-05, 3.42497516e-05,
       3.49410513e-05, 3.56323511e-05, 3.63236509e-05, 3.70149507e-05]), 4620: array([2.22901300e-04, 1.54204366e-04, 1.19855540e-04, 1.02680948e-04,
       9.40935622e-05, 8.97998244e-05, 8.76529331e-05, 8.65794762e-05,
       8.60427421e-05, 8.57743723e-05, 8.56401860e-05, 8.55730921e-05,
       8.55395449e-05, 8.55227710e-05, 8.55143840e-05, 8.55101905e-05,
       8.55080937e-05, 8.55070453e-05, 8.55065211e-05, 8.55062590e-05,
       8.55061279e-05, 8.55060624e-05, 8.55060296e-05, 8.55060133e-05,
       8.55060051e-05, 8.55060010e-05, 8.55059989e-05, 8.55059979e-05]), 4625: array([0.00043601, 0.00035447, 0.00030473, 0.00027438, 0.00025587,
       0.00024458, 0.00023769, 0.00023349, 0.00023093, 0.00022936,
       0.00022841, 0.00022783, 0.00022747, 0.00022725, 0.00022712,
       0.00022704, 0.00022699, 0.00022696, 0.00022694, 0.00022693,
       0.00022693, 0.00022692, 0.00022692, 0.00022692, 0.00022692,
       0.00022692, 0.00022692, 0.00022692]), 4630: array([7.39097143e-05, 8.66140567e-05, 9.55069376e-05, 1.01731843e-04,
       1.06089199e-04, 1.09139294e-04, 1.11274322e-04, 1.12768816e-04,
       1.13814942e-04, 1.14547218e-04, 1.15059801e-04, 1.15418603e-04,
       1.15669760e-04, 1.15845567e-04, 1.15968630e-04, 1.16054772e-04,
       1.16115071e-04, 1.16157279e-04, 1.16186824e-04, 1.16207505e-04,
       1.16221982e-04, 1.16232115e-04, 1.16239209e-04, 1.16244174e-04,
       1.16247649e-04, 1.16250082e-04, 1.16251785e-04, 1.16252977e-04]), 4635: array([2.77990426e-04, 2.23698722e-04, 1.85694364e-04, 1.59091196e-04,
       1.40468898e-04, 1.27433231e-04, 1.18308225e-04, 1.11920693e-04,
       1.07449400e-04, 1.04319482e-04, 1.02128530e-04, 1.00594856e-04,
       9.95212802e-05, 9.87697737e-05, 9.82437168e-05, 9.78754753e-05,
       9.76177052e-05, 9.74372653e-05, 9.73109569e-05, 9.72225406e-05,
       9.71606489e-05, 9.71173245e-05, 9.70869973e-05, 9.70657682e-05,
       9.70509077e-05, 9.70405053e-05, 9.70332237e-05, 9.70281265e-05]), 4640: array([0.00010074, 0.00012646, 0.00014156, 0.00015043, 0.00015564,
       0.00015869, 0.00016049, 0.00016154, 0.00016216, 0.00016253,
       0.00016274, 0.00016287, 0.00016294, 0.00016298, 0.00016301,
       0.00016302, 0.00016303, 0.00016304, 0.00016304, 0.00016304,
       0.00016304, 0.00016304, 0.00016304, 0.00016304, 0.00016304,
       0.00016304, 0.00016304, 0.00016304]), 4645: array([0.02409215, 0.02258823, 0.02119585, 0.01990673, 0.01871322,
       0.01760822, 0.01658518, 0.01563801, 0.01476108, 0.01394919,
       0.01319751, 0.01250159, 0.01185727, 0.01126074, 0.01070845,
       0.01019712, 0.00972371, 0.00928541, 0.00887962, 0.00850393,
       0.00815609, 0.00783406, 0.0075359 , 0.00725986, 0.00700429,
       0.00676768, 0.00654861, 0.00634579]), 4650: array([1007591.24786652, 1007586.34753115, 1007581.44721963,
       1007576.54693193, 1007571.64666807, 1007566.74642803,
       1007561.84621183, 1007556.94601947, 1007552.04585093,
       1007547.14570622, 1007542.24558535, 1007537.34548831,
       1007532.4454151 , 1007527.54536572, 1007522.64534017,
       1007517.74533845, 1007512.84536056, 1007507.94540651,
       1007503.04547628, 1007498.14556988, 1007493.24568732,
       1007488.34582858, 1007483.44599368, 1007478.5461826 ,
       1007473.64639536, 1007468.74663194, 1007463.84689235,
       1007458.9471766 ]), 4655: array([0.00029999, 0.00034144, 0.00038289, 0.00042434, 0.0004658 ,
       0.00050725, 0.0005487 , 0.00059015, 0.0006316 , 0.00067305,
       0.0007145 , 0.00075595, 0.0007974 , 0.00083885, 0.0008803 ,
       0.00092175, 0.0009632 , 0.00100466, 0.00104611, 0.00108756,
       0.00112901, 0.00117046, 0.00121191, 0.00125336, 0.00129481,
       0.00133626, 0.00137771, 0.00141916]), 4660: array([0.00981413, 0.0101346 , 0.01045506, 0.01077553, 0.01109599,
       0.01141645, 0.01173692, 0.01205738, 0.01237785, 0.01269831,
       0.01301877, 0.01333924, 0.0136597 , 0.01398017, 0.01430063,
       0.01462109, 0.01494156, 0.01526202, 0.01558249, 0.01590295,
       0.01622342, 0.01654388, 0.01686434, 0.01718481, 0.01750527,
       0.01782574, 0.0181462 , 0.01846666]), 4665: array([0.00168057, 0.00173976, 0.00179892, 0.00185804, 0.00191713,
       0.00197619, 0.00203521, 0.0020942 , 0.00215315, 0.00221207,
       0.00227096, 0.00232981, 0.00238863, 0.00244741, 0.00250616,
       0.00256488, 0.00262357, 0.00268222, 0.00274083, 0.00279942,
       0.00285796, 0.00291648, 0.00297496, 0.00303341, 0.00309183,
       0.00315021, 0.00320856, 0.00326687]), 4670: array([0.00019538, 0.00029933, 0.00037887, 0.00043974, 0.00048631,
       0.00052195, 0.00054922, 0.00057009, 0.00058606, 0.00059828,
       0.00060763, 0.00061479, 0.00062026, 0.00062445, 0.00062766,
       0.00063011, 0.00063199, 0.00063343, 0.00063453, 0.00063537,
       0.00063601, 0.00063651, 0.00063688, 0.00063717, 0.00063739,
       0.00063756, 0.00063769, 0.00063779]), 4675: array([0.00132856, 0.00134014, 0.00135172, 0.0013633 , 0.00137488,
       0.00138646, 0.00139804, 0.00140962, 0.0014212 , 0.00143277,
       0.00144435, 0.00145593, 0.00146751, 0.00147909, 0.00149067,
       0.00150225, 0.00151383, 0.0015254 , 0.00153698, 0.00154856,
       0.00156014, 0.00157172, 0.0015833 , 0.00159488, 0.00160646,
       0.00161804, 0.00162961, 0.00164119]), 4680: array([0.00033615, 0.00044778, 0.00051135, 0.00054755, 0.00056817,
       0.00057991, 0.00058659, 0.0005904 , 0.00059257, 0.00059381,
       0.00059451, 0.00059491, 0.00059514, 0.00059527, 0.00059534,
       0.00059538, 0.00059541, 0.00059542, 0.00059543, 0.00059543,
       0.00059544, 0.00059544, 0.00059544, 0.00059544, 0.00059544,
       0.00059544, 0.00059544, 0.00059544]), 4685: array([0.00013362, 0.00015312, 0.00016677, 0.00017632, 0.00018301,
       0.0001877 , 0.00019097, 0.00019327, 0.00019487, 0.000196  ,
       0.00019678, 0.00019734, 0.00019772, 0.00019799, 0.00019818,
       0.00019831, 0.00019841, 0.00019847, 0.00019852, 0.00019855,
       0.00019857, 0.00019858, 0.0001986 , 0.0001986 , 0.00019861,
       0.00019861, 0.00019862, 0.00019862]), 4690: array([0.00119849, 0.00126385, 0.0013292 , 0.00139455, 0.00145991,
       0.00152526, 0.00159061, 0.00165597, 0.00172132, 0.00178667,
       0.00185203, 0.00191738, 0.00198273, 0.00204809, 0.00211344,
       0.00217879, 0.00224415, 0.0023095 , 0.00237485, 0.0024402 ,
       0.00250556, 0.00257091, 0.00263626, 0.00270162, 0.00276697,
       0.00283232, 0.00289768, 0.00296303]), 4695: array([0.00016457, 0.00016629, 0.00016715, 0.00016758, 0.00016779,
       0.0001679 , 0.00016795, 0.00016798, 0.00016799, 0.000168  ,
       0.000168  , 0.00016801, 0.00016801, 0.00016801, 0.00016801,
       0.00016801, 0.00016801, 0.00016801, 0.00016801, 0.00016801,
       0.00016801, 0.00016801, 0.00016801, 0.00016801, 0.00016801,
       0.00016801, 0.00016801, 0.00016801]), 4700: array([0.00016342, 0.00015175, 0.00014592, 0.000143  , 0.00014154,
       0.00014081, 0.00014045, 0.00014027, 0.00014018, 0.00014013,
       0.00014011, 0.0001401 , 0.00014009, 0.00014009, 0.00014009,
       0.00014009, 0.00014009, 0.00014008, 0.00014008, 0.00014008,
       0.00014008, 0.00014008, 0.00014008, 0.00014008, 0.00014008,
       0.00014008, 0.00014008, 0.00014008]), 4705: array([0.00042067, 0.00034566, 0.00029797, 0.00026766, 0.00024839,
       0.00023614, 0.00022835, 0.0002234 , 0.00022025, 0.00021825,
       0.00021698, 0.00021617, 0.00021566, 0.00021533, 0.00021512,
       0.00021499, 0.00021491, 0.00021485, 0.00021482, 0.0002148 ,
       0.00021478, 0.00021477, 0.00021477, 0.00021477, 0.00021476,
       0.00021476, 0.00021476, 0.00021476]), 4710: array([0.00012206, 0.00013942, 0.00015155, 0.00016001, 0.00016592,
       0.00017005, 0.00017293, 0.00017494, 0.00017635, 0.00017733,
       0.00017801, 0.00017849, 0.00017883, 0.00017906, 0.00017922,
       0.00017933, 0.00017941, 0.00017947, 0.00017951, 0.00017953,
       0.00017955, 0.00017957, 0.00017958, 0.00017958, 0.00017959,
       0.00017959, 0.00017959, 0.00017959]), 4715: array([3.10962073e-05, 3.14922129e-05, 3.18246456e-05, 3.21037111e-05,
       3.23379768e-05, 3.25346345e-05, 3.26997217e-05, 3.28383066e-05,
       3.29546437e-05, 3.30523046e-05, 3.31342874e-05, 3.32031091e-05,
       3.32608825e-05, 3.33093813e-05, 3.33500942e-05, 3.33842713e-05,
       3.34129618e-05, 3.34370464e-05, 3.34572646e-05, 3.34742371e-05,
       3.34884848e-05, 3.35004453e-05, 3.35104858e-05, 3.35189143e-05,
       3.35259898e-05, 3.35319295e-05, 3.35369156e-05, 3.35411012e-05]), 4720: array([3.64014377e-05, 3.60981622e-05, 3.58858691e-05, 3.57372637e-05,
       3.56332399e-05, 3.55604231e-05, 3.55094513e-05, 3.54737710e-05,
       3.54487948e-05, 3.54313114e-05, 3.54190730e-05, 3.54105061e-05,
       3.54045093e-05, 3.54003115e-05, 3.53973731e-05, 3.53953162e-05,
       3.53938763e-05, 3.53928685e-05, 3.53921629e-05, 3.53916691e-05,
       3.53913234e-05, 3.53910814e-05, 3.53909120e-05, 3.53907934e-05,
       3.53907104e-05, 3.53906523e-05, 3.53906116e-05, 3.53905831e-05]), 4725: array([6.71506954e-05, 7.73736946e-05, 8.75966936e-05, 9.78196924e-05,
       1.08042691e-04, 1.18265689e-04, 1.28488688e-04, 1.38711686e-04,
       1.48934684e-04, 1.59157681e-04, 1.69380679e-04, 1.79603676e-04,
       1.89826673e-04, 2.00049670e-04, 2.10272667e-04, 2.20495663e-04,
       2.30718660e-04, 2.40941656e-04, 2.51164652e-04, 2.61387647e-04,
       2.71610643e-04, 2.81833638e-04, 2.92056634e-04, 3.02279629e-04,
       3.12502624e-04, 3.22725618e-04, 3.32948613e-04, 3.43171607e-04]), 4730: array([4.93926129e-05, 4.92655843e-05, 4.92020702e-05, 4.91703133e-05,
       4.91544349e-05, 4.91464957e-05, 4.91425261e-05, 4.91405413e-05,
       4.91395489e-05, 4.91390527e-05, 4.91388046e-05, 4.91386806e-05,
       4.91386186e-05, 4.91385876e-05, 4.91385721e-05, 4.91385643e-05,
       4.91385604e-05, 4.91385585e-05, 4.91385575e-05, 4.91385570e-05,
       4.91385568e-05, 4.91385567e-05, 4.91385566e-05, 4.91385566e-05,
       4.91385566e-05, 4.91385566e-05, 4.91385566e-05, 4.91385566e-05]), 4735: array([8.69825937e-06, 1.11043730e-05, 1.22130509e-05, 1.27239024e-05,
       1.29592902e-05, 1.30677510e-05, 1.31177271e-05, 1.31407549e-05,
       1.31513655e-05, 1.31562546e-05, 1.31585074e-05, 1.31595455e-05,
       1.31600238e-05, 1.31602441e-05, 1.31603457e-05, 1.31603925e-05,
       1.31604140e-05, 1.31604240e-05, 1.31604286e-05, 1.31604307e-05,
       1.31604316e-05, 1.31604321e-05, 1.31604323e-05, 1.31604324e-05,
       1.31604324e-05, 1.31604324e-05, 1.31604325e-05, 1.31604325e-05]), 4740: array([0.0005395 , 0.00055789, 0.00057627, 0.00059466, 0.00061305,
       0.00063143, 0.00064982, 0.00066821, 0.00068659, 0.00070498,
       0.00072336, 0.00074175, 0.00076014, 0.00077852, 0.00079691,
       0.0008153 , 0.00083368, 0.00085207, 0.00087046, 0.00088884,
       0.00090723, 0.00092562, 0.000944  , 0.00096239, 0.00098078,
       0.00099916, 0.00101755, 0.00103594]), 4745: array([0.00363943, 0.00317358, 0.00278012, 0.00244781, 0.00216715,
       0.00193011, 0.0017299 , 0.00156082, 0.00141801, 0.00129739,
       0.00119552, 0.00110948, 0.00103682, 0.00097544, 0.00092361,
       0.00087983, 0.00084286, 0.00081163, 0.00078525, 0.00076298,
       0.00074416, 0.00072827, 0.00071485, 0.00070352, 0.00069394,
       0.00068586, 0.00067903, 0.00067326]), 4750: array([0.00039547, 0.00045629, 0.00048474, 0.00049804, 0.00050427,
       0.00050718, 0.00050854, 0.00050918, 0.00050947, 0.00050961,
       0.00050968, 0.00050971, 0.00050972, 0.00050973, 0.00050973,
       0.00050974, 0.00050974, 0.00050974, 0.00050974, 0.00050974,
       0.00050974, 0.00050974, 0.00050974, 0.00050974, 0.00050974,
       0.00050974, 0.00050974, 0.00050974]), 4755: array([0.00097107, 0.00086498, 0.00081299, 0.00078751, 0.00077503,
       0.00076891, 0.00076591, 0.00076444, 0.00076372, 0.00076337,
       0.0007632 , 0.00076311, 0.00076307, 0.00076305, 0.00076304,
       0.00076303, 0.00076303, 0.00076303, 0.00076303, 0.00076303,
       0.00076303, 0.00076303, 0.00076303, 0.00076303, 0.00076303,
       0.00076303, 0.00076303, 0.00076303]), 4760: array([5.36733344e-05, 5.85024974e-05, 6.33222145e-05, 6.81325042e-05,
       7.29333849e-05, 7.77248751e-05, 8.25069931e-05, 8.72797573e-05,
       9.20431859e-05, 9.67972972e-05, 1.01542109e-04, 1.06277641e-04,
       1.11003909e-04, 1.15720933e-04, 1.20428731e-04, 1.25127320e-04,
       1.29816718e-04, 1.34496944e-04, 1.39168016e-04, 1.43829951e-04,
       1.48482767e-04, 1.53126482e-04, 1.57761114e-04, 1.62386681e-04,
       1.67003200e-04, 1.71610689e-04, 1.76209165e-04, 1.80798647e-04]), 4765: array([4.33090916e-05, 5.11180325e-05, 5.50224835e-05, 5.69746993e-05,
       5.79508023e-05, 5.84388513e-05, 5.86828747e-05, 5.88048857e-05,
       5.88658909e-05, 5.88963934e-05, 5.89116446e-05, 5.89192701e-05,
       5.89230828e-05, 5.89249892e-05, 5.89259424e-05, 5.89264190e-05,
       5.89266573e-05, 5.89267764e-05, 5.89268360e-05, 5.89268658e-05,
       5.89268807e-05, 5.89268881e-05, 5.89268918e-05, 5.89268937e-05,
       5.89268946e-05, 5.89268951e-05, 5.89268953e-05, 5.89268954e-05]), 4770: array([2.18330761e-05, 2.18772769e-05, 2.18993774e-05, 2.19104276e-05,
       2.19159527e-05, 2.19187153e-05, 2.19200966e-05, 2.19207872e-05,
       2.19211326e-05, 2.19213052e-05, 2.19213915e-05, 2.19214347e-05,
       2.19214563e-05, 2.19214671e-05, 2.19214725e-05, 2.19214752e-05,
       2.19214765e-05, 2.19214772e-05, 2.19214775e-05, 2.19214777e-05,
       2.19214778e-05, 2.19214778e-05, 2.19214779e-05, 2.19214779e-05,
       2.19214779e-05, 2.19214779e-05, 2.19214779e-05, 2.19214779e-05]), 4775: array([1.40675622e-04, 8.86160108e-05, 7.19317190e-05, 6.65846643e-05,
       6.48710168e-05, 6.43218195e-05, 6.41458104e-05, 6.40894022e-05,
       6.40713243e-05, 6.40655306e-05, 6.40636738e-05, 6.40630787e-05,
       6.40628880e-05, 6.40628269e-05, 6.40628073e-05, 6.40628010e-05,
       6.40627990e-05, 6.40627984e-05, 6.40627982e-05, 6.40627981e-05,
       6.40627981e-05, 6.40627981e-05, 6.40627981e-05, 6.40627981e-05,
       6.40627981e-05, 6.40627981e-05, 6.40627981e-05, 6.40627981e-05]), 4780: array([4.17408978e-05, 5.85885690e-05, 6.54702692e-05, 6.82812095e-05,
       6.94293829e-05, 6.98983726e-05, 7.00899390e-05, 7.01681873e-05,
       7.02001491e-05, 7.02132044e-05, 7.02185370e-05, 7.02207152e-05,
       7.02216050e-05, 7.02219684e-05, 7.02221168e-05, 7.02221775e-05,
       7.02222022e-05, 7.02222123e-05, 7.02222165e-05, 7.02222182e-05,
       7.02222188e-05, 7.02222191e-05, 7.02222192e-05, 7.02222193e-05,
       7.02222193e-05, 7.02222193e-05, 7.02222193e-05, 7.02222193e-05]), 4785: array([3.83904349e-05, 4.12011320e-05, 4.31686087e-05, 4.45458346e-05,
       4.55098872e-05, 4.61847202e-05, 4.66571006e-05, 4.69877650e-05,
       4.72192288e-05, 4.73812525e-05, 4.74946684e-05, 4.75740591e-05,
       4.76296323e-05, 4.76685333e-05, 4.76957638e-05, 4.77148251e-05,
       4.77281679e-05, 4.77375078e-05, 4.77440458e-05, 4.77486223e-05,
       4.77518258e-05, 4.77540683e-05, 4.77556380e-05, 4.77567368e-05,
       4.77575059e-05, 4.77580443e-05, 4.77584212e-05, 4.77586850e-05]), 4790: array([0.0004136 , 0.00041934, 0.00042507, 0.00043078, 0.00043648,
       0.00044216, 0.00044782, 0.00045347, 0.00045911, 0.00046473,
       0.00047033, 0.00047593, 0.0004815 , 0.00048706, 0.00049261,
       0.00049815, 0.00050366, 0.00050917, 0.00051466, 0.00052013,
       0.0005256 , 0.00053104, 0.00053648, 0.00054189, 0.0005473 ,
       0.00055269, 0.00055806, 0.00056343]), 4795: array([0.00034943, 0.00034783, 0.00034703, 0.00034663, 0.00034644,
       0.00034634, 0.00034629, 0.00034626, 0.00034625, 0.00034624,
       0.00034624, 0.00034624, 0.00034624, 0.00034624, 0.00034624,
       0.00034624, 0.00034624, 0.00034624, 0.00034624, 0.00034624,
       0.00034624, 0.00034624, 0.00034624, 0.00034624, 0.00034624,
       0.00034624, 0.00034624, 0.00034624]), 4800: array([0.00016552, 0.00017941, 0.00018905, 0.00019574, 0.00020038,
       0.0002036 , 0.00020584, 0.00020739, 0.00020846, 0.00020921,
       0.00020973, 0.00021009, 0.00021034, 0.00021051, 0.00021063,
       0.00021072, 0.00021077, 0.00021081, 0.00021084, 0.00021086,
       0.00021088, 0.00021088, 0.00021089, 0.0002109 , 0.0002109 ,
       0.0002109 , 0.0002109 , 0.0002109 ]), 4805: array([0.00313198, 0.00249233, 0.00202175, 0.00167557, 0.00142089,
       0.00123353, 0.00109569, 0.00099429, 0.00091969, 0.00086481,
       0.00082444, 0.00079474, 0.00077289, 0.00075681, 0.00074499,
       0.00073629, 0.00072989, 0.00072518, 0.00072172, 0.00071917,
       0.00071729, 0.00071591, 0.0007149 , 0.00071415, 0.0007136 ,
       0.0007132 , 0.0007129 , 0.00071268]), 4810: array([0.00443319, 0.00380067, 0.00347078, 0.00329871, 0.00320897,
       0.00316217, 0.00313775, 0.00312502, 0.00311838, 0.00311492,
       0.00311311, 0.00311217, 0.00311168, 0.00311142, 0.00311129,
       0.00311122, 0.00311118, 0.00311116, 0.00311115, 0.00311115,
       0.00311114, 0.00311114, 0.00311114, 0.00311114, 0.00311114,
       0.00311114, 0.00311114, 0.00311114]), 4815: array([0.02331119, 0.02405252, 0.02479385, 0.02553518, 0.02627651,
       0.02701784, 0.02775917, 0.0285005 , 0.02924183, 0.02998316,
       0.03072449, 0.03146582, 0.03220715, 0.03294848, 0.03368981,
       0.03443113, 0.03517246, 0.03591379, 0.03665512, 0.03739645,
       0.03813778, 0.03887911, 0.03962044, 0.04036177, 0.0411031 ,
       0.04184443, 0.04258576, 0.04332709]), 4820: array([0.00776697, 0.00854143, 0.00931589, 0.01009035, 0.01086481,
       0.01163927, 0.01241373, 0.01318819, 0.01396265, 0.01473711,
       0.01551157, 0.01628602, 0.01706048, 0.01783494, 0.0186094 ,
       0.01938386, 0.02015832, 0.02093278, 0.02170724, 0.0224817 ,
       0.02325616, 0.02403062, 0.02480508, 0.02557954, 0.026354  ,
       0.02712846, 0.02790292, 0.02867738]), 4825: array([0.00010604, 0.00011558, 0.00012512, 0.00013465, 0.00014419,
       0.00015373, 0.00016326, 0.0001728 , 0.00018234, 0.00019187,
       0.00020141, 0.00021095, 0.00022049, 0.00023002, 0.00023956,
       0.0002491 , 0.00025863, 0.00026817, 0.00027771, 0.00028724,
       0.00029678, 0.00030632, 0.00031586, 0.00032539, 0.00033493,
       0.00034447, 0.000354  , 0.00036354]), 4830: array([0.00782507, 0.00809824, 0.0083714 , 0.00864457, 0.00891774,
       0.00919091, 0.00946407, 0.00973724, 0.01001041, 0.01028357,
       0.01055674, 0.01082991, 0.01110308, 0.01137624, 0.01164941,
       0.01192258, 0.01219575, 0.01246891, 0.01274208, 0.01301525,
       0.01328842, 0.01356158, 0.01383475, 0.01410792, 0.01438108,
       0.01465425, 0.01492742, 0.01520059]), 4835: array([0.01249291, 0.01277905, 0.01306519, 0.01335133, 0.01363747,
       0.01392362, 0.01420976, 0.0144959 , 0.01478204, 0.01506819,
       0.01535433, 0.01564047, 0.01592661, 0.01621275, 0.0164989 ,
       0.01678504, 0.01707118, 0.01735732, 0.01764347, 0.01792961,
       0.01821575, 0.01850189, 0.01878804, 0.01907418, 0.01936032,
       0.01964646, 0.0199326 , 0.02021875]), 4840: array([0.00055336, 0.00059737, 0.00064043, 0.00068256, 0.00072378,
       0.00076411, 0.00080358, 0.0008422 , 0.00087998, 0.00091695,
       0.00095313, 0.00098852, 0.00102316, 0.00105705, 0.00109021,
       0.00112265, 0.0011544 , 0.00118546, 0.00121585, 0.00124559,
       0.00127469, 0.00130316, 0.00133102, 0.00135828, 0.00138495,
       0.00141105, 0.00143659, 0.00146157]), 4845: array([0.00013777, 0.00018835, 0.00022572, 0.00025334, 0.00027374,
       0.00028882, 0.00029996, 0.00030819, 0.00031427, 0.00031876,
       0.00032208, 0.00032454, 0.00032635, 0.00032769, 0.00032868,
       0.00032941, 0.00032995, 0.00033035, 0.00033064, 0.00033086,
       0.00033102, 0.00033114, 0.00033123, 0.00033129, 0.00033134,
       0.00033138, 0.0003314 , 0.00033142]), 4850: array([0.00132951, 0.00134948, 0.00136743, 0.00138356, 0.00139806,
       0.00141109, 0.0014228 , 0.00143333, 0.00144279, 0.00145129,
       0.00145893, 0.0014658 , 0.00147197, 0.00147752, 0.00148251,
       0.00148699, 0.00149102, 0.00149464, 0.0014979 , 0.00150082,
       0.00150345, 0.00150581, 0.00150794, 0.00150984, 0.00151156,
       0.0015131 , 0.00151449, 0.00151573]), 4855: array([2.34825478e-04, 2.22743081e-04, 2.11282357e-04, 2.00411319e-04,
       1.90099626e-04, 1.80318498e-04, 1.71040637e-04, 1.62240147e-04,
       1.53892468e-04, 1.45974299e-04, 1.38463542e-04, 1.31339235e-04,
       1.24581493e-04, 1.18171456e-04, 1.12091233e-04, 1.06323854e-04,
       1.00853224e-04, 9.56640719e-05, 9.07419164e-05, 8.60730196e-05,
       8.16443506e-05, 7.74435488e-05, 7.34588901e-05, 6.96792531e-05,
       6.60940889e-05, 6.26933915e-05, 5.94676694e-05, 5.64079196e-05]), 4860: array([0.00252823, 0.00165651, 0.00122331, 0.00100803, 0.00090105,
       0.00084789, 0.00082147, 0.00080834, 0.00080181, 0.00079857,
       0.00079696, 0.00079616, 0.00079576, 0.00079556, 0.00079546,
       0.00079542, 0.00079539, 0.00079538, 0.00079537, 0.00079537,
       0.00079537, 0.00079537, 0.00079537, 0.00079537, 0.00079537,
       0.00079537, 0.00079537, 0.00079537]), 4865: array([0.0010062 , 0.00138532, 0.00176445, 0.00214358, 0.0025227 ,
       0.00290182, 0.00328095, 0.00366007, 0.00403919, 0.0044183 ,
       0.00479742, 0.00517653, 0.00555565, 0.00593476, 0.00631387,
       0.00669298, 0.00707209, 0.0074512 , 0.0078303 , 0.00820941,
       0.00858851, 0.00896761, 0.00934671, 0.00972581, 0.01010491,
       0.01048401, 0.0108631 , 0.0112422 ]), 4870: array([0.00030062, 0.0003603 , 0.00041998, 0.00047966, 0.00053934,
       0.00059901, 0.00065869, 0.00071837, 0.00077805, 0.00083773,
       0.00089741, 0.00095709, 0.00101677, 0.00107645, 0.00113613,
       0.0011958 , 0.00125548, 0.00131516, 0.00137484, 0.00143452,
       0.0014942 , 0.00155388, 0.00161356, 0.00167324, 0.00173292,
       0.00179259, 0.00185227, 0.00191195]), 4875: array([0.00357671, 0.00313081, 0.0027667 , 0.00246937, 0.00222659,
       0.00202833, 0.00186644, 0.00173425, 0.0016263 , 0.00153815,
       0.00146617, 0.0014074 , 0.0013594 , 0.00132021, 0.00128821,
       0.00126207, 0.00124073, 0.00122331, 0.00120908, 0.00119746,
       0.00118797, 0.00118023, 0.0011739 , 0.00116873, 0.00116451,
       0.00116107, 0.00115826, 0.00115596]), 4880: array([0.00150323, 0.00150323, 0.00150323, 0.00150323, 0.00150323,
       0.00150323, 0.00150323, 0.00150323, 0.00150323, 0.00150323,
       0.00150323, 0.00150323, 0.00150323, 0.00150323, 0.00150323,
       0.00150323, 0.00150323, 0.00150323, 0.00150323, 0.00150323,
       0.00150323, 0.00150323, 0.00150323, 0.00150323, 0.00150323,
       0.00150323, 0.00150323, 0.00150323]), 4885: array([2.89281467e-05, 4.28974171e-05, 4.99657474e-05, 5.35422615e-05,
       5.53519469e-05, 5.62676320e-05, 5.67309608e-05, 5.69654012e-05,
       5.70840260e-05, 5.71440491e-05, 5.71744203e-05, 5.71897878e-05,
       5.71975637e-05, 5.72014982e-05, 5.72034890e-05, 5.72044964e-05,
       5.72050061e-05, 5.72052640e-05, 5.72053945e-05, 5.72054605e-05,
       5.72054939e-05, 5.72055108e-05, 5.72055194e-05, 5.72055237e-05,
       5.72055259e-05, 5.72055270e-05, 5.72055276e-05, 5.72055279e-05]), 4890: array([0.01092669, 0.00966754, 0.00871552, 0.00799571, 0.00745147,
       0.00703998, 0.00672886, 0.00649363, 0.00631577, 0.00618129,
       0.00607962, 0.00600274, 0.00594462, 0.00590067, 0.00586745,
       0.00584232, 0.00582333, 0.00580897, 0.00579811, 0.0057899 ,
       0.00578369, 0.005779  , 0.00577545, 0.00577276, 0.00577073,
       0.0057692 , 0.00576804, 0.00576716]), 4895: array([1.38439421e-09, 1.26853909e-09, 1.16542928e-09, 1.07366266e-09,
       9.91991354e-10, 9.19304772e-10, 8.54614498e-10, 7.97040850e-10,
       7.45800923e-10, 7.00197940e-10, 6.59611776e-10, 6.23490527e-10,
       5.91343004e-10, 5.62732055e-10, 5.37268619e-10, 5.14606434e-10,
       4.94437334e-10, 4.76487052e-10, 4.60511495e-10, 4.46293421e-10,
       4.33639488e-10, 4.22377624e-10, 4.12354686e-10, 4.03434379e-10,
       3.95495402e-10, 3.88429798e-10, 3.82141487e-10, 3.76544957e-10]), 4900: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4905: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4910: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4915: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4920: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4925: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4930: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4935: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4940: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])}, 28: {0: array([1.55397473e-04, 1.44787053e-04, 1.35237673e-04, 1.26643228e-04,
       1.18908226e-04, 1.11946722e-04, 1.05681367e-04, 1.00042546e-04,
       9.49676051e-05, 9.04001576e-05, 8.62894537e-05, 8.25898193e-05,
       7.92601474e-05, 7.62634419e-05, 7.35664063e-05, 7.11390735e-05,
       6.89544735e-05, 6.69883330e-05, 6.52188060e-05, 6.36262313e-05,
       6.21929137e-05, 6.09029276e-05, 5.97419397e-05, 5.86970504e-05,
       5.77566497e-05, 5.69102889e-05, 5.61485639e-05, 5.54630113e-05]), 5: array([1.79396798e-04, 1.49689154e-04, 1.28893735e-04, 1.14336894e-04,
       1.04147071e-04, 9.70141725e-05, 9.20211269e-05, 8.85259835e-05,
       8.60793751e-05, 8.43667436e-05, 8.31678976e-05, 8.23287027e-05,
       8.17412643e-05, 8.13300561e-05, 8.10422094e-05, 8.08407161e-05,
       8.06996703e-05, 8.06009379e-05, 8.05318250e-05, 8.04834458e-05,
       8.04495802e-05, 8.04258743e-05, 8.04092801e-05, 8.03976641e-05,
       8.03895328e-05, 8.03838410e-05, 8.03798566e-05, 8.03770676e-05]), 10: array([1.28685452e-04, 1.20132416e-04, 1.13888620e-04, 1.09330590e-04,
       1.06003185e-04, 1.03574149e-04, 1.01800929e-04, 1.00506463e-04,
       9.95614897e-05, 9.88716506e-05, 9.83680616e-05, 9.80004370e-05,
       9.77320675e-05, 9.75361553e-05, 9.73931376e-05, 9.72887333e-05,
       9.72125171e-05, 9.71568787e-05, 9.71162620e-05, 9.70866115e-05,
       9.70649664e-05, 9.70491652e-05, 9.70376302e-05, 9.70292096e-05,
       9.70230624e-05, 9.70185749e-05, 9.70152990e-05, 9.70129076e-05]), 15: array([6.02834353e-05, 6.92243992e-05, 7.54830749e-05, 7.98641486e-05,
       8.29309006e-05, 8.50776273e-05, 8.65803363e-05, 8.76322327e-05,
       8.83685603e-05, 8.88839897e-05, 8.92447904e-05, 8.94973509e-05,
       8.96741432e-05, 8.97978979e-05, 8.98845262e-05, 8.99451660e-05,
       8.99876139e-05, 9.00173274e-05, 9.00381268e-05, 9.00526865e-05,
       9.00628782e-05, 9.00700124e-05, 9.00750064e-05, 9.00785022e-05,
       9.00809492e-05, 9.00826621e-05, 9.00838612e-05, 9.00847005e-05]), 20: array([1.21067862e-05, 1.42639973e-05, 1.62054844e-05, 1.79528200e-05,
       1.95254197e-05, 2.09407572e-05, 2.22145589e-05, 2.33609788e-05,
       2.43927551e-05, 2.53213523e-05, 2.61570885e-05, 2.69092499e-05,
       2.75861941e-05, 2.81954430e-05, 2.87437661e-05, 2.92372562e-05,
       2.96813966e-05, 3.00811223e-05, 3.04408749e-05, 3.07646518e-05,
       3.10560505e-05, 3.13183089e-05, 3.15543411e-05, 3.17667698e-05,
       3.19579553e-05, 3.21300220e-05, 3.22848818e-05, 3.24242554e-05]), 25: array([1.24225547e-05, 1.13182915e-05, 1.05453075e-05, 1.00042189e-05,
       9.62545693e-06, 9.36032363e-06, 9.17473038e-06, 9.04481513e-06,
       8.95387448e-06, 8.89021605e-06, 8.84565515e-06, 8.81446254e-06,
       8.79262771e-06, 8.77734334e-06, 8.76664428e-06, 8.75915494e-06,
       8.75391240e-06, 8.75024263e-06, 8.74767379e-06, 8.74587560e-06,
       8.74461687e-06, 8.74373575e-06, 8.74311898e-06, 8.74268723e-06,
       8.74238501e-06, 8.74217346e-06, 8.74202537e-06, 8.74192171e-06]), 30: array([3.31491718e-05, 3.26768572e-05, 3.22139888e-05, 3.17603778e-05,
       3.13158391e-05, 3.08801911e-05, 3.04532560e-05, 3.00348597e-05,
       2.96248312e-05, 2.92230034e-05, 2.88292121e-05, 2.84432966e-05,
       2.80650994e-05, 2.76944662e-05, 2.73312456e-05, 2.69752894e-05,
       2.66264524e-05, 2.62845921e-05, 2.59495690e-05, 2.56212463e-05,
       2.52994901e-05, 2.49841691e-05, 2.46751544e-05, 2.43723201e-05,
       2.40755424e-05, 2.37847002e-05, 2.34996750e-05, 2.32203502e-05]), 35: array([4.92535717e-05, 4.07786922e-05, 3.48462670e-05, 3.06935628e-05,
       2.77866652e-05, 2.57518336e-05, 2.43274492e-05, 2.33303786e-05,
       2.26324280e-05, 2.21438618e-05, 2.18018649e-05, 2.15624667e-05,
       2.13948877e-05, 2.12775822e-05, 2.11954683e-05, 2.11379884e-05,
       2.10977524e-05, 2.10695872e-05, 2.10498715e-05, 2.10360705e-05,
       2.10264098e-05, 2.10196473e-05, 2.10149135e-05, 2.10115999e-05,
       2.10092803e-05, 2.10076566e-05, 2.10065200e-05, 2.10057244e-05]), 40: array([7.57158835e-05, 7.18984923e-05, 6.84628383e-05, 6.53707480e-05,
       6.25878652e-05, 6.00832692e-05, 5.78291317e-05, 5.58004067e-05,
       5.39745533e-05, 5.23312842e-05, 5.08523413e-05, 4.95212919e-05,
       4.83233468e-05, 4.72451957e-05, 4.62748591e-05, 4.54015556e-05,
       4.46155821e-05, 4.39082056e-05, 4.32715663e-05, 4.26985907e-05,
       4.21829123e-05, 4.17188015e-05, 4.13011016e-05, 4.09251715e-05,
       4.05868341e-05, 4.02823304e-05, 4.00082769e-05, 3.97616285e-05]), 45: array([7.80360212e-05, 7.46124991e-05, 7.15313427e-05, 6.87583141e-05,
       6.62625992e-05, 6.40164657e-05, 6.19949544e-05, 6.01756021e-05,
       5.85381923e-05, 5.70645298e-05, 5.57382395e-05, 5.45445833e-05,
       5.34702975e-05, 5.25034445e-05, 5.16332806e-05, 5.08501366e-05,
       5.01453100e-05, 4.95109688e-05, 4.89400643e-05, 4.84262525e-05,
       4.79638238e-05, 4.75476399e-05, 4.71730760e-05, 4.68359699e-05,
       4.65325758e-05, 4.62595223e-05, 4.60137752e-05, 4.57926038e-05]), 50: array([2.13834875e-05, 2.26559899e-05, 2.32922421e-05, 2.36103687e-05,
       2.37694323e-05, 2.38489642e-05, 2.38887302e-05, 2.39086132e-05,
       2.39185548e-05, 2.39235255e-05, 2.39260109e-05, 2.39272536e-05,
       2.39278750e-05, 2.39281856e-05, 2.39283410e-05, 2.39284186e-05,
       2.39284575e-05, 2.39284769e-05, 2.39284866e-05, 2.39284915e-05,
       2.39284939e-05, 2.39284951e-05, 2.39284957e-05, 2.39284960e-05,
       2.39284962e-05, 2.39284962e-05, 2.39284963e-05, 2.39284963e-05]), 55: array([3.20976310e-05, 2.72157457e-05, 2.47747996e-05, 2.35543247e-05,
       2.29440865e-05, 2.26389669e-05, 2.24864069e-05, 2.24101267e-05,
       2.23719866e-05, 2.23529165e-05, 2.23433815e-05, 2.23386140e-05,
       2.23362302e-05, 2.23350383e-05, 2.23344424e-05, 2.23341444e-05,
       2.23339954e-05, 2.23339209e-05, 2.23338837e-05, 2.23338650e-05,
       2.23338557e-05, 2.23338511e-05, 2.23338487e-05, 2.23338476e-05,
       2.23338470e-05, 2.23338467e-05, 2.23338466e-05, 2.23338465e-05]), 60: array([5.27762298e-05, 4.70151964e-05, 4.29824270e-05, 4.01594562e-05,
       3.81833540e-05, 3.68000667e-05, 3.58317545e-05, 3.51539282e-05,
       3.46794444e-05, 3.43473019e-05, 3.41147995e-05, 3.39520460e-05,
       3.38381172e-05, 3.37583662e-05, 3.37025398e-05, 3.36634609e-05,
       3.36361053e-05, 3.36169562e-05, 3.36035517e-05, 3.35941684e-05,
       3.35876001e-05, 3.35830022e-05, 3.35797836e-05, 3.35775306e-05,
       3.35759534e-05, 3.35748494e-05, 3.35740766e-05, 3.35735356e-05]), 65: array([2.48979109e-05, 2.85404381e-05, 3.10902121e-05, 3.28750574e-05,
       3.41244516e-05, 3.49990293e-05, 3.56112348e-05, 3.60397796e-05,
       3.63397615e-05, 3.65497492e-05, 3.66967409e-05, 3.67996353e-05,
       3.68716616e-05, 3.69220800e-05, 3.69573730e-05, 3.69820781e-05,
       3.69993718e-05, 3.70114773e-05, 3.70199513e-05, 3.70258830e-05,
       3.70300352e-05, 3.70329418e-05, 3.70349764e-05, 3.70364006e-05,
       3.70373976e-05, 3.70380955e-05, 3.70385840e-05, 3.70389259e-05]), 70: array([1.85096281e-05, 2.07443948e-05, 2.23087279e-05, 2.34037586e-05,
       2.41702783e-05, 2.47068409e-05, 2.50824339e-05, 2.53453483e-05,
       2.55293880e-05, 2.56582155e-05, 2.57483945e-05, 2.58115197e-05,
       2.58557073e-05, 2.58866385e-05, 2.59082902e-05, 2.59234465e-05,
       2.59340558e-05, 2.59414823e-05, 2.59466809e-05, 2.59503198e-05,
       2.59528671e-05, 2.59546502e-05, 2.59558984e-05, 2.59567721e-05,
       2.59573837e-05, 2.59578118e-05, 2.59581115e-05, 2.59583212e-05]), 75: array([1.34047324e-05, 1.34119753e-05, 1.34155967e-05, 1.34174074e-05,
       1.34183128e-05, 1.34187655e-05, 1.34189918e-05, 1.34191050e-05,
       1.34191616e-05, 1.34191899e-05, 1.34192040e-05, 1.34192111e-05,
       1.34192146e-05, 1.34192164e-05, 1.34192173e-05, 1.34192177e-05,
       1.34192180e-05, 1.34192181e-05, 1.34192181e-05, 1.34192181e-05,
       1.34192182e-05, 1.34192182e-05, 1.34192182e-05, 1.34192182e-05,
       1.34192182e-05, 1.34192182e-05, 1.34192182e-05, 1.34192182e-05]), 80: array([1.40875061e-05, 1.41644585e-05, 1.42029347e-05, 1.42221728e-05,
       1.42317919e-05, 1.42366015e-05, 1.42390062e-05, 1.42402086e-05,
       1.42408098e-05, 1.42411104e-05, 1.42412607e-05, 1.42413359e-05,
       1.42413734e-05, 1.42413922e-05, 1.42414016e-05, 1.42414063e-05,
       1.42414087e-05, 1.42414098e-05, 1.42414104e-05, 1.42414107e-05,
       1.42414109e-05, 1.42414109e-05, 1.42414110e-05, 1.42414110e-05,
       1.42414110e-05, 1.42414110e-05, 1.42414110e-05, 1.42414110e-05]), 85: array([1.21930076e-05, 1.33252405e-05, 1.38913579e-05, 1.41744171e-05,
       1.43159469e-05, 1.43867119e-05, 1.44220945e-05, 1.44397858e-05,
       1.44486315e-05, 1.44530543e-05, 1.44552657e-05, 1.44563715e-05,
       1.44569243e-05, 1.44572007e-05, 1.44573390e-05, 1.44574081e-05,
       1.44574426e-05, 1.44574599e-05, 1.44574685e-05, 1.44574729e-05,
       1.44574750e-05, 1.44574761e-05, 1.44574766e-05, 1.44574769e-05,
       1.44574770e-05, 1.44574771e-05, 1.44574771e-05, 1.44574772e-05]), 90: array([1.50322424e-05, 1.44493838e-05, 1.41579544e-05, 1.40122395e-05,
       1.39393821e-05, 1.39029533e-05, 1.38847390e-05, 1.38756318e-05,
       1.38710782e-05, 1.38688013e-05, 1.38676629e-05, 1.38670937e-05,
       1.38668091e-05, 1.38666668e-05, 1.38665957e-05, 1.38665601e-05,
       1.38665423e-05, 1.38665334e-05, 1.38665290e-05, 1.38665268e-05,
       1.38665257e-05, 1.38665251e-05, 1.38665248e-05, 1.38665247e-05,
       1.38665246e-05, 1.38665246e-05, 1.38665246e-05, 1.38665246e-05]), 95: array([1.78828034e-05, 1.79147733e-05, 1.79371542e-05, 1.79528221e-05,
       1.79637907e-05, 1.79714693e-05, 1.79768449e-05, 1.79806080e-05,
       1.79832425e-05, 1.79850868e-05, 1.79863779e-05, 1.79872818e-05,
       1.79879145e-05, 1.79883575e-05, 1.79886676e-05, 1.79888847e-05,
       1.79890367e-05, 1.79891430e-05, 1.79892175e-05, 1.79892697e-05,
       1.79893062e-05, 1.79893317e-05, 1.79893496e-05, 1.79893621e-05,
       1.79893709e-05, 1.79893770e-05, 1.79893813e-05, 1.79893843e-05]), 100: array([1.32049866e-05, 1.57487188e-05, 1.70206135e-05, 1.76565753e-05,
       1.79745633e-05, 1.81335609e-05, 1.82130615e-05, 1.82528127e-05,
       1.82726887e-05, 1.82826270e-05, 1.82875962e-05, 1.82900809e-05,
       1.82913233e-05, 1.82919445e-05, 1.82922551e-05, 1.82924104e-05,
       1.82924880e-05, 1.82925269e-05, 1.82925463e-05, 1.82925560e-05,
       1.82925608e-05, 1.82925633e-05, 1.82925645e-05, 1.82925651e-05,
       1.82925654e-05, 1.82925655e-05, 1.82925656e-05, 1.82925657e-05]), 105: array([4.07338135e-05, 3.22118409e-05, 2.79507253e-05, 2.58201029e-05,
       2.47547594e-05, 2.42220715e-05, 2.39557195e-05, 2.38225394e-05,
       2.37559474e-05, 2.37226503e-05, 2.37060013e-05, 2.36976766e-05,
       2.36935141e-05, 2.36914327e-05, 2.36903920e-05, 2.36898717e-05,
       2.36896115e-05, 2.36894814e-05, 2.36894163e-05, 2.36893838e-05,
       2.36893676e-05, 2.36893594e-05, 2.36893554e-05, 2.36893533e-05,
       2.36893523e-05, 2.36893518e-05, 2.36893515e-05, 2.36893514e-05]), 110: array([1.15285790e-04, 1.08943305e-04, 1.03233633e-04, 9.80936345e-05,
       9.34664724e-05, 8.93009789e-05, 8.55510914e-05, 8.21753437e-05,
       7.91364063e-05, 7.64006746e-05, 7.39378966e-05, 7.17208387e-05,
       6.97249847e-05, 6.79282641e-05, 6.63108087e-05, 6.48547327e-05,
       6.35439345e-05, 6.23639194e-05, 6.13016385e-05, 6.03453453e-05,
       5.94844648e-05, 5.87094774e-05, 5.80118133e-05, 5.73837577e-05,
       5.68183654e-05, 5.63093843e-05, 5.58511860e-05, 5.54387039e-05]), 115: array([4.32217616e-05, 4.69336201e-05, 4.95319279e-05, 5.13507480e-05,
       5.26239255e-05, 5.35151520e-05, 5.41390123e-05, 5.45757156e-05,
       5.48814087e-05, 5.50953944e-05, 5.52451848e-05, 5.53500384e-05,
       5.54234360e-05, 5.54748146e-05, 5.55107796e-05, 5.55359552e-05,
       5.55535782e-05, 5.55659143e-05, 5.55745496e-05, 5.55805943e-05,
       5.55848256e-05, 5.55877876e-05, 5.55898609e-05, 5.55913123e-05,
       5.55923282e-05, 5.55930394e-05, 5.55935372e-05, 5.55938857e-05]), 120: array([3.35194041e-05, 3.91408080e-05, 4.30757961e-05, 4.58302913e-05,
       4.77584406e-05, 4.91081469e-05, 5.00529426e-05, 5.07143004e-05,
       5.11772515e-05, 5.15013178e-05, 5.17281644e-05, 5.18869573e-05,
       5.19981124e-05, 5.20759212e-05, 5.21303873e-05, 5.21685137e-05,
       5.21952022e-05, 5.22138842e-05, 5.22269616e-05, 5.22361158e-05,
       5.22425237e-05, 5.22470093e-05, 5.22501492e-05, 5.22523471e-05,
       5.22538857e-05, 5.22549626e-05, 5.22557165e-05, 5.22562443e-05]), 125: array([3.17101647e-05, 3.58277266e-05, 3.87100624e-05, 4.07277271e-05,
       4.21401132e-05, 4.31287980e-05, 4.38208876e-05, 4.43053574e-05,
       4.46444913e-05, 4.48818885e-05, 4.50480690e-05, 4.51643970e-05,
       4.52458279e-05, 4.53028303e-05, 4.53427326e-05, 4.53706646e-05,
       4.53902173e-05, 4.54039044e-05, 4.54134855e-05, 4.54201923e-05,
       4.54248872e-05, 4.54281737e-05, 4.54304742e-05, 4.54320846e-05,
       4.54332120e-05, 4.54340011e-05, 4.54345535e-05, 4.54349402e-05]), 130: array([4.09059158e-05, 4.33841317e-05, 4.46232481e-05, 4.52428107e-05,
       4.55525941e-05, 4.57074868e-05, 4.57849337e-05, 4.58236575e-05,
       4.58430195e-05, 4.58527005e-05, 4.58575411e-05, 4.58599614e-05,
       4.58611715e-05, 4.58617766e-05, 4.58620792e-05, 4.58622304e-05,
       4.58623061e-05, 4.58623439e-05, 4.58623628e-05, 4.58623723e-05,
       4.58623770e-05, 4.58623794e-05, 4.58623805e-05, 4.58623811e-05,
       4.58623814e-05, 4.58623816e-05, 4.58623817e-05, 4.58623817e-05]), 135: array([4.61184988e-05, 4.51281550e-05, 4.44349189e-05, 4.39496569e-05,
       4.36099757e-05, 4.33722004e-05, 4.32057587e-05, 4.30892504e-05,
       4.30076951e-05, 4.29506067e-05, 4.29106451e-05, 4.28826722e-05,
       4.28630913e-05, 4.28493847e-05, 4.28397902e-05, 4.28330741e-05,
       4.28283728e-05, 4.28250820e-05, 4.28227784e-05, 4.28211659e-05,
       4.28200372e-05, 4.28192470e-05, 4.28186940e-05, 4.28183068e-05,
       4.28180358e-05, 4.28178461e-05, 4.28177133e-05, 4.28176204e-05]), 140: array([0.00011554, 0.00011699, 0.00011842, 0.00011983, 0.00012122,
       0.00012259, 0.00012394, 0.00012527, 0.00012658, 0.00012788,
       0.00012915, 0.00013041, 0.00013165, 0.00013287, 0.00013407,
       0.00013526, 0.00013643, 0.00013758, 0.00013872, 0.00013984,
       0.00014094, 0.00014203, 0.00014311, 0.00014417, 0.00014521,
       0.00014624, 0.00014725, 0.00014825]), 145: array([1.92210839e-05, 2.24180216e-05, 2.46558756e-05, 2.62223716e-05,
       2.73189176e-05, 2.80864989e-05, 2.86238052e-05, 2.89999193e-05,
       2.92631988e-05, 2.94474942e-05, 2.95765009e-05, 2.96668055e-05,
       2.97300186e-05, 2.97742677e-05, 2.98052421e-05, 2.98269241e-05,
       2.98421015e-05, 2.98527257e-05, 2.98601626e-05, 2.98653685e-05,
       2.98690125e-05, 2.98715634e-05, 2.98733490e-05, 2.98745989e-05,
       2.98754738e-05, 2.98760863e-05, 2.98765150e-05, 2.98768151e-05]), 150: array([1.31834360e-05, 1.39913506e-05, 1.47184735e-05, 1.53728837e-05,
       1.59618526e-05, 1.64919244e-05, 1.69689888e-05, 1.73983465e-05,
       1.77847683e-05, 1.81325477e-05, 1.84455491e-05, 1.87272501e-05,
       1.89807810e-05, 1.92089586e-05, 1.94143184e-05, 1.95991422e-05,
       1.97654834e-05, 1.99151905e-05, 2.00499268e-05, 2.01711894e-05,
       2.02803257e-05, 2.03785484e-05, 2.04669487e-05, 2.05465089e-05,
       2.06181131e-05, 2.06825569e-05, 2.07405562e-05, 2.07927556e-05]), 155: array([8.51105869e-06, 8.15909666e-06, 7.84233083e-06, 7.55724157e-06,
       7.30066124e-06, 7.06973894e-06, 6.86190886e-06, 6.67486179e-06,
       6.50651943e-06, 6.35501129e-06, 6.21865397e-06, 6.09593238e-06,
       5.98548295e-06, 5.88607846e-06, 5.79661441e-06, 5.71609677e-06,
       5.64363089e-06, 5.57841160e-06, 5.51971424e-06, 5.46688661e-06,
       5.41934174e-06, 5.37655136e-06, 5.33804002e-06, 5.30337981e-06,
       5.27218562e-06, 5.24411085e-06, 5.21884356e-06, 5.19610300e-06]), 160: array([2.65807167e-06, 3.12692024e-06, 3.36134460e-06, 3.47855682e-06,
       3.53716295e-06, 3.56646602e-06, 3.58111756e-06, 3.58844334e-06,
       3.59210622e-06, 3.59393767e-06, 3.59485339e-06, 3.59531125e-06,
       3.59554018e-06, 3.59565465e-06, 3.59571188e-06, 3.59574050e-06,
       3.59575481e-06, 3.59576196e-06, 3.59576554e-06, 3.59576733e-06,
       3.59576822e-06, 3.59576867e-06, 3.59576889e-06, 3.59576900e-06,
       3.59576906e-06, 3.59576909e-06, 3.59576910e-06, 3.59576911e-06]), 165: array([1.89340225e-06, 2.20898111e-06, 2.42988634e-06, 2.58452002e-06,
       2.69276361e-06, 2.76853413e-06, 2.82157350e-06, 2.85870106e-06,
       2.88469036e-06, 2.90288287e-06, 2.91561763e-06, 2.92453196e-06,
       2.93077199e-06, 2.93514002e-06, 2.93819763e-06, 2.94033797e-06,
       2.94183620e-06, 2.94288496e-06, 2.94361910e-06, 2.94413299e-06,
       2.94449272e-06, 2.94474452e-06, 2.94492079e-06, 2.94504418e-06,
       2.94513055e-06, 2.94519101e-06, 2.94523333e-06, 2.94526295e-06]), 170: array([4.80879258e-05, 4.46465441e-05, 4.15492995e-05, 3.87617785e-05,
       3.62530087e-05, 3.39951152e-05, 3.19630104e-05, 3.01341155e-05,
       2.84881096e-05, 2.70067037e-05, 2.56734380e-05, 2.44734985e-05,
       2.33935526e-05, 2.24216010e-05, 2.15468443e-05, 2.07595630e-05,
       2.00510095e-05, 1.94133112e-05, 1.88393826e-05, 1.83228467e-05,
       1.78579642e-05, 1.74395698e-05, 1.70630147e-05, 1.67241150e-05,
       1.64191052e-05, 1.61445963e-05, 1.58975382e-05, 1.56751859e-05]), 175: array([4.35954279e-05, 3.75280087e-05, 3.32808090e-05, 3.03077647e-05,
       2.82266307e-05, 2.67698347e-05, 2.57500760e-05, 2.50362439e-05,
       2.45365607e-05, 2.41867819e-05, 2.39419364e-05, 2.37705442e-05,
       2.36505696e-05, 2.35665872e-05, 2.35077994e-05, 2.34666480e-05,
       2.34378419e-05, 2.34176776e-05, 2.34035626e-05, 2.33936820e-05,
       2.33867656e-05, 2.33819242e-05, 2.33785351e-05, 2.33761628e-05,
       2.33745022e-05, 2.33733397e-05, 2.33725260e-05, 2.33719564e-05]), 180: array([3.92938705e-05, 3.25406312e-05, 2.91640094e-05, 2.74756974e-05,
       2.66315409e-05, 2.62094624e-05, 2.59984230e-05, 2.58929032e-05,
       2.58401433e-05, 2.58137633e-05, 2.58005733e-05, 2.57939783e-05,
       2.57906808e-05, 2.57890321e-05, 2.57882077e-05, 2.57877955e-05,
       2.57875894e-05, 2.57874864e-05, 2.57874348e-05, 2.57874091e-05,
       2.57873962e-05, 2.57873897e-05, 2.57873865e-05, 2.57873849e-05,
       2.57873841e-05, 2.57873837e-05, 2.57873835e-05, 2.57873834e-05]), 185: array([1.37237172e-05, 1.60924971e-05, 1.77506421e-05, 1.89113429e-05,
       1.97238331e-05, 2.02925759e-05, 2.06906957e-05, 2.09693794e-05,
       2.11644578e-05, 2.13010127e-05, 2.13966010e-05, 2.14635128e-05,
       2.15103511e-05, 2.15431378e-05, 2.15660885e-05, 2.15821540e-05,
       2.15933999e-05, 2.16012719e-05, 2.16067824e-05, 2.16106397e-05,
       2.16133398e-05, 2.16152299e-05, 2.16165530e-05, 2.16174791e-05,
       2.16181274e-05, 2.16185812e-05, 2.16188989e-05, 2.16191213e-05]), 190: array([7.43489077e-06, 8.85518709e-06, 9.84939414e-06, 1.05453388e-05,
       1.10324999e-05, 1.13735125e-05, 1.16122213e-05, 1.17793173e-05,
       1.18962845e-05, 1.19781615e-05, 1.20354754e-05, 1.20755951e-05,
       1.21036789e-05, 1.21233376e-05, 1.21370986e-05, 1.21467313e-05,
       1.21534742e-05, 1.21581943e-05, 1.21614983e-05, 1.21638111e-05,
       1.21654301e-05, 1.21665633e-05, 1.21673566e-05, 1.21679119e-05,
       1.21683007e-05, 1.21685728e-05, 1.21687632e-05, 1.21688966e-05]), 195: array([6.50976330e-05, 4.12025104e-05, 2.92549430e-05, 2.32811563e-05,
       2.02942614e-05, 1.88008132e-05, 1.80540887e-05, 1.76807263e-05,
       1.74940450e-05, 1.74007042e-05, 1.73540339e-05, 1.73306987e-05,
       1.73190311e-05, 1.73131973e-05, 1.73102804e-05, 1.73088219e-05,
       1.73080927e-05, 1.73077281e-05, 1.73075458e-05, 1.73074546e-05,
       1.73074090e-05, 1.73073862e-05, 1.73073748e-05, 1.73073691e-05,
       1.73073663e-05, 1.73073649e-05, 1.73073642e-05, 1.73073638e-05]), 200: array([8.62690022e-05, 7.23642064e-05, 6.26308420e-05, 5.58174820e-05,
       5.10481264e-05, 4.77095750e-05, 4.53725873e-05, 4.37366947e-05,
       4.25915690e-05, 4.17899804e-05, 4.12288680e-05, 4.08360890e-05,
       4.05611435e-05, 4.03686816e-05, 4.02339581e-05, 4.01396516e-05,
       4.00736369e-05, 4.00274267e-05, 3.99950795e-05, 3.99724364e-05,
       3.99565863e-05, 3.99454911e-05, 3.99377246e-05, 3.99322879e-05,
       3.99284823e-05, 3.99258184e-05, 3.99239536e-05, 3.99226483e-05]), 205: array([5.30890471e-05, 5.16809831e-05, 5.09768200e-05, 5.06246730e-05,
       5.04485667e-05, 5.03604972e-05, 5.03164542e-05, 5.02944287e-05,
       5.02834138e-05, 5.02779054e-05, 5.02751506e-05, 5.02737730e-05,
       5.02730841e-05, 5.02727395e-05, 5.02725672e-05, 5.02724811e-05,
       5.02724380e-05, 5.02724164e-05, 5.02724057e-05, 5.02724003e-05,
       5.02723976e-05, 5.02723962e-05, 5.02723956e-05, 5.02723952e-05,
       5.02723950e-05, 5.02723950e-05, 5.02723949e-05, 5.02723949e-05]), 210: array([7.07072172e-06, 7.69542619e-06, 8.30763346e-06, 8.90759355e-06,
       9.49555145e-06, 1.00717473e-05, 1.06364163e-05, 1.11897892e-05,
       1.17320918e-05, 1.22635457e-05, 1.27843679e-05, 1.32947711e-05,
       1.37949636e-05, 1.42851499e-05, 1.47655299e-05, 1.52363000e-05,
       1.56976523e-05, 1.61497753e-05, 1.65928536e-05, 1.70270681e-05,
       1.74525962e-05, 1.78696116e-05, 1.82782846e-05, 1.86787821e-05,
       1.90712677e-05, 1.94559016e-05, 1.98328409e-05, 2.02022396e-05]), 215: array([1.78075373e-05, 1.88100323e-05, 1.97122762e-05, 2.05242944e-05,
       2.12551095e-05, 2.19128420e-05, 2.25048003e-05, 2.30375618e-05,
       2.35170463e-05, 2.39485817e-05, 2.43369629e-05, 2.46865054e-05,
       2.50010931e-05, 2.52842215e-05, 2.55390367e-05, 2.57683699e-05,
       2.59747695e-05, 2.61605288e-05, 2.63277119e-05, 2.64781765e-05,
       2.66135943e-05, 2.67354702e-05, 2.68451583e-05, 2.69438774e-05,
       2.70327244e-05, 2.71126866e-05, 2.71846525e-05, 2.72494217e-05]), 220: array([1.46400395e-05, 1.39106847e-05, 1.34001368e-05, 1.30427535e-05,
       1.27925854e-05, 1.26174678e-05, 1.24948856e-05, 1.24090782e-05,
       1.23490130e-05, 1.23069674e-05, 1.22775355e-05, 1.22569332e-05,
       1.22425116e-05, 1.22324165e-05, 1.22253499e-05, 1.22204033e-05,
       1.22169407e-05, 1.22145168e-05, 1.22128202e-05, 1.22116325e-05,
       1.22108011e-05, 1.22102192e-05, 1.22098118e-05, 1.22095266e-05,
       1.22093270e-05, 1.22091873e-05, 1.22090895e-05, 1.22090210e-05]), 225: array([1.54839043e-05, 1.29537727e-05, 1.16887057e-05, 1.10561715e-05,
       1.07399041e-05, 1.05817702e-05, 1.05027032e-05, 1.04631697e-05,
       1.04434029e-05, 1.04335195e-05, 1.04285778e-05, 1.04261069e-05,
       1.04248715e-05, 1.04242538e-05, 1.04239449e-05, 1.04237905e-05,
       1.04237133e-05, 1.04236747e-05, 1.04236554e-05, 1.04236457e-05,
       1.04236409e-05, 1.04236385e-05, 1.04236373e-05, 1.04236367e-05,
       1.04236364e-05, 1.04236362e-05, 1.04236361e-05, 1.04236361e-05]), 230: array([7.83612341e-06, 8.62422662e-06, 9.01827783e-06, 9.21530324e-06,
       9.31381584e-06, 9.36307210e-06, 9.38770020e-06, 9.40001424e-06,
       9.40617125e-06, 9.40924975e-06, 9.41078900e-06, 9.41155863e-06,
       9.41194344e-06, 9.41213585e-06, 9.41223205e-06, 9.41228015e-06,
       9.41230420e-06, 9.41231623e-06, 9.41232224e-06, 9.41232524e-06,
       9.41232675e-06, 9.41232750e-06, 9.41232788e-06, 9.41232806e-06,
       9.41232816e-06, 9.41232820e-06, 9.41232823e-06, 9.41232824e-06]), 235: array([5.24760576e-06, 5.92899888e-06, 6.40597283e-06, 6.73985374e-06,
       6.97356978e-06, 7.13717058e-06, 7.25169085e-06, 7.33185483e-06,
       7.38796947e-06, 7.42724962e-06, 7.45474566e-06, 7.47399283e-06,
       7.48746582e-06, 7.49689688e-06, 7.50349861e-06, 7.50811981e-06,
       7.51135464e-06, 7.51361902e-06, 7.51520408e-06, 7.51631362e-06,
       7.51709029e-06, 7.51763396e-06, 7.51801453e-06, 7.51828093e-06,
       7.51846741e-06, 7.51859794e-06, 7.51868931e-06, 7.51875327e-06]), 240: array([2.48014689e-05, 2.33608187e-05, 2.20642335e-05, 2.08973068e-05,
       1.98470727e-05, 1.89018620e-05, 1.80511723e-05, 1.72855516e-05,
       1.65964929e-05, 1.59763401e-05, 1.54182025e-05, 1.49158787e-05,
       1.44637872e-05, 1.40569049e-05, 1.36907108e-05, 1.33611361e-05,
       1.30645189e-05, 1.27975633e-05, 1.25573034e-05, 1.23410694e-05,
       1.21464588e-05, 1.19713092e-05, 1.18136746e-05, 1.16718035e-05,
       1.15441195e-05, 1.14292038e-05, 1.13257798e-05, 1.12326981e-05]), 245: array([4.14075466e-05, 3.89610695e-05, 3.67592398e-05, 3.47775928e-05,
       3.29941103e-05, 3.13889759e-05, 2.99443547e-05, 2.86441955e-05,
       2.74740521e-05, 2.64209228e-05, 2.54731064e-05, 2.46200715e-05,
       2.38523401e-05, 2.31613816e-05, 2.25395190e-05, 2.19798425e-05,
       2.14761336e-05, 2.10227956e-05, 2.06147913e-05, 2.02475874e-05,
       1.99171038e-05, 1.96196686e-05, 1.93519768e-05, 1.91110542e-05,
       1.88942239e-05, 1.86990765e-05, 1.85234439e-05, 1.83653745e-05]), 250: array([2.83611229e-05, 2.71242439e-05, 2.62584265e-05, 2.56523529e-05,
       2.52281004e-05, 2.49311230e-05, 2.47232382e-05, 2.45777186e-05,
       2.44758546e-05, 2.44045497e-05, 2.43546361e-05, 2.43196965e-05,
       2.42952387e-05, 2.42781182e-05, 2.42661339e-05, 2.42577448e-05,
       2.42518724e-05, 2.42477617e-05, 2.42448843e-05, 2.42428700e-05,
       2.42414601e-05, 2.42404731e-05, 2.42397822e-05, 2.42392986e-05,
       2.42389600e-05, 2.42387231e-05, 2.42385572e-05, 2.42384411e-05]), 255: array([2.00582848e-05, 2.11992418e-05, 2.22260993e-05, 2.31502675e-05,
       2.39820157e-05, 2.47305863e-05, 2.54042973e-05, 2.60106349e-05,
       2.65563367e-05, 2.70474665e-05, 2.74894816e-05, 2.78872938e-05,
       2.82453233e-05, 2.85675487e-05, 2.88575505e-05, 2.91185511e-05,
       2.93534507e-05, 2.95648596e-05, 2.97551269e-05, 2.99263668e-05,
       3.00804822e-05, 3.02191854e-05, 3.03440179e-05, 3.04563667e-05,
       3.05574803e-05, 3.06484821e-05, 3.07303835e-05, 3.08040944e-05]), 260: array([1.24602798e-05, 1.45899726e-05, 1.60807566e-05, 1.71243047e-05,
       1.78547878e-05, 1.83661257e-05, 1.87240619e-05, 1.89746171e-05,
       1.91500057e-05, 1.92727775e-05, 1.93587178e-05, 1.94188760e-05,
       1.94609866e-05, 1.94904641e-05, 1.95110983e-05, 1.95255422e-05,
       1.95356529e-05, 1.95427305e-05, 1.95476847e-05, 1.95511527e-05,
       1.95535803e-05, 1.95552796e-05, 1.95564691e-05, 1.95573018e-05,
       1.95578846e-05, 1.95582926e-05, 1.95585782e-05, 1.95587782e-05]), 265: array([5.10213162e-06, 4.65107158e-06, 4.42554150e-06, 4.31277644e-06,
       4.25639390e-06, 4.22820262e-06, 4.21410698e-06, 4.20705915e-06,
       4.20353524e-06, 4.20177328e-06, 4.20089231e-06, 4.20045182e-06,
       4.20023157e-06, 4.20012145e-06, 4.20006639e-06, 4.20003886e-06,
       4.20002509e-06, 4.20001821e-06, 4.20001477e-06, 4.20001305e-06,
       4.20001219e-06, 4.20001176e-06, 4.20001154e-06, 4.20001143e-06,
       4.20001138e-06, 4.20001135e-06, 4.20001134e-06, 4.20001133e-06]), 270: array([2.46475705e-05, 2.30421475e-05, 2.15972667e-05, 2.02968739e-05,
       1.91265204e-05, 1.80732023e-05, 1.71252159e-05, 1.62720281e-05,
       1.55041591e-05, 1.48130770e-05, 1.41911030e-05, 1.36313265e-05,
       1.31275276e-05, 1.26741085e-05, 1.22660314e-05, 1.18987620e-05,
       1.15682195e-05, 1.12707312e-05, 1.10029918e-05, 1.07620263e-05,
       1.05451573e-05, 1.03499752e-05, 1.01743114e-05, 1.00162139e-05,
       9.87392615e-06, 9.74586719e-06, 9.63061411e-06, 9.52688634e-06]), 275: array([5.07737809e-05, 4.73296636e-05, 4.42299575e-05, 4.14402216e-05,
       3.89294588e-05, 3.66697720e-05, 3.46360535e-05, 3.28057066e-05,
       3.11583940e-05, 2.96758125e-05, 2.83414890e-05, 2.71405976e-05,
       2.60597951e-05, 2.50870728e-05, 2.42116225e-05, 2.34237172e-05,
       2.27146022e-05, 2.20763987e-05, 2.15020154e-05, 2.09850703e-05,
       2.05198197e-05, 2.01010941e-05, 1.97242410e-05, 1.93850731e-05,
       1.90798220e-05, 1.88050959e-05, 1.85578424e-05, 1.83353143e-05]), 280: array([6.40951747e-05, 5.42487318e-05, 4.73561992e-05, 4.25314106e-05,
       3.91540475e-05, 3.67898856e-05, 3.51349668e-05, 3.39765198e-05,
       3.31656043e-05, 3.25979616e-05, 3.22006104e-05, 3.19224636e-05,
       3.17277603e-05, 3.15914675e-05, 3.14960622e-05, 3.14292783e-05,
       3.13825294e-05, 3.13498050e-05, 3.13268979e-05, 3.13108629e-05,
       3.12996384e-05, 3.12917811e-05, 3.12862811e-05, 3.12824310e-05,
       3.12797360e-05, 3.12778494e-05, 3.12765288e-05, 3.12756044e-05]), 285: array([2.30493651e-05, 2.54108738e-05, 2.70639325e-05, 2.82210755e-05,
       2.90310768e-05, 2.95980786e-05, 2.99949805e-05, 3.02728123e-05,
       3.04672948e-05, 3.06034328e-05, 3.06987296e-05, 3.07654374e-05,
       3.08121330e-05, 3.08448199e-05, 3.08677008e-05, 3.08837174e-05,
       3.08949291e-05, 3.09027773e-05, 3.09082710e-05, 3.09121167e-05,
       3.09148086e-05, 3.09166930e-05, 3.09180120e-05, 3.09189353e-05,
       3.09195817e-05, 3.09200341e-05, 3.09203508e-05, 3.09205725e-05]), 290: array([1.34580668e-05, 1.54551604e-05, 1.68531243e-05, 1.78316979e-05,
       1.85166987e-05, 1.89961987e-05, 1.93318483e-05, 1.95668027e-05,
       1.97312706e-05, 1.98463980e-05, 1.99269871e-05, 1.99833994e-05,
       2.00228880e-05, 2.00505300e-05, 2.00698793e-05, 2.00834238e-05,
       2.00929050e-05, 2.00995418e-05, 2.01041876e-05, 2.01074396e-05,
       2.01097160e-05, 2.01113095e-05, 2.01124249e-05, 2.01132058e-05,
       2.01137523e-05, 2.01141349e-05, 2.01144027e-05, 2.01145902e-05]), 295: array([1.27192839e-05, 1.16591909e-05, 1.09171249e-05, 1.03976781e-05,
       1.00340649e-05, 9.77953539e-06, 9.60136451e-06, 9.47664474e-06,
       9.38934080e-06, 9.32822797e-06, 9.28544894e-06, 9.25550358e-06,
       9.23454181e-06, 9.21986855e-06, 9.20959725e-06, 9.20240734e-06,
       9.19737439e-06, 9.19385133e-06, 9.19138518e-06, 9.18965887e-06,
       9.18845046e-06, 9.18760456e-06, 9.18701244e-06, 9.18659795e-06,
       9.18630781e-06, 9.18610471e-06, 9.18596254e-06, 9.18586302e-06]), 300: array([3.28074061e-05, 2.73755569e-05, 2.35732584e-05, 2.09116467e-05,
       1.90485165e-05, 1.77443241e-05, 1.68313884e-05, 1.61923327e-05,
       1.57449933e-05, 1.54318554e-05, 1.52126586e-05, 1.50592207e-05,
       1.49518140e-05, 1.48766293e-05, 1.48239999e-05, 1.47871593e-05,
       1.47613709e-05, 1.47433190e-05, 1.47306826e-05, 1.47218371e-05,
       1.47156453e-05, 1.47113110e-05, 1.47082770e-05, 1.47061532e-05,
       1.47046665e-05, 1.47036259e-05, 1.47028974e-05, 1.47023875e-05]), 305: array([3.91633434e-05, 3.77367478e-05, 3.64528118e-05, 3.52972694e-05,
       3.42572813e-05, 3.33212920e-05, 3.24789015e-05, 3.17207502e-05,
       3.10384140e-05, 3.04243114e-05, 2.98716190e-05, 2.93741959e-05,
       2.89265151e-05, 2.85236024e-05, 2.81609809e-05, 2.78346216e-05,
       2.75408983e-05, 2.72765472e-05, 2.70386313e-05, 2.68245070e-05,
       2.66317950e-05, 2.64583543e-05, 2.63022577e-05, 2.61617707e-05,
       2.60353324e-05, 2.59215380e-05, 2.58191230e-05, 2.57269495e-05]), 310: array([2.10848382e-05, 2.04983386e-05, 2.00877887e-05, 1.98004037e-05,
       1.95992342e-05, 1.94584154e-05, 1.93598423e-05, 1.92908411e-05,
       1.92425402e-05, 1.92087296e-05, 1.91850622e-05, 1.91684950e-05,
       1.91568979e-05, 1.91487800e-05, 1.91430974e-05, 1.91391197e-05,
       1.91363352e-05, 1.91343861e-05, 1.91330217e-05, 1.91320666e-05,
       1.91313981e-05, 1.91309301e-05, 1.91306025e-05, 1.91303732e-05,
       1.91302127e-05, 1.91301003e-05, 1.91300217e-05, 1.91299666e-05]), 315: array([1.62552413e-05, 1.37235000e-05, 1.24576269e-05, 1.18246892e-05,
       1.15082197e-05, 1.13499847e-05, 1.12708670e-05, 1.12313081e-05,
       1.12115286e-05, 1.12016389e-05, 1.11966940e-05, 1.11942215e-05,
       1.11929853e-05, 1.11923672e-05, 1.11920581e-05, 1.11919036e-05,
       1.11918263e-05, 1.11917877e-05, 1.11917684e-05, 1.11917587e-05,
       1.11917539e-05, 1.11917515e-05, 1.11917503e-05, 1.11917497e-05,
       1.11917494e-05, 1.11917492e-05, 1.11917491e-05, 1.11917491e-05]), 320: array([4.76662780e-05, 4.54754186e-05, 4.34949371e-05, 4.17046319e-05,
       4.00862412e-05, 3.86232568e-05, 3.73007559e-05, 3.61052485e-05,
       3.50245400e-05, 3.40476069e-05, 3.31644839e-05, 3.23661631e-05,
       3.16445013e-05, 3.09921372e-05, 3.04024166e-05, 2.98693240e-05,
       2.93874218e-05, 2.89517943e-05, 2.85579981e-05, 2.82020163e-05,
       2.78802177e-05, 2.75893200e-05, 2.73263557e-05, 2.70886427e-05,
       2.68737561e-05, 2.66795041e-05, 2.65039051e-05, 2.63451681e-05]), 325: array([2.59015701e-05, 2.36673066e-05, 2.25501700e-05, 2.19915993e-05,
       2.17123127e-05, 2.15726688e-05, 2.15028466e-05, 2.14679353e-05,
       2.14504796e-05, 2.14417517e-05, 2.14373877e-05, 2.14352057e-05,
       2.14341147e-05, 2.14335692e-05, 2.14332965e-05, 2.14331601e-05,
       2.14330919e-05, 2.14330578e-05, 2.14330408e-05, 2.14330323e-05,
       2.14330280e-05, 2.14330259e-05, 2.14330248e-05, 2.14330243e-05,
       2.14330240e-05, 2.14330239e-05, 2.14330238e-05, 2.14330238e-05]), 330: array([1.43731350e-05, 1.66017334e-05, 1.77160339e-05, 1.82731848e-05,
       1.85517606e-05, 1.86910487e-05, 1.87606928e-05, 1.87955149e-05,
       1.88129260e-05, 1.88216316e-05, 1.88259843e-05, 1.88281607e-05,
       1.88292489e-05, 1.88297930e-05, 1.88300651e-05, 1.88302011e-05,
       1.88302691e-05, 1.88303031e-05, 1.88303201e-05, 1.88303286e-05,
       1.88303329e-05, 1.88303350e-05, 1.88303361e-05, 1.88303366e-05,
       1.88303369e-05, 1.88303370e-05, 1.88303371e-05, 1.88303371e-05]), 335: array([6.81038569e-05, 5.05056909e-05, 4.17065722e-05, 3.73069950e-05,
       3.51071975e-05, 3.40072943e-05, 3.34573405e-05, 3.31823624e-05,
       3.30448729e-05, 3.29761278e-05, 3.29417551e-05, 3.29245687e-05,
       3.29159755e-05, 3.29116789e-05, 3.29095305e-05, 3.29084564e-05,
       3.29079193e-05, 3.29076507e-05, 3.29075165e-05, 3.29074493e-05,
       3.29074157e-05, 3.29073990e-05, 3.29073906e-05, 3.29073864e-05,
       3.29073843e-05, 3.29073832e-05, 3.29073827e-05, 3.29073824e-05]), 340: array([2.54485678e-04, 2.36412499e-04, 2.20146624e-04, 2.05507323e-04,
       1.92331940e-04, 1.80474085e-04, 1.69802005e-04, 1.60197125e-04,
       1.51552725e-04, 1.43772758e-04, 1.36770782e-04, 1.30468997e-04,
       1.24797386e-04, 1.19692931e-04, 1.15098917e-04, 1.10964301e-04,
       1.07243143e-04, 1.03894099e-04, 1.00879955e-04, 9.81672240e-05,
       9.57257636e-05, 9.35284472e-05, 9.15508607e-05, 8.97710312e-05,
       8.81691833e-05, 8.67275188e-05, 8.54300196e-05, 8.42622692e-05]), 345: array([0.00029573, 0.00027801, 0.00026207, 0.00024772, 0.0002348 ,
       0.00022317, 0.0002127 , 0.00020328, 0.0001948 , 0.00018717,
       0.0001803 , 0.00017411, 0.00016855, 0.00016354, 0.00015903,
       0.00015497, 0.00015131, 0.00014802, 0.00014506, 0.0001424 ,
       0.00014   , 0.00013784, 0.0001359 , 0.00013415, 0.00013257,
       0.00013116, 0.00012988, 0.00012873]), 350: array([6.51637671e-05, 7.51236716e-05, 8.21008187e-05, 8.69884740e-05,
       9.04123914e-05, 9.28109259e-05, 9.44911557e-05, 9.56681961e-05,
       9.64927406e-05, 9.70703533e-05, 9.74749846e-05, 9.77584384e-05,
       9.79570044e-05, 9.80961045e-05, 9.81935474e-05, 9.82618085e-05,
       9.83096269e-05, 9.83431249e-05, 9.83665910e-05, 9.83830296e-05,
       9.83945452e-05, 9.84026121e-05, 9.84082632e-05, 9.84122219e-05,
       9.84149951e-05, 9.84169378e-05, 9.84182987e-05, 9.84192520e-05]), 355: array([1.31451542e-04, 1.13612468e-04, 1.01124090e-04, 9.23815065e-05,
       8.62611956e-05, 8.19766259e-05, 7.89771806e-05, 7.68773964e-05,
       7.54074267e-05, 7.43783634e-05, 7.36579598e-05, 7.31536359e-05,
       7.28005802e-05, 7.25534208e-05, 7.23803951e-05, 7.22592671e-05,
       7.21744706e-05, 7.21151081e-05, 7.20735510e-05, 7.20444586e-05,
       7.20240922e-05, 7.20098346e-05, 7.19998535e-05, 7.19928661e-05,
       7.19879745e-05, 7.19845502e-05, 7.19821529e-05, 7.19804747e-05]), 360: array([0.00024859, 0.0002331 , 0.00021916, 0.00020662, 0.00019532,
       0.00018516, 0.00017601, 0.00016777, 0.00016036, 0.00015368,
       0.00014768, 0.00014227, 0.0001374 , 0.00013302, 0.00012908,
       0.00012553, 0.00012234, 0.00011946, 0.00011688, 0.00011455,
       0.00011245, 0.00011056, 0.00010886, 0.00010734, 0.00010596,
       0.00010472, 0.00010361, 0.0001026 ]), 365: array([7.60647078e-05, 8.97686685e-05, 9.66208642e-05, 1.00047070e-04,
       1.01760226e-04, 1.02616831e-04, 1.03045147e-04, 1.03259312e-04,
       1.03366398e-04, 1.03419942e-04, 1.03446716e-04, 1.03460103e-04,
       1.03466796e-04, 1.03470143e-04, 1.03471817e-04, 1.03472654e-04,
       1.03473072e-04, 1.03473281e-04, 1.03473386e-04, 1.03473438e-04,
       1.03473464e-04, 1.03473477e-04, 1.03473484e-04, 1.03473487e-04,
       1.03473489e-04, 1.03473490e-04, 1.03473490e-04, 1.03473490e-04]), 370: array([3.79403827e-05, 4.24870694e-05, 4.65790712e-05, 5.02618584e-05,
       5.35763538e-05, 5.65593878e-05, 5.92441079e-05, 6.16603465e-05,
       6.38349527e-05, 6.57920905e-05, 6.75535076e-05, 6.91387767e-05,
       7.05655133e-05, 7.18495712e-05, 7.30052187e-05, 7.40452974e-05,
       7.49813646e-05, 7.58238217e-05, 7.65820301e-05, 7.72644149e-05,
       7.78785589e-05, 7.84312863e-05, 7.89287390e-05, 7.93764447e-05,
       7.97793782e-05, 8.01420169e-05, 8.04683905e-05, 8.07621255e-05]), 375: array([2.15226992e-05, 2.44021003e-05, 2.69935485e-05, 2.93258401e-05,
       3.14248921e-05, 3.33140294e-05, 3.50142445e-05, 3.65444304e-05,
       3.79215908e-05, 3.91610290e-05, 4.02765178e-05, 4.12804527e-05,
       4.21839896e-05, 4.29971687e-05, 4.37290263e-05, 4.43876948e-05,
       4.49804935e-05, 4.55140096e-05, 4.59941718e-05, 4.64263155e-05,
       4.68152430e-05, 4.71652759e-05, 4.74803040e-05, 4.77638278e-05,
       4.80189980e-05, 4.82486500e-05, 4.84553358e-05, 4.86413521e-05]), 380: array([2.81731531e-05, 3.43898474e-05, 3.64520544e-05, 3.71361314e-05,
       3.73630540e-05, 3.74383289e-05, 3.74632992e-05, 3.74715824e-05,
       3.74743301e-05, 3.74752415e-05, 3.74755439e-05, 3.74756442e-05,
       3.74756775e-05, 3.74756885e-05, 3.74756922e-05, 3.74756934e-05,
       3.74756938e-05, 3.74756939e-05, 3.74756940e-05, 3.74756940e-05,
       3.74756940e-05, 3.74756940e-05, 3.74756940e-05, 3.74756940e-05,
       3.74756940e-05, 3.74756940e-05, 3.74756940e-05, 3.74756940e-05]), 385: array([4.34399274e-05, 4.05656637e-05, 3.91285246e-05, 3.84099516e-05,
       3.80506632e-05, 3.78710182e-05, 3.77811952e-05, 3.77362835e-05,
       3.77138275e-05, 3.77025995e-05, 3.76969854e-05, 3.76941784e-05,
       3.76927748e-05, 3.76920731e-05, 3.76917222e-05, 3.76915467e-05,
       3.76914590e-05, 3.76914152e-05, 3.76913932e-05, 3.76913823e-05,
       3.76913768e-05, 3.76913740e-05, 3.76913727e-05, 3.76913720e-05,
       3.76913716e-05, 3.76913715e-05, 3.76913714e-05, 3.76913713e-05]), 390: array([2.73862277e-05, 3.12557531e-05, 3.32565222e-05, 3.42910359e-05,
       3.48259395e-05, 3.51025157e-05, 3.52455217e-05, 3.53194641e-05,
       3.53576966e-05, 3.53774650e-05, 3.53876864e-05, 3.53929715e-05,
       3.53957041e-05, 3.53971171e-05, 3.53978477e-05, 3.53982254e-05,
       3.53984208e-05, 3.53985217e-05, 3.53985740e-05, 3.53986010e-05,
       3.53986149e-05, 3.53986221e-05, 3.53986259e-05, 3.53986278e-05,
       3.53986288e-05, 3.53986293e-05, 3.53986296e-05, 3.53986297e-05]), 395: array([2.08245968e-05, 2.45643636e-05, 2.71821991e-05, 2.90146830e-05,
       3.02974210e-05, 3.11953372e-05, 3.18238783e-05, 3.22638568e-05,
       3.25718416e-05, 3.27874308e-05, 3.29383432e-05, 3.30439818e-05,
       3.31179288e-05, 3.31696917e-05, 3.32059257e-05, 3.32312895e-05,
       3.32490441e-05, 3.32614724e-05, 3.32701721e-05, 3.32762619e-05,
       3.32805248e-05, 3.32835088e-05, 3.32855977e-05, 3.32870598e-05,
       3.32880833e-05, 3.32887998e-05, 3.32893013e-05, 3.32896524e-05]), 400: array([1.70436746e-05, 1.84708010e-05, 1.94697886e-05, 2.01690792e-05,
       2.06585821e-05, 2.10012338e-05, 2.12410898e-05, 2.14089888e-05,
       2.15265180e-05, 2.16087883e-05, 2.16663775e-05, 2.17066899e-05,
       2.17349086e-05, 2.17546616e-05, 2.17684887e-05, 2.17781677e-05,
       2.17849430e-05, 2.17896856e-05, 2.17930055e-05, 2.17953294e-05,
       2.17969562e-05, 2.17980949e-05, 2.17988920e-05, 2.17994499e-05,
       2.17998405e-05, 2.18001139e-05, 2.18003053e-05, 2.18004393e-05]), 405: array([9.55690011e-06, 1.01775108e-05, 1.04878201e-05, 1.06429766e-05,
       1.07205559e-05, 1.07593460e-05, 1.07787413e-05, 1.07884391e-05,
       1.07932880e-05, 1.07957125e-05, 1.07969248e-05, 1.07975309e-05,
       1.07978340e-05, 1.07979855e-05, 1.07980613e-05, 1.07980992e-05,
       1.07981181e-05, 1.07981276e-05, 1.07981323e-05, 1.07981347e-05,
       1.07981359e-05, 1.07981365e-05, 1.07981368e-05, 1.07981369e-05,
       1.07981370e-05, 1.07981370e-05, 1.07981371e-05, 1.07981371e-05]), 410: array([2.53235044e-05, 1.98434981e-05, 1.71034922e-05, 1.57334879e-05,
       1.50484851e-05, 1.47059833e-05, 1.45347323e-05, 1.44491067e-05,
       1.44062938e-05, 1.43848874e-05, 1.43741841e-05, 1.43688325e-05,
       1.43661567e-05, 1.43648188e-05, 1.43641498e-05, 1.43638154e-05,
       1.43636481e-05, 1.43635645e-05, 1.43635227e-05, 1.43635018e-05,
       1.43634913e-05, 1.43634861e-05, 1.43634835e-05, 1.43634822e-05,
       1.43634815e-05, 1.43634812e-05, 1.43634810e-05, 1.43634810e-05]), 415: array([1.32912297e-04, 1.07982690e-04, 9.05316234e-05, 7.83156381e-05,
       6.97642811e-05, 6.37782141e-05, 5.95878852e-05, 5.66545976e-05,
       5.46012562e-05, 5.31638890e-05, 5.21577123e-05, 5.14533749e-05,
       5.09603290e-05, 5.06151902e-05, 5.03735882e-05, 5.02044636e-05,
       5.00860740e-05, 5.00031997e-05, 4.99451865e-05, 4.99045765e-05,
       4.98761489e-05, 4.98562493e-05, 4.98423192e-05, 4.98325680e-05,
       4.98257420e-05, 4.98209637e-05, 4.98176188e-05, 4.98152774e-05]), 420: array([1.07468201e-04, 9.61661988e-05, 8.82547603e-05, 8.27167275e-05,
       7.88400864e-05, 7.61264249e-05, 7.42268530e-05, 7.28971464e-05,
       7.19663474e-05, 7.13147851e-05, 7.08586893e-05, 7.05394208e-05,
       7.03159318e-05, 7.01594888e-05, 7.00499781e-05, 6.99733203e-05,
       6.99196596e-05, 6.98820969e-05, 6.98558029e-05, 6.98373970e-05,
       6.98245129e-05, 6.98154939e-05, 6.98091806e-05, 6.98047613e-05,
       6.98016677e-05, 6.97995022e-05, 6.97979864e-05, 6.97969253e-05]), 425: array([3.96825237e-05, 4.56973346e-05, 4.99075558e-05, 5.28546080e-05,
       5.49174728e-05, 5.63614278e-05, 5.73721612e-05, 5.80796500e-05,
       5.85748748e-05, 5.89215202e-05, 5.91641635e-05, 5.93340079e-05,
       5.94528948e-05, 5.95361128e-05, 5.95943633e-05, 5.96351373e-05,
       5.96636781e-05, 5.96836559e-05, 5.96976399e-05, 5.97074284e-05,
       5.97142801e-05, 5.97190761e-05, 5.97224332e-05, 5.97247831e-05,
       5.97264279e-05, 5.97275793e-05, 5.97283852e-05, 5.97289494e-05]), 430: array([3.02407596e-05, 3.18269516e-05, 3.29372802e-05, 3.37145063e-05,
       3.42585617e-05, 3.46393985e-05, 3.49059830e-05, 3.50925911e-05,
       3.52232161e-05, 3.53146531e-05, 3.53786587e-05, 3.54234624e-05,
       3.54548248e-05, 3.54767784e-05, 3.54921458e-05, 3.55029030e-05,
       3.55104329e-05, 3.55157039e-05, 3.55193935e-05, 3.55219763e-05,
       3.55237842e-05, 3.55250497e-05, 3.55259356e-05, 3.55265557e-05,
       3.55269897e-05, 3.55272936e-05, 3.55275063e-05, 3.55276552e-05]), 435: array([2.92497578e-05, 3.04448543e-05, 3.10424060e-05, 3.13411837e-05,
       3.14905733e-05, 3.15652686e-05, 3.16026165e-05, 3.16212905e-05,
       3.16306276e-05, 3.16352962e-05, 3.16376305e-05, 3.16387976e-05,
       3.16393812e-05, 3.16396730e-05, 3.16398189e-05, 3.16398918e-05,
       3.16399283e-05, 3.16399465e-05, 3.16399557e-05, 3.16399602e-05,
       3.16399625e-05, 3.16399636e-05, 3.16399642e-05, 3.16399645e-05,
       3.16399646e-05, 3.16399647e-05, 3.16399647e-05, 3.16399648e-05]), 440: array([1.89731436e-05, 2.20672274e-05, 2.42330836e-05, 2.57491813e-05,
       2.68104485e-05, 2.75533346e-05, 2.80733544e-05, 2.84373678e-05,
       2.86921769e-05, 2.88705431e-05, 2.89953992e-05, 2.90827985e-05,
       2.91439778e-05, 2.91868034e-05, 2.92167812e-05, 2.92377657e-05,
       2.92524548e-05, 2.92627371e-05, 2.92699348e-05, 2.92749731e-05,
       2.92785000e-05, 2.92809687e-05, 2.92826969e-05, 2.92839066e-05,
       2.92847534e-05, 2.92853461e-05, 2.92857611e-05, 2.92860515e-05]), 445: array([3.28219773e-06, 3.55635488e-06, 3.82502876e-06, 4.08832904e-06,
       4.34636318e-06, 4.59923652e-06, 4.84705227e-06, 5.08991159e-06,
       5.32791361e-06, 5.56115548e-06, 5.78973240e-06, 6.01373767e-06,
       6.23326273e-06, 6.44839718e-06, 6.65922885e-06, 6.86584378e-06,
       7.06832631e-06, 7.26675910e-06, 7.46122314e-06, 7.65179780e-06,
       7.83856088e-06, 8.02158861e-06, 8.20095570e-06, 8.37673537e-06,
       8.54899936e-06, 8.71781798e-06, 8.88326015e-06, 9.04539340e-06]), 450: array([5.08868478e-06, 5.09017124e-06, 5.09121177e-06, 5.09194014e-06,
       5.09244999e-06, 5.09280689e-06, 5.09305672e-06, 5.09323160e-06,
       5.09335402e-06, 5.09343971e-06, 5.09349970e-06, 5.09354169e-06,
       5.09357108e-06, 5.09359165e-06, 5.09360605e-06, 5.09361614e-06,
       5.09362319e-06, 5.09362813e-06, 5.09363159e-06, 5.09363401e-06,
       5.09363571e-06, 5.09363689e-06, 5.09363772e-06, 5.09363830e-06,
       5.09363871e-06, 5.09363899e-06, 5.09363919e-06, 5.09363933e-06]), 455: array([2.90600920e-06, 3.33479325e-06, 3.54918533e-06, 3.65638140e-06,
       3.70997944e-06, 3.73677848e-06, 3.75017800e-06, 3.75687776e-06,
       3.76022764e-06, 3.76190258e-06, 3.76274005e-06, 3.76315879e-06,
       3.76336815e-06, 3.76347284e-06, 3.76352518e-06, 3.76355135e-06,
       3.76356444e-06, 3.76357098e-06, 3.76357425e-06, 3.76357589e-06,
       3.76357670e-06, 3.76357711e-06, 3.76357732e-06, 3.76357742e-06,
       3.76357747e-06, 3.76357750e-06, 3.76357751e-06, 3.76357752e-06]), 460: array([1.48841170e-05, 1.47356713e-05, 1.46020702e-05, 1.44818292e-05,
       1.43736122e-05, 1.42762170e-05, 1.41885613e-05, 1.41096712e-05,
       1.40386700e-05, 1.39747690e-05, 1.39172581e-05, 1.38654982e-05,
       1.38189144e-05, 1.37769889e-05, 1.37392560e-05, 1.37052964e-05,
       1.36747327e-05, 1.36472254e-05, 1.36224688e-05, 1.36001879e-05,
       1.35801351e-05, 1.35620875e-05, 1.35458447e-05, 1.35312262e-05,
       1.35180696e-05, 1.35062286e-05, 1.34955717e-05, 1.34859805e-05]), 465: array([0.00107156, 0.000992  , 0.00092039, 0.00085594, 0.00079793,
       0.00074572, 0.00069873, 0.00065644, 0.00061837, 0.00058411,
       0.00055328, 0.00052552, 0.00050054, 0.00047806, 0.00045783,
       0.00043961, 0.00042322, 0.00040847, 0.00039519, 0.00038324,
       0.00037248, 0.0003628 , 0.00035409, 0.00034625, 0.00033919,
       0.00033283, 0.00032712, 0.00032197]), 470: array([0.00118536, 0.00110901, 0.00104029, 0.00097842, 0.00092274,
       0.00087261, 0.00082749, 0.00078688, 0.00075032, 0.00071741,
       0.00068779, 0.00066113, 0.00063713, 0.00061552, 0.00059608,
       0.00057857, 0.00056281, 0.00054863, 0.00053586, 0.00052437,
       0.00051402, 0.00050471, 0.00049633, 0.00048878, 0.00048199,
       0.00047588, 0.00047037, 0.00046542]), 475: array([0.00041605, 0.00046767, 0.00050777, 0.00053894, 0.00056315,
       0.00058197, 0.00059659, 0.00060795, 0.00061678, 0.00062364,
       0.00062897, 0.00063311, 0.00063633, 0.00063883, 0.00064077,
       0.00064228, 0.00064346, 0.00064437, 0.00064508, 0.00064563,
       0.00064605, 0.00064639, 0.00064664, 0.00064685, 0.000647  ,
       0.00064712, 0.00064722, 0.00064729]), 480: array([0.00136381, 0.0010513 , 0.00081959, 0.0006478 , 0.00052042,
       0.00042599, 0.00035597, 0.00030406, 0.00026557, 0.00023703,
       0.00021588, 0.00020019, 0.00018856, 0.00017994, 0.00017354,
       0.0001688 , 0.00016529, 0.00016268, 0.00016075, 0.00015932,
       0.00015826, 0.00015747, 0.00015688, 0.00015645, 0.00015613,
       0.00015589, 0.00015572, 0.00015559]), 485: array([0.00094663, 0.0007701 , 0.00065168, 0.00057224, 0.00051895,
       0.00048319, 0.00045921, 0.00044312, 0.00043233, 0.00042509,
       0.00042023, 0.00041697, 0.00041478, 0.00041332, 0.00041233,
       0.00041167, 0.00041123, 0.00041093, 0.00041073, 0.0004106 ,
       0.00041051, 0.00041045, 0.00041041, 0.00041038, 0.00041036,
       0.00041035, 0.00041034, 0.00041034]), 490: array([0.00029306, 0.00033637, 0.00036826, 0.00039175, 0.00040905,
       0.0004218 , 0.00043118, 0.00043809, 0.00044319, 0.00044693,
       0.0004497 , 0.00045173, 0.00045323, 0.00045433, 0.00045514,
       0.00045574, 0.00045618, 0.00045651, 0.00045675, 0.00045692,
       0.00045705, 0.00045715, 0.00045722, 0.00045727, 0.00045731,
       0.00045734, 0.00045736, 0.00045737]), 495: array([0.00016924, 0.00019165, 0.00021183, 0.00022998, 0.00024632,
       0.00026103, 0.00027426, 0.00028618, 0.0002969 , 0.00030654,
       0.00031523, 0.00032304, 0.00033007, 0.0003364 , 0.0003421 ,
       0.00034722, 0.00035184, 0.00035599, 0.00035973, 0.00036309,
       0.00036611, 0.00036884, 0.00037129, 0.0003735 , 0.00037548,
       0.00037727, 0.00037888, 0.00038032]), 500: array([5.21870638e-05, 6.13057034e-05, 6.95124308e-05, 7.68984418e-05,
       8.35458127e-05, 8.95284112e-05, 9.49127181e-05, 9.97585658e-05,
       1.04119803e-04, 1.08044893e-04, 1.11577454e-04, 1.14756740e-04,
       1.17618080e-04, 1.20193271e-04, 1.22510930e-04, 1.24596810e-04,
       1.26474091e-04, 1.28163634e-04, 1.29684214e-04, 1.31052728e-04,
       1.32284383e-04, 1.33392866e-04, 1.34390495e-04, 1.35288356e-04,
       1.36096426e-04, 1.36823684e-04, 1.37478213e-04, 1.38067286e-04]), 505: array([6.46396130e-06, 7.64351560e-06, 8.46920356e-06, 9.04718511e-06,
       9.45177217e-06, 9.73498310e-06, 9.93323074e-06, 1.00720041e-05,
       1.01691454e-05, 1.02371443e-05, 1.02847436e-05, 1.03180631e-05,
       1.03413867e-05, 1.03577132e-05, 1.03691418e-05, 1.03771418e-05,
       1.03827418e-05, 1.03866618e-05, 1.03894058e-05, 1.03913266e-05,
       1.03926712e-05, 1.03936124e-05, 1.03942712e-05, 1.03947324e-05,
       1.03950552e-05, 1.03952812e-05, 1.03954394e-05, 1.03955501e-05]), 510: array([1.34940995e-05, 1.26743761e-05, 1.21005695e-05, 1.16989048e-05,
       1.14177393e-05, 1.12209234e-05, 1.10831523e-05, 1.09867124e-05,
       1.09192045e-05, 1.08719489e-05, 1.08388700e-05, 1.08157147e-05,
       1.07995061e-05, 1.07881600e-05, 1.07802177e-05, 1.07746581e-05,
       1.07707664e-05, 1.07680422e-05, 1.07661353e-05, 1.07648004e-05,
       1.07638660e-05, 1.07632120e-05, 1.07627541e-05, 1.07624336e-05,
       1.07622093e-05, 1.07620522e-05, 1.07619423e-05, 1.07618653e-05]), 515: array([2.72636830e-05, 2.62766536e-05, 2.53883269e-05, 2.45888327e-05,
       2.38692878e-05, 2.32216974e-05, 2.26388658e-05, 2.21143173e-05,
       2.16422236e-05, 2.12173392e-05, 2.08349432e-05, 2.04907867e-05,
       2.01810458e-05, 1.99022789e-05, 1.96513887e-05, 1.94255875e-05,
       1.92223663e-05, 1.90394672e-05, 1.88748581e-05, 1.87267098e-05,
       1.85933763e-05, 1.84733761e-05, 1.83653760e-05, 1.82681758e-05,
       1.81806956e-05, 1.81019635e-05, 1.80311045e-05, 1.79673315e-05]), 520: array([1.88396626e-04, 1.74552397e-04, 1.62092589e-04, 1.50878760e-04,
       1.40786311e-04, 1.31703106e-04, 1.23528220e-04, 1.16170822e-04,
       1.09549162e-04, 1.03589667e-04, 9.82261202e-05, 9.33989275e-05,
       8.90544533e-05, 8.51444258e-05, 8.16254004e-05, 7.84582771e-05,
       7.56078655e-05, 7.30424946e-05, 7.07336605e-05, 6.86557093e-05,
       6.67855530e-05, 6.51024120e-05, 6.35875848e-05, 6.22242401e-05,
       6.09972297e-05, 5.98929201e-05, 5.88990412e-05, 5.80045501e-05]), 525: array([0.00039638, 0.00036773, 0.00034194, 0.00031874, 0.00029785,
       0.00027905, 0.00026214, 0.00024691, 0.00023321, 0.00022087,
       0.00020977, 0.00019978, 0.00019079, 0.0001827 , 0.00017542,
       0.00016886, 0.00016296, 0.00015766, 0.00015288, 0.00014858,
       0.00014471, 0.00014122, 0.00013809, 0.00013527, 0.00013273,
       0.00013044, 0.00012839, 0.00012653]), 530: array([0.00022623, 0.00019973, 0.00018116, 0.00016813, 0.00015901,
       0.00015261, 0.00014812, 0.00014498, 0.00014278, 0.00014123,
       0.00014015, 0.00013939, 0.00013886, 0.00013848, 0.00013822,
       0.00013804, 0.00013791, 0.00013782, 0.00013776, 0.00013771,
       0.00013768, 0.00013766, 0.00013765, 0.00013764, 0.00013763,
       0.00013762, 0.00013762, 0.00013762]), 535: array([6.53010148e-05, 7.66306687e-05, 8.45611963e-05, 9.01124046e-05,
       9.39981376e-05, 9.67180719e-05, 9.86219706e-05, 9.99546610e-05,
       1.00887517e-04, 1.01540498e-04, 1.01997571e-04, 1.02317513e-04,
       1.02541465e-04, 1.02698228e-04, 1.02807958e-04, 1.02884767e-04,
       1.02938532e-04, 1.02976166e-04, 1.03002510e-04, 1.03020949e-04,
       1.03033857e-04, 1.03042892e-04, 1.03049216e-04, 1.03053643e-04,
       1.03056742e-04, 1.03058911e-04, 1.03060429e-04, 1.03061492e-04]), 540: array([0.00011016, 0.00011231, 0.0001142 , 0.00011584, 0.00011729,
       0.00011855, 0.00011965, 0.00012062, 0.00012146, 0.0001222 ,
       0.00012285, 0.00012342, 0.00012391, 0.00012434, 0.00012472,
       0.00012505, 0.00012535, 0.0001256 , 0.00012582, 0.00012602,
       0.00012619, 0.00012633, 0.00012646, 0.00012658, 0.00012668,
       0.00012677, 0.00012684, 0.00012691]), 545: array([4.60545931e-05, 5.42427583e-05, 5.83368575e-05, 6.03839155e-05,
       6.14074487e-05, 6.19192174e-05, 6.21751028e-05, 6.23030460e-05,
       6.23670178e-05, 6.23990039e-05, 6.24149970e-05, 6.24229936e-05,
       6.24269919e-05, 6.24289910e-05, 6.24299906e-05, 6.24304904e-05,
       6.24307403e-05, 6.24308653e-05, 6.24309277e-05, 6.24309590e-05,
       6.24309746e-05, 6.24309824e-05, 6.24309863e-05, 6.24309883e-05,
       6.24309892e-05, 6.24309897e-05, 6.24309900e-05, 6.24309901e-05]), 550: array([3.80391254e-05, 4.44518485e-05, 4.89407610e-05, 5.20830042e-05,
       5.42825776e-05, 5.58222811e-05, 5.69000751e-05, 5.76545319e-05,
       5.81826525e-05, 5.85523374e-05, 5.88111172e-05, 5.89922633e-05,
       5.91190658e-05, 5.92078276e-05, 5.92699610e-05, 5.93134545e-05,
       5.93438999e-05, 5.93652117e-05, 5.93801301e-05, 5.93905729e-05,
       5.93978829e-05, 5.94029999e-05, 5.94065818e-05, 5.94090891e-05,
       5.94108443e-05, 5.94120729e-05, 5.94129329e-05, 5.94135349e-05]), 555: array([8.81000747e-06, 9.43421531e-06, 1.00459382e-05, 1.06454259e-05,
       1.12329232e-05, 1.18086697e-05, 1.23729006e-05, 1.29258462e-05,
       1.34677322e-05, 1.39987798e-05, 1.45192058e-05, 1.50292227e-05,
       1.55290386e-05, 1.60188575e-05, 1.64988795e-05, 1.69693004e-05,
       1.74303123e-05, 1.78821035e-05, 1.83248582e-05, 1.87587573e-05,
       1.91839779e-05, 1.96006936e-05, 2.00090744e-05, 2.04092872e-05,
       2.08014951e-05, 2.11858584e-05, 2.15625340e-05, 2.19316756e-05]), 560: array([8.56034364e-05, 7.23482956e-05, 6.30696834e-05, 5.65746453e-05,
       5.20281120e-05, 4.88455339e-05, 4.66177260e-05, 4.50582582e-05,
       4.39666291e-05, 4.32024876e-05, 4.26675878e-05, 4.22931574e-05,
       4.20310557e-05, 4.18475842e-05, 4.17191540e-05, 4.16292528e-05,
       4.15663218e-05, 4.15222700e-05, 4.14914337e-05, 4.14698483e-05,
       4.14547385e-05, 4.14441616e-05, 4.14367578e-05, 4.14315751e-05,
       4.14279472e-05, 4.14254077e-05, 4.14236300e-05, 4.14223856e-05]), 565: array([7.35227753e-05, 6.84847273e-05, 6.49580796e-05, 6.24894165e-05,
       6.07613454e-05, 5.95516908e-05, 5.87049292e-05, 5.81121937e-05,
       5.76972772e-05, 5.74068345e-05, 5.72035239e-05, 5.70612058e-05,
       5.69615828e-05, 5.68918464e-05, 5.68430307e-05, 5.68088596e-05,
       5.67849397e-05, 5.67681957e-05, 5.67564749e-05, 5.67482703e-05,
       5.67425270e-05, 5.67385067e-05, 5.67356925e-05, 5.67337226e-05,
       5.67323436e-05, 5.67313783e-05, 5.67307026e-05, 5.67302296e-05]), 570: array([3.48422043e-05, 4.04999345e-05, 4.44603461e-05, 4.72326344e-05,
       4.91732365e-05, 5.05316580e-05, 5.14825532e-05, 5.21481799e-05,
       5.26141187e-05, 5.29402758e-05, 5.31685858e-05, 5.33284029e-05,
       5.34402748e-05, 5.35185852e-05, 5.35734024e-05, 5.36117745e-05,
       5.36386350e-05, 5.36574373e-05, 5.36705989e-05, 5.36798121e-05,
       5.36862613e-05, 5.36907757e-05, 5.36939358e-05, 5.36961479e-05,
       5.36976964e-05, 5.36987803e-05, 5.36995390e-05, 5.37000701e-05]), 575: array([3.73847655e-05, 3.91362711e-05, 4.03623272e-05, 4.12205680e-05,
       4.18213377e-05, 4.22418772e-05, 4.25362554e-05, 4.27423205e-05,
       4.28865664e-05, 4.29875386e-05, 4.30582193e-05, 4.31076959e-05,
       4.31423296e-05, 4.31665732e-05, 4.31835438e-05, 4.31954232e-05,
       4.32037388e-05, 4.32095597e-05, 4.32136344e-05, 4.32164867e-05,
       4.32184833e-05, 4.32198809e-05, 4.32208592e-05, 4.32215440e-05,
       4.32220234e-05, 4.32223590e-05, 4.32225939e-05, 4.32227583e-05]), 580: array([4.20872619e-05, 4.44108150e-05, 4.60373059e-05, 4.71758521e-05,
       4.79728362e-05, 4.85307263e-05, 4.89212502e-05, 4.91946176e-05,
       4.93859752e-05, 4.95199258e-05, 4.96136915e-05, 4.96793276e-05,
       4.97252730e-05, 4.97574348e-05, 4.97799481e-05, 4.97957075e-05,
       4.98067391e-05, 4.98144612e-05, 4.98198667e-05, 4.98236506e-05,
       4.98262993e-05, 4.98281534e-05, 4.98294512e-05, 4.98303598e-05,
       4.98309957e-05, 4.98314409e-05, 4.98317525e-05, 4.98319706e-05]), 585: array([3.06302683e-05, 3.50910460e-05, 3.82135954e-05, 4.03993835e-05,
       4.19294376e-05, 4.30004772e-05, 4.37502061e-05, 4.42750171e-05,
       4.46423855e-05, 4.48995437e-05, 4.50795548e-05, 4.52055627e-05,
       4.52937684e-05, 4.53555125e-05, 4.53987334e-05, 4.54289881e-05,
       4.54501665e-05, 4.54649913e-05, 4.54753687e-05, 4.54826329e-05,
       4.54877179e-05, 4.54912773e-05, 4.54937690e-05, 4.54955131e-05,
       4.54967340e-05, 4.54975887e-05, 4.54981869e-05, 4.54986057e-05]), 590: array([1.89170143e-05, 2.10991534e-05, 2.26266475e-05, 2.36958912e-05,
       2.44443602e-05, 2.49682874e-05, 2.53350356e-05, 2.55917589e-05,
       2.57714648e-05, 2.58972587e-05, 2.59853142e-05, 2.60469529e-05,
       2.60901000e-05, 2.61203028e-05, 2.61414448e-05, 2.61562441e-05,
       2.61666036e-05, 2.61738553e-05, 2.61789314e-05, 2.61824847e-05,
       2.61849720e-05, 2.61867131e-05, 2.61879319e-05, 2.61887850e-05,
       2.61893822e-05, 2.61898003e-05, 2.61900929e-05, 2.61902977e-05]), 595: array([1.33903922e-05, 1.12826378e-05, 1.02287585e-05, 9.70181785e-06,
       9.43834697e-06, 9.30661127e-06, 9.24074329e-06, 9.20780923e-06,
       9.19134217e-06, 9.18310862e-06, 9.17899184e-06, 9.17693344e-06,
       9.17590424e-06, 9.17538964e-06, 9.17513234e-06, 9.17500369e-06,
       9.17493937e-06, 9.17490720e-06, 9.17489112e-06, 9.17488308e-06,
       9.17487906e-06, 9.17487705e-06, 9.17487605e-06, 9.17487554e-06,
       9.17487529e-06, 9.17487517e-06, 9.17487510e-06, 9.17487507e-06]), 600: array([4.00806378e-05, 3.39502081e-05, 2.96589010e-05, 2.66549816e-05,
       2.45522349e-05, 2.30803100e-05, 2.20499611e-05, 2.13287158e-05,
       2.08238434e-05, 2.04704321e-05, 2.02230439e-05, 2.00498719e-05,
       1.99286513e-05, 1.98437968e-05, 1.97843985e-05, 1.97428197e-05,
       1.97137144e-05, 1.96933407e-05, 1.96790791e-05, 1.96690960e-05,
       1.96621078e-05, 1.96572160e-05, 1.96537918e-05, 1.96513948e-05,
       1.96497169e-05, 1.96485424e-05, 1.96477203e-05, 1.96471447e-05]), 605: array([2.58080378e-05, 2.43301078e-05, 2.32955556e-05, 2.25713683e-05,
       2.20644366e-05, 2.17095840e-05, 2.14611869e-05, 2.12873087e-05,
       2.11655938e-05, 2.10803933e-05, 2.10207529e-05, 2.09790046e-05,
       2.09497807e-05, 2.09293240e-05, 2.09150043e-05, 2.09049805e-05,
       2.08979638e-05, 2.08930521e-05, 2.08896139e-05, 2.08872072e-05,
       2.08855225e-05, 2.08843432e-05, 2.08835176e-05, 2.08829398e-05,
       2.08825353e-05, 2.08822521e-05, 2.08820539e-05, 2.08819152e-05]), 610: array([0.00038709, 0.0003811 , 0.00037523, 0.00036948, 0.00036385,
       0.00035832, 0.00035291, 0.00034761, 0.00034241, 0.00033732,
       0.00033233, 0.00032743, 0.00032264, 0.00031794, 0.00031334,
       0.00030882, 0.0003044 , 0.00030007, 0.00029582, 0.00029166,
       0.00028758, 0.00028358, 0.00027967, 0.00027583, 0.00027206,
       0.00026838, 0.00026476, 0.00026122]), 615: array([0.00057208, 0.00047523, 0.00040742, 0.00035994, 0.0003267 ,
       0.00030343, 0.00028713, 0.00027572, 0.00026774, 0.00026214,
       0.00025823, 0.00025549, 0.00025357, 0.00025222, 0.00025128,
       0.00025062, 0.00025016, 0.00024984, 0.00024961, 0.00024946,
       0.00024934, 0.00024927, 0.00024921, 0.00024918, 0.00024915,
       0.00024913, 0.00024912, 0.00024911]), 620: array([0.00099259, 0.00102722, 0.00106185, 0.00109648, 0.00113111,
       0.00116574, 0.00120037, 0.001235  , 0.00126963, 0.00130426,
       0.00133889, 0.00137352, 0.00140815, 0.00144277, 0.0014774 ,
       0.00151203, 0.00154666, 0.00158129, 0.00161592, 0.00165054,
       0.00168517, 0.0017198 , 0.00175443, 0.00178905, 0.00182368,
       0.00185831, 0.00189293, 0.00192756]), 625: array([0.00022627, 0.00023347, 0.00023851, 0.00024204, 0.00024451,
       0.00024624, 0.00024745, 0.0002483 , 0.00024889, 0.00024931,
       0.0002496 , 0.0002498 , 0.00024994, 0.00025004, 0.00025011,
       0.00025016, 0.0002502 , 0.00025022, 0.00025024, 0.00025025,
       0.00025026, 0.00025026, 0.00025027, 0.00025027, 0.00025027,
       0.00025027, 0.00025027, 0.00025027]), 630: array([0.00040912, 0.00038982, 0.00037367, 0.00036016, 0.00034885,
       0.0003394 , 0.00033148, 0.00032487, 0.00031933, 0.00031469,
       0.00031082, 0.00030758, 0.00030486, 0.00030259, 0.00030069,
       0.0002991 , 0.00029778, 0.00029666, 0.00029573, 0.00029496,
       0.0002943 , 0.00029376, 0.0002933 , 0.00029292, 0.0002926 ,
       0.00029234, 0.00029211, 0.00029193]), 635: array([0.00021268, 0.00020125, 0.00019496, 0.0001915 , 0.00018959,
       0.00018855, 0.00018797, 0.00018765, 0.00018748, 0.00018738,
       0.00018733, 0.0001873 , 0.00018729, 0.00018728, 0.00018727,
       0.00018727, 0.00018727, 0.00018727, 0.00018727, 0.00018727,
       0.00018727, 0.00018727, 0.00018727, 0.00018727, 0.00018727,
       0.00018727, 0.00018727, 0.00018727]), 640: array([6.01637723e-05, 7.06450863e-05, 8.00781125e-05, 8.85676952e-05,
       9.62081929e-05, 1.03084527e-04, 1.09273125e-04, 1.14842770e-04,
       1.19855368e-04, 1.24366632e-04, 1.28426702e-04, 1.32080704e-04,
       1.35369251e-04, 1.38328895e-04, 1.40992530e-04, 1.43389761e-04,
       1.45547234e-04, 1.47488927e-04, 1.49236422e-04, 1.50809142e-04,
       1.52224566e-04, 1.53498426e-04, 1.54644882e-04, 1.55676675e-04,
       1.56605273e-04, 1.57440997e-04, 1.58193137e-04, 1.58870051e-04]), 645: array([7.89716688e-05, 7.97630821e-05, 8.04753478e-05, 8.11163813e-05,
       8.16933063e-05, 8.22125342e-05, 8.26798352e-05, 8.31004023e-05,
       8.34789094e-05, 8.38195628e-05, 8.41261481e-05, 8.44020725e-05,
       8.46504022e-05, 8.48738970e-05, 8.50750405e-05, 8.52560680e-05,
       8.54189914e-05, 8.55656211e-05, 8.56975867e-05, 8.58163547e-05,
       8.59232449e-05, 8.60194453e-05, 8.61060249e-05, 8.61839458e-05,
       8.62540740e-05, 8.63171888e-05, 8.63739916e-05, 8.64251137e-05]), 650: array([1.20243888e-04, 1.01300180e-04, 8.80395725e-05, 7.87571397e-05,
       7.22594312e-05, 6.77110314e-05, 6.45271488e-05, 6.22984291e-05,
       6.07383240e-05, 5.96462495e-05, 5.88817968e-05, 5.83466793e-05,
       5.79720968e-05, 5.77098889e-05, 5.75263431e-05, 5.73978610e-05,
       5.73079234e-05, 5.72449671e-05, 5.72008976e-05, 5.71700490e-05,
       5.71484549e-05, 5.71333390e-05, 5.71227579e-05, 5.71153511e-05,
       5.71101663e-05, 5.71065370e-05, 5.71039965e-05, 5.71022181e-05]), 655: array([6.75357703e-05, 6.43197829e-05, 6.27117797e-05, 6.19077733e-05,
       6.15057677e-05, 6.13047637e-05, 6.12042611e-05, 6.11540095e-05,
       6.11288835e-05, 6.11163205e-05, 6.11100389e-05, 6.11068981e-05,
       6.11053277e-05, 6.11045425e-05, 6.11041499e-05, 6.11039536e-05,
       6.11038554e-05, 6.11038064e-05, 6.11037818e-05, 6.11037695e-05,
       6.11037634e-05, 6.11037603e-05, 6.11037588e-05, 6.11037580e-05,
       6.11037577e-05, 6.11037575e-05, 6.11037574e-05, 6.11037573e-05]), 660: array([5.07097009e-05, 5.13317491e-05, 5.16427709e-05, 5.17982806e-05,
       5.18760348e-05, 5.19149116e-05, 5.19343499e-05, 5.19440690e-05,
       5.19489285e-05, 5.19513582e-05, 5.19525730e-05, 5.19531805e-05,
       5.19534842e-05, 5.19536360e-05, 5.19537119e-05, 5.19537499e-05,
       5.19537689e-05, 5.19537784e-05, 5.19537831e-05, 5.19537855e-05,
       5.19537867e-05, 5.19537873e-05, 5.19537876e-05, 5.19537877e-05,
       5.19537878e-05, 5.19537878e-05, 5.19537879e-05, 5.19537879e-05]), 665: array([0.00037735, 0.00037735, 0.00037735, 0.00037735, 0.00037735,
       0.00037735, 0.00037735, 0.00037735, 0.00037735, 0.00037735,
       0.00037735, 0.00037735, 0.00037735, 0.00037735, 0.00037735,
       0.00037735, 0.00037735, 0.00037735, 0.00037735, 0.00037735,
       0.00037735, 0.00037735, 0.00037735, 0.00037735, 0.00037735,
       0.00037735, 0.00037735, 0.00037735]), 670: array([0.00022243, 0.00018989, 0.00016711, 0.00015116, 0.00013999,
       0.00013217, 0.00012669, 0.00012286, 0.00012017, 0.0001183 ,
       0.00011698, 0.00011606, 0.00011541, 0.00011496, 0.00011464,
       0.00011442, 0.00011427, 0.00011416, 0.00011408, 0.00011403,
       0.00011399, 0.00011397, 0.00011395, 0.00011394, 0.00011393,
       0.00011392, 0.00011392, 0.00011391]), 675: array([0.00010245, 0.00011095, 0.0001169 , 0.00012107, 0.00012399,
       0.00012603, 0.00012746, 0.00012846, 0.00012916, 0.00012965,
       0.00012999, 0.00013023, 0.0001304 , 0.00013052, 0.0001306 ,
       0.00013066, 0.0001307 , 0.00013073, 0.00013075, 0.00013076,
       0.00013077, 0.00013078, 0.00013078, 0.00013078, 0.00013079,
       0.00013079, 0.00013079, 0.00013079]), 680: array([3.12660306e-05, 3.68572621e-05, 4.18893355e-05, 4.64181701e-05,
       5.04940930e-05, 5.41623981e-05, 5.74638498e-05, 6.04351357e-05,
       6.31092745e-05, 6.55159827e-05, 6.76820050e-05, 6.96314116e-05,
       7.13858653e-05, 7.29648627e-05, 7.43859505e-05, 7.56649207e-05,
       7.68159858e-05, 7.78519373e-05, 7.87842871e-05, 7.96233961e-05,
       8.03785890e-05, 8.10582578e-05, 8.16699556e-05, 8.22204797e-05,
       8.27159480e-05, 8.31618664e-05, 8.35631901e-05, 8.39243790e-05]), 685: array([4.57933237e-06, 5.08941547e-06, 5.58929669e-06, 6.07918007e-06,
       6.55926556e-06, 7.02974914e-06, 7.49082284e-06, 7.94267486e-06,
       8.38548965e-06, 8.81944795e-06, 9.24472689e-06, 9.66150007e-06,
       1.00699376e-05, 1.04702062e-05, 1.08624693e-05, 1.12468869e-05,
       1.16236160e-05, 1.19928104e-05, 1.23546207e-05, 1.27091946e-05,
       1.30566769e-05, 1.33972094e-05, 1.37309312e-05, 1.40579783e-05,
       1.43784844e-05, 1.46925801e-05, 1.50003939e-05, 1.53020512e-05]), 690: array([4.52779143e-06, 4.55037086e-06, 4.56166058e-06, 4.56730544e-06,
       4.57012787e-06, 4.57153909e-06, 4.57224469e-06, 4.57259750e-06,
       4.57277390e-06, 4.57286210e-06, 4.57290620e-06, 4.57292825e-06,
       4.57293928e-06, 4.57294479e-06, 4.57294755e-06, 4.57294892e-06,
       4.57294961e-06, 4.57294996e-06, 4.57295013e-06, 4.57295022e-06,
       4.57295026e-06, 4.57295028e-06, 4.57295029e-06, 4.57295030e-06,
       4.57295030e-06, 4.57295030e-06, 4.57295030e-06, 4.57295030e-06]), 695: array([9.14160836e-06, 8.41302242e-06, 8.04872943e-06, 7.86658293e-06,
       7.77550968e-06, 7.72997305e-06, 7.70720474e-06, 7.69582058e-06,
       7.69012850e-06, 7.68728246e-06, 7.68585944e-06, 7.68514793e-06,
       7.68479218e-06, 7.68461430e-06, 7.68452536e-06, 7.68448089e-06,
       7.68445866e-06, 7.68444754e-06, 7.68444198e-06, 7.68443920e-06,
       7.68443781e-06, 7.68443712e-06, 7.68443677e-06, 7.68443659e-06,
       7.68443651e-06, 7.68443646e-06, 7.68443644e-06, 7.68443643e-06]), 700: array([1.36161384e-05, 1.20135084e-05, 1.12121880e-05, 1.08115251e-05,
       1.06111923e-05, 1.05110252e-05, 1.04609414e-05, 1.04358993e-05,
       1.04233781e-05, 1.04171175e-05, 1.04139872e-05, 1.04124220e-05,
       1.04116394e-05, 1.04112481e-05, 1.04110525e-05, 1.04109546e-05,
       1.04109057e-05, 1.04108813e-05, 1.04108691e-05, 1.04108629e-05,
       1.04108599e-05, 1.04108584e-05, 1.04108576e-05, 1.04108572e-05,
       1.04108570e-05, 1.04108569e-05, 1.04108569e-05, 1.04108568e-05]), 705: array([1.48103407e-05, 1.31174493e-05, 1.22710044e-05, 1.18477823e-05,
       1.16361715e-05, 1.15303662e-05, 1.14774637e-05, 1.14510124e-05,
       1.14377868e-05, 1.14311740e-05, 1.14278676e-05, 1.14262144e-05,
       1.14253878e-05, 1.14249745e-05, 1.14247678e-05, 1.14246645e-05,
       1.14246128e-05, 1.14245870e-05, 1.14245741e-05, 1.14245676e-05,
       1.14245644e-05, 1.14245628e-05, 1.14245620e-05, 1.14245616e-05,
       1.14245614e-05, 1.14245613e-05, 1.14245612e-05, 1.14245612e-05]), 710: array([9.22644591e-05, 8.70152686e-05, 8.22893792e-05, 7.80346223e-05,
       7.42040297e-05, 7.07553157e-05, 6.76504102e-05, 6.48550384e-05,
       6.23383421e-05, 6.00725399e-05, 5.80326195e-05, 5.61960624e-05,
       5.45425950e-05, 5.30539648e-05, 5.17137387e-05, 5.05071222e-05,
       4.94207955e-05, 4.84427666e-05, 4.75622392e-05, 4.67694932e-05,
       4.60557774e-05, 4.54132132e-05, 4.48347074e-05, 4.43138739e-05,
       4.38449632e-05, 4.34227990e-05, 4.30427212e-05, 4.27005340e-05]), 715: array([0.0003392 , 0.00031384, 0.00029102, 0.00027048, 0.00025199,
       0.00023535, 0.00022038, 0.0002069 , 0.00019477, 0.00018386,
       0.00017403, 0.00016519, 0.00015723, 0.00015007, 0.00014362,
       0.00013782, 0.0001326 , 0.0001279 , 0.00012367, 0.00011987,
       0.00011644, 0.00011336, 0.00011058, 0.00010809, 0.00010584,
       0.00010382, 0.000102  , 0.00010036]), 720: array([0.00040678, 0.00038245, 0.00036049, 0.00034067, 0.00032278,
       0.00030664, 0.00029207, 0.00027892, 0.00026705, 0.00025634,
       0.00024668, 0.00023795, 0.00023008, 0.00022297, 0.00021656,
       0.00021077, 0.00020555, 0.00020083, 0.00019658, 0.00019274,
       0.00018927, 0.00018615, 0.00018332, 0.00018078, 0.00017848,
       0.0001764 , 0.00017453, 0.00017284]), 725: array([0.00010332, 0.0001151 , 0.00012334, 0.00012911, 0.00013315,
       0.00013598, 0.00013796, 0.00013935, 0.00014032, 0.00014099,
       0.00014147, 0.0001418 , 0.00014203, 0.0001422 , 0.00014231,
       0.00014239, 0.00014245, 0.00014249, 0.00014251, 0.00014253,
       0.00014255, 0.00014256, 0.00014256, 0.00014257, 0.00014257,
       0.00014257, 0.00014257, 0.00014258]), 730: array([8.34649883e-05, 8.27614473e-05, 8.22689812e-05, 8.19242638e-05,
       8.16829679e-05, 8.15140650e-05, 8.13958361e-05, 8.13130780e-05,
       8.12551488e-05, 8.12145994e-05, 8.11862155e-05, 8.11663473e-05,
       8.11524400e-05, 8.11427051e-05, 8.11358908e-05, 8.11311209e-05,
       8.11277821e-05, 8.11254450e-05, 8.11238091e-05, 8.11226639e-05,
       8.11218624e-05, 8.11213013e-05, 8.11209085e-05, 8.11206336e-05,
       8.11204412e-05, 8.11203065e-05, 8.11202122e-05, 8.11201462e-05]), 735: array([1.02599307e-04, 8.35625198e-05, 7.40440467e-05, 6.92847705e-05,
       6.69051126e-05, 6.57152738e-05, 6.51203494e-05, 6.48228847e-05,
       6.46741512e-05, 6.45997838e-05, 6.45625997e-05, 6.45440076e-05,
       6.45347114e-05, 6.45300633e-05, 6.45277392e-05, 6.45265772e-05,
       6.45259962e-05, 6.45257056e-05, 6.45255604e-05, 6.45254877e-05,
       6.45254514e-05, 6.45254333e-05, 6.45254242e-05, 6.45254197e-05,
       6.45254174e-05, 6.45254162e-05, 6.45254157e-05, 6.45254154e-05]), 740: array([8.78048971e-05, 8.33198532e-05, 8.10526075e-05, 7.99064864e-05,
       7.93271079e-05, 7.90342248e-05, 7.88861688e-05, 7.88113246e-05,
       7.87734899e-05, 7.87543640e-05, 7.87446956e-05, 7.87398081e-05,
       7.87373374e-05, 7.87360885e-05, 7.87354571e-05, 7.87351379e-05,
       7.87349766e-05, 7.87348950e-05, 7.87348538e-05, 7.87348330e-05,
       7.87348224e-05, 7.87348171e-05, 7.87348144e-05, 7.87348131e-05,
       7.87348124e-05, 7.87348120e-05, 7.87348118e-05, 7.87348118e-05]), 745: array([2.70910773e-05, 3.12420662e-05, 3.49779145e-05, 3.83401405e-05,
       4.13661101e-05, 4.40894523e-05, 4.65404329e-05, 4.87462909e-05,
       5.07315409e-05, 5.25182460e-05, 5.41262626e-05, 5.55734615e-05,
       5.68759258e-05, 5.80481307e-05, 5.91031033e-05, 6.00525681e-05,
       6.09070768e-05, 6.16761261e-05, 6.23682627e-05, 6.29911788e-05,
       6.35517969e-05, 6.40563476e-05, 6.45104382e-05, 6.49191152e-05,
       6.52869203e-05, 6.56179413e-05, 6.59158568e-05, 6.61839778e-05]), 750: array([1.94226173e-05, 2.23217432e-05, 2.49309472e-05, 2.72792226e-05,
       2.93926630e-05, 3.12947527e-05, 3.30066274e-05, 3.45473092e-05,
       3.59339180e-05, 3.71818615e-05, 3.83050066e-05, 3.93158338e-05,
       4.02255750e-05, 4.10443392e-05, 4.17812244e-05, 4.24444187e-05,
       4.30412915e-05, 4.35784751e-05, 4.40619387e-05, 4.44970544e-05,
       4.48886571e-05, 4.52410984e-05, 4.55582943e-05, 4.58437697e-05,
       4.61006967e-05, 4.63319301e-05, 4.65400395e-05, 4.67273372e-05]), 755: array([1.06216164e-05, 1.11722129e-05, 1.16677497e-05, 1.21137325e-05,
       1.25151169e-05, 1.28763628e-05, 1.32014839e-05, 1.34940929e-05,
       1.37574408e-05, 1.39944538e-05, 1.42077655e-05, 1.43997459e-05,
       1.45725283e-05, 1.47280323e-05, 1.48679859e-05, 1.49939440e-05,
       1.51073063e-05, 1.52093324e-05, 1.53011558e-05, 1.53837968e-05,
       1.54581737e-05, 1.55251129e-05, 1.55853582e-05, 1.56395789e-05,
       1.56883775e-05, 1.57322962e-05, 1.57718231e-05, 1.58073972e-05]), 760: array([5.44699946e-06, 6.25430028e-06, 6.65795083e-06, 6.85977616e-06,
       6.96068886e-06, 7.01114523e-06, 7.03637342e-06, 7.04898752e-06,
       7.05529457e-06, 7.05844810e-06, 7.06002487e-06, 7.06081325e-06,
       7.06120744e-06, 7.06140453e-06, 7.06150308e-06, 7.06155236e-06,
       7.06157699e-06, 7.06158931e-06, 7.06159547e-06, 7.06159855e-06,
       7.06160009e-06, 7.06160086e-06, 7.06160125e-06, 7.06160144e-06,
       7.06160153e-06, 7.06160158e-06, 7.06160161e-06, 7.06160162e-06]), 765: array([4.34046307e-06, 4.97927641e-06, 5.29868315e-06, 5.45838656e-06,
       5.53823828e-06, 5.57816415e-06, 5.59812709e-06, 5.60810856e-06,
       5.61309930e-06, 5.61559466e-06, 5.61684235e-06, 5.61746619e-06,
       5.61777811e-06, 5.61793407e-06, 5.61801205e-06, 5.61805104e-06,
       5.61807054e-06, 5.61808029e-06, 5.61808516e-06, 5.61808760e-06,
       5.61808882e-06, 5.61808943e-06, 5.61808973e-06, 5.61808988e-06,
       5.61808996e-06, 5.61809000e-06, 5.61809002e-06, 5.61809002e-06]), 770: array([8.78999436e-05, 8.20212230e-05, 7.67303735e-05, 7.19686082e-05,
       6.76830186e-05, 6.38259873e-05, 6.03546586e-05, 5.72304622e-05,
       5.44186849e-05, 5.18880849e-05, 4.96105445e-05, 4.75607578e-05,
       4.57159495e-05, 4.40556217e-05, 4.25613264e-05, 4.12164604e-05,
       4.00060808e-05, 3.89167390e-05, 3.79363311e-05, 3.70539640e-05,
       3.62598333e-05, 3.55451157e-05, 3.49018697e-05, 3.43229481e-05,
       3.38019187e-05, 3.33329921e-05, 3.29109581e-05, 3.25311274e-05]), 775: array([5.81392820e-05, 5.29874924e-05, 4.93812336e-05, 4.68568481e-05,
       4.50897753e-05, 4.38528223e-05, 4.29869537e-05, 4.23808447e-05,
       4.19565676e-05, 4.16595732e-05, 4.14516767e-05, 4.13061490e-05,
       4.12042794e-05, 4.11329705e-05, 4.10830543e-05, 4.10481128e-05,
       4.10236537e-05, 4.10065324e-05, 4.09945474e-05, 4.09861579e-05,
       4.09802852e-05, 4.09761744e-05, 4.09732968e-05, 4.09712824e-05,
       4.09698724e-05, 4.09688854e-05, 4.09681944e-05, 4.09677108e-05]), 780: array([3.62927627e-05, 4.06935456e-05, 4.28939323e-05, 4.39941233e-05,
       4.45442176e-05, 4.48192641e-05, 4.49567871e-05, 4.50255485e-05,
       4.50599291e-05, 4.50771193e-05, 4.50857145e-05, 4.50900120e-05,
       4.50921608e-05, 4.50932352e-05, 4.50937723e-05, 4.50940409e-05,
       4.50941752e-05, 4.50942424e-05, 4.50942760e-05, 4.50942927e-05,
       4.50943011e-05, 4.50943053e-05, 4.50943074e-05, 4.50943085e-05,
       4.50943090e-05, 4.50943093e-05, 4.50943094e-05, 4.50943095e-05]), 785: array([6.97957012e-06, 7.53369115e-06, 8.07672915e-06, 8.60890579e-06,
       9.13043830e-06, 9.64153958e-06, 1.01424183e-05, 1.06332788e-05,
       1.11143216e-05, 1.15857431e-05, 1.20477355e-05, 1.25004876e-05,
       1.29441842e-05, 1.33790063e-05, 1.38051315e-05, 1.42227337e-05,
       1.46319835e-05, 1.50330477e-05, 1.54260903e-05, 1.58112715e-05,
       1.61887487e-05, 1.65586760e-05, 1.69212043e-05, 1.72764816e-05,
       1.76246530e-05, 1.79658605e-05, 1.83002436e-05, 1.86279386e-05]), 790: array([3.62709933e-06, 3.99496065e-06, 4.35546465e-06, 4.70875847e-06,
       5.05498631e-06, 5.39428951e-06, 5.72680655e-06, 6.05267316e-06,
       6.37202235e-06, 6.68498447e-06, 6.99168727e-06, 7.29225592e-06,
       7.58681312e-06, 7.87547910e-06, 8.15837168e-06, 8.43560634e-06,
       8.70729622e-06, 8.97355223e-06, 9.23448306e-06, 9.49019519e-06,
       9.74079302e-06, 9.98637881e-06, 1.02270528e-05, 1.04629133e-05,
       1.06940565e-05, 1.09205768e-05, 1.11425666e-05, 1.13601165e-05]), 795: array([2.29240182e-05, 2.17138962e-05, 2.06247866e-05, 1.96445881e-05,
       1.87624095e-05, 1.79684488e-05, 1.72538843e-05, 1.66107763e-05,
       1.60319792e-05, 1.55110618e-05, 1.50422363e-05, 1.46202933e-05,
       1.42405447e-05, 1.38987710e-05, 1.35911746e-05, 1.33143380e-05,
       1.30651850e-05, 1.28409474e-05, 1.26391335e-05, 1.24575011e-05,
       1.22940319e-05, 1.21469096e-05, 1.20144996e-05, 1.18953306e-05,
       1.17880785e-05, 1.16915516e-05, 1.16046775e-05, 1.15264907e-05]), 800: array([2.36374872e-05, 2.03895307e-05, 1.81159606e-05, 1.65244612e-05,
       1.54104114e-05, 1.46305763e-05, 1.40846916e-05, 1.37025723e-05,
       1.34350887e-05, 1.32478501e-05, 1.31167831e-05, 1.30250361e-05,
       1.29608133e-05, 1.29158572e-05, 1.28843880e-05, 1.28623596e-05,
       1.28469396e-05, 1.28361457e-05, 1.28285899e-05, 1.28233009e-05,
       1.28195985e-05, 1.28170069e-05, 1.28151928e-05, 1.28139229e-05,
       1.28130339e-05, 1.28124117e-05, 1.28119761e-05, 1.28116712e-05]), 805: array([4.70528262e-05, 3.76243257e-05, 3.29100540e-05, 3.05529074e-05,
       2.93743287e-05, 2.87850367e-05, 2.84903894e-05, 2.83430650e-05,
       2.82694025e-05, 2.82325711e-05, 2.82141553e-05, 2.82049474e-05,
       2.82003434e-05, 2.81980414e-05, 2.81968904e-05, 2.81963149e-05,
       2.81960271e-05, 2.81958832e-05, 2.81958113e-05, 2.81957753e-05,
       2.81957573e-05, 2.81957483e-05, 2.81957438e-05, 2.81957416e-05,
       2.81957405e-05, 2.81957399e-05, 2.81957396e-05, 2.81957395e-05]), 810: array([4.32448204e-05, 3.71425290e-05, 3.40913777e-05, 3.25657994e-05,
       3.18030088e-05, 3.14216128e-05, 3.12309145e-05, 3.11355651e-05,
       3.10878904e-05, 3.10640529e-05, 3.10521342e-05, 3.10461748e-05,
       3.10431951e-05, 3.10417053e-05, 3.10409604e-05, 3.10405879e-05,
       3.10404017e-05, 3.10403085e-05, 3.10402620e-05, 3.10402387e-05,
       3.10402271e-05, 3.10402212e-05, 3.10402183e-05, 3.10402169e-05,
       3.10402162e-05, 3.10402158e-05, 3.10402156e-05, 3.10402155e-05]), 815: array([2.47813431e-05, 2.66689094e-05, 2.79902030e-05, 2.89151066e-05,
       2.95625377e-05, 3.00157386e-05, 3.03329785e-05, 3.05550459e-05,
       3.07104928e-05, 3.08193054e-05, 3.08954741e-05, 3.09487920e-05,
       3.09861145e-05, 3.10122402e-05, 3.10305281e-05, 3.10433297e-05,
       3.10522907e-05, 3.10585634e-05, 3.10629543e-05, 3.10660280e-05,
       3.10681795e-05, 3.10696856e-05, 3.10707398e-05, 3.10714778e-05,
       3.10719944e-05, 3.10723560e-05, 3.10726091e-05, 3.10727863e-05]), 820: array([1.14963113e-05, 1.23886671e-05, 1.30133155e-05, 1.34505691e-05,
       1.37566463e-05, 1.39709002e-05, 1.41208777e-05, 1.42258619e-05,
       1.42993508e-05, 1.43507930e-05, 1.43868025e-05, 1.44120091e-05,
       1.44296537e-05, 1.44420049e-05, 1.44506508e-05, 1.44567029e-05,
       1.44609393e-05, 1.44639048e-05, 1.44659807e-05, 1.44674338e-05,
       1.44684510e-05, 1.44691630e-05, 1.44696614e-05, 1.44700103e-05,
       1.44702545e-05, 1.44704255e-05, 1.44705451e-05, 1.44706289e-05]), 825: array([3.75049923e-05, 2.75735520e-05, 2.26078108e-05, 2.01249296e-05,
       1.88834837e-05, 1.82627582e-05, 1.79523940e-05, 1.77972113e-05,
       1.77196196e-05, 1.76808236e-05, 1.76614255e-05, 1.76517265e-05,
       1.76468769e-05, 1.76444521e-05, 1.76432397e-05, 1.76426335e-05,
       1.76423304e-05, 1.76421788e-05, 1.76421031e-05, 1.76420652e-05,
       1.76420462e-05, 1.76420368e-05, 1.76420320e-05, 1.76420297e-05,
       1.76420285e-05, 1.76420279e-05, 1.76420276e-05, 1.76420274e-05]), 830: array([2.49053873e-05, 2.31880199e-05, 2.23292095e-05, 2.18997410e-05,
       2.16849751e-05, 2.15775763e-05, 2.15238689e-05, 2.14970113e-05,
       2.14835805e-05, 2.14768641e-05, 2.14735054e-05, 2.14718258e-05,
       2.14709859e-05, 2.14705659e-05, 2.14703559e-05, 2.14702508e-05,
       2.14701983e-05, 2.14701720e-05, 2.14701589e-05, 2.14701523e-05,
       2.14701490e-05, 2.14701474e-05, 2.14701466e-05, 2.14701462e-05,
       2.14701460e-05, 2.14701459e-05, 2.14701458e-05, 2.14701458e-05]), 835: array([6.13110050e-05, 4.89984001e-05, 4.28420643e-05, 3.97638797e-05,
       3.82247791e-05, 3.74552246e-05, 3.70704453e-05, 3.68780546e-05,
       3.67818587e-05, 3.67337605e-05, 3.67097113e-05, 3.66976866e-05,
       3.66916742e-05, 3.66886680e-05, 3.66871649e-05, 3.66864134e-05,
       3.66860376e-05, 3.66858497e-05, 3.66857557e-05, 3.66857088e-05,
       3.66856853e-05, 3.66856735e-05, 3.66856677e-05, 3.66856647e-05,
       3.66856633e-05, 3.66856625e-05, 3.66856622e-05, 3.66856620e-05]), 840: array([2.78108983e-05, 3.03477901e-05, 3.21236122e-05, 3.33666861e-05,
       3.42368369e-05, 3.48459417e-05, 3.52723145e-05, 3.55707752e-05,
       3.57796974e-05, 3.59259427e-05, 3.60283144e-05, 3.60999744e-05,
       3.61501364e-05, 3.61852497e-05, 3.62098290e-05, 3.62270345e-05,
       3.62390784e-05, 3.62475091e-05, 3.62534105e-05, 3.62575415e-05,
       3.62604332e-05, 3.62624574e-05, 3.62638744e-05, 3.62648662e-05,
       3.62655605e-05, 3.62660465e-05, 3.62663867e-05, 3.62666249e-05]), 845: array([1.85321654e-05, 2.12623351e-05, 2.31734491e-05, 2.45112254e-05,
       2.54476664e-05, 2.61031735e-05, 2.65620272e-05, 2.68832240e-05,
       2.71080612e-05, 2.72654469e-05, 2.73756165e-05, 2.74527351e-05,
       2.75067179e-05, 2.75445058e-05, 2.75709573e-05, 2.75894733e-05,
       2.76024344e-05, 2.76115072e-05, 2.76178582e-05, 2.76223038e-05,
       2.76254157e-05, 2.76275941e-05, 2.76291189e-05, 2.76301863e-05,
       2.76309335e-05, 2.76314565e-05, 2.76318226e-05, 2.76320789e-05]), 850: array([7.50713840e-06, 7.75028345e-06, 7.87185604e-06, 7.93264236e-06,
       7.96303553e-06, 7.97823213e-06, 7.98583043e-06, 7.98962958e-06,
       7.99152916e-06, 7.99247895e-06, 7.99295384e-06, 7.99319129e-06,
       7.99331001e-06, 7.99336938e-06, 7.99339906e-06, 7.99341390e-06,
       7.99342132e-06, 7.99342503e-06, 7.99342688e-06, 7.99342781e-06,
       7.99342827e-06, 7.99342851e-06, 7.99342862e-06, 7.99342868e-06,
       7.99342871e-06, 7.99342872e-06, 7.99342873e-06, 7.99342873e-06]), 855: array([1.20753354e-05, 1.19846507e-05, 1.19393083e-05, 1.19166371e-05,
       1.19053015e-05, 1.18996337e-05, 1.18967998e-05, 1.18953829e-05,
       1.18946744e-05, 1.18943202e-05, 1.18941431e-05, 1.18940545e-05,
       1.18940102e-05, 1.18939881e-05, 1.18939770e-05, 1.18939715e-05,
       1.18939687e-05, 1.18939673e-05, 1.18939666e-05, 1.18939663e-05,
       1.18939661e-05, 1.18939660e-05, 1.18939660e-05, 1.18939660e-05,
       1.18939660e-05, 1.18939659e-05, 1.18939659e-05, 1.18939659e-05]), 860: array([9.52910626e-06, 1.07148181e-05, 1.13076739e-05, 1.16041017e-05,
       1.17523156e-05, 1.18264225e-05, 1.18634759e-05, 1.18820026e-05,
       1.18912660e-05, 1.18958977e-05, 1.18982135e-05, 1.18993714e-05,
       1.18999504e-05, 1.19002399e-05, 1.19003846e-05, 1.19004570e-05,
       1.19004932e-05, 1.19005113e-05, 1.19005203e-05, 1.19005248e-05,
       1.19005271e-05, 1.19005282e-05, 1.19005288e-05, 1.19005291e-05,
       1.19005292e-05, 1.19005293e-05, 1.19005293e-05, 1.19005293e-05]), 865: array([7.78933839e-06, 8.04270474e-06, 8.16938799e-06, 8.23272965e-06,
       8.26440050e-06, 8.28023593e-06, 8.28815365e-06, 8.29211251e-06,
       8.29409194e-06, 8.29508166e-06, 8.29557652e-06, 8.29582395e-06,
       8.29594766e-06, 8.29600952e-06, 8.29604045e-06, 8.29605592e-06,
       8.29606365e-06, 8.29606751e-06, 8.29606945e-06, 8.29607041e-06,
       8.29607090e-06, 8.29607114e-06, 8.29607126e-06, 8.29607132e-06,
       8.29607135e-06, 8.29607136e-06, 8.29607137e-06, 8.29607138e-06]), 870: array([8.67612305e-06, 7.89243687e-06, 7.50059384e-06, 7.30467235e-06,
       7.20671162e-06, 7.15773126e-06, 7.13324108e-06, 7.12099600e-06,
       7.11487345e-06, 7.11181218e-06, 7.11028155e-06, 7.10951623e-06,
       7.10913357e-06, 7.10894224e-06, 7.10884658e-06, 7.10879875e-06,
       7.10877483e-06, 7.10876287e-06, 7.10875689e-06, 7.10875390e-06,
       7.10875241e-06, 7.10875166e-06, 7.10875129e-06, 7.10875110e-06,
       7.10875101e-06, 7.10875096e-06, 7.10875094e-06, 7.10875093e-06]), 875: array([2.09200049e-05, 1.49950066e-05, 1.20325048e-05, 1.05512525e-05,
       9.81062575e-06, 9.44031203e-06, 9.25515501e-06, 9.16257641e-06,
       9.11628707e-06, 9.09314238e-06, 9.08157002e-06, 9.07578384e-06,
       9.07289075e-06, 9.07144420e-06, 9.07072092e-06, 9.07035929e-06,
       9.07017847e-06, 9.07008806e-06, 9.07004285e-06, 9.07002025e-06,
       9.07000895e-06, 9.07000330e-06, 9.07000047e-06, 9.06999906e-06,
       9.06999835e-06, 9.06999800e-06, 9.06999782e-06, 9.06999774e-06]), 880: array([6.44284210e-05, 5.62660189e-05, 5.05523048e-05, 4.65526822e-05,
       4.37529305e-05, 4.17930931e-05, 4.04211991e-05, 3.94608679e-05,
       3.87886322e-05, 3.83180645e-05, 3.79886653e-05, 3.77580845e-05,
       3.75966770e-05, 3.74836911e-05, 3.74046006e-05, 3.73492369e-05,
       3.73104821e-05, 3.72833535e-05, 3.72643634e-05, 3.72510703e-05,
       3.72417651e-05, 3.72352514e-05, 3.72306917e-05, 3.72275000e-05,
       3.72252658e-05, 3.72237018e-05, 3.72226070e-05, 3.72218406e-05]), 885: array([3.90716906e-05, 3.93336362e-05, 3.94646108e-05, 3.95300989e-05,
       3.95628435e-05, 3.95792160e-05, 3.95874024e-05, 3.95914956e-05,
       3.95935422e-05, 3.95945656e-05, 3.95950773e-05, 3.95953331e-05,
       3.95954610e-05, 3.95955250e-05, 3.95955570e-05, 3.95955730e-05,
       3.95955809e-05, 3.95955849e-05, 3.95955869e-05, 3.95955879e-05,
       3.95955884e-05, 3.95955887e-05, 3.95955888e-05, 3.95955889e-05,
       3.95955889e-05, 3.95955889e-05, 3.95955889e-05, 3.95955889e-05]), 890: array([2.31254872e-05, 2.58961870e-05, 2.72815375e-05, 2.79742130e-05,
       2.83205509e-05, 2.84937200e-05, 2.85803045e-05, 2.86235968e-05,
       2.86452430e-05, 2.86560661e-05, 2.86614776e-05, 2.86641834e-05,
       2.86655363e-05, 2.86662127e-05, 2.86665510e-05, 2.86667201e-05,
       2.86668046e-05, 2.86668469e-05, 2.86668680e-05, 2.86668786e-05,
       2.86668839e-05, 2.86668865e-05, 2.86668879e-05, 2.86668885e-05,
       2.86668888e-05, 2.86668890e-05, 2.86668891e-05, 2.86668891e-05]), 895: array([4.79599001e-06, 5.05463027e-06, 5.30809763e-06, 5.55649557e-06,
       5.79992546e-06, 6.03848668e-06, 6.27227659e-06, 6.50139063e-06,
       6.72592231e-06, 6.94596328e-06, 7.16160336e-06, 7.37293057e-06,
       7.58003117e-06, 7.78298968e-06, 7.98188896e-06, 8.17681018e-06,
       8.36783292e-06, 8.55503513e-06, 8.73849325e-06, 8.91828213e-06,
       9.09447519e-06, 9.26714432e-06, 9.43636001e-06, 9.60219133e-06,
       9.76470597e-06, 9.92397027e-06, 1.00800492e-05, 1.02330065e-05]), 900: array([8.14169460e-06, 9.36910643e-06, 1.02282942e-05, 1.08297253e-05,
       1.12507269e-05, 1.15454278e-05, 1.17517183e-05, 1.18961215e-05,
       1.19972038e-05, 1.20679613e-05, 1.21174915e-05, 1.21521627e-05,
       1.21764325e-05, 1.21934213e-05, 1.22053135e-05, 1.22136380e-05,
       1.22194652e-05, 1.22235442e-05, 1.22263995e-05, 1.22283982e-05,
       1.22297973e-05, 1.22307767e-05, 1.22314623e-05, 1.22319421e-05,
       1.22322781e-05, 1.22325132e-05, 1.22326778e-05, 1.22327930e-05]), 905: array([8.71611047e-05, 6.90423710e-05, 5.63592534e-05, 4.74810684e-05,
       4.12663369e-05, 3.69160236e-05, 3.38708033e-05, 3.17391484e-05,
       3.02469895e-05, 2.92024780e-05, 2.84713197e-05, 2.79595087e-05,
       2.76012409e-05, 2.73504534e-05, 2.71749021e-05, 2.70520161e-05,
       2.69659959e-05, 2.69057818e-05, 2.68636318e-05, 2.68341269e-05,
       2.68134734e-05, 2.67990160e-05, 2.67888957e-05, 2.67818116e-05,
       2.67768527e-05, 2.67733815e-05, 2.67709516e-05, 2.67692507e-05]), 910: array([7.67786954e-05, 7.27796828e-05, 6.91805706e-05, 6.59413689e-05,
       6.30260866e-05, 6.04023319e-05, 5.80409522e-05, 5.59157099e-05,
       5.40029913e-05, 5.22815442e-05, 5.07322415e-05, 4.93378687e-05,
       4.80829329e-05, 4.69534903e-05, 4.59369918e-05, 4.50221430e-05,
       4.41987788e-05, 4.34577508e-05, 4.27908255e-05, 4.21905926e-05,
       4.16503829e-05, 4.11641940e-05, 4.07266238e-05, 4.03328107e-05,
       3.99783787e-05, 3.96593898e-05, 3.93722998e-05, 3.91139187e-05]), 915: array([3.25154159e-05, 3.42655569e-05, 3.51406291e-05, 3.55781659e-05,
       3.57969348e-05, 3.59063194e-05, 3.59610118e-05, 3.59883580e-05,
       3.60020312e-05, 3.60088678e-05, 3.60122861e-05, 3.60139952e-05,
       3.60148498e-05, 3.60152771e-05, 3.60154908e-05, 3.60155976e-05,
       3.60156510e-05, 3.60156777e-05, 3.60156910e-05, 3.60156977e-05,
       3.60157011e-05, 3.60157027e-05, 3.60157036e-05, 3.60157040e-05,
       3.60157042e-05, 3.60157043e-05, 3.60157044e-05, 3.60157044e-05]), 920: array([6.20394377e-06, 6.67292548e-06, 7.13252620e-06, 7.58293357e-06,
       8.02433150e-06, 8.45690020e-06, 8.88081628e-06, 9.29625281e-06,
       9.70337941e-06, 1.01023623e-05, 1.04933644e-05, 1.08765453e-05,
       1.12520615e-05, 1.16200663e-05, 1.19807099e-05, 1.23341396e-05,
       1.26804997e-05, 1.30199316e-05, 1.33525739e-05, 1.36785624e-05,
       1.39980302e-05, 1.43111077e-05, 1.46179227e-05, 1.49186005e-05,
       1.52132640e-05, 1.55020333e-05, 1.57850264e-05, 1.60623588e-05]), 925: array([3.29592674e-06, 3.63514439e-06, 3.96757746e-06, 4.29336167e-06,
       4.61262997e-06, 4.92551271e-06, 5.23213759e-06, 5.53262978e-06,
       5.82711193e-06, 6.11570425e-06, 6.39852454e-06, 6.67568825e-06,
       6.94730850e-06, 7.21349617e-06, 7.47435992e-06, 7.73000622e-06,
       7.98053944e-06, 8.22606183e-06, 8.46667361e-06, 8.70247301e-06,
       8.93355627e-06, 9.16001771e-06, 9.38194978e-06, 9.59944307e-06,
       9.81258635e-06, 1.00214666e-05, 1.02261692e-05, 1.04267775e-05]), 930: array([4.66406753e-06, 5.45416178e-06, 5.84920914e-06, 6.04673293e-06,
       6.14549488e-06, 6.19487589e-06, 6.21956640e-06, 6.23191167e-06,
       6.23808431e-06, 6.24117063e-06, 6.24271379e-06, 6.24348537e-06,
       6.24387116e-06, 6.24406405e-06, 6.24416050e-06, 6.24420873e-06,
       6.24423284e-06, 6.24424489e-06, 6.24425092e-06, 6.24425394e-06,
       6.24425544e-06, 6.24425620e-06, 6.24425657e-06, 6.24425676e-06,
       6.24425686e-06, 6.24425690e-06, 6.24425693e-06, 6.24425694e-06]), 935: array([1.84503272e-06, 2.12885629e-06, 2.27076805e-06, 2.34172391e-06,
       2.37720184e-06, 2.39494080e-06, 2.40381027e-06, 2.40824501e-06,
       2.41046238e-06, 2.41157106e-06, 2.41212541e-06, 2.41240258e-06,
       2.41254116e-06, 2.41261046e-06, 2.41264510e-06, 2.41266243e-06,
       2.41267109e-06, 2.41267542e-06, 2.41267758e-06, 2.41267867e-06,
       2.41267921e-06, 2.41267948e-06, 2.41267961e-06, 2.41267968e-06,
       2.41267971e-06, 2.41267973e-06, 2.41267974e-06, 2.41267974e-06]), 940: array([2.63087807e-06, 2.53361350e-06, 2.48498122e-06, 2.46066507e-06,
       2.44850700e-06, 2.44242796e-06, 2.43938844e-06, 2.43786868e-06,
       2.43710880e-06, 2.43672886e-06, 2.43653889e-06, 2.43644390e-06,
       2.43639641e-06, 2.43637267e-06, 2.43636079e-06, 2.43635486e-06,
       2.43635189e-06, 2.43635040e-06, 2.43634966e-06, 2.43634929e-06,
       2.43634910e-06, 2.43634901e-06, 2.43634897e-06, 2.43634894e-06,
       2.43634893e-06, 2.43634892e-06, 2.43634892e-06, 2.43634892e-06]), 945: array([1.54843624e-06, 1.64630524e-06, 1.69523979e-06, 1.71970709e-06,
       1.73194076e-06, 1.73805760e-06, 1.74111602e-06, 1.74264523e-06,
       1.74340984e-06, 1.74379214e-06, 1.74398329e-06, 1.74407887e-06,
       1.74412666e-06, 1.74415055e-06, 1.74416250e-06, 1.74416847e-06,
       1.74417146e-06, 1.74417295e-06, 1.74417370e-06, 1.74417407e-06,
       1.74417426e-06, 1.74417435e-06, 1.74417440e-06, 1.74417442e-06,
       1.74417444e-06, 1.74417444e-06, 1.74417444e-06, 1.74417445e-06]), 950: array([6.44376523e-06, 5.10463856e-06, 4.43507512e-06, 4.10029335e-06,
       3.93290244e-06, 3.84920697e-06, 3.80735923e-06, 3.78643535e-06,
       3.77597342e-06, 3.77074245e-06, 3.76812696e-06, 3.76681922e-06,
       3.76616535e-06, 3.76583841e-06, 3.76567494e-06, 3.76559321e-06,
       3.76555234e-06, 3.76553191e-06, 3.76552169e-06, 3.76551658e-06,
       3.76551403e-06, 3.76551275e-06, 3.76551211e-06, 3.76551179e-06,
       3.76551163e-06, 3.76551155e-06, 3.76551151e-06, 3.76551149e-06]), 955: array([4.85486670e-05, 4.03267105e-05, 3.45713383e-05, 3.05425760e-05,
       2.77224410e-05, 2.57483457e-05, 2.43664783e-05, 2.33991707e-05,
       2.27220550e-05, 2.22480739e-05, 2.19162869e-05, 2.16840359e-05,
       2.15214601e-05, 2.14076571e-05, 2.13279949e-05, 2.12722313e-05,
       2.12331968e-05, 2.12058726e-05, 2.11867457e-05, 2.11733568e-05,
       2.11639846e-05, 2.11574241e-05, 2.11528317e-05, 2.11496170e-05,
       2.11473668e-05, 2.11457916e-05, 2.11446889e-05, 2.11439171e-05]), 960: array([1.92126402e-05, 2.07977167e-05, 2.15902581e-05, 2.19865305e-05,
       2.21846675e-05, 2.22837364e-05, 2.23332711e-05, 2.23580385e-05,
       2.23704223e-05, 2.23766142e-05, 2.23797102e-05, 2.23812582e-05,
       2.23820322e-05, 2.23824192e-05, 2.23826127e-05, 2.23827094e-05,
       2.23827578e-05, 2.23827820e-05, 2.23827941e-05, 2.23828001e-05,
       2.23828031e-05, 2.23828046e-05, 2.23828054e-05, 2.23828058e-05,
       2.23828060e-05, 2.23828061e-05, 2.23828061e-05, 2.23828061e-05]), 965: array([6.56453799e-05, 5.12251608e-05, 4.40150087e-05, 4.04099114e-05,
       3.86073521e-05, 3.77060671e-05, 3.72554220e-05, 3.70300981e-05,
       3.69174355e-05, 3.68611038e-05, 3.68329378e-05, 3.68188548e-05,
       3.68118132e-05, 3.68082924e-05, 3.68065320e-05, 3.68056517e-05,
       3.68052116e-05, 3.68049916e-05, 3.68048816e-05, 3.68048265e-05,
       3.68047990e-05, 3.68047853e-05, 3.68047784e-05, 3.68047750e-05,
       3.68047732e-05, 3.68047724e-05, 3.68047720e-05, 3.68047717e-05]), 970: array([0.00035445, 0.00032949, 0.00030702, 0.0002868 , 0.0002686 ,
       0.00025222, 0.00023748, 0.00022422, 0.00021227, 0.00020153,
       0.00019186, 0.00018315, 0.00017532, 0.00016827, 0.00016192,
       0.00015621, 0.00015107, 0.00014644, 0.00014228, 0.00013853,
       0.00013516, 0.00013213, 0.00012939, 0.00012693, 0.00012472,
       0.00012273, 0.00012094, 0.00011933]), 975: array([0.00038569, 0.0003269 , 0.00028398, 0.00025265, 0.00022977,
       0.00021308, 0.00020089, 0.00019199, 0.00018549, 0.00018075,
       0.00017729, 0.00017476, 0.00017292, 0.00017157, 0.00017059,
       0.00016987, 0.00016935, 0.00016896, 0.00016869, 0.00016848,
       0.00016833, 0.00016822, 0.00016814, 0.00016809, 0.00016804,
       0.00016801, 0.00016799, 0.00016797]), 980: array([0.00014396, 0.00015295, 0.00015924, 0.00016365, 0.00016673,
       0.00016889, 0.0001704 , 0.00017146, 0.0001722 , 0.00017272,
       0.00017308, 0.00017333, 0.00017351, 0.00017364, 0.00017372,
       0.00017378, 0.00017383, 0.00017386, 0.00017388, 0.00017389,
       0.0001739 , 0.00017391, 0.00017391, 0.00017392, 0.00017392,
       0.00017392, 0.00017392, 0.00017392]), 985: array([5.97886438e-05, 7.10793114e-05, 7.89827542e-05, 8.45151472e-05,
       8.83878103e-05, 9.10986660e-05, 9.29962592e-05, 9.43245703e-05,
       9.52543853e-05, 9.59052537e-05, 9.63608602e-05, 9.66797837e-05,
       9.69030295e-05, 9.70593011e-05, 9.71686909e-05, 9.72452635e-05,
       9.72988641e-05, 9.73363845e-05, 9.73626486e-05, 9.73810335e-05,
       9.73939029e-05, 9.74029114e-05, 9.74092173e-05, 9.74136315e-05,
       9.74167214e-05, 9.74188843e-05, 9.74203983e-05, 9.74214581e-05]), 990: array([2.53129272e-05, 2.43399332e-05, 2.36588386e-05, 2.31820732e-05,
       2.28483380e-05, 2.26147238e-05, 2.24511941e-05, 2.23367236e-05,
       2.22565943e-05, 2.22005039e-05, 2.21612407e-05, 2.21337565e-05,
       2.21145176e-05, 2.21010504e-05, 2.20916234e-05, 2.20850245e-05,
       2.20804052e-05, 2.20771718e-05, 2.20749084e-05, 2.20733240e-05,
       2.20722149e-05, 2.20714386e-05, 2.20708951e-05, 2.20705147e-05,
       2.20702484e-05, 2.20700620e-05, 2.20699316e-05, 2.20698402e-05]), 995: array([4.31779793e-05, 3.59948748e-05, 3.09666947e-05, 2.74469636e-05,
       2.49831485e-05, 2.32584755e-05, 2.20512027e-05, 2.12061105e-05,
       2.06145452e-05, 2.02004489e-05, 1.99105811e-05, 1.97076733e-05,
       1.95656377e-05, 1.94662126e-05, 1.93966150e-05, 1.93478965e-05,
       1.93137936e-05, 1.92899215e-05, 1.92732110e-05, 1.92615136e-05,
       1.92533255e-05, 1.92475938e-05, 1.92435815e-05, 1.92407730e-05,
       1.92388070e-05, 1.92374308e-05, 1.92364675e-05, 1.92357931e-05]), 1000: array([1.11278379e-04, 1.03927379e-04, 9.73114781e-05, 9.13571652e-05,
       8.59982821e-05, 8.11752858e-05, 7.68345879e-05, 7.29279587e-05,
       6.94119913e-05, 6.62476198e-05, 6.33996845e-05, 6.08365421e-05,
       5.85297132e-05, 5.64535666e-05, 5.45850341e-05, 5.29033543e-05,
       5.13898421e-05, 5.00276807e-05, 4.88017351e-05, 4.76983837e-05,
       4.67053672e-05, 4.58116520e-05, 4.50073082e-05, 4.42833985e-05,
       4.36318796e-05, 4.30455124e-05, 4.25177818e-05, 4.20428241e-05]), 1005: array([0.00026684, 0.00025044, 0.00023568, 0.0002224 , 0.00021044,
       0.00019968, 0.00018999, 0.00018127, 0.00017342, 0.00016636,
       0.00016   , 0.00015428, 0.00014913, 0.00014449, 0.00014032,
       0.00013656, 0.00013318, 0.00013013, 0.00012739, 0.00012493,
       0.00012271, 0.00012071, 0.00011891, 0.00011729, 0.00011584,
       0.00011452, 0.00011334, 0.00011228]), 1010: array([0.00015685, 0.00015011, 0.00014673, 0.00014504, 0.0001442 ,
       0.00014378, 0.00014357, 0.00014346, 0.00014341, 0.00014338,
       0.00014337, 0.00014336, 0.00014336, 0.00014336, 0.00014336,
       0.00014336, 0.00014336, 0.00014336, 0.00014336, 0.00014336,
       0.00014336, 0.00014336, 0.00014336, 0.00014336, 0.00014336,
       0.00014336, 0.00014336, 0.00014336]), 1015: array([0.00024531, 0.00022943, 0.00021787, 0.00020946, 0.00020333,
       0.00019887, 0.00019562, 0.00019326, 0.00019154, 0.00019029,
       0.00018937, 0.00018871, 0.00018823, 0.00018787, 0.00018762,
       0.00018743, 0.0001873 , 0.0001872 , 0.00018713, 0.00018707,
       0.00018704, 0.00018701, 0.00018699, 0.00018697, 0.00018696,
       0.00018695, 0.00018695, 0.00018694]), 1020: array([0.00011292, 0.00012402, 0.00012956, 0.00013234, 0.00013372,
       0.00013442, 0.00013476, 0.00013494, 0.00013502, 0.00013507,
       0.00013509, 0.0001351 , 0.00013511, 0.00013511, 0.00013511,
       0.00013511, 0.00013511, 0.00013511, 0.00013511, 0.00013511,
       0.00013511, 0.00013511, 0.00013511, 0.00013511, 0.00013511,
       0.00013511, 0.00013511, 0.00013511]), 1025: array([0.00070104, 0.00063519, 0.00057746, 0.00052685, 0.00048248,
       0.00044359, 0.00040949, 0.0003796 , 0.0003534 , 0.00033042,
       0.00031029, 0.00029263, 0.00027716, 0.00026359, 0.0002517 ,
       0.00024127, 0.00023213, 0.00022412, 0.00021709, 0.00021093,
       0.00020554, 0.0002008 , 0.00019665, 0.00019302, 0.00018983,
       0.00018703, 0.00018458, 0.00018244]), 1030: array([0.00016149, 0.00016972, 0.00017548, 0.00017951, 0.00018233,
       0.00018431, 0.00018569, 0.00018666, 0.00018734, 0.00018781,
       0.00018815, 0.00018838, 0.00018854, 0.00018865, 0.00018873,
       0.00018879, 0.00018883, 0.00018886, 0.00018888, 0.00018889,
       0.0001889 , 0.0001889 , 0.00018891, 0.00018891, 0.00018891,
       0.00018892, 0.00018892, 0.00018892]), 1035: array([0.00010683, 0.00011667, 0.00012356, 0.00012838, 0.00013176,
       0.00013412, 0.00013577, 0.00013693, 0.00013774, 0.00013831,
       0.00013871, 0.00013898, 0.00013918, 0.00013932, 0.00013941,
       0.00013948, 0.00013952, 0.00013956, 0.00013958, 0.0001396 ,
       0.00013961, 0.00013962, 0.00013962, 0.00013962, 0.00013963,
       0.00013963, 0.00013963, 0.00013963]), 1040: array([8.01267816e-05, 7.79510945e-05, 7.59929803e-05, 7.42306813e-05,
       7.26446156e-05, 7.12171596e-05, 6.99324519e-05, 6.87762175e-05,
       6.77356088e-05, 6.67990629e-05, 6.59561735e-05, 6.51975746e-05,
       6.45148371e-05, 6.39003747e-05, 6.33473596e-05, 6.28496472e-05,
       6.24017070e-05, 6.19985616e-05, 6.16357316e-05, 6.13091853e-05,
       6.10152942e-05, 6.07507928e-05, 6.05127421e-05, 6.02984969e-05,
       6.01056766e-05, 5.99321388e-05, 5.97759550e-05, 5.96353900e-05]), 1045: array([7.84661667e-05, 6.97053368e-05, 6.35727432e-05, 5.92799188e-05,
       5.62749354e-05, 5.41714427e-05, 5.26989947e-05, 5.16682790e-05,
       5.09467766e-05, 5.04417238e-05, 5.00881861e-05, 4.98407092e-05,
       4.96674750e-05, 4.95462108e-05, 4.94613257e-05, 4.94019060e-05,
       4.93603121e-05, 4.93311964e-05, 4.93108153e-05, 4.92965485e-05,
       4.92865617e-05, 4.92795710e-05, 4.92746774e-05, 4.92712520e-05,
       4.92688541e-05, 4.92671756e-05, 4.92660007e-05, 4.92651782e-05]), 1050: array([1.18554184e-04, 1.11690278e-04, 1.05512749e-04, 9.99529612e-05,
       9.49491406e-05, 9.04456922e-05, 8.63925795e-05, 8.27447700e-05,
       7.94617342e-05, 7.65069954e-05, 7.38477245e-05, 7.14543754e-05,
       6.93003565e-05, 6.73617351e-05, 6.56169720e-05, 6.40466817e-05,
       6.26334173e-05, 6.13614765e-05, 6.02167273e-05, 5.91864507e-05,
       5.82591996e-05, 5.74246719e-05, 5.66735952e-05, 5.59976247e-05,
       5.53892499e-05, 5.48417114e-05, 5.43489256e-05, 5.39054174e-05]), 1055: array([4.29145286e-05, 4.35867138e-05, 4.41916782e-05, 4.47361442e-05,
       4.52261618e-05, 4.56671760e-05, 4.60640873e-05, 4.64213062e-05,
       4.67428020e-05, 4.70321472e-05, 4.72925569e-05, 4.75269248e-05,
       4.77378551e-05, 4.79276917e-05, 4.80985440e-05, 4.82523105e-05,
       4.83906999e-05, 4.85152499e-05, 4.86273444e-05, 4.87282291e-05,
       4.88190251e-05, 4.89007411e-05, 4.89742853e-05, 4.90404748e-05,
       4.91000451e-05, 4.91536582e-05, 4.92019098e-05, 4.92453361e-05]), 1060: array([1.75447554e-05, 2.03352705e-05, 2.22886289e-05, 2.36559782e-05,
       2.46131216e-05, 2.52831212e-05, 2.57521204e-05, 2.60804194e-05,
       2.63102285e-05, 2.64710947e-05, 2.65837009e-05, 2.66625251e-05,
       2.67177020e-05, 2.67563258e-05, 2.67833625e-05, 2.68022881e-05,
       2.68155360e-05, 2.68248095e-05, 2.68313010e-05, 2.68358450e-05,
       2.68390258e-05, 2.68412524e-05, 2.68428110e-05, 2.68439020e-05,
       2.68446657e-05, 2.68452003e-05, 2.68455745e-05, 2.68458365e-05]), 1065: array([1.63012187e-05, 1.53343026e-05, 1.48508431e-05, 1.46091126e-05,
       1.44882470e-05, 1.44278141e-05, 1.43975975e-05, 1.43824892e-05,
       1.43749350e-05, 1.43711579e-05, 1.43692693e-05, 1.43683250e-05,
       1.43678529e-05, 1.43676168e-05, 1.43674988e-05, 1.43674398e-05,
       1.43674102e-05, 1.43673955e-05, 1.43673881e-05, 1.43673844e-05,
       1.43673826e-05, 1.43673817e-05, 1.43673812e-05, 1.43673810e-05,
       1.43673809e-05, 1.43673808e-05, 1.43673808e-05, 1.43673808e-05]), 1070: array([3.04171331e-05, 2.82301080e-05, 2.66991894e-05, 2.56275457e-05,
       2.48773947e-05, 2.43522886e-05, 2.39847141e-05, 2.37274118e-05,
       2.35473001e-05, 2.34212218e-05, 2.33329670e-05, 2.32711885e-05,
       2.32279436e-05, 2.31976721e-05, 2.31764821e-05, 2.31616490e-05,
       2.31512659e-05, 2.31439977e-05, 2.31389100e-05, 2.31353485e-05,
       2.31328555e-05, 2.31311104e-05, 2.31298889e-05, 2.31290338e-05,
       2.31284352e-05, 2.31280162e-05, 2.31277229e-05, 2.31275176e-05]), 1075: array([1.76967657e-05, 2.00251570e-05, 2.16550321e-05, 2.27959456e-05,
       2.35945857e-05, 2.41536342e-05, 2.45449684e-05, 2.48189026e-05,
       2.50106567e-05, 2.51448846e-05, 2.52388443e-05, 2.53046161e-05,
       2.53506564e-05, 2.53828846e-05, 2.54054444e-05, 2.54212362e-05,
       2.54322906e-05, 2.54400286e-05, 2.54454452e-05, 2.54492368e-05,
       2.54518910e-05, 2.54537489e-05, 2.54550494e-05, 2.54559598e-05,
       2.54565971e-05, 2.54570431e-05, 2.54573554e-05, 2.54575740e-05]), 1080: array([1.27575937e-05, 1.37989549e-05, 1.45279061e-05, 1.50381709e-05,
       1.53953554e-05, 1.56453841e-05, 1.58204038e-05, 1.59429173e-05,
       1.60286766e-05, 1.60887079e-05, 1.61307298e-05, 1.61601450e-05,
       1.61807357e-05, 1.61951491e-05, 1.62052384e-05, 1.62123010e-05,
       1.62172447e-05, 1.62207054e-05, 1.62231278e-05, 1.62248235e-05,
       1.62260105e-05, 1.62268414e-05, 1.62274230e-05, 1.62278301e-05,
       1.62281151e-05, 1.62283146e-05, 1.62284543e-05, 1.62285520e-05]), 1085: array([4.12754827e-05, 3.26163027e-05, 2.65548755e-05, 2.23118757e-05,
       1.93417753e-05, 1.72627046e-05, 1.58073549e-05, 1.47886098e-05,
       1.40754882e-05, 1.35763030e-05, 1.32268732e-05, 1.29822724e-05,
       1.28110517e-05, 1.26911972e-05, 1.26072991e-05, 1.25485704e-05,
       1.25074603e-05, 1.24786832e-05, 1.24585392e-05, 1.24444385e-05,
       1.24345679e-05, 1.24276585e-05, 1.24228220e-05, 1.24194364e-05,
       1.24170665e-05, 1.24154075e-05, 1.24142463e-05, 1.24134334e-05]), 1090: array([1.48007164e-04, 1.37080697e-04, 1.27246875e-04, 1.18396434e-04,
       1.10431036e-04, 1.03262176e-04, 9.68102008e-05, 9.10034224e-05,
       8.57773209e-05, 8.10738288e-05, 7.68406852e-05, 7.30308553e-05,
       6.96020078e-05, 6.65160445e-05, 6.37386771e-05, 6.12390460e-05,
       5.89893776e-05, 5.69646758e-05, 5.51424438e-05, 5.35024347e-05,
       5.20264263e-05, 5.06980185e-05, 4.95024513e-05, 4.84264406e-05,
       4.74580308e-05, 4.65864619e-05, 4.58020497e-05, 4.50960786e-05]), 1095: array([8.01979684e-05, 7.21009193e-05, 6.64329687e-05, 6.24653918e-05,
       5.96880800e-05, 5.77439562e-05, 5.63830656e-05, 5.54304395e-05,
       5.47635992e-05, 5.42968097e-05, 5.39700561e-05, 5.37413280e-05,
       5.35812178e-05, 5.34691403e-05, 5.33906859e-05, 5.33357676e-05,
       5.32973247e-05, 5.32704146e-05, 5.32515775e-05, 5.32383915e-05,
       5.32291612e-05, 5.32227000e-05, 5.32181772e-05, 5.32150112e-05,
       5.32127950e-05, 5.32112436e-05, 5.32101577e-05, 5.32093975e-05]), 1100: array([4.83064880e-05, 4.99435601e-05, 5.07623463e-05, 5.11718645e-05,
       5.13766862e-05, 5.14791283e-05, 5.15303650e-05, 5.15559912e-05,
       5.15688082e-05, 5.15752187e-05, 5.15784249e-05, 5.15800285e-05,
       5.15808306e-05, 5.15812317e-05, 5.15814323e-05, 5.15815327e-05,
       5.15815829e-05, 5.15816080e-05, 5.15816205e-05, 5.15816268e-05,
       5.15816299e-05, 5.15816315e-05, 5.15816323e-05, 5.15816327e-05,
       5.15816329e-05, 5.15816330e-05, 5.15816330e-05, 5.15816331e-05]), 1105: array([2.53747763e-05, 2.93882011e-05, 3.21975892e-05, 3.41641544e-05,
       3.55407456e-05, 3.65043563e-05, 3.71788816e-05, 3.76510477e-05,
       3.79815630e-05, 3.82129229e-05, 3.83748743e-05, 3.84882399e-05,
       3.85675956e-05, 3.86231443e-05, 3.86620284e-05, 3.86892471e-05,
       3.87083001e-05, 3.87216372e-05, 3.87309732e-05, 3.87375083e-05,
       3.87420829e-05, 3.87452851e-05, 3.87475266e-05, 3.87490957e-05,
       3.87501940e-05, 3.87509628e-05, 3.87515010e-05, 3.87518778e-05]), 1110: array([1.28305104e-05, 1.43788491e-05, 1.51530018e-05, 1.55400697e-05,
       1.57335995e-05, 1.58303623e-05, 1.58787426e-05, 1.59029323e-05,
       1.59150269e-05, 1.59210740e-05, 1.59240975e-05, 1.59256092e-05,
       1.59263651e-05, 1.59267430e-05, 1.59269320e-05, 1.59270264e-05,
       1.59270737e-05, 1.59270973e-05, 1.59271091e-05, 1.59271150e-05,
       1.59271180e-05, 1.59271194e-05, 1.59271202e-05, 1.59271205e-05,
       1.59271207e-05, 1.59271208e-05, 1.59271209e-05, 1.59271209e-05]), 1115: array([4.06880876e-05, 2.94413548e-05, 2.38179772e-05, 2.10062827e-05,
       1.96004327e-05, 1.88975063e-05, 1.85460423e-05, 1.83703100e-05,
       1.82824437e-05, 1.82385105e-05, 1.82165438e-05, 1.82055604e-05,
       1.82000687e-05, 1.81973229e-05, 1.81959500e-05, 1.81952635e-05,
       1.81949203e-05, 1.81947486e-05, 1.81946628e-05, 1.81946199e-05,
       1.81945985e-05, 1.81945878e-05, 1.81945824e-05, 1.81945797e-05,
       1.81945784e-05, 1.81945777e-05, 1.81945774e-05, 1.81945772e-05]), 1120: array([4.53927389e-05, 4.07081596e-05, 3.74289512e-05, 3.51335033e-05,
       3.35266884e-05, 3.24019169e-05, 3.16145762e-05, 3.10634372e-05,
       3.06776396e-05, 3.04075810e-05, 3.02185398e-05, 3.00862109e-05,
       2.99935806e-05, 2.99287393e-05, 2.98833503e-05, 2.98515780e-05,
       2.98293374e-05, 2.98137690e-05, 2.98028710e-05, 2.97952425e-05,
       2.97899025e-05, 2.97861645e-05, 2.97835479e-05, 2.97817163e-05,
       2.97804341e-05, 2.97795366e-05, 2.97789084e-05, 2.97784686e-05]), 1125: array([2.83466251e-05, 3.01784553e-05, 3.14607371e-05, 3.23583347e-05,
       3.29866534e-05, 3.34264766e-05, 3.37343531e-05, 3.39498667e-05,
       3.41007263e-05, 3.42063280e-05, 3.42802493e-05, 3.43319942e-05,
       3.43682157e-05, 3.43935707e-05, 3.44113192e-05, 3.44237432e-05,
       3.44324400e-05, 3.44385278e-05, 3.44427892e-05, 3.44457722e-05,
       3.44478603e-05, 3.44493220e-05, 3.44503451e-05, 3.44510614e-05,
       3.44515627e-05, 3.44519137e-05, 3.44521593e-05, 3.44523313e-05]), 1130: array([4.11277118e-05, 3.91753622e-05, 3.81991859e-05, 3.77110970e-05,
       3.74670522e-05, 3.73450296e-05, 3.72840182e-05, 3.72535125e-05,
       3.72382596e-05, 3.72306331e-05, 3.72268199e-05, 3.72249133e-05,
       3.72239600e-05, 3.72234833e-05, 3.72232450e-05, 3.72231258e-05,
       3.72230662e-05, 3.72230365e-05, 3.72230216e-05, 3.72230141e-05,
       3.72230104e-05, 3.72230085e-05, 3.72230076e-05, 3.72230071e-05,
       3.72230069e-05, 3.72230068e-05, 3.72230067e-05, 3.72230067e-05]), 1135: array([2.65899922e-05, 3.16565495e-05, 3.41898346e-05, 3.54564803e-05,
       3.60898047e-05, 3.64064678e-05, 3.65647997e-05, 3.66439658e-05,
       3.66835490e-05, 3.67033406e-05, 3.67132365e-05, 3.67181844e-05,
       3.67206584e-05, 3.67218954e-05, 3.67225139e-05, 3.67228231e-05,
       3.67229777e-05, 3.67230551e-05, 3.67230937e-05, 3.67231130e-05,
       3.67231227e-05, 3.67231275e-05, 3.67231299e-05, 3.67231312e-05,
       3.67231318e-05, 3.67231321e-05, 3.67231322e-05, 3.67231323e-05]), 1140: array([1.83155296e-05, 2.01983871e-05, 2.18929557e-05, 2.34180645e-05,
       2.47906598e-05, 2.60259933e-05, 2.71377913e-05, 2.81384076e-05,
       2.90389605e-05, 2.98494567e-05, 3.05789018e-05, 3.12354012e-05,
       3.18262495e-05, 3.23580120e-05, 3.28365973e-05, 3.32673233e-05,
       3.36549759e-05, 3.40038626e-05, 3.43178601e-05, 3.46004572e-05,
       3.48547942e-05, 3.50836970e-05, 3.52897092e-05, 3.54751198e-05,
       3.56419890e-05, 3.57921710e-05, 3.59273346e-05, 3.60489815e-05]), 1145: array([2.45005983e-04, 2.26606559e-04, 2.10047073e-04, 1.95143531e-04,
       1.81730338e-04, 1.69658461e-04, 1.58793769e-04, 1.49015542e-04,
       1.40215136e-04, 1.32294767e-04, 1.25166433e-04, 1.18750931e-04,
       1.12976977e-04, 1.07780416e-04, 1.03103511e-04, 9.88942942e-05,
       9.51059981e-05, 9.16965306e-05, 8.86280089e-05, 8.58663384e-05,
       8.33808343e-05, 8.11438798e-05, 7.91306201e-05, 7.73186859e-05,
       7.56879445e-05, 7.42202768e-05, 7.28993755e-05, 7.17105639e-05]), 1150: array([0.00020715, 0.00017646, 0.00015498, 0.00013995, 0.00012942,
       0.00012205, 0.00011689, 0.00011328, 0.00011075, 0.00010898,
       0.00010774, 0.00010688, 0.00010627, 0.00010584, 0.00010555,
       0.00010534, 0.00010519, 0.00010509, 0.00010502, 0.00010497,
       0.00010493, 0.00010491, 0.00010489, 0.00010488, 0.00010487,
       0.00010487, 0.00010486, 0.00010486]), 1155: array([0.00010977, 0.00011695, 0.00012053, 0.00012233, 0.00012322,
       0.00012367, 0.00012389, 0.00012401, 0.00012406, 0.00012409,
       0.0001241 , 0.00012411, 0.00012411, 0.00012412, 0.00012412,
       0.00012412, 0.00012412, 0.00012412, 0.00012412, 0.00012412,
       0.00012412, 0.00012412, 0.00012412, 0.00012412, 0.00012412,
       0.00012412, 0.00012412, 0.00012412]), 1160: array([3.14936831e-05, 3.71968212e-05, 4.23296176e-05, 4.69491093e-05,
       5.11066293e-05, 5.48483771e-05, 5.82159318e-05, 6.12467146e-05,
       6.39744044e-05, 6.64293118e-05, 6.86387166e-05, 7.06271701e-05,
       7.24167685e-05, 7.40273984e-05, 7.54769574e-05, 7.67815535e-05,
       7.79556836e-05, 7.90123949e-05, 7.99634300e-05, 8.08193569e-05,
       8.15896870e-05, 8.22829802e-05, 8.29069408e-05, 8.34685023e-05,
       8.39739049e-05, 8.44287647e-05, 8.48381364e-05, 8.52065689e-05]), 1165: array([5.66010266e-06, 6.38383156e-06, 7.09308512e-06, 7.78815285e-06,
       8.46931848e-06, 9.13686007e-06, 9.79105011e-06, 1.04321556e-05,
       1.10604384e-05, 1.16761548e-05, 1.22795562e-05, 1.28708890e-05,
       1.34503945e-05, 1.40183092e-05, 1.45748650e-05, 1.51202892e-05,
       1.56548042e-05, 1.61786284e-05, 1.66919756e-05, 1.71950552e-05,
       1.76880727e-05, 1.81712294e-05, 1.86447224e-05, 1.91087450e-05,
       1.95634867e-05, 2.00091330e-05, 2.04458660e-05, 2.08738638e-05]), 1170: array([7.68067675e-06, 7.63908665e-06, 7.60165556e-06, 7.56796758e-06,
       7.53764840e-06, 7.51036114e-06, 7.48580260e-06, 7.46369992e-06,
       7.44380750e-06, 7.42590432e-06, 7.40979147e-06, 7.39528990e-06,
       7.38223848e-06, 7.37049221e-06, 7.35992056e-06, 7.35040608e-06,
       7.34184305e-06, 7.33413632e-06, 7.32720026e-06, 7.32095781e-06,
       7.31533960e-06, 7.31028321e-06, 7.30573247e-06, 7.30163679e-06,
       7.29795069e-06, 7.29463319e-06, 7.29164745e-06, 7.28896028e-06]), 1175: array([2.80488127e-05, 2.04302346e-05, 1.66209467e-05, 1.47163034e-05,
       1.37639820e-05, 1.32878214e-05, 1.30497412e-05, 1.29307012e-05,
       1.28711812e-05, 1.28414212e-05, 1.28265412e-05, 1.28191012e-05,
       1.28153812e-05, 1.28135212e-05, 1.28125912e-05, 1.28121262e-05,
       1.28118937e-05, 1.28117774e-05, 1.28117193e-05, 1.28116902e-05,
       1.28116757e-05, 1.28116684e-05, 1.28116648e-05, 1.28116630e-05,
       1.28116621e-05, 1.28116616e-05, 1.28116614e-05, 1.28116613e-05]), 1180: array([2.59672909e-05, 2.24389940e-05, 2.06748159e-05, 1.97927120e-05,
       1.93516527e-05, 1.91311193e-05, 1.90208507e-05, 1.89657155e-05,
       1.89381474e-05, 1.89243632e-05, 1.89174709e-05, 1.89140247e-05,
       1.89123016e-05, 1.89114401e-05, 1.89110093e-05, 1.89107939e-05,
       1.89106862e-05, 1.89106323e-05, 1.89106054e-05, 1.89105919e-05,
       1.89105852e-05, 1.89105818e-05, 1.89105801e-05, 1.89105793e-05,
       1.89105789e-05, 1.89105787e-05, 1.89105786e-05, 1.89105785e-05]), 1185: array([9.61770907e-06, 1.47321603e-05, 1.76921642e-05, 1.94052753e-05,
       2.03967434e-05, 2.09705585e-05, 2.13026557e-05, 2.14948580e-05,
       2.16060956e-05, 2.16704747e-05, 2.17077343e-05, 2.17292984e-05,
       2.17417787e-05, 2.17490017e-05, 2.17531820e-05, 2.17556014e-05,
       2.17570016e-05, 2.17578120e-05, 2.17582810e-05, 2.17585525e-05,
       2.17587096e-05, 2.17588005e-05, 2.17588531e-05, 2.17588836e-05,
       2.17589012e-05, 2.17589114e-05, 2.17589173e-05, 2.17589207e-05]), 1190: array([6.88027220e-05, 5.17684034e-05, 4.32512110e-05, 3.89925982e-05,
       3.68632836e-05, 3.57986221e-05, 3.52662893e-05, 3.50001219e-05,
       3.48670377e-05, 3.48004953e-05, 3.47672240e-05, 3.47505882e-05,
       3.47422703e-05, 3.47381114e-05, 3.47360319e-05, 3.47349921e-05,
       3.47344723e-05, 3.47342123e-05, 3.47340824e-05, 3.47340174e-05,
       3.47339849e-05, 3.47339686e-05, 3.47339605e-05, 3.47339564e-05,
       3.47339544e-05, 3.47339534e-05, 3.47339529e-05, 3.47339526e-05]), 1195: array([3.87353225e-05, 4.27186810e-05, 4.47103715e-05, 4.57062224e-05,
       4.62041507e-05, 4.64531162e-05, 4.65775997e-05, 4.66398418e-05,
       4.66709630e-05, 4.66865237e-05, 4.66943041e-05, 4.66981943e-05,
       4.67001395e-05, 4.67011120e-05, 4.67015983e-05, 4.67018415e-05,
       4.67019630e-05, 4.67020238e-05, 4.67020542e-05, 4.67020694e-05,
       4.67020770e-05, 4.67020808e-05, 4.67020827e-05, 4.67020837e-05,
       4.67020841e-05, 4.67020844e-05, 4.67020845e-05, 4.67020845e-05]), 1200: array([3.25535824e-05, 3.69470047e-05, 3.91437253e-05, 4.02420903e-05,
       4.07912752e-05, 4.10658688e-05, 4.12031662e-05, 4.12718152e-05,
       4.13061399e-05, 4.13233023e-05, 4.13318835e-05, 4.13361741e-05,
       4.13383195e-05, 4.13393921e-05, 4.13399285e-05, 4.13401966e-05,
       4.13403307e-05, 4.13403978e-05, 4.13404313e-05, 4.13404480e-05,
       4.13404564e-05, 4.13404606e-05, 4.13404627e-05, 4.13404638e-05,
       4.13404643e-05, 4.13404645e-05, 4.13404647e-05, 4.13404647e-05]), 1205: array([6.86033584e-06, 7.38349721e-06, 7.89619500e-06, 8.39863850e-06,
       8.89103279e-06, 9.37357887e-06, 9.84647370e-06, 1.03099103e-05,
       1.07640779e-05, 1.12091618e-05, 1.16453438e-05, 1.20728018e-05,
       1.24917104e-05, 1.29022405e-05, 1.33045598e-05, 1.36988324e-05,
       1.40852193e-05, 1.44638782e-05, 1.48349637e-05, 1.51986272e-05,
       1.55550172e-05, 1.59042791e-05, 1.62465556e-05, 1.65819864e-05,
       1.69107082e-05, 1.72328555e-05, 1.75485596e-05, 1.78579494e-05]), 1210: array([4.45162963e-05, 3.66403698e-05, 3.27023980e-05, 3.07334078e-05,
       2.97489106e-05, 2.92566609e-05, 2.90105355e-05, 2.88874726e-05,
       2.88259410e-05, 2.87951751e-05, 2.87797921e-05, 2.87721006e-05,
       2.87682549e-05, 2.87663320e-05, 2.87653705e-05, 2.87648898e-05,
       2.87646495e-05, 2.87645293e-05, 2.87644692e-05, 2.87644391e-05,
       2.87644241e-05, 2.87644166e-05, 2.87644128e-05, 2.87644110e-05,
       2.87644100e-05, 2.87644096e-05, 2.87644093e-05, 2.87644092e-05]), 1215: array([2.63308202e-05, 2.63056473e-05, 2.62829916e-05, 2.62626014e-05,
       2.62442503e-05, 2.62277342e-05, 2.62128697e-05, 2.61994917e-05,
       2.61874514e-05, 2.61766152e-05, 2.61668626e-05, 2.61580852e-05,
       2.61501855e-05, 2.61430758e-05, 2.61366771e-05, 2.61309182e-05,
       2.61257352e-05, 2.61210705e-05, 2.61168723e-05, 2.61130939e-05,
       2.61096933e-05, 2.61066328e-05, 2.61038783e-05, 2.61013993e-05,
       2.60991681e-05, 2.60971601e-05, 2.60953529e-05, 2.60937264e-05]), 1220: array([3.40226860e-05, 3.38032160e-05, 3.36495869e-05, 3.35420465e-05,
       3.34667681e-05, 3.34140733e-05, 3.33771868e-05, 3.33513663e-05,
       3.33332920e-05, 3.33206399e-05, 3.33117834e-05, 3.33055839e-05,
       3.33012443e-05, 3.32982065e-05, 3.32960801e-05, 3.32945916e-05,
       3.32935496e-05, 3.32928202e-05, 3.32923097e-05, 3.32919523e-05,
       3.32917021e-05, 3.32915270e-05, 3.32914044e-05, 3.32913186e-05,
       3.32912585e-05, 3.32912165e-05, 3.32911870e-05, 3.32911664e-05]), 1225: array([6.63529751e-05, 6.42983376e-05, 6.24491645e-05, 6.07849094e-05,
       5.92870804e-05, 5.79390348e-05, 5.67257942e-05, 5.56338782e-05,
       5.46511541e-05, 5.37667028e-05, 5.29706969e-05, 5.22542918e-05,
       5.16095276e-05, 5.10292400e-05, 5.05069813e-05, 5.00369487e-05,
       4.96139195e-05, 4.92331934e-05, 4.88905401e-05, 4.85821522e-05,
       4.83046032e-05, 4.80548091e-05, 4.78299946e-05, 4.76276616e-05,
       4.74455620e-05, 4.72816724e-05, 4.71341718e-05, 4.70014214e-05]), 1230: array([7.08253311e-05, 6.88653993e-05, 6.71014647e-05, 6.55139272e-05,
       6.40851467e-05, 6.27992471e-05, 6.16419401e-05, 6.06003661e-05,
       5.96629517e-05, 5.88192806e-05, 5.80599783e-05, 5.73766078e-05,
       5.67615758e-05, 5.62080482e-05, 5.57098745e-05, 5.52615191e-05,
       5.48580003e-05, 5.44948341e-05, 5.41679853e-05, 5.38738220e-05,
       5.36090757e-05, 5.33708045e-05, 5.31563609e-05, 5.29633621e-05,
       5.27896636e-05, 5.26333353e-05, 5.24926402e-05, 5.23660148e-05]), 1235: array([3.43193697e-05, 3.24139871e-05, 3.10802254e-05, 3.01465966e-05,
       2.94930595e-05, 2.90355856e-05, 2.87153554e-05, 2.84911953e-05,
       2.83342839e-05, 2.82244465e-05, 2.81475606e-05, 2.80937408e-05,
       2.80560671e-05, 2.80296956e-05, 2.80112357e-05, 2.79983138e-05,
       2.79892685e-05, 2.79829368e-05, 2.79785046e-05, 2.79754021e-05,
       2.79732304e-05, 2.79717102e-05, 2.79706461e-05, 2.79699012e-05,
       2.79693798e-05, 2.79690148e-05, 2.79687593e-05, 2.79685804e-05]), 1240: array([2.10337598e-05, 2.05435505e-05, 2.02984449e-05, 2.01758917e-05,
       2.01146149e-05, 2.00839764e-05, 2.00686571e-05, 2.00609974e-05,
       2.00571675e-05, 2.00552526e-05, 2.00542951e-05, 2.00538164e-05,
       2.00535770e-05, 2.00534573e-05, 2.00533975e-05, 2.00533676e-05,
       2.00533526e-05, 2.00533451e-05, 2.00533414e-05, 2.00533395e-05,
       2.00533386e-05, 2.00533381e-05, 2.00533379e-05, 2.00533378e-05,
       2.00533377e-05, 2.00533377e-05, 2.00533377e-05, 2.00533377e-05]), 1245: array([2.28228851e-05, 2.01291540e-05, 1.87801688e-05, 1.81046147e-05,
       1.77663062e-05, 1.75968856e-05, 1.75120421e-05, 1.74695535e-05,
       1.74482758e-05, 1.74376202e-05, 1.74322841e-05, 1.74296118e-05,
       1.74282735e-05, 1.74276033e-05, 1.74272677e-05, 1.74270997e-05,
       1.74270155e-05, 1.74269733e-05, 1.74269522e-05, 1.74269417e-05,
       1.74269364e-05, 1.74269337e-05, 1.74269324e-05, 1.74269317e-05,
       1.74269314e-05, 1.74269312e-05, 1.74269311e-05, 1.74269311e-05]), 1250: array([4.09581451e-05, 3.56453548e-05, 3.19263920e-05, 2.93231113e-05,
       2.75008103e-05, 2.62251962e-05, 2.53322641e-05, 2.47072100e-05,
       2.42696711e-05, 2.39633930e-05, 2.37489978e-05, 2.35989208e-05,
       2.34938666e-05, 2.34203285e-05, 2.33688517e-05, 2.33328178e-05,
       2.33075940e-05, 2.32899374e-05, 2.32775776e-05, 2.32689258e-05,
       2.32628695e-05, 2.32586301e-05, 2.32556625e-05, 2.32535852e-05,
       2.32521311e-05, 2.32511132e-05, 2.32504007e-05, 2.32499019e-05]), 1255: array([1.99510230e-05, 2.03225591e-05, 2.05083279e-05, 2.06012126e-05,
       2.06476551e-05, 2.06708765e-05, 2.06824872e-05, 2.06882926e-05,
       2.06911953e-05, 2.06926466e-05, 2.06933723e-05, 2.06937351e-05,
       2.06939166e-05, 2.06940073e-05, 2.06940526e-05, 2.06940753e-05,
       2.06940866e-05, 2.06940923e-05, 2.06940951e-05, 2.06940966e-05,
       2.06940973e-05, 2.06940976e-05, 2.06940978e-05, 2.06940979e-05,
       2.06940979e-05, 2.06940980e-05, 2.06940980e-05, 2.06940980e-05]), 1260: array([1.79601789e-04, 1.67364128e-04, 1.56350214e-04, 1.46437672e-04,
       1.37516369e-04, 1.29487181e-04, 1.22260899e-04, 1.15757234e-04,
       1.09903924e-04, 1.04635936e-04, 9.98947376e-05, 9.56276516e-05,
       9.17872671e-05, 8.83309149e-05, 8.52201921e-05, 8.24205366e-05,
       7.99008421e-05, 7.76331128e-05, 7.55921528e-05, 7.37552855e-05,
       7.21021018e-05, 7.06142339e-05, 6.92751502e-05, 6.80699728e-05,
       6.69853111e-05, 6.60091139e-05, 6.51305347e-05, 6.43398120e-05]), 1265: array([0.00024136, 0.0002382 , 0.00023511, 0.00023207, 0.0002291 ,
       0.00022619, 0.00022333, 0.00022054, 0.0002178 , 0.00021511,
       0.00021248, 0.0002099 , 0.00020737, 0.00020489, 0.00020246,
       0.00020008, 0.00019775, 0.00019547, 0.00019323, 0.00019103,
       0.00018888, 0.00018677, 0.00018471, 0.00018268, 0.0001807 ,
       0.00017876, 0.00017685, 0.00017498]), 1270: array([1.27622893e-04, 1.19167721e-04, 1.13249025e-04, 1.09105884e-04,
       1.06205648e-04, 1.04175457e-04, 1.02754305e-04, 1.01759486e-04,
       1.01063103e-04, 1.00575629e-04, 1.00234393e-04, 9.99955245e-05,
       9.98283145e-05, 9.97112660e-05, 9.96293310e-05, 9.95719757e-05,
       9.95318265e-05, 9.95037218e-05, 9.94840481e-05, 9.94702764e-05,
       9.94606361e-05, 9.94538878e-05, 9.94491639e-05, 9.94458572e-05,
       9.94435424e-05, 9.94419221e-05, 9.94407878e-05, 9.94399938e-05]), 1275: array([0.00026549, 0.00023948, 0.00021795, 0.00020013, 0.00018537,
       0.00017315, 0.00016304, 0.00015466, 0.00014773, 0.00014199,
       0.00013724, 0.00013331, 0.00013005, 0.00012736, 0.00012513,
       0.00012328, 0.00012175, 0.00012048, 0.00011943, 0.00011857,
       0.00011785, 0.00011725, 0.00011676, 0.00011635, 0.00011601,
       0.00011573, 0.0001155 , 0.00011531]), 1280: array([8.66137928e-05, 8.86241588e-05, 9.04240900e-05, 9.20356136e-05,
       9.34784511e-05, 9.47702598e-05, 9.59268486e-05, 9.69623715e-05,
       9.78895013e-05, 9.87195838e-05, 9.94627775e-05, 1.00128178e-04,
       1.00723927e-04, 1.01257316e-04, 1.01734873e-04, 1.02162442e-04,
       1.02545255e-04, 1.02887997e-04, 1.03194862e-04, 1.03469607e-04,
       1.03715592e-04, 1.03935830e-04, 1.04133013e-04, 1.04309557e-04,
       1.04467621e-04, 1.04609140e-04, 1.04735845e-04, 1.04849287e-04]), 1285: array([9.17758753e-05, 9.36881187e-05, 9.46436786e-05, 9.51211777e-05,
       9.53597870e-05, 9.54790215e-05, 9.55386037e-05, 9.55683773e-05,
       9.55832553e-05, 9.55906900e-05, 9.55944051e-05, 9.55962616e-05,
       9.55971893e-05, 9.55976529e-05, 9.55978845e-05, 9.55980003e-05,
       9.55980581e-05, 9.55980871e-05, 9.55981015e-05, 9.55981087e-05,
       9.55981123e-05, 9.55981141e-05, 9.55981150e-05, 9.55981155e-05,
       9.55981157e-05, 9.55981158e-05, 9.55981159e-05, 9.55981159e-05]), 1290: array([1.76089581e-05, 1.88707158e-05, 2.01072351e-05, 2.13190209e-05,
       2.25065678e-05, 2.36703607e-05, 2.48108748e-05, 2.59285757e-05,
       2.70239196e-05, 2.80973539e-05, 2.91493167e-05, 3.01802375e-05,
       3.11905373e-05, 3.21806285e-05, 3.31509153e-05, 3.41017939e-05,
       3.50336524e-05, 3.59468714e-05, 3.68418237e-05, 3.77188746e-05,
       3.85783822e-05, 3.94206975e-05, 4.02461642e-05, 4.10551196e-05,
       4.18478937e-05, 4.26248103e-05, 4.33861866e-05, 4.41323334e-05]), 1295: array([3.78876949e-05, 3.89014340e-05, 3.98137967e-05, 4.06349211e-05,
       4.13739310e-05, 4.20390382e-05, 4.26376330e-05, 4.31763670e-05,
       4.36612263e-05, 4.40975985e-05, 4.44903325e-05, 4.48437921e-05,
       4.51619049e-05, 4.54482057e-05, 4.57058757e-05, 4.59377781e-05,
       4.61464897e-05, 4.63343296e-05, 4.65033852e-05, 4.66555347e-05,
       4.67924690e-05, 4.69157094e-05, 4.70266256e-05, 4.71264499e-05,
       4.72162915e-05, 4.72971487e-05, 4.73699200e-05, 4.74354140e-05]), 1300: array([1.42434608e-04, 1.32386567e-04, 1.23343327e-04, 1.15204408e-04,
       1.07879379e-04, 1.01286850e-04, 9.53535717e-05, 9.00136195e-05,
       8.52076609e-05, 8.08822967e-05, 7.69894675e-05, 7.34859200e-05,
       7.03327262e-05, 6.74948508e-05, 6.49407620e-05, 6.26420813e-05,
       6.05732679e-05, 5.87113352e-05, 5.70355953e-05, 5.55274287e-05,
       5.41700784e-05, 5.29484627e-05, 5.18490081e-05, 5.08594987e-05,
       4.99689399e-05, 4.91674367e-05, 4.84460836e-05, 4.77968655e-05]), 1305: array([3.10517118e-05, 3.62801037e-05, 3.89285475e-05, 4.02701177e-05,
       4.09496906e-05, 4.12939284e-05, 4.14683023e-05, 4.15566314e-05,
       4.16013745e-05, 4.16240392e-05, 4.16355200e-05, 4.16413356e-05,
       4.16442815e-05, 4.16457737e-05, 4.16465296e-05, 4.16469125e-05,
       4.16471065e-05, 4.16472047e-05, 4.16472545e-05, 4.16472797e-05,
       4.16472925e-05, 4.16472989e-05, 4.16473022e-05, 4.16473039e-05,
       4.16473047e-05, 4.16473051e-05, 4.16473054e-05, 4.16473055e-05]), 1310: array([6.36855791e-05, 5.27733464e-05, 4.73172226e-05, 4.45891571e-05,
       4.32251224e-05, 4.25431042e-05, 4.22020946e-05, 4.20315895e-05,
       4.19463369e-05, 4.19037105e-05, 4.18823973e-05, 4.18717407e-05,
       4.18664124e-05, 4.18637482e-05, 4.18624161e-05, 4.18617501e-05,
       4.18614171e-05, 4.18612506e-05, 4.18611673e-05, 4.18611257e-05,
       4.18611049e-05, 4.18610945e-05, 4.18610893e-05, 4.18610867e-05,
       4.18610854e-05, 4.18610847e-05, 4.18610844e-05, 4.18610842e-05]), 1315: array([1.79875886e-04, 1.52603582e-04, 1.33512908e-04, 1.20149393e-04,
       1.10794903e-04, 1.04246739e-04, 9.96630099e-05, 9.64543891e-05,
       9.42083474e-05, 9.26361132e-05, 9.15355457e-05, 9.07651461e-05,
       9.02258646e-05, 8.98483663e-05, 8.95841167e-05, 8.93991414e-05,
       8.92696582e-05, 8.91790197e-05, 8.91155726e-05, 8.90711594e-05,
       8.90400701e-05, 8.90183076e-05, 8.90030737e-05, 8.89924100e-05,
       8.89849453e-05, 8.89797201e-05, 8.89760624e-05, 8.89735020e-05]), 1320: array([0.00013435, 0.00012551, 0.00012109, 0.00011889, 0.00011778,
       0.00011723, 0.00011695, 0.00011681, 0.00011675, 0.00011671,
       0.00011669, 0.00011668, 0.00011668, 0.00011668, 0.00011668,
       0.00011668, 0.00011668, 0.00011668, 0.00011668, 0.00011668,
       0.00011668, 0.00011668, 0.00011668, 0.00011668, 0.00011668,
       0.00011668, 0.00011668, 0.00011668]), 1325: array([3.81297657e-05, 4.50632203e-05, 5.13032614e-05, 5.69192370e-05,
       6.19735598e-05, 6.65224006e-05, 7.06163126e-05, 7.43007932e-05,
       7.76167894e-05, 8.06011535e-05, 8.32870518e-05, 8.57043338e-05,
       8.78798639e-05, 8.98378196e-05, 9.15999604e-05, 9.31858699e-05,
       9.46131728e-05, 9.58977313e-05, 9.70538214e-05, 9.80942911e-05,
       9.90307037e-05, 9.98734657e-05, 1.00631943e-04, 1.01314566e-04,
       1.01928919e-04, 1.02481831e-04, 1.02979446e-04, 1.03427295e-04]), 1330: array([7.12314384e-06, 8.04606377e-06, 8.95052405e-06, 9.83689389e-06,
       1.07055351e-05, 1.15568024e-05, 1.23910431e-05, 1.32085978e-05,
       1.40098004e-05, 1.47949778e-05, 1.55644506e-05, 1.63185329e-05,
       1.70575325e-05, 1.77817511e-05, 1.84914844e-05, 1.91870220e-05,
       1.98686480e-05, 2.05366404e-05, 2.11912722e-05, 2.18328103e-05,
       2.24615169e-05, 2.30776485e-05, 2.36814566e-05, 2.42731877e-05,
       2.48530833e-05, 2.54213803e-05, 2.59783106e-05, 2.65241015e-05]), 1335: array([1.24123823e-05, 1.31356695e-05, 1.37866276e-05, 1.43724896e-05,
       1.48997652e-05, 1.53743130e-05, 1.58014058e-05, 1.61857892e-05,
       1.65317341e-05, 1.68430843e-05, 1.71232994e-05, 1.73754929e-05,
       1.76024669e-05, 1.78067435e-05, 1.79905922e-05, 1.81560561e-05,
       1.83049735e-05, 1.84389991e-05, 1.85596220e-05, 1.86681826e-05,
       1.87658872e-05, 1.88538212e-05, 1.89329618e-05, 1.90041883e-05,
       1.90682921e-05, 1.91259855e-05, 1.91779095e-05, 1.92246412e-05]), 1340: array([7.40454926e-06, 7.30336297e-06, 7.21229558e-06, 7.13033517e-06,
       7.05657102e-06, 6.99018348e-06, 6.93043487e-06, 6.87666128e-06,
       6.82826519e-06, 6.78470884e-06, 6.74550824e-06, 6.71022780e-06,
       6.67847550e-06, 6.64989852e-06, 6.62417931e-06, 6.60103209e-06,
       6.58019965e-06, 6.56145051e-06, 6.54457634e-06, 6.52938963e-06,
       6.51572163e-06, 6.50342046e-06, 6.49234945e-06, 6.48238557e-06,
       6.47341810e-06, 6.46534740e-06, 6.45808379e-06, 6.45154656e-06]), 1345: array([1.89411651e-05, 1.63436164e-05, 1.45253298e-05, 1.32525275e-05,
       1.23615647e-05, 1.17378899e-05, 1.13013169e-05, 1.09957154e-05,
       1.07817941e-05, 1.06320490e-05, 1.05272272e-05, 1.04538519e-05,
       1.04024891e-05, 1.03665351e-05, 1.03413673e-05, 1.03237498e-05,
       1.03114175e-05, 1.03027849e-05, 1.02967421e-05, 1.02925121e-05,
       1.02895511e-05, 1.02874784e-05, 1.02860275e-05, 1.02850119e-05,
       1.02843010e-05, 1.02838033e-05, 1.02834549e-05, 1.02832111e-05]), 1350: array([9.96327211e-06, 9.56865584e-06, 9.37134761e-06, 9.27269345e-06,
       9.22336634e-06, 9.19870277e-06, 9.18637099e-06, 9.18020509e-06,
       9.17712214e-06, 9.17558066e-06, 9.17480992e-06, 9.17442455e-06,
       9.17423187e-06, 9.17413553e-06, 9.17408736e-06, 9.17406327e-06,
       9.17405123e-06, 9.17404521e-06, 9.17404220e-06, 9.17404069e-06,
       9.17403994e-06, 9.17403956e-06, 9.17403937e-06, 9.17403928e-06,
       9.17403923e-06, 9.17403921e-06, 9.17403920e-06, 9.17403919e-06]), 1355: array([1.63421785e-04, 1.51330285e-04, 1.40447932e-04, 1.30653812e-04,
       1.21839102e-04, 1.13905861e-04, 1.06765942e-04, 1.00340013e-04,
       9.45566755e-05, 8.93516705e-05, 8.46671648e-05, 8.04511085e-05,
       7.66566569e-05, 7.32416496e-05, 7.01681422e-05, 6.74019849e-05,
       6.49124426e-05, 6.26718540e-05, 6.06553237e-05, 5.88404460e-05,
       5.72070556e-05, 5.57370039e-05, 5.44139570e-05, 5.32232145e-05,
       5.21515460e-05, 5.11870441e-05, 5.03189921e-05, 4.95377451e-05]), 1360: array([1.54025168e-04, 1.44374582e-04, 1.35689043e-04, 1.27872048e-04,
       1.20836743e-04, 1.14504960e-04, 1.08806347e-04, 1.03677589e-04,
       9.90617009e-05, 9.49073958e-05, 9.11685162e-05, 8.78035200e-05,
       8.47750194e-05, 8.20493653e-05, 7.95962732e-05, 7.73884875e-05,
       7.54014776e-05, 7.36131663e-05, 7.20036840e-05, 7.05551481e-05,
       6.92514639e-05, 6.80781466e-05, 6.70221596e-05, 6.60717701e-05,
       6.52164183e-05, 6.44466008e-05, 6.37537640e-05, 6.31302101e-05]), 1365: array([5.95192355e-05, 6.22596783e-05, 6.37416750e-05, 6.45431200e-05,
       6.49765313e-05, 6.52109147e-05, 6.53376662e-05, 6.54062119e-05,
       6.54432805e-05, 6.54633267e-05, 6.54741674e-05, 6.54800300e-05,
       6.54832004e-05, 6.54849149e-05, 6.54858421e-05, 6.54863435e-05,
       6.54866146e-05, 6.54867613e-05, 6.54868406e-05, 6.54868834e-05,
       6.54869066e-05, 6.54869192e-05, 6.54869260e-05, 6.54869296e-05,
       6.54869316e-05, 6.54869327e-05, 6.54869333e-05, 6.54869336e-05]), 1370: array([2.82246033e-05, 3.31321399e-05, 3.65674121e-05, 3.89721004e-05,
       4.06553805e-05, 4.18336754e-05, 4.26584811e-05, 4.32358445e-05,
       4.36399984e-05, 4.39229060e-05, 4.41209410e-05, 4.42595654e-05,
       4.43566024e-05, 4.44245283e-05, 4.44720763e-05, 4.45053599e-05,
       4.45286584e-05, 4.45449673e-05, 4.45563835e-05, 4.45643749e-05,
       4.45699688e-05, 4.45738846e-05, 4.45766256e-05, 4.45785443e-05,
       4.45798874e-05, 4.45808276e-05, 4.45814857e-05, 4.45819464e-05]), 1375: array([3.26940807e-05, 3.20486115e-05, 3.15967867e-05, 3.12805119e-05,
       3.10591213e-05, 3.09041491e-05, 3.07956694e-05, 3.07197343e-05,
       3.06665801e-05, 3.06293725e-05, 3.06033273e-05, 3.05850959e-05,
       3.05723340e-05, 3.05634007e-05, 3.05571475e-05, 3.05527702e-05,
       3.05497062e-05, 3.05475614e-05, 3.05460601e-05, 3.05450091e-05,
       3.05442735e-05, 3.05437585e-05, 3.05433980e-05, 3.05431457e-05,
       3.05429691e-05, 3.05428455e-05, 3.05427589e-05, 3.05426983e-05]), 1380: array([5.74949716e-05, 5.40803472e-05, 5.10070839e-05, 4.82410559e-05,
       4.57515486e-05, 4.35109183e-05, 4.14942845e-05, 3.96792543e-05,
       3.80456733e-05, 3.65754019e-05, 3.52521141e-05, 3.40611158e-05,
       3.29891821e-05, 3.20244099e-05, 3.11560863e-05, 3.03745693e-05,
       2.96711809e-05, 2.90381104e-05, 2.84683282e-05, 2.79555074e-05,
       2.74939534e-05, 2.70785411e-05, 2.67046577e-05, 2.63681516e-05,
       2.60652861e-05, 2.57926982e-05, 2.55473610e-05, 2.53265502e-05]), 1385: array([4.69230707e-05, 3.88099186e-05, 3.47533338e-05, 3.27250371e-05,
       3.17108866e-05, 3.12038102e-05, 3.09502715e-05, 3.08235019e-05,
       3.07601169e-05, 3.07284244e-05, 3.07125781e-05, 3.07046549e-05,
       3.07006933e-05, 3.06987125e-05, 3.06977221e-05, 3.06972269e-05,
       3.06969793e-05, 3.06968555e-05, 3.06967936e-05, 3.06967627e-05,
       3.06967472e-05, 3.06967394e-05, 3.06967356e-05, 3.06967336e-05,
       3.06967327e-05, 3.06967322e-05, 3.06967320e-05, 3.06967318e-05]), 1390: array([3.06543396e-05, 3.34735886e-05, 3.48833960e-05, 3.55883911e-05,
       3.59409344e-05, 3.61172289e-05, 3.62053876e-05, 3.62494727e-05,
       3.62715181e-05, 3.62825422e-05, 3.62880550e-05, 3.62908117e-05,
       3.62921903e-05, 3.62928796e-05, 3.62932244e-05, 3.62933968e-05,
       3.62934830e-05, 3.62935261e-05, 3.62935476e-05, 3.62935584e-05,
       3.62935638e-05, 3.62935665e-05, 3.62935678e-05, 3.62935685e-05,
       3.62935689e-05, 3.62935690e-05, 3.62935691e-05, 3.62935692e-05]), 1395: array([2.60722445e-05, 2.95500893e-05, 3.12890074e-05, 3.21584644e-05,
       3.25931918e-05, 3.28105549e-05, 3.29192362e-05, 3.29735768e-05,
       3.30007470e-05, 3.30143320e-05, 3.30211245e-05, 3.30245208e-05,
       3.30262189e-05, 3.30270680e-05, 3.30274925e-05, 3.30277048e-05,
       3.30278109e-05, 3.30278640e-05, 3.30278905e-05, 3.30279038e-05,
       3.30279104e-05, 3.30279137e-05, 3.30279154e-05, 3.30279162e-05,
       3.30279166e-05, 3.30279168e-05, 3.30279169e-05, 3.30279170e-05]), 1400: array([4.86868803e-05, 3.92666813e-05, 3.45566079e-05, 3.22015843e-05,
       3.10240790e-05, 3.04353296e-05, 3.01409565e-05, 2.99937708e-05,
       2.99201784e-05, 2.98833824e-05, 2.98649844e-05, 2.98557855e-05,
       2.98511861e-05, 2.98488864e-05, 2.98477366e-05, 2.98471617e-05,
       2.98468742e-05, 2.98467305e-05, 2.98466586e-05, 2.98466227e-05,
       2.98466047e-05, 2.98465957e-05, 2.98465912e-05, 2.98465890e-05,
       2.98465879e-05, 2.98465873e-05, 2.98465870e-05, 2.98465869e-05]), 1405: array([3.49317996e-05, 3.67043229e-05, 3.75906765e-05, 3.80338993e-05,
       3.82555337e-05, 3.83663624e-05, 3.84217825e-05, 3.84494954e-05,
       3.84633533e-05, 3.84702830e-05, 3.84737482e-05, 3.84754810e-05,
       3.84763475e-05, 3.84767807e-05, 3.84769974e-05, 3.84771057e-05,
       3.84771599e-05, 3.84771870e-05, 3.84772006e-05, 3.84772073e-05,
       3.84772107e-05, 3.84772124e-05, 3.84772133e-05, 3.84772137e-05,
       3.84772139e-05, 3.84772140e-05, 3.84772141e-05, 3.84772141e-05]), 1410: array([1.99310818e-05, 2.34271960e-05, 2.58744739e-05, 2.75875670e-05,
       2.87867312e-05, 2.96261454e-05, 3.02137348e-05, 3.06250471e-05,
       3.09129655e-05, 3.11145081e-05, 3.12555879e-05, 3.13543436e-05,
       3.14234726e-05, 3.14718628e-05, 3.15057360e-05, 3.15294472e-05,
       3.15460450e-05, 3.15576634e-05, 3.15657963e-05, 3.15714894e-05,
       3.15754745e-05, 3.15782641e-05, 3.15802168e-05, 3.15815837e-05,
       3.15825405e-05, 3.15832103e-05, 3.15836791e-05, 3.15840073e-05]), 1415: array([8.60883148e-06, 8.99836851e-06, 9.19313711e-06, 9.29052145e-06,
       9.33921364e-06, 9.36355974e-06, 9.37573280e-06, 9.38181933e-06,
       9.38486260e-06, 9.38638423e-06, 9.38714505e-06, 9.38752546e-06,
       9.38771566e-06, 9.38781077e-06, 9.38785832e-06, 9.38788209e-06,
       9.38789398e-06, 9.38789992e-06, 9.38790290e-06, 9.38790438e-06,
       9.38790513e-06, 9.38790550e-06, 9.38790568e-06, 9.38790578e-06,
       9.38790582e-06, 9.38790585e-06, 9.38790586e-06, 9.38790586e-06]), 1420: array([2.42923779e-05, 2.17257459e-05, 1.99289449e-05, 1.86710732e-05,
       1.77904853e-05, 1.71740194e-05, 1.67424551e-05, 1.64403335e-05,
       1.62288297e-05, 1.60807640e-05, 1.59771088e-05, 1.59045438e-05,
       1.58537438e-05, 1.58181806e-05, 1.57932842e-05, 1.57758552e-05,
       1.57636538e-05, 1.57551121e-05, 1.57491324e-05, 1.57449462e-05,
       1.57420156e-05, 1.57399640e-05, 1.57385278e-05, 1.57375223e-05,
       1.57368184e-05, 1.57363257e-05, 1.57359807e-05, 1.57357392e-05]), 1425: array([8.45114359e-05, 6.96451795e-05, 5.92387866e-05, 5.19543021e-05,
       4.68551564e-05, 4.32857498e-05, 4.07871619e-05, 3.90381482e-05,
       3.78138369e-05, 3.69568180e-05, 3.63569039e-05, 3.59369635e-05,
       3.56430049e-05, 3.54372336e-05, 3.52931935e-05, 3.51923653e-05,
       3.51217854e-05, 3.50723795e-05, 3.50377953e-05, 3.50135863e-05,
       3.49966400e-05, 3.49847776e-05, 3.49764738e-05, 3.49706612e-05,
       3.49665924e-05, 3.49637442e-05, 3.49617505e-05, 3.49603549e-05]), 1430: array([0.00028946, 0.00026949, 0.00025151, 0.00023534, 0.00022078,
       0.00020767, 0.00019588, 0.00018527, 0.00017572, 0.00016712,
       0.00015938, 0.00015242, 0.00014615, 0.00014051, 0.00013543,
       0.00013086, 0.00012675, 0.00012305, 0.00011972, 0.00011672,
       0.00011403, 0.0001116 , 0.00010941, 0.00010745, 0.00010568,
       0.00010408, 0.00010265, 0.00010136]), 1435: array([0.02319956, 0.02333594, 0.02347233, 0.02360871, 0.02374509,
       0.02388148, 0.02401786, 0.02415424, 0.02429063, 0.02442701,
       0.02456339, 0.02469977, 0.02483616, 0.02497254, 0.02510892,
       0.02524531, 0.02538169, 0.02551807, 0.02565446, 0.02579084,
       0.02592722, 0.02606361, 0.02619999, 0.02633637, 0.02647275,
       0.02660914, 0.02674552, 0.0268819 ]), 1440: array([0.02032465, 0.02033274, 0.02034083, 0.02034893, 0.02035702,
       0.02036511, 0.0203732 , 0.02038129, 0.02038939, 0.02039748,
       0.02040557, 0.02041366, 0.02042175, 0.02042985, 0.02043794,
       0.02044603, 0.02045412, 0.02046221, 0.0204703 , 0.0204784 ,
       0.02048649, 0.02049458, 0.02050267, 0.02051076, 0.02051886,
       0.02052695, 0.02053504, 0.02054313]), 1445: array([0.01229978, 0.01090119, 0.0098056 , 0.00894737, 0.00827506,
       0.00774841, 0.00733585, 0.00701268, 0.00675951, 0.0065612 ,
       0.00640584, 0.00628415, 0.00618882, 0.00611414, 0.00605564,
       0.00600981, 0.00597392, 0.00594579, 0.00592377, 0.00590651,
       0.00589299, 0.0058824 , 0.00587411, 0.00586761, 0.00586252,
       0.00585853, 0.00585541, 0.00585296]), 1450: array([0.0031612 , 0.00363373, 0.0039382 , 0.00413437, 0.00426077,
       0.00434222, 0.00439469, 0.0044285 , 0.00445029, 0.00446432,
       0.00447337, 0.0044792 , 0.00448295, 0.00448537, 0.00448693,
       0.00448793, 0.00448858, 0.004489  , 0.00448926, 0.00448944,
       0.00448955, 0.00448962, 0.00448967, 0.0044897 , 0.00448972,
       0.00448973, 0.00448974, 0.00448974]), 1455: array([0.01294539, 0.01107441, 0.00971534, 0.00872811, 0.00801098,
       0.00749006, 0.00711167, 0.0068368 , 0.00663714, 0.00649211,
       0.00638675, 0.00631023, 0.00625464, 0.00621426, 0.00618492,
       0.00616362, 0.00614814, 0.0061369 , 0.00612873, 0.0061228 ,
       0.00611849, 0.00611536, 0.00611308, 0.00611143, 0.00611023,
       0.00610936, 0.00610873, 0.00610827]), 1460: array([1.08457770e-04, 1.06775608e-04, 1.05274573e-04, 1.03935161e-04,
       1.02739970e-04, 1.01673471e-04, 1.00721807e-04, 9.98726134e-05,
       9.91148563e-05, 9.84386905e-05, 9.78353307e-05, 9.72969375e-05,
       9.68165157e-05, 9.63878232e-05, 9.60052900e-05, 9.56639460e-05,
       9.53593562e-05, 9.50875630e-05, 9.48450350e-05, 9.46286212e-05,
       9.44355097e-05, 9.42631914e-05, 9.41094275e-05, 9.39722200e-05,
       9.38497864e-05, 9.37405357e-05, 9.36430486e-05, 9.35560584e-05]), 1465: array([0.00030281, 0.00042365, 0.00050602, 0.00056216, 0.00060043,
       0.00062651, 0.00064429, 0.00065641, 0.00066467, 0.0006703 ,
       0.00067414, 0.00067676, 0.00067854, 0.00067976, 0.00068058,
       0.00068115, 0.00068153, 0.0006818 , 0.00068198, 0.0006821 ,
       0.00068218, 0.00068224, 0.00068228, 0.0006823 , 0.00068232,
       0.00068233, 0.00068234, 0.00068235]), 1470: array([0.00030906, 0.0003579 , 0.00040577, 0.00045268, 0.00049864,
       0.00054368, 0.00058782, 0.00063107, 0.00067345, 0.00071498,
       0.00075567, 0.00079555, 0.00083463, 0.00087292, 0.00091044,
       0.00094721, 0.00098324, 0.00101854, 0.00105314, 0.00108704,
       0.00112026, 0.00115282, 0.00118472, 0.00121598, 0.00124661,
       0.00127662, 0.00130603, 0.00133486]), 1475: array([4.60549771e-05, 4.33584687e-05, 4.09316110e-05, 3.87474389e-05,
       3.67816839e-05, 3.50125043e-05, 3.34202425e-05, 3.19872068e-05,
       3.06974746e-05, 2.95367156e-05, 2.84920324e-05, 2.75518174e-05,
       2.67056239e-05, 2.59440497e-05, 2.52586328e-05, 2.46417576e-05,
       2.40865699e-05, 2.35869010e-05, 2.31371989e-05, 2.27324669e-05,
       2.23682082e-05, 2.20403753e-05, 2.17453257e-05, 2.14797810e-05,
       2.12407907e-05, 2.10256995e-05, 2.08321174e-05, 2.06578935e-05]), 1480: array([1.83155117e-05, 1.65536364e-05, 1.56726968e-05, 1.52322261e-05,
       1.50119903e-05, 1.49018721e-05, 1.48468129e-05, 1.48192833e-05,
       1.48055184e-05, 1.47986360e-05, 1.47951947e-05, 1.47934741e-05,
       1.47926138e-05, 1.47921837e-05, 1.47919686e-05, 1.47918610e-05,
       1.47918073e-05, 1.47917804e-05, 1.47917669e-05, 1.47917602e-05,
       1.47917569e-05, 1.47917552e-05, 1.47917543e-05, 1.47917539e-05,
       1.47917537e-05, 1.47917536e-05, 1.47917536e-05, 1.47917535e-05]), 1485: array([1.07352948e-05, 1.22768441e-05, 1.30476198e-05, 1.34330081e-05,
       1.36257026e-05, 1.37220499e-05, 1.37702237e-05, 1.37943106e-05,
       1.38063540e-05, 1.38123758e-05, 1.38153866e-05, 1.38168921e-05,
       1.38176448e-05, 1.38180212e-05, 1.38182093e-05, 1.38183034e-05,
       1.38183505e-05, 1.38183740e-05, 1.38183858e-05, 1.38183916e-05,
       1.38183946e-05, 1.38183961e-05, 1.38183968e-05, 1.38183972e-05,
       1.38183973e-05, 1.38183974e-05, 1.38183975e-05, 1.38183975e-05]), 1490: array([1.44133928e-06, 1.58603431e-06, 1.72783532e-06, 1.86680022e-06,
       2.00298571e-06, 2.13644740e-06, 2.26723975e-06, 2.39541617e-06,
       2.52102896e-06, 2.64412940e-06, 2.76476775e-06, 2.88299324e-06,
       2.99885414e-06, 3.11239773e-06, 3.22367037e-06, 3.33271748e-06,
       3.43958356e-06, 3.54431225e-06, 3.64694628e-06, 3.74752756e-06,
       3.84609715e-06, 3.94269526e-06, 4.03736135e-06, 4.13013405e-06,
       4.22105122e-06, 4.31014998e-06, 4.39746671e-06, 4.48303703e-06]), 1495: array([1.45052919e-05, 1.23566617e-05, 1.08526204e-05, 9.79979130e-06,
       9.06281085e-06, 8.54692445e-06, 8.18580393e-06, 7.93301953e-06,
       7.75607042e-06, 7.63220603e-06, 7.54550094e-06, 7.48480737e-06,
       7.44232187e-06, 7.41258201e-06, 7.39176411e-06, 7.37719157e-06,
       7.36699080e-06, 7.35985025e-06, 7.35485187e-06, 7.35135301e-06,
       7.34890380e-06, 7.34718935e-06, 7.34598924e-06, 7.34514916e-06,
       7.34456111e-06, 7.34414947e-06, 7.34386132e-06, 7.34365962e-06]), 1500: array([4.42554290e-05, 4.12739002e-05, 3.85905230e-05, 3.61754826e-05,
       3.40019452e-05, 3.20457607e-05, 3.02851938e-05, 2.87006830e-05,
       2.72746226e-05, 2.59911677e-05, 2.48360577e-05, 2.37964583e-05,
       2.28608185e-05, 2.20187422e-05, 2.12608732e-05, 2.05787909e-05,
       1.99649165e-05, 1.94124293e-05, 1.89151906e-05, 1.84676755e-05,
       1.80649118e-05, 1.77024243e-05, 1.73761854e-05, 1.70825703e-05,
       1.68183166e-05, 1.65804881e-05, 1.63664424e-05, 1.61738012e-05]), 1505: array([4.49053179e-05, 4.22851496e-05, 3.99269969e-05, 3.78046585e-05,
       3.58945529e-05, 3.41754570e-05, 3.26282700e-05, 3.12358009e-05,
       2.99825781e-05, 2.88546770e-05, 2.78395655e-05, 2.69259647e-05,
       2.61037236e-05, 2.53637062e-05, 2.46976902e-05, 2.40982755e-05,
       2.35588020e-05, 2.30732756e-05, 2.26363016e-05, 2.22430249e-05,
       2.18890756e-05, 2.15705211e-05, 2.12838219e-05, 2.10257925e-05,
       2.07935659e-05, 2.05845618e-05, 2.03964581e-05, 2.02271647e-05]), 1510: array([1.04772589e-05, 1.16225420e-05, 1.24242404e-05, 1.29854294e-05,
       1.33782618e-05, 1.36532445e-05, 1.38457325e-05, 1.39804741e-05,
       1.40747933e-05, 1.41408167e-05, 1.41870331e-05, 1.42193846e-05,
       1.42420307e-05, 1.42578829e-05, 1.42689795e-05, 1.42767471e-05,
       1.42821844e-05, 1.42859905e-05, 1.42886548e-05, 1.42905198e-05,
       1.42918253e-05, 1.42927392e-05, 1.42933789e-05, 1.42938267e-05,
       1.42941401e-05, 1.42943595e-05, 1.42945131e-05, 1.42946207e-05]), 1515: array([1.89117428e-05, 1.71909687e-05, 1.63305807e-05, 1.59003862e-05,
       1.56852888e-05, 1.55777399e-05, 1.55239654e-05, 1.54970782e-05,
       1.54836345e-05, 1.54769127e-05, 1.54735518e-05, 1.54718713e-05,
       1.54710311e-05, 1.54706110e-05, 1.54704009e-05, 1.54702959e-05,
       1.54702434e-05, 1.54702171e-05, 1.54702040e-05, 1.54701974e-05,
       1.54701941e-05, 1.54701925e-05, 1.54701917e-05, 1.54701912e-05,
       1.54701910e-05, 1.54701909e-05, 1.54701909e-05, 1.54701909e-05]), 1520: array([2.37478385e-05, 2.34677941e-05, 2.32717628e-05, 2.31345407e-05,
       2.30384852e-05, 2.29712462e-05, 2.29241789e-05, 2.28912318e-05,
       2.28681688e-05, 2.28520246e-05, 2.28407237e-05, 2.28328131e-05,
       2.28272756e-05, 2.28233994e-05, 2.28206861e-05, 2.28187867e-05,
       2.28174572e-05, 2.28165265e-05, 2.28158750e-05, 2.28154190e-05,
       2.28150997e-05, 2.28148763e-05, 2.28147198e-05, 2.28146104e-05,
       2.28145337e-05, 2.28144801e-05, 2.28144425e-05, 2.28144162e-05]), 1525: array([2.00471673e-05, 2.21708761e-05, 2.36574752e-05, 2.46980967e-05,
       2.54265333e-05, 2.59364399e-05, 2.62933752e-05, 2.65432304e-05,
       2.67181295e-05, 2.68405590e-05, 2.69262599e-05, 2.69862506e-05,
       2.70282442e-05, 2.70576398e-05, 2.70782168e-05, 2.70926206e-05,
       2.71027034e-05, 2.71097613e-05, 2.71147019e-05, 2.71181603e-05,
       2.71205812e-05, 2.71222758e-05, 2.71234620e-05, 2.71242924e-05,
       2.71248737e-05, 2.71252806e-05, 2.71255654e-05, 2.71257647e-05]), 1530: array([1.72554019e-05, 2.03454265e-05, 2.25084469e-05, 2.40225635e-05,
       2.50824466e-05, 2.58243659e-05, 2.63437101e-05, 2.67072517e-05,
       2.69617311e-05, 2.71398670e-05, 2.72645623e-05, 2.73518491e-05,
       2.74129500e-05, 2.74557206e-05, 2.74856602e-05, 2.75066178e-05,
       2.75212883e-05, 2.75315576e-05, 2.75387461e-05, 2.75437780e-05,
       2.75473004e-05, 2.75497661e-05, 2.75514921e-05, 2.75527003e-05,
       2.75535460e-05, 2.75541380e-05, 2.75545524e-05, 2.75548425e-05]), 1535: array([8.54105132e-05, 7.32565449e-05, 6.47487404e-05, 5.87932585e-05,
       5.46244081e-05, 5.17062036e-05, 4.96634541e-05, 4.82335249e-05,
       4.72325713e-05, 4.65319016e-05, 4.60414313e-05, 4.56981010e-05,
       4.54577690e-05, 4.52895361e-05, 4.51717727e-05, 4.50893380e-05,
       4.50316336e-05, 4.49912404e-05, 4.49629650e-05, 4.49431722e-05,
       4.49293172e-05, 4.49196187e-05, 4.49128297e-05, 4.49080773e-05,
       4.49047507e-05, 4.49024221e-05, 4.49007920e-05, 4.48996510e-05]), 1540: array([3.83506741e-05, 4.42020386e-05, 4.72924976e-05, 4.89247556e-05,
       4.97868496e-05, 5.02421736e-05, 5.04826576e-05, 5.06096718e-05,
       5.06767556e-05, 5.07121867e-05, 5.07308999e-05, 5.07407836e-05,
       5.07460037e-05, 5.07487607e-05, 5.07502169e-05, 5.07509860e-05,
       5.07513922e-05, 5.07516068e-05, 5.07517201e-05, 5.07517799e-05,
       5.07518115e-05, 5.07518282e-05, 5.07518370e-05, 5.07518417e-05,
       5.07518442e-05, 5.07518455e-05, 5.07518461e-05, 5.07518465e-05]), 1545: array([3.74044315e-05, 4.25510926e-05, 4.51244763e-05, 4.64111947e-05,
       4.70545673e-05, 4.73762602e-05, 4.75371099e-05, 4.76175365e-05,
       4.76577506e-05, 4.76778580e-05, 4.76879120e-05, 4.76929391e-05,
       4.76954526e-05, 4.76967095e-05, 4.76973379e-05, 4.76976521e-05,
       4.76978092e-05, 4.76978878e-05, 4.76979271e-05, 4.76979467e-05,
       4.76979565e-05, 4.76979614e-05, 4.76979639e-05, 4.76979651e-05,
       4.76979657e-05, 4.76979660e-05, 4.76979662e-05, 4.76979663e-05]), 1550: array([4.07937087e-05, 4.54151600e-05, 4.77259095e-05, 4.88812961e-05,
       4.94589953e-05, 4.97478479e-05, 4.98922757e-05, 4.99644904e-05,
       5.00005980e-05, 5.00186521e-05, 5.00276792e-05, 5.00321928e-05,
       5.00344496e-05, 5.00355780e-05, 5.00361422e-05, 5.00364244e-05,
       5.00365654e-05, 5.00366359e-05, 5.00366712e-05, 5.00366888e-05,
       5.00366977e-05, 5.00367021e-05, 5.00367043e-05, 5.00367054e-05,
       5.00367059e-05, 5.00367062e-05, 5.00367063e-05, 5.00367064e-05]), 1555: array([3.40048831e-05, 3.86223205e-05, 4.09310685e-05, 4.20854572e-05,
       4.26626589e-05, 4.29512633e-05, 4.30955674e-05, 4.31677204e-05,
       4.32037973e-05, 4.32218360e-05, 4.32308555e-05, 4.32353653e-05,
       4.32376202e-05, 4.32387477e-05, 4.32393114e-05, 4.32395933e-05,
       4.32397342e-05, 4.32398047e-05, 4.32398399e-05, 4.32398575e-05,
       4.32398663e-05, 4.32398708e-05, 4.32398730e-05, 4.32398741e-05,
       4.32398746e-05, 4.32398749e-05, 4.32398750e-05, 4.32398751e-05]), 1560: array([3.20977310e-05, 3.43456559e-05, 3.59192030e-05, 3.70206857e-05,
       3.77917234e-05, 3.83314497e-05, 3.87092580e-05, 3.89737237e-05,
       3.91588497e-05, 3.92884379e-05, 3.93791496e-05, 3.94426478e-05,
       3.94870965e-05, 3.95182106e-05, 3.95399904e-05, 3.95552363e-05,
       3.95659084e-05, 3.95733789e-05, 3.95786083e-05, 3.95822688e-05,
       3.95848312e-05, 3.95866248e-05, 3.95878804e-05, 3.95887593e-05,
       3.95893745e-05, 3.95898052e-05, 3.95901066e-05, 3.95903177e-05]), 1565: array([2.57013984e-05, 2.64238699e-05, 2.67851070e-05, 2.69657263e-05,
       2.70560362e-05, 2.71011914e-05, 2.71237690e-05, 2.71350579e-05,
       2.71407023e-05, 2.71435246e-05, 2.71449357e-05, 2.71456413e-05,
       2.71459940e-05, 2.71461704e-05, 2.71462586e-05, 2.71463027e-05,
       2.71463248e-05, 2.71463358e-05, 2.71463413e-05, 2.71463441e-05,
       2.71463455e-05, 2.71463461e-05, 2.71463465e-05, 2.71463467e-05,
       2.71463467e-05, 2.71463468e-05, 2.71463468e-05, 2.71463468e-05]), 1570: array([1.77476837e-05, 2.07949152e-05, 2.29279805e-05, 2.44211285e-05,
       2.54663336e-05, 2.61979783e-05, 2.67101304e-05, 2.70686374e-05,
       2.73195927e-05, 2.74952616e-05, 2.76182301e-05, 2.77043081e-05,
       2.77645628e-05, 2.78067412e-05, 2.78362661e-05, 2.78569336e-05,
       2.78714008e-05, 2.78815279e-05, 2.78886169e-05, 2.78935792e-05,
       2.78970528e-05, 2.78994843e-05, 2.79011864e-05, 2.79023779e-05,
       2.79032119e-05, 2.79037957e-05, 2.79042044e-05, 2.79044904e-05]), 1575: array([0.00081848, 0.00083281, 0.00084715, 0.00086148, 0.00087581,
       0.00089015, 0.00090448, 0.00091882, 0.00093315, 0.00094749,
       0.00096182, 0.00097616, 0.00099049, 0.00100483, 0.00101916,
       0.00103349, 0.00104783, 0.00106216, 0.0010765 , 0.00109083,
       0.00110517, 0.0011195 , 0.00113384, 0.00114817, 0.00116251,
       0.00117684, 0.00119117, 0.00120551]), 1580: array([0.00050723, 0.00047275, 0.00044171, 0.00041378, 0.00038864,
       0.00036602, 0.00034566, 0.00032734, 0.00031084, 0.000296  ,
       0.00028264, 0.00027062, 0.0002598 , 0.00025006, 0.00024129,
       0.0002334 , 0.0002263 , 0.00021991, 0.00021416, 0.00020899,
       0.00020433, 0.00020014, 0.00019637, 0.00019297, 0.00018991,
       0.00018716, 0.00018469, 0.00018246]), 1585: array([0.0001846 , 0.0001914 , 0.0001948 , 0.0001965 , 0.00019735,
       0.00019777, 0.00019798, 0.00019809, 0.00019814, 0.00019817,
       0.00019818, 0.00019819, 0.00019819, 0.00019819, 0.00019819,
       0.0001982 , 0.0001982 , 0.0001982 , 0.0001982 , 0.0001982 ,
       0.0001982 , 0.0001982 , 0.0001982 , 0.0001982 , 0.0001982 ,
       0.0001982 , 0.0001982 , 0.0001982 ]), 1590: array([0.00018374, 0.00018583, 0.00018687, 0.00018739, 0.00018765,
       0.00018778, 0.00018785, 0.00018788, 0.0001879 , 0.0001879 ,
       0.00018791, 0.00018791, 0.00018791, 0.00018791, 0.00018791,
       0.00018791, 0.00018791, 0.00018791, 0.00018791, 0.00018791,
       0.00018791, 0.00018791, 0.00018791, 0.00018791, 0.00018791,
       0.00018791, 0.00018791, 0.00018791]), 1595: array([9.78665913e-05, 1.22970631e-04, 1.38826343e-04, 1.48840811e-04,
       1.55165949e-04, 1.59160906e-04, 1.61684121e-04, 1.63277784e-04,
       1.64284342e-04, 1.64920083e-04, 1.65321618e-04, 1.65575227e-04,
       1.65735406e-04, 1.65836576e-04, 1.65900474e-04, 1.65940833e-04,
       1.65966323e-04, 1.65982423e-04, 1.65992591e-04, 1.65999014e-04,
       1.66003070e-04, 1.66005632e-04, 1.66007250e-04, 1.66008273e-04,
       1.66008918e-04, 1.66009326e-04, 1.66009583e-04, 1.66009746e-04]), 1600: array([0.00012737, 0.00014352, 0.00015482, 0.00016273, 0.00016827,
       0.00017215, 0.00017486, 0.00017676, 0.00017809, 0.00017903,
       0.00017968, 0.00018013, 0.00018045, 0.00018068, 0.00018083,
       0.00018094, 0.00018102, 0.00018107, 0.00018111, 0.00018114,
       0.00018116, 0.00018117, 0.00018118, 0.00018118, 0.00018119,
       0.00018119, 0.00018119, 0.0001812 ]), 1605: array([0.00013083, 0.00013301, 0.00013497, 0.00013674, 0.00013833,
       0.00013976, 0.00014104, 0.0001422 , 0.00014325, 0.00014418,
       0.00014503, 0.00014579, 0.00014647, 0.00014709, 0.00014764,
       0.00014814, 0.00014859, 0.00014899, 0.00014936, 0.00014968,
       0.00014998, 0.00015024, 0.00015048, 0.0001507 , 0.00015089,
       0.00015106, 0.00015122, 0.00015136]), 1610: array([1.19897648e-04, 1.13845751e-04, 1.09609438e-04, 1.06644030e-04,
       1.04568251e-04, 1.03115210e-04, 1.02098086e-04, 1.01386101e-04,
       1.00887713e-04, 1.00538843e-04, 1.00294635e-04, 1.00123690e-04,
       1.00004029e-04, 9.99202661e-05, 9.98616325e-05, 9.98205892e-05,
       9.97918589e-05, 9.97717478e-05, 9.97576701e-05, 9.97478157e-05,
       9.97409177e-05, 9.97360890e-05, 9.97327090e-05, 9.97303430e-05,
       9.97286868e-05, 9.97275275e-05, 9.97267160e-05, 9.97261479e-05]), 1615: array([8.02438100e-05, 7.67123604e-05, 7.48598871e-05, 7.38881454e-05,
       7.33784041e-05, 7.31110119e-05, 7.29707475e-05, 7.28971697e-05,
       7.28585734e-05, 7.28383272e-05, 7.28277067e-05, 7.28221356e-05,
       7.28192132e-05, 7.28176802e-05, 7.28168760e-05, 7.28164542e-05,
       7.28162329e-05, 7.28161168e-05, 7.28160560e-05, 7.28160240e-05,
       7.28160073e-05, 7.28159985e-05, 7.28159939e-05, 7.28159914e-05,
       7.28159902e-05, 7.28159895e-05, 7.28159892e-05, 7.28159890e-05]), 1620: array([0.00025348, 0.00024609, 0.00023949, 0.00023358, 0.0002283 ,
       0.00022358, 0.00021936, 0.00021558, 0.00021221, 0.00020919,
       0.00020649, 0.00020408, 0.00020192, 0.00019999, 0.00019827,
       0.00019673, 0.00019535, 0.00019412, 0.00019301, 0.00019203,
       0.00019115, 0.00019036, 0.00018965, 0.00018902, 0.00018846,
       0.00018796, 0.00018751, 0.0001871 ]), 1625: array([0.00016968, 0.00016237, 0.00015725, 0.00015367, 0.00015116,
       0.00014941, 0.00014818, 0.00014732, 0.00014671, 0.00014629,
       0.000146  , 0.00014579, 0.00014565, 0.00014555, 0.00014547,
       0.00014542, 0.00014539, 0.00014537, 0.00014535, 0.00014534,
       0.00014533, 0.00014532, 0.00014532, 0.00014532, 0.00014531,
       0.00014531, 0.00014531, 0.00014531]), 1630: array([0.00010769, 0.00011956, 0.00012787, 0.00013369, 0.00013776,
       0.00014061, 0.00014261, 0.00014401, 0.00014498, 0.00014567,
       0.00014615, 0.00014648, 0.00014672, 0.00014688, 0.000147  ,
       0.00014708, 0.00014713, 0.00014717, 0.0001472 , 0.00014722,
       0.00014723, 0.00014724, 0.00014725, 0.00014725, 0.00014726,
       0.00014726, 0.00014726, 0.00014726]), 1635: array([2.39645065e-05, 2.57358949e-05, 2.74718500e-05, 2.91730807e-05,
       3.08402814e-05, 3.24741331e-05, 3.40753026e-05, 3.56444439e-05,
       3.71821974e-05, 3.86891912e-05, 4.01660404e-05, 4.16133481e-05,
       4.30317052e-05, 4.44216907e-05, 4.57838723e-05, 4.71188060e-05,
       4.84270369e-05, 4.97090992e-05, 5.09655163e-05, 5.21968011e-05,
       5.34034565e-05, 5.45859750e-05, 5.57448395e-05, 5.68805232e-05,
       5.79934897e-05, 5.90841934e-05, 6.01530796e-05, 6.12005849e-05]), 1640: array([4.21162176e-05, 4.56664827e-05, 4.88617062e-05, 5.17373936e-05,
       5.43254999e-05, 5.66547845e-05, 5.87511307e-05, 6.06378333e-05,
       6.23358575e-05, 6.38640720e-05, 6.52394585e-05, 6.64773005e-05,
       6.75913530e-05, 6.85939954e-05, 6.94963693e-05, 7.03085020e-05,
       7.10394179e-05, 7.16972391e-05, 7.22892753e-05, 7.28221054e-05,
       7.33016502e-05, 7.37332385e-05, 7.41216660e-05, 7.44712492e-05,
       7.47858725e-05, 7.50690322e-05, 7.53238747e-05, 7.55532318e-05]), 1645: array([6.16228302e-05, 6.14473280e-05, 6.12893770e-05, 6.11472220e-05,
       6.10192832e-05, 6.09041390e-05, 6.08005099e-05, 6.07072442e-05,
       6.06233056e-05, 6.05477613e-05, 6.04797719e-05, 6.04185817e-05,
       6.03635109e-05, 6.03139475e-05, 6.02693407e-05, 6.02291948e-05,
       6.01930638e-05, 6.01605460e-05, 6.01312802e-05, 6.01049411e-05,
       6.00812361e-05, 6.00599017e-05, 6.00407008e-05, 6.00234202e-05,
       6.00078677e-05, 5.99938705e-05, 5.99812731e-05, 5.99699356e-05]), 1650: array([7.71639995e-05, 7.43070665e-05, 7.17358312e-05, 6.94217235e-05,
       6.73390301e-05, 6.54646093e-05, 6.37776335e-05, 6.22593579e-05,
       6.08929123e-05, 5.96631133e-05, 5.85562962e-05, 5.75601625e-05,
       5.66636437e-05, 5.58567782e-05, 5.51306005e-05, 5.44770417e-05,
       5.38888398e-05, 5.33594590e-05, 5.28830171e-05, 5.24542201e-05,
       5.20683035e-05, 5.17209792e-05, 5.14083879e-05, 5.11270561e-05,
       5.08738580e-05, 5.06459801e-05, 5.04408903e-05, 5.02563098e-05]), 1655: array([9.35463217e-05, 8.82631947e-05, 8.35083817e-05, 7.92290512e-05,
       7.53776548e-05, 7.19113991e-05, 6.87917699e-05, 6.59841043e-05,
       6.34572061e-05, 6.11829983e-05, 5.91362118e-05, 5.72941046e-05,
       5.56362085e-05, 5.41441025e-05, 5.28012074e-05, 5.15926022e-05,
       5.05048578e-05, 4.95258882e-05, 4.86448157e-05, 4.78518508e-05,
       4.71381825e-05, 4.64958812e-05, 4.59178103e-05, 4.53975465e-05,
       4.49293093e-05, 4.45078959e-05, 4.41286240e-05, 4.37872794e-05]), 1660: array([2.14640069e-05, 2.42303419e-05, 2.61667692e-05, 2.75222632e-05,
       2.84711054e-05, 2.91352924e-05, 2.96002216e-05, 2.99256708e-05,
       3.01534844e-05, 3.03129533e-05, 3.04245811e-05, 3.05027203e-05,
       3.05574175e-05, 3.05957054e-05, 3.06225069e-05, 3.06412678e-05,
       3.06544004e-05, 3.06635932e-05, 3.06700281e-05, 3.06745326e-05,
       3.06776856e-05, 3.06798928e-05, 3.06814378e-05, 3.06825193e-05,
       3.06832764e-05, 3.06838063e-05, 3.06841772e-05, 3.06844369e-05]), 1665: array([2.48203528e-05, 2.36507608e-05, 2.30659639e-05, 2.27735650e-05,
       2.26273653e-05, 2.25542653e-05, 2.25177152e-05, 2.24994402e-05,
       2.24903026e-05, 2.24857339e-05, 2.24834495e-05, 2.24823073e-05,
       2.24817362e-05, 2.24814506e-05, 2.24813078e-05, 2.24812365e-05,
       2.24812008e-05, 2.24811829e-05, 2.24811740e-05, 2.24811695e-05,
       2.24811673e-05, 2.24811662e-05, 2.24811656e-05, 2.24811654e-05,
       2.24811652e-05, 2.24811651e-05, 2.24811651e-05, 2.24811651e-05]), 1670: array([4.10449999e-05, 3.64084540e-05, 3.31628667e-05, 3.08909521e-05,
       2.93006095e-05, 2.81873679e-05, 2.74080975e-05, 2.68626074e-05,
       2.64807638e-05, 2.62134728e-05, 2.60263688e-05, 2.58953959e-05,
       2.58037146e-05, 2.57395377e-05, 2.56946137e-05, 2.56631669e-05,
       2.56411541e-05, 2.56257451e-05, 2.56149588e-05, 2.56074084e-05,
       2.56021231e-05, 2.55984234e-05, 2.55958336e-05, 2.55940207e-05,
       2.55927517e-05, 2.55918634e-05, 2.55912416e-05, 2.55908063e-05]), 1675: array([0.00021292, 0.00021007, 0.00020727, 0.00020453, 0.00020184,
       0.00019921, 0.00019663, 0.0001941 , 0.00019162, 0.00018919,
       0.00018681, 0.00018448, 0.00018219, 0.00017995, 0.00017776,
       0.00017561, 0.0001735 , 0.00017143, 0.00016941, 0.00016742,
       0.00016548, 0.00016357, 0.0001617 , 0.00015987, 0.00015808,
       0.00015632, 0.0001546 , 0.00015291]), 1680: array([0.00055944, 0.0005524 , 0.00054549, 0.00053873, 0.0005321 ,
       0.0005256 , 0.00051923, 0.00051299, 0.00050688, 0.00050088,
       0.00049501, 0.00048925, 0.00048361, 0.00047808, 0.00047266,
       0.00046735, 0.00046215, 0.00045705, 0.00045205, 0.00044715,
       0.00044235, 0.00043765, 0.00043303, 0.00042852, 0.00042409,
       0.00041975, 0.00041549, 0.00041133]), 1685: array([0.00049014, 0.00042636, 0.00038118, 0.00034917, 0.00032649,
       0.00031043, 0.00029905, 0.00029098, 0.00028527, 0.00028122,
       0.00027836, 0.00027633, 0.00027489, 0.00027387, 0.00027315,
       0.00027263, 0.00027227, 0.00027202, 0.00027183, 0.0002717 ,
       0.00027161, 0.00027155, 0.0002715 , 0.00027147, 0.00027145,
       0.00027143, 0.00027142, 0.00027141]), 1690: array([0.00016171, 0.00019028, 0.00021028, 0.00022428, 0.00023408,
       0.00024093, 0.00024574, 0.0002491 , 0.00025145, 0.0002531 ,
       0.00025425, 0.00025506, 0.00025562, 0.00025602, 0.00025629,
       0.00025649, 0.00025662, 0.00025672, 0.00025678, 0.00025683,
       0.00025686, 0.00025688, 0.0002569 , 0.00025691, 0.00025692,
       0.00025693, 0.00025693, 0.00025693]), 1695: array([0.00018306, 0.00019019, 0.00019518, 0.00019867, 0.00020112,
       0.00020283, 0.00020403, 0.00020487, 0.00020546, 0.00020587,
       0.00020616, 0.00020636, 0.0002065 , 0.0002066 , 0.00020667,
       0.00020672, 0.00020675, 0.00020677, 0.00020679, 0.0002068 ,
       0.00020681, 0.00020682, 0.00020682, 0.00020682, 0.00020682,
       0.00020683, 0.00020683, 0.00020683]), 1700: array([6.83123654e-05, 6.69691027e-05, 6.57601284e-05, 6.46720174e-05,
       6.36926869e-05, 6.28112618e-05, 6.20179544e-05, 6.13039554e-05,
       6.06613361e-05, 6.00829607e-05, 5.95624065e-05, 5.90938930e-05,
       5.86722177e-05, 5.82926981e-05, 5.79511197e-05, 5.76436895e-05,
       5.73669937e-05, 5.71179597e-05, 5.68938220e-05, 5.66920918e-05,
       5.65105290e-05, 5.63471173e-05, 5.62000421e-05, 5.60676704e-05,
       5.59485321e-05, 5.58413042e-05, 5.57447961e-05, 5.56579361e-05]), 1705: array([4.80888481e-05, 4.78789831e-05, 4.77320765e-05, 4.76292412e-05,
       4.75572559e-05, 4.75068659e-05, 4.74715926e-05, 4.74469011e-05,
       4.74296169e-05, 4.74175179e-05, 4.74090486e-05, 4.74031200e-05,
       4.73989699e-05, 4.73960649e-05, 4.73940313e-05, 4.73926078e-05,
       4.73916114e-05, 4.73909138e-05, 4.73904256e-05, 4.73900838e-05,
       4.73898445e-05, 4.73896770e-05, 4.73895598e-05, 4.73894777e-05,
       4.73894203e-05, 4.73893801e-05, 4.73893519e-05, 4.73893322e-05]), 1710: array([0.00192684, 0.00198385, 0.00204085, 0.00209786, 0.00215486,
       0.00221187, 0.00226887, 0.00232588, 0.00238288, 0.00243989,
       0.00249689, 0.0025539 , 0.0026109 , 0.00266791, 0.00272491,
       0.00278192, 0.00283892, 0.00289593, 0.00295293, 0.00300994,
       0.00306694, 0.00312395, 0.00318095, 0.00323796, 0.00329496,
       0.00335197, 0.00340897, 0.00346598]), 1715: array([0.00124035, 0.00105269, 0.00091168, 0.00080573, 0.00072612,
       0.00066631, 0.00062137, 0.0005876 , 0.00056223, 0.00054316,
       0.00052884, 0.00051807, 0.00050999, 0.00050391, 0.00049934,
       0.00049591, 0.00049334, 0.0004914 , 0.00048994, 0.00048885,
       0.00048803, 0.00048741, 0.00048695, 0.0004866 , 0.00048634,
       0.00048614, 0.00048599, 0.00048588]), 1720: array([0.00022923, 0.00030122, 0.00035474, 0.00039453, 0.00042411,
       0.0004461 , 0.00046245, 0.00047461, 0.00048364, 0.00049036,
       0.00049536, 0.00049907, 0.00050183, 0.00050388, 0.00050541,
       0.00050655, 0.00050739, 0.00050802, 0.00050848, 0.00050883,
       0.00050909, 0.00050928, 0.00050942, 0.00050953, 0.0005096 ,
       0.00050966, 0.00050971, 0.00050974]), 1725: array([4.22180383e-05, 4.76611917e-05, 5.29954302e-05, 5.82229332e-05,
       6.33458365e-05, 6.83662330e-05, 7.32861738e-05, 7.81076690e-05,
       8.28326885e-05, 8.74631626e-05, 9.20009833e-05, 9.64480044e-05,
       1.00806043e-04, 1.05076879e-04, 1.09262258e-04, 1.13363889e-04,
       1.17383449e-04, 1.21322580e-04, 1.25182890e-04, 1.28965957e-04,
       1.32673328e-04, 1.36306515e-04, 1.39867004e-04, 1.43356250e-04,
       1.46775677e-04, 1.50126684e-04, 1.53410638e-04, 1.56628882e-04]), 1730: array([2.12527210e-05, 2.29180248e-05, 2.45500204e-05, 2.61493741e-05,
       2.77167387e-05, 2.92527540e-05, 3.07580471e-05, 3.22332324e-05,
       3.36789122e-05, 3.50956765e-05, 3.64841038e-05, 3.78447608e-05,
       3.91782030e-05, 4.04849746e-05, 4.17656092e-05, 4.30206295e-05,
       4.42505477e-05, 4.54558661e-05, 4.66370766e-05, 4.77946614e-05,
       4.89290930e-05, 5.00408346e-05, 5.11303400e-05, 5.21980538e-05,
       5.32444121e-05, 5.42698419e-05, 5.52747618e-05, 5.62595820e-05]), 1735: array([6.48734702e-05, 6.21239475e-05, 5.96493768e-05, 5.74222628e-05,
       5.54178600e-05, 5.36138972e-05, 5.19903305e-05, 5.05291203e-05,
       4.92140309e-05, 4.80304503e-05, 4.69652276e-05, 4.60065271e-05,
       4.51436965e-05, 4.43671489e-05, 4.36682560e-05, 4.30392522e-05,
       4.24731488e-05, 4.19636556e-05, 4.15051117e-05, 4.10924222e-05,
       4.07210015e-05, 4.03867229e-05, 4.00858721e-05, 3.98151063e-05,
       3.95714171e-05, 3.93520968e-05, 3.91547084e-05, 3.89770589e-05]), 1740: array([2.35801100e-04, 2.18998990e-04, 2.03877084e-04, 1.90267364e-04,
       1.78018612e-04, 1.66994730e-04, 1.57073233e-04, 1.48143882e-04,
       1.40107463e-04, 1.32874683e-04, 1.26365179e-04, 1.20506623e-04,
       1.15233920e-04, 1.10488486e-04, 1.06217594e-04, 1.02373789e-04,
       9.89143635e-05, 9.58008795e-05, 9.29987427e-05, 9.04768187e-05,
       8.82070862e-05, 8.61643261e-05, 8.43258414e-05, 8.26712045e-05,
       8.11820307e-05, 7.98417738e-05, 7.86355421e-05, 7.75499332e-05]), 1745: array([8.68153755e-05, 8.22875370e-05, 8.00235534e-05, 7.88915294e-05,
       7.83255013e-05, 7.80424792e-05, 7.79009642e-05, 7.78302046e-05,
       7.77948238e-05, 7.77771329e-05, 7.77682872e-05, 7.77638643e-05,
       7.77616527e-05, 7.77605469e-05, 7.77599940e-05, 7.77597175e-05,
       7.77595793e-05, 7.77595102e-05, 7.77594756e-05, 7.77594583e-05,
       7.77594497e-05, 7.77594454e-05, 7.77594432e-05, 7.77594421e-05,
       7.77594416e-05, 7.77594413e-05, 7.77594412e-05, 7.77594411e-05]), 1750: array([5.27955231e-05, 5.99455463e-05, 6.35205807e-05, 6.53081093e-05,
       6.62018793e-05, 6.66487672e-05, 6.68722126e-05, 6.69839359e-05,
       6.70397980e-05, 6.70677292e-05, 6.70816949e-05, 6.70886778e-05,
       6.70921693e-05, 6.70939150e-05, 6.70947879e-05, 6.70952243e-05,
       6.70954425e-05, 6.70955517e-05, 6.70956062e-05, 6.70956335e-05,
       6.70956471e-05, 6.70956539e-05, 6.70956574e-05, 6.70956591e-05,
       6.70956599e-05, 6.70956603e-05, 6.70956606e-05, 6.70956607e-05]), 1755: array([0.00030938, 0.00025752, 0.00022121, 0.00019579, 0.000178  ,
       0.00016554, 0.00015683, 0.00015072, 0.00014645, 0.00014346,
       0.00014137, 0.0001399 , 0.00013888, 0.00013816, 0.00013766,
       0.0001373 , 0.00013706, 0.00013688, 0.00013676, 0.00013668,
       0.00013662, 0.00013658, 0.00013655, 0.00013653, 0.00013652,
       0.00013651, 0.0001365 , 0.00013649]), 1760: array([0.00031973, 0.00028337, 0.00025788, 0.00024002, 0.00022749,
       0.00021872, 0.00021257, 0.00020826, 0.00020524, 0.00020312,
       0.00020163, 0.00020059, 0.00019986, 0.00019935, 0.00019899,
       0.00019874, 0.00019857, 0.00019844, 0.00019836, 0.0001983 ,
       0.00019825, 0.00019822, 0.0001982 , 0.00019819, 0.00019818,
       0.00019817, 0.00019817, 0.00019816]), 1765: array([0.00018263, 0.00020053, 0.00021307, 0.00022184, 0.00022798,
       0.00023228, 0.00023529, 0.0002374 , 0.00023887, 0.0002399 ,
       0.00024063, 0.00024113, 0.00024149, 0.00024174, 0.00024191,
       0.00024203, 0.00024212, 0.00024217, 0.00024222, 0.00024225,
       0.00024227, 0.00024228, 0.00024229, 0.0002423 , 0.0002423 ,
       0.00024231, 0.00024231, 0.00024231]), 1770: array([5.36925706e-05, 6.35045598e-05, 7.23345125e-05, 8.02807163e-05,
       8.74316214e-05, 9.38668257e-05, 9.96579603e-05, 1.04869487e-04,
       1.09559416e-04, 1.13779952e-04, 1.17578075e-04, 1.20996061e-04,
       1.24071956e-04, 1.26839999e-04, 1.29331002e-04, 1.31572692e-04,
       1.33590022e-04, 1.35405446e-04, 1.37039173e-04, 1.38509388e-04,
       1.39832456e-04, 1.41023104e-04, 1.42094586e-04, 1.43058828e-04,
       1.43926564e-04, 1.44707452e-04, 1.45410184e-04, 1.46042583e-04]), 1775: array([6.02169838e-06, 6.72756572e-06, 7.41931526e-06, 8.09722937e-06,
       8.76158476e-06, 9.41265263e-06, 1.00506987e-05, 1.06759835e-05,
       1.12887622e-05, 1.18892849e-05, 1.24777967e-05, 1.30545380e-05,
       1.36197441e-05, 1.41736457e-05, 1.47164689e-05, 1.52484352e-05,
       1.57697620e-05, 1.62806618e-05, 1.67813434e-05, 1.72720110e-05,
       1.77528649e-05, 1.82241014e-05, 1.86859129e-05, 1.91384879e-05,
       1.95820111e-05, 2.00166636e-05, 2.04426227e-05, 2.08600624e-05]), 1780: array([2.17351930e-04, 1.69040303e-04, 1.35222121e-04, 1.11549362e-04,
       9.49784092e-05, 8.33787273e-05, 7.52589394e-05, 6.95750804e-05,
       6.55963740e-05, 6.28112758e-05, 6.08617046e-05, 5.94970030e-05,
       5.85417106e-05, 5.78730050e-05, 5.74049105e-05, 5.70772440e-05,
       5.68478771e-05, 5.66873200e-05, 5.65749300e-05, 5.64962568e-05,
       5.64411855e-05, 5.64026356e-05, 5.63756506e-05, 5.63567611e-05,
       5.63435384e-05, 5.63342825e-05, 5.63278034e-05, 5.63232680e-05]), 1785: array([1.64396185e-04, 1.43660442e-04, 1.29144661e-04, 1.18983082e-04,
       1.11869604e-04, 1.06889909e-04, 1.03403939e-04, 1.00963633e-04,
       9.92553287e-05, 9.80594532e-05, 9.72222965e-05, 9.66362561e-05,
       9.62260064e-05, 9.59388165e-05, 9.57377730e-05, 9.55970352e-05,
       9.54985136e-05, 9.54295449e-05, 9.53812642e-05, 9.53474660e-05,
       9.53238060e-05, 9.53072432e-05, 9.52956485e-05, 9.52875319e-05,
       9.52818499e-05, 9.52778723e-05, 9.52750879e-05, 9.52731387e-05]), 1790: array([0.00011778, 0.00011124, 0.00010764, 0.00010566, 0.00010457,
       0.00010397, 0.00010364, 0.00010346, 0.00010336, 0.00010331,
       0.00010328, 0.00010326, 0.00010325, 0.00010324, 0.00010324,
       0.00010324, 0.00010324, 0.00010324, 0.00010324, 0.00010324,
       0.00010324, 0.00010324, 0.00010324, 0.00010324, 0.00010324,
       0.00010324, 0.00010324, 0.00010324]), 1795: array([0.00022147, 0.0001966 , 0.00017919, 0.00016701, 0.00015848,
       0.0001525 , 0.00014832, 0.0001454 , 0.00014335, 0.00014192,
       0.00014091, 0.00014021, 0.00013972, 0.00013937, 0.00013913,
       0.00013896, 0.00013885, 0.00013876, 0.0001387 , 0.00013866,
       0.00013864, 0.00013862, 0.0001386 , 0.00013859, 0.00013859,
       0.00013858, 0.00013858, 0.00013858]), 1800: array([0.00036092, 0.00031336, 0.0002794 , 0.00025515, 0.00023783,
       0.00022547, 0.00021664, 0.00021033, 0.00020583, 0.00020261,
       0.00020032, 0.00019868, 0.00019751, 0.00019667, 0.00019607,
       0.00019565, 0.00019534, 0.00019512, 0.00019497, 0.00019486,
       0.00019478, 0.00019472, 0.00019468, 0.00019465, 0.00019463,
       0.00019462, 0.00019461, 0.0001946 ]), 1805: array([0.00014351, 0.00016239, 0.00017524, 0.00018399, 0.00018995,
       0.00019401, 0.00019678, 0.00019866, 0.00019994, 0.00020082,
       0.00020141, 0.00020182, 0.00020209, 0.00020228, 0.00020241,
       0.0002025 , 0.00020255, 0.00020259, 0.00020262, 0.00020264,
       0.00020265, 0.00020266, 0.00020267, 0.00020267, 0.00020268,
       0.00020268, 0.00020268, 0.00020268]), 1810: array([2.61093150e-05, 2.91537865e-05, 3.21373399e-05, 3.50611943e-05,
       3.79265442e-05, 4.07345602e-05, 4.34863895e-05, 4.61831564e-05,
       4.88259627e-05, 5.14158881e-05, 5.39539906e-05, 5.64413073e-05,
       5.88788543e-05, 6.12676275e-05, 6.36086028e-05, 6.59027366e-05,
       6.81509662e-05, 7.03542102e-05, 7.25133686e-05, 7.46293236e-05,
       7.67029396e-05, 7.87350638e-05, 8.07265265e-05, 8.26781412e-05,
       8.45907054e-05, 8.64650003e-05, 8.83017917e-05, 9.01018301e-05]), 1815: array([9.12126752e-05, 9.28399056e-05, 9.43044066e-05, 9.56224517e-05,
       9.68086872e-05, 9.78762945e-05, 9.88371369e-05, 9.97018912e-05,
       1.00480167e-04, 1.01180612e-04, 1.01811009e-04, 1.02378365e-04,
       1.02888983e-04, 1.03348537e-04, 1.03762133e-04, 1.04134369e-04,
       1.04469379e-04, 1.04770887e-04, 1.05042243e-04, 1.05286463e-04,
       1.05506259e-04, 1.05704075e-04, 1.05882109e-04, 1.06042339e-04,
       1.06186545e-04, 1.06316330e-04, 1.06433135e-04, 1.06538260e-04]), 1820: array([2.42257793e-04, 2.24911554e-04, 2.09299505e-04, 1.95248271e-04,
       1.82601808e-04, 1.71219675e-04, 1.60975471e-04, 1.51755430e-04,
       1.43457163e-04, 1.35988515e-04, 1.29266545e-04, 1.23216604e-04,
       1.17771505e-04, 1.12870780e-04, 1.08460005e-04, 1.04490197e-04,
       1.00917271e-04, 9.77015475e-05, 9.48073161e-05, 9.22024354e-05,
       8.98579776e-05, 8.77479069e-05, 8.58487905e-05, 8.41395382e-05,
       8.26011684e-05, 8.12165970e-05, 7.99704481e-05, 7.88488830e-05]), 1825: array([0.00026483, 0.00024888, 0.00023454, 0.00022162, 0.00021   ,
       0.00019954, 0.00019013, 0.00018165, 0.00017403, 0.00016716,
       0.00016099, 0.00015543, 0.00015042, 0.00014592, 0.00014187,
       0.00013822, 0.00013494, 0.00013198, 0.00012932, 0.00012693,
       0.00012477, 0.00012283, 0.00012109, 0.00011952, 0.00011811,
       0.00011683, 0.00011569, 0.00011466]), 1830: array([8.25507442e-05, 8.37227285e-05, 8.43547342e-05, 8.46955503e-05,
       8.48793392e-05, 8.49784494e-05, 8.50318957e-05, 8.50607173e-05,
       8.50762596e-05, 8.50846409e-05, 8.50891607e-05, 8.50915980e-05,
       8.50929124e-05, 8.50936212e-05, 8.50940034e-05, 8.50942095e-05,
       8.50943206e-05, 8.50943806e-05, 8.50944129e-05, 8.50944303e-05,
       8.50944397e-05, 8.50944448e-05, 8.50944475e-05, 8.50944490e-05,
       8.50944498e-05, 8.50944502e-05, 8.50944505e-05, 8.50944506e-05]), 1835: array([3.64579742e-05, 3.92959899e-05, 4.18501946e-05, 4.41489702e-05,
       4.62178606e-05, 4.80798550e-05, 4.97556437e-05, 5.12638479e-05,
       5.26212267e-05, 5.38428630e-05, 5.49423316e-05, 5.59318496e-05,
       5.68224126e-05, 5.76239162e-05, 5.83452668e-05, 5.89944799e-05,
       5.95787696e-05, 6.01046283e-05, 6.05778994e-05, 6.10038417e-05,
       6.13871885e-05, 6.17321992e-05, 6.20427078e-05, 6.23221644e-05,
       6.25736744e-05, 6.28000326e-05, 6.30037542e-05, 6.31871030e-05]), 1840: array([3.89480328e-05, 4.12522369e-05, 4.24043396e-05, 4.29803912e-05,
       4.32684172e-05, 4.34124303e-05, 4.34844369e-05, 4.35204402e-05,
       4.35384419e-05, 4.35474427e-05, 4.35519431e-05, 4.35541934e-05,
       4.35553185e-05, 4.35558810e-05, 4.35561623e-05, 4.35563029e-05,
       4.35563732e-05, 4.35564084e-05, 4.35564260e-05, 4.35564348e-05,
       4.35564392e-05, 4.35564414e-05, 4.35564425e-05, 4.35564430e-05,
       4.35564433e-05, 4.35564434e-05, 4.35564435e-05, 4.35564435e-05]), 1845: array([6.14929741e-05, 5.07292270e-05, 4.53473173e-05, 4.26563444e-05,
       4.13108489e-05, 4.06380967e-05, 4.03017183e-05, 4.01335280e-05,
       4.00494322e-05, 4.00073841e-05, 3.99863599e-05, 3.99758477e-05,
       3.99705916e-05, 3.99679635e-05, 3.99666494e-05, 3.99659924e-05,
       3.99656639e-05, 3.99654996e-05, 3.99654175e-05, 3.99653764e-05,
       3.99653559e-05, 3.99653456e-05, 3.99653405e-05, 3.99653379e-05,
       3.99653367e-05, 3.99653360e-05, 3.99653357e-05, 3.99653355e-05]), 1850: array([6.87767611e-05, 6.73419797e-05, 6.60506788e-05, 6.48885101e-05,
       6.38425602e-05, 6.29012071e-05, 6.20539908e-05, 6.12914976e-05,
       6.06052549e-05, 5.99876377e-05, 5.94317832e-05, 5.89315151e-05,
       5.84812746e-05, 5.80760589e-05, 5.77113655e-05, 5.73831420e-05,
       5.70877414e-05, 5.68218813e-05, 5.65826077e-05, 5.63672619e-05,
       5.61734510e-05, 5.59990215e-05, 5.58420353e-05, 5.57007479e-05,
       5.55735895e-05, 5.54591471e-05, 5.53561492e-05, 5.52634513e-05]), 1855: array([2.54170115e-05, 2.63615152e-05, 2.70226662e-05, 2.74854708e-05,
       2.78094332e-05, 2.80362063e-05, 2.81949471e-05, 2.83060653e-05,
       2.83838479e-05, 2.84382956e-05, 2.84764089e-05, 2.85030882e-05,
       2.85217636e-05, 2.85348363e-05, 2.85439872e-05, 2.85503929e-05,
       2.85548768e-05, 2.85580155e-05, 2.85602126e-05, 2.85617506e-05,
       2.85628272e-05, 2.85635808e-05, 2.85641083e-05, 2.85644776e-05,
       2.85647361e-05, 2.85649170e-05, 2.85650437e-05, 2.85651323e-05]), 1860: array([8.97556374e-05, 5.25035762e-05, 3.82993367e-05, 3.28832493e-05,
       3.08180911e-05, 3.00306446e-05, 2.97303907e-05, 2.96159036e-05,
       2.95722496e-05, 2.95556043e-05, 2.95492575e-05, 2.95468374e-05,
       2.95459146e-05, 2.95455628e-05, 2.95454286e-05, 2.95453775e-05,
       2.95453580e-05, 2.95453505e-05, 2.95453477e-05, 2.95453466e-05,
       2.95453462e-05, 2.95453460e-05, 2.95453460e-05, 2.95453459e-05,
       2.95453459e-05, 2.95453459e-05, 2.95453459e-05, 2.95453459e-05]), 1865: array([1.37435658e-04, 1.14588150e-04, 9.85948596e-05, 8.73995316e-05,
       7.95627848e-05, 7.40770500e-05, 7.02370272e-05, 6.75490054e-05,
       6.56673860e-05, 6.43502495e-05, 6.34282520e-05, 6.27828523e-05,
       6.23310715e-05, 6.20148242e-05, 6.17934507e-05, 6.16384889e-05,
       6.15300153e-05, 6.14540837e-05, 6.14009315e-05, 6.13637248e-05,
       6.13376801e-05, 6.13194487e-05, 6.13066868e-05, 6.12977534e-05,
       6.12915000e-05, 6.12871226e-05, 6.12840584e-05, 6.12819135e-05]), 1870: array([1.57363865e-04, 1.38580436e-04, 1.25431761e-04, 1.16227497e-04,
       1.09784377e-04, 1.05274099e-04, 1.02116839e-04, 9.99067104e-05,
       9.83595882e-05, 9.72765800e-05, 9.65184584e-05, 9.59877623e-05,
       9.56162672e-05, 9.53562152e-05, 9.51741750e-05, 9.50467442e-05,
       9.49575408e-05, 9.48950971e-05, 9.48513856e-05, 9.48207869e-05,
       9.47993674e-05, 9.47843734e-05, 9.47738774e-05, 9.47665301e-05,
       9.47613868e-05, 9.47577864e-05, 9.47552661e-05, 9.47535019e-05]), 1875: array([7.10455714e-05, 7.96485482e-05, 8.56705956e-05, 8.98860034e-05,
       9.28367711e-05, 9.49022960e-05, 9.63481548e-05, 9.73602498e-05,
       9.80687120e-05, 9.85646326e-05, 9.89117749e-05, 9.91547730e-05,
       9.93248707e-05, 9.94439384e-05, 9.95272852e-05, 9.95856277e-05,
       9.96264671e-05, 9.96550546e-05, 9.96750657e-05, 9.96890734e-05,
       9.96988787e-05, 9.97057424e-05, 9.97105469e-05, 9.97139101e-05,
       9.97162643e-05, 9.97179122e-05, 9.97190658e-05, 9.97198733e-05]), 1880: array([3.52391305e-05, 3.90400970e-05, 4.24609576e-05, 4.55397237e-05,
       4.83106056e-05, 5.08043925e-05, 5.30487946e-05, 5.50687510e-05,
       5.68867068e-05, 5.85228625e-05, 5.99953986e-05, 6.13206775e-05,
       6.25134253e-05, 6.35868953e-05, 6.45530157e-05, 6.54225217e-05,
       6.62050750e-05, 6.69093710e-05, 6.75432357e-05, 6.81137123e-05,
       6.86271399e-05, 6.90892235e-05, 6.95050976e-05, 6.98793832e-05,
       7.02162394e-05, 7.05194091e-05, 7.07922611e-05, 7.10378272e-05]), 1885: array([1.29333033e-04, 1.22160491e-04, 1.15705208e-04, 1.09895459e-04,
       1.04666688e-04, 9.99607975e-05, 9.57254996e-05, 9.19137345e-05,
       8.84831486e-05, 8.53956237e-05, 8.26168534e-05, 8.01159620e-05,
       7.78651616e-05, 7.58394428e-05, 7.40162972e-05, 7.23754675e-05,
       7.08987220e-05, 6.95696520e-05, 6.83734899e-05, 6.72969449e-05,
       6.63280551e-05, 6.54560550e-05, 6.46712555e-05, 6.39649365e-05,
       6.33292499e-05, 6.27571324e-05, 6.22422270e-05, 6.17788126e-05]), 1890: array([3.19905776e-05, 3.39692122e-05, 3.49585333e-05, 3.54531957e-05,
       3.57005279e-05, 3.58241944e-05, 3.58860279e-05, 3.59169448e-05,
       3.59324033e-05, 3.59401326e-05, 3.59439972e-05, 3.59459296e-05,
       3.59468957e-05, 3.59473788e-05, 3.59476204e-05, 3.59477412e-05,
       3.59478015e-05, 3.59478317e-05, 3.59478468e-05, 3.59478544e-05,
       3.59478582e-05, 3.59478600e-05, 3.59478610e-05, 3.59478615e-05,
       3.59478617e-05, 3.59478618e-05, 3.59478619e-05, 3.59478619e-05]), 1895: array([2.00414659e-05, 2.27266179e-05, 2.46062230e-05, 2.59219457e-05,
       2.68429510e-05, 2.74876542e-05, 2.79389462e-05, 2.82548504e-05,
       2.84759832e-05, 2.86307760e-05, 2.87391309e-05, 2.88149793e-05,
       2.88680731e-05, 2.89052388e-05, 2.89312547e-05, 2.89494659e-05,
       2.89622137e-05, 2.89711371e-05, 2.89773835e-05, 2.89817560e-05,
       2.89848167e-05, 2.89869593e-05, 2.89884590e-05, 2.89895088e-05,
       2.89902437e-05, 2.89907581e-05, 2.89911182e-05, 2.89913703e-05]), 1900: array([3.68212209e-05, 3.41976355e-05, 3.28858381e-05, 3.22299371e-05,
       3.19019854e-05, 3.17380090e-05, 3.16560205e-05, 3.16150261e-05,
       3.15945289e-05, 3.15842802e-05, 3.15791558e-05, 3.15765937e-05,
       3.15753126e-05, 3.15746720e-05, 3.15743517e-05, 3.15741916e-05,
       3.15741115e-05, 3.15740715e-05, 3.15740515e-05, 3.15740415e-05,
       3.15740365e-05, 3.15740340e-05, 3.15740327e-05, 3.15740321e-05,
       3.15740318e-05, 3.15740316e-05, 3.15740315e-05, 3.15740315e-05]), 1905: array([2.95954683e-05, 3.05463914e-05, 3.10218537e-05, 3.12595854e-05,
       3.13784514e-05, 3.14378845e-05, 3.14676011e-05, 3.14824595e-05,
       3.14898887e-05, 3.14936032e-05, 3.14954606e-05, 3.14963892e-05,
       3.14968535e-05, 3.14970857e-05, 3.14972018e-05, 3.14972598e-05,
       3.14972888e-05, 3.14973033e-05, 3.14973106e-05, 3.14973142e-05,
       3.14973160e-05, 3.14973170e-05, 3.14973174e-05, 3.14973176e-05,
       3.14973177e-05, 3.14973178e-05, 3.14973178e-05, 3.14973178e-05]), 1910: array([7.51085084e-05, 6.73394827e-05, 6.19011574e-05, 5.80943245e-05,
       5.54295380e-05, 5.35641850e-05, 5.22584361e-05, 5.13444106e-05,
       5.07045919e-05, 5.02567183e-05, 4.99432063e-05, 4.97237476e-05,
       4.95701263e-05, 4.94625913e-05, 4.93873167e-05, 4.93346243e-05,
       4.92977397e-05, 4.92719204e-05, 4.92538468e-05, 4.92411954e-05,
       4.92323393e-05, 4.92261400e-05, 4.92218006e-05, 4.92187629e-05,
       4.92166366e-05, 4.92151481e-05, 4.92141062e-05, 4.92133769e-05]), 1915: array([0.00026028, 0.00021681, 0.00018639, 0.00016509, 0.00015018,
       0.00013974, 0.00013244, 0.00012732, 0.00012374, 0.00012124,
       0.00011948, 0.00011825, 0.00011739, 0.00011679, 0.00011637,
       0.00011608, 0.00011587, 0.00011573, 0.00011562, 0.00011555,
       0.0001155 , 0.00011547, 0.00011544, 0.00011543, 0.00011542,
       0.00011541, 0.0001154 , 0.0001154 ]), 1920: array([0.00010157, 0.00011617, 0.00012364, 0.00012746, 0.00012941,
       0.00013041, 0.00013092, 0.00013118, 0.00013131, 0.00013138,
       0.00013141, 0.00013143, 0.00013144, 0.00013144, 0.00013145,
       0.00013145, 0.00013145, 0.00013145, 0.00013145, 0.00013145,
       0.00013145, 0.00013145, 0.00013145, 0.00013145, 0.00013145,
       0.00013145, 0.00013145, 0.00013145]), 1925: array([7.59633666e-05, 8.57319790e-05, 9.25691275e-05, 9.73545154e-05,
       1.00703856e-04, 1.03048092e-04, 1.04688847e-04, 1.05837227e-04,
       1.06640989e-04, 1.07203551e-04, 1.07597293e-04, 1.07872877e-04,
       1.08065761e-04, 1.08200763e-04, 1.08295252e-04, 1.08361385e-04,
       1.08407673e-04, 1.08440070e-04, 1.08462745e-04, 1.08478616e-04,
       1.08489724e-04, 1.08497498e-04, 1.08502940e-04, 1.08506748e-04,
       1.08509414e-04, 1.08511280e-04, 1.08512586e-04, 1.08513500e-04]), 1930: array([0.00037417, 0.00031115, 0.00026694, 0.00023592, 0.00021417,
       0.0001989 , 0.0001882 , 0.00018069, 0.00017542, 0.00017172,
       0.00016913, 0.00016731, 0.00016603, 0.00016514, 0.00016451,
       0.00016407, 0.00016376, 0.00016354, 0.00016339, 0.00016329,
       0.00016321, 0.00016316, 0.00016312, 0.0001631 , 0.00016308,
       0.00016306, 0.00016306, 0.00016305]), 1935: array([0.00220901, 0.00208476, 0.00196952, 0.00186264, 0.00176352,
       0.00167158, 0.00158631, 0.00150723, 0.00143388, 0.00136585,
       0.00130276, 0.00124424, 0.00118997, 0.00113963, 0.00109295,
       0.00104965, 0.00100949, 0.00097224, 0.0009377 , 0.00090566,
       0.00087595, 0.00084839, 0.00082283, 0.00079912, 0.00077714,
       0.00075674, 0.00073783, 0.00072029]), 1940: array([0.0001406 , 0.00017574, 0.00020297, 0.00022408, 0.00024045,
       0.00025313, 0.00026296, 0.00027058, 0.00027649, 0.00028107,
       0.00028462, 0.00028737, 0.0002895 , 0.00029116, 0.00029244,
       0.00029343, 0.0002942 , 0.0002948 , 0.00029526, 0.00029562,
       0.0002959 , 0.00029611, 0.00029628, 0.00029641, 0.00029651,
       0.00029659, 0.00029665, 0.00029669]), 1945: array([0.00025721, 0.00029498, 0.00032143, 0.00033995, 0.00035292,
       0.000362  , 0.00036836, 0.00037281, 0.00037593, 0.00037812,
       0.00037964, 0.00038072, 0.00038147, 0.00038199, 0.00038236,
       0.00038262, 0.0003828 , 0.00038292, 0.00038301, 0.00038307,
       0.00038312, 0.00038315, 0.00038317, 0.00038318, 0.00038319,
       0.0003832 , 0.00038321, 0.00038321]), 1950: array([3.47784098e-05, 3.76052605e-05, 4.03755551e-05, 4.30904253e-05,
       4.57509797e-05, 4.83583052e-05, 5.09134667e-05, 5.34175078e-05,
       5.58714512e-05, 5.82762992e-05, 6.06330341e-05, 6.29426185e-05,
       6.52059957e-05, 6.74240901e-05, 6.95978077e-05, 7.17280364e-05,
       7.38156461e-05, 7.58614896e-05, 7.78664025e-05, 7.98312037e-05,
       8.17566957e-05, 8.36436648e-05, 8.54928819e-05, 8.73051022e-05,
       8.90810660e-05, 9.08214985e-05, 9.25271107e-05, 9.41985991e-05]), 1955: array([8.55636741e-05, 7.67777431e-05, 7.06275976e-05, 6.63225001e-05,
       6.33089349e-05, 6.11994413e-05, 5.97227974e-05, 5.86891476e-05,
       5.79655935e-05, 5.74591062e-05, 5.71045654e-05, 5.68563871e-05,
       5.66826624e-05, 5.65610553e-05, 5.64759304e-05, 5.64163430e-05,
       5.63746319e-05, 5.63454342e-05, 5.63249957e-05, 5.63106889e-05,
       5.63006741e-05, 5.62936637e-05, 5.62887565e-05, 5.62853214e-05,
       5.62829169e-05, 5.62812337e-05, 5.62800555e-05, 5.62792307e-05]), 1960: array([8.06149856e-05, 7.08257078e-05, 6.39731308e-05, 5.91762691e-05,
       5.58184255e-05, 5.34679067e-05, 5.18225237e-05, 5.06707418e-05,
       4.98644847e-05, 4.93000980e-05, 4.89050225e-05, 4.86284663e-05,
       4.84348747e-05, 4.82993589e-05, 4.82044967e-05, 4.81380924e-05,
       4.80916088e-05, 4.80590699e-05, 4.80362923e-05, 4.80203479e-05,
       4.80091867e-05, 4.80013737e-05, 4.79959045e-05, 4.79920761e-05,
       4.79893961e-05, 4.79875202e-05, 4.79862070e-05, 4.79852877e-05]), 1965: array([3.78176238e-05, 4.02490157e-05, 4.14647187e-05, 4.20725737e-05,
       4.23765030e-05, 4.25284685e-05, 4.26044517e-05, 4.26424436e-05,
       4.26614396e-05, 4.26709376e-05, 4.26756867e-05, 4.26780613e-05,
       4.26792485e-05, 4.26798422e-05, 4.26801390e-05, 4.26802874e-05,
       4.26803616e-05, 4.26803987e-05, 4.26804173e-05, 4.26804265e-05,
       4.26804312e-05, 4.26804335e-05, 4.26804347e-05, 4.26804352e-05,
       4.26804355e-05, 4.26804357e-05, 4.26804358e-05, 4.26804358e-05]), 1970: array([2.70123573e-05, 2.94461501e-05, 3.06630492e-05, 3.12715001e-05,
       3.15757263e-05, 3.17278397e-05, 3.18038965e-05, 3.18419251e-05,
       3.18609394e-05, 3.18704465e-05, 3.18752001e-05, 3.18775769e-05,
       3.18787653e-05, 3.18793595e-05, 3.18796566e-05, 3.18798052e-05,
       3.18798795e-05, 3.18799166e-05, 3.18799352e-05, 3.18799445e-05,
       3.18799491e-05, 3.18799514e-05, 3.18799526e-05, 3.18799532e-05,
       3.18799535e-05, 3.18799536e-05, 3.18799537e-05, 3.18799537e-05]), 1975: array([1.43418938e-05, 1.63571572e-05, 1.73647901e-05, 1.78686071e-05,
       1.81205160e-05, 1.82464705e-05, 1.83094479e-05, 1.83409366e-05,
       1.83566810e-05, 1.83645532e-05, 1.83684893e-05, 1.83704573e-05,
       1.83714414e-05, 1.83719334e-05, 1.83721794e-05, 1.83723024e-05,
       1.83723639e-05, 1.83723946e-05, 1.83724100e-05, 1.83724177e-05,
       1.83724216e-05, 1.83724235e-05, 1.83724244e-05, 1.83724249e-05,
       1.83724252e-05, 1.83724253e-05, 1.83724253e-05, 1.83724254e-05]), 1980: array([1.19941871e-05, 1.43156237e-05, 1.54763446e-05, 1.60567063e-05,
       1.63468878e-05, 1.64919789e-05, 1.65645246e-05, 1.66007975e-05,
       1.66189340e-05, 1.66280023e-05, 1.66325364e-05, 1.66348035e-05,
       1.66359370e-05, 1.66365038e-05, 1.66367872e-05, 1.66369289e-05,
       1.66369997e-05, 1.66370352e-05, 1.66370529e-05, 1.66370617e-05,
       1.66370662e-05, 1.66370684e-05, 1.66370695e-05, 1.66370700e-05,
       1.66370703e-05, 1.66370704e-05, 1.66370705e-05, 1.66370706e-05]), 1985: array([8.60173827e-06, 1.01349128e-05, 1.09015005e-05, 1.12847946e-05,
       1.14764418e-05, 1.15722654e-05, 1.16201772e-05, 1.16441331e-05,
       1.16561111e-05, 1.16621001e-05, 1.16650946e-05, 1.16665918e-05,
       1.16673405e-05, 1.16677148e-05, 1.16679019e-05, 1.16679955e-05,
       1.16680423e-05, 1.16680657e-05, 1.16680774e-05, 1.16680833e-05,
       1.16680862e-05, 1.16680876e-05, 1.16680884e-05, 1.16680887e-05,
       1.16680889e-05, 1.16680890e-05, 1.16680891e-05, 1.16680891e-05]), 1990: array([7.92923078e-05, 6.52345225e-05, 5.53940618e-05, 4.85057316e-05,
       4.36838951e-05, 4.03086057e-05, 3.79459005e-05, 3.62920050e-05,
       3.51342769e-05, 3.43238663e-05, 3.37565782e-05, 3.33594761e-05,
       3.30815043e-05, 3.28869239e-05, 3.27507174e-05, 3.26553728e-05,
       3.25886314e-05, 3.25419125e-05, 3.25092091e-05, 3.24863168e-05,
       3.24702921e-05, 3.24590748e-05, 3.24512227e-05, 3.24457263e-05,
       3.24418787e-05, 3.24391854e-05, 3.24373001e-05, 3.24359804e-05]), 1995: array([9.85461369e-05, 9.30311080e-05, 8.80675806e-05, 8.36004046e-05,
       7.95799451e-05, 7.59615305e-05, 7.27049564e-05, 6.97740388e-05,
       6.71362123e-05, 6.47621677e-05, 6.26255269e-05, 6.07025497e-05,
       5.89718697e-05, 5.74142572e-05, 5.60124056e-05, 5.47507388e-05,
       5.36152383e-05, 5.25932876e-05, 5.16735317e-05, 5.08457512e-05,
       5.01007484e-05, 4.94302458e-05, 4.88267933e-05, 4.82836858e-05,
       4.77948890e-05, 4.73549717e-05, 4.69590460e-05, 4.66027128e-05]), 2000: array([4.18293150e-05, 4.13763354e-05, 4.11498481e-05, 4.10366058e-05,
       4.09799853e-05, 4.09516753e-05, 4.09375205e-05, 4.09304432e-05,
       4.09269046e-05, 4.09251353e-05, 4.09242506e-05, 4.09238083e-05,
       4.09235872e-05, 4.09234766e-05, 4.09234213e-05, 4.09233937e-05,
       4.09233798e-05, 4.09233729e-05, 4.09233695e-05, 4.09233677e-05,
       4.09233669e-05, 4.09233664e-05, 4.09233662e-05, 4.09233661e-05,
       4.09233661e-05, 4.09233660e-05, 4.09233660e-05, 4.09233660e-05]), 2005: array([2.93392564e-05, 3.96212552e-05, 4.40299656e-05, 4.59203303e-05,
       4.67308800e-05, 4.70784271e-05, 4.72274481e-05, 4.72913453e-05,
       4.73187431e-05, 4.73304907e-05, 4.73355279e-05, 4.73376877e-05,
       4.73386138e-05, 4.73390109e-05, 4.73391811e-05, 4.73392541e-05,
       4.73392854e-05, 4.73392989e-05, 4.73393046e-05, 4.73393071e-05,
       4.73393082e-05, 4.73393086e-05, 4.73393088e-05, 4.73393089e-05,
       4.73393089e-05, 4.73393089e-05, 4.73393089e-05, 4.73393089e-05]), 2010: array([2.56737152e-05, 2.93674273e-05, 3.19530184e-05, 3.37629270e-05,
       3.50298594e-05, 3.59167095e-05, 3.65375028e-05, 3.69720569e-05,
       3.72762438e-05, 3.74891741e-05, 3.76382249e-05, 3.77425601e-05,
       3.78155946e-05, 3.78667185e-05, 3.79025052e-05, 3.79275558e-05,
       3.79450912e-05, 3.79573659e-05, 3.79659582e-05, 3.79719728e-05,
       3.79761830e-05, 3.79791301e-05, 3.79811931e-05, 3.79826372e-05,
       3.79836480e-05, 3.79843556e-05, 3.79848510e-05, 3.79851977e-05]), 2015: array([3.41752502e-05, 3.31842388e-05, 3.26887312e-05, 3.24409765e-05,
       3.23170987e-05, 3.22551595e-05, 3.22241898e-05, 3.22087049e-05,
       3.22009624e-05, 3.21970912e-05, 3.21951555e-05, 3.21941877e-05,
       3.21937038e-05, 3.21934618e-05, 3.21933408e-05, 3.21932804e-05,
       3.21932501e-05, 3.21932350e-05, 3.21932274e-05, 3.21932236e-05,
       3.21932218e-05, 3.21932208e-05, 3.21932203e-05, 3.21932201e-05,
       3.21932200e-05, 3.21932199e-05, 3.21932199e-05, 3.21932199e-05]), 2020: array([3.26861411e-05, 3.43148673e-05, 3.51292308e-05, 3.55364128e-05,
       3.57400039e-05, 3.58417995e-05, 3.58926973e-05, 3.59181462e-05,
       3.59308707e-05, 3.59372329e-05, 3.59404141e-05, 3.59420046e-05,
       3.59427999e-05, 3.59431975e-05, 3.59433964e-05, 3.59434958e-05,
       3.59435455e-05, 3.59435703e-05, 3.59435828e-05, 3.59435890e-05,
       3.59435921e-05, 3.59435936e-05, 3.59435944e-05, 3.59435948e-05,
       3.59435950e-05, 3.59435951e-05, 3.59435951e-05, 3.59435952e-05]), 2025: array([2.98438159e-05, 3.26341956e-05, 3.40293839e-05, 3.47269773e-05,
       3.50757737e-05, 3.52501716e-05, 3.53373705e-05, 3.53809699e-05,
       3.54027696e-05, 3.54136694e-05, 3.54191194e-05, 3.54218443e-05,
       3.54232068e-05, 3.54238880e-05, 3.54242286e-05, 3.54243989e-05,
       3.54244841e-05, 3.54245267e-05, 3.54245480e-05, 3.54245586e-05,
       3.54245639e-05, 3.54245666e-05, 3.54245679e-05, 3.54245686e-05,
       3.54245689e-05, 3.54245691e-05, 3.54245692e-05, 3.54245692e-05]), 2030: array([2.54987742e-05, 2.52359806e-05, 2.51045704e-05, 2.50388586e-05,
       2.50059994e-05, 2.49895680e-05, 2.49813516e-05, 2.49772429e-05,
       2.49751883e-05, 2.49741610e-05, 2.49736472e-05, 2.49733903e-05,
       2.49732619e-05, 2.49731976e-05, 2.49731655e-05, 2.49731494e-05,
       2.49731414e-05, 2.49731374e-05, 2.49731354e-05, 2.49731344e-05,
       2.49731339e-05, 2.49731336e-05, 2.49731335e-05, 2.49731334e-05,
       2.49731334e-05, 2.49731334e-05, 2.49731334e-05, 2.49731334e-05]), 2035: array([1.46224373e-05, 1.60407107e-05, 1.70335020e-05, 1.77284560e-05,
       1.82149237e-05, 1.85554512e-05, 1.87938204e-05, 1.89606788e-05,
       1.90774797e-05, 1.91592403e-05, 1.92164728e-05, 1.92565355e-05,
       1.92845794e-05, 1.93042101e-05, 1.93179516e-05, 1.93275707e-05,
       1.93343040e-05, 1.93390173e-05, 1.93423167e-05, 1.93446262e-05,
       1.93462429e-05, 1.93473746e-05, 1.93481667e-05, 1.93487212e-05,
       1.93491094e-05, 1.93493811e-05, 1.93495713e-05, 1.93497045e-05]), 2040: array([7.38450951e-06, 7.75770677e-06, 7.94430546e-06, 8.03760483e-06,
       8.08425454e-06, 8.10757940e-06, 8.11924183e-06, 8.12507305e-06,
       8.12798866e-06, 8.12944646e-06, 8.13017537e-06, 8.13053982e-06,
       8.13072204e-06, 8.13081316e-06, 8.13085871e-06, 8.13088149e-06,
       8.13089288e-06, 8.13089858e-06, 8.13090142e-06, 8.13090285e-06,
       8.13090356e-06, 8.13090391e-06, 8.13090409e-06, 8.13090418e-06,
       8.13090423e-06, 8.13090425e-06, 8.13090426e-06, 8.13090427e-06]), 2045: array([5.46471802e-06, 6.41295002e-06, 6.88706627e-06, 7.12412453e-06,
       7.24265372e-06, 7.30191835e-06, 7.33155068e-06, 7.34636686e-06,
       7.35377495e-06, 7.35747900e-06, 7.35933102e-06, 7.36025703e-06,
       7.36072004e-06, 7.36095154e-06, 7.36106730e-06, 7.36112517e-06,
       7.36115411e-06, 7.36116858e-06, 7.36117581e-06, 7.36117943e-06,
       7.36118124e-06, 7.36118214e-06, 7.36118260e-06, 7.36118282e-06,
       7.36118293e-06, 7.36118299e-06, 7.36118302e-06, 7.36118303e-06]), 2050: array([5.21033652e-06, 6.06095260e-06, 6.48626075e-06, 6.69891489e-06,
       6.80524199e-06, 6.85840555e-06, 6.88498734e-06, 6.89827824e-06,
       6.90492369e-06, 6.90824642e-06, 6.90990778e-06, 6.91073847e-06,
       6.91115381e-06, 6.91136148e-06, 6.91146531e-06, 6.91151723e-06,
       6.91154319e-06, 6.91155617e-06, 6.91156266e-06, 6.91156590e-06,
       6.91156753e-06, 6.91156834e-06, 6.91156874e-06, 6.91156894e-06,
       6.91156905e-06, 6.91156910e-06, 6.91156912e-06, 6.91156914e-06]), 2055: array([3.49434563e-05, 3.02118961e-05, 2.68998016e-05, 2.45813336e-05,
       2.29584049e-05, 2.18223539e-05, 2.10271176e-05, 2.04704518e-05,
       2.00807855e-05, 1.98080188e-05, 1.96170820e-05, 1.94834262e-05,
       1.93898670e-05, 1.93243756e-05, 1.92785315e-05, 1.92464406e-05,
       1.92239770e-05, 1.92082525e-05, 1.91972453e-05, 1.91895402e-05,
       1.91841467e-05, 1.91803712e-05, 1.91777284e-05, 1.91758784e-05,
       1.91745834e-05, 1.91736769e-05, 1.91730424e-05, 1.91725982e-05]), 2060: array([2.16588735e-05, 1.92776548e-05, 1.80870427e-05, 1.74917353e-05,
       1.71940809e-05, 1.70452533e-05, 1.69708394e-05, 1.69336323e-05,
       1.69150288e-05, 1.69057270e-05, 1.69010760e-05, 1.68987506e-05,
       1.68975878e-05, 1.68970065e-05, 1.68967158e-05, 1.68965705e-05,
       1.68964978e-05, 1.68964614e-05, 1.68964433e-05, 1.68964342e-05,
       1.68964297e-05, 1.68964274e-05, 1.68964262e-05, 1.68964257e-05,
       1.68964254e-05, 1.68964253e-05, 1.68964252e-05, 1.68964251e-05]), 2065: array([4.72747823e-05, 4.53923909e-05, 4.36978731e-05, 4.21724781e-05,
       4.07993264e-05, 3.95632233e-05, 3.84504905e-05, 3.74488150e-05,
       3.65471125e-05, 3.57354052e-05, 3.50047110e-05, 3.43469444e-05,
       3.37548267e-05, 3.32218059e-05, 3.27419836e-05, 3.23100504e-05,
       3.19212267e-05, 3.15712098e-05, 3.12561267e-05, 3.09724907e-05,
       3.07171632e-05, 3.04873189e-05, 3.02804144e-05, 3.00941602e-05,
       2.99264953e-05, 2.97755643e-05, 2.96396970e-05, 2.95173902e-05]), 2070: array([3.96822694e-05, 3.84443886e-05, 3.75778709e-05, 3.69713075e-05,
       3.65467126e-05, 3.62494957e-05, 3.60414435e-05, 3.58958068e-05,
       3.57938610e-05, 3.57224988e-05, 3.56725452e-05, 3.56375776e-05,
       3.56131003e-05, 3.55959661e-05, 3.55839722e-05, 3.55755764e-05,
       3.55696994e-05, 3.55655854e-05, 3.55627057e-05, 3.55606898e-05,
       3.55592788e-05, 3.55582910e-05, 3.55575996e-05, 3.55571155e-05,
       3.55567767e-05, 3.55565396e-05, 3.55563736e-05, 3.55562574e-05]), 2075: array([8.94582340e-05, 7.34179605e-05, 6.53977845e-05, 6.13876769e-05,
       5.93826133e-05, 5.83800766e-05, 5.78788058e-05, 5.76281692e-05,
       5.75028502e-05, 5.74401905e-05, 5.74088604e-05, 5.73931953e-05,
       5.73853627e-05, 5.73814464e-05, 5.73794883e-05, 5.73785092e-05,
       5.73780196e-05, 5.73777748e-05, 5.73776525e-05, 5.73775913e-05,
       5.73775607e-05, 5.73775454e-05, 5.73775377e-05, 5.73775339e-05,
       5.73775320e-05, 5.73775310e-05, 5.73775305e-05, 5.73775303e-05]), 2080: array([3.22134280e-05, 3.79074362e-05, 4.18932345e-05, 4.46832880e-05,
       4.66363219e-05, 4.80034430e-05, 4.89604260e-05, 4.96303128e-05,
       5.00992327e-05, 5.04274760e-05, 5.06572459e-05, 5.08180845e-05,
       5.09306713e-05, 5.10094820e-05, 5.10646493e-05, 5.11032664e-05,
       5.11302983e-05, 5.11492205e-05, 5.11624661e-05, 5.11717380e-05,
       5.11782283e-05, 5.11827715e-05, 5.11859518e-05, 5.11881779e-05,
       5.11897362e-05, 5.11908271e-05, 5.11915906e-05, 5.11921251e-05]), 2085: array([2.45632323e-05, 2.64627361e-05, 2.77923874e-05, 2.87231423e-05,
       2.93746700e-05, 2.98307389e-05, 3.01499869e-05, 3.03734602e-05,
       3.05298913e-05, 3.06393930e-05, 3.07160441e-05, 3.07696998e-05,
       3.08072588e-05, 3.08335500e-05, 3.08519538e-05, 3.08648365e-05,
       3.08738544e-05, 3.08801669e-05, 3.08845856e-05, 3.08876788e-05,
       3.08898439e-05, 3.08913596e-05, 3.08924205e-05, 3.08931632e-05,
       3.08936830e-05, 3.08940469e-05, 3.08943016e-05, 3.08944800e-05]), 2090: array([1.48415208e-04, 1.17019987e-04, 9.50433090e-05, 7.96596178e-05,
       6.88910223e-05, 6.13529974e-05, 5.60763743e-05, 5.23827342e-05,
       4.97971833e-05, 4.79872957e-05, 4.67203730e-05, 4.58335262e-05,
       4.52127328e-05, 4.47781769e-05, 4.44739875e-05, 4.42610546e-05,
       4.41120015e-05, 4.40076642e-05, 4.39346280e-05, 4.38835026e-05,
       4.38477148e-05, 4.38226633e-05, 4.38051272e-05, 4.37928519e-05,
       4.37842593e-05, 4.37782444e-05, 4.37740339e-05, 4.37710866e-05]), 2095: array([5.60987503e-05, 5.69288062e-05, 5.73438364e-05, 5.75513526e-05,
       5.76551113e-05, 5.77069909e-05, 5.77329309e-05, 5.77459009e-05,
       5.77523860e-05, 5.77556285e-05, 5.77572498e-05, 5.77580604e-05,
       5.77584658e-05, 5.77586684e-05, 5.77587698e-05, 5.77588204e-05,
       5.77588458e-05, 5.77588584e-05, 5.77588648e-05, 5.77588679e-05,
       5.77588695e-05, 5.77588703e-05, 5.77588707e-05, 5.77588709e-05,
       5.77588710e-05, 5.77588710e-05, 5.77588711e-05, 5.77588711e-05]), 2100: array([5.04490711e-05, 5.40747925e-05, 5.58877134e-05, 5.67942040e-05,
       5.72474644e-05, 5.74741021e-05, 5.75874247e-05, 5.76440879e-05,
       5.76724204e-05, 5.76865872e-05, 5.76936708e-05, 5.76972127e-05,
       5.76989837e-05, 5.76998692e-05, 5.77003120e-05, 5.77005334e-05,
       5.77006441e-05, 5.77006995e-05, 5.77007272e-05, 5.77007410e-05,
       5.77007479e-05, 5.77007514e-05, 5.77007531e-05, 5.77007540e-05,
       5.77007544e-05, 5.77007546e-05, 5.77007547e-05, 5.77007548e-05]), 2105: array([1.69780323e-05, 1.88186569e-05, 2.04752156e-05, 2.19661155e-05,
       2.33079227e-05, 2.45155467e-05, 2.56024061e-05, 2.65805776e-05,
       2.74609301e-05, 2.82532458e-05, 2.89663285e-05, 2.96081017e-05,
       3.01856963e-05, 3.07055304e-05, 3.11733802e-05, 3.15944441e-05,
       3.19734009e-05, 3.23144613e-05, 3.26214151e-05, 3.28976729e-05,
       3.31463045e-05, 3.33700724e-05, 3.35714631e-05, 3.37527144e-05,
       3.39158402e-05, 3.40626532e-05, 3.41947846e-05, 3.43137026e-05]), 2110: array([1.02817585e-05, 1.13924432e-05, 1.23920590e-05, 1.32917129e-05,
       1.41014010e-05, 1.48301200e-05, 1.54859668e-05, 1.60762286e-05,
       1.66074641e-05, 1.70855758e-05, 1.75158761e-05, 1.79031463e-05,
       1.82516892e-05, 1.85653778e-05, 1.88476974e-05, 1.91017849e-05,
       1.93304635e-05, 1.95362742e-05, 1.97215038e-05, 1.98882103e-05,
       2.00382461e-05, 2.01732782e-05, 2.02948071e-05, 2.04041831e-05,
       2.05026214e-05, 2.05912159e-05, 2.06709508e-05, 2.07427123e-05]), 2115: array([9.00732420e-06, 1.01098542e-05, 1.08816246e-05, 1.14218634e-05,
       1.18000303e-05, 1.20647468e-05, 1.22500483e-05, 1.23797592e-05,
       1.24705568e-05, 1.25341150e-05, 1.25786058e-05, 1.26097492e-05,
       1.26315497e-05, 1.26468100e-05, 1.26574921e-05, 1.26649697e-05,
       1.26702039e-05, 1.26738679e-05, 1.26764327e-05, 1.26782281e-05,
       1.26794848e-05, 1.26803645e-05, 1.26809803e-05, 1.26814114e-05,
       1.26817131e-05, 1.26819243e-05, 1.26820722e-05, 1.26821757e-05]), 2120: array([6.26158104e-06, 6.23059389e-06, 6.20270546e-06, 6.17760587e-06,
       6.15501624e-06, 6.13468557e-06, 6.11638797e-06, 6.09992013e-06,
       6.08509907e-06, 6.07176012e-06, 6.05975506e-06, 6.04895051e-06,
       6.03922642e-06, 6.03047473e-06, 6.02259821e-06, 6.01550934e-06,
       6.00912936e-06, 6.00338738e-06, 5.99821960e-06, 5.99356859e-06,
       5.98938269e-06, 5.98561537e-06, 5.98222479e-06, 5.97917326e-06,
       5.97642689e-06, 5.97395515e-06, 5.97173059e-06, 5.96972849e-06]), 2125: array([9.24250143e-05, 8.59131445e-05, 8.00524607e-05, 7.47778444e-05,
       7.00306891e-05, 6.57582486e-05, 6.19130516e-05, 5.84523737e-05,
       5.53377632e-05, 5.25346132e-05, 5.00117779e-05, 4.77412257e-05,
       4.56977285e-05, 4.38585806e-05, 4.22033473e-05, 4.07136371e-05,
       3.93728978e-05, 3.81662321e-05, 3.70802329e-05, 3.61028334e-05,
       3.52231738e-05, 3.44314800e-05, 3.37189554e-05, 3.30776832e-05,
       3.25005382e-05, 3.19811075e-05, 3.15136199e-05, 3.10928809e-05]), 2130: array([8.39664032e-05, 7.10905482e-05, 6.20774295e-05, 5.57682322e-05,
       5.13517842e-05, 4.82602636e-05, 4.60961944e-05, 4.45813425e-05,
       4.35209438e-05, 4.27786631e-05, 4.22590654e-05, 4.18953462e-05,
       4.16407422e-05, 4.14625190e-05, 4.13377624e-05, 4.12504327e-05,
       4.11893017e-05, 4.11465099e-05, 4.11165556e-05, 4.10955876e-05,
       4.10809099e-05, 4.10706355e-05, 4.10634434e-05, 4.10584089e-05,
       4.10548848e-05, 4.10524179e-05, 4.10506910e-05, 4.10494822e-05]), 2135: array([4.88961368e-05, 4.91665260e-05, 4.93557979e-05, 4.94882879e-05,
       4.95810306e-05, 4.96459504e-05, 4.96913941e-05, 4.97232046e-05,
       4.97454719e-05, 4.97610590e-05, 4.97719699e-05, 4.97796075e-05,
       4.97849539e-05, 4.97886963e-05, 4.97913160e-05, 4.97931497e-05,
       4.97944334e-05, 4.97953319e-05, 4.97959609e-05, 4.97964012e-05,
       4.97967094e-05, 4.97969251e-05, 4.97970761e-05, 4.97971818e-05,
       4.97972558e-05, 4.97973076e-05, 4.97973439e-05, 4.97973693e-05]), 2140: array([1.94738266e-05, 2.32445536e-05, 2.58840616e-05, 2.77317166e-05,
       2.90250747e-05, 2.99304250e-05, 3.05641701e-05, 3.10077915e-05,
       3.13183263e-05, 3.15357007e-05, 3.16878627e-05, 3.17943760e-05,
       3.18689354e-05, 3.19211269e-05, 3.19576609e-05, 3.19832347e-05,
       3.20011364e-05, 3.20136676e-05, 3.20224394e-05, 3.20285797e-05,
       3.20328779e-05, 3.20358866e-05, 3.20379927e-05, 3.20394670e-05,
       3.20404990e-05, 3.20412214e-05, 3.20417270e-05, 3.20420810e-05]), 2145: array([2.58977114e-05, 2.56717413e-05, 2.55135623e-05, 2.54028372e-05,
       2.53253297e-05, 2.52710744e-05, 2.52330958e-05, 2.52065108e-05,
       2.51879013e-05, 2.51748747e-05, 2.51657561e-05, 2.51593730e-05,
       2.51549049e-05, 2.51517772e-05, 2.51495879e-05, 2.51480553e-05,
       2.51469825e-05, 2.51462316e-05, 2.51457059e-05, 2.51453379e-05,
       2.51450803e-05, 2.51449000e-05, 2.51447738e-05, 2.51446855e-05,
       2.51446236e-05, 2.51445803e-05, 2.51445500e-05, 2.51445288e-05]), 2150: array([1.48485891e-05, 1.46003988e-05, 1.44223157e-05, 1.42945363e-05,
       1.42028512e-05, 1.41370647e-05, 1.40898611e-05, 1.40559913e-05,
       1.40316888e-05, 1.40142511e-05, 1.40017391e-05, 1.39927614e-05,
       1.39863196e-05, 1.39816975e-05, 1.39783810e-05, 1.39760013e-05,
       1.39742939e-05, 1.39730687e-05, 1.39721896e-05, 1.39715588e-05,
       1.39711062e-05, 1.39707815e-05, 1.39705485e-05, 1.39703813e-05,
       1.39702613e-05, 1.39701752e-05, 1.39701135e-05, 1.39700692e-05]), 2155: array([9.95131195e-06, 1.03460591e-05, 1.06223824e-05, 1.08158090e-05,
       1.09512078e-05, 1.10459870e-05, 1.11123325e-05, 1.11587745e-05,
       1.11912839e-05, 1.12140405e-05, 1.12299701e-05, 1.12411209e-05,
       1.12489264e-05, 1.12543903e-05, 1.12582150e-05, 1.12608924e-05,
       1.12627665e-05, 1.12640784e-05, 1.12649967e-05, 1.12656395e-05,
       1.12660895e-05, 1.12664045e-05, 1.12666250e-05, 1.12667793e-05,
       1.12668873e-05, 1.12669630e-05, 1.12670159e-05, 1.12670530e-05]), 2160: array([6.88803210e-06, 7.37813237e-06, 7.81922223e-06, 8.21620275e-06,
       8.57348491e-06, 8.89503856e-06, 9.18443659e-06, 9.44489459e-06,
       9.67930657e-06, 9.89027718e-06, 1.00801506e-05, 1.02510364e-05,
       1.04048336e-05, 1.05432509e-05, 1.06678264e-05, 1.07799442e-05,
       1.08808502e-05, 1.09716655e-05, 1.10533992e-05, 1.11269594e-05,
       1.11931636e-05, 1.12527473e-05, 1.13063725e-05, 1.13546353e-05,
       1.13980716e-05, 1.14371644e-05, 1.14723478e-05, 1.15040128e-05]), 2165: array([1.38589090e-05, 1.38442085e-05, 1.38368582e-05, 1.38331830e-05,
       1.38313454e-05, 1.38304266e-05, 1.38299673e-05, 1.38297376e-05,
       1.38296227e-05, 1.38295653e-05, 1.38295366e-05, 1.38295222e-05,
       1.38295150e-05, 1.38295115e-05, 1.38295097e-05, 1.38295088e-05,
       1.38295083e-05, 1.38295081e-05, 1.38295080e-05, 1.38295079e-05,
       1.38295079e-05, 1.38295079e-05, 1.38295079e-05, 1.38295079e-05,
       1.38295079e-05, 1.38295079e-05, 1.38295079e-05, 1.38295079e-05]), 2170: array([1.94858853e-05, 1.94068240e-05, 1.93356688e-05, 1.92716292e-05,
       1.92139935e-05, 1.91621213e-05, 1.91154364e-05, 1.90734200e-05,
       1.90356052e-05, 1.90015719e-05, 1.89709419e-05, 1.89433749e-05,
       1.89185646e-05, 1.88962353e-05, 1.88761390e-05, 1.88580522e-05,
       1.88417742e-05, 1.88271240e-05, 1.88139387e-05, 1.88020720e-05,
       1.87913920e-05, 1.87817800e-05, 1.87731292e-05, 1.87653434e-05,
       1.87583363e-05, 1.87520298e-05, 1.87463540e-05, 1.87412458e-05]), 2175: array([2.32415262e-05, 2.32078156e-05, 2.31774760e-05, 2.31501703e-05,
       2.31255952e-05, 2.31034776e-05, 2.30835718e-05, 2.30656566e-05,
       2.30495329e-05, 2.30350215e-05, 2.30219613e-05, 2.30102071e-05,
       2.29996283e-05, 2.29901074e-05, 2.29815386e-05, 2.29738267e-05,
       2.29668859e-05, 2.29606393e-05, 2.29550173e-05, 2.29499575e-05,
       2.29454036e-05, 2.29413052e-05, 2.29376166e-05, 2.29342969e-05,
       2.29313091e-05, 2.29286201e-05, 2.29262000e-05, 2.29240219e-05]), 2180: array([2.31706052e-05, 2.33491742e-05, 2.34384588e-05, 2.34831011e-05,
       2.35054223e-05, 2.35165829e-05, 2.35221632e-05, 2.35249534e-05,
       2.35263485e-05, 2.35270460e-05, 2.35273948e-05, 2.35275692e-05,
       2.35276564e-05, 2.35277000e-05, 2.35277218e-05, 2.35277327e-05,
       2.35277381e-05, 2.35277408e-05, 2.35277422e-05, 2.35277429e-05,
       2.35277432e-05, 2.35277434e-05, 2.35277435e-05, 2.35277435e-05,
       2.35277435e-05, 2.35277436e-05, 2.35277436e-05, 2.35277436e-05]), 2185: array([1.95756857e-05, 1.96348257e-05, 1.96880516e-05, 1.97359549e-05,
       1.97790678e-05, 1.98178694e-05, 1.98527908e-05, 1.98842200e-05,
       1.99125063e-05, 1.99379639e-05, 1.99608757e-05, 1.99814963e-05,
       2.00000549e-05, 2.00167576e-05, 2.00317899e-05, 2.00453191e-05,
       2.00574953e-05, 2.00684539e-05, 2.00783166e-05, 2.00871930e-05,
       2.00951818e-05, 2.01023717e-05, 2.01088426e-05, 2.01146664e-05,
       2.01199078e-05, 2.01246251e-05, 2.01288706e-05, 2.01326916e-05]), 2190: array([2.65413291e-05, 2.07259220e-05, 1.78182172e-05, 1.63643642e-05,
       1.56374373e-05, 1.52739738e-05, 1.50922419e-05, 1.50013759e-05,
       1.49559429e-05, 1.49332264e-05, 1.49218682e-05, 1.49161890e-05,
       1.49133495e-05, 1.49119297e-05, 1.49112198e-05, 1.49108648e-05,
       1.49106874e-05, 1.49105986e-05, 1.49105543e-05, 1.49105321e-05,
       1.49105210e-05, 1.49105154e-05, 1.49105127e-05, 1.49105113e-05,
       1.49105106e-05, 1.49105102e-05, 1.49105101e-05, 1.49105100e-05]), 2195: array([1.03614161e-04, 9.67778447e-05, 9.06251583e-05, 8.50877389e-05,
       8.01040600e-05, 7.56187478e-05, 7.15819655e-05, 6.79488605e-05,
       6.46790651e-05, 6.17362483e-05, 5.90877124e-05, 5.67040295e-05,
       5.45587142e-05, 5.26279299e-05, 5.08902236e-05, 4.93262874e-05,
       4.79187444e-05, 4.66519554e-05, 4.55118449e-05, 4.44857452e-05,
       4.35622552e-05, 4.27311140e-05, 4.19830867e-05, 4.13098619e-05,
       4.07039594e-05, 4.01586470e-05, 3.96678657e-05, 3.92261624e-05]), 2200: array([0.00035823, 0.00023225, 0.00016926, 0.00013776, 0.00012202,
       0.00011414, 0.0001102 , 0.00010824, 0.00010725, 0.00010676,
       0.00010651, 0.00010639, 0.00010633, 0.0001063 , 0.00010628,
       0.00010628, 0.00010627, 0.00010627, 0.00010627, 0.00010627,
       0.00010627, 0.00010627, 0.00010627, 0.00010627, 0.00010627,
       0.00010627, 0.00010627, 0.00010627]), 2205: array([0.00120807, 0.00116714, 0.00112817, 0.00109106, 0.00105572,
       0.00102206, 0.00099002, 0.00095949, 0.00093043, 0.00090275,
       0.00087639, 0.00085129, 0.00082739, 0.00080463, 0.00078295,
       0.00076231, 0.00074265, 0.00072393, 0.0007061 , 0.00068913,
       0.00067296, 0.00065757, 0.0006429 , 0.00062894, 0.00061565,
       0.00060299, 0.00059093, 0.00057945]), 2210: array([0.00022695, 0.00022783, 0.00022845, 0.00022889, 0.0002292 ,
       0.00022942, 0.00022958, 0.00022968, 0.00022976, 0.00022982,
       0.00022986, 0.00022988, 0.0002299 , 0.00022992, 0.00022992,
       0.00022993, 0.00022994, 0.00022994, 0.00022994, 0.00022994,
       0.00022994, 0.00022995, 0.00022995, 0.00022995, 0.00022995,
       0.00022995, 0.00022995, 0.00022995]), 2215: array([8.66786352e-05, 1.12281226e-04, 1.28551934e-04, 1.38892136e-04,
       1.45463439e-04, 1.49639570e-04, 1.52293544e-04, 1.53980171e-04,
       1.55052040e-04, 1.55733224e-04, 1.56166123e-04, 1.56441235e-04,
       1.56616072e-04, 1.56727182e-04, 1.56797794e-04, 1.56842668e-04,
       1.56871187e-04, 1.56889310e-04, 1.56900828e-04, 1.56908148e-04,
       1.56912799e-04, 1.56915755e-04, 1.56917634e-04, 1.56918828e-04,
       1.56919587e-04, 1.56920069e-04, 1.56920375e-04, 1.56920570e-04]), 2220: array([7.95968718e-05, 9.53463317e-05, 1.08503171e-04, 1.19494178e-04,
       1.28675883e-04, 1.36346129e-04, 1.42753726e-04, 1.48106527e-04,
       1.52578168e-04, 1.56313704e-04, 1.59434309e-04, 1.62041211e-04,
       1.64218974e-04, 1.66038241e-04, 1.67558027e-04, 1.68827631e-04,
       1.69888237e-04, 1.70774250e-04, 1.71514411e-04, 1.72132729e-04,
       1.72649262e-04, 1.73080764e-04, 1.73441235e-04, 1.73742366e-04,
       1.73993926e-04, 1.74204075e-04, 1.74379630e-04, 1.74526286e-04]), 2225: array([7.00184385e-05, 8.64948295e-05, 9.51636051e-05, 9.97245355e-05,
       1.02124192e-04, 1.03386731e-04, 1.04050995e-04, 1.04400486e-04,
       1.04584365e-04, 1.04681110e-04, 1.04732010e-04, 1.04758791e-04,
       1.04772881e-04, 1.04780294e-04, 1.04784195e-04, 1.04786247e-04,
       1.04787326e-04, 1.04787894e-04, 1.04788193e-04, 1.04788350e-04,
       1.04788433e-04, 1.04788477e-04, 1.04788500e-04, 1.04788512e-04,
       1.04788518e-04, 1.04788521e-04, 1.04788523e-04, 1.04788524e-04]), 2230: array([3.88320324e-05, 4.32352425e-05, 4.71981212e-05, 5.07647028e-05,
       5.39746178e-05, 5.68635339e-05, 5.94635515e-05, 6.18035613e-05,
       6.39095646e-05, 6.58049627e-05, 6.75108165e-05, 6.90460809e-05,
       7.04278153e-05, 7.16713730e-05, 7.27905720e-05, 7.37978485e-05,
       7.47043950e-05, 7.55202847e-05, 7.62545835e-05, 7.69154508e-05,
       7.75102297e-05, 7.80455294e-05, 7.85272978e-05, 7.89608883e-05,
       7.93511187e-05, 7.97023251e-05, 8.00184101e-05, 8.03028858e-05]), 2235: array([7.01501122e-05, 6.80068610e-05, 6.65065917e-05, 6.54564078e-05,
       6.47212823e-05, 6.42066967e-05, 6.38464884e-05, 6.35943437e-05,
       6.34178431e-05, 6.32942933e-05, 6.32078088e-05, 6.31472699e-05,
       6.31048928e-05, 6.30752290e-05, 6.30544645e-05, 6.30399293e-05,
       6.30297548e-05, 6.30226326e-05, 6.30176471e-05, 6.30141573e-05,
       6.30117145e-05, 6.30100045e-05, 6.30088075e-05, 6.30079696e-05,
       6.30073830e-05, 6.30069725e-05, 6.30066851e-05, 6.30064839e-05]), 2240: array([4.97467628e-05, 5.05893849e-05, 5.10107107e-05, 5.12213809e-05,
       5.13267196e-05, 5.13793908e-05, 5.14057274e-05, 5.14188961e-05,
       5.14254807e-05, 5.14287731e-05, 5.14304194e-05, 5.14312425e-05,
       5.14316541e-05, 5.14318599e-05, 5.14319628e-05, 5.14320143e-05,
       5.14320400e-05, 5.14320529e-05, 5.14320593e-05, 5.14320625e-05,
       5.14320641e-05, 5.14320649e-05, 5.14320653e-05, 5.14320655e-05,
       5.14320656e-05, 5.14320657e-05, 5.14320657e-05, 5.14320657e-05]), 2245: array([4.37990908e-05, 3.98618723e-05, 3.78932702e-05, 3.69089727e-05,
       3.64168258e-05, 3.61707532e-05, 3.60477174e-05, 3.59861997e-05,
       3.59554410e-05, 3.59400617e-05, 3.59323720e-05, 3.59285272e-05,
       3.59266048e-05, 3.59256436e-05, 3.59251630e-05, 3.59249227e-05,
       3.59248026e-05, 3.59247425e-05, 3.59247125e-05, 3.59246975e-05,
       3.59246900e-05, 3.59246862e-05, 3.59246843e-05, 3.59246834e-05,
       3.59246829e-05, 3.59246827e-05, 3.59246826e-05, 3.59246825e-05]), 2250: array([2.73688003e-05, 2.89502822e-05, 2.97108180e-05, 3.00765602e-05,
       3.02524459e-05, 3.03370295e-05, 3.03777058e-05, 3.03972671e-05,
       3.04066741e-05, 3.04111979e-05, 3.04133735e-05, 3.04144197e-05,
       3.04149228e-05, 3.04151647e-05, 3.04152811e-05, 3.04153371e-05,
       3.04153640e-05, 3.04153769e-05, 3.04153831e-05, 3.04153861e-05,
       3.04153876e-05, 3.04153882e-05, 3.04153886e-05, 3.04153887e-05,
       3.04153888e-05, 3.04153889e-05, 3.04153889e-05, 3.04153889e-05]), 2255: array([3.51613459e-05, 3.65534822e-05, 3.72359886e-05, 3.75705929e-05,
       3.77346354e-05, 3.78150586e-05, 3.78544868e-05, 3.78738167e-05,
       3.78832934e-05, 3.78879394e-05, 3.78902172e-05, 3.78913339e-05,
       3.78918813e-05, 3.78921497e-05, 3.78922813e-05, 3.78923458e-05,
       3.78923774e-05, 3.78923930e-05, 3.78924006e-05, 3.78924043e-05,
       3.78924061e-05, 3.78924070e-05, 3.78924074e-05, 3.78924077e-05,
       3.78924078e-05, 3.78924078e-05, 3.78924078e-05, 3.78924079e-05]), 2260: array([5.57491765e-05, 5.00103087e-05, 4.71408803e-05, 4.57061688e-05,
       4.49888145e-05, 4.46301380e-05, 4.44508001e-05, 4.43611314e-05,
       4.43162971e-05, 4.42938799e-05, 4.42826714e-05, 4.42770672e-05,
       4.42742650e-05, 4.42728640e-05, 4.42721634e-05, 4.42718132e-05,
       4.42716381e-05, 4.42715505e-05, 4.42715067e-05, 4.42714848e-05,
       4.42714739e-05, 4.42714684e-05, 4.42714657e-05, 4.42714643e-05,
       4.42714636e-05, 4.42714633e-05, 4.42714631e-05, 4.42714630e-05]), 2265: array([2.77376170e-05, 2.79039145e-05, 2.80203227e-05, 2.81018085e-05,
       2.81588486e-05, 2.81987767e-05, 2.82267264e-05, 2.82462911e-05,
       2.82599865e-05, 2.82695732e-05, 2.82762840e-05, 2.82809815e-05,
       2.82842697e-05, 2.82865715e-05, 2.82881828e-05, 2.82893106e-05,
       2.82901002e-05, 2.82906528e-05, 2.82910397e-05, 2.82913105e-05,
       2.82915000e-05, 2.82916327e-05, 2.82917256e-05, 2.82917906e-05,
       2.82918362e-05, 2.82918680e-05, 2.82918903e-05, 2.82919059e-05]), 2270: array([2.43107285e-05, 2.59701517e-05, 2.68257434e-05, 2.72668830e-05,
       2.74943328e-05, 2.76116050e-05, 2.76720700e-05, 2.77032455e-05,
       2.77193195e-05, 2.77276072e-05, 2.77318803e-05, 2.77340835e-05,
       2.77352194e-05, 2.77358051e-05, 2.77361071e-05, 2.77362628e-05,
       2.77363431e-05, 2.77363845e-05, 2.77364058e-05, 2.77364168e-05,
       2.77364225e-05, 2.77364254e-05, 2.77364269e-05, 2.77364277e-05,
       2.77364281e-05, 2.77364283e-05, 2.77364284e-05, 2.77364285e-05]), 2275: array([0.00071262, 0.00065738, 0.00060768, 0.00056294, 0.00052267,
       0.00048643, 0.00045382, 0.00042447, 0.00039805, 0.00037427,
       0.00035288, 0.00033362, 0.00031629, 0.00030069, 0.00028665,
       0.00027401, 0.00026264, 0.00025241, 0.00024319, 0.0002349 ,
       0.00022744, 0.00022073, 0.00021468, 0.00020924, 0.00020435,
       0.00019994, 0.00019598, 0.00019241]), 2280: array([0.00107774, 0.00100397, 0.00093758, 0.00087782, 0.00082404,
       0.00077564, 0.00073208, 0.00069287, 0.00065758, 0.00062582,
       0.00059724, 0.00057151, 0.00054836, 0.00052752, 0.00050877,
       0.00049189, 0.0004767 , 0.00046302, 0.00045072, 0.00043964,
       0.00042967, 0.0004207 , 0.00041263, 0.00040536, 0.00039882,
       0.00039293, 0.00038763, 0.00038286]), 2285: array([0.00032674, 0.0003402 , 0.00034863, 0.00035391, 0.00035722,
       0.00035929, 0.00036059, 0.0003614 , 0.00036191, 0.00036223,
       0.00036243, 0.00036256, 0.00036264, 0.00036268, 0.00036272,
       0.00036273, 0.00036275, 0.00036275, 0.00036276, 0.00036276,
       0.00036276, 0.00036277, 0.00036277, 0.00036277, 0.00036277,
       0.00036277, 0.00036277, 0.00036277]), 2290: array([0.0001307 , 0.00014293, 0.00015379, 0.00016341, 0.00017194,
       0.0001795 , 0.00018621, 0.00019216, 0.00019743, 0.00020211,
       0.00020625, 0.00020993, 0.00021319, 0.00021608, 0.00021864,
       0.00022091, 0.00022293, 0.00022472, 0.0002263 , 0.0002277 ,
       0.00022895, 0.00023005, 0.00023103, 0.0002319 , 0.00023267,
       0.00023335, 0.00023396, 0.0002345 ]), 2295: array([8.75690355e-05, 9.85691510e-05, 1.08466105e-04, 1.17370530e-04,
       1.25381963e-04, 1.32589959e-04, 1.39075091e-04, 1.44909853e-04,
       1.50159469e-04, 1.54882619e-04, 1.59132102e-04, 1.62955420e-04,
       1.66395312e-04, 1.69490229e-04, 1.72274769e-04, 1.74780057e-04,
       1.77034099e-04, 1.79062092e-04, 1.80886704e-04, 1.82528333e-04,
       1.84005329e-04, 1.85334203e-04, 1.86529808e-04, 1.87605511e-04,
       1.88573335e-04, 1.89444100e-04, 1.90227539e-04, 1.90932410e-04]), 2300: array([0.00010317, 0.00011157, 0.00011745, 0.00012156, 0.00012444,
       0.00012646, 0.00012787, 0.00012885, 0.00012954, 0.00013003,
       0.00013037, 0.0001306 , 0.00013077, 0.00013089, 0.00013097,
       0.00013102, 0.00013106, 0.00013109, 0.00013111, 0.00013112,
       0.00013113, 0.00013114, 0.00013114, 0.00013115, 0.00013115,
       0.00013115, 0.00013115, 0.00013115]), 2305: array([0.00011406, 0.00011608, 0.00011708, 0.00011759, 0.00011784,
       0.00011797, 0.00011803, 0.00011806, 0.00011808, 0.00011808,
       0.00011809, 0.00011809, 0.00011809, 0.00011809, 0.00011809,
       0.00011809, 0.00011809, 0.00011809, 0.00011809, 0.00011809,
       0.00011809, 0.00011809, 0.00011809, 0.00011809, 0.00011809,
       0.00011809, 0.00011809, 0.00011809]), 2310: array([0.00011942, 0.00011859, 0.00011811, 0.00011783, 0.00011767,
       0.00011758, 0.00011753, 0.0001175 , 0.00011748, 0.00011747,
       0.00011747, 0.00011746, 0.00011746, 0.00011746, 0.00011746,
       0.00011746, 0.00011746, 0.00011746, 0.00011746, 0.00011746,
       0.00011746, 0.00011746, 0.00011746, 0.00011746, 0.00011746,
       0.00011746, 0.00011746, 0.00011746]), 2315: array([8.16117812e-05, 9.15572438e-05, 9.85190702e-05, 1.03392350e-04,
       1.06803648e-04, 1.09191557e-04, 1.10863094e-04, 1.12033170e-04,
       1.12852224e-04, 1.13425561e-04, 1.13826898e-04, 1.14107834e-04,
       1.14304489e-04, 1.14442147e-04, 1.14538508e-04, 1.14605961e-04,
       1.14653178e-04, 1.14686230e-04, 1.14709366e-04, 1.14725562e-04,
       1.14736899e-04, 1.14744834e-04, 1.14750389e-04, 1.14754278e-04,
       1.14757000e-04, 1.14758905e-04, 1.14760239e-04, 1.14761173e-04]), 2320: array([2.84033582e-05, 3.21726348e-05, 3.55649776e-05, 3.86180807e-05,
       4.13658686e-05, 4.38388733e-05, 4.60645735e-05, 4.80677001e-05,
       4.98705109e-05, 5.14930377e-05, 5.29533092e-05, 5.42675512e-05,
       5.54503669e-05, 5.65148992e-05, 5.74729765e-05, 5.83352445e-05,
       5.91112843e-05, 5.98097190e-05, 6.04383090e-05, 6.10040390e-05,
       6.15131951e-05, 6.19714348e-05, 6.23838498e-05, 6.27550226e-05,
       6.30890775e-05, 6.33897264e-05, 6.36603100e-05, 6.39038347e-05]), 2325: array([9.30120548e-06, 1.07586158e-05, 1.17788024e-05, 1.24929327e-05,
       1.29928235e-05, 1.33427469e-05, 1.35876931e-05, 1.37591554e-05,
       1.38791789e-05, 1.39631953e-05, 1.40220067e-05, 1.40631747e-05,
       1.40919923e-05, 1.41121646e-05, 1.41262852e-05, 1.41361696e-05,
       1.41430887e-05, 1.41479320e-05, 1.41513224e-05, 1.41536956e-05,
       1.41553569e-05, 1.41565198e-05, 1.41573338e-05, 1.41579036e-05,
       1.41583025e-05, 1.41585817e-05, 1.41587771e-05, 1.41589139e-05]), 2330: array([3.06427793e-05, 2.45660842e-05, 2.15199431e-05, 1.99929658e-05,
       1.92275188e-05, 1.88438136e-05, 1.86514689e-05, 1.85550499e-05,
       1.85067167e-05, 1.84824881e-05, 1.84703427e-05, 1.84642545e-05,
       1.84612026e-05, 1.84596727e-05, 1.84589058e-05, 1.84585213e-05,
       1.84583286e-05, 1.84582320e-05, 1.84581836e-05, 1.84581593e-05,
       1.84581471e-05, 1.84581410e-05, 1.84581380e-05, 1.84581365e-05,
       1.84581357e-05, 1.84581353e-05, 1.84581351e-05, 1.84581350e-05]), 2335: array([1.46259030e-05, 1.58677554e-05, 1.64825429e-05, 1.67868976e-05,
       1.69375705e-05, 1.70121621e-05, 1.70490892e-05, 1.70673702e-05,
       1.70764203e-05, 1.70809007e-05, 1.70831187e-05, 1.70842167e-05,
       1.70847603e-05, 1.70850294e-05, 1.70851626e-05, 1.70852286e-05,
       1.70852613e-05, 1.70852774e-05, 1.70852854e-05, 1.70852894e-05,
       1.70852913e-05, 1.70852923e-05, 1.70852928e-05, 1.70852930e-05,
       1.70852931e-05, 1.70852932e-05, 1.70852932e-05, 1.70852932e-05]), 2340: array([8.54681854e-05, 6.15937013e-05, 4.96564414e-05, 4.36878024e-05,
       4.07034785e-05, 3.92113142e-05, 3.84652310e-05, 3.80921888e-05,
       3.79056675e-05, 3.78124066e-05, 3.77657762e-05, 3.77424609e-05,
       3.77308032e-05, 3.77249744e-05, 3.77220600e-05, 3.77206028e-05,
       3.77198741e-05, 3.77195098e-05, 3.77193277e-05, 3.77192366e-05,
       3.77191911e-05, 3.77191683e-05, 3.77191569e-05, 3.77191512e-05,
       3.77191484e-05, 3.77191470e-05, 3.77191463e-05, 3.77191459e-05]), 2345: array([0.0010814 , 0.00099755, 0.00092209, 0.00085418, 0.00079305,
       0.00073804, 0.00068853, 0.00064397, 0.00060387, 0.00056777,
       0.00053529, 0.00050605, 0.00047974, 0.00045606, 0.00043475,
       0.00041556, 0.0003983 , 0.00038276, 0.00036878, 0.00035619,
       0.00034487, 0.00033467, 0.0003255 , 0.00031724, 0.00030981,
       0.00030312, 0.0002971 , 0.00029168]), 2350: array([0.00081261, 0.00069352, 0.0006088 , 0.00054852, 0.00050565,
       0.00047514, 0.00045344, 0.000438  , 0.00042702, 0.00041921,
       0.00041365, 0.0004097 , 0.00040688, 0.00040488, 0.00040346,
       0.00040245, 0.00040173, 0.00040121, 0.00040085, 0.00040059,
       0.0004004 , 0.00040027, 0.00040018, 0.00040011, 0.00040007,
       0.00040003, 0.00040001, 0.00039999]), 2355: array([0.00031859, 0.00035331, 0.00037761, 0.00039461, 0.00040652,
       0.00041485, 0.00042068, 0.00042476, 0.00042762, 0.00042962,
       0.00043102, 0.000432  , 0.00043269, 0.00043317, 0.0004335 ,
       0.00043374, 0.0004339 , 0.00043402, 0.0004341 , 0.00043415,
       0.00043419, 0.00043422, 0.00043424, 0.00043425, 0.00043426,
       0.00043427, 0.00043428, 0.00043428]), 2360: array([0.00058865, 0.00049135, 0.00042362, 0.00037646, 0.00034364,
       0.00032079, 0.00030488, 0.0002938 , 0.00028609, 0.00028073,
       0.00027699, 0.00027439, 0.00027258, 0.00027132, 0.00027044,
       0.00026983, 0.0002694 , 0.00026911, 0.0002689 , 0.00026876,
       0.00026866, 0.00026859, 0.00026854, 0.00026851, 0.00026848,
       0.00026847, 0.00026846, 0.00026845]), 2365: array([0.00134564, 0.00137649, 0.00140734, 0.00143819, 0.00146906,
       0.00149992, 0.0015308 , 0.00156167, 0.00159256, 0.00162344,
       0.00165434, 0.00168523, 0.00171614, 0.00174705, 0.00177796,
       0.00180888, 0.0018398 , 0.00187073, 0.00190167, 0.0019326 ,
       0.00196355, 0.0019945 , 0.00202545, 0.00205641, 0.00208738,
       0.00211835, 0.00214932, 0.00218031]), 2370: array([0.00171374, 0.00150106, 0.00131944, 0.00116434, 0.00103189,
       0.00091877, 0.00082218, 0.00073968, 0.00066924, 0.00060908,
       0.0005577 , 0.00051383, 0.00047636, 0.00044436, 0.00041704,
       0.00039371, 0.00037378, 0.00035676, 0.00034223, 0.00032982,
       0.00031922, 0.00031017, 0.00030244, 0.00029584, 0.0002902 ,
       0.00028539, 0.00028128, 0.00027777]), 2375: array([0.00024013, 0.00042019, 0.00058224, 0.00072808, 0.00085934,
       0.00097746, 0.00108377, 0.00117944, 0.00126555, 0.00134304,
       0.00141278, 0.00147554, 0.00153203, 0.00158286, 0.00162861,
       0.00166979, 0.00170684, 0.00174019, 0.0017702 , 0.00179721,
       0.00182152, 0.0018434 , 0.00186309, 0.00188081, 0.00189676,
       0.00191111, 0.00192403, 0.00193565]), 2380: array([0.00012116, 0.00014478, 0.00016131, 0.00017288, 0.00018098,
       0.00018665, 0.00019062, 0.0001934 , 0.00019535, 0.00019671,
       0.00019766, 0.00019833, 0.00019879, 0.00019912, 0.00019935,
       0.00019951, 0.00019962, 0.0001997 , 0.00019975, 0.00019979,
       0.00019982, 0.00019984, 0.00019985, 0.00019986, 0.00019987,
       0.00019987, 0.00019988, 0.00019988]), 2385: array([3.76142333e-05, 4.25586261e-05, 4.50308332e-05, 4.62669420e-05,
       4.68849991e-05, 4.71940290e-05, 4.73485446e-05, 4.74258027e-05,
       4.74644319e-05, 4.74837466e-05, 4.74934040e-05, 4.74982327e-05,
       4.75006471e-05, 4.75018543e-05, 4.75024579e-05, 4.75027597e-05,
       4.75029106e-05, 4.75029860e-05, 4.75030238e-05, 4.75030426e-05,
       4.75030521e-05, 4.75030568e-05, 4.75030591e-05, 4.75030603e-05,
       4.75030609e-05, 4.75030612e-05, 4.75030613e-05, 4.75030614e-05]), 2390: array([3.62363625e-05, 4.01500123e-05, 4.21068439e-05, 4.30852630e-05,
       4.35744743e-05, 4.38190807e-05, 4.39413844e-05, 4.40025364e-05,
       4.40331125e-05, 4.40484007e-05, 4.40560447e-05, 4.40598668e-05,
       4.40617778e-05, 4.40627334e-05, 4.40632111e-05, 4.40634500e-05,
       4.40635694e-05, 4.40636292e-05, 4.40636590e-05, 4.40636740e-05,
       4.40636814e-05, 4.40636851e-05, 4.40636870e-05, 4.40636879e-05,
       4.40636884e-05, 4.40636886e-05, 4.40636888e-05, 4.40636888e-05]), 2395: array([4.45479859e-05, 4.65954941e-05, 4.80287515e-05, 4.90320328e-05,
       4.97343306e-05, 5.02259395e-05, 5.05700662e-05, 5.08109551e-05,
       5.09795775e-05, 5.10976134e-05, 5.11802385e-05, 5.12380762e-05,
       5.12785627e-05, 5.13069032e-05, 5.13267416e-05, 5.13406285e-05,
       5.13503493e-05, 5.13571539e-05, 5.13619171e-05, 5.13652514e-05,
       5.13675854e-05, 5.13692192e-05, 5.13703628e-05, 5.13711634e-05,
       5.13717238e-05, 5.13721160e-05, 5.13723906e-05, 5.13725829e-05]), 2400: array([2.88623997e-04, 2.25790997e-04, 1.81565628e-04, 1.50437346e-04,
       1.28527526e-04, 1.13106172e-04, 1.02251763e-04, 9.46118251e-05,
       8.92344105e-05, 8.54494862e-05, 8.27854454e-05, 8.09103449e-05,
       7.95905446e-05, 7.86615955e-05, 7.80077494e-05, 7.75475360e-05,
       7.72236121e-05, 7.69956165e-05, 7.68351404e-05, 7.67221884e-05,
       7.66426865e-05, 7.65867286e-05, 7.65473423e-05, 7.65196200e-05,
       7.65001076e-05, 7.64863736e-05, 7.64767069e-05, 7.64699029e-05]), 2405: array([0.00099727, 0.00092847, 0.00086653, 0.00081077, 0.00076057,
       0.00071538, 0.00067469, 0.00063806, 0.00060509, 0.0005754 ,
       0.00054868, 0.00052462, 0.00050296, 0.00048346, 0.0004659 ,
       0.0004501 , 0.00043587, 0.00042306, 0.00041153, 0.00040115,
       0.0003918 , 0.00038339, 0.00037581, 0.000369  , 0.00036286,
       0.00035733, 0.00035235, 0.00034787]), 2410: array([0.00113865, 0.00106312, 0.00099513, 0.00093394, 0.00087886,
       0.00082928, 0.00078466, 0.0007445 , 0.00070835, 0.00067581,
       0.00064652, 0.00062016, 0.00059643, 0.00057508, 0.00055586,
       0.00053856, 0.00052298, 0.00050897, 0.00049635, 0.000485  ,
       0.00047477, 0.00046558, 0.00045729, 0.00044984, 0.00044313,
       0.0004371 , 0.00043166, 0.00042677]), 2415: array([8.81090544e-05, 9.75261880e-05, 1.06943322e-04, 1.16360455e-04,
       1.25777589e-04, 1.35194722e-04, 1.44611856e-04, 1.54028989e-04,
       1.63446123e-04, 1.72863257e-04, 1.82280390e-04, 1.91697524e-04,
       2.01114657e-04, 2.10531791e-04, 2.19948925e-04, 2.29366058e-04,
       2.38783192e-04, 2.48200325e-04, 2.57617459e-04, 2.67034592e-04,
       2.76451726e-04, 2.85868860e-04, 2.95285993e-04, 3.04703127e-04,
       3.14120260e-04, 3.23537394e-04, 3.32954528e-04, 3.42371661e-04]), 2420: array([0.00182433, 0.00186542, 0.00190651, 0.0019476 , 0.00198869,
       0.00202978, 0.00207087, 0.00211196, 0.00215305, 0.00219414,
       0.00223523, 0.00227632, 0.00231741, 0.0023585 , 0.00239959,
       0.00244068, 0.00248177, 0.00252286, 0.00256395, 0.00260504,
       0.00264613, 0.00268722, 0.00272831, 0.0027694 , 0.00281049,
       0.00285158, 0.00289267, 0.00293376]), 2425: array([0.00225212, 0.00229261, 0.00233309, 0.00237358, 0.00241406,
       0.00245455, 0.00249504, 0.00253552, 0.00257601, 0.0026165 ,
       0.00265698, 0.00269747, 0.00273795, 0.00277844, 0.00281893,
       0.00285941, 0.0028999 , 0.00294039, 0.00298087, 0.00302136,
       0.00306185, 0.00310233, 0.00314282, 0.0031833 , 0.00322379,
       0.00326428, 0.00330476, 0.00334525]), 2430: array([6.32619972e-06, 6.89993611e-06, 7.44894733e-06, 7.97429891e-06,
       8.47701045e-06, 8.95805765e-06, 9.41837411e-06, 9.85885323e-06,
       1.02803499e-05, 1.06836822e-05, 1.10696328e-05, 1.14389510e-05,
       1.17923533e-05, 1.21305258e-05, 1.24541247e-05, 1.27637782e-05,
       1.30600871e-05, 1.33436266e-05, 1.36149469e-05, 1.38745747e-05,
       1.41230139e-05, 1.43607465e-05, 1.45882341e-05, 1.48059181e-05,
       1.50142210e-05, 1.52135471e-05, 1.54042832e-05, 1.55867995e-05]), 2435: array([0.00017031, 0.00019801, 0.00022294, 0.00024537, 0.00026556,
       0.00028373, 0.00030008, 0.0003148 , 0.00032804, 0.00033996,
       0.00035069, 0.00036034, 0.00036903, 0.00037685, 0.00038389,
       0.00039022, 0.00039592, 0.00040105, 0.00040567, 0.00040982,
       0.00041356, 0.00041692, 0.00041995, 0.00042268, 0.00042513,
       0.00042734, 0.00042933, 0.00043111]), 2440: array([0.00017286, 0.00015802, 0.00014764, 0.00014037, 0.00013529,
       0.00013172, 0.00012923, 0.00012749, 0.00012626, 0.00012541,
       0.00012481, 0.00012439, 0.0001241 , 0.00012389, 0.00012375,
       0.00012365, 0.00012358, 0.00012353, 0.00012349, 0.00012347,
       0.00012345, 0.00012344, 0.00012343, 0.00012343, 0.00012342,
       0.00012342, 0.00012342, 0.00012342]), 2445: array([0.0003879 , 0.00036106, 0.00033691, 0.00031517, 0.0002956 ,
       0.00027799, 0.00026214, 0.00024788, 0.00023504, 0.00022349,
       0.00021309, 0.00020373, 0.00019531, 0.00018773, 0.00018091,
       0.00017477, 0.00016924, 0.00016427, 0.00015979, 0.00015576,
       0.00015214, 0.00014887, 0.00014594, 0.00014329, 0.00014092,
       0.00013877, 0.00013685, 0.00013511]), 2450: array([8.89126891e-05, 1.00101140e-04, 1.07933549e-04, 1.13416580e-04,
       1.17254943e-04, 1.19941967e-04, 1.21823002e-04, 1.23139809e-04,
       1.24061632e-04, 1.24706949e-04, 1.25158699e-04, 1.25474944e-04,
       1.25696330e-04, 1.25851309e-04, 1.25959802e-04, 1.26035752e-04,
       1.26088920e-04, 1.26126140e-04, 1.26152195e-04, 1.26170435e-04,
       1.26183204e-04, 1.26192143e-04, 1.26198400e-04, 1.26202781e-04,
       1.26205848e-04, 1.26207994e-04, 1.26209497e-04, 1.26210549e-04]), 2455: array([6.01210208e-05, 6.75854601e-05, 7.28105230e-05, 7.64680357e-05,
       7.90282728e-05, 8.08204234e-05, 8.20749182e-05, 8.29530570e-05,
       8.35677489e-05, 8.39980296e-05, 8.42992235e-05, 8.45100574e-05,
       8.46576399e-05, 8.47609468e-05, 8.48332610e-05, 8.48838804e-05,
       8.49193138e-05, 8.49441169e-05, 8.49614790e-05, 8.49736323e-05,
       8.49821395e-05, 8.49880946e-05, 8.49922631e-05, 8.49951810e-05,
       8.49972235e-05, 8.49986533e-05, 8.49996541e-05, 8.50003546e-05]), 2460: array([2.99213688e-05, 3.58671008e-05, 3.88399713e-05, 4.03264089e-05,
       4.10696288e-05, 4.14412393e-05, 4.16270448e-05, 4.17199478e-05,
       4.17663993e-05, 4.17896251e-05, 4.18012380e-05, 4.18070445e-05,
       4.18099477e-05, 4.18113993e-05, 4.18121251e-05, 4.18124880e-05,
       4.18126695e-05, 4.18127602e-05, 4.18128056e-05, 4.18128283e-05,
       4.18128396e-05, 4.18128453e-05, 4.18128481e-05, 4.18128495e-05,
       4.18128502e-05, 4.18128506e-05, 4.18128508e-05, 4.18128509e-05]), 2465: array([1.71619489e-05, 1.97286141e-05, 2.10119457e-05, 2.16536110e-05,
       2.19744434e-05, 2.21348595e-05, 2.22150675e-05, 2.22551714e-05,
       2.22752234e-05, 2.22852494e-05, 2.22902624e-05, 2.22927688e-05,
       2.22940221e-05, 2.22946487e-05, 2.22949620e-05, 2.22951187e-05,
       2.22951970e-05, 2.22952362e-05, 2.22952558e-05, 2.22952655e-05,
       2.22952704e-05, 2.22952729e-05, 2.22952741e-05, 2.22952747e-05,
       2.22952750e-05, 2.22952752e-05, 2.22952753e-05, 2.22952753e-05]), 2470: array([6.69697069e-05, 5.81802314e-05, 5.20231972e-05, 4.77101900e-05,
       4.46889251e-05, 4.25725268e-05, 4.10899882e-05, 4.00514688e-05,
       3.93239851e-05, 3.88143822e-05, 3.84574050e-05, 3.82073423e-05,
       3.80321731e-05, 3.79094669e-05, 3.78235112e-05, 3.77632991e-05,
       3.77211205e-05, 3.76915744e-05, 3.76708773e-05, 3.76563790e-05,
       3.76462229e-05, 3.76391085e-05, 3.76341249e-05, 3.76306339e-05,
       3.76281884e-05, 3.76264754e-05, 3.76252754e-05, 3.76244348e-05]), 2475: array([7.33627785e-05, 6.48630228e-05, 5.89131844e-05, 5.47482910e-05,
       5.18328610e-05, 4.97920568e-05, 4.83634915e-05, 4.73634943e-05,
       4.66634951e-05, 4.61734950e-05, 4.58304943e-05, 4.55903934e-05,
       4.54223226e-05, 4.53046728e-05, 4.52223178e-05, 4.51646692e-05,
       4.51243152e-05, 4.50960673e-05, 4.50762937e-05, 4.50624522e-05,
       4.50527631e-05, 4.50459808e-05, 4.50412331e-05, 4.50379097e-05,
       4.50355834e-05, 4.50339549e-05, 4.50328150e-05, 4.50320171e-05]), 2480: array([9.56529722e-05, 8.46109801e-05, 7.68052701e-05, 7.12873248e-05,
       6.73866264e-05, 6.46291783e-05, 6.26799068e-05, 6.13019446e-05,
       6.03278475e-05, 5.96392471e-05, 5.91524676e-05, 5.88083577e-05,
       5.85651024e-05, 5.83931425e-05, 5.82715821e-05, 5.81856497e-05,
       5.81249031e-05, 5.80819606e-05, 5.80516041e-05, 5.80301447e-05,
       5.80149748e-05, 5.80042511e-05, 5.79966703e-05, 5.79913114e-05,
       5.79875231e-05, 5.79848451e-05, 5.79829520e-05, 5.79816138e-05]), 2485: array([0.00024908, 0.00023481, 0.00022197, 0.00021041, 0.00020001,
       0.00019065, 0.00018222, 0.00017464, 0.00016782, 0.00016167,
       0.00015615, 0.00015117, 0.00014669, 0.00014266, 0.00013904,
       0.00013577, 0.00013283, 0.00013019, 0.00012781, 0.00012567,
       0.00012374, 0.00012201, 0.00012044, 0.00011904, 0.00011777,
       0.00011664, 0.00011561, 0.00011469]), 2490: array([0.00032457, 0.00030609, 0.00028945, 0.00027448, 0.00026101,
       0.00024888, 0.00023797, 0.00022815, 0.00021931, 0.00021135,
       0.00020419, 0.00019774, 0.00019194, 0.00018672, 0.00018203,
       0.0001778 , 0.00017399, 0.00017057, 0.00016748, 0.00016471,
       0.00016221, 0.00015997, 0.00015794, 0.00015612, 0.00015449,
       0.00015301, 0.00015168, 0.00015049]), 2495: array([0.00028482, 0.00026927, 0.00025528, 0.00024268, 0.00023135,
       0.00022115, 0.00021196, 0.0002037 , 0.00019626, 0.00018956,
       0.00018354, 0.00017811, 0.00017323, 0.00016884, 0.00016488,
       0.00016132, 0.00015812, 0.00015524, 0.00015264, 0.0001503 ,
       0.0001482 , 0.00014631, 0.00014461, 0.00014307, 0.00014169,
       0.00014045, 0.00013933, 0.00013833]), 2500: array([4.38312536e-05, 4.99868426e-05, 5.55268112e-05, 6.05127275e-05,
       6.50000024e-05, 6.90385050e-05, 7.26731169e-05, 7.59442313e-05,
       7.88882016e-05, 8.15377455e-05, 8.39223085e-05, 8.60683913e-05,
       8.79998444e-05, 8.97381330e-05, 9.13025752e-05, 9.27105577e-05,
       9.39777278e-05, 9.51181682e-05, 9.61445532e-05, 9.70682895e-05,
       9.78996429e-05, 9.86478526e-05, 9.93212339e-05, 9.99272703e-05,
       1.00472697e-04, 1.00963576e-04, 1.01405362e-04, 1.01802964e-04]), 2505: array([3.58617153e-05, 4.12649831e-05, 4.50472643e-05, 4.76948568e-05,
       4.95481685e-05, 5.08454846e-05, 5.17536044e-05, 5.23892872e-05,
       5.28342644e-05, 5.31457479e-05, 5.33637860e-05, 5.35164125e-05,
       5.36232508e-05, 5.36980375e-05, 5.37503881e-05, 5.37870335e-05,
       5.38126852e-05, 5.38306414e-05, 5.38432107e-05, 5.38520092e-05,
       5.38581681e-05, 5.38624794e-05, 5.38654972e-05, 5.38676097e-05,
       5.38690885e-05, 5.38701236e-05, 5.38708482e-05, 5.38713554e-05]), 2510: array([2.82892383e-05, 2.37072748e-05, 2.04998975e-05, 1.82547314e-05,
       1.66831137e-05, 1.55829804e-05, 1.48128864e-05, 1.42738201e-05,
       1.38964733e-05, 1.36323304e-05, 1.34474301e-05, 1.33179999e-05,
       1.32273986e-05, 1.31639776e-05, 1.31195829e-05, 1.30885066e-05,
       1.30667532e-05, 1.30515257e-05, 1.30408665e-05, 1.30334051e-05,
       1.30281821e-05, 1.30245260e-05, 1.30219667e-05, 1.30201752e-05,
       1.30189211e-05, 1.30180433e-05, 1.30174288e-05, 1.30169987e-05]), 2515: array([5.37818048e-05, 4.38762443e-05, 3.69423438e-05, 3.20886076e-05,
       2.86909883e-05, 2.63126520e-05, 2.46478146e-05, 2.34824270e-05,
       2.26666547e-05, 2.20956135e-05, 2.16958841e-05, 2.14160733e-05,
       2.12202054e-05, 2.10830978e-05, 2.09871223e-05, 2.09199394e-05,
       2.08729113e-05, 2.08399916e-05, 2.08169478e-05, 2.08008171e-05,
       2.07895256e-05, 2.07816215e-05, 2.07760887e-05, 2.07722157e-05,
       2.07695046e-05, 2.07676068e-05, 2.07662783e-05, 2.07653484e-05]), 2520: array([0.00042391, 0.0003921 , 0.00036346, 0.00033769, 0.0003145 ,
       0.00029362, 0.00027483, 0.00025792, 0.00024271, 0.00022901,
       0.00021668, 0.00020559, 0.00019561, 0.00018662, 0.00017853,
       0.00017125, 0.0001647 , 0.00015881, 0.0001535 , 0.00014873,
       0.00014443, 0.00014056, 0.00013708, 0.00013394, 0.00013112,
       0.00012859, 0.0001263 , 0.00012425]), 2525: array([0.0008908 , 0.00082606, 0.00076779, 0.00071536, 0.00066816,
       0.00062568, 0.00058745, 0.00055305, 0.00052208, 0.00049421,
       0.00046913, 0.00044655, 0.00042624, 0.00040795, 0.00039149,
       0.00037668, 0.00036335, 0.00035135, 0.00034056, 0.00033084,
       0.00032209, 0.00031422, 0.00030714, 0.00030076, 0.00029502,
       0.00028986, 0.00028521, 0.00028103]), 2530: array([0.00092127, 0.00086277, 0.0008099 , 0.00076209, 0.00071887,
       0.0006798 , 0.00064448, 0.00061255, 0.00058369, 0.00055759,
       0.000534  , 0.00051267, 0.00049339, 0.00047596, 0.0004602 ,
       0.00044595, 0.00043308, 0.00042143, 0.00041091, 0.00040139,
       0.00039279, 0.00038501, 0.00037798, 0.00037163, 0.00036588,
       0.00036069, 0.00035599, 0.00035175]), 2535: array([0.00017423, 0.00020283, 0.00022298, 0.00023718, 0.00024719,
       0.00025424, 0.00025921, 0.00026271, 0.00026517, 0.00026691,
       0.00026814, 0.000269  , 0.00026961, 0.00027004, 0.00027034,
       0.00027055, 0.0002707 , 0.00027081, 0.00027088, 0.00027093,
       0.00027097, 0.000271  , 0.00027102, 0.00027103, 0.00027104,
       0.00027104, 0.00027105, 0.00027105]), 2540: array([0.00015167, 0.00015439, 0.00015629, 0.00015762, 0.00015855,
       0.0001592 , 0.00015966, 0.00015998, 0.0001602 , 0.00016036,
       0.00016046, 0.00016054, 0.0001606 , 0.00016063, 0.00016066,
       0.00016068, 0.00016069, 0.0001607 , 0.00016071, 0.00016071,
       0.00016071, 0.00016072, 0.00016072, 0.00016072, 0.00016072,
       0.00016072, 0.00016072, 0.00016072]), 2545: array([0.00026861, 0.00022568, 0.00019384, 0.00017022, 0.00015271,
       0.00013971, 0.00013007, 0.00012292, 0.00011762, 0.00011369,
       0.00011077, 0.0001086 , 0.000107  , 0.00010581, 0.00010493,
       0.00010427, 0.00010378, 0.00010342, 0.00010316, 0.00010296,
       0.00010281, 0.0001027 , 0.00010262, 0.00010256, 0.00010252,
       0.00010248, 0.00010246, 0.00010244]), 2550: array([0.0007546 , 0.00070132, 0.00065337, 0.0006102 , 0.00057135,
       0.00053638, 0.0005049 , 0.00047656, 0.00045106, 0.0004281 ,
       0.00040743, 0.00038883, 0.00037209, 0.00035702, 0.00034345,
       0.00033124, 0.00032025, 0.00031036, 0.00030145, 0.00029344,
       0.00028622, 0.00027973, 0.00027388, 0.00026862, 0.00026389,
       0.00025962, 0.00025579, 0.00025233]), 2555: array([0.00038776, 0.00037501, 0.00036349, 0.00035309, 0.0003437 ,
       0.00033521, 0.00032755, 0.00032063, 0.00031438, 0.00030874,
       0.00030365, 0.00029904, 0.00029489, 0.00029113, 0.00028775,
       0.00028468, 0.00028192, 0.00027942, 0.00027717, 0.00027513,
       0.00027329, 0.00027163, 0.00027014, 0.00026878, 0.00026756,
       0.00026645, 0.00026546, 0.00026456]), 2560: array([0.0001367 , 0.000154  , 0.00016599, 0.0001743 , 0.00018006,
       0.00018404, 0.00018681, 0.00018872, 0.00019005, 0.00019096,
       0.0001916 , 0.00019204, 0.00019235, 0.00019256, 0.00019271,
       0.00019281, 0.00019288, 0.00019293, 0.00019296, 0.00019298,
       0.000193  , 0.00019301, 0.00019302, 0.00019302, 0.00019303,
       0.00019303, 0.00019303, 0.00019303]), 2565: array([2.04485698e-05, 2.15025585e-05, 2.25354623e-05, 2.35477032e-05,
       2.45396945e-05, 2.55118412e-05, 2.64645404e-05, 2.73981811e-05,
       2.83131446e-05, 2.92098044e-05, 3.00885269e-05, 3.09496707e-05,
       3.17935875e-05, 3.26206220e-05, 3.34311119e-05, 3.42253882e-05,
       3.50037752e-05, 3.57665907e-05, 3.65141463e-05, 3.72467473e-05,
       3.79646928e-05, 3.86682759e-05, 3.93577841e-05, 4.00334989e-05,
       4.06956961e-05, 4.13446463e-05, 4.19806143e-05, 4.26038600e-05]), 2570: array([1.90343364e-05, 2.05261270e-05, 2.18687345e-05, 2.30770776e-05,
       2.41645833e-05, 2.51433354e-05, 2.60242098e-05, 2.68169943e-05,
       2.75304983e-05, 2.81726500e-05, 2.87505848e-05, 2.92707245e-05,
       2.97388489e-05, 3.01601597e-05, 3.05393382e-05, 3.08805978e-05,
       3.11877306e-05, 3.14641493e-05, 3.17129254e-05, 3.19368232e-05,
       3.21383306e-05, 3.23196867e-05, 3.24829068e-05, 3.26298044e-05,
       3.27620118e-05, 3.28809982e-05, 3.29880856e-05, 3.30844640e-05]), 2575: array([3.04179517e-05, 2.82449214e-05, 2.67237971e-05, 2.56590079e-05,
       2.49136540e-05, 2.43919051e-05, 2.40266802e-05, 2.37710222e-05,
       2.35920613e-05, 2.34667884e-05, 2.33790972e-05, 2.33177132e-05,
       2.32747443e-05, 2.32446660e-05, 2.32236112e-05, 2.32088728e-05,
       2.31985559e-05, 2.31913340e-05, 2.31862787e-05, 2.31827400e-05,
       2.31802629e-05, 2.31785289e-05, 2.31773151e-05, 2.31764655e-05,
       2.31758707e-05, 2.31754544e-05, 2.31751629e-05, 2.31749589e-05]), 2580: array([2.05209109e-05, 2.21713746e-05, 2.29966080e-05, 2.34092254e-05,
       2.36155345e-05, 2.37186893e-05, 2.37702667e-05, 2.37960555e-05,
       2.38089499e-05, 2.38153971e-05, 2.38186207e-05, 2.38202326e-05,
       2.38210385e-05, 2.38214414e-05, 2.38216429e-05, 2.38217436e-05,
       2.38217940e-05, 2.38218192e-05, 2.38218318e-05, 2.38218381e-05,
       2.38218412e-05, 2.38218428e-05, 2.38218436e-05, 2.38218440e-05,
       2.38218442e-05, 2.38218443e-05, 2.38218443e-05, 2.38218443e-05]), 2585: array([1.86154751e-05, 1.98673884e-05, 2.07437281e-05, 2.13571662e-05,
       2.17865730e-05, 2.20871579e-05, 2.22975674e-05, 2.24448541e-05,
       2.25479548e-05, 2.26201254e-05, 2.26706448e-05, 2.27060084e-05,
       2.27307629e-05, 2.27480911e-05, 2.27602208e-05, 2.27687116e-05,
       2.27746552e-05, 2.27788157e-05, 2.27817281e-05, 2.27837667e-05,
       2.27851938e-05, 2.27861927e-05, 2.27868920e-05, 2.27873814e-05,
       2.27877241e-05, 2.27879639e-05, 2.27881318e-05, 2.27882493e-05]), 2590: array([0.00074116, 0.00076781, 0.00079447, 0.00082112, 0.00084778,
       0.00087443, 0.00090109, 0.00092774, 0.0009544 , 0.00098105,
       0.00100771, 0.00103436, 0.00106102, 0.00108767, 0.00111433,
       0.00114098, 0.00116764, 0.00119429, 0.00122095, 0.0012476 ,
       0.00127426, 0.00130091, 0.00132757, 0.00135422, 0.00138087,
       0.00140753, 0.00143418, 0.00146084]), 2595: array([0.00130603, 0.00122252, 0.00114533, 0.00107397, 0.00100802,
       0.00094705, 0.00089069, 0.00083859, 0.00079044, 0.00074592,
       0.00070477, 0.00066674, 0.00063158, 0.00059908, 0.00056903,
       0.00054126, 0.00051559, 0.00049186, 0.00046993, 0.00044965,
       0.00043091, 0.00041359, 0.00039757, 0.00038277, 0.00036909,
       0.00035644, 0.00034474, 0.00033394]), 2600: array([0.00132342, 0.00123498, 0.00115537, 0.00108373, 0.00101925,
       0.00096122, 0.00090899, 0.00086198, 0.00081967, 0.00078159,
       0.00074732, 0.00071648, 0.00068872, 0.00066373, 0.00064124,
       0.000621  , 0.00060279, 0.0005864 , 0.00057164, 0.00055836,
       0.00054641, 0.00053565, 0.00052597, 0.00051726, 0.00050942,
       0.00050236, 0.00049601, 0.00049029]), 2605: array([0.00029789, 0.00033384, 0.000359  , 0.00037662, 0.00038895,
       0.00039758, 0.00040362, 0.00040785, 0.00041081, 0.00041289,
       0.00041434, 0.00041535, 0.00041606, 0.00041656, 0.00041691,
       0.00041715, 0.00041732, 0.00041744, 0.00041753, 0.00041758,
       0.00041763, 0.00041765, 0.00041767, 0.00041769, 0.0004177 ,
       0.0004177 , 0.00041771, 0.00041771]), 2610: array([0.00042853, 0.00036028, 0.00032615, 0.00030909, 0.00030056,
       0.00029629, 0.00029416, 0.00029309, 0.00029256, 0.00029229,
       0.00029216, 0.00029209, 0.00029206, 0.00029204, 0.00029203,
       0.00029203, 0.00029203, 0.00029202, 0.00029202, 0.00029202,
       0.00029202, 0.00029202, 0.00029202, 0.00029202, 0.00029202,
       0.00029202, 0.00029202, 0.00029202]), 2615: array([0.00083383, 0.0007115 , 0.00061922, 0.0005496 , 0.00049709,
       0.00045748, 0.0004276 , 0.00040506, 0.00038805, 0.00037523,
       0.00036555, 0.00035825, 0.00035275, 0.00034859, 0.00034546,
       0.0003431 , 0.00034131, 0.00033997, 0.00033895, 0.00033819,
       0.00033761, 0.00033718, 0.00033685, 0.0003366 , 0.00033641,
       0.00033627, 0.00033617, 0.00033608]), 2620: array([0.00124928, 0.00108453, 0.00095346, 0.0008492 , 0.00076625,
       0.00070026, 0.00064776, 0.000606  , 0.00057278, 0.00054635,
       0.00052532, 0.00050859, 0.00049529, 0.0004847 , 0.00047628,
       0.00046958, 0.00046425, 0.00046001, 0.00045663, 0.00045395,
       0.00045182, 0.00045012, 0.00044877, 0.00044769, 0.00044684,
       0.00044616, 0.00044562, 0.00044519]), 2625: array([0.00038863, 0.0004016 , 0.00041327, 0.00042377, 0.00043321,
       0.00044171, 0.00044936, 0.00045624, 0.00046243, 0.00046799,
       0.000473  , 0.00047751, 0.00048157, 0.00048521, 0.0004885 ,
       0.00049145, 0.00049411, 0.0004965 , 0.00049865, 0.00050058,
       0.00050232, 0.00050389, 0.0005053 , 0.00050656, 0.0005077 ,
       0.00050873, 0.00050965, 0.00051048]), 2630: array([0.00020352, 0.00021836, 0.00023172, 0.00024374, 0.00025455,
       0.00026429, 0.00027305, 0.00028094, 0.00028803, 0.00029442,
       0.00030017, 0.00030534, 0.00031   , 0.00031419, 0.00031796,
       0.00032135, 0.0003244 , 0.00032715, 0.00032963, 0.00033185,
       0.00033386, 0.00033566, 0.00033728, 0.00033874, 0.00034006,
       0.00034124, 0.0003423 , 0.00034326]), 2635: array([7.99457285e-05, 8.82269796e-05, 9.40236284e-05, 9.80811237e-05,
       1.00921259e-04, 1.02909276e-04, 1.04300834e-04, 1.05274886e-04,
       1.05956695e-04, 1.06433943e-04, 1.06768004e-04, 1.07001837e-04,
       1.07165514e-04, 1.07280084e-04, 1.07360279e-04, 1.07416414e-04,
       1.07455706e-04, 1.07483210e-04, 1.07502462e-04, 1.07515938e-04,
       1.07525370e-04, 1.07531973e-04, 1.07536595e-04, 1.07539830e-04,
       1.07542094e-04, 1.07543679e-04, 1.07544789e-04, 1.07545565e-04]), 2640: array([5.53340898e-06, 6.23797003e-06, 6.92843880e-06, 7.60509716e-06,
       8.26822133e-06, 8.91808202e-06, 9.55494452e-06, 1.01790688e-05,
       1.07907097e-05, 1.13901168e-05, 1.19775349e-05, 1.25532037e-05,
       1.31173583e-05, 1.36702290e-05, 1.42120414e-05, 1.47430167e-05,
       1.52633717e-05, 1.57733189e-05, 1.62730663e-05, 1.67628181e-05,
       1.72427740e-05, 1.77131302e-05, 1.81740785e-05, 1.86258071e-05,
       1.90685005e-05, 1.95023393e-05, 1.99275008e-05, 2.03441583e-05]), 2645: array([6.30520677e-06, 6.56972492e-06, 6.82895250e-06, 7.08299535e-06,
       7.33195715e-06, 7.57593953e-06, 7.81504208e-06, 8.04936241e-06,
       8.27899616e-06, 8.50403706e-06, 8.72457698e-06, 8.94070594e-06,
       9.15251216e-06, 9.36008210e-06, 9.56350048e-06, 9.76285035e-06,
       9.95821308e-06, 1.01496684e-05, 1.03372945e-05, 1.05211679e-05,
       1.07013637e-05, 1.08779555e-05, 1.10510153e-05, 1.12206138e-05,
       1.13868202e-05, 1.15497023e-05, 1.17093267e-05, 1.18657584e-05]), 2650: array([1.77885252e-05, 1.68815141e-05, 1.60652041e-05, 1.53305252e-05,
       1.46693141e-05, 1.40742241e-05, 1.35386432e-05, 1.30566203e-05,
       1.26227998e-05, 1.22323612e-05, 1.18809666e-05, 1.15647114e-05,
       1.12800817e-05, 1.10239150e-05, 1.07933650e-05, 1.05858700e-05,
       1.03991245e-05, 1.02310535e-05, 1.00797896e-05, 9.94365215e-06,
       9.82112842e-06, 9.71085706e-06, 9.61161284e-06, 9.52229304e-06,
       9.44190522e-06, 9.36955619e-06, 9.30444206e-06, 9.24583934e-06]), 2655: array([6.04178339e-06, 6.10712976e-06, 6.15287215e-06, 6.18489178e-06,
       6.20730549e-06, 6.22299506e-06, 6.23397775e-06, 6.24166562e-06,
       6.24704712e-06, 6.25081416e-06, 6.25345109e-06, 6.25529694e-06,
       6.25658903e-06, 6.25749349e-06, 6.25812661e-06, 6.25856980e-06,
       6.25888003e-06, 6.25909719e-06, 6.25924920e-06, 6.25935561e-06,
       6.25943009e-06, 6.25948223e-06, 6.25951873e-06, 6.25954428e-06,
       6.25956216e-06, 6.25957468e-06, 6.25958344e-06, 6.25958958e-06]), 2660: array([4.20510844e-05, 3.39167699e-05, 2.82227447e-05, 2.42369235e-05,
       2.14468462e-05, 1.94937903e-05, 1.81266500e-05, 1.71696510e-05,
       1.64997510e-05, 1.60308206e-05, 1.57025691e-05, 1.54727928e-05,
       1.53119493e-05, 1.51993587e-05, 1.51205452e-05, 1.50653757e-05,
       1.50267570e-05, 1.49997239e-05, 1.49808008e-05, 1.49675545e-05,
       1.49582821e-05, 1.49517915e-05, 1.49472480e-05, 1.49440676e-05,
       1.49418413e-05, 1.49402828e-05, 1.49391920e-05, 1.49384283e-05]), 2665: array([8.88969289e-05, 8.29546976e-05, 7.76066882e-05, 7.27934786e-05,
       6.84615890e-05, 6.45628874e-05, 6.10540551e-05, 5.78961053e-05,
       5.50539498e-05, 5.24960093e-05, 5.01938622e-05, 4.81219294e-05,
       4.62571894e-05, 4.45789231e-05, 4.30684830e-05, 4.17090866e-05,
       4.04856295e-05, 3.93845179e-05, 3.83935173e-05, 3.75016164e-05,
       3.66989055e-05, 3.59764655e-05, 3.53262694e-05, 3.47410927e-05,
       3.42144335e-05, 3.37404402e-05, 3.33138461e-05, 3.29299113e-05]), 2670: array([7.43319474e-05, 6.36805179e-05, 5.62244946e-05, 5.10052624e-05,
       4.73517888e-05, 4.47943494e-05, 4.30041365e-05, 4.17509836e-05,
       4.08737739e-05, 4.02597252e-05, 3.98298899e-05, 3.95290042e-05,
       3.93183836e-05, 3.91709487e-05, 3.90677440e-05, 3.89955005e-05,
       3.89449299e-05, 3.89095303e-05, 3.88847506e-05, 3.88674047e-05,
       3.88552625e-05, 3.88467630e-05, 3.88408133e-05, 3.88366485e-05,
       3.88337331e-05, 3.88316924e-05, 3.88302638e-05, 3.88292639e-05]), 2675: array([2.57742718e-05, 2.92955657e-05, 3.10568527e-05, 3.19378164e-05,
       3.23784583e-05, 3.25988594e-05, 3.27091000e-05, 3.27642404e-05,
       3.27918205e-05, 3.28056157e-05, 3.28125157e-05, 3.28159670e-05,
       3.28176933e-05, 3.28185567e-05, 3.28189886e-05, 3.28192046e-05,
       3.28193127e-05, 3.28193667e-05, 3.28193937e-05, 3.28194073e-05,
       3.28194140e-05, 3.28194174e-05, 3.28194191e-05, 3.28194200e-05,
       3.28194204e-05, 3.28194206e-05, 3.28194207e-05, 3.28194207e-05]), 2680: array([5.26748580e-05, 4.49474363e-05, 4.10837134e-05, 3.91518459e-05,
       3.81859091e-05, 3.77029392e-05, 3.74614535e-05, 3.73407102e-05,
       3.72803384e-05, 3.72501524e-05, 3.72350594e-05, 3.72275128e-05,
       3.72237395e-05, 3.72218529e-05, 3.72209096e-05, 3.72204379e-05,
       3.72202021e-05, 3.72200842e-05, 3.72200252e-05, 3.72199957e-05,
       3.72199810e-05, 3.72199736e-05, 3.72199699e-05, 3.72199681e-05,
       3.72199672e-05, 3.72199667e-05, 3.72199665e-05, 3.72199663e-05]), 2685: array([7.73038810e-05, 6.64336964e-05, 5.88245267e-05, 5.34980797e-05,
       4.97695470e-05, 4.71595603e-05, 4.53325598e-05, 4.40536527e-05,
       4.31584130e-05, 4.25317419e-05, 4.20930697e-05, 4.17859976e-05,
       4.15710460e-05, 4.14205791e-05, 4.13152517e-05, 4.12415221e-05,
       4.11899111e-05, 4.11537832e-05, 4.11284936e-05, 4.11107907e-05,
       4.10983987e-05, 4.10897242e-05, 4.10836520e-05, 4.10794015e-05,
       4.10764261e-05, 4.10743433e-05, 4.10728853e-05, 4.10718647e-05]), 2690: array([4.42715809e-05, 4.69451334e-05, 4.88166256e-05, 5.01266738e-05,
       5.10437102e-05, 5.16856376e-05, 5.21349880e-05, 5.24495342e-05,
       5.26697172e-05, 5.28238457e-05, 5.29317360e-05, 5.30072594e-05,
       5.30601259e-05, 5.30971326e-05, 5.31230374e-05, 5.31411707e-05,
       5.31538641e-05, 5.31627495e-05, 5.31689693e-05, 5.31733232e-05,
       5.31763709e-05, 5.31785043e-05, 5.31799977e-05, 5.31810431e-05,
       5.31817749e-05, 5.31822871e-05, 5.31826457e-05, 5.31828967e-05]), 2695: array([3.13362588e-05, 3.26045922e-05, 3.37460904e-05, 3.47734371e-05,
       3.56980477e-05, 3.65301958e-05, 3.72791279e-05, 3.79531657e-05,
       3.85597987e-05, 3.91057675e-05, 3.95971386e-05, 4.00393719e-05,
       4.04373813e-05, 4.07955891e-05, 4.11179756e-05, 4.14081229e-05,
       4.16692552e-05, 4.19042738e-05, 4.21157902e-05, 4.23061546e-05,
       4.24774823e-05, 4.26316770e-05, 4.27704520e-05, 4.28953493e-05,
       4.30077567e-05, 4.31089232e-05, 4.31999729e-05, 4.32819175e-05]), 2700: array([3.11339081e-05, 3.00406096e-05, 2.90566420e-05, 2.81710721e-05,
       2.73740599e-05, 2.66567497e-05, 2.60111712e-05, 2.54301510e-05,
       2.49072334e-05, 2.44366081e-05, 2.40130457e-05, 2.36318399e-05,
       2.32887551e-05, 2.29799790e-05, 2.27020808e-05, 2.24519727e-05,
       2.22268756e-05, 2.20242885e-05, 2.18419602e-05, 2.16778649e-05,
       2.15301793e-05, 2.13972624e-05, 2.12776373e-05, 2.11699749e-05,
       2.10730787e-05, 2.09858723e-05, 2.09073866e-05, 2.08367495e-05]), 2705: array([8.47362643e-06, 9.11230929e-06, 9.55938729e-06, 9.87234189e-06,
       1.00914101e-05, 1.02447579e-05, 1.03521013e-05, 1.04272417e-05,
       1.04798400e-05, 1.05166587e-05, 1.05424319e-05, 1.05604731e-05,
       1.05731020e-05, 1.05819422e-05, 1.05881303e-05, 1.05924620e-05,
       1.05954942e-05, 1.05976167e-05, 1.05991025e-05, 1.06001425e-05,
       1.06008705e-05, 1.06013802e-05, 1.06017369e-05, 1.06019866e-05,
       1.06021614e-05, 1.06022838e-05, 1.06023694e-05, 1.06024294e-05]), 2710: array([2.45820464e-06, 2.86294913e-06, 3.22721892e-06, 3.55506152e-06,
       3.85011965e-06, 4.11567180e-06, 4.35466856e-06, 4.56976551e-06,
       4.76335263e-06, 4.93758092e-06, 5.09438628e-06, 5.23551100e-06,
       5.36252317e-06, 5.47683404e-06, 5.57971375e-06, 5.67230544e-06,
       5.75563789e-06, 5.83063705e-06, 5.89813625e-06, 5.95888549e-06,
       6.01355977e-06, 6.06276658e-06, 6.10705269e-06, 6.14691016e-06,
       6.18278185e-06, 6.21506636e-06, 6.24412239e-06, 6.27027281e-06]), 2715: array([6.38212861e-06, 6.06697701e-06, 5.84637085e-06, 5.69194650e-06,
       5.58384944e-06, 5.50818147e-06, 5.45521389e-06, 5.41813657e-06,
       5.39218244e-06, 5.37401455e-06, 5.36129702e-06, 5.35239475e-06,
       5.34616316e-06, 5.34180104e-06, 5.33874756e-06, 5.33661012e-06,
       5.33511392e-06, 5.33406657e-06, 5.33333343e-06, 5.33282023e-06,
       5.33246099e-06, 5.33220952e-06, 5.33203350e-06, 5.33191028e-06,
       5.33182402e-06, 5.33176365e-06, 5.33172138e-06, 5.33169180e-06]), 2720: array([2.38505100e-05, 1.94290643e-05, 1.63340512e-05, 1.41675413e-05,
       1.26509838e-05, 1.15893932e-05, 1.08462795e-05, 1.03260997e-05,
       9.96197373e-06, 9.70708545e-06, 9.52866360e-06, 9.40376826e-06,
       9.31634149e-06, 9.25514273e-06, 9.21230358e-06, 9.18231616e-06,
       9.16132496e-06, 9.14663112e-06, 9.13634543e-06, 9.12914544e-06,
       9.12410545e-06, 9.12057745e-06, 9.11810785e-06, 9.11637913e-06,
       9.11516903e-06, 9.11432195e-06, 9.11372900e-06, 9.11331393e-06]), 2725: array([1.85405145e-05, 1.67908892e-05, 1.55661504e-05, 1.47088324e-05,
       1.41087093e-05, 1.36886227e-05, 1.33945618e-05, 1.31887190e-05,
       1.30446289e-05, 1.29437657e-05, 1.28731614e-05, 1.28237384e-05,
       1.27891422e-05, 1.27649249e-05, 1.27479727e-05, 1.27361062e-05,
       1.27277996e-05, 1.27219850e-05, 1.27179148e-05, 1.27150656e-05,
       1.27130712e-05, 1.27116751e-05, 1.27106979e-05, 1.27100138e-05,
       1.27095349e-05, 1.27091997e-05, 1.27089651e-05, 1.27088008e-05]), 2730: array([6.85918730e-06, 7.71650620e-06, 8.31662951e-06, 8.73671590e-06,
       9.03077641e-06, 9.23661880e-06, 9.38070849e-06, 9.48157129e-06,
       9.55217527e-06, 9.60159805e-06, 9.63619401e-06, 9.66041118e-06,
       9.67736320e-06, 9.68922962e-06, 9.69753612e-06, 9.70335066e-06,
       9.70742085e-06, 9.71026997e-06, 9.71226436e-06, 9.71366044e-06,
       9.71463769e-06, 9.71532177e-06, 9.71580062e-06, 9.71613582e-06,
       9.71637045e-06, 9.71653470e-06, 9.71664967e-06, 9.71673016e-06]), 2735: array([1.02020398e-05, 9.12877941e-06, 8.59214897e-06, 8.32383363e-06,
       8.18967590e-06, 8.12259701e-06, 8.08905755e-06, 8.07228781e-06,
       8.06390294e-06, 8.05971050e-06, 8.05761428e-06, 8.05656617e-06,
       8.05604212e-06, 8.05578009e-06, 8.05564908e-06, 8.05558357e-06,
       8.05555082e-06, 8.05553444e-06, 8.05552625e-06, 8.05552216e-06,
       8.05552011e-06, 8.05551909e-06, 8.05551857e-06, 8.05551832e-06,
       8.05551819e-06, 8.05551813e-06, 8.05551809e-06, 8.05551808e-06]), 2740: array([4.28458800e-06, 5.05734882e-06, 5.44372935e-06, 5.63691968e-06,
       5.73351487e-06, 5.78181248e-06, 5.80596129e-06, 5.81803570e-06,
       5.82407291e-06, 5.82709151e-06, 5.82860081e-06, 5.82935546e-06,
       5.82973279e-06, 5.82992145e-06, 5.83001579e-06, 5.83006295e-06,
       5.83008653e-06, 5.83009833e-06, 5.83010422e-06, 5.83010717e-06,
       5.83010864e-06, 5.83010938e-06, 5.83010975e-06, 5.83010993e-06,
       5.83011002e-06, 5.83011007e-06, 5.83011009e-06, 5.83011011e-06]), 2745: array([3.94566367e-06, 4.63463423e-06, 4.97911960e-06, 5.15136232e-06,
       5.23748370e-06, 5.28054440e-06, 5.30207476e-06, 5.31283994e-06,
       5.31822253e-06, 5.32091383e-06, 5.32225948e-06, 5.32293230e-06,
       5.32326871e-06, 5.32343692e-06, 5.32352102e-06, 5.32356307e-06,
       5.32358410e-06, 5.32359461e-06, 5.32359987e-06, 5.32360250e-06,
       5.32360381e-06, 5.32360447e-06, 5.32360480e-06, 5.32360496e-06,
       5.32360504e-06, 5.32360508e-06, 5.32360511e-06, 5.32360512e-06]), 2750: array([1.33911297e-05, 1.32701982e-05, 1.31613598e-05, 1.30634053e-05,
       1.29752462e-05, 1.28959030e-05, 1.28244942e-05, 1.27602262e-05,
       1.27023850e-05, 1.26503279e-05, 1.26034766e-05, 1.25613103e-05,
       1.25233607e-05, 1.24892061e-05, 1.24584669e-05, 1.24308016e-05,
       1.24059029e-05, 1.23834940e-05, 1.23633260e-05, 1.23451749e-05,
       1.23288388e-05, 1.23141363e-05, 1.23009041e-05, 1.22889951e-05,
       1.22782770e-05, 1.22686307e-05, 1.22599491e-05, 1.22521356e-05]), 2755: array([0.00130413, 0.00120933, 0.00112401, 0.0010472 , 0.00097807,
       0.00091585, 0.00085984, 0.00080942, 0.00076405, 0.0007232 ,
       0.00068644, 0.00065334, 0.00062356, 0.00059675, 0.00057261,
       0.00055089, 0.00053134, 0.00051374, 0.0004979 , 0.00048364,
       0.00047081, 0.00045925, 0.00044886, 0.0004395 , 0.00043107,
       0.00042349, 0.00041666, 0.00041052]), 2760: array([0.00153798, 0.00144058, 0.00135241, 0.00127258, 0.00120032,
       0.0011349 , 0.00107567, 0.00102205, 0.00097351, 0.00092957,
       0.00088979, 0.00085377, 0.00082117, 0.00079165, 0.00076493,
       0.00074074, 0.00071884, 0.00069902, 0.00068107, 0.00066482,
       0.00065011, 0.00063679, 0.00062474, 0.00061382, 0.00060394,
       0.000595  , 0.0005869 , 0.00057957]), 2765: array([0.00120035, 0.00105046, 0.00094149, 0.00086226, 0.00080466,
       0.00076278, 0.00073233, 0.0007102 , 0.0006941 , 0.0006824 ,
       0.0006739 , 0.00066771, 0.00066321, 0.00065995, 0.00065757,
       0.00065584, 0.00065458, 0.00065367, 0.00065301, 0.00065252,
       0.00065217, 0.00065192, 0.00065173, 0.0006516 , 0.0006515 ,
       0.00065143, 0.00065138, 0.00065134]), 2770: array([0.00107017, 0.00087992, 0.00075284, 0.00066795, 0.00061124,
       0.00057336, 0.00054806, 0.00053115, 0.00051986, 0.00051232,
       0.00050728, 0.00050392, 0.00050167, 0.00050017, 0.00049916,
       0.00049849, 0.00049805, 0.00049775, 0.00049755, 0.00049741,
       0.00049732, 0.00049727, 0.00049723, 0.0004972 , 0.00049718,
       0.00049717, 0.00049716, 0.00049716]), 2775: array([0.00179049, 0.00166669, 0.00155172, 0.00144494, 0.00134577,
       0.00125366, 0.00116811, 0.00108866, 0.00101487, 0.00094634,
       0.00088269, 0.00082357, 0.00076867, 0.00071768, 0.00067032,
       0.00062634, 0.00058548, 0.00054754, 0.00051231, 0.00047958,
       0.00044918, 0.00042095, 0.00039474, 0.00037039, 0.00034777,
       0.00032677, 0.00030726, 0.00028914]), 2780: array([8.75251054e-05, 9.46897102e-05, 1.01710587e-04, 1.08590621e-04,
       1.15332635e-04, 1.21939399e-04, 1.28413627e-04, 1.34757976e-04,
       1.40975053e-04, 1.47067411e-04, 1.53037551e-04, 1.58887926e-04,
       1.64620938e-04, 1.70238941e-04, 1.75744242e-04, 1.81139103e-04,
       1.86425739e-04, 1.91606321e-04, 1.96682977e-04, 2.01657791e-04,
       2.06532806e-04, 2.11310025e-04, 2.15991409e-04, 2.20578881e-04,
       2.25074324e-04, 2.29479586e-04, 2.33796475e-04, 2.38026763e-04]), 2785: array([7.15501210e-05, 7.64003737e-05, 8.11535495e-05, 8.58115916e-05,
       9.03764040e-05, 9.48498526e-05, 9.92337661e-05, 1.03529937e-04,
       1.07740120e-04, 1.11866038e-04, 1.15909376e-04, 1.19871788e-04,
       1.23754892e-04, 1.27560278e-04, 1.31289499e-04, 1.34944081e-04,
       1.38525517e-04, 1.42035272e-04, 1.45474779e-04, 1.48845446e-04,
       1.52148649e-04, 1.55385739e-04, 1.58558040e-04, 1.61666848e-04,
       1.64713434e-04, 1.67699043e-04, 1.70624895e-04, 1.73492188e-04]), 2790: array([0.00010239, 0.00010701, 0.00011117, 0.00011491, 0.00011828,
       0.0001213 , 0.00012403, 0.00012648, 0.00012869, 0.00013068,
       0.00013247, 0.00013408, 0.00013553, 0.00013683, 0.000138  ,
       0.00013906, 0.00014001, 0.00014087, 0.00014164, 0.00014233,
       0.00014295, 0.00014351, 0.00014402, 0.00014447, 0.00014488,
       0.00014525, 0.00014558, 0.00014588]), 2795: array([0.00051502, 0.00048349, 0.00045511, 0.00042957, 0.00040658,
       0.00038588, 0.00036726, 0.0003505 , 0.00033541, 0.00032184,
       0.00030961, 0.00029861, 0.00028871, 0.0002798 , 0.00027178,
       0.00026457, 0.00025807, 0.00025222, 0.00024696, 0.00024222,
       0.00023796, 0.00023412, 0.00023067, 0.00022756, 0.00022476,
       0.00022225, 0.00021998, 0.00021794]), 2800: array([0.00052666, 0.00049679, 0.00046991, 0.00044571, 0.00042394,
       0.00040434, 0.0003867 , 0.00037083, 0.00035654, 0.00034368,
       0.00033211, 0.00032169, 0.00031232, 0.00030388, 0.00029629,
       0.00028946, 0.0002833 , 0.00027777, 0.00027279, 0.0002683 ,
       0.00026427, 0.00026064, 0.00025737, 0.00025443, 0.00025178,
       0.0002494 , 0.00024725, 0.00024532]), 2805: array([0.00053896, 0.00050871, 0.00048132, 0.00045653, 0.00043409,
       0.00041377, 0.00039539, 0.00037875, 0.00036368, 0.00035004,
       0.0003377 , 0.00032653, 0.00031641, 0.00030726, 0.00029897,
       0.00029147, 0.00028468, 0.00027854, 0.00027297, 0.00026794,
       0.00026338, 0.00025925, 0.00025552, 0.00025214, 0.00024908,
       0.00024631, 0.0002438 , 0.00024153]), 2810: array([0.0001302 , 0.00013583, 0.00013976, 0.00014249, 0.0001444 ,
       0.00014573, 0.00014665, 0.0001473 , 0.00014775, 0.00014806,
       0.00014828, 0.00014843, 0.00014854, 0.00014861, 0.00014866,
       0.0001487 , 0.00014873, 0.00014874, 0.00014875, 0.00014876,
       0.00014877, 0.00014877, 0.00014878, 0.00014878, 0.00014878,
       0.00014878, 0.00014878, 0.00014878]), 2815: array([0.00023768, 0.00019817, 0.00017451, 0.00016034, 0.00015186,
       0.00014678, 0.00014374, 0.00014191, 0.00014082, 0.00014017,
       0.00013978, 0.00013954, 0.0001394 , 0.00013932, 0.00013927,
       0.00013924, 0.00013922, 0.00013921, 0.0001392 , 0.0001392 ,
       0.0001392 , 0.0001392 , 0.0001392 , 0.00013919, 0.00013919,
       0.00013919, 0.00013919, 0.00013919]), 2820: array([0.00041775, 0.00036144, 0.00031961, 0.00028854, 0.00026545,
       0.0002483 , 0.00023556, 0.0002261 , 0.00021907, 0.00021384,
       0.00020996, 0.00020708, 0.00020494, 0.00020335, 0.00020217,
       0.00020129, 0.00020064, 0.00020015, 0.00019979, 0.00019952,
       0.00019933, 0.00019918, 0.00019907, 0.00019899, 0.00019893,
       0.00019888, 0.00019885, 0.00019882]), 2825: array([0.00015237, 0.00017238, 0.0001864 , 0.00019621, 0.00020309,
       0.00020791, 0.00021128, 0.00021364, 0.0002153 , 0.00021646,
       0.00021727, 0.00021784, 0.00021824, 0.00021852, 0.00021871,
       0.00021885, 0.00021894, 0.00021901, 0.00021906, 0.00021909,
       0.00021911, 0.00021913, 0.00021914, 0.00021915, 0.00021916,
       0.00021916, 0.00021916, 0.00021916]), 2830: array([8.71139438e-05, 1.02859243e-04, 1.13880883e-04, 1.21595981e-04,
       1.26996515e-04, 1.30776864e-04, 1.33423092e-04, 1.35275440e-04,
       1.36572075e-04, 1.37479714e-04, 1.38115057e-04, 1.38559794e-04,
       1.38871108e-04, 1.39089026e-04, 1.39241568e-04, 1.39348347e-04,
       1.39423092e-04, 1.39475413e-04, 1.39512037e-04, 1.39537674e-04,
       1.39555620e-04, 1.39568181e-04, 1.39576975e-04, 1.39583130e-04,
       1.39587439e-04, 1.39590455e-04, 1.39592566e-04, 1.39594044e-04]), 2835: array([2.32598839e-04, 2.17822593e-04, 2.04523969e-04, 1.92555204e-04,
       1.81783314e-04, 1.72088611e-04, 1.63363377e-04, 1.55510664e-04,
       1.48443222e-04, 1.42082522e-04, 1.36357891e-04, 1.31205722e-04,
       1.26568770e-04, 1.22395511e-04, 1.18639578e-04, 1.15259237e-04,
       1.12216930e-04, 1.09478853e-04, 1.07014583e-04, 1.04796740e-04,
       1.02800681e-04, 1.01004227e-04, 9.93874183e-05, 9.79322902e-05,
       9.66226747e-05, 9.54440204e-05, 9.43832314e-05, 9.34285211e-05]), 2840: array([2.08738247e-04, 1.96790785e-04, 1.86038062e-04, 1.76360603e-04,
       1.67650883e-04, 1.59812130e-04, 1.52757247e-04, 1.46407847e-04,
       1.40693383e-04, 1.35550361e-04, 1.30921638e-04, 1.26755784e-04,
       1.23006513e-04, 1.19632166e-04, 1.16595251e-04, 1.13862026e-04,
       1.11402122e-04, 1.09188206e-04, 1.07195681e-04, 1.05402406e-04,
       1.03788458e-04, 1.02335904e-04, 1.01028604e-04, 9.98520328e-05,
       9.87931182e-05, 9.78400944e-05, 9.69823722e-05, 9.62104217e-05]), 2845: array([2.03183329e-05, 2.16600479e-05, 2.29748991e-05, 2.42634242e-05,
       2.55261505e-05, 2.67635945e-05, 2.79762623e-05, 2.91646500e-05,
       3.03292438e-05, 3.14705201e-05, 3.25889457e-05, 3.36849782e-05,
       3.47590658e-05, 3.58116481e-05, 3.68431555e-05, 3.78540100e-05,
       3.88446252e-05, 3.98154062e-05, 4.07667503e-05, 4.16990465e-05,
       4.26126762e-05, 4.35080132e-05, 4.43854238e-05, 4.52452668e-05,
       4.60878940e-05, 4.69136501e-05, 4.77228729e-05, 4.85158934e-05]), 2850: array([1.31891610e-05, 1.42429526e-05, 1.52756666e-05, 1.62877245e-05,
       1.72795395e-05, 1.82515164e-05, 1.92040521e-05, 2.01375354e-05,
       2.10523474e-05, 2.19488616e-05, 2.28274439e-05, 2.36884530e-05,
       2.45322405e-05, 2.53591507e-05, 2.61695213e-05, 2.69636831e-05,
       2.77419602e-05, 2.85046704e-05, 2.92521251e-05, 2.99846294e-05,
       3.07024823e-05, 3.14059769e-05, 3.20954004e-05, 3.27710343e-05,
       3.34331542e-05, 3.40820306e-05, 3.47179284e-05, 3.53411070e-05]), 2855: array([7.82776821e-06, 8.34624612e-06, 8.85435399e-06, 9.35229924e-06,
       9.84028512e-06, 1.03185108e-05, 1.07871716e-05, 1.12464587e-05,
       1.16965597e-05, 1.21376582e-05, 1.25699343e-05, 1.29935645e-05,
       1.34087217e-05, 1.38155754e-05, 1.42142917e-05, 1.46050332e-05,
       1.49879596e-05, 1.53632271e-05, 1.57309888e-05, 1.60913950e-05,
       1.64445928e-05, 1.67907263e-05, 1.71299367e-05, 1.74623627e-05,
       1.77881398e-05, 1.81074011e-05, 1.84202769e-05, 1.87268949e-05]), 2860: array([6.42390897e-06, 7.22494337e-06, 7.78566568e-06, 8.17817006e-06,
       8.45292225e-06, 8.64524818e-06, 8.77987590e-06, 8.87411501e-06,
       8.94008218e-06, 8.98625905e-06, 9.01858276e-06, 9.04120928e-06,
       9.05704780e-06, 9.06813472e-06, 9.07589555e-06, 9.08132811e-06,
       9.08513089e-06, 9.08779282e-06, 9.08965617e-06, 9.09096051e-06,
       9.09187355e-06, 9.09251267e-06, 9.09296006e-06, 9.09327323e-06,
       9.09349244e-06, 9.09364589e-06, 9.09375331e-06, 9.09382850e-06]), 2865: array([1.75168865e-05, 1.52424787e-05, 1.36503226e-05, 1.25357638e-05,
       1.17555380e-05, 1.12093558e-05, 1.08270112e-05, 1.05593581e-05,
       1.03719926e-05, 1.02408310e-05, 1.01490138e-05, 1.00847388e-05,
       1.00397444e-05, 1.00082469e-05, 9.98619767e-06, 9.97076253e-06,
       9.95995744e-06, 9.95239355e-06, 9.94709859e-06, 9.94339195e-06,
       9.94079719e-06, 9.93898078e-06, 9.93770923e-06, 9.93681911e-06,
       9.93619600e-06, 9.93575980e-06, 9.93545445e-06, 9.93524069e-06]), 2870: array([4.73779751e-05, 4.42716020e-05, 4.14758648e-05, 3.89597000e-05,
       3.66951507e-05, 3.46570552e-05, 3.28227684e-05, 3.11719094e-05,
       2.96861356e-05, 2.83489385e-05, 2.71454605e-05, 2.60623298e-05,
       2.50875116e-05, 2.42101749e-05, 2.34205714e-05, 2.27099279e-05,
       2.20703484e-05, 2.14947266e-05, 2.09766668e-05, 2.05104126e-05,
       2.00907837e-05, 1.97131175e-05, 1.93732177e-05, 1.90673078e-05,
       1.87919887e-05, 1.85442014e-05, 1.83211927e-05, 1.81204848e-05]), 2875: array([7.26049351e-05, 6.80817516e-05, 6.40108804e-05, 6.03470907e-05,
       5.70496751e-05, 5.40819966e-05, 5.14110818e-05, 4.90072550e-05,
       4.68438076e-05, 4.48967020e-05, 4.31443043e-05, 4.15671440e-05,
       4.01476976e-05, 3.88701939e-05, 3.77204389e-05, 3.66856578e-05,
       3.57543534e-05, 3.49161781e-05, 3.41618193e-05, 3.34828954e-05,
       3.28718629e-05, 3.23219328e-05, 3.18269950e-05, 3.13815503e-05,
       3.09806495e-05, 3.06198382e-05, 3.02951075e-05, 3.00028495e-05]), 2880: array([1.42058270e-05, 1.68022128e-05, 1.86196870e-05, 1.98919217e-05,
       2.07824881e-05, 2.14058859e-05, 2.18422654e-05, 2.21477317e-05,
       2.23615586e-05, 2.25112378e-05, 2.26160135e-05, 2.26893566e-05,
       2.27406969e-05, 2.27766352e-05, 2.28017920e-05, 2.28194019e-05,
       2.28317288e-05, 2.28403577e-05, 2.28463979e-05, 2.28506260e-05,
       2.28535858e-05, 2.28556576e-05, 2.28571078e-05, 2.28581230e-05,
       2.28588337e-05, 2.28593311e-05, 2.28596793e-05, 2.28599231e-05]), 2885: array([7.72981469e-06, 9.05043087e-06, 9.97486178e-06, 1.06219631e-05,
       1.10749339e-05, 1.13920133e-05, 1.16139687e-05, 1.17693375e-05,
       1.18780956e-05, 1.19542262e-05, 1.20075176e-05, 1.20448216e-05,
       1.20709344e-05, 1.20892133e-05, 1.21020085e-05, 1.21109652e-05,
       1.21172349e-05, 1.21216236e-05, 1.21246958e-05, 1.21268463e-05,
       1.21283516e-05, 1.21294054e-05, 1.21301430e-05, 1.21306593e-05,
       1.21310207e-05, 1.21312737e-05, 1.21314508e-05, 1.21315748e-05]), 2890: array([5.53166417e-06, 5.06510972e-06, 4.73852158e-06, 4.50990986e-06,
       4.34988164e-06, 4.23786187e-06, 4.15944803e-06, 4.10455834e-06,
       4.06613555e-06, 4.03923960e-06, 4.02041243e-06, 4.00723341e-06,
       3.99800809e-06, 3.99155037e-06, 3.98702997e-06, 3.98386568e-06,
       3.98165068e-06, 3.98010018e-06, 3.97901483e-06, 3.97825509e-06,
       3.97772327e-06, 3.97735099e-06, 3.97709040e-06, 3.97690798e-06,
       3.97678029e-06, 3.97669091e-06, 3.97662834e-06, 3.97658455e-06]), 2895: array([4.42875328e-06, 4.51390227e-06, 4.55647677e-06, 4.57776402e-06,
       4.58840766e-06, 4.59372947e-06, 4.59639038e-06, 4.59772084e-06,
       4.59838607e-06, 4.59871868e-06, 4.59888499e-06, 4.59896814e-06,
       4.59900972e-06, 4.59903050e-06, 4.59904090e-06, 4.59904610e-06,
       4.59904869e-06, 4.59904999e-06, 4.59905064e-06, 4.59905097e-06,
       4.59905113e-06, 4.59905121e-06, 4.59905125e-06, 4.59905127e-06,
       4.59905128e-06, 4.59905129e-06, 4.59905129e-06, 4.59905129e-06]), 2900: array([5.57628183e-06, 5.35288947e-06, 5.19651478e-06, 5.08705248e-06,
       5.01042886e-06, 4.95679232e-06, 4.91924673e-06, 4.89296481e-06,
       4.87456746e-06, 4.86168932e-06, 4.85267462e-06, 4.84636433e-06,
       4.84194712e-06, 4.83885507e-06, 4.83669064e-06, 4.83517554e-06,
       4.83411497e-06, 4.83337257e-06, 4.83285289e-06, 4.83248911e-06,
       4.83223447e-06, 4.83205622e-06, 4.83193144e-06, 4.83184410e-06,
       4.83178296e-06, 4.83174016e-06, 4.83171020e-06, 4.83168923e-06]), 2905: array([1.87946175e-05, 1.74922291e-05, 1.63200795e-05, 1.52651448e-05,
       1.43157036e-05, 1.34612064e-05, 1.26921590e-05, 1.20000162e-05,
       1.13770877e-05, 1.08164521e-05, 1.03118799e-05, 9.85776501e-06,
       9.44906156e-06, 9.08122844e-06, 8.75017861e-06, 8.45223376e-06,
       8.18408338e-06, 7.94274803e-06, 7.72554621e-06, 7.53006456e-06,
       7.35413107e-06, 7.19579092e-06, 7.05328478e-06, 6.92502925e-06,
       6.80959927e-06, 6.70571229e-06, 6.61221399e-06, 6.52806553e-06]), 2910: array([1.15738633e-05, 1.01902471e-05, 9.22171544e-06, 8.54374305e-06,
       8.06916222e-06, 7.73695553e-06, 7.50441078e-06, 7.34162939e-06,
       7.22768239e-06, 7.14791946e-06, 7.09208540e-06, 7.05300153e-06,
       7.02564282e-06, 7.00649172e-06, 6.99308594e-06, 6.98370190e-06,
       6.97713306e-06, 6.97253488e-06, 6.96931614e-06, 6.96706303e-06,
       6.96548585e-06, 6.96438183e-06, 6.96360901e-06, 6.96306803e-06,
       6.96268935e-06, 6.96242428e-06, 6.96223872e-06, 6.96210884e-06]), 2915: array([1.54009700e-05, 1.35020264e-05, 1.21727647e-05, 1.12422807e-05,
       1.05909414e-05, 1.01350034e-05, 9.81584659e-06, 9.59243662e-06,
       9.43604951e-06, 9.32657844e-06, 9.24994862e-06, 9.19630770e-06,
       9.15875903e-06, 9.13247493e-06, 9.11407605e-06, 9.10119682e-06,
       9.09218135e-06, 9.08587052e-06, 9.08145293e-06, 9.07836062e-06,
       9.07619600e-06, 9.07468076e-06, 9.07362010e-06, 9.07287763e-06,
       9.07235790e-06, 9.07199409e-06, 9.07173943e-06, 9.07156116e-06]), 2920: array([1.27866037e-05, 1.26049704e-05, 1.24415005e-05, 1.22943776e-05,
       1.21619671e-05, 1.20427978e-05, 1.19355454e-05, 1.18390183e-05,
       1.17521439e-05, 1.16739570e-05, 1.16035889e-05, 1.15402576e-05,
       1.14832594e-05, 1.14319611e-05, 1.13857926e-05, 1.13442410e-05,
       1.13068446e-05, 1.12731879e-05, 1.12428968e-05, 1.12156348e-05,
       1.11910991e-05, 1.11690169e-05, 1.11491430e-05, 1.11312565e-05,
       1.11151586e-05, 1.11006705e-05, 1.10876313e-05, 1.10758959e-05]), 2925: array([1.65900675e-05, 1.46324276e-05, 1.32620769e-05, 1.23028296e-05,
       1.16313552e-05, 1.11613222e-05, 1.08322985e-05, 1.06019814e-05,
       1.04407591e-05, 1.03279033e-05, 1.02489041e-05, 1.01936045e-05,
       1.01548948e-05, 1.01277979e-05, 1.01088300e-05, 1.00955525e-05,
       1.00862582e-05, 1.00797522e-05, 1.00751980e-05, 1.00720100e-05,
       1.00697784e-05, 1.00682163e-05, 1.00671228e-05, 1.00663574e-05,
       1.00658216e-05, 1.00654465e-05, 1.00651840e-05, 1.00650002e-05]), 2930: array([4.01783811e-06, 4.76501997e-06, 5.13861103e-06, 5.32540662e-06,
       5.41880445e-06, 5.46550338e-06, 5.48885285e-06, 5.50052759e-06,
       5.50636496e-06, 5.50928365e-06, 5.51074299e-06, 5.51147266e-06,
       5.51183750e-06, 5.51201992e-06, 5.51211113e-06, 5.51215673e-06,
       5.51217953e-06, 5.51219094e-06, 5.51219664e-06, 5.51219949e-06,
       5.51220091e-06, 5.51220162e-06, 5.51220198e-06, 5.51220216e-06,
       5.51220225e-06, 5.51220229e-06, 5.51220231e-06, 5.51220233e-06]), 2935: array([6.37091765e-06, 6.36196254e-06, 6.35569397e-06, 6.35130597e-06,
       6.34823437e-06, 6.34608425e-06, 6.34457917e-06, 6.34352561e-06,
       6.34278812e-06, 6.34227188e-06, 6.34191051e-06, 6.34165755e-06,
       6.34148048e-06, 6.34135653e-06, 6.34126976e-06, 6.34120903e-06,
       6.34116651e-06, 6.34113675e-06, 6.34111592e-06, 6.34110134e-06,
       6.34109113e-06, 6.34108398e-06, 6.34107898e-06, 6.34107548e-06,
       6.34107303e-06, 6.34107131e-06, 6.34107011e-06, 6.34106927e-06]), 2940: array([5.35050451e-06, 5.07957868e-06, 4.94411571e-06, 4.87638419e-06,
       4.84251842e-06, 4.82558552e-06, 4.81711907e-06, 4.81288584e-06,
       4.81076923e-06, 4.80971092e-06, 4.80918177e-06, 4.80891719e-06,
       4.80878490e-06, 4.80871876e-06, 4.80868568e-06, 4.80866915e-06,
       4.80866088e-06, 4.80865675e-06, 4.80865468e-06, 4.80865365e-06,
       4.80865313e-06, 4.80865287e-06, 4.80865274e-06, 4.80865268e-06,
       4.80865264e-06, 4.80865263e-06, 4.80865262e-06, 4.80865262e-06]), 2945: array([2.30090923e-05, 1.90558005e-05, 1.62884954e-05, 1.43513813e-05,
       1.29954010e-05, 1.20462145e-05, 1.13817837e-05, 1.09166821e-05,
       1.05911108e-05, 1.03632109e-05, 1.02036809e-05, 1.00920098e-05,
       1.00138401e-05, 9.95912122e-06, 9.92081802e-06, 9.89400577e-06,
       9.87523719e-06, 9.86209918e-06, 9.85290257e-06, 9.84646494e-06,
       9.84195860e-06, 9.83880416e-06, 9.83659606e-06, 9.83505038e-06,
       9.83396840e-06, 9.83321102e-06, 9.83268086e-06, 9.83230974e-06]), 2950: array([1.30826332e-04, 1.21594701e-04, 1.13286231e-04, 1.05808606e-04,
       9.90787420e-05, 9.30218627e-05, 8.75706699e-05, 8.26645951e-05,
       7.82491267e-05, 7.42752041e-05, 7.06986728e-05, 6.74797937e-05,
       6.45828019e-05, 6.19755085e-05, 5.96289439e-05, 5.75170352e-05,
       5.56163169e-05, 5.39056699e-05, 5.23660873e-05, 5.09804625e-05,
       4.97333999e-05, 4.86110433e-05, 4.76009221e-05, 4.66918127e-05,
       4.58736141e-05, 4.51372352e-05, 4.44744940e-05, 4.38780267e-05]), 2955: array([0.00057256, 0.00053101, 0.00049362, 0.00045996, 0.00042967,
       0.00040241, 0.00037788, 0.00035579, 0.00033592, 0.00031804,
       0.00030194, 0.00028745, 0.00027441, 0.00026268, 0.00025212,
       0.00024261, 0.00023406, 0.00022636, 0.00021943, 0.00021319,
       0.00020758, 0.00020253, 0.00019798, 0.00019389, 0.00019021,
       0.00018689, 0.00018391, 0.00018123]), 2960: array([0.00022457, 0.00020973, 0.00019934, 0.00019207, 0.00018698,
       0.00018341, 0.00018091, 0.00017916, 0.00017793, 0.00017708,
       0.00017647, 0.00017605, 0.00017576, 0.00017555, 0.00017541,
       0.00017531, 0.00017524, 0.00017519, 0.00017515, 0.00017513,
       0.00017511, 0.0001751 , 0.00017509, 0.00017508, 0.00017508,
       0.00017508, 0.00017507, 0.00017507]), 2965: array([0.00027485, 0.00021406, 0.00018406, 0.00016926, 0.00016195,
       0.00015834, 0.00015656, 0.00015569, 0.00015525, 0.00015504,
       0.00015493, 0.00015488, 0.00015485, 0.00015484, 0.00015484,
       0.00015483, 0.00015483, 0.00015483, 0.00015483, 0.00015483,
       0.00015483, 0.00015483, 0.00015483, 0.00015483, 0.00015483,
       0.00015483, 0.00015483, 0.00015483]), 2970: array([0.00036311, 0.00028628, 0.00024212, 0.00021674, 0.00020216,
       0.00019377, 0.00018896, 0.00018619, 0.0001846 , 0.00018368,
       0.00018316, 0.00018285, 0.00018268, 0.00018258, 0.00018252,
       0.00018249, 0.00018247, 0.00018246, 0.00018245, 0.00018245,
       0.00018245, 0.00018245, 0.00018245, 0.00018245, 0.00018245,
       0.00018245, 0.00018245, 0.00018245]), 2975: array([0.00017043, 0.00017189, 0.00017261, 0.00017297, 0.00017315,
       0.00017324, 0.00017329, 0.00017331, 0.00017332, 0.00017333,
       0.00017333, 0.00017333, 0.00017333, 0.00017333, 0.00017333,
       0.00017333, 0.00017333, 0.00017333, 0.00017333, 0.00017333,
       0.00017333, 0.00017333, 0.00017333, 0.00017333, 0.00017333,
       0.00017333, 0.00017333, 0.00017333]), 2980: array([6.15205561e-05, 7.25435343e-05, 8.24640108e-05, 9.13922561e-05,
       9.94275116e-05, 1.06659093e-04, 1.13167382e-04, 1.19024722e-04,
       1.24296220e-04, 1.29040470e-04, 1.33310208e-04, 1.37152893e-04,
       1.40611238e-04, 1.43723684e-04, 1.46524829e-04, 1.49045807e-04,
       1.51314641e-04, 1.53356549e-04, 1.55194229e-04, 1.56848106e-04,
       1.58336566e-04, 1.59676152e-04, 1.60881754e-04, 1.61966774e-04,
       1.62943272e-04, 1.63822102e-04, 1.64613033e-04, 1.65324856e-04]), 2985: array([2.51687217e-05, 2.67915447e-05, 2.83819083e-05, 2.99404617e-05,
       3.14678412e-05, 3.29646703e-05, 3.44315601e-05, 3.58691094e-05,
       3.72779051e-05, 3.86585223e-05, 4.00115247e-05, 4.13374645e-05,
       4.26368832e-05, 4.39103111e-05, 4.51582680e-05, 4.63812636e-05,
       4.75797971e-05, 4.87543576e-05, 4.99054249e-05, 5.10334686e-05,
       5.21389495e-05, 5.32223187e-05, 5.42840185e-05, 5.53244824e-05,
       5.63441352e-05, 5.73433930e-05, 5.83226638e-05, 5.92823474e-05]), 2990: array([1.06665495e-05, 1.14423228e-05, 1.22025768e-05, 1.29476220e-05,
       1.36777626e-05, 1.43932969e-05, 1.50945169e-05, 1.57817091e-05,
       1.64551541e-05, 1.71151268e-05, 1.77618969e-05, 1.83957284e-05,
       1.90168801e-05, 1.96256058e-05, 2.02221539e-05, 2.08067682e-05,
       2.13796873e-05, 2.19411452e-05, 2.24913712e-05, 2.30305899e-05,
       2.35590217e-05, 2.40768822e-05, 2.45843829e-05, 2.50817312e-05,
       2.55691300e-05, 2.60467785e-05, 2.65148716e-05, 2.69736006e-05]), 2995: array([1.15078217e-05, 1.36141630e-05, 1.50886012e-05, 1.61207074e-05,
       1.68431814e-05, 1.73489130e-05, 1.77029249e-05, 1.79507331e-05,
       1.81241988e-05, 1.82456247e-05, 1.83306228e-05, 1.83901214e-05,
       1.84317704e-05, 1.84609247e-05, 1.84813327e-05, 1.84956183e-05,
       1.85056182e-05, 1.85126182e-05, 1.85175181e-05, 1.85209481e-05,
       1.85233491e-05, 1.85250297e-05, 1.85262062e-05, 1.85270298e-05,
       1.85276062e-05, 1.85280098e-05, 1.85282922e-05, 1.85284900e-05]), 3000: array([7.71740212e-06, 6.48916386e-06, 5.87504452e-06, 5.56798474e-06,
       5.41445479e-06, 5.33768979e-06, 5.29930728e-06, 5.28011602e-06,
       5.27052038e-06, 5.26572256e-06, 5.26332365e-06, 5.26212420e-06,
       5.26152447e-06, 5.26122461e-06, 5.26107467e-06, 5.26099971e-06,
       5.26096222e-06, 5.26094348e-06, 5.26093411e-06, 5.26092943e-06,
       5.26092708e-06, 5.26092591e-06, 5.26092533e-06, 5.26092503e-06,
       5.26092489e-06, 5.26092481e-06, 5.26092478e-06, 5.26092476e-06]), 3005: array([4.31513711e-06, 4.35224691e-06, 4.37080182e-06, 4.38007927e-06,
       4.38471800e-06, 4.38703736e-06, 4.38819704e-06, 4.38877689e-06,
       4.38906681e-06, 4.38921177e-06, 4.38928425e-06, 4.38932049e-06,
       4.38933861e-06, 4.38934767e-06, 4.38935220e-06, 4.38935446e-06,
       4.38935559e-06, 4.38935616e-06, 4.38935644e-06, 4.38935659e-06,
       4.38935666e-06, 4.38935669e-06, 4.38935671e-06, 4.38935672e-06,
       4.38935672e-06, 4.38935672e-06, 4.38935673e-06, 4.38935673e-06]), 3010: array([5.50818136e-06, 5.49812574e-06, 5.49108680e-06, 5.48615955e-06,
       5.48271047e-06, 5.48029612e-06, 5.47860607e-06, 5.47742304e-06,
       5.47659492e-06, 5.47601523e-06, 5.47560945e-06, 5.47532540e-06,
       5.47512657e-06, 5.47498739e-06, 5.47488996e-06, 5.47482176e-06,
       5.47477402e-06, 5.47474060e-06, 5.47471721e-06, 5.47470084e-06,
       5.47468938e-06, 5.47468135e-06, 5.47467574e-06, 5.47467180e-06,
       5.47466905e-06, 5.47466713e-06, 5.47466578e-06, 5.47466483e-06]), 3015: array([3.74451985e-06, 3.76055014e-06, 3.76856528e-06, 3.77257286e-06,
       3.77457664e-06, 3.77557854e-06, 3.77607948e-06, 3.77632996e-06,
       3.77645519e-06, 3.77651781e-06, 3.77654912e-06, 3.77656477e-06,
       3.77657260e-06, 3.77657652e-06, 3.77657847e-06, 3.77657945e-06,
       3.77657994e-06, 3.77658018e-06, 3.77658031e-06, 3.77658037e-06,
       3.77658040e-06, 3.77658041e-06, 3.77658042e-06, 3.77658043e-06,
       3.77658043e-06, 3.77658043e-06, 3.77658043e-06, 3.77658043e-06]), 3020: array([3.40925958e-04, 3.14962900e-04, 2.91595282e-04, 2.70563647e-04,
       2.51634474e-04, 2.34597586e-04, 2.19263819e-04, 2.05462918e-04,
       1.93041646e-04, 1.81862088e-04, 1.71800112e-04, 1.62743998e-04,
       1.54593194e-04, 1.47257198e-04, 1.40654557e-04, 1.34711961e-04,
       1.29363425e-04, 1.24549565e-04, 1.20216930e-04, 1.16317414e-04,
       1.12807720e-04, 1.09648878e-04, 1.06805815e-04, 1.04246964e-04,
       1.01943912e-04, 9.98710884e-05, 9.80054782e-05, 9.63263668e-05]), 3025: array([0.00068938, 0.0006391 , 0.00059384, 0.00055311, 0.00051645,
       0.00048346, 0.00045376, 0.00042704, 0.00040299, 0.00038134,
       0.00036186, 0.00034433, 0.00032855, 0.00031434, 0.00030156,
       0.00029006, 0.0002797 , 0.00027038, 0.000262  , 0.00025445,
       0.00024766, 0.00024154, 0.00023604, 0.00023109, 0.00022663,
       0.00022262, 0.00021901, 0.00021576]), 3030: array([0.00059145, 0.00051096, 0.00045137, 0.00040723, 0.00037456,
       0.00035036, 0.00033244, 0.00031917, 0.00030935, 0.00030208,
       0.00029669, 0.0002927 , 0.00028975, 0.00028756, 0.00028594,
       0.00028474, 0.00028385, 0.00028319, 0.00028271, 0.00028235,
       0.00028208, 0.00028188, 0.00028174, 0.00028163, 0.00028155,
       0.00028149, 0.00028144, 0.00028141]), 3035: array([0.00015431, 0.00017386, 0.0001876 , 0.00019726, 0.00020405,
       0.00020883, 0.00021218, 0.00021454, 0.0002162 , 0.00021737,
       0.00021819, 0.00021876, 0.00021917, 0.00021945, 0.00021966,
       0.0002198 , 0.00021989, 0.00021996, 0.00022001, 0.00022005,
       0.00022007, 0.00022009, 0.0002201 , 0.00022011, 0.00022012,
       0.00022012, 0.00022012, 0.00022012]), 3040: array([0.00030184, 0.00025245, 0.00022775, 0.0002154 , 0.00020923,
       0.00020614, 0.00020459, 0.00020382, 0.00020344, 0.00020324,
       0.00020315, 0.0002031 , 0.00020307, 0.00020306, 0.00020306,
       0.00020305, 0.00020305, 0.00020305, 0.00020305, 0.00020305,
       0.00020305, 0.00020305, 0.00020305, 0.00020305, 0.00020305,
       0.00020305, 0.00020305, 0.00020305]), 3045: array([0.00062867, 0.00053704, 0.0004729 , 0.000428  , 0.00039656,
       0.00037456, 0.00035915, 0.00034837, 0.00034082, 0.00033553,
       0.00033184, 0.00032925, 0.00032743, 0.00032616, 0.00032527,
       0.00032465, 0.00032422, 0.00032391, 0.0003237 , 0.00032355,
       0.00032345, 0.00032337, 0.00032332, 0.00032328, 0.00032326,
       0.00032324, 0.00032323, 0.00032322]), 3050: array([0.00030666, 0.00033353, 0.00035368, 0.00036878, 0.0003801 ,
       0.00038858, 0.00039495, 0.00039971, 0.00040329, 0.00040597,
       0.00040798, 0.00040949, 0.00041061, 0.00041146, 0.0004121 ,
       0.00041257, 0.00041293, 0.0004132 , 0.0004134 , 0.00041355,
       0.00041366, 0.00041374, 0.00041381, 0.00041385, 0.00041389,
       0.00041392, 0.00041394, 0.00041395]), 3055: array([0.00013579, 0.00015238, 0.0001673 , 0.00018073, 0.00019282,
       0.0002037 , 0.00021349, 0.00022231, 0.00023024, 0.00023737,
       0.0002438 , 0.00024958, 0.00025478, 0.00025946, 0.00026368,
       0.00026747, 0.00027088, 0.00027395, 0.00027672, 0.0002792 ,
       0.00028144, 0.00028346, 0.00028527, 0.0002869 , 0.00028837,
       0.0002897 , 0.00029088, 0.00029196]), 3060: array([6.76288412e-05, 7.31866924e-05, 7.81886524e-05, 8.26903209e-05,
       8.67417366e-05, 9.03879334e-05, 9.36694408e-05, 9.66227349e-05,
       9.92806431e-05, 1.01672710e-04, 1.03825524e-04, 1.05763016e-04,
       1.07506722e-04, 1.09076023e-04, 1.10488365e-04, 1.11759445e-04,
       1.12903394e-04, 1.13932925e-04, 1.14859484e-04, 1.15693369e-04,
       1.16443850e-04, 1.17119268e-04, 1.17727131e-04, 1.18274197e-04,
       1.18766546e-04, 1.19209650e-04, 1.19608435e-04, 1.19967335e-04]), 3065: array([1.75166438e-05, 1.87985219e-05, 1.99522084e-05, 2.09905227e-05,
       2.19250024e-05, 2.27660313e-05, 2.35229548e-05, 2.42041836e-05,
       2.48172875e-05, 2.53690791e-05, 2.58656899e-05, 2.63126381e-05,
       2.67148901e-05, 2.70769157e-05, 2.74027376e-05, 2.76959764e-05,
       2.79598904e-05, 2.81974122e-05, 2.84111811e-05, 2.86035724e-05,
       2.87767241e-05, 2.89325600e-05, 2.90728119e-05, 2.91990382e-05,
       2.93126414e-05, 2.94148840e-05, 2.95069020e-05, 2.95897180e-05]), 3070: array([3.13752280e-06, 3.67156470e-06, 4.15220198e-06, 4.58477513e-06,
       4.97409061e-06, 5.32447422e-06, 5.63981918e-06, 5.92362938e-06,
       6.17905832e-06, 6.40894416e-06, 6.61584123e-06, 6.80204842e-06,
       6.96963473e-06, 7.12046228e-06, 7.25620694e-06, 7.37837703e-06,
       7.48833001e-06, 7.58728759e-06, 7.67634934e-06, 7.75650484e-06,
       7.82864472e-06, 7.89357056e-06, 7.95200376e-06, 8.00459359e-06,
       8.05192439e-06, 8.09452207e-06, 8.13285995e-06, 8.16736401e-06]), 3075: array([1.22204166e-06, 1.29734570e-06, 1.37114364e-06, 1.44346560e-06,
       1.51434110e-06, 1.58379907e-06, 1.65186787e-06, 1.71857526e-06,
       1.78394849e-06, 1.84801424e-06, 1.91079865e-06, 1.97232736e-06,
       2.03262547e-06, 2.09171761e-06, 2.14962788e-06, 2.20637994e-06,
       2.26199693e-06, 2.31650157e-06, 2.36991611e-06, 2.42226233e-06,
       2.47356162e-06, 2.52383491e-06, 2.57310271e-06, 2.62138515e-06,
       2.66870192e-06, 2.71507235e-06, 2.76051535e-06, 2.80504948e-06]), 3080: array([1.67044148e-06, 1.71660431e-06, 1.75815085e-06, 1.79554273e-06,
       1.82919541e-06, 1.85948280e-06, 1.88674145e-06, 1.91127423e-06,
       1.93335372e-06, 1.95322526e-06, 1.97110964e-06, 1.98720557e-06,
       2.00169191e-06, 2.01472961e-06, 2.02646353e-06, 2.03702406e-06,
       2.04652853e-06, 2.05508256e-06, 2.06278118e-06, 2.06970993e-06,
       2.07594581e-06, 2.08155809e-06, 2.08660915e-06, 2.09115510e-06,
       2.09524645e-06, 2.09892867e-06, 2.10224266e-06, 2.10522526e-06]), 3085: array([5.56963313e-06, 4.63242929e-06, 3.97638650e-06, 3.51715648e-06,
       3.19569543e-06, 2.97067265e-06, 2.81315669e-06, 2.70289550e-06,
       2.62571265e-06, 2.57168465e-06, 2.53386505e-06, 2.50739132e-06,
       2.48885971e-06, 2.47588758e-06, 2.46680708e-06, 2.46045074e-06,
       2.45600130e-06, 2.45288668e-06, 2.45070646e-06, 2.44918030e-06,
       2.44811199e-06, 2.44736417e-06, 2.44684069e-06, 2.44647426e-06,
       2.44621776e-06, 2.44603821e-06, 2.44591252e-06, 2.44582454e-06]), 3090: array([2.27475136e-06, 2.37059942e-06, 2.41852345e-06, 2.44248547e-06,
       2.45446648e-06, 2.46045699e-06, 2.46345224e-06, 2.46494987e-06,
       2.46569869e-06, 2.46607309e-06, 2.46626030e-06, 2.46635390e-06,
       2.46640070e-06, 2.46642410e-06, 2.46643580e-06, 2.46644165e-06,
       2.46644457e-06, 2.46644604e-06, 2.46644677e-06, 2.46644713e-06,
       2.46644732e-06, 2.46644741e-06, 2.46644745e-06, 2.46644748e-06,
       2.46644749e-06, 2.46644749e-06, 2.46644750e-06, 2.46644750e-06]), 3095: array([5.23527609e-05, 3.97443579e-05, 3.09184730e-05, 2.47403515e-05,
       2.04156651e-05, 1.73883836e-05, 1.52692859e-05, 1.37859170e-05,
       1.27475585e-05, 1.20207072e-05, 1.15119112e-05, 1.11557539e-05,
       1.09064437e-05, 1.07319265e-05, 1.06097644e-05, 1.05242509e-05,
       1.04643915e-05, 1.04224898e-05, 1.03931587e-05, 1.03726269e-05,
       1.03582546e-05, 1.03481940e-05, 1.03411516e-05, 1.03362219e-05,
       1.03327711e-05, 1.03303555e-05, 1.03286646e-05, 1.03274810e-05]), 3100: array([1.95108860e-04, 1.80158632e-04, 1.66703423e-04, 1.54593733e-04,
       1.43695009e-04, 1.33886156e-04, 1.25058186e-04, 1.17113011e-04,
       1.09962353e-04, 1.03526758e-04, 9.77347224e-05, 9.25218887e-05,
       8.78303375e-05, 8.36079405e-05, 7.98077823e-05, 7.63876392e-05,
       7.33095098e-05, 7.05391927e-05, 6.80459068e-05, 6.58019490e-05,
       6.37823865e-05, 6.19647799e-05, 6.03289336e-05, 5.88566716e-05,
       5.75316355e-05, 5.63391028e-05, 5.52658231e-05, 5.42998712e-05]), 3105: array([0.00031302, 0.00029142, 0.00027198, 0.00025449, 0.00023874,
       0.00022457, 0.00021181, 0.00020033, 0.00019   , 0.0001807 ,
       0.00017233, 0.0001648 , 0.00015802, 0.00015192, 0.00014643,
       0.00014149, 0.00013704, 0.00013304, 0.00012944, 0.0001262 ,
       0.00012328, 0.00012065, 0.00011829, 0.00011616, 0.00011425,
       0.00011252, 0.00011097, 0.00010958]), 3110: array([7.27176376e-05, 8.22054775e-05, 8.69493975e-05, 8.93213574e-05,
       9.05073374e-05, 9.11003274e-05, 9.13968224e-05, 9.15450699e-05,
       9.16191937e-05, 9.16562555e-05, 9.16747865e-05, 9.16840519e-05,
       9.16886847e-05, 9.16910010e-05, 9.16921592e-05, 9.16927383e-05,
       9.16930279e-05, 9.16931726e-05, 9.16932450e-05, 9.16932812e-05,
       9.16932993e-05, 9.16933084e-05, 9.16933129e-05, 9.16933152e-05,
       9.16933163e-05, 9.16933168e-05, 9.16933171e-05, 9.16933173e-05]), 3115: array([6.18516418e-05, 6.53563600e-05, 6.78096533e-05, 6.95269519e-05,
       7.07290563e-05, 7.15705261e-05, 7.21595527e-05, 7.25718698e-05,
       7.28604906e-05, 7.30625244e-05, 7.32039475e-05, 7.33029433e-05,
       7.33722400e-05, 7.34207476e-05, 7.34547028e-05, 7.34784713e-05,
       7.34951092e-05, 7.35067557e-05, 7.35149082e-05, 7.35206149e-05,
       7.35246096e-05, 7.35274059e-05, 7.35293633e-05, 7.35307334e-05,
       7.35316926e-05, 7.35323639e-05, 7.35328339e-05, 7.35331629e-05]), 3120: array([4.85633085e-05, 4.75910769e-05, 4.71049597e-05, 4.68619005e-05,
       4.67403706e-05, 4.66796054e-05, 4.66492228e-05, 4.66340314e-05,
       4.66264357e-05, 4.66226379e-05, 4.66207389e-05, 4.66197895e-05,
       4.66193147e-05, 4.66190774e-05, 4.66189587e-05, 4.66188993e-05,
       4.66188697e-05, 4.66188548e-05, 4.66188474e-05, 4.66188437e-05,
       4.66188418e-05, 4.66188409e-05, 4.66188405e-05, 4.66188402e-05,
       4.66188401e-05, 4.66188400e-05, 4.66188400e-05, 4.66188400e-05]), 3125: array([1.92581244e-04, 1.56415924e-04, 1.30015060e-04, 1.10742298e-04,
       9.66730867e-05, 8.64024922e-05, 7.89049071e-05, 7.34316328e-05,
       6.94361153e-05, 6.65193676e-05, 6.43901274e-05, 6.28357714e-05,
       6.17010838e-05, 6.08727562e-05, 6.02680729e-05, 5.98266512e-05,
       5.95044111e-05, 5.92691742e-05, 5.90974501e-05, 5.89720907e-05,
       5.88805777e-05, 5.88137727e-05, 5.87650048e-05, 5.87294039e-05,
       5.87034151e-05, 5.86844432e-05, 5.86705936e-05, 5.86604833e-05]), 3130: array([7.97184113e-05, 7.73114479e-05, 7.56265624e-05, 7.44471349e-05,
       7.36215301e-05, 7.30436030e-05, 7.26390514e-05, 7.23558633e-05,
       7.21576304e-05, 7.20188665e-05, 7.19217311e-05, 7.18537358e-05,
       7.18061388e-05, 7.17728207e-05, 7.17494979e-05, 7.17331718e-05,
       7.17217435e-05, 7.17137436e-05, 7.17081437e-05, 7.17042237e-05,
       7.17014796e-05, 7.16995588e-05, 7.16982142e-05, 7.16972730e-05,
       7.16966142e-05, 7.16961530e-05, 7.16958301e-05, 7.16956041e-05]), 3135: array([3.30505323e-05, 3.73651163e-05, 4.03853092e-05, 4.24994330e-05,
       4.39793118e-05, 4.50152214e-05, 4.57403544e-05, 4.62479447e-05,
       4.66032561e-05, 4.68519728e-05, 4.70260735e-05, 4.71479434e-05,
       4.72332518e-05, 4.72929674e-05, 4.73347681e-05, 4.73640285e-05,
       4.73845106e-05, 4.73988480e-05, 4.74088841e-05, 4.74159094e-05,
       4.74208270e-05, 4.74242694e-05, 4.74266790e-05, 4.74283657e-05,
       4.74295464e-05, 4.74303729e-05, 4.74309515e-05, 4.74313564e-05]), 3140: array([6.10286393e-05, 4.76127914e-05, 4.09048523e-05, 3.75508751e-05,
       3.58738828e-05, 3.50353847e-05, 3.46161347e-05, 3.44065092e-05,
       3.43016962e-05, 3.42492896e-05, 3.42230863e-05, 3.42099846e-05,
       3.42034337e-05, 3.42001582e-05, 3.41985205e-05, 3.41977016e-05,
       3.41972922e-05, 3.41970875e-05, 3.41969851e-05, 3.41969340e-05,
       3.41969084e-05, 3.41968956e-05, 3.41968892e-05, 3.41968860e-05,
       3.41968844e-05, 3.41968836e-05, 3.41968832e-05, 3.41968830e-05]), 3145: array([9.52636948e-05, 8.18036466e-05, 7.23814228e-05, 6.57857331e-05,
       6.11686572e-05, 5.79366388e-05, 5.56741804e-05, 5.40904275e-05,
       5.29817781e-05, 5.22057079e-05, 5.16624478e-05, 5.12821580e-05,
       5.10159499e-05, 5.08296004e-05, 5.06991531e-05, 5.06078381e-05,
       5.05439164e-05, 5.04991703e-05, 5.04678474e-05, 5.04459209e-05,
       5.04305720e-05, 5.04198276e-05, 5.04123064e-05, 5.04070414e-05,
       5.04033558e-05, 5.04007759e-05, 5.03989699e-05, 5.03977057e-05]), 3150: array([6.71168665e-05, 6.70360001e-05, 6.69793935e-05, 6.69397689e-05,
       6.69120316e-05, 6.68926155e-05, 6.68790242e-05, 6.68695103e-05,
       6.68628506e-05, 6.68581888e-05, 6.68549255e-05, 6.68526412e-05,
       6.68510422e-05, 6.68499229e-05, 6.68491394e-05, 6.68485909e-05,
       6.68482070e-05, 6.68479382e-05, 6.68477501e-05, 6.68476184e-05,
       6.68475262e-05, 6.68474617e-05, 6.68474166e-05, 6.68473849e-05,
       6.68473628e-05, 6.68473473e-05, 6.68473365e-05, 6.68473289e-05]), 3155: array([5.14189799e-05, 5.23216425e-05, 5.29534432e-05, 5.33956594e-05,
       5.37051798e-05, 5.39218225e-05, 5.40734571e-05, 5.41795908e-05,
       5.42538769e-05, 5.43058720e-05, 5.43422649e-05, 5.43677374e-05,
       5.43855664e-05, 5.43980454e-05, 5.44067799e-05, 5.44128934e-05,
       5.44171724e-05, 5.44201674e-05, 5.44222637e-05, 5.44237310e-05,
       5.44247580e-05, 5.44254768e-05, 5.44259799e-05, 5.44263320e-05,
       5.44265785e-05, 5.44267510e-05, 5.44268718e-05, 5.44269563e-05]), 3160: array([4.76965169e-05, 4.57620111e-05, 4.47947599e-05, 4.43111352e-05,
       4.40693233e-05, 4.39484176e-05, 4.38879648e-05, 4.38577385e-05,
       4.38426253e-05, 4.38350688e-05, 4.38312905e-05, 4.38294014e-05,
       4.38284568e-05, 4.38279845e-05, 4.38277484e-05, 4.38276303e-05,
       4.38275713e-05, 4.38275418e-05, 4.38275270e-05, 4.38275196e-05,
       4.38275160e-05, 4.38275141e-05, 4.38275132e-05, 4.38275127e-05,
       4.38275125e-05, 4.38275124e-05, 4.38275123e-05, 4.38275123e-05]), 3165: array([4.04176726e-05, 4.14449438e-05, 4.19585872e-05, 4.22154128e-05,
       4.23438275e-05, 4.24080358e-05, 4.24401405e-05, 4.24561931e-05,
       4.24642195e-05, 4.24682328e-05, 4.24702394e-05, 4.24712428e-05,
       4.24717444e-05, 4.24719953e-05, 4.24721207e-05, 4.24721834e-05,
       4.24722148e-05, 4.24722305e-05, 4.24722383e-05, 4.24722422e-05,
       4.24722442e-05, 4.24722452e-05, 4.24722457e-05, 4.24722459e-05,
       4.24722460e-05, 4.24722461e-05, 4.24722461e-05, 4.24722461e-05]), 3170: array([1.75455250e-05, 1.98731859e-05, 2.19680753e-05, 2.38534709e-05,
       2.55503225e-05, 2.70774850e-05, 2.84519278e-05, 2.96889230e-05,
       3.08022159e-05, 3.18041769e-05, 3.27059395e-05, 3.35175237e-05,
       3.42479476e-05, 3.49053274e-05, 3.54969677e-05, 3.60294426e-05,
       3.65086688e-05, 3.69399712e-05, 3.73281424e-05, 3.76774956e-05,
       3.79919127e-05, 3.82748873e-05, 3.85295638e-05, 3.87587720e-05,
       3.89650589e-05, 3.91507166e-05, 3.93178082e-05, 3.94681901e-05]), 3175: array([1.17768727e-05, 1.29684248e-05, 1.40408206e-05, 1.50059759e-05,
       1.58746149e-05, 1.66563891e-05, 1.73599852e-05, 1.79932211e-05,
       1.85631329e-05, 1.90760530e-05, 1.95376806e-05, 1.99531450e-05,
       2.03270626e-05, 2.06635882e-05, 2.09664609e-05, 2.12390460e-05,
       2.14843724e-05, 2.17051659e-05, 2.19038799e-05, 2.20827223e-05,
       2.22436803e-05, 2.23885424e-05, 2.25189181e-05, 2.26362562e-05,
       2.27418603e-05, 2.28369039e-05, 2.29224431e-05, 2.29994283e-05]), 3180: array([1.52169412e-05, 1.16327326e-05, 9.84062710e-06, 8.94457376e-06,
       8.49654679e-06, 8.27253315e-06, 8.16052626e-06, 8.10452278e-06,
       8.07652102e-06, 8.06252013e-06, 8.05551968e-06, 8.05201945e-06,
       8.05026933e-06, 8.04939428e-06, 8.04895675e-06, 8.04873798e-06,
       8.04862860e-06, 8.04857391e-06, 8.04854656e-06, 8.04853289e-06,
       8.04852605e-06, 8.04852264e-06, 8.04852093e-06, 8.04852007e-06,
       8.04851964e-06, 8.04851943e-06, 8.04851932e-06, 8.04851927e-06]), 3185: array([8.79780709e-06, 8.45636184e-06, 8.28563922e-06, 8.20027791e-06,
       8.15759726e-06, 8.13625694e-06, 8.12558678e-06, 8.12025170e-06,
       8.11758416e-06, 8.11625039e-06, 8.11558350e-06, 8.11525006e-06,
       8.11508334e-06, 8.11499998e-06, 8.11495830e-06, 8.11493746e-06,
       8.11492704e-06, 8.11492183e-06, 8.11491922e-06, 8.11491792e-06,
       8.11491727e-06, 8.11491694e-06, 8.11491678e-06, 8.11491670e-06,
       8.11491666e-06, 8.11491664e-06, 8.11491663e-06, 8.11491662e-06]), 3190: array([8.07845575e-06, 8.10442211e-06, 8.12259856e-06, 8.13532207e-06,
       8.14422852e-06, 8.15046304e-06, 8.15482720e-06, 8.15788211e-06,
       8.16002054e-06, 8.16151745e-06, 8.16256528e-06, 8.16329877e-06,
       8.16381220e-06, 8.16417161e-06, 8.16442320e-06, 8.16459930e-06,
       8.16472258e-06, 8.16480887e-06, 8.16486928e-06, 8.16491156e-06,
       8.16494116e-06, 8.16496188e-06, 8.16497638e-06, 8.16498654e-06,
       8.16499364e-06, 8.16499862e-06, 8.16500210e-06, 8.16500454e-06]), 3195: array([5.93834594e-06, 5.88847853e-06, 5.85357134e-06, 5.82913631e-06,
       5.81203179e-06, 5.80005863e-06, 5.79167741e-06, 5.78581056e-06,
       5.78170377e-06, 5.77882901e-06, 5.77681668e-06, 5.77540805e-06,
       5.77442201e-06, 5.77373178e-06, 5.77324862e-06, 5.77291041e-06,
       5.77267366e-06, 5.77250793e-06, 5.77239193e-06, 5.77231072e-06,
       5.77225388e-06, 5.77221409e-06, 5.77218623e-06, 5.77216674e-06,
       5.77215309e-06, 5.77214354e-06, 5.77213685e-06, 5.77213217e-06]), 3200: array([2.76123135e-06, 2.90265836e-06, 3.02994263e-06, 3.14449845e-06,
       3.24759865e-06, 3.34038882e-06, 3.42389994e-06, 3.49905993e-06,
       3.56670391e-06, 3.62758347e-06, 3.68237506e-06, 3.73168748e-06,
       3.77606864e-06, 3.81601168e-06, 3.85196041e-06, 3.88431425e-06,
       3.91343270e-06, 3.93963930e-06, 3.96322523e-06, 3.98445257e-06,
       4.00355716e-06, 4.02075130e-06, 4.03622601e-06, 4.05015325e-06,
       4.06268776e-06, 4.07396882e-06, 4.08412177e-06, 4.09325942e-06]), 3205: array([5.74260024e-06, 4.16291665e-06, 3.37307477e-06, 2.97815379e-06,
       2.78069327e-06, 2.68196300e-06, 2.63259786e-06, 2.60791529e-06,
       2.59557400e-06, 2.58940336e-06, 2.58631804e-06, 2.58477537e-06,
       2.58400404e-06, 2.58361838e-06, 2.58342555e-06, 2.58332913e-06,
       2.58328092e-06, 2.58325682e-06, 2.58324476e-06, 2.58323874e-06,
       2.58323573e-06, 2.58323422e-06, 2.58323347e-06, 2.58323309e-06,
       2.58323290e-06, 2.58323281e-06, 2.58323276e-06, 2.58323274e-06]), 3210: array([1.47729987e-05, 1.38247213e-05, 1.29712712e-05, 1.22031658e-05,
       1.15118707e-05, 1.08897047e-05, 1.03297551e-05, 9.82580027e-06,
       9.37224070e-06, 8.96403690e-06, 8.59665331e-06, 8.26600794e-06,
       7.96842697e-06, 7.70060397e-06, 7.45956317e-06, 7.24262635e-06,
       7.04738313e-06, 6.87166414e-06, 6.71351699e-06, 6.57118449e-06,
       6.44308518e-06, 6.32779575e-06, 6.22403521e-06, 6.13065069e-06,
       6.04660458e-06, 5.97096305e-06, 5.90288564e-06, 5.84161594e-06]), 3215: array([7.04673473e-05, 6.51909803e-05, 6.04422492e-05, 5.61683907e-05,
       5.23219174e-05, 4.88600910e-05, 4.57444467e-05, 4.29403665e-05,
       4.04166940e-05, 3.81453883e-05, 3.61012130e-05, 3.42614549e-05,
       3.26056723e-05, 3.11154678e-05, 2.97742836e-05, 2.85672176e-05,
       2.74808581e-05, 2.65031344e-05, 2.56231829e-05, 2.48312264e-05,
       2.41184655e-05, 2.34769806e-05, 2.28996441e-05, 2.23800412e-05,
       2.19123985e-05, 2.14915200e-05, 2.11127293e-05, 2.07718176e-05]), 3220: array([7.96744398e-05, 7.49720145e-05, 7.07398289e-05, 6.69308593e-05,
       6.35027845e-05, 6.04175150e-05, 5.76407707e-05, 5.51416991e-05,
       5.28925332e-05, 5.08682826e-05, 4.90464558e-05, 4.74068106e-05,
       4.59311290e-05, 4.46030146e-05, 4.34077109e-05, 4.23319368e-05,
       4.13637395e-05, 4.04923614e-05, 3.97081205e-05, 3.90023033e-05,
       3.83670673e-05, 3.77953546e-05, 3.72808128e-05, 3.68177249e-05,
       3.64009455e-05, 3.60258438e-05, 3.56882520e-05, 3.53844193e-05]), 3225: array([2.50727124e-05, 2.66859499e-05, 2.78152157e-05, 2.86057014e-05,
       2.91590412e-05, 2.95463789e-05, 2.98175151e-05, 3.00073104e-05,
       3.01401671e-05, 3.02331667e-05, 3.02982665e-05, 3.03438362e-05,
       3.03757351e-05, 3.03980642e-05, 3.04136947e-05, 3.04246359e-05,
       3.04322948e-05, 3.04376561e-05, 3.04414089e-05, 3.04440359e-05,
       3.04458748e-05, 3.04471620e-05, 3.04480631e-05, 3.04486938e-05,
       3.04491354e-05, 3.04494444e-05, 3.04496608e-05, 3.04498122e-05]), 3230: array([6.71801381e-06, 7.83992136e-06, 8.84963700e-06, 9.75838005e-06,
       1.05762479e-05, 1.13123281e-05, 1.19747995e-05, 1.25710231e-05,
       1.31076237e-05, 1.35905637e-05, 1.40252092e-05, 1.44163897e-05,
       1.47684518e-05, 1.50853073e-05, 1.53704769e-05, 1.56271293e-05,
       1.58581162e-05, 1.60660041e-05, 1.62531030e-05, 1.64214919e-05,
       1.65730417e-05, 1.67094364e-05, 1.68321914e-05, 1.69426708e-05,
       1.70421022e-05, 1.71315903e-05, 1.72121295e-05, 1.72846148e-05]), 3235: array([4.22020190e-06, 4.58577990e-06, 4.91479999e-06, 5.21091798e-06,
       5.47742408e-06, 5.71727950e-06, 5.93314930e-06, 6.12743207e-06,
       6.30228650e-06, 6.45965543e-06, 6.60128743e-06, 6.72875619e-06,
       6.84347803e-06, 6.94672766e-06, 7.03965229e-06, 7.12328444e-06,
       7.19855334e-06, 7.26629534e-06, 7.32726311e-06, 7.38213409e-06,
       7.43151796e-06, 7.47596342e-06, 7.51596433e-06, 7.55196513e-06,
       7.58436584e-06, 7.61352647e-06, 7.63977103e-06, 7.66339113e-06]), 3240: array([1.17319381e-06, 1.31124033e-06, 1.40787289e-06, 1.47551568e-06,
       1.52286563e-06, 1.55601059e-06, 1.57921206e-06, 1.59545309e-06,
       1.60682181e-06, 1.61477992e-06, 1.62035059e-06, 1.62425006e-06,
       1.62697969e-06, 1.62889043e-06, 1.63022795e-06, 1.63116421e-06,
       1.63181960e-06, 1.63227837e-06, 1.63259950e-06, 1.63282430e-06,
       1.63298166e-06, 1.63309181e-06, 1.63316891e-06, 1.63322289e-06,
       1.63326067e-06, 1.63328712e-06, 1.63330563e-06, 1.63331859e-06]), 3245: array([2.32126125e-06, 2.30794306e-06, 2.29595669e-06, 2.28516896e-06,
       2.27546000e-06, 2.26672194e-06, 2.25885768e-06, 2.25177985e-06,
       2.24540980e-06, 2.23967676e-06, 2.23451702e-06, 2.22987325e-06,
       2.22569386e-06, 2.22193241e-06, 2.21854711e-06, 2.21550033e-06,
       2.21275823e-06, 2.21029034e-06, 2.20806924e-06, 2.20607025e-06,
       2.20427116e-06, 2.20265198e-06, 2.20119472e-06, 2.19988318e-06,
       2.19870280e-06, 2.19764045e-06, 2.19668434e-06, 2.19582384e-06]), 3250: array([1.15433391e-05, 1.09058614e-05, 1.03321315e-05, 9.81577449e-06,
       9.35105319e-06, 8.93280402e-06, 8.55637974e-06, 8.21759789e-06,
       7.91269421e-06, 7.63828089e-06, 7.39130890e-06, 7.16903410e-06,
       6.96898677e-06, 6.78894417e-06, 6.62690583e-06, 6.48107132e-06,
       6.34982025e-06, 6.23169429e-06, 6.12538092e-06, 6.02969888e-06,
       5.94358505e-06, 5.86608259e-06, 5.79633038e-06, 5.73355339e-06,
       5.67705410e-06, 5.62620473e-06, 5.58044030e-06, 5.53925231e-06]), 3255: array([1.09103576e-04, 1.00618354e-04, 9.29816536e-05, 8.61086225e-05,
       7.99228938e-05, 7.43557374e-05, 6.93452960e-05, 6.48358983e-05,
       6.07774399e-05, 5.71248269e-05, 5.38374748e-05, 5.08788576e-05,
       4.82161019e-05, 4.58196214e-05, 4.36627887e-05, 4.17216391e-05,
       3.99746043e-05, 3.84022727e-05, 3.69871742e-05, 3.57135853e-05,
       3.45673553e-05, 3.35357481e-05, 3.26073015e-05, 3.17716995e-05,
       3.10196576e-05, 3.03428198e-05, 2.97336657e-05, 2.91854270e-05]), 3260: array([1.11793081e-04, 9.43188198e-05, 8.20867265e-05, 7.35241841e-05,
       6.75303504e-05, 6.33346291e-05, 6.03975976e-05, 5.83416571e-05,
       5.69024858e-05, 5.58950568e-05, 5.51898502e-05, 5.46962011e-05,
       5.43506436e-05, 5.41087512e-05, 5.39394250e-05, 5.38208955e-05,
       5.37379242e-05, 5.36798437e-05, 5.36391870e-05, 5.36107271e-05,
       5.35908050e-05, 5.35768593e-05, 5.35670973e-05, 5.35602638e-05,
       5.35554804e-05, 5.35521319e-05, 5.35497880e-05, 5.35481472e-05]), 3265: array([5.98969685e-05, 6.05748209e-05, 6.09476145e-05, 6.11526371e-05,
       6.12653919e-05, 6.13274029e-05, 6.13615066e-05, 6.13802623e-05,
       6.13905773e-05, 6.13962502e-05, 6.13993700e-05, 6.14010858e-05,
       6.14020295e-05, 6.14025484e-05, 6.14028338e-05, 6.14029908e-05,
       6.14030771e-05, 6.14031246e-05, 6.14031507e-05, 6.14031651e-05,
       6.14031730e-05, 6.14031773e-05, 6.14031797e-05, 6.14031810e-05,
       6.14031817e-05, 6.14031821e-05, 6.14031823e-05, 6.14031825e-05]), 3270: array([5.89800122e-05, 5.88888086e-05, 5.88432066e-05, 5.88204054e-05,
       5.88090048e-05, 5.88033044e-05, 5.88004542e-05, 5.87990291e-05,
       5.87983165e-05, 5.87979603e-05, 5.87977821e-05, 5.87976930e-05,
       5.87976485e-05, 5.87976262e-05, 5.87976151e-05, 5.87976095e-05,
       5.87976068e-05, 5.87976054e-05, 5.87976047e-05, 5.87976043e-05,
       5.87976041e-05, 5.87976041e-05, 5.87976040e-05, 5.87976040e-05,
       5.87976040e-05, 5.87976040e-05, 5.87976040e-05, 5.87976040e-05]), 3275: array([3.30263245e-05, 3.73174191e-05, 3.96792303e-05, 4.09791673e-05,
       4.16946503e-05, 4.20884510e-05, 4.23051983e-05, 4.24244956e-05,
       4.24901566e-05, 4.25262964e-05, 4.25461876e-05, 4.25571357e-05,
       4.25631615e-05, 4.25664781e-05, 4.25683036e-05, 4.25693083e-05,
       4.25698613e-05, 4.25701657e-05, 4.25703332e-05, 4.25704254e-05,
       4.25704762e-05, 4.25705041e-05, 4.25705195e-05, 4.25705279e-05,
       4.25705326e-05, 4.25705351e-05, 4.25705366e-05, 4.25705373e-05]), 3280: array([3.40695970e-05, 3.76287789e-05, 3.94083662e-05, 4.02981580e-05,
       4.07430529e-05, 4.09654999e-05, 4.10767232e-05, 4.11323347e-05,
       4.11601405e-05, 4.11740433e-05, 4.11809947e-05, 4.11844704e-05,
       4.11862082e-05, 4.11870771e-05, 4.11875116e-05, 4.11877288e-05,
       4.11878374e-05, 4.11878917e-05, 4.11879189e-05, 4.11879325e-05,
       4.11879393e-05, 4.11879426e-05, 4.11879443e-05, 4.11879452e-05,
       4.11879456e-05, 4.11879458e-05, 4.11879459e-05, 4.11879460e-05]), 3285: array([4.33950151e-05, 4.09051300e-05, 3.91622096e-05, 3.79421648e-05,
       3.70881330e-05, 3.64903105e-05, 3.60718346e-05, 3.57789013e-05,
       3.55738479e-05, 3.54303104e-05, 3.53298342e-05, 3.52595008e-05,
       3.52102674e-05, 3.51758040e-05, 3.51516796e-05, 3.51347925e-05,
       3.51229715e-05, 3.51146968e-05, 3.51089046e-05, 3.51048500e-05,
       3.51020118e-05, 3.51000250e-05, 3.50986343e-05, 3.50976608e-05,
       3.50969793e-05, 3.50965023e-05, 3.50961684e-05, 3.50959346e-05]), 3290: array([1.34672026e-04, 1.12881738e-04, 9.76283784e-05, 8.69509159e-05,
       7.94766146e-05, 7.42445495e-05, 7.05820659e-05, 6.80183008e-05,
       6.62236466e-05, 6.49673757e-05, 6.40879769e-05, 6.34723913e-05,
       6.30414770e-05, 6.27398338e-05, 6.25286814e-05, 6.23808732e-05,
       6.22774064e-05, 6.22049789e-05, 6.21542791e-05, 6.21187888e-05,
       6.20939454e-05, 6.20765548e-05, 6.20643813e-05, 6.20558598e-05,
       6.20498946e-05, 6.20457190e-05, 6.20427960e-05, 6.20407499e-05]), 3295: array([2.18781150e-04, 2.05603734e-04, 1.93744048e-04, 1.83070320e-04,
       1.73463955e-04, 1.64818218e-04, 1.57037046e-04, 1.50033985e-04,
       1.43731223e-04, 1.38058732e-04, 1.32953484e-04, 1.28358757e-04,
       1.24223498e-04, 1.20501762e-04, 1.17152195e-04, 1.14137582e-04,
       1.11424428e-04, 1.08982587e-04, 1.06784928e-04, 1.04807032e-04,
       1.03026924e-04, 1.01424826e-04, 9.99829356e-05, 9.86852331e-05,
       9.75172997e-05, 9.64661586e-05, 9.55201306e-05, 9.46687046e-05]), 3300: array([7.72644364e-05, 7.73471221e-05, 7.74215390e-05, 7.74885140e-05,
       7.75487913e-05, 7.76030408e-05, 7.76518651e-05, 7.76958068e-05,
       7.77353543e-05, 7.77709468e-05, 7.78029801e-05, 7.78318099e-05,
       7.78577566e-05, 7.78811086e-05, 7.79021254e-05, 7.79210404e-05,
       7.79380638e-05, 7.79533849e-05, 7.79671738e-05, 7.79795838e-05,
       7.79907527e-05, 7.80008047e-05, 7.80098515e-05, 7.80179936e-05,
       7.80253215e-05, 7.80319165e-05, 7.80378520e-05, 7.80431940e-05]), 3305: array([4.16174557e-05, 4.36459086e-05, 4.54715068e-05, 4.71145367e-05,
       4.85932560e-05, 4.99240966e-05, 5.11218469e-05, 5.21998167e-05,
       5.31699845e-05, 5.40431311e-05, 5.48289589e-05, 5.55362004e-05,
       5.61727144e-05, 5.67455741e-05, 5.72611451e-05, 5.77251567e-05,
       5.81427649e-05, 5.85186105e-05, 5.88568697e-05, 5.91613014e-05,
       5.94352886e-05, 5.96818757e-05, 5.99038030e-05, 6.01035366e-05,
       6.02832959e-05, 6.04450784e-05, 6.05906819e-05, 6.07217244e-05]), 3310: array([5.08447109e-05, 4.93347673e-05, 4.82778058e-05, 4.75379322e-05,
       4.70200202e-05, 4.66574815e-05, 4.64037042e-05, 4.62260600e-05,
       4.61017089e-05, 4.60146630e-05, 4.59537309e-05, 4.59110784e-05,
       4.58812216e-05, 4.58603218e-05, 4.58456920e-05, 4.58354510e-05,
       4.58282824e-05, 4.58232644e-05, 4.58197517e-05, 4.58172929e-05,
       4.58155717e-05, 4.58143668e-05, 4.58135234e-05, 4.58129331e-05,
       4.58125198e-05, 4.58122305e-05, 4.58120280e-05, 4.58118863e-05]), 3315: array([2.31103762e-05, 2.47833233e-05, 2.59543919e-05, 2.67741439e-05,
       2.73479730e-05, 2.77496553e-05, 2.80308342e-05, 2.82276604e-05,
       2.83654395e-05, 2.84618852e-05, 2.85293976e-05, 2.85766565e-05,
       2.86097378e-05, 2.86328949e-05, 2.86491049e-05, 2.86604520e-05,
       2.86683950e-05, 2.86739551e-05, 2.86778472e-05, 2.86805717e-05,
       2.86824789e-05, 2.86838139e-05, 2.86847484e-05, 2.86854025e-05,
       2.86858605e-05, 2.86861810e-05, 2.86864054e-05, 2.86865624e-05]), 3320: array([0.00475876, 0.00441521, 0.0041019 , 0.00381615, 0.00355556,
       0.00331789, 0.00310115, 0.00290347, 0.0027232 , 0.00255879,
       0.00240884, 0.0022721 , 0.00214739, 0.00203365, 0.00192992,
       0.00183532, 0.00174905, 0.00167037, 0.00159861, 0.00153317,
       0.00147349, 0.00141906, 0.00136942, 0.00132415, 0.00128286,
       0.00124521, 0.00121087, 0.00117955]), 3325: array([0.0041276 , 0.00346813, 0.00294538, 0.002531  , 0.00220254,
       0.00194217, 0.00173579, 0.00157219, 0.00144251, 0.00133972,
       0.00125824, 0.00119365, 0.00114245, 0.00110187, 0.0010697 ,
       0.0010442 , 0.00102398, 0.00100796, 0.00099526, 0.00098519,
       0.00097721, 0.00097089, 0.00096587, 0.0009619 , 0.00095875,
       0.00095625, 0.00095427, 0.0009527 ]), 3330: array([0.00038037, 0.00041072, 0.00044107, 0.00047142, 0.00050177,
       0.00053212, 0.00056247, 0.00059282, 0.00062317, 0.00065352,
       0.00068387, 0.00071422, 0.00074457, 0.00077492, 0.00080527,
       0.00083561, 0.00086596, 0.00089631, 0.00092666, 0.000957  ,
       0.00098735, 0.0010177 , 0.00104804, 0.00107839, 0.00110873,
       0.00113908, 0.00116943, 0.00119977]), 3335: array([0.00173874, 0.00161458, 0.0015525 , 0.00152146, 0.00150594,
       0.00149817, 0.00149429, 0.00149235, 0.00149138, 0.0014909 ,
       0.00149065, 0.00149053, 0.00149047, 0.00149044, 0.00149043,
       0.00149042, 0.00149041, 0.00149041, 0.00149041, 0.00149041,
       0.00149041, 0.00149041, 0.00149041, 0.00149041, 0.00149041,
       0.00149041, 0.00149041, 0.00149041]), 3340: array([0.00780565, 0.0078241 , 0.00784242, 0.00786062, 0.00787869,
       0.00789663, 0.00791444, 0.00793213, 0.0079497 , 0.00796714,
       0.00798446, 0.00800166, 0.00801874, 0.0080357 , 0.00805254,
       0.00806926, 0.00808587, 0.00810235, 0.00811873, 0.00813499,
       0.00815113, 0.00816716, 0.00818308, 0.00819889, 0.00821459,
       0.00823017, 0.00824565, 0.00826102]), 3345: array([1.11184962e-04, 7.18430138e-05, 4.93014354e-05, 3.63858890e-05,
       2.89857267e-05, 2.47456892e-05, 2.23162940e-05, 2.09243344e-05,
       2.01267896e-05, 1.96698239e-05, 1.94079984e-05, 1.92579814e-05,
       1.91720268e-05, 1.91227778e-05, 1.90945599e-05, 1.90783919e-05,
       1.90691283e-05, 1.90638205e-05, 1.90607794e-05, 1.90590369e-05,
       1.90580385e-05, 1.90574665e-05, 1.90571387e-05, 1.90569509e-05,
       1.90568433e-05, 1.90567817e-05, 1.90567463e-05, 1.90567261e-05]), 3350: array([0.0006927 , 0.00079998, 0.00089519, 0.00097969, 0.00105468,
       0.00112124, 0.00118031, 0.00123273, 0.00127926, 0.00132055,
       0.0013572 , 0.00138972, 0.00141859, 0.00144421, 0.00146694,
       0.00148712, 0.00150503, 0.00152092, 0.00153503, 0.00154755,
       0.00155866, 0.00156852, 0.00157727, 0.00158504, 0.00159193,
       0.00159805, 0.00160348, 0.0016083 ]), 3355: array([0.00031605, 0.00036767, 0.00041413, 0.00045593, 0.00049355,
       0.00052741, 0.00055788, 0.0005853 , 0.00060998, 0.00063218,
       0.00065217, 0.00067015, 0.00068634, 0.0007009 , 0.00071401,
       0.00072581, 0.00073643, 0.00074598, 0.00075458, 0.00076232,
       0.00076928, 0.00077555, 0.00078119, 0.00078626, 0.00079083,
       0.00079494, 0.00079864, 0.00080197]), 3360: array([7.73935430e-05, 7.61836191e-05, 7.50946934e-05, 7.41146655e-05,
       7.32326451e-05, 7.24388309e-05, 7.17244019e-05, 7.10814192e-05,
       7.05027379e-05, 6.99819275e-05, 6.95132006e-05, 6.90913486e-05,
       6.87116839e-05, 6.83699874e-05, 6.80624623e-05, 6.77856911e-05,
       6.75365983e-05, 6.73124161e-05, 6.71106531e-05, 6.69290674e-05,
       6.67656411e-05, 6.66185582e-05, 6.64861843e-05, 6.63670485e-05,
       6.62598268e-05, 6.61633277e-05, 6.60764791e-05, 6.59983157e-05]), 3365: array([6.62385323e-05, 6.46873136e-05, 6.32912205e-05, 6.20347399e-05,
       6.09039103e-05, 5.98861662e-05, 5.89701990e-05, 5.81458306e-05,
       5.74039009e-05, 5.67361660e-05, 5.61352060e-05, 5.55943435e-05,
       5.51075685e-05, 5.46694721e-05, 5.42751864e-05, 5.39203301e-05,
       5.36009603e-05, 5.33135282e-05, 5.30548400e-05, 5.28220213e-05,
       5.26124849e-05, 5.24239027e-05, 5.22541791e-05, 5.21014283e-05,
       5.19639529e-05, 5.18402254e-05, 5.17288709e-05, 5.16286521e-05]), 3370: array([1.64414046e-05, 1.87507460e-05, 2.03672866e-05, 2.14988662e-05,
       2.22909727e-05, 2.28454478e-05, 2.32335808e-05, 2.35052741e-05,
       2.36954597e-05, 2.38285897e-05, 2.39217808e-05, 2.39870146e-05,
       2.40326784e-05, 2.40646430e-05, 2.40870183e-05, 2.41026810e-05,
       2.41136449e-05, 2.41213196e-05, 2.41266920e-05, 2.41304526e-05,
       2.41330850e-05, 2.41349278e-05, 2.41362177e-05, 2.41371206e-05,
       2.41377526e-05, 2.41381951e-05, 2.41385048e-05, 2.41387216e-05]), 3375: array([2.16678033e-05, 2.05756868e-05, 2.00296280e-05, 1.97565983e-05,
       1.96200834e-05, 1.95518259e-05, 1.95176971e-05, 1.95006326e-05,
       1.94921004e-05, 1.94878343e-05, 1.94857012e-05, 1.94846347e-05,
       1.94841015e-05, 1.94838348e-05, 1.94837015e-05, 1.94836348e-05,
       1.94836015e-05, 1.94835849e-05, 1.94835765e-05, 1.94835724e-05,
       1.94835703e-05, 1.94835692e-05, 1.94835687e-05, 1.94835684e-05,
       1.94835683e-05, 1.94835683e-05, 1.94835682e-05, 1.94835682e-05]), 3380: array([3.78023289e-04, 3.47682942e-04, 3.20376617e-04, 2.95800911e-04,
       2.73682766e-04, 2.53776425e-04, 2.35860709e-04, 2.19736557e-04,
       2.05224813e-04, 1.92164237e-04, 1.80409713e-04, 1.69830636e-04,
       1.60309462e-04, 1.51740401e-04, 1.44028243e-04, 1.37087296e-04,
       1.30840442e-04, 1.25218270e-04, 1.20158313e-04, 1.15604349e-04,
       1.11505780e-04, 1.07817065e-04, 1.04497221e-04, 1.01509359e-04,
       9.88202827e-05, 9.64001125e-05, 9.42219582e-05, 9.22616184e-05]), 3385: array([0.00084087, 0.00078034, 0.00072587, 0.00067684, 0.00063272,
       0.00059301, 0.00055726, 0.00052509, 0.00049614, 0.00047009,
       0.00044663, 0.00042553, 0.00040653, 0.00038943, 0.00037405,
       0.0003602 , 0.00034773, 0.00033652, 0.00032642, 0.00031733,
       0.00030916, 0.0003018 , 0.00029517, 0.00028921, 0.00028384,
       0.00027901, 0.00027467, 0.00027076]), 3390: array([0.00071246, 0.00057563, 0.00047389, 0.00039824, 0.00034199,
       0.00030017, 0.00026908, 0.00024596, 0.00022877, 0.00021599,
       0.00020649, 0.00019942, 0.00019417, 0.00019026, 0.00018736,
       0.0001852 , 0.00018359, 0.0001824 , 0.00018151, 0.00018085,
       0.00018036, 0.00017999, 0.00017972, 0.00017952, 0.00017937,
       0.00017926, 0.00017918, 0.00017911]), 3395: array([0.00071499, 0.00067704, 0.00064153, 0.00060831, 0.00057722,
       0.00054812, 0.0005209 , 0.00049543, 0.00047159, 0.00044928,
       0.00042841, 0.00040888, 0.00039061, 0.00037351, 0.00035751,
       0.00034254, 0.00032853, 0.00031542, 0.00030315, 0.00029167,
       0.00028093, 0.00027088, 0.00026147, 0.00025267, 0.00024444,
       0.00023673, 0.00022952, 0.00022278]), 3400: array([0.0002591 , 0.00022712, 0.00020854, 0.00019775, 0.00019149,
       0.00018785, 0.00018573, 0.0001845 , 0.00018379, 0.00018338,
       0.00018314, 0.000183  , 0.00018292, 0.00018287, 0.00018284,
       0.00018282, 0.00018282, 0.00018281, 0.00018281, 0.00018281,
       0.0001828 , 0.0001828 , 0.0001828 , 0.0001828 , 0.0001828 ,
       0.0001828 , 0.0001828 , 0.0001828 ]), 3405: array([0.00029817, 0.00025629, 0.00023137, 0.00021654, 0.00020772,
       0.00020247, 0.00019935, 0.00019749, 0.00019638, 0.00019572,
       0.00019533, 0.0001951 , 0.00019496, 0.00019488, 0.00019483,
       0.0001948 , 0.00019478, 0.00019477, 0.00019476, 0.00019476,
       0.00019476, 0.00019476, 0.00019476, 0.00019476, 0.00019476,
       0.00019476, 0.00019476, 0.00019476]), 3410: array([7.56385658e-05, 8.75211695e-05, 9.82153699e-05, 1.07840022e-04,
       1.16502092e-04, 1.24297852e-04, 1.31313942e-04, 1.37628338e-04,
       1.43311219e-04, 1.48425743e-04, 1.53028754e-04, 1.57171408e-04,
       1.60899747e-04, 1.64255207e-04, 1.67275081e-04, 1.69992931e-04,
       1.72438963e-04, 1.74640363e-04, 1.76621596e-04, 1.78404682e-04,
       1.80009438e-04, 1.81453699e-04, 1.82753517e-04, 1.83923337e-04,
       1.84976161e-04, 1.85923690e-04, 1.86776455e-04, 1.87543933e-04]), 3415: array([4.38596942e-05, 5.11111511e-05, 5.76374321e-05, 6.35110577e-05,
       6.87972963e-05, 7.35548890e-05, 7.78367026e-05, 8.16903169e-05,
       8.51585538e-05, 8.82799525e-05, 9.10891982e-05, 9.36175077e-05,
       9.58929757e-05, 9.79408875e-05, 9.97839994e-05, 1.01442793e-04,
       1.02935699e-04, 1.04279309e-04, 1.05488553e-04, 1.06576867e-04,
       1.07556345e-04, 1.08437871e-04, 1.09231241e-04, 1.09945270e-04,
       1.10587894e-04, 1.11166253e-04, 1.11686773e-04, 1.12155239e-04]), 3420: array([5.24038198e-05, 4.42927238e-05, 3.86149626e-05, 3.46405340e-05,
       3.18584369e-05, 2.99109710e-05, 2.85477463e-05, 2.75934900e-05,
       2.69255114e-05, 2.64579268e-05, 2.61306179e-05, 2.59015020e-05,
       2.57411210e-05, 2.56288544e-05, 2.55502678e-05, 2.54952573e-05,
       2.54567500e-05, 2.54297949e-05, 2.54109264e-05, 2.53977184e-05,
       2.53884728e-05, 2.53820010e-05, 2.53774706e-05, 2.53742994e-05,
       2.53720796e-05, 2.53705257e-05, 2.53694379e-05, 2.53686765e-05]), 3425: array([7.94888701e-05, 7.42873796e-05, 6.96060375e-05, 6.53928290e-05,
       6.16009408e-05, 5.81882410e-05, 5.51168108e-05, 5.23525232e-05,
       4.98646640e-05, 4.76255904e-05, 4.56104239e-05, 4.37967738e-05,
       4.21644885e-05, 4.06954315e-05, 3.93732801e-05, 3.81833436e-05,
       3.71124006e-05, 3.61485518e-05, 3.52810878e-05, 3.45003700e-05,
       3.37977239e-05, 3.31653424e-05, 3.25961989e-05, 3.20839697e-05,
       3.16229633e-05, 3.12080576e-05, 3.08346423e-05, 3.04985686e-05]), 3430: array([3.43381831e-05, 3.42913790e-05, 3.42492554e-05, 3.42113441e-05,
       3.41772240e-05, 3.41465158e-05, 3.41188785e-05, 3.40940049e-05,
       3.40716187e-05, 3.40514710e-05, 3.40333382e-05, 3.40170186e-05,
       3.40023310e-05, 3.39891121e-05, 3.39772151e-05, 3.39665079e-05,
       3.39568713e-05, 3.39481984e-05, 3.39403928e-05, 3.39333677e-05,
       3.39270452e-05, 3.39213549e-05, 3.39162336e-05, 3.39116245e-05,
       3.39074763e-05, 3.39037429e-05, 3.39003828e-05, 3.38973587e-05]), 3435: array([3.99536325e-05, 3.78790830e-05, 3.68418061e-05, 3.63231666e-05,
       3.60638464e-05, 3.59341859e-05, 3.58693556e-05, 3.58369404e-05,
       3.58207327e-05, 3.58126289e-05, 3.58085770e-05, 3.58065510e-05,
       3.58055380e-05, 3.58050315e-05, 3.58047783e-05, 3.58046516e-05,
       3.58045883e-05, 3.58045567e-05, 3.58045408e-05, 3.58045329e-05,
       3.58045290e-05, 3.58045270e-05, 3.58045260e-05, 3.58045255e-05,
       3.58045253e-05, 3.58045251e-05, 3.58045251e-05, 3.58045250e-05]), 3440: array([2.40868597e-05, 2.65708760e-05, 2.83096864e-05, 2.95268530e-05,
       3.03788691e-05, 3.09752801e-05, 3.13927675e-05, 3.16850086e-05,
       3.18895772e-05, 3.20327751e-05, 3.21330136e-05, 3.22031806e-05,
       3.22522974e-05, 3.22866791e-05, 3.23107464e-05, 3.23275934e-05,
       3.23393863e-05, 3.23476414e-05, 3.23534199e-05, 3.23574648e-05,
       3.23602963e-05, 3.23622783e-05, 3.23636658e-05, 3.23646370e-05,
       3.23653168e-05, 3.23657927e-05, 3.23661258e-05, 3.23663590e-05]), 3445: array([1.25842345e-05, 1.24392241e-05, 1.23667190e-05, 1.23304664e-05,
       1.23123401e-05, 1.23032770e-05, 1.22987454e-05, 1.22964796e-05,
       1.22953468e-05, 1.22947803e-05, 1.22944971e-05, 1.22943555e-05,
       1.22942847e-05, 1.22942493e-05, 1.22942316e-05, 1.22942227e-05,
       1.22942183e-05, 1.22942161e-05, 1.22942150e-05, 1.22942144e-05,
       1.22942141e-05, 1.22942140e-05, 1.22942139e-05, 1.22942139e-05,
       1.22942139e-05, 1.22942139e-05, 1.22942139e-05, 1.22942139e-05]), 3450: array([2.52168956e-04, 2.32544907e-04, 2.14883258e-04, 1.98987769e-04,
       1.84681823e-04, 1.71806468e-04, 1.60218644e-04, 1.49789599e-04,
       1.40403456e-04, 1.31955924e-04, 1.24353143e-04, 1.17510637e-04,
       1.11352380e-04, 1.05809947e-04, 1.00821756e-04, 9.63323817e-05,
       9.22919438e-05, 8.86555486e-05, 8.53827917e-05, 8.24373096e-05,
       7.97863747e-05, 7.74005326e-05, 7.52532739e-05, 7.33207405e-05,
       7.15814598e-05, 7.00161067e-05, 6.86072884e-05, 6.73393515e-05]), 3455: array([0.00020352, 0.00017594, 0.00015662, 0.00014311, 0.00013364,
       0.00012702, 0.00012238, 0.00011914, 0.00011687, 0.00011528,
       0.00011416, 0.00011338, 0.00011284, 0.00011246, 0.00011219,
       0.000112  , 0.00011187, 0.00011178, 0.00011171, 0.00011167,
       0.00011164, 0.00011162, 0.0001116 , 0.00011159, 0.00011158,
       0.00011158, 0.00011157, 0.00011157]), 3460: array([0.00034836, 0.00037164, 0.00039492, 0.0004182 , 0.00044148,
       0.00046476, 0.00048804, 0.00051132, 0.0005346 , 0.00055787,
       0.00058115, 0.00060443, 0.00062771, 0.00065099, 0.00067427,
       0.00069755, 0.00072082, 0.0007441 , 0.00076738, 0.00079066,
       0.00081394, 0.00083721, 0.00086049, 0.00088377, 0.00090705,
       0.00093033, 0.0009536 , 0.00097688]), 3465: array([3.37473981e-05, 3.49589147e-05, 3.61461926e-05, 3.73097169e-05,
       3.84499628e-05, 3.95673960e-05, 4.06624729e-05, 4.17356408e-05,
       4.27873380e-05, 4.38179941e-05, 4.48280301e-05, 4.58178584e-05,
       4.67878834e-05, 4.77385014e-05, 4.86701004e-05, 4.95830612e-05,
       5.04777565e-05, 5.13545518e-05, 5.22138052e-05, 5.30558677e-05,
       5.38810832e-05, 5.46897888e-05, 5.54823147e-05, 5.62589847e-05,
       5.70201160e-05, 5.77660195e-05, 5.84969999e-05, 5.92133556e-05]), 3470: array([1.95745033e-04, 1.64020962e-04, 1.41809285e-04, 1.26257732e-04,
       1.15369277e-04, 1.07745703e-04, 1.02408040e-04, 9.86708641e-05,
       9.60542722e-05, 9.42222597e-05, 9.29395722e-05, 9.20414957e-05,
       9.14127055e-05, 9.09724567e-05, 9.06642156e-05, 9.04483999e-05,
       9.02972960e-05, 9.01915003e-05, 9.01174273e-05, 9.00655648e-05,
       9.00292532e-05, 9.00038296e-05, 8.99860292e-05, 8.99735662e-05,
       8.99648402e-05, 8.99587307e-05, 8.99544531e-05, 8.99514581e-05]), 3475: array([0.00039889, 0.00037314, 0.00034997, 0.00032912, 0.00031035,
       0.00029346, 0.00027826, 0.00026458, 0.00025226, 0.00024118,
       0.00023121, 0.00022223, 0.00021415, 0.00020688, 0.00020034,
       0.00019445, 0.00018914, 0.00018437, 0.00018008, 0.00017622,
       0.00017274, 0.00016961, 0.00016679, 0.00016426, 0.00016197,
       0.00015992, 0.00015807, 0.00015641]), 3480: array([7.79390664e-05, 9.00845597e-05, 9.85843892e-05, 1.04532859e-04,
       1.08695801e-04, 1.11609169e-04, 1.13648043e-04, 1.15074916e-04,
       1.16073491e-04, 1.16772327e-04, 1.17261397e-04, 1.17603665e-04,
       1.17843195e-04, 1.18010827e-04, 1.18128141e-04, 1.18210241e-04,
       1.18267698e-04, 1.18307908e-04, 1.18336049e-04, 1.18355742e-04,
       1.18369525e-04, 1.18379170e-04, 1.18385920e-04, 1.18390644e-04,
       1.18393950e-04, 1.18396264e-04, 1.18397883e-04, 1.18399016e-04]), 3485: array([1.09151797e-04, 1.02635975e-04, 9.93780315e-05, 9.77490435e-05,
       9.69345414e-05, 9.65272862e-05, 9.63236566e-05, 9.62218408e-05,
       9.61709324e-05, 9.61454779e-05, 9.61327506e-05, 9.61263868e-05,
       9.61232049e-05, 9.61216139e-05, 9.61208185e-05, 9.61204207e-05,
       9.61202218e-05, 9.61201224e-05, 9.61200727e-05, 9.61200478e-05,
       9.61200354e-05, 9.61200292e-05, 9.61200261e-05, 9.61200245e-05,
       9.61200237e-05, 9.61200233e-05, 9.61200231e-05, 9.61200230e-05]), 3490: array([0.00014861, 0.00013491, 0.00012533, 0.00011862, 0.00011392,
       0.00011063, 0.00010833, 0.00010672, 0.00010559, 0.0001048 ,
       0.00010425, 0.00010386, 0.00010359, 0.0001034 , 0.00010327,
       0.00010318, 0.00010311, 0.00010307, 0.00010303, 0.00010301,
       0.000103  , 0.00010298, 0.00010298, 0.00010297, 0.00010297,
       0.00010296, 0.00010296, 0.00010296]), 3495: array([8.76057225e-05, 9.73659902e-05, 1.04198677e-04, 1.08981908e-04,
       1.12330414e-04, 1.14674540e-04, 1.16315548e-04, 1.17464338e-04,
       1.18268549e-04, 1.18831538e-04, 1.19225660e-04, 1.19501565e-04,
       1.19694713e-04, 1.19829926e-04, 1.19924582e-04, 1.19990846e-04,
       1.20037235e-04, 1.20069709e-04, 1.20092442e-04, 1.20108357e-04,
       1.20119498e-04, 1.20127297e-04, 1.20132757e-04, 1.20136580e-04,
       1.20139255e-04, 1.20141129e-04, 1.20142440e-04, 1.20143358e-04]), 3500: array([6.57169149e-05, 7.01768234e-05, 7.41907102e-05, 7.78031805e-05,
       8.10543788e-05, 8.39804348e-05, 8.66138649e-05, 8.89839338e-05,
       9.11169795e-05, 9.30367057e-05, 9.47644461e-05, 9.63194005e-05,
       9.77188487e-05, 9.89783424e-05, 1.00111878e-04, 1.01132052e-04,
       1.02050202e-04, 1.02876530e-04, 1.03620220e-04, 1.04289536e-04,
       1.04891915e-04, 1.05434053e-04, 1.05921973e-04, 1.06361097e-04,
       1.06756306e-04, 1.07111992e-04, 1.07432106e-04, 1.07720207e-04]), 3505: array([3.91876255e-05, 3.99714241e-05, 4.06768417e-05, 4.13117167e-05,
       4.18831034e-05, 4.23973506e-05, 4.28601724e-05, 4.32767115e-05,
       4.36515961e-05, 4.39889917e-05, 4.42926474e-05, 4.45659370e-05,
       4.48118974e-05, 4.50332614e-05, 4.52324887e-05, 4.54117930e-05,
       4.55731666e-05, 4.57184027e-05, 4.58491150e-05, 4.59667559e-05,
       4.60726325e-05, 4.61679213e-05, 4.62536811e-05, 4.63308649e-05,
       4.64003301e-05, 4.64628488e-05, 4.65191155e-05, 4.65697554e-05]), 3510: array([1.38130809e-05, 1.36896139e-05, 1.36278805e-05, 1.35970137e-05,
       1.35815804e-05, 1.35738637e-05, 1.35700054e-05, 1.35680762e-05,
       1.35671116e-05, 1.35666293e-05, 1.35663882e-05, 1.35662676e-05,
       1.35662073e-05, 1.35661772e-05, 1.35661621e-05, 1.35661546e-05,
       1.35661508e-05, 1.35661489e-05, 1.35661480e-05, 1.35661475e-05,
       1.35661473e-05, 1.35661471e-05, 1.35661471e-05, 1.35661470e-05,
       1.35661470e-05, 1.35661470e-05, 1.35661470e-05, 1.35661470e-05]), 3515: array([1.28567056e-05, 1.13874855e-05, 1.06528728e-05, 1.02855651e-05,
       1.01019106e-05, 1.00100830e-05, 9.96416902e-06, 9.94121196e-06,
       9.92973339e-06, 9.92399408e-06, 9.92112442e-06, 9.91968958e-06,
       9.91897216e-06, 9.91861345e-06, 9.91843409e-06, 9.91834441e-06,
       9.91829957e-06, 9.91827715e-06, 9.91826594e-06, 9.91826034e-06,
       9.91825753e-06, 9.91825613e-06, 9.91825543e-06, 9.91825508e-06,
       9.91825491e-06, 9.91825482e-06, 9.91825478e-06, 9.91825475e-06]), 3520: array([3.19215393e-05, 2.64760434e-05, 2.26641928e-05, 1.99958949e-05,
       1.81280846e-05, 1.68206162e-05, 1.59053875e-05, 1.52647268e-05,
       1.48162639e-05, 1.45023396e-05, 1.42825923e-05, 1.41287691e-05,
       1.40210928e-05, 1.39457193e-05, 1.38929578e-05, 1.38560247e-05,
       1.38301715e-05, 1.38120742e-05, 1.37994062e-05, 1.37905385e-05,
       1.37843311e-05, 1.37799860e-05, 1.37769443e-05, 1.37748152e-05,
       1.37733248e-05, 1.37722815e-05, 1.37715512e-05, 1.37710400e-05]), 3525: array([6.75425558e-05, 6.30210672e-05, 5.89517263e-05, 5.52893186e-05,
       5.19931507e-05, 4.90265988e-05, 4.63567014e-05, 4.39537931e-05,
       4.17911751e-05, 3.98448183e-05, 3.80930968e-05, 3.65165469e-05,
       3.50976517e-05, 3.38206457e-05, 3.26713399e-05, 3.16369645e-05,
       3.07060264e-05, 2.98681818e-05, 2.91141215e-05, 2.84354671e-05,
       2.78246779e-05, 2.72749675e-05, 2.67802280e-05, 2.63349623e-05,
       2.59342231e-05, 2.55735577e-05, 2.52489588e-05, 2.49568197e-05]), 3530: array([1.48950277e-05, 1.70458108e-05, 1.85513541e-05, 1.96052310e-05,
       2.03429425e-05, 2.08593389e-05, 2.12208152e-05, 2.14738478e-05,
       2.16509700e-05, 2.17749552e-05, 2.18617445e-05, 2.19224968e-05,
       2.19650233e-05, 2.19947918e-05, 2.20156297e-05, 2.20302161e-05,
       2.20404266e-05, 2.20475739e-05, 2.20525770e-05, 2.20560792e-05,
       2.20585307e-05, 2.20602467e-05, 2.20614479e-05, 2.20622888e-05,
       2.20628774e-05, 2.20632894e-05, 2.20635778e-05, 2.20637797e-05]), 3535: array([2.93793308e-05, 2.74338189e-05, 2.60719587e-05, 2.51186552e-05,
       2.44513419e-05, 2.39842219e-05, 2.36572374e-05, 2.34283479e-05,
       2.32681251e-05, 2.31559689e-05, 2.30774595e-05, 2.30225029e-05,
       2.29840331e-05, 2.29571043e-05, 2.29382541e-05, 2.29250589e-05,
       2.29158223e-05, 2.29093566e-05, 2.29048307e-05, 2.29016625e-05,
       2.28994448e-05, 2.28978924e-05, 2.28968057e-05, 2.28960450e-05,
       2.28955125e-05, 2.28951398e-05, 2.28948788e-05, 2.28946962e-05]), 3540: array([2.51030958e-05, 2.43005735e-05, 2.35783038e-05, 2.29282614e-05,
       2.23432235e-05, 2.18166897e-05, 2.13428094e-05, 2.09163174e-05,
       2.05324748e-05, 2.01870167e-05, 1.98761045e-05, 1.95962836e-05,
       1.93444450e-05, 1.91177904e-05, 1.89138013e-05, 1.87302112e-05,
       1.85649802e-05, 1.84162723e-05, 1.82824354e-05, 1.81619821e-05,
       1.80535743e-05, 1.79560073e-05, 1.78681970e-05, 1.77891678e-05,
       1.77180416e-05, 1.76540280e-05, 1.75964158e-05, 1.75445648e-05]), 3545: array([2.52284749e-05, 2.06123055e-05, 1.83042158e-05, 1.71501684e-05,
       1.65731434e-05, 1.62846303e-05, 1.61403735e-05, 1.60682449e-05,
       1.60321805e-05, 1.60141483e-05, 1.60051321e-05, 1.60006241e-05,
       1.59983700e-05, 1.59972430e-05, 1.59966795e-05, 1.59963977e-05,
       1.59962568e-05, 1.59961864e-05, 1.59961512e-05, 1.59961336e-05,
       1.59961248e-05, 1.59961204e-05, 1.59961182e-05, 1.59961171e-05,
       1.59961165e-05, 1.59961162e-05, 1.59961161e-05, 1.59961160e-05]), 3550: array([1.46498476e-05, 1.58728190e-05, 1.67288996e-05, 1.73281564e-05,
       1.77476366e-05, 1.80412729e-05, 1.82468184e-05, 1.83907004e-05,
       1.84914179e-05, 1.85619202e-05, 1.86112718e-05, 1.86458180e-05,
       1.86700004e-05, 1.86869280e-05, 1.86987774e-05, 1.87070719e-05,
       1.87128781e-05, 1.87169425e-05, 1.87197875e-05, 1.87217790e-05,
       1.87231731e-05, 1.87241490e-05, 1.87248321e-05, 1.87253102e-05,
       1.87256449e-05, 1.87258792e-05, 1.87260433e-05, 1.87261581e-05]), 3555: array([2.06266080e-05, 2.13457608e-05, 2.18491671e-05, 2.22015511e-05,
       2.24482196e-05, 2.26208874e-05, 2.27417546e-05, 2.28263616e-05,
       2.28855864e-05, 2.29270438e-05, 2.29560638e-05, 2.29763779e-05,
       2.29905977e-05, 2.30005515e-05, 2.30075192e-05, 2.30123966e-05,
       2.30158108e-05, 2.30182007e-05, 2.30198736e-05, 2.30210447e-05,
       2.30218644e-05, 2.30224382e-05, 2.30228399e-05, 2.30231211e-05,
       2.30233179e-05, 2.30234556e-05, 2.30235521e-05, 2.30236196e-05]), 3560: array([1.27919155e-05, 1.27806507e-05, 1.27750184e-05, 1.27722022e-05,
       1.27707941e-05, 1.27700901e-05, 1.27697380e-05, 1.27695620e-05,
       1.27694740e-05, 1.27694300e-05, 1.27694080e-05, 1.27693970e-05,
       1.27693915e-05, 1.27693888e-05, 1.27693874e-05, 1.27693867e-05,
       1.27693864e-05, 1.27693862e-05, 1.27693861e-05, 1.27693861e-05,
       1.27693860e-05, 1.27693860e-05, 1.27693860e-05, 1.27693860e-05,
       1.27693860e-05, 1.27693860e-05, 1.27693860e-05, 1.27693860e-05]), 3565: array([8.81692457e-06, 9.18731330e-06, 9.37250766e-06, 9.46510485e-06,
       9.51140344e-06, 9.53455274e-06, 9.54612739e-06, 9.55191471e-06,
       9.55480837e-06, 9.55625520e-06, 9.55697862e-06, 9.55734033e-06,
       9.55752118e-06, 9.55761161e-06, 9.55765682e-06, 9.55767943e-06,
       9.55769073e-06, 9.55769638e-06, 9.55769921e-06, 9.55770062e-06,
       9.55770133e-06, 9.55770168e-06, 9.55770186e-06, 9.55770195e-06,
       9.55770199e-06, 9.55770201e-06, 9.55770202e-06, 9.55770203e-06]), 3570: array([6.18071478e-05, 4.02016903e-05, 2.90172347e-05, 2.32273991e-05,
       2.02301860e-05, 1.86786245e-05, 1.78754306e-05, 1.74596428e-05,
       1.72444027e-05, 1.71329798e-05, 1.70752997e-05, 1.70454406e-05,
       1.70299834e-05, 1.70219818e-05, 1.70178396e-05, 1.70156953e-05,
       1.70145853e-05, 1.70140106e-05, 1.70137132e-05, 1.70135592e-05,
       1.70134795e-05, 1.70134382e-05, 1.70134168e-05, 1.70134058e-05,
       1.70134001e-05, 1.70133971e-05, 1.70133956e-05, 1.70133948e-05]), 3575: array([6.96788705e-05, 6.00004074e-05, 5.32254704e-05, 4.84830054e-05,
       4.51632735e-05, 4.28394568e-05, 4.12127820e-05, 4.00741074e-05,
       3.92770337e-05, 3.87190810e-05, 3.83285134e-05, 3.80551156e-05,
       3.78637367e-05, 3.77297713e-05, 3.76359953e-05, 3.75703519e-05,
       3.75244015e-05, 3.74922362e-05, 3.74697204e-05, 3.74539593e-05,
       3.74429265e-05, 3.74352036e-05, 3.74297975e-05, 3.74260132e-05,
       3.74233642e-05, 3.74215099e-05, 3.74202119e-05, 3.74193033e-05]), 3580: array([5.46143359e-05, 5.01733245e-05, 4.79527981e-05, 4.68425246e-05,
       4.62873827e-05, 4.60098092e-05, 4.58710211e-05, 4.58016264e-05,
       4.57669288e-05, 4.57495798e-05, 4.57409052e-05, 4.57365679e-05,
       4.57343992e-05, 4.57333148e-05, 4.57327727e-05, 4.57325016e-05,
       4.57323660e-05, 4.57322982e-05, 4.57322644e-05, 4.57322474e-05,
       4.57322389e-05, 4.57322347e-05, 4.57322326e-05, 4.57322315e-05,
       4.57322310e-05, 4.57322307e-05, 4.57322306e-05, 4.57322305e-05]), 3585: array([2.17343494e-05, 2.55913562e-05, 2.82912541e-05, 3.01811779e-05,
       3.15041211e-05, 3.24301790e-05, 3.30784179e-05, 3.35321839e-05,
       3.38498194e-05, 3.40721636e-05, 3.42278042e-05, 3.43367523e-05,
       3.44130158e-05, 3.44664001e-05, 3.45037690e-05, 3.45299272e-05,
       3.45482379e-05, 3.45610553e-05, 3.45700275e-05, 3.45763080e-05,
       3.45807044e-05, 3.45837818e-05, 3.45859360e-05, 3.45874439e-05,
       3.45884995e-05, 3.45892384e-05, 3.45897556e-05, 3.45901176e-05]), 3590: array([2.89265250e-05, 2.58651295e-05, 2.43344277e-05, 2.35690746e-05,
       2.31863971e-05, 2.29950578e-05, 2.28993879e-05, 2.28515528e-05,
       2.28276352e-05, 2.28156764e-05, 2.28096969e-05, 2.28067072e-05,
       2.28052123e-05, 2.28044649e-05, 2.28040912e-05, 2.28039043e-05,
       2.28038109e-05, 2.28037642e-05, 2.28037408e-05, 2.28037291e-05,
       2.28037233e-05, 2.28037204e-05, 2.28037189e-05, 2.28037182e-05,
       2.28037178e-05, 2.28037177e-05, 2.28037176e-05, 2.28037175e-05]), 3595: array([0.00047722, 0.00044171, 0.00040975, 0.00038098, 0.00035509,
       0.00033179, 0.00031082, 0.00029194, 0.00027495, 0.00025966,
       0.0002459 , 0.00023351, 0.00022237, 0.00021233, 0.0002033 ,
       0.00019518, 0.00018786, 0.00018128, 0.00017535, 0.00017002,
       0.00016522, 0.0001609 , 0.00015701, 0.00015351, 0.00015036,
       0.00014752, 0.00014497, 0.00014268]), 3600: array([0.00158029, 0.00146591, 0.00136285, 0.00126999, 0.00118633,
       0.00111095, 0.00104303, 0.00098183, 0.00092669, 0.00087702,
       0.00083225, 0.00079192, 0.00075559, 0.00072285, 0.00069335,
       0.00066677, 0.00064282, 0.00062125, 0.00060181, 0.00058429,
       0.00056851, 0.00055429, 0.00054148, 0.00052993, 0.00051953,
       0.00051016, 0.00050172, 0.00049411]), 3605: array([0.00124382, 0.00107463, 0.0009447 , 0.00084492, 0.00076829,
       0.00070944, 0.00066424, 0.00062954, 0.00060288, 0.00058242,
       0.0005667 , 0.00055462, 0.00054535, 0.00053823, 0.00053277,
       0.00052857, 0.00052534, 0.00052287, 0.00052097, 0.00051951,
       0.00051838, 0.00051752, 0.00051686, 0.00051635, 0.00051596,
       0.00051566, 0.00051543, 0.00051526]), 3610: array([0.00020432, 0.00025796, 0.00029711, 0.00032569, 0.00034655,
       0.00036178, 0.0003729 , 0.00038102, 0.00038694, 0.00039127,
       0.00039443, 0.00039673, 0.00039841, 0.00039964, 0.00040054,
       0.00040119, 0.00040167, 0.00040202, 0.00040227, 0.00040246,
       0.00040259, 0.00040269, 0.00040277, 0.00040282, 0.00040286,
       0.00040289, 0.00040291, 0.00040292]), 3615: array([2.81740163e-05, 3.19437962e-05, 3.56381633e-05, 3.92586263e-05,
       4.28066635e-05, 4.62837238e-05, 4.96912271e-05, 5.30305648e-05,
       5.63031005e-05, 5.95101707e-05, 6.26530848e-05, 6.57331263e-05,
       6.87515529e-05, 7.17095973e-05, 7.46084673e-05, 7.74493468e-05,
       8.02333956e-05, 8.29617509e-05, 8.56355266e-05, 8.82558146e-05,
       9.08236849e-05, 9.33401861e-05, 9.58063459e-05, 9.82231712e-05,
       1.00591649e-04, 1.02912746e-04, 1.05187411e-04, 1.07416573e-04]), 3620: array([1.90981045e-05, 1.97771200e-05, 2.04425542e-05, 2.10946787e-05,
       2.17337598e-05, 2.23600584e-05, 2.29738301e-05, 2.35753255e-05,
       2.41647901e-05, 2.47424646e-05, 2.53085848e-05, 2.58633817e-05,
       2.64070819e-05, 2.69399073e-05, 2.74620755e-05, 2.79737995e-05,
       2.84752884e-05, 2.89667467e-05, 2.94483752e-05, 2.99203704e-05,
       3.03829250e-05, 3.08362278e-05, 3.12804640e-05, 3.17158148e-05,
       3.21424579e-05, 3.25605676e-05, 3.29703145e-05, 3.33718659e-05]), 3625: array([0.00080429, 0.00061584, 0.00048393, 0.00039159, 0.00032695,
       0.00028171, 0.00025004, 0.00022787, 0.00021235, 0.00020148,
       0.00019388, 0.00018855, 0.00018483, 0.00018222, 0.00018039,
       0.00017912, 0.00017822, 0.00017759, 0.00017716, 0.00017685,
       0.00017663, 0.00017648, 0.00017638, 0.0001763 , 0.00017625,
       0.00017622, 0.00017619, 0.00017617]), 3630: array([0.00138971, 0.00129285, 0.00120567, 0.0011272 , 0.00105659,
       0.00099303, 0.00093583, 0.00088435, 0.00083802, 0.00079632,
       0.00075879, 0.00072501, 0.00069461, 0.00066725, 0.00064263,
       0.00062047, 0.00060052, 0.00058257, 0.00056642, 0.00055187,
       0.00053879, 0.00052701, 0.00051641, 0.00050687, 0.00049828,
       0.00049056, 0.0004836 , 0.00047734]), 3635: array([0.00031242, 0.00036384, 0.00041527, 0.00046669, 0.00051811,
       0.00056952, 0.00062094, 0.00067236, 0.00072377, 0.00077518,
       0.00082659, 0.000878  , 0.00092941, 0.00098082, 0.00103223,
       0.00108363, 0.00113504, 0.00118644, 0.00123784, 0.00128924,
       0.00134064, 0.00139203, 0.00144343, 0.00149482, 0.00154622,
       0.00159761, 0.001649  , 0.00170039]), 3640: array([0.01315016, 0.00642725, 0.00385928, 0.00287838, 0.0025037 ,
       0.00236058, 0.00230592, 0.00228503, 0.00227706, 0.00227401,
       0.00227285, 0.0022724 , 0.00227223, 0.00227217, 0.00227214,
       0.00227213, 0.00227213, 0.00227213, 0.00227213, 0.00227213,
       0.00227213, 0.00227213, 0.00227213, 0.00227213, 0.00227213,
       0.00227213, 0.00227213, 0.00227213]), 3645: array([0.24600616, 0.24633768, 0.2466692 , 0.24700072, 0.24733224,
       0.24766376, 0.24799528, 0.2483268 , 0.24865832, 0.24898984,
       0.24932136, 0.24965288, 0.24998439, 0.25031591, 0.25064743,
       0.25097895, 0.25131047, 0.25164199, 0.25197351, 0.25230503,
       0.25263655, 0.25296807, 0.25329959, 0.25363111, 0.25396262,
       0.25429414, 0.25462566, 0.25495718]), 3650: array([0.2333161 , 0.22752085, 0.22189044, 0.21642019, 0.21110554,
       0.20594206, 0.20092545, 0.19605155, 0.19131627, 0.18671569,
       0.18224598, 0.1779034 , 0.17368435, 0.1695853 , 0.16560285,
       0.16173369, 0.15797457, 0.15432239, 0.15077409, 0.14732672,
       0.14397741, 0.14072337, 0.1375619 , 0.13449034, 0.13150616,
       0.12860686, 0.12579004, 0.12305333]), 3655: array([0.00869511, 0.00910987, 0.00952464, 0.0099394 , 0.01035417,
       0.01076893, 0.01118369, 0.01159845, 0.01201321, 0.01242798,
       0.01284273, 0.01325749, 0.01367225, 0.01408701, 0.01450177,
       0.01491652, 0.01533128, 0.01574603, 0.01616078, 0.01657554,
       0.01699029, 0.01740504, 0.01781979, 0.01823454, 0.01864929,
       0.01906404, 0.01947879, 0.01989354]), 3660: array([0.16865498, 0.16910922, 0.16956345, 0.17001769, 0.17047192,
       0.17092616, 0.17138039, 0.17183462, 0.17228886, 0.17274309,
       0.17319733, 0.17365156, 0.1741058 , 0.17456003, 0.17501427,
       0.1754685 , 0.17592274, 0.17637697, 0.17683121, 0.17728544,
       0.17773967, 0.17819391, 0.17864814, 0.17910238, 0.17955661,
       0.18001085, 0.18046508, 0.18091932]), 3665: array([0.18129279, 0.18174995, 0.1822071 , 0.18266426, 0.18312141,
       0.18357857, 0.18403573, 0.18449288, 0.18495004, 0.18540719,
       0.18586435, 0.18632151, 0.18677866, 0.18723582, 0.18769297,
       0.18815013, 0.18860729, 0.18906444, 0.1895216 , 0.18997875,
       0.19043591, 0.19089307, 0.19135022, 0.19180738, 0.19226453,
       0.19272169, 0.19317885, 0.193636  ]), 3670: array([0.19263543, 0.19310743, 0.19357943, 0.19405143, 0.19452344,
       0.19499544, 0.19546744, 0.19593945, 0.19641145, 0.19688345,
       0.19735546, 0.19782746, 0.19829946, 0.19877146, 0.19924347,
       0.19971547, 0.20018747, 0.20065948, 0.20113148, 0.20160348,
       0.20207549, 0.20254749, 0.20301949, 0.20349149, 0.2039635 ,
       0.2044355 , 0.2049075 , 0.20537951]), 3675: array([0.00150599, 0.0017473 , 0.00198108, 0.00220757, 0.00242699,
       0.00263957, 0.00284552, 0.00304505, 0.00323835, 0.00342562,
       0.00360705, 0.00378282, 0.0039531 , 0.00411808, 0.00427791,
       0.00443275, 0.00458276, 0.0047281 , 0.0048689 , 0.0050053 ,
       0.00513746, 0.00526549, 0.00538952, 0.00550969, 0.00562611,
       0.0057389 , 0.00584816, 0.00595403]), 3680: array([0.0006906 , 0.00075345, 0.0008163 , 0.00087915, 0.000942  ,
       0.00100485, 0.0010677 , 0.00113054, 0.00119339, 0.00125624,
       0.00131909, 0.00138194, 0.00144479, 0.00150764, 0.00157049,
       0.00163333, 0.00169618, 0.00175903, 0.00182188, 0.00188473,
       0.00194758, 0.00201043, 0.00207327, 0.00213612, 0.00219897,
       0.00226182, 0.00232467, 0.00238752]), 3685: array([0.00096673, 0.00108918, 0.0011786 , 0.00124389, 0.00129156,
       0.00132637, 0.00135179, 0.00137035, 0.0013839 , 0.0013938 ,
       0.00140103, 0.0014063 , 0.00141016, 0.00141297, 0.00141502,
       0.00141652, 0.00141762, 0.00141842, 0.001419  , 0.00141943,
       0.00141974, 0.00141997, 0.00142013, 0.00142025, 0.00142034,
       0.00142041, 0.00142045, 0.00142049]), 3690: array([0.00019146, 0.00019635, 0.00020074, 0.0002047 , 0.00020827,
       0.00021147, 0.00021436, 0.00021696, 0.00021929, 0.0002214 ,
       0.00022329, 0.000225  , 0.00022653, 0.00022791, 0.00022915,
       0.00023027, 0.00023127, 0.00023218, 0.00023299, 0.00023373,
       0.00023439, 0.00023498, 0.00023552, 0.000236  , 0.00023643,
       0.00023682, 0.00023717, 0.00023749]), 3695: array([0.00030747, 0.00027012, 0.00024396, 0.00022563, 0.0002128 ,
       0.00020381, 0.00019752, 0.00019311, 0.00019002, 0.00018785,
       0.00018634, 0.00018528, 0.00018454, 0.00018402, 0.00018365,
       0.0001834 , 0.00018322, 0.00018309, 0.000183  , 0.00018294,
       0.0001829 , 0.00018287, 0.00018285, 0.00018283, 0.00018282,
       0.00018282, 0.00018281, 0.00018281]), 3700: array([0.00028917, 0.00025654, 0.00023366, 0.00021761, 0.00020636,
       0.00019846, 0.00019293, 0.00018904, 0.00018632, 0.00018441,
       0.00018307, 0.00018213, 0.00018147, 0.00018101, 0.00018069,
       0.00018046, 0.0001803 , 0.00018019, 0.00018011, 0.00018006,
       0.00018002, 0.00017999, 0.00017997, 0.00017996, 0.00017995,
       0.00017994, 0.00017994, 0.00017993]), 3705: array([0.00020289, 0.00028531, 0.00036772, 0.00045013, 0.00053254,
       0.00061494, 0.00069734, 0.00077973, 0.00086212, 0.0009445 ,
       0.00102688, 0.00110925, 0.00119162, 0.00127398, 0.00135634,
       0.00143869, 0.00152104, 0.00160338, 0.00168572, 0.00176806,
       0.00185039, 0.00193271, 0.00201503, 0.00209735, 0.00217966,
       0.00226196, 0.00234426, 0.00242656]), 3710: array([0.00224572, 0.00207941, 0.00192974, 0.00179504, 0.0016738 ,
       0.00156469, 0.00146649, 0.00137811, 0.00129857, 0.00122698,
       0.00116255, 0.00110456, 0.00105237, 0.0010054 , 0.00096313,
       0.00092509, 0.00089084, 0.00086003, 0.00083229, 0.00080733,
       0.00078486, 0.00076465, 0.00074645, 0.00073007, 0.00071533,
       0.00070206, 0.00069013, 0.00067938]), 3715: array([0.00633348, 0.00656866, 0.00680384, 0.00703902, 0.0072742 ,
       0.00750938, 0.00774457, 0.00797975, 0.00821493, 0.00845011,
       0.00868529, 0.00892047, 0.00915565, 0.00939083, 0.00962601,
       0.00986119, 0.01009637, 0.01033155, 0.01056673, 0.01080191,
       0.01103709, 0.01127226, 0.01150744, 0.01174262, 0.0119778 ,
       0.01221298, 0.01244816, 0.01268334]), 3720: array([0.0102668 , 0.01037636, 0.01048591, 0.01059547, 0.01070502,
       0.01081458, 0.01092413, 0.01103368, 0.01114324, 0.01125279,
       0.01136235, 0.0114719 , 0.01158146, 0.01169101, 0.01180056,
       0.01191012, 0.01201967, 0.01212923, 0.01223878, 0.01234834,
       0.01245789, 0.01256744, 0.012677  , 0.01278655, 0.01289611,
       0.01300566, 0.01311522, 0.01322477]), 3725: array([0.00028381, 0.00052302, 0.00075147, 0.00096964, 0.00117799,
       0.00137697, 0.00156699, 0.00174847, 0.00192178, 0.00208729,
       0.00224535, 0.00239631, 0.00254047, 0.00267814, 0.00280962,
       0.00293518, 0.0030551 , 0.00316962, 0.00327898, 0.00338343,
       0.00348317, 0.00357843, 0.0036694 , 0.00375628, 0.00383925,
       0.00391849, 0.00399416, 0.00406643]), 3730: array([0.00051522, 0.00059836, 0.00066196, 0.00071061, 0.00074783,
       0.00077629, 0.00079807, 0.00081473, 0.00082747, 0.00083721,
       0.00084467, 0.00085037, 0.00085473, 0.00085807, 0.00086062,
       0.00086258, 0.00086407, 0.00086521, 0.00086609, 0.00086675,
       0.00086727, 0.00086766, 0.00086796, 0.00086819, 0.00086836,
       0.00086849, 0.0008686 , 0.00086868]), 3735: array([0.0012724 , 0.000979  , 0.00078903, 0.00066602, 0.00058637,
       0.00053479, 0.0005014 , 0.00047978, 0.00046577, 0.00045671,
       0.00045084, 0.00044704, 0.00044458, 0.00044298, 0.00044195,
       0.00044128, 0.00044085, 0.00044057, 0.00044039, 0.00044027,
       0.0004402 , 0.00044015, 0.00044011, 0.00044009, 0.00044008,
       0.00044007, 0.00044007, 0.00044006]), 3740: array([0.00033905, 0.00035188, 0.00035972, 0.00036453, 0.00036746,
       0.00036926, 0.00037036, 0.00037103, 0.00037145, 0.0003717 ,
       0.00037185, 0.00037195, 0.000372  , 0.00037204, 0.00037206,
       0.00037207, 0.00037208, 0.00037209, 0.00037209, 0.00037209,
       0.00037209, 0.00037209, 0.00037209, 0.00037209, 0.00037209,
       0.00037209, 0.00037209, 0.00037209]), 3745: array([0.00032787, 0.00033026, 0.00033182, 0.00033284, 0.00033351,
       0.00033395, 0.00033424, 0.00033442, 0.00033455, 0.00033463,
       0.00033468, 0.00033471, 0.00033473, 0.00033475, 0.00033476,
       0.00033477, 0.00033477, 0.00033477, 0.00033477, 0.00033478,
       0.00033478, 0.00033478, 0.00033478, 0.00033478, 0.00033478,
       0.00033478, 0.00033478, 0.00033478]), 3750: array([0.00015305, 0.00018301, 0.00020398, 0.00021867, 0.00022895,
       0.00023614, 0.00024118, 0.0002447 , 0.00024717, 0.0002489 ,
       0.00025011, 0.00025095, 0.00025155, 0.00025196, 0.00025225,
       0.00025245, 0.0002526 , 0.0002527 , 0.00025277, 0.00025281,
       0.00025285, 0.00025287, 0.00025289, 0.0002529 , 0.00025291,
       0.00025292, 0.00025292, 0.00025292]), 3755: array([0.00341937, 0.00346614, 0.0035129 , 0.00355967, 0.00360644,
       0.00365321, 0.00369997, 0.00374674, 0.00379351, 0.00384028,
       0.00388704, 0.00393381, 0.00398058, 0.00402735, 0.00407411,
       0.00412088, 0.00416765, 0.00421442, 0.00426118, 0.00430795,
       0.00435472, 0.00440149, 0.00444825, 0.00449502, 0.00454179,
       0.00458856, 0.00463532, 0.00468209]), 3760: array([0.00327231, 0.00314909, 0.0030354 , 0.00293052, 0.00283376,
       0.00274449, 0.00266214, 0.00258616, 0.00251607, 0.00245141,
       0.00239175, 0.00233671, 0.00228594, 0.00223909, 0.00219588,
       0.00215601, 0.00211922, 0.00208529, 0.00205398, 0.0020251 ,
       0.00199846, 0.00197387, 0.0019512 , 0.00193027, 0.00191097,
       0.00189316, 0.00187674, 0.00186158]), 3765: array([0.00394996, 0.00399966, 0.00404936, 0.00409906, 0.00414876,
       0.00419846, 0.00424816, 0.00429786, 0.00434756, 0.00439727,
       0.00444697, 0.00449667, 0.00454637, 0.00459607, 0.00464577,
       0.00469547, 0.00474517, 0.00479488, 0.00484458, 0.00489428,
       0.00494398, 0.00499368, 0.00504338, 0.00509308, 0.00514278,
       0.00519248, 0.00524219, 0.00529189]), 3770: array([0.00021265, 0.00025401, 0.00028773, 0.00031521, 0.00033761,
       0.00035587, 0.00037075, 0.00038288, 0.00039276, 0.00040082,
       0.00040738, 0.00041274, 0.0004171 , 0.00042065, 0.00042355,
       0.00042591, 0.00042784, 0.00042941, 0.00043069, 0.00043173,
       0.00043258, 0.00043327, 0.00043384, 0.0004343 , 0.00043467,
       0.00043498, 0.00043523, 0.00043543]), 3775: array([6.45849559e-05, 7.47337576e-05, 8.46794406e-05, 9.44260700e-05,
       1.03977630e-04, 1.13338024e-04, 1.22511079e-04, 1.31500544e-04,
       1.40310093e-04, 1.48943328e-04, 1.57403776e-04, 1.65694896e-04,
       1.73820078e-04, 1.81782641e-04, 1.89585842e-04, 1.97232868e-04,
       2.04726847e-04, 2.12070840e-04, 2.19267851e-04, 2.26320820e-04,
       2.33232631e-04, 2.40006108e-04, 2.46644020e-04, 2.53149081e-04,
       2.59523949e-04, 2.65771231e-04, 2.71893478e-04, 2.77893195e-04]), 3780: array([0.00040028, 0.00036899, 0.00034083, 0.00031549, 0.00029268,
       0.00027215, 0.00025367, 0.00023705, 0.00022208, 0.00020861,
       0.00019649, 0.00018558, 0.00017576, 0.00016693, 0.00015897,
       0.00015181, 0.00014537, 0.00013957, 0.00013436, 0.00012966,
       0.00012543, 0.00012163, 0.00011821, 0.00011513, 0.00011235,
       0.00010986, 0.00010761, 0.00010559]), 3785: array([0.00066016, 0.0006135 , 0.00057151, 0.00053372, 0.00049971,
       0.0004691 , 0.00044155, 0.00041676, 0.00039445, 0.00037436,
       0.00035629, 0.00034002, 0.00032538, 0.0003122 , 0.00030034,
       0.00028967, 0.00028006, 0.00027142, 0.00026364, 0.00025664,
       0.00025033, 0.00024466, 0.00023956, 0.00023496, 0.00023083,
       0.0002271 , 0.00022376, 0.00022074]), 3790: array([0.00013154, 0.00015213, 0.00016242, 0.00016757, 0.00017014,
       0.00017143, 0.00017207, 0.0001724 , 0.00017256, 0.00017264,
       0.00017268, 0.0001727 , 0.00017271, 0.00017271, 0.00017272,
       0.00017272, 0.00017272, 0.00017272, 0.00017272, 0.00017272,
       0.00017272, 0.00017272, 0.00017272, 0.00017272, 0.00017272,
       0.00017272, 0.00017272, 0.00017272]), 3795: array([5.78161016e-05, 6.71987411e-05, 7.56431166e-05, 8.32430546e-05,
       9.00829987e-05, 9.62389485e-05, 1.01779303e-04, 1.06765623e-04,
       1.11253310e-04, 1.15292229e-04, 1.18927255e-04, 1.22198779e-04,
       1.25143151e-04, 1.27793086e-04, 1.30178027e-04, 1.32324474e-04,
       1.34256276e-04, 1.35994898e-04, 1.37559658e-04, 1.38967942e-04,
       1.40235397e-04, 1.41376107e-04, 1.42402746e-04, 1.43326721e-04,
       1.44158299e-04, 1.44906718e-04, 1.45580296e-04, 1.46186516e-04]), 3800: array([0.0008633 , 0.00084029, 0.00081848, 0.00079781, 0.0007782 ,
       0.00075962, 0.00074199, 0.00072529, 0.00070945, 0.00069443,
       0.00068019, 0.0006667 , 0.0006539 , 0.00064177, 0.00063026,
       0.00061936, 0.00060902, 0.00059921, 0.00058992, 0.00058111,
       0.00057275, 0.00056483, 0.00055732, 0.0005502 , 0.00054346,
       0.00053706, 0.00053099, 0.00052524]), 3805: array([0.00025932, 0.00026529, 0.00027101, 0.0002765 , 0.00028176,
       0.00028681, 0.00029165, 0.00029629, 0.00030074, 0.00030501,
       0.0003091 , 0.00031303, 0.00031679, 0.0003204 , 0.00032386,
       0.00032718, 0.00033037, 0.00033342, 0.00033635, 0.00033916,
       0.00034185, 0.00034443, 0.00034691, 0.00034928, 0.00035156,
       0.00035375, 0.00035584, 0.00035785]), 3810: array([0.00010913, 0.00013413, 0.00014665, 0.00015292, 0.00015606,
       0.00015763, 0.00015842, 0.00015881, 0.00015901, 0.00015911,
       0.00015916, 0.00015918, 0.0001592 , 0.0001592 , 0.00015921,
       0.00015921, 0.00015921, 0.00015921, 0.00015921, 0.00015921,
       0.00015921, 0.00015921, 0.00015921, 0.00015921, 0.00015921,
       0.00015921, 0.00015921, 0.00015921]), 3815: array([8.29613326e-05, 1.01342840e-04, 1.15179274e-04, 1.25594464e-04,
       1.33434358e-04, 1.39335734e-04, 1.43777915e-04, 1.47121707e-04,
       1.49638702e-04, 1.51533336e-04, 1.52959497e-04, 1.54033020e-04,
       1.54841100e-04, 1.55449371e-04, 1.55907240e-04, 1.56251894e-04,
       1.56511327e-04, 1.56706613e-04, 1.56853611e-04, 1.56964262e-04,
       1.57047553e-04, 1.57110250e-04, 1.57157443e-04, 1.57192968e-04,
       1.57219708e-04, 1.57239837e-04, 1.57254989e-04, 1.57266394e-04]), 3820: array([0.00012562, 0.00013345, 0.00013893, 0.00014277, 0.00014545,
       0.00014733, 0.00014865, 0.00014957, 0.00015021, 0.00015066,
       0.00015098, 0.0001512 , 0.00015135, 0.00015146, 0.00015154,
       0.00015159, 0.00015163, 0.00015165, 0.00015167, 0.00015169,
       0.00015169, 0.0001517 , 0.00015171, 0.00015171, 0.00015171,
       0.00015171, 0.00015171, 0.00015171]), 3825: array([0.00012732, 0.00013636, 0.00014269, 0.00014711, 0.00015021,
       0.00015238, 0.0001539 , 0.00015496, 0.00015571, 0.00015623,
       0.00015659, 0.00015685, 0.00015703, 0.00015715, 0.00015724,
       0.0001573 , 0.00015735, 0.00015738, 0.0001574 , 0.00015741,
       0.00015742, 0.00015743, 0.00015743, 0.00015744, 0.00015744,
       0.00015744, 0.00015744, 0.00015744]), 3830: array([8.86379834e-05, 9.73376696e-05, 1.03427366e-04, 1.07690094e-04,
       1.10673962e-04, 1.12762641e-04, 1.14224696e-04, 1.15248120e-04,
       1.15964507e-04, 1.16465971e-04, 1.16816991e-04, 1.17062702e-04,
       1.17234697e-04, 1.17355092e-04, 1.17439367e-04, 1.17498359e-04,
       1.17539653e-04, 1.17568558e-04, 1.17588791e-04, 1.17602954e-04,
       1.17612868e-04, 1.17619808e-04, 1.17624666e-04, 1.17628066e-04,
       1.17630447e-04, 1.17632113e-04, 1.17633279e-04, 1.17634095e-04]), 3835: array([5.45198166e-05, 5.40255342e-05, 5.37783930e-05, 5.36548224e-05,
       5.35930371e-05, 5.35621444e-05, 5.35466981e-05, 5.35389750e-05,
       5.35351134e-05, 5.35331826e-05, 5.35322172e-05, 5.35317345e-05,
       5.35314931e-05, 5.35313725e-05, 5.35313121e-05, 5.35312820e-05,
       5.35312669e-05, 5.35312593e-05, 5.35312556e-05, 5.35312537e-05,
       5.35312527e-05, 5.35312523e-05, 5.35312520e-05, 5.35312519e-05,
       5.35312519e-05, 5.35312518e-05, 5.35312518e-05, 5.35312518e-05]), 3840: array([1.93899313e-04, 1.62071339e-04, 1.39790656e-04, 1.24193406e-04,
       1.13274791e-04, 1.05631382e-04, 1.00280731e-04, 9.65350900e-05,
       9.39130117e-05, 9.20774660e-05, 9.07925205e-05, 8.98930142e-05,
       8.92633286e-05, 8.88225268e-05, 8.85139504e-05, 8.82979361e-05,
       8.81467187e-05, 8.80408613e-05, 8.79667574e-05, 8.79148821e-05,
       8.78785676e-05, 8.78531462e-05, 8.78353503e-05, 8.78228926e-05,
       8.78141718e-05, 8.78080669e-05, 8.78037933e-05, 8.78008016e-05]), 3845: array([0.00011593, 0.00011573, 0.00011554, 0.00011537, 0.00011522,
       0.00011508, 0.00011496, 0.00011485, 0.00011475, 0.00011466,
       0.00011458, 0.0001145 , 0.00011444, 0.00011438, 0.00011433,
       0.00011428, 0.00011424, 0.0001142 , 0.00011416, 0.00011413,
       0.0001141 , 0.00011408, 0.00011406, 0.00011404, 0.00011402,
       0.000114  , 0.00011399, 0.00011397]), 3850: array([7.51742233e-05, 8.17263421e-05, 8.63126132e-05, 8.95228546e-05,
       9.17699198e-05, 9.33427927e-05, 9.44437529e-05, 9.52143894e-05,
       9.57538100e-05, 9.61313870e-05, 9.63956786e-05, 9.65806743e-05,
       9.67101652e-05, 9.68008047e-05, 9.68642494e-05, 9.69086586e-05,
       9.69397437e-05, 9.69615022e-05, 9.69767324e-05, 9.69873931e-05,
       9.69948552e-05, 9.70000785e-05, 9.70037346e-05, 9.70062938e-05,
       9.70080851e-05, 9.70093390e-05, 9.70102166e-05, 9.70108310e-05]), 3855: array([2.02729847e-05, 2.33478397e-05, 2.55002356e-05, 2.70069110e-05,
       2.80615825e-05, 2.87998517e-05, 2.93166395e-05, 2.96783905e-05,
       2.99316159e-05, 3.01088735e-05, 3.02329536e-05, 3.03198096e-05,
       3.03806088e-05, 3.04231681e-05, 3.04529596e-05, 3.04738136e-05,
       3.04884114e-05, 3.04986299e-05, 3.05057828e-05, 3.05107898e-05,
       3.05142947e-05, 3.05167482e-05, 3.05184656e-05, 3.05196678e-05,
       3.05205093e-05, 3.05210984e-05, 3.05215107e-05, 3.05217993e-05]), 3860: array([1.75964501e-05, 1.73799853e-05, 1.72717527e-05, 1.72176364e-05,
       1.71905782e-05, 1.71770491e-05, 1.71702845e-05, 1.71669023e-05,
       1.71652111e-05, 1.71643655e-05, 1.71639428e-05, 1.71637314e-05,
       1.71636257e-05, 1.71635728e-05, 1.71635464e-05, 1.71635332e-05,
       1.71635266e-05, 1.71635233e-05, 1.71635216e-05, 1.71635208e-05,
       1.71635204e-05, 1.71635202e-05, 1.71635201e-05, 1.71635200e-05,
       1.71635200e-05, 1.71635200e-05, 1.71635200e-05, 1.71635200e-05]), 3865: array([9.88933750e-05, 8.09176522e-05, 6.83346177e-05, 5.95264735e-05,
       5.33607586e-05, 4.90447483e-05, 4.60235343e-05, 4.39086797e-05,
       4.24282781e-05, 4.13919946e-05, 4.06665945e-05, 4.01588133e-05,
       3.98033657e-05, 3.95545517e-05, 3.93803816e-05, 3.92584622e-05,
       3.91731185e-05, 3.91133777e-05, 3.90715591e-05, 3.90422860e-05,
       3.90217947e-05, 3.90074508e-05, 3.89974101e-05, 3.89903816e-05,
       3.89854616e-05, 3.89820176e-05, 3.89796068e-05, 3.89779192e-05]), 3870: array([2.74274143e-04, 2.55105420e-04, 2.37853556e-04, 2.22326865e-04,
       2.08352832e-04, 1.95776191e-04, 1.84457206e-04, 1.74270110e-04,
       1.65101717e-04, 1.56850156e-04, 1.49423745e-04, 1.42739969e-04,
       1.36724566e-04, 1.31310699e-04, 1.26438215e-04, 1.22052975e-04,
       1.18106256e-04, 1.14554206e-04, 1.11357359e-04, 1.08480193e-04,
       1.05890743e-04, 1.03560235e-04, 1.01462776e-04, 9.95750620e-05,
       9.78761177e-05, 9.63470666e-05, 9.49709195e-05, 9.37323860e-05]), 3875: array([0.00070355, 0.0006518 , 0.00060523, 0.00056331, 0.00052559,
       0.00049164, 0.00046108, 0.00043358, 0.00040883, 0.00038655,
       0.0003665 , 0.00034846, 0.00033222, 0.00031761, 0.00030445,
       0.00029261, 0.00028196, 0.00027237, 0.00026374, 0.00025597,
       0.00024898, 0.00024269, 0.00023703, 0.00023193, 0.00022734,
       0.00022321, 0.0002195 , 0.00021616]), 3880: array([0.00135345, 0.00125777, 0.00117165, 0.00109414, 0.00102438,
       0.00096159, 0.00090508, 0.00085421, 0.00080843, 0.00076723,
       0.00073015, 0.00069677, 0.00066673, 0.00063969, 0.00061536,
       0.00059346, 0.00057374, 0.000556  , 0.00054003, 0.00052566,
       0.00051272, 0.00050108, 0.0004906 , 0.00048117, 0.00047268,
       0.00046504, 0.00045816, 0.00045198]), 3885: array([0.00077864, 0.00076022, 0.00074547, 0.00073366, 0.00072421,
       0.00071664, 0.00071058, 0.00070572, 0.00070184, 0.00069873,
       0.00069624, 0.00069424, 0.00069265, 0.00069137, 0.00069034,
       0.00068953, 0.00068887, 0.00068834, 0.00068792, 0.00068759,
       0.00068732, 0.0006871 , 0.00068693, 0.00068679, 0.00068668,
       0.00068659, 0.00068652, 0.00068646]), 3890: array([8.78633462e-05, 1.19867168e-04, 1.44998231e-04, 1.64732446e-04,
       1.80228777e-04, 1.92397300e-04, 2.01952656e-04, 2.09456018e-04,
       2.15348048e-04, 2.19974775e-04, 2.23607922e-04, 2.26460857e-04,
       2.28701130e-04, 2.30460309e-04, 2.31841707e-04, 2.32926453e-04,
       2.33778251e-04, 2.34447128e-04, 2.34972365e-04, 2.35384808e-04,
       2.35708679e-04, 2.35963000e-04, 2.36162706e-04, 2.36319526e-04,
       2.36442669e-04, 2.36539367e-04, 2.36615299e-04, 2.36674925e-04]), 3895: array([0.00069447, 0.00061492, 0.00055387, 0.00050703, 0.00047109,
       0.00044351, 0.00042235, 0.00040611, 0.00039365, 0.00038409,
       0.00037675, 0.00037112, 0.00036681, 0.00036349, 0.00036095,
       0.000359  , 0.0003575 , 0.00035635, 0.00035547, 0.00035479,
       0.00035427, 0.00035387, 0.00035357, 0.00035333, 0.00035315,
       0.00035302, 0.00035291, 0.00035283]), 3900: array([0.00186381, 0.00188597, 0.00190813, 0.0019303 , 0.00195246,
       0.00197462, 0.00199679, 0.00201895, 0.00204112, 0.00206328,
       0.00208544, 0.00210761, 0.00212977, 0.00215194, 0.0021741 ,
       0.00219626, 0.00221843, 0.00224059, 0.00226276, 0.00228492,
       0.00230709, 0.00232925, 0.00235142, 0.00237358, 0.00239575,
       0.00241791, 0.00244008, 0.00246224]), 3905: array([0.00027448, 0.00032437, 0.0003593 , 0.00038375, 0.00040086,
       0.00041284, 0.00042122, 0.00042709, 0.0004312 , 0.00043408,
       0.00043609, 0.0004375 , 0.00043849, 0.00043918, 0.00043966,
       0.00044   , 0.00044024, 0.0004404 , 0.00044052, 0.0004406 ,
       0.00044066, 0.0004407 , 0.00044073, 0.00044074, 0.00044076,
       0.00044077, 0.00044077, 0.00044078]), 3910: array([3.34005737e-05, 3.77671248e-05, 4.20463082e-05, 4.62398721e-05,
       5.03495296e-05, 5.43769594e-05, 5.83238069e-05, 6.21916843e-05,
       6.59821717e-05, 6.96968176e-05, 7.33371395e-05, 7.69046243e-05,
       8.04007296e-05, 8.38268834e-05, 8.71844854e-05, 9.04749072e-05,
       9.36994930e-05, 9.68595600e-05, 9.99563992e-05, 1.02991276e-04,
       1.05965429e-04, 1.08880074e-04, 1.11736403e-04, 1.14535580e-04,
       1.17278751e-04, 1.19967035e-04, 1.22601531e-04, 1.25183315e-04]), 3915: array([4.63882809e-05, 4.84118294e-05, 5.02330174e-05, 5.18720815e-05,
       5.33472346e-05, 5.46748682e-05, 5.58697347e-05, 5.69451112e-05,
       5.79129470e-05, 5.87839965e-05, 5.95679386e-05, 6.02734843e-05,
       6.09084734e-05, 6.14799618e-05, 6.19942998e-05, 6.24572026e-05,
       6.28738137e-05, 6.32487626e-05, 6.35862155e-05, 6.38899222e-05,
       6.41632574e-05, 6.44092583e-05, 6.46306584e-05, 6.48299178e-05,
       6.50092508e-05, 6.51706499e-05, 6.53159087e-05, 6.54466412e-05]), 3920: array([3.10114447e-05, 2.81002654e-05, 2.66446733e-05, 2.59168760e-05,
       2.55529767e-05, 2.53710268e-05, 2.52800517e-05, 2.52345640e-05,
       2.52118202e-05, 2.52004482e-05, 2.51947622e-05, 2.51919192e-05,
       2.51904977e-05, 2.51897870e-05, 2.51894316e-05, 2.51892539e-05,
       2.51891651e-05, 2.51891206e-05, 2.51890984e-05, 2.51890873e-05,
       2.51890818e-05, 2.51890790e-05, 2.51890776e-05, 2.51890769e-05,
       2.51890766e-05, 2.51890764e-05, 2.51890763e-05, 2.51890763e-05]), 3925: array([5.59113301e-05, 4.86617719e-05, 4.50369791e-05, 4.32245759e-05,
       4.23183709e-05, 4.18652667e-05, 4.16387137e-05, 4.15254368e-05,
       4.14687981e-05, 4.14404787e-05, 4.14263189e-05, 4.14192390e-05,
       4.14156990e-05, 4.14139290e-05, 4.14130440e-05, 4.14126015e-05,
       4.14123803e-05, 4.14122696e-05, 4.14122143e-05, 4.14121867e-05,
       4.14121728e-05, 4.14121659e-05, 4.14121625e-05, 4.14121607e-05,
       4.14121599e-05, 4.14121594e-05, 4.14121592e-05, 4.14121591e-05]), 3930: array([2.67588225e-05, 3.15309417e-05, 3.48714060e-05, 3.72097177e-05,
       3.88465264e-05, 3.99922860e-05, 4.07943132e-05, 4.13557289e-05,
       4.17487177e-05, 4.20238083e-05, 4.22163706e-05, 4.23511635e-05,
       4.24455179e-05, 4.25115656e-05, 4.25577988e-05, 4.25901618e-05,
       4.26128158e-05, 4.26286735e-05, 4.26397738e-05, 4.26475440e-05,
       4.26529831e-05, 4.26567904e-05, 4.26594556e-05, 4.26613211e-05,
       4.26626270e-05, 4.26635412e-05, 4.26641811e-05, 4.26646290e-05]), 3935: array([1.85878956e-05, 2.06758477e-05, 2.21374147e-05, 2.31605120e-05,
       2.38766805e-05, 2.43779986e-05, 2.47289214e-05, 2.49745675e-05,
       2.51465198e-05, 2.52668864e-05, 2.53511431e-05, 2.54101229e-05,
       2.54514087e-05, 2.54803088e-05, 2.55005388e-05, 2.55146999e-05,
       2.55246126e-05, 2.55315515e-05, 2.55364088e-05, 2.55398089e-05,
       2.55421889e-05, 2.55438550e-05, 2.55450212e-05, 2.55458375e-05,
       2.55464090e-05, 2.55468090e-05, 2.55470890e-05, 2.55472850e-05]), 3940: array([0.00076795, 0.0007061 , 0.00065042, 0.00060032, 0.00055522,
       0.00051463, 0.00047811, 0.00044523, 0.00041565, 0.00038902,
       0.00036505, 0.00034348, 0.00032407, 0.0003066 , 0.00029087,
       0.00027672, 0.00026399, 0.00025252, 0.00024221, 0.00023292,
       0.00022457, 0.00021705, 0.00021028, 0.00020419, 0.0001987 ,
       0.00019377, 0.00018933, 0.00018533]), 3945: array([0.00174356, 0.00161702, 0.00150314, 0.00140064, 0.0013084 ,
       0.00122538, 0.00115066, 0.00108341, 0.00102289, 0.00096842,
       0.00091939, 0.00087527, 0.00083556, 0.00079982, 0.00076765,
       0.00073871, 0.00071265, 0.0006892 , 0.0006681 , 0.0006491 ,
       0.00063201, 0.00061663, 0.00060278, 0.00059032, 0.0005791 ,
       0.00056901, 0.00055992, 0.00055175]), 3950: array([0.00386163, 0.00375291, 0.0036499 , 0.00355232, 0.00345986,
       0.00337226, 0.00328928, 0.00321065, 0.00313616, 0.00306559,
       0.00299872, 0.00293538, 0.00287536, 0.0028185 , 0.00276463,
       0.0027136 , 0.00266524, 0.00261943, 0.00257603, 0.00253491,
       0.00249595, 0.00245904, 0.00242408, 0.00239095, 0.00235956,
       0.00232982, 0.00230165, 0.00227496]), 3955: array([0.00090686, 0.00093322, 0.00095556, 0.00097451, 0.00099057,
       0.00100419, 0.00101573, 0.00102552, 0.00103382, 0.00104085,
       0.00104681, 0.00105187, 0.00105616, 0.00105979, 0.00106287,
       0.00106548, 0.0010677 , 0.00106958, 0.00107117, 0.00107252,
       0.00107366, 0.00107463, 0.00107545, 0.00107615, 0.00107674,
       0.00107724, 0.00107767, 0.00107803]), 3960: array([0.00538277, 0.00502262, 0.00469227, 0.00438925, 0.00411131,
       0.00385636, 0.0036225 , 0.00340799, 0.00321123, 0.00303075,
       0.00286521, 0.00271336, 0.00257407, 0.00244631, 0.00232912,
       0.00222162, 0.00212302, 0.00203257, 0.00194961, 0.00187352,
       0.00180372, 0.00173969, 0.00168096, 0.00162709, 0.00157768,
       0.00153236, 0.00149078, 0.00145265]), 3965: array([0.01335297, 0.01355584, 0.0137587 , 0.01396157, 0.01416443,
       0.01436729, 0.01457015, 0.01477301, 0.01497587, 0.01517873,
       0.01538159, 0.01558444, 0.01578729, 0.01599015, 0.016193  ,
       0.01639585, 0.0165987 , 0.01680155, 0.01700439, 0.01720724,
       0.01741009, 0.01761293, 0.01781577, 0.01801861, 0.01822145,
       0.01842429, 0.01862713, 0.01882997]), 3970: array([0.00775108, 0.00739618, 0.00706434, 0.00675405, 0.00646392,
       0.00619263, 0.00593897, 0.00570179, 0.00548002, 0.00527265,
       0.00507875, 0.00489745, 0.00472793, 0.00456942, 0.00442121,
       0.00428263, 0.00415304, 0.00403188, 0.00391859, 0.00381265,
       0.0037136 , 0.00362099, 0.00353439, 0.00345341, 0.0033777 ,
       0.0033069 , 0.00324071, 0.00317881]), 3975: array([0.01376579, 0.01384229, 0.01391878, 0.01399528, 0.01407177,
       0.01414826, 0.01422476, 0.01430125, 0.01437775, 0.01445424,
       0.01453074, 0.01460723, 0.01468373, 0.01476022, 0.01483672,
       0.01491321, 0.01498971, 0.0150662 , 0.0151427 , 0.01521919,
       0.01529568, 0.01537218, 0.01544867, 0.01552517, 0.01560166,
       0.01567816, 0.01575465, 0.01583115]), 3980: array([0.01415485, 0.01439764, 0.01464044, 0.01488325, 0.01512608,
       0.01536892, 0.01561178, 0.01585465, 0.01609753, 0.01634043,
       0.01658334, 0.01682627, 0.01706921, 0.01731216, 0.01755513,
       0.01779811, 0.0180411 , 0.01828411, 0.01852713, 0.01877017,
       0.01901322, 0.01925628, 0.01949936, 0.01974245, 0.01998555,
       0.02022867, 0.02047181, 0.02071495]), 3985: array([0.01621213, 0.01628877, 0.01636541, 0.01644205, 0.0165187 ,
       0.01659534, 0.01667198, 0.01674862, 0.01682526, 0.0169019 ,
       0.01697854, 0.01705518, 0.01713182, 0.01720847, 0.01728511,
       0.01736175, 0.01743839, 0.01751503, 0.01759167, 0.01766831,
       0.01774495, 0.01782159, 0.01789824, 0.01797488, 0.01805152,
       0.01812816, 0.0182048 , 0.01828144]), 3990: array([7.81091098e-05, 1.25196206e-04, 1.63317159e-04, 1.94179266e-04,
       2.19164729e-04, 2.39392556e-04, 2.55768678e-04, 2.69026522e-04,
       2.79759858e-04, 2.88449394e-04, 2.95484302e-04, 3.01179649e-04,
       3.05790510e-04, 3.09523389e-04, 3.12545468e-04, 3.14992093e-04,
       3.16972842e-04, 3.18576424e-04, 3.19874659e-04, 3.20925688e-04,
       3.21776584e-04, 3.22465456e-04, 3.23023156e-04, 3.23474661e-04,
       3.23840192e-04, 3.24136120e-04, 3.24375698e-04, 3.24569657e-04]), 3995: array([0.00087663, 0.00102906, 0.00116624, 0.00128968, 0.00140077,
       0.00150074, 0.00159071, 0.00167167, 0.00174452, 0.00181009,
       0.00186909, 0.00192219, 0.00196997, 0.00201297, 0.00205167,
       0.00208649, 0.00211783, 0.00214603, 0.00217141, 0.00219425,
       0.0022148 , 0.0022333 , 0.00224994, 0.00226492, 0.0022784 ,
       0.00229053, 0.00230144, 0.00231127]), 4000: array([0.00033504, 0.0003682 , 0.00039804, 0.00042489, 0.00044904,
       0.00047076, 0.00049031, 0.0005079 , 0.00052372, 0.00053796,
       0.00055077, 0.00056229, 0.00057265, 0.00058198, 0.00059037,
       0.00059792, 0.00060471, 0.00061082, 0.00061632, 0.00062126,
       0.00062571, 0.00062972, 0.00063332, 0.00063656, 0.00063947,
       0.0006421 , 0.00064446, 0.00064658]), 4005: array([2.68302081e-04, 2.14907780e-04, 1.77531463e-04, 1.51367827e-04,
       1.33053132e-04, 1.20232741e-04, 1.11258393e-04, 1.04976298e-04,
       1.00578796e-04, 9.75005191e-05, 9.53457077e-05, 9.38373274e-05,
       9.27814525e-05, 9.20423340e-05, 9.15249469e-05, 9.11627729e-05,
       9.09092490e-05, 9.07317809e-05, 9.06075521e-05, 9.05205913e-05,
       9.04597182e-05, 9.04171067e-05, 9.03872784e-05, 9.03663985e-05,
       9.03517824e-05, 9.03415510e-05, 9.03343890e-05, 9.03293756e-05]), 4010: array([0.00022896, 0.00020296, 0.00018476, 0.00017201, 0.00016309,
       0.00015685, 0.00015248, 0.00014942, 0.00014728, 0.00014578,
       0.00014473, 0.00014399, 0.00014348, 0.00014312, 0.00014287,
       0.00014269, 0.00014257, 0.00014248, 0.00014242, 0.00014238,
       0.00014235, 0.00014233, 0.00014231, 0.0001423 , 0.00014229,
       0.00014229, 0.00014229, 0.00014228]), 4015: array([0.00016003, 0.0001592 , 0.00015862, 0.0001582 , 0.00015791,
       0.00015771, 0.00015757, 0.00015747, 0.00015739, 0.00015734,
       0.00015731, 0.00015728, 0.00015727, 0.00015725, 0.00015725,
       0.00015724, 0.00015724, 0.00015723, 0.00015723, 0.00015723,
       0.00015723, 0.00015723, 0.00015723, 0.00015723, 0.00015723,
       0.00015723, 0.00015723, 0.00015723]), 4020: array([4.69501845e-05, 5.55922366e-05, 6.16413728e-05, 6.58755578e-05,
       6.88393403e-05, 7.09138849e-05, 7.23659941e-05, 7.33824201e-05,
       7.40938829e-05, 7.45918822e-05, 7.49404644e-05, 7.51844598e-05,
       7.53552481e-05, 7.54747940e-05, 7.55584720e-05, 7.56170436e-05,
       7.56580418e-05, 7.56867390e-05, 7.57068261e-05, 7.57208864e-05,
       7.57307281e-05, 7.57376169e-05, 7.57424389e-05, 7.57458141e-05,
       7.57481766e-05, 7.57498303e-05, 7.57509878e-05, 7.57517980e-05]), 4025: array([9.41415191e-06, 9.91166029e-06, 1.03992175e-05, 1.08770224e-05,
       1.13452703e-05, 1.18041522e-05, 1.22538554e-05, 1.26945637e-05,
       1.31264568e-05, 1.35497112e-05, 1.39644995e-05, 1.43709912e-05,
       1.47693522e-05, 1.51597451e-05, 1.55423294e-05, 1.59172611e-05,
       1.62846934e-05, 1.66447763e-05, 1.69976567e-05, 1.73434788e-05,
       1.76823837e-05, 1.80145097e-05, 1.83399926e-05, 1.86589650e-05,
       1.89715574e-05, 1.92778972e-05, 1.95781096e-05, 1.98723171e-05]), 4030: array([2.17685292e-05, 1.99514132e-05, 1.90428655e-05, 1.85885968e-05,
       1.83614650e-05, 1.82479004e-05, 1.81911188e-05, 1.81627282e-05,
       1.81485332e-05, 1.81414357e-05, 1.81378870e-05, 1.81361127e-05,
       1.81352255e-05, 1.81347820e-05, 1.81345602e-05, 1.81344493e-05,
       1.81343938e-05, 1.81343661e-05, 1.81343523e-05, 1.81343453e-05,
       1.81343419e-05, 1.81343401e-05, 1.81343393e-05, 1.81343388e-05,
       1.81343386e-05, 1.81343385e-05, 1.81343384e-05, 1.81343384e-05]), 4035: array([3.49504943e-05, 3.16087159e-05, 2.92694678e-05, 2.76319918e-05,
       2.64857571e-05, 2.56833917e-05, 2.51217351e-05, 2.47285749e-05,
       2.44533625e-05, 2.42607135e-05, 2.41258590e-05, 2.40314607e-05,
       2.39653818e-05, 2.39191265e-05, 2.38867478e-05, 2.38640826e-05,
       2.38482170e-05, 2.38371111e-05, 2.38293369e-05, 2.38238950e-05,
       2.38200856e-05, 2.38174190e-05, 2.38155524e-05, 2.38142458e-05,
       2.38133312e-05, 2.38126910e-05, 2.38122428e-05, 2.38119291e-05]), 4040: array([2.00226662e-05, 2.27862125e-05, 2.41679905e-05, 2.48588819e-05,
       2.52043289e-05, 2.53770530e-05, 2.54634153e-05, 2.55065966e-05,
       2.55281874e-05, 2.55389828e-05, 2.55443805e-05, 2.55470794e-05,
       2.55484288e-05, 2.55491035e-05, 2.55494409e-05, 2.55496096e-05,
       2.55496939e-05, 2.55497361e-05, 2.55497572e-05, 2.55497677e-05,
       2.55497730e-05, 2.55497756e-05, 2.55497769e-05, 2.55497776e-05,
       2.55497779e-05, 2.55497781e-05, 2.55497782e-05, 2.55497782e-05]), 4045: array([2.17777493e-05, 2.36052575e-05, 2.48845120e-05, 2.57799892e-05,
       2.64068227e-05, 2.68456056e-05, 2.71527534e-05, 2.73677566e-05,
       2.75182587e-05, 2.76236101e-05, 2.76973559e-05, 2.77489780e-05,
       2.77851134e-05, 2.78104082e-05, 2.78281145e-05, 2.78405089e-05,
       2.78491850e-05, 2.78552582e-05, 2.78595095e-05, 2.78624854e-05,
       2.78645685e-05, 2.78660267e-05, 2.78670474e-05, 2.78677619e-05,
       2.78682621e-05, 2.78686122e-05, 2.78688573e-05, 2.78690288e-05]), 4050: array([1.11104374e-05, 1.21302309e-05, 1.30480443e-05, 1.38740758e-05,
       1.46175035e-05, 1.52865880e-05, 1.58887635e-05, 1.64307211e-05,
       1.69184826e-05, 1.73574675e-05, 1.77525537e-05, 1.81081310e-05,
       1.84281503e-05, 1.87161674e-05, 1.89753826e-05, 1.92086762e-05,
       1.94186402e-05, 1.96076077e-05, 1.97776783e-05, 1.99307417e-05,
       2.00684986e-05, 2.01924798e-05, 2.03040628e-05, 2.04044874e-05,
       2.04948695e-05, 2.05762133e-05, 2.06494226e-05, 2.07153110e-05]), 4055: array([6.38755229e-05, 6.00572063e-05, 5.66207210e-05, 5.35278840e-05,
       5.07443304e-05, 4.82391321e-05, 4.59844533e-05, 4.39552423e-05,
       4.21289522e-05, 4.04852910e-05, 3.90059958e-05, 3.76746301e-05,
       3.64764007e-05, 3.53979943e-05, 3.44274284e-05, 3.35539190e-05,
       3.27677605e-05, 3.20602178e-05, 3.14234293e-05, 3.08503196e-05,
       3.03345208e-05, 2.98703019e-05, 2.94525048e-05, 2.90764874e-05,
       2.87380718e-05, 2.84334976e-05, 2.81593809e-05, 2.79126758e-05]), 4060: array([1.59198137e-04, 1.47522898e-04, 1.37015179e-04, 1.27558228e-04,
       1.19046968e-04, 1.11386831e-04, 1.04492705e-04, 9.82879896e-05,
       9.27037431e-05, 8.76779191e-05, 8.31546757e-05, 7.90837550e-05,
       7.54199248e-05, 7.21224763e-05, 6.91547714e-05, 6.64838359e-05,
       6.40799929e-05, 6.19165334e-05, 5.99694190e-05, 5.82170154e-05,
       5.66398514e-05, 5.52204033e-05, 5.39428995e-05, 5.27931455e-05,
       5.17583666e-05, 5.08270651e-05, 4.99888935e-05, 4.92345387e-05]), 4065: array([1.62882350e-04, 1.53005921e-04, 1.44117123e-04, 1.36117193e-04,
       1.28917246e-04, 1.22437285e-04, 1.16605312e-04, 1.11356528e-04,
       1.06632616e-04, 1.02381090e-04, 9.85547107e-05, 9.51109645e-05,
       9.20115886e-05, 8.92221463e-05, 8.67116447e-05, 8.44521902e-05,
       8.24186782e-05, 8.05885148e-05, 7.89413654e-05, 7.74589289e-05,
       7.61247342e-05, 7.49239572e-05, 7.38432564e-05, 7.28706244e-05,
       7.19952543e-05, 7.12074201e-05, 7.04983683e-05, 6.98602208e-05]), 4070: array([4.87325302e-05, 5.16597528e-05, 5.37088248e-05, 5.51431865e-05,
       5.61472476e-05, 5.68500960e-05, 5.73420937e-05, 5.76864949e-05,
       5.79275776e-05, 5.80963368e-05, 5.82144692e-05, 5.82971625e-05,
       5.83550483e-05, 5.83955687e-05, 5.84239331e-05, 5.84437884e-05,
       5.84576872e-05, 5.84674165e-05, 5.84742270e-05, 5.84789944e-05,
       5.84823316e-05, 5.84846677e-05, 5.84863030e-05, 5.84874477e-05,
       5.84882489e-05, 5.84888099e-05, 5.84892025e-05, 5.84894773e-05]), 4075: array([1.48009352e-05, 1.72475341e-05, 1.94494652e-05, 2.14311960e-05,
       2.32147474e-05, 2.48199379e-05, 2.62646041e-05, 2.75647991e-05,
       2.87349704e-05, 2.97881207e-05, 3.07359527e-05, 3.15889984e-05,
       3.23567367e-05, 3.30476988e-05, 3.36695624e-05, 3.42292376e-05,
       3.47329435e-05, 3.51862772e-05, 3.55942761e-05, 3.59614738e-05,
       3.62919505e-05, 3.65893785e-05, 3.68570627e-05, 3.70979776e-05,
       3.73148003e-05, 3.75099400e-05, 3.76855651e-05, 3.78436271e-05]), 4080: array([1.68439964e-06, 1.87757135e-06, 2.06687964e-06, 2.25240177e-06,
       2.43421346e-06, 2.61238894e-06, 2.78700091e-06, 2.95812065e-06,
       3.12581801e-06, 3.29016142e-06, 3.45121798e-06, 3.60905341e-06,
       3.76373215e-06, 3.91531732e-06, 4.06387079e-06, 4.20945320e-06,
       4.35212397e-06, 4.49194133e-06, 4.62896235e-06, 4.76324296e-06,
       4.89483796e-06, 5.02380107e-06, 5.15018492e-06, 5.27404111e-06,
       5.39542017e-06, 5.51437166e-06, 5.63094413e-06, 5.74518516e-06]), 4085: array([1.30034980e-06, 1.21171416e-06, 1.16739634e-06, 1.14523742e-06,
       1.13415796e-06, 1.12861822e-06, 1.12584836e-06, 1.12446342e-06,
       1.12377096e-06, 1.12342472e-06, 1.12325161e-06, 1.12316505e-06,
       1.12312177e-06, 1.12310013e-06, 1.12308931e-06, 1.12308390e-06,
       1.12308119e-06, 1.12307984e-06, 1.12307917e-06, 1.12307883e-06,
       1.12307866e-06, 1.12307857e-06, 1.12307853e-06, 1.12307851e-06,
       1.12307850e-06, 1.12307849e-06, 1.12307849e-06, 1.12307849e-06]), 4090: array([2.40078542e-05, 1.89242169e-05, 1.53656703e-05, 1.28746875e-05,
       1.11309993e-05, 9.91041741e-06, 9.05601000e-06, 8.45792475e-06,
       8.03926503e-06, 7.74620319e-06, 7.54105988e-06, 7.39745954e-06,
       7.29693930e-06, 7.22657512e-06, 7.17732019e-06, 7.14284173e-06,
       7.11870681e-06, 7.10181236e-06, 7.08998625e-06, 7.08170797e-06,
       7.07591317e-06, 7.07185681e-06, 7.06901736e-06, 7.06702975e-06,
       7.06563842e-06, 7.06466448e-06, 7.06398273e-06, 7.06350550e-06]), 4095: array([3.11477399e-05, 2.92655199e-05, 2.75715216e-05, 2.60469229e-05,
       2.46747839e-05, 2.34398585e-05, 2.23284255e-05, 2.13281356e-05,
       2.04278746e-05, 1.96176395e-05, 1.88884279e-05, 1.82321373e-05,
       1.76414756e-05, 1.71098800e-05, 1.66314439e-05, 1.62008514e-05,
       1.58133180e-05, 1.54645379e-05, 1.51506358e-05, 1.48681238e-05,
       1.46138630e-05, 1.43850283e-05, 1.41790769e-05, 1.39937207e-05,
       1.38269001e-05, 1.36767615e-05, 1.35416367e-05, 1.34200244e-05]), 4100: array([2.95728538e-05, 2.50734405e-05, 2.19238475e-05, 1.97191298e-05,
       1.81758255e-05, 1.70955113e-05, 1.63392904e-05, 1.58099352e-05,
       1.54393861e-05, 1.51800014e-05, 1.49984319e-05, 1.48713331e-05,
       1.47823639e-05, 1.47200853e-05, 1.46764903e-05, 1.46459737e-05,
       1.46246121e-05, 1.46096589e-05, 1.45991917e-05, 1.45918646e-05,
       1.45867357e-05, 1.45831454e-05, 1.45806322e-05, 1.45788730e-05,
       1.45776415e-05, 1.45767795e-05, 1.45761761e-05, 1.45757537e-05]), 4105: array([8.62103690e-06, 9.95826167e-06, 1.08943181e-05, 1.15495569e-05,
       1.20082237e-05, 1.23292901e-05, 1.25540364e-05, 1.27113586e-05,
       1.28214841e-05, 1.28985718e-05, 1.29525332e-05, 1.29903061e-05,
       1.30167471e-05, 1.30352558e-05, 1.30482119e-05, 1.30572811e-05,
       1.30636296e-05, 1.30680735e-05, 1.30711843e-05, 1.30733618e-05,
       1.30748860e-05, 1.30759530e-05, 1.30766999e-05, 1.30772227e-05,
       1.30775887e-05, 1.30778449e-05, 1.30780242e-05, 1.30781497e-05]), 4110: array([1.37209616e-05, 1.34940199e-05, 1.33351607e-05, 1.32239593e-05,
       1.31461182e-05, 1.30916295e-05, 1.30534873e-05, 1.30267879e-05,
       1.30080982e-05, 1.29950154e-05, 1.29858575e-05, 1.29794470e-05,
       1.29749596e-05, 1.29718184e-05, 1.29696196e-05, 1.29680804e-05,
       1.29670030e-05, 1.29662488e-05, 1.29657209e-05, 1.29653513e-05,
       1.29650926e-05, 1.29649115e-05, 1.29647848e-05, 1.29646960e-05,
       1.29646339e-05, 1.29645904e-05, 1.29645600e-05, 1.29645387e-05]), 4115: array([3.17876204e-06, 3.64814213e-06, 3.88283228e-06, 4.00017740e-06,
       4.05884998e-06, 4.08818629e-06, 4.10285445e-06, 4.11018853e-06,
       4.11385557e-06, 4.11568909e-06, 4.11660585e-06, 4.11706423e-06,
       4.11729343e-06, 4.11740802e-06, 4.11746532e-06, 4.11749397e-06,
       4.11750829e-06, 4.11751545e-06, 4.11751904e-06, 4.11752083e-06,
       4.11752172e-06, 4.11752217e-06, 4.11752239e-06, 4.11752250e-06,
       4.11752256e-06, 4.11752259e-06, 4.11752260e-06, 4.11752261e-06]), 4120: array([1.82559530e-05, 1.26974887e-05, 9.64033144e-06, 7.95889393e-06,
       7.03410273e-06, 6.52546726e-06, 6.24571758e-06, 6.09185516e-06,
       6.00723078e-06, 5.96068734e-06, 5.93508844e-06, 5.92100903e-06,
       5.91326535e-06, 5.90900632e-06, 5.90666386e-06, 5.90537550e-06,
       5.90466690e-06, 5.90427718e-06, 5.90406282e-06, 5.90394493e-06,
       5.90388009e-06, 5.90384443e-06, 5.90382481e-06, 5.90381403e-06,
       5.90380809e-06, 5.90380483e-06, 5.90380303e-06, 5.90380205e-06]), 4125: array([6.73487836e-06, 6.71696623e-06, 6.70084531e-06, 6.68633649e-06,
       6.67327855e-06, 6.66152640e-06, 6.65094946e-06, 6.64143022e-06,
       6.63286291e-06, 6.62515232e-06, 6.61821279e-06, 6.61196722e-06,
       6.60634620e-06, 6.60128729e-06, 6.59673426e-06, 6.59263654e-06,
       6.58894859e-06, 6.58562944e-06, 6.58264220e-06, 6.57995368e-06,
       6.57753402e-06, 6.57535632e-06, 6.57339639e-06, 6.57163246e-06,
       6.57004491e-06, 6.56861613e-06, 6.56733022e-06, 6.56617290e-06]), 4130: array([1.20000982e-04, 1.11248534e-04, 1.03371328e-04, 9.62818405e-05,
       8.99013000e-05, 8.41588118e-05, 7.89905709e-05, 7.43391527e-05,
       7.01528751e-05, 6.63852242e-05, 6.29943373e-05, 5.99425383e-05,
       5.71959183e-05, 5.47239596e-05, 5.24991961e-05, 5.04969084e-05,
       4.86948489e-05, 4.70729949e-05, 4.56133258e-05, 4.42996233e-05,
       4.31172907e-05, 4.20531910e-05, 4.10955010e-05, 4.02335798e-05,
       3.94578504e-05, 3.87596938e-05, 3.81313526e-05, 3.75658454e-05]), 4135: array([8.23590133e-05, 7.28419585e-05, 6.61799976e-05, 6.15166093e-05,
       5.82522264e-05, 5.59671506e-05, 5.43675922e-05, 5.32478975e-05,
       5.24641086e-05, 5.19154545e-05, 5.15313953e-05, 5.12625530e-05,
       5.10743627e-05, 5.09426291e-05, 5.08504153e-05, 5.07858653e-05,
       5.07406803e-05, 5.07090506e-05, 5.06869097e-05, 5.06714111e-05,
       5.06605620e-05, 5.06529676e-05, 5.06476515e-05, 5.06439303e-05,
       5.06413254e-05, 5.06395019e-05, 5.06382255e-05, 5.06373320e-05]), 4140: array([3.68382815e-05, 4.38991653e-05, 4.74296072e-05, 4.91948282e-05,
       5.00774387e-05, 5.05187439e-05, 5.07393965e-05, 5.08497228e-05,
       5.09048860e-05, 5.09324675e-05, 5.09462583e-05, 5.09531537e-05,
       5.09566014e-05, 5.09583253e-05, 5.09591872e-05, 5.09596182e-05,
       5.09598336e-05, 5.09599414e-05, 5.09599953e-05, 5.09600222e-05,
       5.09600357e-05, 5.09600424e-05, 5.09600458e-05, 5.09600474e-05,
       5.09600483e-05, 5.09600487e-05, 5.09600489e-05, 5.09600490e-05]), 4145: array([1.18776367e-04, 9.79496095e-05, 8.64935722e-05, 8.01920253e-05,
       7.67257748e-05, 7.48191172e-05, 7.37703347e-05, 7.31934377e-05,
       7.28761078e-05, 7.27015563e-05, 7.26055419e-05, 7.25527278e-05,
       7.25236768e-05, 7.25076968e-05, 7.24989069e-05, 7.24940718e-05,
       7.24914122e-05, 7.24899493e-05, 7.24891446e-05, 7.24887020e-05,
       7.24884585e-05, 7.24883245e-05, 7.24882509e-05, 7.24882104e-05,
       7.24881881e-05, 7.24881758e-05, 7.24881691e-05, 7.24881653e-05]), 4150: array([5.59932431e-05, 6.00136662e-05, 6.20238875e-05, 6.30290030e-05,
       6.35315631e-05, 6.37828444e-05, 6.39084856e-05, 6.39713065e-05,
       6.40027172e-05, 6.40184225e-05, 6.40262753e-05, 6.40302016e-05,
       6.40321648e-05, 6.40331464e-05, 6.40336373e-05, 6.40338827e-05,
       6.40340054e-05, 6.40340667e-05, 6.40340974e-05, 6.40341127e-05,
       6.40341204e-05, 6.40341242e-05, 6.40341261e-05, 6.40341271e-05,
       6.40341276e-05, 6.40341278e-05, 6.40341279e-05, 6.40341280e-05]), 4155: array([4.72626124e-05, 5.55228176e-05, 5.96529388e-05, 6.17180087e-05,
       6.27505484e-05, 6.32668205e-05, 6.35249578e-05, 6.36540270e-05,
       6.37185619e-05, 6.37508294e-05, 6.37669633e-05, 6.37750303e-05,
       6.37790638e-05, 6.37810805e-05, 6.37820889e-05, 6.37825931e-05,
       6.37828452e-05, 6.37829713e-05, 6.37830343e-05, 6.37830658e-05,
       6.37830816e-05, 6.37830895e-05, 6.37830934e-05, 6.37830954e-05,
       6.37830963e-05, 6.37830968e-05, 6.37830971e-05, 6.37830972e-05]), 4160: array([2.66160440e-05, 2.82265268e-05, 2.96759597e-05, 3.09804479e-05,
       3.21544861e-05, 3.32111193e-05, 3.41620882e-05, 3.50179592e-05,
       3.57882423e-05, 3.64814964e-05, 3.71054244e-05, 3.76669590e-05,
       3.81723395e-05, 3.86271816e-05, 3.90365390e-05, 3.94049602e-05,
       3.97365390e-05, 4.00349596e-05, 4.03035378e-05, 4.05452579e-05,
       4.07628058e-05, 4.09585987e-05, 4.11348121e-05, 4.12934041e-05,
       4.14361366e-05, 4.15645958e-05, 4.16802089e-05, 4.17842606e-05]), 4165: array([2.18528152e-05, 2.21255353e-05, 2.23709831e-05, 2.25918860e-05,
       2.27906983e-05, 2.29696292e-05, 2.31306668e-05, 2.32756005e-05,
       2.34060407e-05, 2.35234367e-05, 2.36290931e-05, 2.37241836e-05,
       2.38097651e-05, 2.38867883e-05, 2.39561091e-05, 2.40184978e-05,
       2.40746475e-05, 2.41251822e-05, 2.41706634e-05, 2.42115964e-05,
       2.42484361e-05, 2.42815917e-05, 2.43114318e-05, 2.43382879e-05,
       2.43624583e-05, 2.43842116e-05, 2.44037896e-05, 2.44214098e-05]), 4170: array([8.62766289e-06, 1.01413153e-05, 1.12008699e-05, 1.19425567e-05,
       1.24617363e-05, 1.28251614e-05, 1.30795584e-05, 1.32576360e-05,
       1.33822900e-05, 1.34695477e-05, 1.35306279e-05, 1.35733840e-05,
       1.36033132e-05, 1.36242636e-05, 1.36389288e-05, 1.36491945e-05,
       1.36563804e-05, 1.36614106e-05, 1.36649316e-05, 1.36673964e-05,
       1.36691217e-05, 1.36703295e-05, 1.36711749e-05, 1.36717667e-05,
       1.36721809e-05, 1.36724709e-05, 1.36726739e-05, 1.36728160e-05]), 4175: array([3.96067821e-06, 4.55252883e-06, 5.08519383e-06, 5.56459185e-06,
       5.99604962e-06, 6.38436122e-06, 6.73384130e-06, 7.04837305e-06,
       7.33145134e-06, 7.58622153e-06, 7.81551448e-06, 8.02187791e-06,
       8.20760482e-06, 8.37475886e-06, 8.52519734e-06, 8.66059184e-06,
       8.78244676e-06, 8.89211608e-06, 8.99081837e-06, 9.07965033e-06,
       9.15959902e-06, 9.23155276e-06, 9.29631107e-06, 9.35459348e-06,
       9.40704760e-06, 9.45425626e-06, 9.49674401e-06, 9.53498295e-06]), 4180: array([5.58997149e-06, 5.87244654e-06, 6.12667391e-06, 6.35547836e-06,
       6.56140222e-06, 6.74673355e-06, 6.91353163e-06, 7.06364979e-06,
       7.19875603e-06, 7.32035156e-06, 7.42978746e-06, 7.52827969e-06,
       7.61692264e-06, 7.69670123e-06, 7.76850191e-06, 7.83312247e-06,
       7.89128093e-06, 7.94362351e-06, 7.99073180e-06, 8.03312923e-06,
       8.07128688e-06, 8.10562875e-06, 8.13653640e-06, 8.16435327e-06,
       8.18938843e-06, 8.21192007e-06, 8.23219852e-06, 8.25044911e-06]), 4185: array([5.38215540e-05, 4.28512601e-05, 3.51720509e-05, 2.97966021e-05,
       2.60337863e-05, 2.33998141e-05, 2.15560327e-05, 2.02653851e-05,
       1.93619315e-05, 1.87295136e-05, 1.82868209e-05, 1.79769359e-05,
       1.77600163e-05, 1.76081725e-05, 1.75018818e-05, 1.74274783e-05,
       1.73753958e-05, 1.73389380e-05, 1.73134176e-05, 1.72955533e-05,
       1.72830482e-05, 1.72742947e-05, 1.72681673e-05, 1.72638780e-05,
       1.72608756e-05, 1.72587738e-05, 1.72573026e-05, 1.72562728e-05]), 4190: array([9.98852953e-05, 9.28294929e-05, 8.64792688e-05, 8.07640653e-05,
       7.56203806e-05, 7.09910629e-05, 6.68246756e-05, 6.30749259e-05,
       5.97001502e-05, 5.66628510e-05, 5.39292809e-05, 5.14690671e-05,
       4.92548739e-05, 4.72620995e-05, 4.54686019e-05, 4.38544536e-05,
       4.24017197e-05, 4.10942587e-05, 3.99175435e-05, 3.88584995e-05,
       3.79053595e-05, 3.70475333e-05, 3.62754895e-05, 3.55806499e-05,
       3.49552940e-05, 3.43924735e-05, 3.38859349e-05, 3.34300501e-05]), 4195: array([0.00328946, 0.00246818, 0.00189328, 0.00149084, 0.00120912,
       0.00101192, 0.00087387, 0.00077724, 0.0007096 , 0.00066224,
       0.0006291 , 0.00060589, 0.00058965, 0.00057828, 0.00057032,
       0.00056475, 0.00056085, 0.00055812, 0.00055621, 0.00055487,
       0.00055393, 0.00055328, 0.00055282, 0.0005525 , 0.00055227,
       0.00055212, 0.00055201, 0.00055193]), 4200: array([0.01600447, 0.01500532, 0.01406952, 0.01319306, 0.01237217,
       0.01160332, 0.01088323, 0.01020879, 0.00957711, 0.00898549,
       0.00843138, 0.0079124 , 0.00742632, 0.00697107, 0.00654468,
       0.00614532, 0.00577129, 0.00542097, 0.00509286, 0.00478556,
       0.00449774, 0.00422817, 0.00397569, 0.00373922, 0.00351775,
       0.00331031, 0.00311603, 0.00293407]), 4205: array([0.01439155, 0.01448968, 0.01458781, 0.01468594, 0.01478406,
       0.01488219, 0.01498031, 0.01507842, 0.01517654, 0.01527466,
       0.01537277, 0.01547088, 0.01556898, 0.01566709, 0.01576519,
       0.01586329, 0.01596139, 0.01605949, 0.01615758, 0.01625568,
       0.01635377, 0.01645185, 0.01654994, 0.01664802, 0.0167461 ,
       0.01684418, 0.01694226, 0.01704033]), 4210: array([0.00925175, 0.00937726, 0.00950277, 0.00962828, 0.0097538 ,
       0.00987931, 0.01000482, 0.01013033, 0.01025585, 0.01038136,
       0.01050687, 0.01063238, 0.0107579 , 0.01088341, 0.01100892,
       0.01113443, 0.01125995, 0.01138546, 0.01151097, 0.01163648,
       0.011762  , 0.01188751, 0.01201302, 0.01213853, 0.01226404,
       0.01238956, 0.01251507, 0.01264058]), 4215: array([0.01512437, 0.01516449, 0.0152046 , 0.01524472, 0.01528484,
       0.01532495, 0.01536507, 0.01540518, 0.0154453 , 0.01548542,
       0.01552553, 0.01556565, 0.01560576, 0.01564587, 0.01568599,
       0.0157261 , 0.01576622, 0.01580633, 0.01584644, 0.01588656,
       0.01592667, 0.01596678, 0.0160069 , 0.01604701, 0.01608712,
       0.01612723, 0.01616734, 0.01620746]), 4220: array([0.01323325, 0.01394511, 0.01465697, 0.01536883, 0.01608068,
       0.01679254, 0.0175044 , 0.01821626, 0.01892812, 0.01963998,
       0.02035184, 0.0210637 , 0.02177555, 0.02248741, 0.02319927,
       0.02391113, 0.02462299, 0.02533485, 0.02604671, 0.02675857,
       0.02747043, 0.02818228, 0.02889414, 0.029606  , 0.03031786,
       0.03102972, 0.03174158, 0.03245344]), 4225: array([0.00051865, 0.00070862, 0.00084494, 0.00094278, 0.00101299,
       0.00106337, 0.00109953, 0.00112548, 0.0011441 , 0.00115747,
       0.00116706, 0.00117394, 0.00117888, 0.00118242, 0.00118497,
       0.00118679, 0.0011881 , 0.00118904, 0.00118972, 0.0011902 ,
       0.00119055, 0.0011908 , 0.00119098, 0.00119111, 0.0011912 ,
       0.00119126, 0.00119131, 0.00119135]), 4230: array([0.00024809, 0.00028523, 0.00032145, 0.00035677, 0.00039121,
       0.00042478, 0.00045752, 0.00048945, 0.00052058, 0.00055093,
       0.00058052, 0.00060938, 0.00063752, 0.00066496, 0.00069171,
       0.00071779, 0.00074323, 0.00076803, 0.00079221, 0.00081579,
       0.00083879, 0.00086121, 0.00088307, 0.00090438, 0.00092516,
       0.00094543, 0.00096519, 0.00098446]), 4235: array([8.84258343e-05, 9.46394925e-05, 1.00728576e-04, 1.06695584e-04,
       1.12542962e-04, 1.18273109e-04, 1.23888375e-04, 1.29391064e-04,
       1.34783433e-04, 1.40067693e-04, 1.45246012e-04, 1.50320513e-04,
       1.55293279e-04, 1.60166348e-04, 1.64941720e-04, 1.69621353e-04,
       1.74207167e-04, 1.78701042e-04, 1.83104822e-04, 1.87420313e-04,
       1.91649285e-04, 1.95793472e-04, 1.99854575e-04, 2.03834260e-04,
       2.07734157e-04, 2.11555868e-04, 2.15300960e-04, 2.18970968e-04]), 4240: array([3.73763969e-05, 4.11044034e-05, 4.37140000e-05, 4.55407120e-05,
       4.68194064e-05, 4.77144898e-05, 4.83410463e-05, 4.87796345e-05,
       4.90866452e-05, 4.93015521e-05, 4.94519865e-05, 4.95572902e-05,
       4.96310026e-05, 4.96826011e-05, 4.97187200e-05, 4.97440031e-05,
       4.97617012e-05, 4.97740899e-05, 4.97827619e-05, 4.97888323e-05,
       4.97930816e-05, 4.97960560e-05, 4.97981382e-05, 4.97995957e-05,
       4.98006159e-05, 4.98013301e-05, 4.98018300e-05, 4.98021799e-05]), 4245: array([3.09351623e-05, 3.34531246e-05, 3.47121135e-05, 3.53416119e-05,
       3.56563630e-05, 3.58137395e-05, 3.58924283e-05, 3.59317729e-05,
       3.59514453e-05, 3.59612816e-05, 3.59661998e-05, 3.59686589e-05,
       3.59698884e-05, 3.59705032e-05, 3.59708106e-05, 3.59709643e-05,
       3.59710412e-05, 3.59710796e-05, 3.59710988e-05, 3.59711084e-05,
       3.59711132e-05, 3.59711156e-05, 3.59711168e-05, 3.59711174e-05,
       3.59711177e-05, 3.59711179e-05, 3.59711179e-05, 3.59711180e-05]), 4250: array([6.24011760e-05, 5.55786841e-05, 5.08029346e-05, 4.74599062e-05,
       4.51197838e-05, 4.34816963e-05, 4.23350338e-05, 4.15323692e-05,
       4.09705033e-05, 4.05771968e-05, 4.03018819e-05, 4.01091613e-05,
       3.99742567e-05, 3.98798234e-05, 3.98137200e-05, 3.97674476e-05,
       3.97350568e-05, 3.97123833e-05, 3.96965118e-05, 3.96854017e-05,
       3.96776247e-05, 3.96721807e-05, 3.96683700e-05, 3.96657024e-05,
       3.96638352e-05, 3.96625281e-05, 3.96616131e-05, 3.96609726e-05]), 4255: array([5.05940637e-05, 5.06199144e-05, 5.06328398e-05, 5.06393025e-05,
       5.06425339e-05, 5.06441496e-05, 5.06449574e-05, 5.06453614e-05,
       5.06455633e-05, 5.06456643e-05, 5.06457148e-05, 5.06457401e-05,
       5.06457527e-05, 5.06457590e-05, 5.06457621e-05, 5.06457637e-05,
       5.06457645e-05, 5.06457649e-05, 5.06457651e-05, 5.06457652e-05,
       5.06457653e-05, 5.06457653e-05, 5.06457653e-05, 5.06457653e-05,
       5.06457653e-05, 5.06457653e-05, 5.06457653e-05, 5.06457653e-05]), 4260: array([4.63100190e-05, 4.99077337e-05, 5.24261197e-05, 5.41889800e-05,
       5.54229752e-05, 5.62867669e-05, 5.68914177e-05, 5.73146709e-05,
       5.76109464e-05, 5.78183381e-05, 5.79635115e-05, 5.80651322e-05,
       5.81362664e-05, 5.81860600e-05, 5.82209153e-05, 5.82453139e-05,
       5.82623929e-05, 5.82743480e-05, 5.82827166e-05, 5.82885746e-05,
       5.82926751e-05, 5.82955455e-05, 5.82975548e-05, 5.82989612e-05,
       5.82999458e-05, 5.83006349e-05, 5.83011173e-05, 5.83014550e-05]), 4265: array([2.01513119e-05, 2.23937456e-05, 2.35149610e-05, 2.40755681e-05,
       2.43558713e-05, 2.44960227e-05, 2.45660983e-05, 2.46011361e-05,
       2.46186549e-05, 2.46274143e-05, 2.46317940e-05, 2.46339839e-05,
       2.46350788e-05, 2.46356263e-05, 2.46359000e-05, 2.46360369e-05,
       2.46361053e-05, 2.46361395e-05, 2.46361566e-05, 2.46361652e-05,
       2.46361695e-05, 2.46361716e-05, 2.46361727e-05, 2.46361732e-05,
       2.46361735e-05, 2.46361736e-05, 2.46361737e-05, 2.46361737e-05]), 4270: array([8.77751292e-06, 1.04575262e-05, 1.12975346e-05, 1.17175396e-05,
       1.19275425e-05, 1.20325442e-05, 1.20850451e-05, 1.21112956e-05,
       1.21244209e-05, 1.21309836e-05, 1.21342649e-05, 1.21359056e-05,
       1.21367259e-05, 1.21371361e-05, 1.21373412e-05, 1.21374437e-05,
       1.21374950e-05, 1.21375206e-05, 1.21375334e-05, 1.21375398e-05,
       1.21375430e-05, 1.21375446e-05, 1.21375454e-05, 1.21375458e-05,
       1.21375460e-05, 1.21375461e-05, 1.21375462e-05, 1.21375462e-05]), 4275: array([5.55628294e-05, 3.86916007e-05, 3.02559695e-05, 2.60381455e-05,
       2.39292292e-05, 2.28747690e-05, 2.23475379e-05, 2.20839217e-05,
       2.19521134e-05, 2.18862091e-05, 2.18532569e-05, 2.18367808e-05,
       2.18285427e-05, 2.18244236e-05, 2.18223641e-05, 2.18213343e-05,
       2.18208195e-05, 2.18205620e-05, 2.18204333e-05, 2.18203689e-05,
       2.18203368e-05, 2.18203207e-05, 2.18203126e-05, 2.18203086e-05,
       2.18203066e-05, 2.18203056e-05, 2.18203051e-05, 2.18203048e-05]), 4280: array([8.39366550e-05, 7.20237684e-05, 6.36847324e-05, 5.78473966e-05,
       5.37612540e-05, 5.09009489e-05, 4.88987317e-05, 4.74971771e-05,
       4.65160870e-05, 4.58293227e-05, 4.53485869e-05, 4.50120711e-05,
       4.47765097e-05, 4.46116164e-05, 4.44961908e-05, 4.44153928e-05,
       4.43588341e-05, 4.43192429e-05, 4.42915290e-05, 4.42721293e-05,
       4.42585494e-05, 4.42490435e-05, 4.42423894e-05, 4.42377315e-05,
       4.42344709e-05, 4.42321885e-05, 4.42305909e-05, 4.42294725e-05]), 4285: array([9.02912540e-05, 7.73893221e-05, 7.03346191e-05, 6.64771477e-05,
       6.43679043e-05, 6.32145820e-05, 6.25839519e-05, 6.22391270e-05,
       6.20505786e-05, 6.19474815e-05, 6.18911086e-05, 6.18602842e-05,
       6.18434296e-05, 6.18342136e-05, 6.18291743e-05, 6.18264189e-05,
       6.18249122e-05, 6.18240884e-05, 6.18236379e-05, 6.18233916e-05,
       6.18232569e-05, 6.18231833e-05, 6.18231430e-05, 6.18231210e-05,
       6.18231090e-05, 6.18231024e-05, 6.18230988e-05, 6.18230968e-05]), 4290: array([3.77544133e-05, 4.04377465e-05, 4.28527260e-05, 4.50261890e-05,
       4.69822893e-05, 4.87427645e-05, 5.03271788e-05, 5.17531397e-05,
       5.30364935e-05, 5.41915022e-05, 5.52310012e-05, 5.61665424e-05,
       5.70085223e-05, 5.77662978e-05, 5.84482900e-05, 5.90620778e-05,
       5.96144821e-05, 6.01116418e-05, 6.05590817e-05, 6.09617742e-05,
       6.13241944e-05, 6.16503698e-05, 6.19439252e-05, 6.22081228e-05,
       6.24458986e-05, 6.26598950e-05, 6.28524902e-05, 6.30258244e-05]), 4295: array([2.14181226e-05, 2.36963968e-05, 2.57468381e-05, 2.75922305e-05,
       2.92530792e-05, 3.07478390e-05, 3.20931194e-05, 3.33038685e-05,
       3.43935398e-05, 3.53742413e-05, 3.62568704e-05, 3.70512345e-05,
       3.77661603e-05, 3.84095918e-05, 3.89886786e-05, 3.95098554e-05,
       3.99789132e-05, 4.04010642e-05, 4.07809990e-05, 4.11229395e-05,
       4.14306851e-05, 4.17076554e-05, 4.19569280e-05, 4.21812727e-05,
       4.23831825e-05, 4.25649008e-05, 4.27284468e-05, 4.28756379e-05]), 4300: array([1.57794389e-05, 1.53134160e-05, 1.49871999e-05, 1.47588486e-05,
       1.45990027e-05, 1.44871104e-05, 1.44087859e-05, 1.43539587e-05,
       1.43155796e-05, 1.42887143e-05, 1.42699085e-05, 1.42567445e-05,
       1.42475297e-05, 1.42410793e-05, 1.42365640e-05, 1.42334033e-05,
       1.42311908e-05, 1.42296421e-05, 1.42285580e-05, 1.42277991e-05,
       1.42272679e-05, 1.42268960e-05, 1.42266357e-05, 1.42264535e-05,
       1.42263260e-05, 1.42262367e-05, 1.42261742e-05, 1.42261305e-05]), 4305: array([1.91852156e-05, 1.85331959e-05, 1.79463779e-05, 1.74182414e-05,
       1.69429182e-05, 1.65151271e-05, 1.61301150e-05, 1.57836038e-05,
       1.54717436e-05, 1.51910692e-05, 1.49384622e-05, 1.47111157e-05,
       1.45065038e-05, 1.43223529e-05, 1.41566171e-05, 1.40074547e-05,
       1.38732085e-05, 1.37523869e-05, 1.36436474e-05, 1.35457817e-05,
       1.34577026e-05, 1.33784314e-05, 1.33070872e-05, 1.32428774e-05,
       1.31850886e-05, 1.31330786e-05, 1.30862696e-05, 1.30441414e-05]), 4310: array([1.44438270e-05, 1.47571718e-05, 1.49138474e-05, 1.49921868e-05,
       1.50313573e-05, 1.50509430e-05, 1.50607360e-05, 1.50656326e-05,
       1.50680810e-05, 1.50693052e-05, 1.50699173e-05, 1.50702234e-05,
       1.50703764e-05, 1.50704529e-05, 1.50704912e-05, 1.50705103e-05,
       1.50705199e-05, 1.50705247e-05, 1.50705270e-05, 1.50705282e-05,
       1.50705288e-05, 1.50705291e-05, 1.50705293e-05, 1.50705294e-05,
       1.50705294e-05, 1.50705294e-05, 1.50705294e-05, 1.50705294e-05]), 4315: array([1.05697906e-05, 1.20992860e-05, 1.31699312e-05, 1.39193817e-05,
       1.44439963e-05, 1.48112260e-05, 1.50682864e-05, 1.52482284e-05,
       1.53741876e-05, 1.54623590e-05, 1.55240788e-05, 1.55672826e-05,
       1.55975253e-05, 1.56186951e-05, 1.56335139e-05, 1.56438871e-05,
       1.56511483e-05, 1.56562312e-05, 1.56597891e-05, 1.56622797e-05,
       1.56640231e-05, 1.56652435e-05, 1.56660978e-05, 1.56666958e-05,
       1.56671144e-05, 1.56674074e-05, 1.56676125e-05, 1.56677561e-05]), 4320: array([9.40700280e-06, 1.02278446e-05, 1.06382658e-05, 1.08434766e-05,
       1.09460821e-05, 1.09973849e-05, 1.10230363e-05, 1.10358620e-05,
       1.10422749e-05, 1.10454813e-05, 1.10470846e-05, 1.10478862e-05,
       1.10482870e-05, 1.10484874e-05, 1.10485876e-05, 1.10486377e-05,
       1.10486627e-05, 1.10486753e-05, 1.10486815e-05, 1.10486847e-05,
       1.10486862e-05, 1.10486870e-05, 1.10486874e-05, 1.10486876e-05,
       1.10486877e-05, 1.10486877e-05, 1.10486878e-05, 1.10486878e-05]), 4325: array([5.31414790e-06, 6.15482882e-06, 6.57516952e-06, 6.78533999e-06,
       6.89042529e-06, 6.94296796e-06, 6.96923932e-06, 6.98237500e-06,
       6.98894285e-06, 6.99222677e-06, 6.99386874e-06, 6.99468972e-06,
       6.99510021e-06, 6.99530546e-06, 6.99540808e-06, 6.99545939e-06,
       6.99548505e-06, 6.99549787e-06, 6.99550429e-06, 6.99550750e-06,
       6.99550910e-06, 6.99550990e-06, 6.99551030e-06, 6.99551050e-06,
       6.99551060e-06, 6.99551065e-06, 6.99551068e-06, 6.99551069e-06]), 4330: array([5.84962519e-06, 6.71677551e-06, 7.15035083e-06, 7.36713857e-06,
       7.47553248e-06, 7.52972945e-06, 7.55682795e-06, 7.57037720e-06,
       7.57715183e-06, 7.58053915e-06, 7.58223281e-06, 7.58307964e-06,
       7.58350305e-06, 7.58371476e-06, 7.58382061e-06, 7.58387354e-06,
       7.58390000e-06, 7.58391324e-06, 7.58391985e-06, 7.58392316e-06,
       7.58392481e-06, 7.58392564e-06, 7.58392605e-06, 7.58392626e-06,
       7.58392636e-06, 7.58392642e-06, 7.58392644e-06, 7.58392645e-06]), 4335: array([6.31739946e-06, 6.82658852e-06, 7.18302088e-06, 7.43252354e-06,
       7.60717540e-06, 7.72943171e-06, 7.81501113e-06, 7.87491672e-06,
       7.91685064e-06, 7.94620439e-06, 7.96675201e-06, 7.98113534e-06,
       7.99120368e-06, 7.99825151e-06, 8.00318499e-06, 8.00663843e-06,
       8.00905584e-06, 8.01074803e-06, 8.01193256e-06, 8.01276173e-06,
       8.01334215e-06, 8.01374844e-06, 8.01403285e-06, 8.01423193e-06,
       8.01437129e-06, 8.01446884e-06, 8.01453713e-06, 8.01458493e-06]), 4340: array([3.98895716e-06, 3.39270403e-06, 3.09457744e-06, 2.94551412e-06,
       2.87098246e-06, 2.83371662e-06, 2.81508370e-06, 2.80576724e-06,
       2.80110901e-06, 2.79877989e-06, 2.79761534e-06, 2.79703306e-06,
       2.79674192e-06, 2.79659635e-06, 2.79652356e-06, 2.79648717e-06,
       2.79646897e-06, 2.79645988e-06, 2.79645533e-06, 2.79645305e-06,
       2.79645192e-06, 2.79645135e-06, 2.79645106e-06, 2.79645092e-06,
       2.79645085e-06, 2.79645081e-06, 2.79645080e-06, 2.79645079e-06]), 4345: array([1.58329487e-06, 1.81500851e-06, 1.93086534e-06, 1.98879376e-06,
       2.01775797e-06, 2.03224008e-06, 2.03948114e-06, 2.04310166e-06,
       2.04491193e-06, 2.04581706e-06, 2.04626963e-06, 2.04649591e-06,
       2.04660905e-06, 2.04666562e-06, 2.04669391e-06, 2.04670805e-06,
       2.04671512e-06, 2.04671866e-06, 2.04672042e-06, 2.04672131e-06,
       2.04672175e-06, 2.04672197e-06, 2.04672208e-06, 2.04672214e-06,
       2.04672216e-06, 2.04672218e-06, 2.04672219e-06, 2.04672219e-06]), 4350: array([1.40437809e-04, 1.29810305e-04, 1.20245549e-04, 1.11637267e-04,
       1.03889812e-04, 9.69171010e-05, 9.06416601e-05, 8.49937622e-05,
       7.99106532e-05, 7.53358543e-05, 7.12185345e-05, 6.75129460e-05,
       6.41779157e-05, 6.11763879e-05, 5.84750124e-05, 5.60437741e-05,
       5.38556591e-05, 5.18863553e-05, 5.01139816e-05, 4.85188449e-05,
       4.70832216e-05, 4.57911604e-05, 4.46283052e-05, 4.35817352e-05,
       4.26398221e-05, 4.17921002e-05, 4.10291503e-05, 4.03424952e-05]), 4355: array([2.51303682e-04, 2.33964574e-04, 2.18359354e-04, 2.04314636e-04,
       1.91674373e-04, 1.80298120e-04, 1.70059478e-04, 1.60844688e-04,
       1.52551364e-04, 1.45087363e-04, 1.38369752e-04, 1.32323894e-04,
       1.26882615e-04, 1.21985456e-04, 1.17578007e-04, 1.13611297e-04,
       1.10041254e-04, 1.06828210e-04, 1.03936466e-04, 1.01333894e-04,
       9.89915748e-05, 9.68834849e-05, 9.49862014e-05, 9.32786438e-05,
       9.17418399e-05, 9.03587144e-05, 8.91138997e-05, 8.79935649e-05]), 4360: array([0.0001845 , 0.00016048, 0.00014367, 0.0001319 , 0.00012366,
       0.00011789, 0.00011386, 0.00011103, 0.00010905, 0.00010767,
       0.0001067 , 0.00010602, 0.00010554, 0.00010521, 0.00010498,
       0.00010481, 0.0001047 , 0.00010462, 0.00010456, 0.00010452,
       0.0001045 , 0.00010448, 0.00010446, 0.00010445, 0.00010445,
       0.00010444, 0.00010444, 0.00010444]), 4365: array([6.84593963e-05, 7.99240213e-05, 8.56564485e-05, 8.85227193e-05,
       8.99558835e-05, 9.06724798e-05, 9.10307852e-05, 9.12099415e-05,
       9.12995214e-05, 9.13443122e-05, 9.13667081e-05, 9.13779063e-05,
       9.13835055e-05, 9.13863051e-05, 9.13877050e-05, 9.13884049e-05,
       9.13887549e-05, 9.13889299e-05, 9.13890174e-05, 9.13890611e-05,
       9.13890830e-05, 9.13890940e-05, 9.13890994e-05, 9.13891022e-05,
       9.13891035e-05, 9.13891042e-05, 9.13891045e-05, 9.13891047e-05]), 4370: array([7.49320335e-05, 7.42924642e-05, 7.38467820e-05, 7.35362095e-05,
       7.33197879e-05, 7.31689751e-05, 7.30638816e-05, 7.29906474e-05,
       7.29396144e-05, 7.29040522e-05, 7.28792707e-05, 7.28620019e-05,
       7.28499681e-05, 7.28415824e-05, 7.28357388e-05, 7.28316668e-05,
       7.28288291e-05, 7.28268518e-05, 7.28254738e-05, 7.28245136e-05,
       7.28238445e-05, 7.28233782e-05, 7.28230533e-05, 7.28228269e-05,
       7.28226691e-05, 7.28225592e-05, 7.28224825e-05, 7.28224292e-05]), 4375: array([4.48387848e-05, 4.74048017e-05, 4.92010188e-05, 5.04583744e-05,
       5.13385259e-05, 5.19546337e-05, 5.23859104e-05, 5.26878050e-05,
       5.28991318e-05, 5.30470610e-05, 5.31506118e-05, 5.32230975e-05,
       5.32738377e-05, 5.33093559e-05, 5.33342187e-05, 5.33516228e-05,
       5.33638056e-05, 5.33723336e-05, 5.33783033e-05, 5.33824820e-05,
       5.33854072e-05, 5.33874548e-05, 5.33888881e-05, 5.33898914e-05,
       5.33905937e-05, 5.33910854e-05, 5.33914295e-05, 5.33916704e-05]), 4380: array([4.38022288e-05, 5.07507901e-05, 5.42250915e-05, 5.59622527e-05,
       5.68308385e-05, 5.72651340e-05, 5.74822831e-05, 5.75908582e-05,
       5.76451462e-05, 5.76722903e-05, 5.76858624e-05, 5.76926485e-05,
       5.76960416e-05, 5.76977382e-05, 5.76985864e-05, 5.76990106e-05,
       5.76992226e-05, 5.76993287e-05, 5.76993817e-05, 5.76994082e-05,
       5.76994215e-05, 5.76994281e-05, 5.76994314e-05, 5.76994331e-05,
       5.76994339e-05, 5.76994343e-05, 5.76994345e-05, 5.76994346e-05]), 4385: array([0.00038818, 0.00032028, 0.00027275, 0.00023948, 0.00021619,
       0.00019989, 0.00018848, 0.00018049, 0.0001749 , 0.00017098,
       0.00016824, 0.00016632, 0.00016498, 0.00016404, 0.00016338,
       0.00016292, 0.0001626 , 0.00016238, 0.00016222, 0.00016211,
       0.00016203, 0.00016198, 0.00016194, 0.00016191, 0.00016189,
       0.00016188, 0.00016187, 0.00016186]), 4390: array([0.00033629, 0.00032653, 0.00031863, 0.00031223, 0.00030706,
       0.00030287, 0.00029948, 0.00029674, 0.00029452, 0.00029272,
       0.00029127, 0.00029009, 0.00028914, 0.00028837, 0.00028775,
       0.00028724, 0.00028683, 0.0002865 , 0.00028624, 0.00028602,
       0.00028584, 0.0002857 , 0.00028559, 0.00028549, 0.00028542,
       0.00028536, 0.00028531, 0.00028527]), 4395: array([0.00014424, 0.00015786, 0.00016739, 0.00017406, 0.00017873,
       0.000182  , 0.00018428, 0.00018588, 0.00018701, 0.00018779,
       0.00018834, 0.00018872, 0.00018899, 0.00018918, 0.00018931,
       0.0001894 , 0.00018947, 0.00018951, 0.00018955, 0.00018957,
       0.00018958, 0.00018959, 0.0001896 , 0.00018961, 0.00018961,
       0.00018961, 0.00018962, 0.00018962]), 4400: array([8.73071722e-05, 8.84891269e-05, 8.91288253e-05, 8.94750433e-05,
       8.96624237e-05, 8.97638378e-05, 8.98187253e-05, 8.98484315e-05,
       8.98645091e-05, 8.98732107e-05, 8.98779201e-05, 8.98804690e-05,
       8.98818485e-05, 8.98825951e-05, 8.98829992e-05, 8.98832179e-05,
       8.98833362e-05, 8.98834003e-05, 8.98834349e-05, 8.98834537e-05,
       8.98834639e-05, 8.98834694e-05, 8.98834723e-05, 8.98834739e-05,
       8.98834748e-05, 8.98834753e-05, 8.98834755e-05, 8.98834757e-05]), 4405: array([4.97584170e-05, 5.69859186e-05, 6.20451308e-05, 6.55865520e-05,
       6.80655278e-05, 6.98007975e-05, 7.10154769e-05, 7.18657459e-05,
       7.24609297e-05, 7.28775551e-05, 7.31691906e-05, 7.33733340e-05,
       7.35162332e-05, 7.36162618e-05, 7.36862814e-05, 7.37352947e-05,
       7.37696037e-05, 7.37936199e-05, 7.38104310e-05, 7.38221988e-05,
       7.38304361e-05, 7.38362022e-05, 7.38402385e-05, 7.38430638e-05,
       7.38450415e-05, 7.38464259e-05, 7.38473950e-05, 7.38480733e-05]), 4410: array([1.08760569e-04, 8.69115709e-05, 7.59870429e-05, 7.05247643e-05,
       6.77936178e-05, 6.64280409e-05, 6.57452507e-05, 6.54038546e-05,
       6.52331562e-05, 6.51478067e-05, 6.51051319e-05, 6.50837944e-05,
       6.50731256e-05, 6.50677912e-05, 6.50651240e-05, 6.50637904e-05,
       6.50631236e-05, 6.50627902e-05, 6.50626235e-05, 6.50625401e-05,
       6.50624985e-05, 6.50624776e-05, 6.50624672e-05, 6.50624620e-05,
       6.50624594e-05, 6.50624581e-05, 6.50624574e-05, 6.50624571e-05]), 4415: array([0.00019332, 0.00016665, 0.00014797, 0.0001349 , 0.00012574,
       0.00011934, 0.00011485, 0.00011171, 0.00010951, 0.00010797,
       0.00010689, 0.00010613, 0.00010561, 0.00010524, 0.00010498,
       0.0001048 , 0.00010467, 0.00010458, 0.00010452, 0.00010447,
       0.00010444, 0.00010442, 0.00010441, 0.0001044 , 0.00010439,
       0.00010438, 0.00010438, 0.00010438]), 4420: array([0.00026323, 0.0002156 , 0.00019178, 0.00017987, 0.00017392,
       0.00017094, 0.00016945, 0.00016871, 0.00016834, 0.00016815,
       0.00016806, 0.00016801, 0.00016799, 0.00016798, 0.00016797,
       0.00016797, 0.00016797, 0.00016796, 0.00016796, 0.00016796,
       0.00016796, 0.00016796, 0.00016796, 0.00016796, 0.00016796,
       0.00016796, 0.00016796, 0.00016796]), 4425: array([0.00024912, 0.00024869, 0.00024837, 0.00024814, 0.00024797,
       0.00024784, 0.00024775, 0.00024769, 0.00024764, 0.0002476 ,
       0.00024757, 0.00024756, 0.00024754, 0.00024753, 0.00024752,
       0.00024752, 0.00024751, 0.00024751, 0.00024751, 0.00024751,
       0.00024751, 0.0002475 , 0.0002475 , 0.0002475 , 0.0002475 ,
       0.0002475 , 0.0002475 , 0.0002475 ]), 4430: array([0.00012778, 0.00014603, 0.00015881, 0.00016776, 0.00017402,
       0.00017841, 0.00018148, 0.00018363, 0.00018513, 0.00018619,
       0.00018693, 0.00018744, 0.0001878 , 0.00018806, 0.00018824,
       0.00018836, 0.00018845, 0.00018851, 0.00018855, 0.00018858,
       0.0001886 , 0.00018861, 0.00018863, 0.00018863, 0.00018864,
       0.00018864, 0.00018864, 0.00018865]), 4435: array([6.74034412e-05, 7.64244934e-05, 8.09350360e-05, 8.31903156e-05,
       8.43179595e-05, 8.48817835e-05, 8.51636966e-05, 8.53046536e-05,
       8.53751324e-05, 8.54103719e-05, 8.54279917e-05, 8.54368017e-05,
       8.54412066e-05, 8.54434091e-05, 8.54445104e-05, 8.54450610e-05,
       8.54453363e-05, 8.54454740e-05, 8.54455428e-05, 8.54455772e-05,
       8.54455945e-05, 8.54456031e-05, 8.54456074e-05, 8.54456095e-05,
       8.54456106e-05, 8.54456111e-05, 8.54456114e-05, 8.54456115e-05]), 4440: array([0.00032841, 0.00027126, 0.00023126, 0.00020326, 0.00018365,
       0.00016993, 0.00016033, 0.00015361, 0.0001489 , 0.0001456 ,
       0.0001433 , 0.00014168, 0.00014055, 0.00013976, 0.00013921,
       0.00013882, 0.00013855, 0.00013836, 0.00013823, 0.00013813,
       0.00013807, 0.00013802, 0.00013799, 0.00013797, 0.00013795,
       0.00013794, 0.00013794, 0.00013793]), 4445: array([0.00041646, 0.00036341, 0.00032627, 0.00030028, 0.00028208,
       0.00026934, 0.00026042, 0.00025418, 0.00024981, 0.00024675,
       0.00024461, 0.00024311, 0.00024206, 0.00024133, 0.00024082,
       0.00024046, 0.0002402 , 0.00024003, 0.0002399 , 0.00023982,
       0.00023976, 0.00023971, 0.00023969, 0.00023966, 0.00023965,
       0.00023964, 0.00023963, 0.00023963]), 4450: array([0.00015837, 0.00018111, 0.00019702, 0.00020816, 0.00021596,
       0.00022142, 0.00022524, 0.00022791, 0.00022978, 0.00023109,
       0.00023201, 0.00023265, 0.0002331 , 0.00023341, 0.00023363,
       0.00023379, 0.0002339 , 0.00023397, 0.00023402, 0.00023406,
       0.00023409, 0.00023411, 0.00023412, 0.00023413, 0.00023413,
       0.00023414, 0.00023414, 0.00023414]), 4455: array([0.00011847, 0.0001242 , 0.00012936, 0.00013401, 0.00013818,
       0.00014194, 0.00014533, 0.00014838, 0.00015112, 0.00015358,
       0.0001558 , 0.0001578 , 0.0001596 , 0.00016122, 0.00016267,
       0.00016399, 0.00016517, 0.00016623, 0.00016718, 0.00016804,
       0.00016882, 0.00016951, 0.00017014, 0.0001707 , 0.00017121,
       0.00017167, 0.00017208, 0.00017245]), 4460: array([4.47762757e-05, 5.19697036e-05, 5.70050904e-05, 6.05298522e-05,
       6.29971793e-05, 6.47243038e-05, 6.59332880e-05, 6.67795748e-05,
       6.73719740e-05, 6.77866524e-05, 6.80769266e-05, 6.82801180e-05,
       6.84223516e-05, 6.85219149e-05, 6.85916090e-05, 6.86403948e-05,
       6.86745447e-05, 6.86984496e-05, 6.87151830e-05, 6.87268963e-05,
       6.87350957e-05, 6.87408352e-05, 6.87448528e-05, 6.87476652e-05,
       6.87496338e-05, 6.87510118e-05, 6.87519765e-05, 6.87526517e-05]), 4465: array([1.44649403e-05, 1.66725702e-05, 1.77763990e-05, 1.83283204e-05,
       1.86042845e-05, 1.87422684e-05, 1.88112611e-05, 1.88457580e-05,
       1.88630066e-05, 1.88716310e-05, 1.88759433e-05, 1.88780994e-05,
       1.88791775e-05, 1.88797166e-05, 1.88799861e-05, 1.88801209e-05,
       1.88801883e-05, 1.88802220e-05, 1.88802388e-05, 1.88802472e-05,
       1.88802515e-05, 1.88802536e-05, 1.88802546e-05, 1.88802551e-05,
       1.88802554e-05, 1.88802555e-05, 1.88802556e-05, 1.88802556e-05]), 4470: array([5.48334494e-05, 4.08689239e-05, 3.38866472e-05, 3.03955018e-05,
       2.86499257e-05, 2.77771358e-05, 2.73407400e-05, 2.71225417e-05,
       2.70134423e-05, 2.69588925e-05, 2.69316176e-05, 2.69179801e-05,
       2.69111613e-05, 2.69077519e-05, 2.69060472e-05, 2.69051949e-05,
       2.69047687e-05, 2.69045556e-05, 2.69044491e-05, 2.69043958e-05,
       2.69043691e-05, 2.69043558e-05, 2.69043492e-05, 2.69043458e-05,
       2.69043442e-05, 2.69043433e-05, 2.69043429e-05, 2.69043427e-05]), 4475: array([0.00213008, 0.00195947, 0.00180593, 0.00166774, 0.00154336,
       0.00143143, 0.00133069, 0.00124002, 0.00115842, 0.00108498,
       0.00101888, 0.00095939, 0.00090585, 0.00085767, 0.0008143 ,
       0.00077527, 0.00074014, 0.00070853, 0.00068007, 0.00065446,
       0.00063142, 0.00061067, 0.00059201, 0.0005752 , 0.00056008,
       0.00054647, 0.00053423, 0.0005232 ]), 4480: array([0.00609007, 0.00610071, 0.00611134, 0.00612198, 0.00613262,
       0.00614326, 0.00615389, 0.00616453, 0.00617517, 0.00618581,
       0.00619644, 0.00620708, 0.00621772, 0.00622836, 0.006239  ,
       0.00624963, 0.00626027, 0.00627091, 0.00628155, 0.00629218,
       0.00630282, 0.00631346, 0.0063241 , 0.00633474, 0.00634537,
       0.00635601, 0.00636665, 0.00637729]), 4485: array([0.00336223, 0.00314189, 0.00294551, 0.00277048, 0.00261449,
       0.00247545, 0.00235154, 0.00224109, 0.00214266, 0.00205493,
       0.00197674, 0.00190705, 0.00184493, 0.00178957, 0.00174023,
       0.00169626, 0.00165707, 0.00162213, 0.001591  , 0.00156325,
       0.00153852, 0.00151648, 0.00149683, 0.00147932, 0.00146372,
       0.00144981, 0.00143741, 0.00142636]), 4490: array([0.00102058, 0.00109693, 0.00113734, 0.00115873, 0.00117004,
       0.00117603, 0.0011792 , 0.00118088, 0.00118177, 0.00118224,
       0.00118248, 0.00118262, 0.00118269, 0.00118272, 0.00118274,
       0.00118275, 0.00118276, 0.00118276, 0.00118276, 0.00118276,
       0.00118276, 0.00118276, 0.00118276, 0.00118276, 0.00118276,
       0.00118276, 0.00118276, 0.00118276]), 4495: array([0.00065725, 0.0008957 , 0.00099103, 0.00102914, 0.00104438,
       0.00105047, 0.00105291, 0.00105388, 0.00105427, 0.00105443,
       0.00105449, 0.00105451, 0.00105452, 0.00105453, 0.00105453,
       0.00105453, 0.00105453, 0.00105453, 0.00105453, 0.00105453,
       0.00105453, 0.00105453, 0.00105453, 0.00105453, 0.00105453,
       0.00105453, 0.00105453, 0.00105453]), 4500: array([0.00010963, 0.00011713, 0.00012463, 0.00013214, 0.00013964,
       0.00014714, 0.00015464, 0.00016214, 0.00016965, 0.00017715,
       0.00018465, 0.00019215, 0.00019965, 0.00020715, 0.00021465,
       0.00022215, 0.00022966, 0.00023716, 0.00024466, 0.00025216,
       0.00025966, 0.00026716, 0.00027466, 0.00028216, 0.00028966,
       0.00029716, 0.00030466, 0.00031216]), 4505: array([0.00058962, 0.00061188, 0.00063389, 0.00065563, 0.00067711,
       0.00069833, 0.0007193 , 0.00074002, 0.00076049, 0.00078072,
       0.0008007 , 0.00082045, 0.00083996, 0.00085924, 0.00087829,
       0.00089711, 0.00091571, 0.00093408, 0.00095224, 0.00097018,
       0.0009879 , 0.00100541, 0.00102272, 0.00103981, 0.00105671,
       0.0010734 , 0.00108989, 0.00110618]), 4510: array([2.47841538e-08, 2.47974642e-08, 2.48107745e-08, 2.48240847e-08,
       2.48373947e-08, 2.48507046e-08, 2.48640144e-08, 2.48773240e-08,
       2.48906335e-08, 2.49039429e-08, 2.49172521e-08, 2.49305612e-08,
       2.49438702e-08, 2.49571790e-08, 2.49704877e-08, 2.49837962e-08,
       2.49971046e-08, 2.50104129e-08, 2.50237210e-08, 2.50370291e-08,
       2.50503369e-08, 2.50636447e-08, 2.50769523e-08, 2.50902597e-08,
       2.51035671e-08, 2.51168743e-08, 2.51301813e-08, 2.51434883e-08]), 4515: array([9.05465495e-05, 1.81021966e-04, 2.71497382e-04, 3.61972798e-04,
       4.52448215e-04, 5.42923631e-04, 6.33399047e-04, 7.23874463e-04,
       8.14349880e-04, 9.04825296e-04, 9.95300712e-04, 1.08577613e-03,
       1.17625154e-03, 1.26672696e-03, 1.35720238e-03, 1.44767779e-03,
       1.53815321e-03, 1.62862863e-03, 1.71910404e-03, 1.80957946e-03,
       1.90005487e-03, 1.99053029e-03, 2.08100571e-03, 2.17148112e-03,
       2.26195654e-03, 2.35243196e-03, 2.44290737e-03, 2.53338279e-03]), 4520: array([0.00325493, 0.00264722, 0.00225238, 0.00199584, 0.00182917,
       0.00172088, 0.00165052, 0.0016048 , 0.0015751 , 0.0015558 ,
       0.00154326, 0.00153512, 0.00152983, 0.00152639, 0.00152415,
       0.0015227 , 0.00152176, 0.00152114, 0.00152075, 0.00152049,
       0.00152032, 0.00152021, 0.00152014, 0.00152009, 0.00152006,
       0.00152004, 0.00152003, 0.00152002]), 4525: array([0.00903943, 0.0092078 , 0.00937617, 0.00954454, 0.00971291,
       0.00988129, 0.01004966, 0.01021803, 0.0103864 , 0.01055477,
       0.01072314, 0.01089151, 0.01105988, 0.01122825, 0.01139662,
       0.01156499, 0.01173336, 0.01190173, 0.0120701 , 0.01223847,
       0.01240684, 0.01257521, 0.01274358, 0.01291195, 0.01308032,
       0.01324869, 0.01341706, 0.01358544]), 4530: array([0.00027397, 0.00045529, 0.0006366 , 0.00081792, 0.00099923,
       0.00118055, 0.00136186, 0.00154318, 0.00172449, 0.00190581,
       0.00208712, 0.00226844, 0.00244975, 0.00263107, 0.00281238,
       0.00299369, 0.00317501, 0.00335632, 0.00353764, 0.00371895,
       0.00390027, 0.00408158, 0.0042629 , 0.00444421, 0.00462553,
       0.00480684, 0.00498816, 0.00516947]), 4535: array([0.00025618, 0.00027379, 0.00029105, 0.00030796, 0.00032453,
       0.00034076, 0.00035668, 0.00037227, 0.00038755, 0.00040252,
       0.0004172 , 0.00043158, 0.00044567, 0.00045948, 0.00047301,
       0.00048627, 0.00049927, 0.000512  , 0.00052448, 0.00053671,
       0.0005487 , 0.00056044, 0.00057195, 0.00058323, 0.00059428,
       0.00060511, 0.00061572, 0.00062612]), 4540: array([0.00268453, 0.00225871, 0.00191954, 0.00164939, 0.00143422,
       0.00126282, 0.00112631, 0.00101757, 0.00093096, 0.00086198,
       0.00080703, 0.00076326, 0.0007284 , 0.00070064, 0.00067852,
       0.0006609 , 0.00064687, 0.0006357 , 0.0006268 , 0.0006197 ,
       0.00061406, 0.00060956, 0.00060598, 0.00060312, 0.00060085,
       0.00059904, 0.0005976 , 0.00059645]), 4545: array([0.00285254, 0.00265773, 0.0024824 , 0.00232459, 0.00218257,
       0.00205475, 0.00193971, 0.00183617, 0.00174299, 0.00165912,
       0.00158364, 0.00151571, 0.00145457, 0.00139954, 0.00135002,
       0.00130544, 0.00126533, 0.00122922, 0.00119673, 0.00116749,
       0.00114116, 0.00111748, 0.00109616, 0.00107697, 0.0010597 ,
       0.00104416, 0.00103017, 0.00101758]), 4550: array([0.00165785, 0.00152766, 0.00142239, 0.00133726, 0.00126843,
       0.00121277, 0.00116776, 0.00113137, 0.00110194, 0.00107814,
       0.0010589 , 0.00104334, 0.00103075, 0.00102058, 0.00101235,
       0.0010057 , 0.00100032, 0.00099597, 0.00099245, 0.00098961,
       0.00098731, 0.00098545, 0.00098394, 0.00098273, 0.00098174,
       0.00098095, 0.00098031, 0.00097979]), 4555: array([0.00069993, 0.00064208, 0.00059858, 0.00056588, 0.00054129,
       0.0005228 , 0.0005089 , 0.00049846, 0.0004906 , 0.00048469,
       0.00048025, 0.00047691, 0.0004744 , 0.00047251, 0.0004711 ,
       0.00047003, 0.00046923, 0.00046862, 0.00046817, 0.00046783,
       0.00046757, 0.00046738, 0.00046724, 0.00046713, 0.00046704,
       0.00046698, 0.00046694, 0.0004669 ]), 4560: array([0.00047102, 0.0004649 , 0.00046216, 0.00046094, 0.0004604 ,
       0.00046015, 0.00046005, 0.00046   , 0.00045998, 0.00045997,
       0.00045996, 0.00045996, 0.00045996, 0.00045996, 0.00045996,
       0.00045996, 0.00045996, 0.00045996, 0.00045996, 0.00045996,
       0.00045996, 0.00045996, 0.00045996, 0.00045996, 0.00045996,
       0.00045996, 0.00045996, 0.00045996]), 4565: array([0.00192342, 0.001956  , 0.00198858, 0.00202116, 0.00205375,
       0.00208633, 0.00211891, 0.0021515 , 0.00218408, 0.00221666,
       0.00224925, 0.00228183, 0.00231441, 0.002347  , 0.00237958,
       0.00241216, 0.00244475, 0.00247733, 0.00250992, 0.0025425 ,
       0.00257508, 0.00260767, 0.00264025, 0.00267284, 0.00270542,
       0.00273801, 0.00277059, 0.00280318]), 4570: array([0.00065873, 0.00064656, 0.00063565, 0.00062587, 0.00061712,
       0.00060927, 0.00060223, 0.00059593, 0.00059029, 0.00058523,
       0.00058069, 0.00057663, 0.00057299, 0.00056972, 0.0005668 ,
       0.00056418, 0.00056183, 0.00055973, 0.00055785, 0.00055616,
       0.00055464, 0.00055329, 0.00055207, 0.00055098, 0.00055001,
       0.00054913, 0.00054835, 0.00054765]), 4575: array([0.00411185, 0.00417755, 0.00424325, 0.00430896, 0.00437466,
       0.00444037, 0.00450607, 0.00457177, 0.00463748, 0.00470318,
       0.00476889, 0.00483459, 0.00490029, 0.004966  , 0.0050317 ,
       0.00509741, 0.00516311, 0.00522881, 0.00529452, 0.00536022,
       0.00542593, 0.00549163, 0.00555733, 0.00562304, 0.00568874,
       0.00575445, 0.00582015, 0.00588585]), 4580: array([0.01214287, 0.01226882, 0.01239477, 0.01252072, 0.01264666,
       0.01277261, 0.01289856, 0.01302451, 0.01315046, 0.01327641,
       0.01340235, 0.0135283 , 0.01365425, 0.0137802 , 0.01390615,
       0.01403209, 0.01415804, 0.01428399, 0.01440994, 0.01453589,
       0.01466184, 0.01478778, 0.01491373, 0.01503968, 0.01516563,
       0.01529158, 0.01541753, 0.01554347]), 4585: array([0.01052093, 0.01092655, 0.01133218, 0.0117378 , 0.01214343,
       0.01254906, 0.01295468, 0.01336031, 0.01376593, 0.01417156,
       0.01457718, 0.01498281, 0.01538844, 0.01579406, 0.01619969,
       0.01660531, 0.01701094, 0.01741657, 0.01782219, 0.01822782,
       0.01863344, 0.01903907, 0.01944469, 0.01985032, 0.02025595,
       0.02066157, 0.0210672 , 0.02147282]), 4590: array([0.00948409, 0.0095207 , 0.00955732, 0.00959393, 0.00963055,
       0.00966716, 0.00970378, 0.00974039, 0.00977701, 0.00981362,
       0.00985023, 0.00988685, 0.00992346, 0.00996008, 0.00999669,
       0.01003331, 0.01006992, 0.01010654, 0.01014315, 0.01017976,
       0.01021638, 0.01025299, 0.01028961, 0.01032622, 0.01036284,
       0.01039945, 0.01043607, 0.01047268]), 4595: array([0.0256155 , 0.02565843, 0.02570135, 0.02574428, 0.02578719,
       0.02583011, 0.02587302, 0.02591594, 0.02595884, 0.02600175,
       0.02604465, 0.02608755, 0.02613045, 0.02617335, 0.02621624,
       0.02625913, 0.02630202, 0.02634491, 0.02638779, 0.02643067,
       0.02647355, 0.02651642, 0.02655929, 0.02660216, 0.02664503,
       0.02668789, 0.02673076, 0.02677362]), 4600: array([0.02439946, 0.02458661, 0.02477376, 0.0249609 , 0.02514805,
       0.0253352 , 0.02552234, 0.02570949, 0.02589663, 0.02608378,
       0.02627092, 0.02645806, 0.0266452 , 0.02683235, 0.02701949,
       0.02720663, 0.02739377, 0.02758091, 0.02776805, 0.02795519,
       0.02814232, 0.02832946, 0.0285166 , 0.02870373, 0.02889087,
       0.02907801, 0.02926514, 0.02945227]), 4605: array([0.0005362 , 0.00048225, 0.00043558, 0.00039519, 0.00036025,
       0.00033003, 0.00030387, 0.00028124, 0.00026167, 0.00024473,
       0.00023007, 0.00021739, 0.00020642, 0.00019693, 0.00018872,
       0.00018162, 0.00017547, 0.00017015, 0.00016555, 0.00016157,
       0.00015813, 0.00015515, 0.00015257, 0.00015034, 0.00014841,
       0.00014674, 0.0001453 , 0.00014405]), 4610: array([0.00133832, 0.0013582 , 0.00137808, 0.00139796, 0.00141784,
       0.00143772, 0.0014576 , 0.00147748, 0.00149736, 0.00151724,
       0.00153712, 0.001557  , 0.00157688, 0.00159676, 0.00161665,
       0.00163653, 0.00165641, 0.00167629, 0.00169617, 0.00171605,
       0.00173593, 0.00175581, 0.00177569, 0.00179557, 0.00181545,
       0.00183533, 0.00185521, 0.00187509]), 4615: array([0.00017962, 0.00019433, 0.0002062 , 0.00021578, 0.00022351,
       0.00022976, 0.0002348 , 0.00023887, 0.00024215, 0.0002448 ,
       0.00024694, 0.00024867, 0.00025006, 0.00025118, 0.00025209,
       0.00025283, 0.00025342, 0.0002539 , 0.00025428, 0.00025459,
       0.00025484, 0.00025505, 0.00025521, 0.00025534, 0.00025545,
       0.00025553, 0.0002556 , 0.00025566]), 4620: array([0.00019364, 0.00021699, 0.00023334, 0.00024478, 0.00025279,
       0.0002584 , 0.00026232, 0.00026507, 0.00026699, 0.00026834,
       0.00026928, 0.00026994, 0.0002704 , 0.00027072, 0.00027095,
       0.00027111, 0.00027122, 0.0002713 , 0.00027135, 0.00027139,
       0.00027142, 0.00027143, 0.00027145, 0.00027146, 0.00027146,
       0.00027147, 0.00027147, 0.00027147]), 4625: array([0.00016538, 0.00017886, 0.00018829, 0.0001949 , 0.00019952,
       0.00020276, 0.00020502, 0.00020661, 0.00020772, 0.00020849,
       0.00020904, 0.00020942, 0.00020969, 0.00020987, 0.00021   ,
       0.00021009, 0.00021016, 0.0002102 , 0.00021023, 0.00021026,
       0.00021027, 0.00021028, 0.00021029, 0.00021029, 0.0002103 ,
       0.0002103 , 0.0002103 , 0.0002103 ]), 4630: array([0.01384988, 0.01092289, 0.00865634, 0.00690122, 0.00554213,
       0.0044897 , 0.00367475, 0.00304368, 0.00255501, 0.0021766 ,
       0.00188357, 0.00165667, 0.00148096, 0.0013449 , 0.00123954,
       0.00115795, 0.00109478, 0.00104585, 0.00100797, 0.00097864,
       0.00095592, 0.00093833, 0.00092471, 0.00091416, 0.00090599,
       0.00089967, 0.00089477, 0.00089098]), 4635: array([0.02886163, 0.02891373, 0.02896583, 0.02901792, 0.02907002,
       0.02912212, 0.02917422, 0.02922631, 0.02927841, 0.02933051,
       0.0293826 , 0.0294347 , 0.0294868 , 0.0295389 , 0.02959099,
       0.02964309, 0.02969519, 0.02974729, 0.02979938, 0.02985148,
       0.02990358, 0.02995568, 0.03000777, 0.03005987, 0.03011197,
       0.03016406, 0.03021616, 0.03026826]), 4640: array([0.03760996, 0.03771143, 0.03781291, 0.03791439, 0.03801586,
       0.03811734, 0.03821881, 0.03832029, 0.03842177, 0.03852324,
       0.03862472, 0.0387262 , 0.03882767, 0.03892915, 0.03903062,
       0.0391321 , 0.03923358, 0.03933505, 0.03943653, 0.03953801,
       0.03963948, 0.03974096, 0.03984243, 0.03994391, 0.04004539,
       0.04014686, 0.04024834, 0.04034981]), 4645: array([0.00689355, 0.0065722 , 0.00627438, 0.00599838, 0.00574259,
       0.00550554, 0.00528586, 0.00508226, 0.00489358, 0.00471872,
       0.00455667, 0.00440649, 0.00426731, 0.00413832, 0.00401878,
       0.003908  , 0.00380533, 0.00371018, 0.003622  , 0.00354028,
       0.00346455, 0.00339436, 0.00332932, 0.00326904, 0.00321317,
       0.0031614 , 0.00311342, 0.00306895]), 4650: array([0.01222668, 0.01228021, 0.01233375, 0.01238729, 0.01244082,
       0.01249436, 0.0125479 , 0.01260143, 0.01265497, 0.0127085 ,
       0.01276204, 0.01281558, 0.01286911, 0.01292265, 0.01297619,
       0.01302972, 0.01308326, 0.0131368 , 0.01319033, 0.01324387,
       0.01329741, 0.01335094, 0.01340448, 0.01345802, 0.01351155,
       0.01356509, 0.01361863, 0.01367216]), 4655: array([0.00083378, 0.0008926 , 0.00095142, 0.00101023, 0.00106905,
       0.00112787, 0.00118668, 0.0012455 , 0.00130431, 0.00136313,
       0.00142195, 0.00148076, 0.00153958, 0.0015984 , 0.00165721,
       0.00171603, 0.00177484, 0.00183366, 0.00189248, 0.00195129,
       0.00201011, 0.00206893, 0.00212774, 0.00218656, 0.00224537,
       0.00230419, 0.00236301, 0.00242182]), 4660: array([0.00039271, 0.00045143, 0.00050249, 0.00054689, 0.00058551,
       0.00061909, 0.00064828, 0.00067368, 0.00069576, 0.00071496,
       0.00073166, 0.00074618, 0.00075881, 0.00076979, 0.00077934,
       0.00078764, 0.00079486, 0.00080114, 0.0008066 , 0.00081135,
       0.00081548, 0.00081907, 0.00082219, 0.00082491, 0.00082727,
       0.00082932, 0.00083111, 0.00083266]), 4665: array([0.00212071, 0.00224116, 0.00236161, 0.00248206, 0.00260251,
       0.00272297, 0.00284342, 0.00296387, 0.00308432, 0.00320477,
       0.00332522, 0.00344568, 0.00356613, 0.00368658, 0.00380703,
       0.00392748, 0.00404794, 0.00416839, 0.00428884, 0.00440929,
       0.00452974, 0.00465019, 0.00477065, 0.0048911 , 0.00501155,
       0.005132  , 0.00525245, 0.0053729 ]), 4670: array([7.48101181e-05, 1.00858971e-04, 1.26175594e-04, 1.50780569e-04,
       1.74693902e-04, 1.97935034e-04, 2.20522861e-04, 2.42475747e-04,
       2.63811540e-04, 2.84547586e-04, 3.04700745e-04, 3.24287401e-04,
       3.43323478e-04, 3.61824454e-04, 3.79805369e-04, 3.97280844e-04,
       4.14265084e-04, 4.30771900e-04, 4.46814712e-04, 4.62406562e-04,
       4.77560127e-04, 4.92287727e-04, 5.06601336e-04, 5.20512591e-04,
       5.34032803e-04, 5.47172963e-04, 5.59943755e-04, 5.72355562e-04]), 4675: array([7.49372221e-05, 1.18656193e-04, 1.53122070e-04, 1.80293266e-04,
       2.01713695e-04, 2.18600504e-04, 2.31913230e-04, 2.42408326e-04,
       2.50682141e-04, 2.57204809e-04, 2.62346958e-04, 2.66400774e-04,
       2.69596603e-04, 2.72116036e-04, 2.74102233e-04, 2.75668053e-04,
       2.76902467e-04, 2.77875619e-04, 2.78642804e-04, 2.79247614e-04,
       2.79724417e-04, 2.80100305e-04, 2.80396636e-04, 2.80630249e-04,
       2.80814418e-04, 2.80959608e-04, 2.81074068e-04, 2.81164303e-04]), 4680: array([0.00028948, 0.00032015, 0.00034069, 0.00035443, 0.00036363,
       0.00036979, 0.00037392, 0.00037668, 0.00037853, 0.00037976,
       0.00038059, 0.00038115, 0.00038152, 0.00038177, 0.00038193,
       0.00038204, 0.00038212, 0.00038217, 0.0003822 , 0.00038222,
       0.00038224, 0.00038225, 0.00038226, 0.00038226, 0.00038226,
       0.00038226, 0.00038227, 0.00038227]), 4685: array([0.00041249, 0.00030861, 0.00027353, 0.00026169, 0.00025769,
       0.00025634, 0.00025588, 0.00025573, 0.00025568, 0.00025566,
       0.00025566, 0.00025565, 0.00025565, 0.00025565, 0.00025565,
       0.00025565, 0.00025565, 0.00025565, 0.00025565, 0.00025565,
       0.00025565, 0.00025565, 0.00025565, 0.00025565, 0.00025565,
       0.00025565, 0.00025565, 0.00025565]), 4690: array([0.00101107, 0.00094171, 0.00088357, 0.00083485, 0.00079402,
       0.0007598 , 0.00073113, 0.00070709, 0.00068695, 0.00067007,
       0.00065592, 0.00064407, 0.00063413, 0.0006258 , 0.00061882,
       0.00061298, 0.00060807, 0.00060397, 0.00060052, 0.00059764,
       0.00059522, 0.00059319, 0.0005915 , 0.00059007, 0.00058888,
       0.00058788, 0.00058704, 0.00058634]), 4695: array([0.00053204, 0.00049504, 0.00046803, 0.00044831, 0.00043391,
       0.0004234 , 0.00041573, 0.00041012, 0.00040603, 0.00040305,
       0.00040087, 0.00039928, 0.00039812, 0.00039727, 0.00039665,
       0.0003962 , 0.00039587, 0.00039563, 0.00039545, 0.00039532,
       0.00039523, 0.00039516, 0.00039511, 0.00039507, 0.00039505,
       0.00039503, 0.00039501, 0.000395  ]), 4700: array([0.00015971, 0.00021292, 0.00024452, 0.00026329, 0.00027444,
       0.00028106, 0.00028499, 0.00028733, 0.00028872, 0.00028954,
       0.00029003, 0.00029032, 0.0002905 , 0.0002906 , 0.00029066,
       0.0002907 , 0.00029072, 0.00029073, 0.00029074, 0.00029074,
       0.00029074, 0.00029075, 0.00029075, 0.00029075, 0.00029075,
       0.00029075, 0.00029075, 0.00029075]), 4705: array([0.00018332, 0.0001876 , 0.00019059, 0.00019269, 0.00019416,
       0.00019518, 0.0001959 , 0.00019641, 0.00019676, 0.00019701,
       0.00019718, 0.0001973 , 0.00019738, 0.00019744, 0.00019749,
       0.00019751, 0.00019753, 0.00019755, 0.00019756, 0.00019757,
       0.00019757, 0.00019757, 0.00019758, 0.00019758, 0.00019758,
       0.00019758, 0.00019758, 0.00019758]), 4710: array([0.00024832, 0.00024058, 0.00023362, 0.00022735, 0.00022171,
       0.00021663, 0.00021206, 0.00020795, 0.00020425, 0.00020092,
       0.00019792, 0.00019522, 0.0001928 , 0.00019061, 0.00018864,
       0.00018687, 0.00018528, 0.00018385, 0.00018256, 0.0001814 ,
       0.00018035, 0.00017941, 0.00017856, 0.0001778 , 0.00017711,
       0.0001765 , 0.00017594, 0.00017544]), 4715: array([6.48615180e-05, 6.97327326e-05, 7.21684085e-05, 7.33862807e-05,
       7.39952339e-05, 7.42997191e-05, 7.44519660e-05, 7.45280916e-05,
       7.45661555e-05, 7.45851879e-05, 7.45947044e-05, 7.45994628e-05,
       7.46018421e-05, 7.46030317e-05, 7.46036266e-05, 7.46039240e-05,
       7.46040727e-05, 7.46041471e-05, 7.46041843e-05, 7.46042029e-05,
       7.46042122e-05, 7.46042168e-05, 7.46042191e-05, 7.46042203e-05,
       7.46042209e-05, 7.46042212e-05, 7.46042213e-05, 7.46042214e-05]), 4720: array([5.77968701e-05, 6.57707420e-05, 6.97577110e-05, 7.17512121e-05,
       7.27479709e-05, 7.32463545e-05, 7.34955483e-05, 7.36201463e-05,
       7.36824458e-05, 7.37135958e-05, 7.37291709e-05, 7.37369585e-05,
       7.37408524e-05, 7.37427993e-05, 7.37437728e-05, 7.37442595e-05,
       7.37445029e-05, 7.37446246e-05, 7.37446854e-05, 7.37447159e-05,
       7.37447311e-05, 7.37447387e-05, 7.37447425e-05, 7.37447444e-05,
       7.37447453e-05, 7.37447458e-05, 7.37447461e-05, 7.37447462e-05]), 4725: array([6.86980346e-05, 7.07419878e-05, 7.21727489e-05, 7.31742775e-05,
       7.38753445e-05, 7.43660893e-05, 7.47096092e-05, 7.49500721e-05,
       7.51183955e-05, 7.52362213e-05, 7.53186990e-05, 7.53764332e-05,
       7.54168469e-05, 7.54451364e-05, 7.54649390e-05, 7.54788007e-05,
       7.54885039e-05, 7.54952961e-05, 7.55000506e-05, 7.55033788e-05,
       7.55057085e-05, 7.55073392e-05, 7.55084808e-05, 7.55092799e-05,
       7.55098392e-05, 7.55102308e-05, 7.55105048e-05, 7.55106967e-05]), 4730: array([0.00137023, 0.00126334, 0.00116713, 0.00108055, 0.00100263,
       0.00093249, 0.00086937, 0.00081257, 0.00076144, 0.00071542,
       0.00067401, 0.00063674, 0.0006032 , 0.00057301, 0.00054583,
       0.00052138, 0.00049937, 0.00047956, 0.00046174, 0.00044569,
       0.00043125, 0.00041826, 0.00040656, 0.00039603, 0.00038656,
       0.00037803, 0.00037036, 0.00036345]), 4735: array([0.00102535, 0.00093734, 0.00086922, 0.00081649, 0.00077568,
       0.00074408, 0.00071963, 0.00070069, 0.00068604, 0.0006747 ,
       0.00066592, 0.00065912, 0.00065386, 0.00064979, 0.00064663,
       0.00064419, 0.0006423 , 0.00064084, 0.00063971, 0.00063883,
       0.00063816, 0.00063763, 0.00063723, 0.00063691, 0.00063667,
       0.00063648, 0.00063633, 0.00063622]), 4740: array([3.94020120e-05, 5.89939391e-05, 7.85858464e-05, 9.81777337e-05,
       1.17769601e-04, 1.37361449e-04, 1.56953276e-04, 1.76545084e-04,
       1.96136871e-04, 2.15728639e-04, 2.35320387e-04, 2.54912115e-04,
       2.74503823e-04, 2.94095511e-04, 3.13687179e-04, 3.33278827e-04,
       3.52870455e-04, 3.72462063e-04, 3.92053652e-04, 4.11645220e-04,
       4.31236769e-04, 4.50828297e-04, 4.70419806e-04, 4.90011295e-04,
       5.09602763e-04, 5.29194212e-04, 5.48785641e-04, 5.68377050e-04]), 4745: array([0.00016081, 0.00019124, 0.00021419, 0.0002315 , 0.00024455,
       0.00025439, 0.00026181, 0.0002674 , 0.00027162, 0.0002748 ,
       0.0002772 , 0.00027901, 0.00028038, 0.00028141, 0.00028218,
       0.00028277, 0.00028321, 0.00028354, 0.00028379, 0.00028398,
       0.00028412, 0.00028423, 0.00028431, 0.00028437, 0.00028442,
       0.00028445, 0.00028448, 0.0002845 ]), 4750: array([6.70379841e-05, 1.07342011e-04, 1.41662439e-04, 1.70887601e-04,
       1.95773950e-04, 2.16965633e-04, 2.35011165e-04, 2.50377628e-04,
       2.63462763e-04, 2.74605258e-04, 2.84093520e-04, 2.92173140e-04,
       2.99053247e-04, 3.04911922e-04, 3.09900809e-04, 3.14149038e-04,
       3.17766569e-04, 3.20847035e-04, 3.23470170e-04, 3.25703871e-04,
       3.27605952e-04, 3.29225648e-04, 3.30604881e-04, 3.31779351e-04,
       3.32779457e-04, 3.33631086e-04, 3.34356281e-04, 3.34973812e-04]), 4755: array([0.00031396, 0.00057796, 0.00081502, 0.0010279 , 0.00121907,
       0.00139072, 0.00154487, 0.00168329, 0.00180759, 0.00191921,
       0.00201944, 0.00210944, 0.00219027, 0.00226284, 0.00232802,
       0.00238654, 0.00243909, 0.00248628, 0.00252866, 0.00256672,
       0.00260089, 0.00263157, 0.00265913, 0.00268387, 0.00270609,
       0.00272604, 0.00274396, 0.00276005]), 4760: array([0.00028249, 0.00030112, 0.00031789, 0.00033297, 0.00034655,
       0.00035877, 0.00036976, 0.00037966, 0.00038856, 0.00039658,
       0.00040379, 0.00041028, 0.00041611, 0.00042137, 0.0004261 ,
       0.00043035, 0.00043418, 0.00043763, 0.00044073, 0.00044352,
       0.00044604, 0.0004483 , 0.00045033, 0.00045216, 0.00045381,
       0.00045529, 0.00045662, 0.00045782]), 4765: array([0.00018743, 0.00016839, 0.00015475, 0.00014499, 0.00013799,
       0.00013298, 0.00012939, 0.00012682, 0.00012498, 0.00012366,
       0.00012271, 0.00012204, 0.00012155, 0.0001212 , 0.00012095,
       0.00012078, 0.00012065, 0.00012056, 0.00012049, 0.00012044,
       0.00012041, 0.00012039, 0.00012037, 0.00012036, 0.00012035,
       0.00012034, 0.00012034, 0.00012033]), 4770: array([5.41152413e-05, 6.30402664e-05, 6.75028005e-05, 6.97340784e-05,
       7.08497228e-05, 7.14075477e-05, 7.16864615e-05, 7.18259190e-05,
       7.18956482e-05, 7.19305129e-05, 7.19479454e-05, 7.19566616e-05,
       7.19610198e-05, 7.19631989e-05, 7.19642884e-05, 7.19648332e-05,
       7.19651056e-05, 7.19652418e-05, 7.19653099e-05, 7.19653439e-05,
       7.19653609e-05, 7.19653695e-05, 7.19653737e-05, 7.19653758e-05,
       7.19653769e-05, 7.19653774e-05, 7.19653777e-05, 7.19653778e-05]), 4775: array([0.00031908, 0.00025733, 0.0002141 , 0.00018384, 0.00016265,
       0.00014783, 0.00013745, 0.00013018, 0.0001251 , 0.00012154,
       0.00011904, 0.0001173 , 0.00011608, 0.00011522, 0.00011462,
       0.00011421, 0.00011391, 0.00011371, 0.00011356, 0.00011346,
       0.00011339, 0.00011334, 0.00011331, 0.00011329, 0.00011327,
       0.00011326, 0.00011325, 0.00011324]), 4780: array([0.00074869, 0.00069787, 0.00065214, 0.00061097, 0.00057393,
       0.00054059, 0.00051058, 0.00048357, 0.00045926, 0.00043739,
       0.0004177 , 0.00039998, 0.00038403, 0.00036968, 0.00035676,
       0.00034514, 0.00033467, 0.00032526, 0.00031678, 0.00030915,
       0.00030229, 0.00029611, 0.00029055, 0.00028554, 0.00028104,
       0.00027699, 0.00027334, 0.00027005]), 4785: array([0.00091814, 0.00081477, 0.00073374, 0.00067022, 0.00062043,
       0.0005814 , 0.0005508 , 0.00052681, 0.00050801, 0.00049327,
       0.00048172, 0.00047266, 0.00046556, 0.00046   , 0.00045563,
       0.00045221, 0.00044953, 0.00044743, 0.00044578, 0.00044449,
       0.00044348, 0.00044269, 0.00044206, 0.00044158, 0.00044119,
       0.00044089, 0.00044066, 0.00044047]), 4790: array([0.00080406, 0.00064888, 0.00055655, 0.0005016 , 0.00046891,
       0.00044946, 0.00043789, 0.000431  , 0.0004269 , 0.00042446,
       0.00042301, 0.00042215, 0.00042163, 0.00042133, 0.00042115,
       0.00042104, 0.00042097, 0.00042094, 0.00042091, 0.0004209 ,
       0.00042089, 0.00042089, 0.00042088, 0.00042088, 0.00042088,
       0.00042088, 0.00042088, 0.00042088]), 4795: array([0.01134569, 0.01115159, 0.01096572, 0.01078773, 0.01061728,
       0.01045405, 0.01029774, 0.01014806, 0.01000472, 0.00986745,
       0.009736  , 0.00961012, 0.00948958, 0.00937415, 0.00926361,
       0.00915775, 0.00905638, 0.00895931, 0.00886635, 0.00877733,
       0.00869208, 0.00861045, 0.00853227, 0.00845741, 0.00838572,
       0.00831707, 0.00825133, 0.00818838]), 4800: array([0.00124402, 0.00133923, 0.00143443, 0.00152964, 0.00162484,
       0.00172004, 0.00181524, 0.00191044, 0.00200564, 0.00210084,
       0.00219603, 0.00229123, 0.00238642, 0.00248161, 0.0025768 ,
       0.00267199, 0.00276718, 0.00286237, 0.00295756, 0.00305274,
       0.00314793, 0.00324311, 0.00333829, 0.00343348, 0.00352866,
       0.00362384, 0.00371901, 0.00381419]), 4805: array([0.01467503, 0.01490317, 0.0151313 , 0.01535943, 0.01558756,
       0.01581567, 0.01604379, 0.0162719 , 0.0165    , 0.0167281 ,
       0.0169562 , 0.01718429, 0.01741238, 0.01764046, 0.01786853,
       0.0180966 , 0.01832467, 0.01855273, 0.01878079, 0.01900884,
       0.01923689, 0.01946493, 0.01969297, 0.019921  , 0.02014903,
       0.02037706, 0.02060508, 0.02083309]), 4810: array([0.03312538, 0.03376409, 0.03440279, 0.0350415 , 0.0356802 ,
       0.03631891, 0.03695762, 0.03759632, 0.03823503, 0.03887374,
       0.03951244, 0.04015115, 0.04078986, 0.04142856, 0.04206727,
       0.04270597, 0.04334468, 0.04398339, 0.04462209, 0.0452608 ,
       0.04589951, 0.04653821, 0.04717692, 0.04781562, 0.04845433,
       0.04909304, 0.04973174, 0.05037045]), 4815: array([0.00072916, 0.00088876, 0.00103044, 0.00115621, 0.00126786,
       0.00136698, 0.00145496, 0.00153307, 0.00160241, 0.00166397,
       0.00171861, 0.00176712, 0.00181018, 0.00184841, 0.00188235,
       0.00191247, 0.00193921, 0.00196296, 0.00198403, 0.00200274,
       0.00201935, 0.00203409, 0.00204718, 0.0020588 , 0.00206911,
       0.00207827, 0.0020864 , 0.00209361]), 4820: array([0.00885485, 0.00920853, 0.00956221, 0.00991589, 0.01026957,
       0.01062325, 0.01097693, 0.01133061, 0.01168429, 0.01203797,
       0.01239165, 0.01274533, 0.01309901, 0.01345269, 0.01380638,
       0.01416006, 0.01451374, 0.01486742, 0.0152211 , 0.01557478,
       0.01592846, 0.01628214, 0.01663582, 0.0169895 , 0.01734318,
       0.01769687, 0.01805055, 0.01840423]), 4825: array([0.00081172, 0.00122116, 0.00154679, 0.00180576, 0.00201172,
       0.00217552, 0.0023058 , 0.0024094 , 0.0024918 , 0.00255733,
       0.00260945, 0.0026509 , 0.00268386, 0.00271008, 0.00273093,
       0.00274751, 0.0027607 , 0.00277119, 0.00277953, 0.00278616,
       0.00279144, 0.00279563, 0.00279897, 0.00280163, 0.00280374,
       0.00280542, 0.00280675, 0.00280781]), 4830: array([0.00104019, 0.00147173, 0.00174614, 0.00192062, 0.00203157,
       0.00210212, 0.00214697, 0.0021755 , 0.00219364, 0.00220517,
       0.0022125 , 0.00221717, 0.00222013, 0.00222202, 0.00222322,
       0.00222398, 0.00222446, 0.00222477, 0.00222497, 0.00222509,
       0.00222517, 0.00222522, 0.00222525, 0.00222527, 0.00222529,
       0.00222529, 0.0022253 , 0.0022253 ]), 4835: array([0.00110687, 0.0011033 , 0.00110012, 0.0010973 , 0.00109479,
       0.00109256, 0.00109058, 0.00108881, 0.00108724, 0.00108585,
       0.00108461, 0.00108351, 0.00108253, 0.00108166, 0.00108089,
       0.0010802 , 0.00107959, 0.00107905, 0.00107856, 0.00107813,
       0.00107775, 0.00107741, 0.00107711, 0.00107684, 0.0010766 ,
       0.00107639, 0.0010762 , 0.00107603]), 4840: array([0.00055742, 0.00057867, 0.00059991, 0.00062115, 0.00064239,
       0.00066363, 0.00068488, 0.00070612, 0.00072736, 0.0007486 ,
       0.00076984, 0.00079109, 0.00081233, 0.00083357, 0.00085481,
       0.00087605, 0.0008973 , 0.00091854, 0.00093978, 0.00096102,
       0.00098227, 0.00100351, 0.00102475, 0.00104599, 0.00106723,
       0.00108848, 0.00110972, 0.00113096]), 4845: array([0.00049864, 0.0004933 , 0.00049063, 0.00048929, 0.00048862,
       0.00048829, 0.00048812, 0.00048804, 0.000488  , 0.00048798,
       0.00048797, 0.00048796, 0.00048796, 0.00048796, 0.00048796,
       0.00048796, 0.00048796, 0.00048796, 0.00048796, 0.00048796,
       0.00048796, 0.00048796, 0.00048796, 0.00048796, 0.00048796,
       0.00048796, 0.00048796, 0.00048796]), 4850: array([0.00332898, 0.00293072, 0.00260885, 0.00234872, 0.00213848,
       0.00196857, 0.00183125, 0.00172027, 0.00163057, 0.00155808,
       0.00149949, 0.00145215, 0.00141388, 0.00138295, 0.00135796,
       0.00133775, 0.00132143, 0.00130823, 0.00129757, 0.00128895,
       0.00128199, 0.00127636, 0.00127181, 0.00126813, 0.00126516,
       0.00126276, 0.00126082, 0.00125925]), 4855: array([0.00031075, 0.00051262, 0.00064533, 0.00073259, 0.00078996,
       0.00082767, 0.00085247, 0.00086877, 0.00087949, 0.00088653,
       0.00089117, 0.00089421, 0.00089621, 0.00089753, 0.0008984 ,
       0.00089897, 0.00089934, 0.00089959, 0.00089975, 0.00089985,
       0.00089992, 0.00089997, 0.0009    , 0.00090002, 0.00090003,
       0.00090004, 0.00090005, 0.00090005]), 4860: array([0.00126763, 0.00120341, 0.0011679 , 0.00114827, 0.00113742,
       0.00113142, 0.0011281 , 0.00112626, 0.00112525, 0.00112469,
       0.00112438, 0.00112421, 0.00112411, 0.00112406, 0.00112403,
       0.00112401, 0.00112401, 0.001124  , 0.001124  , 0.001124  ,
       0.001124  , 0.001124  , 0.001124  , 0.001124  , 0.00112399,
       0.00112399, 0.00112399, 0.00112399]), 4865: array([0.00708853, 0.00719197, 0.00729542, 0.00739886, 0.0075023 ,
       0.00760574, 0.00770918, 0.00781262, 0.00791607, 0.00801951,
       0.00812295, 0.00822639, 0.00832983, 0.00843327, 0.00853671,
       0.00864016, 0.0087436 , 0.00884704, 0.00895048, 0.00905392,
       0.00915736, 0.00926081, 0.00936425, 0.00946769, 0.00957113,
       0.00967457, 0.00977801, 0.00988146]), 4870: array([0.00644354, 0.00592282, 0.00546903, 0.00507357, 0.00472893,
       0.00442859, 0.00416685, 0.00393875, 0.00373996, 0.00356673,
       0.00341576, 0.0032842 , 0.00316954, 0.00306962, 0.00298254,
       0.00290666, 0.00284052, 0.00278289, 0.00273267, 0.0026889 ,
       0.00265075, 0.00261751, 0.00258854, 0.00256329, 0.00254129,
       0.00252212, 0.00250541, 0.00249085]), 4875: array([0.0478863 , 0.04797106, 0.04805582, 0.04814058, 0.04822534,
       0.0483101 , 0.04839486, 0.04847962, 0.04856438, 0.04864914,
       0.0487339 , 0.04881866, 0.04890342, 0.04898818, 0.04907294,
       0.0491577 , 0.04924246, 0.04932721, 0.04941197, 0.04949673,
       0.04958149, 0.04966625, 0.04975101, 0.04983577, 0.04992053,
       0.05000529, 0.05009005, 0.05017481]), 4880: array([0.01494866, 0.01349411, 0.01232772, 0.01139241, 0.01064239,
       0.01004096, 0.00955868, 0.00917195, 0.00886183, 0.00861315,
       0.00841374, 0.00825383, 0.00812561, 0.00802278, 0.00794033,
       0.00787421, 0.00782119, 0.00777867, 0.00774458, 0.00771724,
       0.00769532, 0.00767774, 0.00766364, 0.00765234, 0.00764327,
       0.00763601, 0.00763018, 0.0076255 ]), 4885: array([1.24158587e-05, 1.29874822e-05, 1.35046400e-05, 1.39725217e-05,
       1.43958225e-05, 1.47787900e-05, 1.51252675e-05, 1.54387316e-05,
       1.57223282e-05, 1.59789029e-05, 1.62110305e-05, 1.64210404e-05,
       1.66110400e-05, 1.67829360e-05, 1.69384533e-05, 1.70791525e-05,
       1.72064455e-05, 1.73216097e-05, 1.74258008e-05, 1.75200643e-05,
       1.76053461e-05, 1.76825020e-05, 1.77523064e-05, 1.78154596e-05,
       1.78725954e-05, 1.79242871e-05, 1.79710536e-05, 1.80133640e-05]), 4890: array([7.03420280e-08, 1.11121707e-07, 1.36532726e-07, 1.52367080e-07,
       1.62233932e-07, 1.68382258e-07, 1.72213461e-07, 1.74600796e-07,
       1.76088415e-07, 1.77015394e-07, 1.77593022e-07, 1.77952959e-07,
       1.78177246e-07, 1.78317006e-07, 1.78404095e-07, 1.78458362e-07,
       1.78492178e-07, 1.78513250e-07, 1.78526380e-07, 1.78534562e-07,
       1.78539660e-07, 1.78542837e-07, 1.78544817e-07, 1.78546050e-07,
       1.78546819e-07, 1.78547298e-07, 1.78547596e-07, 1.78547782e-07]), 4895: array([0.00021004, 0.00024647, 0.00028168, 0.00031572, 0.00034863,
       0.00038045, 0.00041121, 0.00044094, 0.00046969, 0.00049749,
       0.00052436, 0.00055034, 0.00057545, 0.00059973, 0.0006232 ,
       0.0006459 , 0.00066784, 0.00068905, 0.00070955, 0.00072938,
       0.00074854, 0.00076707, 0.00078498, 0.0008023 , 0.00081904,
       0.00083523, 0.00085088, 0.00086601]), 4900: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4905: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4910: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4915: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4920: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4925: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])}, 21: {0: array([1.91231354e-05, 1.78776339e-05, 1.72548814e-05, 1.69435044e-05,
       1.67878155e-05, 1.67099708e-05, 1.66710483e-05, 1.66515871e-05,
       1.66418564e-05, 1.66369911e-05, 1.66345584e-05, 1.66333420e-05,
       1.66327339e-05, 1.66324298e-05, 1.66322777e-05, 1.66322017e-05,
       1.66321637e-05, 1.66321447e-05, 1.66321352e-05, 1.66321304e-05,
       1.66321281e-05, 1.66321269e-05, 1.66321263e-05, 1.66321260e-05,
       1.66321258e-05, 1.66321258e-05, 1.66321257e-05, 1.66321257e-05]), 5: array([4.06017767e-05, 3.84259146e-05, 3.64676376e-05, 3.47051874e-05,
       3.31189813e-05, 3.16913950e-05, 3.04065667e-05, 2.92502206e-05,
       2.82095085e-05, 2.72728671e-05, 2.64298894e-05, 2.56712090e-05,
       2.49883963e-05, 2.43738645e-05, 2.38207856e-05, 2.33230144e-05,
       2.28750200e-05, 2.24718248e-05, 2.21089489e-05, 2.17823605e-05,
       2.14884307e-05, 2.12238938e-05, 2.09858104e-05, 2.07715352e-05,
       2.05786875e-05, 2.04051244e-05, 2.02489176e-05, 2.01083314e-05]), 10: array([1.67669833e-04, 1.40157354e-04, 1.20897350e-04, 1.07414457e-04,
       9.79758107e-05, 9.13683224e-05, 8.67427757e-05, 8.35046795e-05,
       8.12378627e-05, 7.96509863e-05, 7.85400997e-05, 7.77624277e-05,
       7.72180215e-05, 7.68369120e-05, 7.65701177e-05, 7.63833494e-05,
       7.62526030e-05, 7.61610745e-05, 7.60970003e-05, 7.60521454e-05,
       7.60207449e-05, 7.59987631e-05, 7.59833749e-05, 7.59726024e-05,
       7.59650611e-05, 7.59597819e-05, 7.59560862e-05, 7.59534990e-05]), 15: array([8.41528780e-05, 8.71009644e-05, 8.91644240e-05, 9.06087051e-05,
       9.16196035e-05, 9.23271634e-05, 9.28224072e-05, 9.31690441e-05,
       9.34116663e-05, 9.35814853e-05, 9.37003470e-05, 9.37835421e-05,
       9.38417730e-05, 9.38825307e-05, 9.39110583e-05, 9.39310256e-05,
       9.39450014e-05, 9.39547835e-05, 9.39616304e-05, 9.39664226e-05,
       9.39697769e-05, 9.39721247e-05, 9.39737680e-05, 9.39749182e-05,
       9.39757232e-05, 9.39762867e-05, 9.39766811e-05, 9.39769571e-05]), 20: array([1.55597806e-05, 1.79016174e-05, 2.00092631e-05, 2.19061376e-05,
       2.36133187e-05, 2.51497763e-05, 2.65325833e-05, 2.77771052e-05,
       2.88971710e-05, 2.99052267e-05, 3.08124737e-05, 3.16289931e-05,
       3.23638580e-05, 3.30252341e-05, 3.36204705e-05, 3.41561813e-05,
       3.46383194e-05, 3.50722422e-05, 3.54627713e-05, 3.58142463e-05,
       3.61305727e-05, 3.64152654e-05, 3.66714880e-05, 3.69020875e-05,
       3.71096264e-05, 3.72964106e-05, 3.74645159e-05, 3.76158101e-05]), 25: array([3.08916276e-06, 3.60019864e-06, 4.06013051e-06, 4.47406881e-06,
       4.84661294e-06, 5.18190235e-06, 5.48366254e-06, 5.75524646e-06,
       5.99967177e-06, 6.21965434e-06, 6.41763847e-06, 6.59582403e-06,
       6.75619088e-06, 6.90052091e-06, 7.03041782e-06, 7.14732494e-06,
       7.25254124e-06, 7.34723583e-06, 7.43246088e-06, 7.50916335e-06,
       7.57819551e-06, 7.64032440e-06, 7.69624035e-06, 7.74656466e-06,
       7.79185650e-06, 7.83261911e-06, 7.86930543e-06, 7.90232309e-06]), 30: array([9.04183701e-06, 8.41188574e-06, 7.84492961e-06, 7.33466908e-06,
       6.87543461e-06, 6.46212358e-06, 6.09014365e-06, 5.75536171e-06,
       5.45405797e-06, 5.18288459e-06, 4.93882856e-06, 4.71917812e-06,
       4.52149273e-06, 4.34357588e-06, 4.18345071e-06, 4.03933806e-06,
       3.90963667e-06, 3.79290543e-06, 3.68784730e-06, 3.59329499e-06,
       3.50819791e-06, 3.43161053e-06, 3.36268190e-06, 3.30064612e-06,
       3.24481393e-06, 3.19456495e-06, 3.14934087e-06, 3.10863920e-06]), 35: array([2.72569596e-05, 2.54744243e-05, 2.38701425e-05, 2.24262887e-05,
       2.11268203e-05, 1.99572986e-05, 1.89047291e-05, 1.79574164e-05,
       1.71048350e-05, 1.63375116e-05, 1.56469206e-05, 1.50253886e-05,
       1.44660098e-05, 1.39625688e-05, 1.35094719e-05, 1.31016847e-05,
       1.27346761e-05, 1.24043684e-05, 1.21070915e-05, 1.18395422e-05,
       1.15987479e-05, 1.13820330e-05, 1.11869895e-05, 1.10114504e-05,
       1.08534652e-05, 1.07112785e-05, 1.05833105e-05, 1.04681392e-05]), 40: array([3.03482705e-05, 2.43370861e-05, 2.13314883e-05, 1.98286866e-05,
       1.90772844e-05, 1.87015825e-05, 1.85137313e-05, 1.84198055e-05,
       1.83728425e-05, 1.83493609e-05, 1.83376201e-05, 1.83317497e-05,
       1.83288145e-05, 1.83273469e-05, 1.83266131e-05, 1.83262462e-05,
       1.83260628e-05, 1.83259710e-05, 1.83259252e-05, 1.83259022e-05,
       1.83258908e-05, 1.83258850e-05, 1.83258822e-05, 1.83258807e-05,
       1.83258800e-05, 1.83258797e-05, 1.83258795e-05, 1.83258794e-05]), 45: array([4.62670919e-05, 4.07527422e-05, 3.68926943e-05, 3.41906586e-05,
       3.22992321e-05, 3.09752325e-05, 3.00484320e-05, 2.93996712e-05,
       2.89455382e-05, 2.86276449e-05, 2.84051194e-05, 2.82493514e-05,
       2.81403137e-05, 2.80639873e-05, 2.80105587e-05, 2.79731587e-05,
       2.79469787e-05, 2.79286527e-05, 2.79158244e-05, 2.79068447e-05,
       2.79005588e-05, 2.78961587e-05, 2.78930787e-05, 2.78909226e-05,
       2.78894134e-05, 2.78883569e-05, 2.78876174e-05, 2.78870997e-05]), 50: array([4.14816110e-05, 3.65602265e-05, 3.31152522e-05, 3.07037667e-05,
       2.90157243e-05, 2.78340929e-05, 2.70069497e-05, 2.64279486e-05,
       2.60226472e-05, 2.57389358e-05, 2.55403375e-05, 2.54013185e-05,
       2.53040051e-05, 2.52358856e-05, 2.51882019e-05, 2.51548232e-05,
       2.51314581e-05, 2.51151025e-05, 2.51036536e-05, 2.50956393e-05,
       2.50900293e-05, 2.50861023e-05, 2.50833534e-05, 2.50814292e-05,
       2.50800822e-05, 2.50791393e-05, 2.50784793e-05, 2.50780173e-05]), 55: array([1.45069954e-05, 1.64202996e-05, 1.73769544e-05, 1.78552830e-05,
       1.80944480e-05, 1.82140309e-05, 1.82738224e-05, 1.83037183e-05,
       1.83186663e-05, 1.83261403e-05, 1.83298773e-05, 1.83317458e-05,
       1.83326801e-05, 1.83331472e-05, 1.83333808e-05, 1.83334976e-05,
       1.83335560e-05, 1.83335851e-05, 1.83335997e-05, 1.83336070e-05,
       1.83336107e-05, 1.83336125e-05, 1.83336134e-05, 1.83336139e-05,
       1.83336141e-05, 1.83336142e-05, 1.83336143e-05, 1.83336143e-05]), 60: array([2.29414984e-05, 1.99109202e-05, 1.83956260e-05, 1.76379764e-05,
       1.72591503e-05, 1.70697366e-05, 1.69750295e-05, 1.69276757e-05,
       1.69039988e-05, 1.68921603e-05, 1.68862410e-05, 1.68832813e-05,
       1.68818015e-05, 1.68810616e-05, 1.68806916e-05, 1.68805067e-05,
       1.68804142e-05, 1.68803679e-05, 1.68803448e-05, 1.68803332e-05,
       1.68803275e-05, 1.68803246e-05, 1.68803231e-05, 1.68803224e-05,
       1.68803220e-05, 1.68803219e-05, 1.68803218e-05, 1.68803217e-05]), 65: array([4.93370419e-05, 4.27926735e-05, 3.95204780e-05, 3.78843745e-05,
       3.70663200e-05, 3.66572913e-05, 3.64527762e-05, 3.63505183e-05,
       3.62993892e-05, 3.62738246e-05, 3.62610422e-05, 3.62546510e-05,
       3.62514554e-05, 3.62498576e-05, 3.62490586e-05, 3.62486592e-05,
       3.62484595e-05, 3.62483596e-05, 3.62483097e-05, 3.62482847e-05,
       3.62482722e-05, 3.62482660e-05, 3.62482628e-05, 3.62482613e-05,
       3.62482605e-05, 3.62482601e-05, 3.62482599e-05, 3.62482598e-05]), 70: array([2.52784684e-05, 2.78991268e-05, 2.97335820e-05, 3.10176966e-05,
       3.19165740e-05, 3.25457862e-05, 3.29862334e-05, 3.32945455e-05,
       3.35103633e-05, 3.36614352e-05, 3.37671853e-05, 3.38412101e-05,
       3.38930273e-05, 3.39292992e-05, 3.39546895e-05, 3.39724626e-05,
       3.39849038e-05, 3.39936125e-05, 3.39997087e-05, 3.40039759e-05,
       3.40069630e-05, 3.40090540e-05, 3.40105176e-05, 3.40115422e-05,
       3.40122594e-05, 3.40127614e-05, 3.40131128e-05, 3.40133588e-05]), 75: array([1.01610025e-05, 1.04045200e-05, 1.05262787e-05, 1.05871580e-05,
       1.06175976e-05, 1.06328175e-05, 1.06404274e-05, 1.06442323e-05,
       1.06461348e-05, 1.06470860e-05, 1.06475617e-05, 1.06477995e-05,
       1.06479184e-05, 1.06479778e-05, 1.06480075e-05, 1.06480224e-05,
       1.06480298e-05, 1.06480336e-05, 1.06480354e-05, 1.06480363e-05,
       1.06480368e-05, 1.06480370e-05, 1.06480372e-05, 1.06480372e-05,
       1.06480372e-05, 1.06480373e-05, 1.06480373e-05, 1.06480373e-05]), 80: array([1.97781300e-05, 1.66930911e-05, 1.51471482e-05, 1.43724613e-05,
       1.39842582e-05, 1.37897258e-05, 1.36922438e-05, 1.36433946e-05,
       1.36189158e-05, 1.36066493e-05, 1.36005024e-05, 1.35974221e-05,
       1.35958785e-05, 1.35951051e-05, 1.35947174e-05, 1.35945232e-05,
       1.35944259e-05, 1.35943771e-05, 1.35943527e-05, 1.35943404e-05,
       1.35943343e-05, 1.35943312e-05, 1.35943297e-05, 1.35943289e-05,
       1.35943285e-05, 1.35943283e-05, 1.35943282e-05, 1.35943282e-05]), 85: array([1.55015425e-05, 1.50419067e-05, 1.47201618e-05, 1.44949405e-05,
       1.43372856e-05, 1.42269273e-05, 1.41496766e-05, 1.40956011e-05,
       1.40577482e-05, 1.40312513e-05, 1.40127034e-05, 1.39997199e-05,
       1.39906315e-05, 1.39842696e-05, 1.39798162e-05, 1.39766989e-05,
       1.39745168e-05, 1.39729893e-05, 1.39719200e-05, 1.39711716e-05,
       1.39706476e-05, 1.39702809e-05, 1.39700242e-05, 1.39698445e-05,
       1.39697187e-05, 1.39696306e-05, 1.39695690e-05, 1.39695258e-05]), 90: array([2.06818424e-05, 1.87349792e-05, 1.73721739e-05, 1.64182093e-05,
       1.57504335e-05, 1.52829901e-05, 1.49557794e-05, 1.47267317e-05,
       1.45663982e-05, 1.44541647e-05, 1.43756011e-05, 1.43206066e-05,
       1.42821104e-05, 1.42551630e-05, 1.42362999e-05, 1.42230956e-05,
       1.42138527e-05, 1.42073826e-05, 1.42028535e-05, 1.41996832e-05,
       1.41974639e-05, 1.41959104e-05, 1.41948230e-05, 1.41940618e-05,
       1.41935290e-05, 1.41931560e-05, 1.41928949e-05, 1.41927121e-05]), 95: array([1.43530961e-05, 1.50301490e-05, 1.53686765e-05, 1.55379408e-05,
       1.56225733e-05, 1.56648896e-05, 1.56860479e-05, 1.56966270e-05,
       1.57019166e-05, 1.57045614e-05, 1.57058838e-05, 1.57065450e-05,
       1.57068756e-05, 1.57070409e-05, 1.57071236e-05, 1.57071649e-05,
       1.57071856e-05, 1.57071959e-05, 1.57072011e-05, 1.57072037e-05,
       1.57072049e-05, 1.57072056e-05, 1.57072059e-05, 1.57072061e-05,
       1.57072062e-05, 1.57072062e-05, 1.57072062e-05, 1.57072062e-05]), 100: array([2.53404783e-05, 2.19060924e-05, 2.01888936e-05, 1.93302914e-05,
       1.89009888e-05, 1.86863368e-05, 1.85790104e-05, 1.85253471e-05,
       1.84985153e-05, 1.84850994e-05, 1.84783914e-05, 1.84750374e-05,
       1.84733604e-05, 1.84725219e-05, 1.84721026e-05, 1.84718930e-05,
       1.84717882e-05, 1.84717358e-05, 1.84717096e-05, 1.84716965e-05,
       1.84716899e-05, 1.84716866e-05, 1.84716850e-05, 1.84716842e-05,
       1.84716838e-05, 1.84716836e-05, 1.84716835e-05, 1.84716834e-05]), 105: array([2.04585859e-05, 2.10043619e-05, 2.12772507e-05, 2.14136955e-05,
       2.14819181e-05, 2.15160295e-05, 2.15330853e-05, 2.15416132e-05,
       2.15458771e-05, 2.15480091e-05, 2.15490751e-05, 2.15496081e-05,
       2.15498746e-05, 2.15500079e-05, 2.15500745e-05, 2.15501078e-05,
       2.15501245e-05, 2.15501328e-05, 2.15501369e-05, 2.15501390e-05,
       2.15501401e-05, 2.15501406e-05, 2.15501408e-05, 2.15501410e-05,
       2.15501410e-05, 2.15501411e-05, 2.15501411e-05, 2.15501411e-05]), 110: array([1.25858050e-05, 1.34280323e-05, 1.40175908e-05, 1.44302813e-05,
       1.47191644e-05, 1.49213824e-05, 1.50629348e-05, 1.51620214e-05,
       1.52313819e-05, 1.52799343e-05, 1.53139209e-05, 1.53377115e-05,
       1.53543649e-05, 1.53660222e-05, 1.53741824e-05, 1.53798945e-05,
       1.53838929e-05, 1.53866919e-05, 1.53886511e-05, 1.53900226e-05,
       1.53909826e-05, 1.53916546e-05, 1.53921250e-05, 1.53924543e-05,
       1.53926848e-05, 1.53928462e-05, 1.53929591e-05, 1.53930382e-05]), 115: array([1.04591340e-04, 8.70659648e-05, 7.47981729e-05, 6.62106981e-05,
       6.01994514e-05, 5.59915687e-05, 5.30460438e-05, 5.09841715e-05,
       4.95408574e-05, 4.85305352e-05, 4.78233079e-05, 4.73282476e-05,
       4.69817046e-05, 4.67391239e-05, 4.65693170e-05, 4.64504519e-05,
       4.63672462e-05, 4.63090020e-05, 4.62682310e-05, 4.62396912e-05,
       4.62197133e-05, 4.62057287e-05, 4.61959395e-05, 4.61890871e-05,
       4.61842903e-05, 4.61809326e-05, 4.61785822e-05, 4.61769369e-05]), 120: array([6.37061087e-05, 6.31174089e-05, 6.27053189e-05, 6.24168558e-05,
       6.22149316e-05, 6.20735847e-05, 6.19746418e-05, 6.19053817e-05,
       6.18568997e-05, 6.18229622e-05, 6.17992060e-05, 6.17825767e-05,
       6.17709361e-05, 6.17627877e-05, 6.17570839e-05, 6.17530911e-05,
       6.17502962e-05, 6.17483398e-05, 6.17469703e-05, 6.17460117e-05,
       6.17453406e-05, 6.17448709e-05, 6.17445420e-05, 6.17443119e-05,
       6.17441508e-05, 6.17440380e-05, 6.17439590e-05, 6.17439038e-05]), 125: array([3.66109777e-05, 3.96970591e-05, 4.18573171e-05, 4.33694985e-05,
       4.44280259e-05, 4.51689955e-05, 4.56876745e-05, 4.60507500e-05,
       4.63049029e-05, 4.64828101e-05, 4.66073451e-05, 4.66945197e-05,
       4.67555420e-05, 4.67982576e-05, 4.68281585e-05, 4.68490892e-05,
       4.68637406e-05, 4.68739967e-05, 4.68811759e-05, 4.68862014e-05,
       4.68897192e-05, 4.68921817e-05, 4.68939054e-05, 4.68951120e-05,
       4.68959566e-05, 4.68965479e-05, 4.68969618e-05, 4.68972515e-05]), 130: array([4.42376685e-05, 4.77505939e-05, 4.95073226e-05, 5.03858199e-05,
       5.08251351e-05, 5.10448260e-05, 5.11546881e-05, 5.12096274e-05,
       5.12371013e-05, 5.12508403e-05, 5.12577108e-05, 5.12611466e-05,
       5.12628647e-05, 5.12637240e-05, 5.12641536e-05, 5.12643685e-05,
       5.12644759e-05, 5.12645297e-05, 5.12645565e-05, 5.12645700e-05,
       5.12645767e-05, 5.12645801e-05, 5.12645817e-05, 5.12645826e-05,
       5.12645830e-05, 5.12645832e-05, 5.12645833e-05, 5.12645834e-05]), 135: array([4.29523873e-05, 4.37694537e-05, 4.43413988e-05, 4.47417593e-05,
       4.50220111e-05, 4.52181868e-05, 4.53555095e-05, 4.54516351e-05,
       4.55189229e-05, 4.55660243e-05, 4.55989951e-05, 4.56220747e-05,
       4.56382303e-05, 4.56495392e-05, 4.56574555e-05, 4.56629968e-05,
       4.56668757e-05, 4.56695910e-05, 4.56714917e-05, 4.56728221e-05,
       4.56737534e-05, 4.56744054e-05, 4.56748617e-05, 4.56751812e-05,
       4.56754048e-05, 4.56755613e-05, 4.56756709e-05, 4.56757475e-05]), 140: array([5.35590268e-05, 5.03873358e-05, 4.75328070e-05, 4.49637251e-05,
       4.26515458e-05, 4.05705795e-05, 3.86977053e-05, 3.70121146e-05,
       3.54950793e-05, 3.41297443e-05, 3.29009399e-05, 3.17950132e-05,
       3.07996769e-05, 2.99038721e-05, 2.90976458e-05, 2.83720404e-05,
       2.77189940e-05, 2.71312509e-05, 2.66022808e-05, 2.61262066e-05,
       2.56977387e-05, 2.53121168e-05, 2.49650562e-05, 2.46527009e-05,
       2.43715805e-05, 2.41185715e-05, 2.38908629e-05, 2.36859247e-05]), 145: array([2.63414225e-05, 2.90241006e-05, 3.03654556e-05, 3.10361410e-05,
       3.13714877e-05, 3.15391630e-05, 3.16230016e-05, 3.16649215e-05,
       3.16858816e-05, 3.16963618e-05, 3.17016020e-05, 3.17042221e-05,
       3.17055322e-05, 3.17061872e-05, 3.17065147e-05, 3.17066785e-05,
       3.17067604e-05, 3.17068013e-05, 3.17068218e-05, 3.17068320e-05,
       3.17068372e-05, 3.17068397e-05, 3.17068410e-05, 3.17068416e-05,
       3.17068420e-05, 3.17068421e-05, 3.17068422e-05, 3.17068422e-05]), 150: array([1.44199695e-05, 1.70213258e-05, 1.88422735e-05, 2.01169357e-05,
       2.10091983e-05, 2.16337816e-05, 2.20709894e-05, 2.23770346e-05,
       2.25912661e-05, 2.27412279e-05, 2.28462011e-05, 2.29196823e-05,
       2.29711191e-05, 2.30071248e-05, 2.30323288e-05, 2.30499715e-05,
       2.30623214e-05, 2.30709664e-05, 2.30770178e-05, 2.30812538e-05,
       2.30842190e-05, 2.30862947e-05, 2.30877476e-05, 2.30887647e-05,
       2.30894766e-05, 2.30899750e-05, 2.30903238e-05, 2.30905680e-05]), 155: array([43.68444541, 39.31608292, 35.38454849, 31.84616014, 28.66160399,
       25.79549748, 23.21599625, 20.89444031, 18.80503561, 16.92456747,
       15.23214261, 13.70895707, 12.33808722, 11.10430179,  9.99389259,
        8.99452223,  8.09508703,  7.28559367,  6.55704812,  5.90135577,
        5.31123142,  4.78011839,  4.30211568,  3.87191234,  3.48472853,
        3.13626237,  2.82264218,  2.54038342]), 160: array([1.04298461e-05, 8.67675002e-06, 7.44958240e-06, 6.59056481e-06,
       5.98925231e-06, 5.56833343e-06, 5.27369013e-06, 5.06743976e-06,
       4.92306445e-06, 4.82200171e-06, 4.75125776e-06, 4.70173699e-06,
       4.66707243e-06, 4.64280724e-06, 4.62582160e-06, 4.61393165e-06,
       4.60560868e-06, 4.59978260e-06, 4.59570434e-06, 4.59284956e-06,
       4.59085121e-06, 4.58945237e-06, 4.58847318e-06, 4.58778774e-06,
       4.58730794e-06, 4.58697208e-06, 4.58673697e-06, 4.58657240e-06]), 165: array([2.82161816e-06, 3.35773051e-06, 3.62578681e-06, 3.75981503e-06,
       3.82682917e-06, 3.86033625e-06, 3.87708980e-06, 3.88546658e-06,
       3.88965497e-06, 3.89174917e-06, 3.89279627e-06, 3.89331982e-06,
       3.89358159e-06, 3.89371248e-06, 3.89377793e-06, 3.89381065e-06,
       3.89382701e-06, 3.89383519e-06, 3.89383928e-06, 3.89384132e-06,
       3.89384235e-06, 3.89384286e-06, 3.89384311e-06, 3.89384324e-06,
       3.89384331e-06, 3.89384334e-06, 3.89384335e-06, 3.89384336e-06]), 170: array([1.84208192e-06, 2.19044811e-06, 2.43430447e-06, 2.60500393e-06,
       2.72449356e-06, 2.80813631e-06, 2.86668624e-06, 2.90767120e-06,
       2.93636067e-06, 2.95644330e-06, 2.97050114e-06, 2.98034163e-06,
       2.98722997e-06, 2.99205181e-06, 2.99542710e-06, 2.99778981e-06,
       2.99944370e-06, 3.00060142e-06, 3.00141183e-06, 3.00197911e-06,
       3.00237621e-06, 3.00265418e-06, 3.00284876e-06, 3.00298497e-06,
       3.00308031e-06, 3.00314705e-06, 3.00319377e-06, 3.00322647e-06]), 175: array([3.44348429e-05, 2.73219320e-05, 2.23428926e-05, 1.88575637e-05,
       1.64178325e-05, 1.47100201e-05, 1.35145509e-05, 1.26777222e-05,
       1.20919419e-05, 1.16818955e-05, 1.13948629e-05, 1.11939401e-05,
       1.10532940e-05, 1.09548417e-05, 1.08859251e-05, 1.08376834e-05,
       1.08039143e-05, 1.07802758e-05, 1.07637289e-05, 1.07521461e-05,
       1.07440381e-05, 1.07383625e-05, 1.07343896e-05, 1.07316086e-05,
       1.07296618e-05, 1.07282991e-05, 1.07273452e-05, 1.07266775e-05]), 180: array([3.75409440e-05, 3.24648676e-05, 2.89115834e-05, 2.64242630e-05,
       2.46831236e-05, 2.34643155e-05, 2.26111424e-05, 2.20139161e-05,
       2.15958541e-05, 2.13032081e-05, 2.10983542e-05, 2.09549552e-05,
       2.08545750e-05, 2.07843083e-05, 2.07351212e-05, 2.07006899e-05,
       2.06765878e-05, 2.06597162e-05, 2.06479059e-05, 2.06396387e-05,
       2.06338516e-05, 2.06298005e-05, 2.06269648e-05, 2.06249798e-05,
       2.06235902e-05, 2.06226176e-05, 2.06219367e-05, 2.06214600e-05]), 185: array([1.33776853e-05, 1.53555368e-05, 1.67400322e-05, 1.77091784e-05,
       1.83875805e-05, 1.88624616e-05, 1.91948783e-05, 1.94275698e-05,
       1.95904538e-05, 1.97044726e-05, 1.97842856e-05, 1.98401548e-05,
       1.98792631e-05, 1.99066390e-05, 1.99258021e-05, 1.99392162e-05,
       1.99486061e-05, 1.99551790e-05, 1.99597801e-05, 1.99630008e-05,
       1.99652553e-05, 1.99668335e-05, 1.99679382e-05, 1.99687115e-05,
       1.99692528e-05, 1.99696317e-05, 1.99698969e-05, 1.99700826e-05]), 190: array([1.21768407e-05, 1.33611280e-05, 1.41901280e-05, 1.47704272e-05,
       1.51766361e-05, 1.54609820e-05, 1.56600238e-05, 1.57993529e-05,
       1.58968831e-05, 1.59651542e-05, 1.60129439e-05, 1.60463967e-05,
       1.60698135e-05, 1.60862053e-05, 1.60976796e-05, 1.61057115e-05,
       1.61113339e-05, 1.61152696e-05, 1.61180245e-05, 1.61199530e-05,
       1.61213029e-05, 1.61222478e-05, 1.61229093e-05, 1.61233723e-05,
       1.61236964e-05, 1.61239233e-05, 1.61240821e-05, 1.61241933e-05]), 195: array([3.08096237e-06, 3.14528144e-06, 3.17744097e-06, 3.19352074e-06,
       3.20156062e-06, 3.20558056e-06, 3.20759053e-06, 3.20859552e-06,
       3.20909801e-06, 3.20934926e-06, 3.20947488e-06, 3.20953769e-06,
       3.20956910e-06, 3.20958480e-06, 3.20959265e-06, 3.20959658e-06,
       3.20959854e-06, 3.20959952e-06, 3.20960001e-06, 3.20960026e-06,
       3.20960038e-06, 3.20960044e-06, 3.20960047e-06, 3.20960049e-06,
       3.20960050e-06, 3.20960050e-06, 3.20960050e-06, 3.20960050e-06]), 200: array([2.39033890e-06, 2.82349065e-06, 3.04006649e-06, 3.14835440e-06,
       3.20249834e-06, 3.22957031e-06, 3.24310629e-06, 3.24987428e-06,
       3.25325827e-06, 3.25495027e-06, 3.25579627e-06, 3.25621927e-06,
       3.25643077e-06, 3.25653652e-06, 3.25658939e-06, 3.25661583e-06,
       3.25662905e-06, 3.25663566e-06, 3.25663896e-06, 3.25664061e-06,
       3.25664144e-06, 3.25664185e-06, 3.25664206e-06, 3.25664216e-06,
       3.25664222e-06, 3.25664224e-06, 3.25664225e-06, 3.25664226e-06]), 205: array([8.49347225e-05, 7.21300645e-05, 6.31613012e-05, 5.68793127e-05,
       5.24792211e-05, 4.93972660e-05, 4.72385731e-05, 4.57265603e-05,
       4.46675016e-05, 4.39257054e-05, 4.34061293e-05, 4.30422027e-05,
       4.27872977e-05, 4.26087547e-05, 4.24836978e-05, 4.23961043e-05,
       4.23347512e-05, 4.22917776e-05, 4.22616777e-05, 4.22405948e-05,
       4.22258277e-05, 4.22154844e-05, 4.22082396e-05, 4.22031651e-05,
       4.21996109e-05, 4.21971213e-05, 4.21953776e-05, 4.21941562e-05]), 210: array([7.71947780e-05, 6.41053988e-05, 5.63821954e-05, 5.18252282e-05,
       4.91364540e-05, 4.75499808e-05, 4.66139047e-05, 4.60615861e-05,
       4.57356984e-05, 4.55434129e-05, 4.54299576e-05, 4.53630149e-05,
       4.53235163e-05, 4.53002107e-05, 4.52864596e-05, 4.52783459e-05,
       4.52735586e-05, 4.52707338e-05, 4.52690672e-05, 4.52680838e-05,
       4.52675035e-05, 4.52671612e-05, 4.52669591e-05, 4.52668400e-05,
       4.52667696e-05, 4.52667281e-05, 4.52667036e-05, 4.52666892e-05]), 215: array([1.25386695e-05, 1.46685600e-05, 1.65854548e-05, 1.83106540e-05,
       1.98633278e-05, 2.12607294e-05, 2.25183864e-05, 2.36502738e-05,
       2.46689688e-05, 2.55857911e-05, 2.64109283e-05, 2.71535492e-05,
       2.78219056e-05, 2.84234243e-05, 2.89647893e-05, 2.94520160e-05,
       2.98905185e-05, 3.02851694e-05, 3.06403539e-05, 3.09600189e-05,
       3.12477164e-05, 3.15066432e-05, 3.17396765e-05, 3.19494058e-05,
       3.21381614e-05, 3.23080409e-05, 3.24609319e-05, 3.25985334e-05]), 220: array([1.78759396e-06, 1.91988317e-06, 2.04952658e-06, 2.17657712e-06,
       2.30108665e-06, 2.42310597e-06, 2.54268491e-06, 2.65987226e-06,
       2.77471586e-06, 2.88726258e-06, 2.99755836e-06, 3.10564822e-06,
       3.21157627e-06, 3.31538576e-06, 3.41711906e-06, 3.51681768e-06,
       3.61452233e-06, 3.71027288e-06, 3.80410841e-06, 3.89606723e-06,
       3.98618687e-06, 4.07450411e-06, 4.16105500e-06, 4.24587487e-06,
       4.32899833e-06, 4.41045933e-06, 4.49029110e-06, 4.56852623e-06]), 225: array([1.69558445e-05, 1.43037366e-05, 1.24472604e-05, 1.11477267e-05,
       1.02380527e-05, 9.60128078e-06, 9.15554026e-06, 8.84352180e-06,
       8.62510880e-06, 8.47221965e-06, 8.36519721e-06, 8.29028148e-06,
       8.23784045e-06, 8.20113171e-06, 8.17543559e-06, 8.15744830e-06,
       8.14485719e-06, 8.13604341e-06, 8.12987377e-06, 8.12555501e-06,
       8.12253188e-06, 8.12041569e-06, 8.11893436e-06, 8.11789742e-06,
       8.11717157e-06, 8.11666347e-06, 8.11630780e-06, 8.11605883e-06]), 230: array([1.06903270e-05, 9.87234830e-06, 9.46335924e-06, 9.25886484e-06,
       9.15661771e-06, 9.10549418e-06, 9.07993243e-06, 9.06715156e-06,
       9.06076113e-06, 9.05756592e-06, 9.05596832e-06, 9.05516952e-06,
       9.05477011e-06, 9.05457041e-06, 9.05447056e-06, 9.05442064e-06,
       9.05439568e-06, 9.05438320e-06, 9.05437696e-06, 9.05437383e-06,
       9.05437227e-06, 9.05437149e-06, 9.05437110e-06, 9.05437091e-06,
       9.05437081e-06, 9.05437076e-06, 9.05437074e-06, 9.05437073e-06]), 235: array([6.51095354e-06, 7.15866421e-06, 7.61206162e-06, 7.92943977e-06,
       8.15160445e-06, 8.30711970e-06, 8.41598036e-06, 8.49218282e-06,
       8.54552453e-06, 8.58286373e-06, 8.60900116e-06, 8.62729736e-06,
       8.64010470e-06, 8.64906983e-06, 8.65534543e-06, 8.65973834e-06,
       8.66281338e-06, 8.66496591e-06, 8.66647268e-06, 8.66752742e-06,
       8.66826574e-06, 8.66878256e-06, 8.66914433e-06, 8.66939758e-06,
       8.66957485e-06, 8.66969894e-06, 8.66978580e-06, 8.66984660e-06]), 240: array([6.76008931e-06, 6.44946242e-06, 6.23202375e-06, 6.07981678e-06,
       5.97327197e-06, 5.89869065e-06, 5.84648376e-06, 5.80993896e-06,
       5.78435762e-06, 5.76645070e-06, 5.75391586e-06, 5.74514147e-06,
       5.73899941e-06, 5.73469997e-06, 5.73169036e-06, 5.72958364e-06,
       5.72810893e-06, 5.72707664e-06, 5.72635403e-06, 5.72584821e-06,
       5.72549413e-06, 5.72524628e-06, 5.72507278e-06, 5.72495134e-06,
       5.72486632e-06, 5.72480681e-06, 5.72476516e-06, 5.72473600e-06]), 245: array([1.50425184e-05, 1.42707828e-05, 1.35762207e-05, 1.29511148e-05,
       1.23885194e-05, 1.18821835e-05, 1.14264812e-05, 1.10163491e-05,
       1.06472302e-05, 1.03150231e-05, 1.00160368e-05, 9.74694902e-06,
       9.50477003e-06, 9.28680892e-06, 9.09064391e-06, 8.91409538e-06,
       8.75520170e-06, 8.61219738e-06, 8.48349348e-06, 8.36765996e-06,
       8.26340979e-06, 8.16958463e-06, 8.08514198e-06, 8.00914358e-06,
       7.94074503e-06, 7.87918632e-06, 7.82378348e-06, 7.77392092e-06]), 250: array([2.71007031e-05, 2.40878262e-05, 2.19788100e-05, 2.05024969e-05,
       1.94690765e-05, 1.87456815e-05, 1.82393043e-05, 1.78848399e-05,
       1.76367145e-05, 1.74630266e-05, 1.73414449e-05, 1.72563376e-05,
       1.71967624e-05, 1.71550597e-05, 1.71258678e-05, 1.71054334e-05,
       1.70911294e-05, 1.70811165e-05, 1.70741075e-05, 1.70692012e-05,
       1.70657668e-05, 1.70633627e-05, 1.70616798e-05, 1.70605018e-05,
       1.70596772e-05, 1.70591000e-05, 1.70586959e-05, 1.70584131e-05]), 255: array([2.49839815e-05, 2.58423751e-05, 2.64432507e-05, 2.68638637e-05,
       2.71582929e-05, 2.73643933e-05, 2.75086637e-05, 2.76096529e-05,
       2.76803454e-05, 2.77298302e-05, 2.77644695e-05, 2.77887171e-05,
       2.78056904e-05, 2.78175717e-05, 2.78258886e-05, 2.78317104e-05,
       2.78357857e-05, 2.78386384e-05, 2.78406353e-05, 2.78420331e-05,
       2.78430116e-05, 2.78436965e-05, 2.78441760e-05, 2.78445116e-05,
       2.78447465e-05, 2.78449110e-05, 2.78450261e-05, 2.78451067e-05]), 260: array([1.66857338e-05, 1.77649152e-05, 1.85203421e-05, 1.90491409e-05,
       1.94193000e-05, 1.96784113e-05, 1.98597893e-05, 1.99867538e-05,
       2.00756290e-05, 2.01378416e-05, 2.01813904e-05, 2.02118746e-05,
       2.02332136e-05, 2.02481508e-05, 2.02586069e-05, 2.02659261e-05,
       2.02710496e-05, 2.02746360e-05, 2.02771465e-05, 2.02789039e-05,
       2.02801340e-05, 2.02809951e-05, 2.02815979e-05, 2.02820198e-05,
       2.02823152e-05, 2.02825219e-05, 2.02826667e-05, 2.02827680e-05]), 265: array([2.75120475e-06, 3.00650393e-06, 3.13415355e-06, 3.19797838e-06,
       3.22989080e-06, 3.24584701e-06, 3.25382512e-06, 3.25781417e-06,
       3.25980870e-06, 3.26080596e-06, 3.26130460e-06, 3.26155391e-06,
       3.26167857e-06, 3.26174090e-06, 3.26177206e-06, 3.26178765e-06,
       3.26179544e-06, 3.26179933e-06, 3.26180128e-06, 3.26180225e-06,
       3.26180274e-06, 3.26180298e-06, 3.26180311e-06, 3.26180317e-06,
       3.26180320e-06, 3.26180321e-06, 3.26180322e-06, 3.26180322e-06]), 270: array([3.58359258e-06, 3.15349327e-06, 2.93844368e-06, 2.83091890e-06,
       2.77715653e-06, 2.75027535e-06, 2.73683476e-06, 2.73011447e-06,
       2.72675433e-06, 2.72507426e-06, 2.72423422e-06, 2.72381420e-06,
       2.72360419e-06, 2.72349919e-06, 2.72344669e-06, 2.72342044e-06,
       2.72340731e-06, 2.72340075e-06, 2.72339747e-06, 2.72339583e-06,
       2.72339500e-06, 2.72339459e-06, 2.72339439e-06, 2.72339429e-06,
       2.72339424e-06, 2.72339421e-06, 2.72339420e-06, 2.72339419e-06]), 275: array([2.05769839e-05, 1.92375426e-05, 1.80320453e-05, 1.69470978e-05,
       1.59706450e-05, 1.50918375e-05, 1.43009107e-05, 1.35890765e-05,
       1.29484258e-05, 1.23718401e-05, 1.18529130e-05, 1.13858785e-05,
       1.09655475e-05, 1.05872496e-05, 1.02467815e-05, 9.94036019e-06,
       9.66458099e-06, 9.41637970e-06, 9.19299854e-06, 8.99195549e-06,
       8.81101674e-06, 8.64817186e-06, 8.50161146e-06, 8.36970710e-06,
       8.25099317e-06, 8.14415064e-06, 8.04799235e-06, 7.96144989e-06]), 280: array([3.59320617e-05, 3.39715585e-05, 3.22069709e-05, 3.06187207e-05,
       2.91891864e-05, 2.79025072e-05, 2.67444075e-05, 2.57020382e-05,
       2.47638341e-05, 2.39193860e-05, 2.31593246e-05, 2.24752171e-05,
       2.18594733e-05, 2.13052616e-05, 2.08064329e-05, 2.03574529e-05,
       1.99533399e-05, 1.95896105e-05, 1.92622290e-05, 1.89675632e-05,
       1.87023437e-05, 1.84636279e-05, 1.82487673e-05, 1.80553780e-05,
       1.78813143e-05, 1.77246450e-05, 1.75836319e-05, 1.74567104e-05]), 285: array([2.71034691e-05, 2.59778311e-05, 2.54150096e-05, 2.51335976e-05,
       2.49928910e-05, 2.49225373e-05, 2.48873604e-05, 2.48697718e-05,
       2.48609775e-05, 2.48565803e-05, 2.48543817e-05, 2.48532824e-05,
       2.48527328e-05, 2.48524579e-05, 2.48523205e-05, 2.48522518e-05,
       2.48522174e-05, 2.48522003e-05, 2.48521917e-05, 2.48521874e-05,
       2.48521852e-05, 2.48521842e-05, 2.48521836e-05, 2.48521834e-05,
       2.48521832e-05, 2.48521832e-05, 2.48521831e-05, 2.48521831e-05]), 290: array([2.17292812e-05, 2.28239252e-05, 2.35901751e-05, 2.41265493e-05,
       2.45020107e-05, 2.47648334e-05, 2.49488090e-05, 2.50775918e-05,
       2.51677397e-05, 2.52308431e-05, 2.52750154e-05, 2.53059360e-05,
       2.53275804e-05, 2.53427314e-05, 2.53533371e-05, 2.53607611e-05,
       2.53659579e-05, 2.53695957e-05, 2.53721421e-05, 2.53739246e-05,
       2.53751723e-05, 2.53760458e-05, 2.53766571e-05, 2.53770851e-05,
       2.53773847e-05, 2.53775944e-05, 2.53777412e-05, 2.53778440e-05]), 295: array([6.71799730e-06, 6.57874789e-06, 6.50912309e-06, 6.47431064e-06,
       6.45690439e-06, 6.44820126e-06, 6.44384969e-06, 6.44167390e-06,
       6.44058600e-06, 6.44004205e-06, 6.43977008e-06, 6.43963409e-06,
       6.43956610e-06, 6.43953210e-06, 6.43951510e-06, 6.43950660e-06,
       6.43950235e-06, 6.43950023e-06, 6.43949916e-06, 6.43949863e-06,
       6.43949837e-06, 6.43949823e-06, 6.43949817e-06, 6.43949813e-06,
       6.43949812e-06, 6.43949811e-06, 6.43949811e-06, 6.43949810e-06]), 300: array([1.38952801e-05, 1.09834452e-05, 9.52751100e-06, 8.79953553e-06,
       8.43554362e-06, 8.25354557e-06, 8.16254550e-06, 8.11704494e-06,
       8.09429440e-06, 8.08291900e-06, 8.07723123e-06, 8.07438732e-06,
       8.07296534e-06, 8.07225435e-06, 8.07189885e-06, 8.07172109e-06,
       8.07163222e-06, 8.07158778e-06, 8.07156556e-06, 8.07155445e-06,
       8.07154889e-06, 8.07154611e-06, 8.07154472e-06, 8.07154403e-06,
       8.07154368e-06, 8.07154351e-06, 8.07154342e-06, 8.07154338e-06]), 305: array([1.34186121e-05, 1.31181112e-05, 1.29077605e-05, 1.27605148e-05,
       1.26574428e-05, 1.25852924e-05, 1.25347870e-05, 1.24994333e-05,
       1.24746856e-05, 1.24573623e-05, 1.24452359e-05, 1.24367474e-05,
       1.24308055e-05, 1.24266461e-05, 1.24237346e-05, 1.24216965e-05,
       1.24202698e-05, 1.24192712e-05, 1.24185721e-05, 1.24180828e-05,
       1.24177402e-05, 1.24175005e-05, 1.24173326e-05, 1.24172151e-05,
       1.24171329e-05, 1.24170753e-05, 1.24170350e-05, 1.24170068e-05]), 310: array([2.60154778e-05, 2.32898900e-05, 2.13819776e-05, 2.00464382e-05,
       1.91115602e-05, 1.84571453e-05, 1.79990546e-05, 1.76783910e-05,
       1.74539264e-05, 1.72968010e-05, 1.71868132e-05, 1.71098218e-05,
       1.70559277e-05, 1.70182018e-05, 1.69917937e-05, 1.69733080e-05,
       1.69603680e-05, 1.69513100e-05, 1.69449694e-05, 1.69405310e-05,
       1.69374241e-05, 1.69352493e-05, 1.69337269e-05, 1.69326612e-05,
       1.69319153e-05, 1.69313931e-05, 1.69310276e-05, 1.69307717e-05]), 315: array([7.48283962e-06, 8.40589474e-06, 8.86742256e-06, 9.09818659e-06,
       9.21356867e-06, 9.27125975e-06, 9.30010530e-06, 9.31452808e-06,
       9.32173948e-06, 9.32534518e-06, 9.32714803e-06, 9.32804946e-06,
       9.32850017e-06, 9.32872553e-06, 9.32883820e-06, 9.32889454e-06,
       9.32892271e-06, 9.32893680e-06, 9.32894384e-06, 9.32894736e-06,
       9.32894912e-06, 9.32895000e-06, 9.32895044e-06, 9.32895066e-06,
       9.32895077e-06, 9.32895083e-06, 9.32895086e-06, 9.32895087e-06]), 320: array([4.12667277e-06, 4.72347224e-06, 5.14123171e-06, 5.43366323e-06,
       5.63836521e-06, 5.78165654e-06, 5.88196043e-06, 5.95217313e-06,
       6.00132200e-06, 6.03572619e-06, 6.05980912e-06, 6.07666716e-06,
       6.08846779e-06, 6.09672822e-06, 6.10251053e-06, 6.10655814e-06,
       6.10939146e-06, 6.11137479e-06, 6.11276312e-06, 6.11373495e-06,
       6.11441523e-06, 6.11489142e-06, 6.11522476e-06, 6.11545810e-06,
       6.11562143e-06, 6.11573577e-06, 6.11581580e-06, 6.11587182e-06]), 325: array([5.08267045e-05, 4.74949293e-05, 4.44963306e-05, 4.17975908e-05,
       3.93687241e-05, 3.71827432e-05, 3.52153598e-05, 3.34447140e-05,
       3.18511322e-05, 3.04169081e-05, 2.91261060e-05, 2.79643836e-05,
       2.69188331e-05, 2.59778373e-05, 2.51309408e-05, 2.43687336e-05,
       2.36827469e-05, 2.30653587e-05, 2.25097091e-05, 2.20096242e-05,
       2.15595477e-05, 2.11544787e-05, 2.07899165e-05, 2.04618103e-05,
       2.01665147e-05, 1.99007486e-05, 1.96615589e-05, 1.94462882e-05]), 330: array([2.42109558e-05, 2.33241084e-05, 2.28806840e-05, 2.26589715e-05,
       2.25481151e-05, 2.24926868e-05, 2.24649726e-05, 2.24511155e-05,
       2.24441869e-05, 2.24407227e-05, 2.24389905e-05, 2.24381244e-05,
       2.24376914e-05, 2.24374749e-05, 2.24373666e-05, 2.24373125e-05,
       2.24372854e-05, 2.24372719e-05, 2.24372651e-05, 2.24372617e-05,
       2.24372600e-05, 2.24372592e-05, 2.24372588e-05, 2.24372586e-05,
       2.24372585e-05, 2.24372584e-05, 2.24372584e-05, 2.24372584e-05]), 335: array([1.21400742e-05, 1.27443469e-05, 1.32881912e-05, 1.37776500e-05,
       1.42181620e-05, 1.46146220e-05, 1.49714352e-05, 1.52925665e-05,
       1.55815840e-05, 1.58416993e-05, 1.60758025e-05, 1.62864949e-05,
       1.64761178e-05, 1.66467779e-05, 1.68003718e-05, 1.69386060e-05,
       1.70630165e-05, 1.71749857e-05, 1.72757577e-05, 1.73664524e-05,
       1.74480775e-05, 1.75215399e-05, 1.75876559e-05, 1.76471602e-05,
       1.77007139e-05, 1.77489122e-05, 1.77922905e-05, 1.78313310e-05]), 340: array([6.94386897e-05, 5.50281325e-05, 4.49407261e-05, 3.78795302e-05,
       3.29366850e-05, 2.94766878e-05, 2.70546857e-05, 2.53592816e-05,
       2.41724967e-05, 2.33417460e-05, 2.27602195e-05, 2.23531504e-05,
       2.20682015e-05, 2.18687369e-05, 2.17291115e-05, 2.16313736e-05,
       2.15629569e-05, 2.15150651e-05, 2.14815409e-05, 2.14580738e-05,
       2.14416469e-05, 2.14301480e-05, 2.14220988e-05, 2.14164643e-05,
       2.14125201e-05, 2.14097592e-05, 2.14078266e-05, 2.14064738e-05]), 345: array([1.56712190e-04, 1.29110167e-04, 1.09788677e-04, 9.62635825e-05,
       8.67959804e-05, 8.01686336e-05, 7.55294732e-05, 7.22820486e-05,
       7.00088427e-05, 6.84175925e-05, 6.73037131e-05, 6.65239945e-05,
       6.59781895e-05, 6.55961245e-05, 6.53286780e-05, 6.51414647e-05,
       6.50104149e-05, 6.49186797e-05, 6.48544648e-05, 6.48095142e-05,
       6.47780487e-05, 6.47560227e-05, 6.47406045e-05, 6.47298117e-05,
       6.47222567e-05, 6.47169682e-05, 6.47132662e-05, 6.47106748e-05]), 350: array([1.37447241e-04, 1.24843519e-04, 1.16020867e-04, 1.09844979e-04,
       1.05521834e-04, 1.02495616e-04, 1.00377253e-04, 9.88943909e-05,
       9.78563819e-05, 9.71297718e-05, 9.66211420e-05, 9.62650993e-05,
       9.60158681e-05, 9.58414054e-05, 9.57192808e-05, 9.56337931e-05,
       9.55739515e-05, 9.55320621e-05, 9.55027393e-05, 9.54822133e-05,
       9.54678450e-05, 9.54577872e-05, 9.54507466e-05, 9.54458182e-05,
       9.54423683e-05, 9.54399534e-05, 9.54382629e-05, 9.54370796e-05]), 355: array([4.06986002e-05, 4.68530697e-05, 5.11611599e-05, 5.41767960e-05,
       5.62877224e-05, 5.77653577e-05, 5.87996932e-05, 5.95237215e-05,
       6.00305368e-05, 6.03853043e-05, 6.06336394e-05, 6.08074724e-05,
       6.09291544e-05, 6.10143310e-05, 6.10739541e-05, 6.11156899e-05,
       6.11449047e-05, 6.11653549e-05, 6.11796699e-05, 6.11896903e-05,
       6.11967046e-05, 6.12016145e-05, 6.12050514e-05, 6.12074572e-05,
       6.12091412e-05, 6.12103201e-05, 6.12111452e-05, 6.12117229e-05]), 360: array([9.11959244e-05, 6.45054460e-05, 5.11588141e-05, 4.44848017e-05,
       4.11474472e-05, 3.94785959e-05, 3.86440831e-05, 3.82267832e-05,
       3.80181114e-05, 3.79137647e-05, 3.78615858e-05, 3.78354937e-05,
       3.78224463e-05, 3.78159219e-05, 3.78126593e-05, 3.78110279e-05,
       3.78102121e-05, 3.78098042e-05, 3.78096002e-05, 3.78094981e-05,
       3.78094471e-05, 3.78094216e-05, 3.78094089e-05, 3.78094025e-05,
       3.78093993e-05, 3.78093977e-05, 3.78093969e-05, 3.78093965e-05]), 365: array([0.00021928, 0.0001848 , 0.00016066, 0.00014377, 0.00013194,
       0.00012366, 0.00011786, 0.00011381, 0.00011097, 0.00010898,
       0.00010759, 0.00010661, 0.00010593, 0.00010545, 0.00010512,
       0.00010489, 0.00010472, 0.00010461, 0.00010453, 0.00010447,
       0.00010443, 0.0001044 , 0.00010438, 0.00010437, 0.00010436,
       0.00010435, 0.00010435, 0.00010435]), 370: array([7.88149743e-05, 8.80295632e-05, 9.44782947e-05, 9.89913705e-05,
       1.02149798e-04, 1.04360190e-04, 1.05907109e-04, 1.06989704e-04,
       1.07747347e-04, 1.08277574e-04, 1.08648649e-04, 1.08908341e-04,
       1.09090084e-04, 1.09217275e-04, 1.09306288e-04, 1.09368583e-04,
       1.09412180e-04, 1.09442690e-04, 1.09464042e-04, 1.09478986e-04,
       1.09489444e-04, 1.09496762e-04, 1.09501884e-04, 1.09505469e-04,
       1.09507978e-04, 1.09509733e-04, 1.09510962e-04, 1.09511822e-04]), 375: array([4.52096392e-05, 5.08330502e-05, 5.36447567e-05, 5.50506105e-05,
       5.57535377e-05, 5.61050014e-05, 5.62807333e-05, 5.63685993e-05,
       5.64125323e-05, 5.64344988e-05, 5.64454821e-05, 5.64509737e-05,
       5.64537195e-05, 5.64550924e-05, 5.64557789e-05, 5.64561221e-05,
       5.64562937e-05, 5.64563795e-05, 5.64564224e-05, 5.64564439e-05,
       5.64564546e-05, 5.64564600e-05, 5.64564626e-05, 5.64564640e-05,
       5.64564647e-05, 5.64564650e-05, 5.64564652e-05, 5.64564652e-05]), 380: array([4.04443838e-05, 4.14331701e-05, 4.19289294e-05, 4.21774940e-05,
       4.23021198e-05, 4.23646048e-05, 4.23959337e-05, 4.24116414e-05,
       4.24195169e-05, 4.24234656e-05, 4.24254454e-05, 4.24264380e-05,
       4.24269357e-05, 4.24271852e-05, 4.24273103e-05, 4.24273731e-05,
       4.24274045e-05, 4.24274203e-05, 4.24274282e-05, 4.24274322e-05,
       4.24274342e-05, 4.24274351e-05, 4.24274356e-05, 4.24274359e-05,
       4.24274360e-05, 4.24274361e-05, 4.24274361e-05, 4.24274361e-05]), 385: array([5.31912946e-05, 4.46410268e-05, 4.03658613e-05, 3.82282627e-05,
       3.71594555e-05, 3.66250479e-05, 3.63578421e-05, 3.62242382e-05,
       3.61574358e-05, 3.61240344e-05, 3.61073335e-05, 3.60989830e-05,
       3.60948077e-05, 3.60927201e-05, 3.60916762e-05, 3.60911543e-05,
       3.60908934e-05, 3.60907629e-05, 3.60906976e-05, 3.60906650e-05,
       3.60906487e-05, 3.60906406e-05, 3.60906365e-05, 3.60906344e-05,
       3.60906334e-05, 3.60906329e-05, 3.60906327e-05, 3.60906325e-05]), 390: array([6.29669292e-05, 5.95972104e-05, 5.65644622e-05, 5.38349877e-05,
       5.13784595e-05, 4.91675831e-05, 4.71777936e-05, 4.53869822e-05,
       4.37752512e-05, 4.23246927e-05, 4.10191895e-05, 3.98442361e-05,
       3.87867775e-05, 3.78350644e-05, 3.69785223e-05, 3.62076340e-05,
       3.55138343e-05, 3.48894142e-05, 3.43274359e-05, 3.38216552e-05,
       3.33664524e-05, 3.29567697e-05, 3.25880551e-05, 3.22562118e-05,
       3.19575527e-05, 3.16887594e-05, 3.14468454e-05, 3.12291226e-05]), 395: array([3.86488155e-05, 4.00194085e-05, 4.09788253e-05, 4.16504182e-05,
       4.21205341e-05, 4.24496157e-05, 4.26799733e-05, 4.28412239e-05,
       4.29540995e-05, 4.30331126e-05, 4.30884218e-05, 4.31271384e-05,
       4.31542400e-05, 4.31732111e-05, 4.31864910e-05, 4.31957869e-05,
       4.32022940e-05, 4.32068490e-05, 4.32100376e-05, 4.32122695e-05,
       4.32138319e-05, 4.32149256e-05, 4.32156911e-05, 4.32162270e-05,
       4.32166022e-05, 4.32168647e-05, 4.32170486e-05, 4.32171772e-05]), 400: array([1.76441984e-05, 2.01764073e-05, 2.19489505e-05, 2.31897287e-05,
       2.40582719e-05, 2.46662512e-05, 2.50918359e-05, 2.53897447e-05,
       2.55982805e-05, 2.57442553e-05, 2.58464375e-05, 2.59179650e-05,
       2.59680341e-05, 2.60030824e-05, 2.60276162e-05, 2.60447898e-05,
       2.60568113e-05, 2.60652263e-05, 2.60711168e-05, 2.60752402e-05,
       2.60781265e-05, 2.60801470e-05, 2.60815613e-05, 2.60825513e-05,
       2.60832443e-05, 2.60837294e-05, 2.60840690e-05, 2.60843067e-05]), 405: array([1.59538606e-05, 1.36793062e-05, 1.25420278e-05, 1.19733881e-05,
       1.16890679e-05, 1.15469077e-05, 1.14758275e-05, 1.14402874e-05,
       1.14225173e-05, 1.14136323e-05, 1.14091897e-05, 1.14069685e-05,
       1.14058578e-05, 1.14053025e-05, 1.14050249e-05, 1.14048860e-05,
       1.14048166e-05, 1.14047819e-05, 1.14047645e-05, 1.14047559e-05,
       1.14047515e-05, 1.14047494e-05, 1.14047483e-05, 1.14047477e-05,
       1.14047475e-05, 1.14047473e-05, 1.14047473e-05, 1.14047472e-05]), 410: array([1.04493409e-05, 1.17572080e-05, 1.24111422e-05, 1.27381097e-05,
       1.29015936e-05, 1.29833356e-05, 1.30242067e-05, 1.30446422e-05,
       1.30548600e-05, 1.30599689e-05, 1.30625233e-05, 1.30638006e-05,
       1.30644392e-05, 1.30647585e-05, 1.30649181e-05, 1.30649980e-05,
       1.30650379e-05, 1.30650578e-05, 1.30650678e-05, 1.30650728e-05,
       1.30650753e-05, 1.30650765e-05, 1.30650772e-05, 1.30650775e-05,
       1.30650776e-05, 1.30650777e-05, 1.30650778e-05, 1.30650778e-05]), 415: array([1.09013015e-05, 9.89533722e-06, 9.39235550e-06, 9.14086485e-06,
       9.01511963e-06, 8.95224707e-06, 8.92081082e-06, 8.90509271e-06,
       8.89723366e-06, 8.89330414e-06, 8.89133938e-06, 8.89035700e-06,
       8.88986581e-06, 8.88962022e-06, 8.88949742e-06, 8.88943602e-06,
       8.88940532e-06, 8.88938997e-06, 8.88938230e-06, 8.88937846e-06,
       8.88937654e-06, 8.88937558e-06, 8.88937510e-06, 8.88937486e-06,
       8.88937474e-06, 8.88937468e-06, 8.88937465e-06, 8.88937464e-06]), 420: array([1.16305829e-04, 9.42624963e-05, 7.88321433e-05, 6.80308821e-05,
       6.04699893e-05, 5.51773575e-05, 5.14725103e-05, 4.88791139e-05,
       4.70637340e-05, 4.57929664e-05, 4.49034280e-05, 4.42807502e-05,
       4.38448752e-05, 4.35397624e-05, 4.33261830e-05, 4.31766773e-05,
       4.30720232e-05, 4.29987652e-05, 4.29474846e-05, 4.29115880e-05,
       4.28864605e-05, 4.28688711e-05, 4.28565586e-05, 4.28479398e-05,
       4.28419066e-05, 4.28376834e-05, 4.28347271e-05, 4.28326577e-05]), 425: array([1.00247576e-04, 9.08003968e-05, 8.41872168e-05, 7.95578825e-05,
       7.63172728e-05, 7.40487929e-05, 7.24608199e-05, 7.13492128e-05,
       7.05710696e-05, 7.00263567e-05, 6.96450487e-05, 6.93781268e-05,
       6.91912772e-05, 6.90604794e-05, 6.89689188e-05, 6.89048248e-05,
       6.88599580e-05, 6.88285506e-05, 6.88065648e-05, 6.87911744e-05,
       6.87804009e-05, 6.87728592e-05, 6.87675800e-05, 6.87638844e-05,
       6.87612974e-05, 6.87594865e-05, 6.87582188e-05, 6.87573314e-05]), 430: array([1.58517298e-05, 1.81282502e-05, 2.01771097e-05, 2.20210752e-05,
       2.36806369e-05, 2.51742359e-05, 2.65184692e-05, 2.77282739e-05,
       2.88170933e-05, 2.97970265e-05, 3.06789626e-05, 3.14727016e-05,
       3.21870636e-05, 3.28299865e-05, 3.34086147e-05, 3.39293778e-05,
       3.43980625e-05, 3.48198769e-05, 3.51995082e-05, 3.55411749e-05,
       3.58486736e-05, 3.61254212e-05, 3.63744929e-05, 3.65986565e-05,
       3.68004029e-05, 3.69819738e-05, 3.71453870e-05, 3.72924581e-05]), 435: array([3.82511027e-05, 3.20526409e-05, 2.89533970e-05, 2.74037687e-05,
       2.66289513e-05, 2.62415409e-05, 2.60478350e-05, 2.59509816e-05,
       2.59025547e-05, 2.58783412e-05, 2.58662343e-05, 2.58601809e-05,
       2.58571542e-05, 2.58556408e-05, 2.58548841e-05, 2.58545058e-05,
       2.58543166e-05, 2.58542220e-05, 2.58541747e-05, 2.58541511e-05,
       2.58541392e-05, 2.58541333e-05, 2.58541304e-05, 2.58541289e-05,
       2.58541281e-05, 2.58541278e-05, 2.58541276e-05, 2.58541275e-05]), 440: array([4.19781367e-05, 3.91299276e-05, 3.71361407e-05, 3.57404615e-05,
       3.47634661e-05, 3.40795555e-05, 3.36008083e-05, 3.32656784e-05,
       3.30310827e-05, 3.28668624e-05, 3.27519059e-05, 3.26714347e-05,
       3.26151037e-05, 3.25756711e-05, 3.25480678e-05, 3.25287451e-05,
       3.25152189e-05, 3.25057504e-05, 3.24991223e-05, 3.24944826e-05,
       3.24912347e-05, 3.24889611e-05, 3.24873696e-05, 3.24862555e-05,
       3.24854756e-05, 3.24849297e-05, 3.24845475e-05, 3.24842800e-05]), 445: array([1.50978009e-05, 1.72465142e-05, 1.87506105e-05, 1.98034759e-05,
       2.05404803e-05, 2.10563823e-05, 2.14175131e-05, 2.16703041e-05,
       2.18472574e-05, 2.19711245e-05, 2.20578314e-05, 2.21185260e-05,
       2.21610122e-05, 2.21907524e-05, 2.22115706e-05, 2.22261433e-05,
       2.22363441e-05, 2.22434847e-05, 2.22484831e-05, 2.22519820e-05,
       2.22544312e-05, 2.22561456e-05, 2.22573457e-05, 2.22581858e-05,
       2.22587738e-05, 2.22591855e-05, 2.22594736e-05, 2.22596753e-05]), 450: array([5.55766127e-06, 5.58231248e-06, 5.59956832e-06, 5.61164741e-06,
       5.62010276e-06, 5.62602151e-06, 5.63016464e-06, 5.63306482e-06,
       5.63509495e-06, 5.63651604e-06, 5.63751080e-06, 5.63820714e-06,
       5.63869457e-06, 5.63903578e-06, 5.63927462e-06, 5.63944181e-06,
       5.63955884e-06, 5.63964076e-06, 5.63969811e-06, 5.63973825e-06,
       5.63976635e-06, 5.63978602e-06, 5.63979979e-06, 5.63980943e-06,
       5.63981617e-06, 5.63982090e-06, 5.63982420e-06, 5.63982652e-06]), 455: array([2.86171732e-06, 3.26410066e-06, 3.46529232e-06, 3.56588814e-06,
       3.61618605e-06, 3.64133500e-06, 3.65390947e-06, 3.66019671e-06,
       3.66334033e-06, 3.66491214e-06, 3.66569804e-06, 3.66609100e-06,
       3.66628747e-06, 3.66638571e-06, 3.66643483e-06, 3.66645939e-06,
       3.66647167e-06, 3.66647781e-06, 3.66648088e-06, 3.66648241e-06,
       3.66648318e-06, 3.66648356e-06, 3.66648376e-06, 3.66648385e-06,
       3.66648390e-06, 3.66648392e-06, 3.66648394e-06, 3.66648394e-06]), 460: array([4.44332237e-06, 4.42925654e-06, 4.42222363e-06, 4.41870717e-06,
       4.41694894e-06, 4.41606983e-06, 4.41563027e-06, 4.41541049e-06,
       4.41530060e-06, 4.41524566e-06, 4.41521819e-06, 4.41520445e-06,
       4.41519758e-06, 4.41519415e-06, 4.41519243e-06, 4.41519157e-06,
       4.41519114e-06, 4.41519093e-06, 4.41519082e-06, 4.41519077e-06,
       4.41519074e-06, 4.41519073e-06, 4.41519072e-06, 4.41519072e-06,
       4.41519072e-06, 4.41519072e-06, 4.41519071e-06, 4.41519071e-06]), 465: array([4.55763950e-06, 4.29764317e-06, 4.16764497e-06, 4.10264585e-06,
       4.07014629e-06, 4.05389650e-06, 4.04577160e-06, 4.04170915e-06,
       4.03967793e-06, 4.03866231e-06, 4.03815451e-06, 4.03790060e-06,
       4.03777365e-06, 4.03771018e-06, 4.03767844e-06, 4.03766257e-06,
       4.03765464e-06, 4.03765067e-06, 4.03764868e-06, 4.03764769e-06,
       4.03764720e-06, 4.03764695e-06, 4.03764683e-06, 4.03764676e-06,
       4.03764673e-06, 4.03764672e-06, 4.03764671e-06, 4.03764671e-06]), 470: array([0.00083275, 0.00077208, 0.00071742, 0.00066816, 0.00062379,
       0.00058381, 0.00054778, 0.00051532, 0.00048608, 0.00045973,
       0.00043599, 0.0004146 , 0.00039533, 0.00037797, 0.00036232,
       0.00034823, 0.00033553, 0.00032408, 0.00031377, 0.00030448,
       0.00029611, 0.00028857, 0.00028178, 0.00027566, 0.00027014,
       0.00026517, 0.0002607 , 0.00025666]), 475: array([0.00155497, 0.00147586, 0.00140225, 0.00133374, 0.00126999,
       0.00121066, 0.00115545, 0.00110407, 0.00105626, 0.00101176,
       0.00097035, 0.00093182, 0.00089596, 0.00086259, 0.00083153,
       0.00080263, 0.00077574, 0.00075071, 0.00072742, 0.00070575,
       0.00068558, 0.00066681, 0.00064934, 0.00063308, 0.00061795,
       0.00060388, 0.00059078, 0.00057858]), 480: array([0.00018656, 0.00024037, 0.00028045, 0.00031032, 0.00033257,
       0.00034915, 0.0003615 , 0.00037071, 0.00037756, 0.00038267,
       0.00038648, 0.00038932, 0.00039143, 0.000393  , 0.00039418,
       0.00039505, 0.0003957 , 0.00039619, 0.00039655, 0.00039682,
       0.00039702, 0.00039717, 0.00039728, 0.00039736, 0.00039742,
       0.00039747, 0.0003975 , 0.00039753]), 485: array([0.00093787, 0.00079868, 0.00070732, 0.00064736, 0.000608  ,
       0.00058216, 0.00056521, 0.00055408, 0.00054677, 0.00054198,
       0.00053883, 0.00053676, 0.00053541, 0.00053452, 0.00053393,
       0.00053355, 0.0005333 , 0.00053313, 0.00053303, 0.00053296,
       0.00053291, 0.00053288, 0.00053286, 0.00053284, 0.00053284,
       0.00053283, 0.00053283, 0.00053282]), 490: array([0.00164593, 0.00146175, 0.00130305, 0.00116629, 0.00104844,
       0.00094689, 0.00085938, 0.00078397, 0.00071899, 0.00066299,
       0.00061474, 0.00057316, 0.00053733, 0.00050645, 0.00047985,
       0.00045692, 0.00043716, 0.00042014, 0.00040546, 0.00039282,
       0.00038193, 0.00037254, 0.00036445, 0.00035748, 0.00035147,
       0.0003463 , 0.00034184, 0.00033799]), 495: array([0.00026219, 0.00030188, 0.00032966, 0.00034911, 0.00036272,
       0.00037225, 0.00037892, 0.00038359, 0.00038685, 0.00038914,
       0.00039074, 0.00039186, 0.00039265, 0.0003932 , 0.00039358,
       0.00039385, 0.00039404, 0.00039417, 0.00039426, 0.00039433,
       0.00039437, 0.00039441, 0.00039443, 0.00039444, 0.00039445,
       0.00039446, 0.00039447, 0.00039447]), 500: array([0.00013156, 0.00014433, 0.00015326, 0.00015952, 0.0001639 ,
       0.00016696, 0.00016911, 0.00017061, 0.00017166, 0.0001724 ,
       0.00017291, 0.00017327, 0.00017353, 0.0001737 , 0.00017383,
       0.00017391, 0.00017397, 0.00017402, 0.00017405, 0.00017407,
       0.00017408, 0.00017409, 0.0001741 , 0.0001741 , 0.00017411,
       0.00017411, 0.00017411, 0.00017411]), 505: array([1.02287340e-05, 1.17131647e-05, 1.24553804e-05, 1.28264883e-05,
       1.30120424e-05, 1.31048194e-05, 1.31512079e-05, 1.31744022e-05,
       1.31859994e-05, 1.31917979e-05, 1.31946972e-05, 1.31961469e-05,
       1.31968717e-05, 1.31972341e-05, 1.31974153e-05, 1.31975059e-05,
       1.31975512e-05, 1.31975739e-05, 1.31975852e-05, 1.31975908e-05,
       1.31975937e-05, 1.31975951e-05, 1.31975958e-05, 1.31975962e-05,
       1.31975963e-05, 1.31975964e-05, 1.31975965e-05, 1.31975965e-05]), 510: array([7.31037804e-06, 8.38319063e-06, 8.91959743e-06, 9.18780107e-06,
       9.32190302e-06, 9.38895405e-06, 9.42247960e-06, 9.43924239e-06,
       9.44762379e-06, 9.45181450e-06, 9.45390985e-06, 9.45495753e-06,
       9.45548137e-06, 9.45574329e-06, 9.45587425e-06, 9.45593973e-06,
       9.45597247e-06, 9.45598884e-06, 9.45599702e-06, 9.45600112e-06,
       9.45600316e-06, 9.45600419e-06, 9.45600470e-06, 9.45600495e-06,
       9.45600508e-06, 9.45600514e-06, 9.45600518e-06, 9.45600519e-06]), 515: array([7.87474717e-06, 8.48994656e-06, 8.79754663e-06, 8.95134685e-06,
       9.02824705e-06, 9.06669720e-06, 9.08592230e-06, 9.09553486e-06,
       9.10034114e-06, 9.10274429e-06, 9.10394586e-06, 9.10454665e-06,
       9.10484705e-06, 9.10499724e-06, 9.10507234e-06, 9.10510989e-06,
       9.10512867e-06, 9.10513805e-06, 9.10514275e-06, 9.10514509e-06,
       9.10514627e-06, 9.10514685e-06, 9.10514715e-06, 9.10514729e-06,
       9.10514737e-06, 9.10514740e-06, 9.10514742e-06, 9.10514743e-06]), 520: array([1.75505398e-05, 1.63185715e-05, 1.54561926e-05, 1.48525266e-05,
       1.44299598e-05, 1.41341627e-05, 1.39271045e-05, 1.37821635e-05,
       1.36807047e-05, 1.36096834e-05, 1.35599685e-05, 1.35251680e-05,
       1.35008076e-05, 1.34837553e-05, 1.34718187e-05, 1.34634631e-05,
       1.34576141e-05, 1.34535198e-05, 1.34506538e-05, 1.34486476e-05,
       1.34472433e-05, 1.34462603e-05, 1.34455721e-05, 1.34450904e-05,
       1.34447532e-05, 1.34445172e-05, 1.34443520e-05, 1.34442363e-05]), 525: array([2.19198210e-05, 2.18023622e-05, 2.16966492e-05, 2.16015075e-05,
       2.15158800e-05, 2.14388152e-05, 2.13694569e-05, 2.13070344e-05,
       2.12508541e-05, 2.12002919e-05, 2.11547859e-05, 2.11138305e-05,
       2.10769706e-05, 2.10437967e-05, 2.10139402e-05, 2.09870693e-05,
       2.09628855e-05, 2.09411201e-05, 2.09215313e-05, 2.09039013e-05,
       2.08880343e-05, 2.08737540e-05, 2.08609018e-05, 2.08493347e-05,
       2.08389244e-05, 2.08295551e-05, 2.08211227e-05, 2.08135336e-05]), 530: array([0.00029242, 0.00027316, 0.00025579, 0.00024011, 0.00022598,
       0.00021322, 0.00020172, 0.00019134, 0.00018198, 0.00017353,
       0.00016591, 0.00015904, 0.00015284, 0.00014725, 0.0001422 ,
       0.00013765, 0.00013355, 0.00012984, 0.0001265 , 0.00012349,
       0.00012077, 0.00011831, 0.0001161 , 0.00011411, 0.00011231,
       0.00011068, 0.00010922, 0.00010789]), 535: array([0.00021236, 0.00018703, 0.00016852, 0.000155  , 0.00014512,
       0.00013791, 0.00013263, 0.00012878, 0.00012597, 0.00012391,
       0.00012241, 0.00012131, 0.00012051, 0.00011993, 0.0001195 ,
       0.00011919, 0.00011896, 0.00011879, 0.00011867, 0.00011858,
       0.00011851, 0.00011847, 0.00011843, 0.00011841, 0.00011839,
       0.00011837, 0.00011836, 0.00011836]), 540: array([6.95334146e-05, 7.57556927e-05, 7.88668597e-05, 8.04224572e-05,
       8.12002629e-05, 8.15891693e-05, 8.17836242e-05, 8.18808525e-05,
       8.19294671e-05, 8.19537747e-05, 8.19659285e-05, 8.19720055e-05,
       8.19750441e-05, 8.19765633e-05, 8.19773230e-05, 8.19777028e-05,
       8.19778927e-05, 8.19779877e-05, 8.19780351e-05, 8.19780589e-05,
       8.19780708e-05, 8.19780767e-05, 8.19780797e-05, 8.19780811e-05,
       8.19780819e-05, 8.19780823e-05, 8.19780824e-05, 8.19780825e-05]), 545: array([9.30464738e-05, 7.86988692e-05, 6.86555148e-05, 6.16251448e-05,
       5.67038705e-05, 5.32589678e-05, 5.08475283e-05, 4.91595155e-05,
       4.79779028e-05, 4.71507714e-05, 4.65717776e-05, 4.61664807e-05,
       4.58827719e-05, 4.56841752e-05, 4.55451571e-05, 4.54478441e-05,
       4.53797247e-05, 4.53320411e-05, 4.52986624e-05, 4.52752973e-05,
       4.52589416e-05, 4.52474926e-05, 4.52394783e-05, 4.52338683e-05,
       4.52299412e-05, 4.52271923e-05, 4.52252680e-05, 4.52239210e-05]), 550: array([6.39247438e-05, 7.00878461e-05, 7.35471414e-05, 7.54888136e-05,
       7.65786572e-05, 7.71903768e-05, 7.75337297e-05, 7.77264507e-05,
       7.78346233e-05, 7.78953396e-05, 7.79294191e-05, 7.79485477e-05,
       7.79592844e-05, 7.79653108e-05, 7.79686934e-05, 7.79705920e-05,
       7.79716576e-05, 7.79722558e-05, 7.79725915e-05, 7.79727800e-05,
       7.79728857e-05, 7.79729451e-05, 7.79729784e-05, 7.79729971e-05,
       7.79730076e-05, 7.79730135e-05, 7.79730168e-05, 7.79730187e-05]), 555: array([3.80583796e-05, 4.54139131e-05, 4.90920605e-05, 5.09313246e-05,
       5.18510518e-05, 5.23109630e-05, 5.25409424e-05, 5.26559441e-05,
       5.27134508e-05, 5.27422072e-05, 5.27565868e-05, 5.27637774e-05,
       5.27673731e-05, 5.27691711e-05, 5.27700702e-05, 5.27705198e-05,
       5.27707446e-05, 5.27708570e-05, 5.27709132e-05, 5.27709414e-05,
       5.27709554e-05, 5.27709624e-05, 5.27709660e-05, 5.27709677e-05,
       5.27709686e-05, 5.27709690e-05, 5.27709693e-05, 5.27709694e-05]), 560: array([1.62298095e-05, 1.90109223e-05, 2.09577027e-05, 2.23204501e-05,
       2.32743740e-05, 2.39421213e-05, 2.44095447e-05, 2.47367414e-05,
       2.49657792e-05, 2.51261058e-05, 2.52383346e-05, 2.53168947e-05,
       2.53718869e-05, 2.54103814e-05, 2.54373276e-05, 2.54561900e-05,
       2.54693936e-05, 2.54786362e-05, 2.54851060e-05, 2.54896349e-05,
       2.54928051e-05, 2.54950242e-05, 2.54965776e-05, 2.54976650e-05,
       2.54984262e-05, 2.54989590e-05, 2.54993320e-05, 2.54995930e-05]), 565: array([9.32326969e-05, 8.14648624e-05, 7.23277014e-05, 6.52331327e-05,
       5.97245393e-05, 5.54473797e-05, 5.21263698e-05, 4.95477644e-05,
       4.75456005e-05, 4.59910160e-05, 4.47839554e-05, 4.38467306e-05,
       4.31190203e-05, 4.25539880e-05, 4.21152675e-05, 4.17746219e-05,
       4.15101270e-05, 4.13047593e-05, 4.11453011e-05, 4.10214894e-05,
       4.09253556e-05, 4.08507122e-05, 4.07927552e-05, 4.07477544e-05,
       4.07128134e-05, 4.06856834e-05, 4.06646183e-05, 4.06482622e-05]), 570: array([1.47981223e-04, 1.40791275e-04, 1.34301935e-04, 1.28444933e-04,
       1.23158652e-04, 1.18387481e-04, 1.14081224e-04, 1.10194581e-04,
       1.06686663e-04, 1.03520565e-04, 1.00662980e-04, 9.80838462e-05,
       9.57560295e-05, 9.36550415e-05, 9.17587792e-05, 9.00472937e-05,
       8.85025798e-05, 8.71083869e-05, 8.58500478e-05, 8.47143246e-05,
       8.36892692e-05, 8.27640979e-05, 8.19290778e-05, 8.11754241e-05,
       8.04952085e-05, 7.98812749e-05, 7.93271646e-05, 7.88270482e-05]), 575: array([3.67340714e-05, 4.29186341e-05, 4.60723014e-05, 4.76804374e-05,
       4.85004672e-05, 4.89186215e-05, 4.91318491e-05, 4.92405793e-05,
       4.92960237e-05, 4.93242961e-05, 4.93387130e-05, 4.93460645e-05,
       4.93498133e-05, 4.93517249e-05, 4.93526996e-05, 4.93531967e-05,
       4.93534501e-05, 4.93535794e-05, 4.93536453e-05, 4.93536789e-05,
       4.93536960e-05, 4.93537048e-05, 4.93537092e-05, 4.93537115e-05,
       4.93537127e-05, 4.93537132e-05, 4.93537135e-05, 4.93537137e-05]), 580: array([2.19431656e-05, 2.38933393e-05, 2.56484880e-05, 2.72281149e-05,
       2.86497729e-05, 2.99292596e-05, 3.10807926e-05, 3.21171678e-05,
       3.30499015e-05, 3.38893581e-05, 3.46448658e-05, 3.53248197e-05,
       3.59367756e-05, 3.64875335e-05, 3.69832134e-05, 3.74293235e-05,
       3.78308207e-05, 3.81921667e-05, 3.85173767e-05, 3.88100644e-05,
       3.90734821e-05, 3.93105571e-05, 3.95239237e-05, 3.97159527e-05,
       3.98887781e-05, 4.00443203e-05, 4.01843076e-05, 4.03102957e-05]), 585: array([6.28770675e-05, 5.83200785e-05, 5.51301659e-05, 5.28972130e-05,
       5.13341359e-05, 5.02399751e-05, 4.94740576e-05, 4.89379120e-05,
       4.85626077e-05, 4.82998930e-05, 4.81159915e-05, 4.79872597e-05,
       4.78971468e-05, 4.78340674e-05, 4.77899116e-05, 4.77590023e-05,
       4.77373656e-05, 4.77222199e-05, 4.77116178e-05, 4.77041963e-05,
       4.76990012e-05, 4.76953646e-05, 4.76928190e-05, 4.76910370e-05,
       4.76897896e-05, 4.76889165e-05, 4.76883052e-05, 4.76878774e-05]), 590: array([2.14592433e-05, 2.44890509e-05, 2.66099084e-05, 2.80945032e-05,
       2.91337157e-05, 2.98611619e-05, 3.03703723e-05, 3.07268182e-05,
       3.09763295e-05, 3.11509867e-05, 3.12732463e-05, 3.13588278e-05,
       3.14187345e-05, 3.14606691e-05, 3.14900232e-05, 3.15105710e-05,
       3.15249544e-05, 3.15350228e-05, 3.15420706e-05, 3.15470040e-05,
       3.15504574e-05, 3.15528748e-05, 3.15545670e-05, 3.15557515e-05,
       3.15565806e-05, 3.15571610e-05, 3.15575673e-05, 3.15578517e-05]), 595: array([3.17055444e-06, 3.58054219e-06, 3.94953094e-06, 4.28162064e-06,
       4.58050119e-06, 4.84949353e-06, 5.09158650e-06, 5.30947005e-06,
       5.50556513e-06, 5.68205060e-06, 5.84088743e-06, 5.98384050e-06,
       6.11249819e-06, 6.22829004e-06, 6.33250265e-06, 6.42629394e-06,
       6.51070606e-06, 6.58667692e-06, 6.65505066e-06, 6.71658698e-06,
       6.77196964e-06, 6.82181401e-06, 6.86667392e-06, 6.90704781e-06,
       6.94338429e-06, 6.97608710e-06, 7.00551962e-06, 7.03200887e-06]), 600: array([8.73154634e-06, 8.36610901e-06, 8.11030285e-06, 7.93123850e-06,
       7.80589343e-06, 7.71815187e-06, 7.65673277e-06, 7.61373939e-06,
       7.58364402e-06, 7.56257726e-06, 7.54783052e-06, 7.53750781e-06,
       7.53028190e-06, 7.52522377e-06, 7.52168308e-06, 7.51920459e-06,
       7.51746965e-06, 7.51625519e-06, 7.51540507e-06, 7.51480999e-06,
       7.51439343e-06, 7.51410184e-06, 7.51389772e-06, 7.51375484e-06,
       7.51365483e-06, 7.51358481e-06, 7.51353581e-06, 7.51350150e-06]), 605: array([3.67630977e-05, 3.05486702e-05, 2.61985642e-05, 2.31534854e-05,
       2.10219269e-05, 1.95298337e-05, 1.84853669e-05, 1.77542390e-05,
       1.72424486e-05, 1.68841949e-05, 1.66334168e-05, 1.64578719e-05,
       1.63349903e-05, 1.62489731e-05, 1.61887609e-05, 1.61466123e-05,
       1.61171083e-05, 1.60964554e-05, 1.60819984e-05, 1.60718784e-05,
       1.60647945e-05, 1.60598357e-05, 1.60563645e-05, 1.60539347e-05,
       1.60522338e-05, 1.60510432e-05, 1.60502098e-05, 1.60496264e-05]), 610: array([2.05148558e-05, 1.92004251e-05, 1.85432080e-05, 1.82145985e-05,
       1.80502933e-05, 1.79681405e-05, 1.79270640e-05, 1.79065257e-05,
       1.78962565e-05, 1.78911219e-05, 1.78885545e-05, 1.78872709e-05,
       1.78866291e-05, 1.78863081e-05, 1.78861477e-05, 1.78860675e-05,
       1.78860273e-05, 1.78860073e-05, 1.78859973e-05, 1.78859922e-05,
       1.78859897e-05, 1.78859885e-05, 1.78859879e-05, 1.78859875e-05,
       1.78859874e-05, 1.78859873e-05, 1.78859873e-05, 1.78859872e-05]), 615: array([1.42668138e-04, 1.32979642e-04, 1.24259857e-04, 1.16411925e-04,
       1.09348673e-04, 1.02991645e-04, 9.72702293e-05, 9.21208727e-05,
       8.74863778e-05, 8.33152659e-05, 7.95612053e-05, 7.61824969e-05,
       7.31416109e-05, 7.04047698e-05, 6.79415736e-05, 6.57246616e-05,
       6.37294090e-05, 6.19336530e-05, 6.03174469e-05, 5.88628382e-05,
       5.75536695e-05, 5.63753988e-05, 5.53149384e-05, 5.43605087e-05,
       5.35015083e-05, 5.27283957e-05, 5.20325832e-05, 5.14063419e-05]), 620: array([0.00064632, 0.00053027, 0.00044904, 0.00039217, 0.00035236,
       0.00032449, 0.00030498, 0.00029133, 0.00028177, 0.00027508,
       0.00027039, 0.00026711, 0.00026482, 0.00026321, 0.00026209,
       0.0002613 , 0.00026075, 0.00026036, 0.00026009, 0.0002599 ,
       0.00025977, 0.00025968, 0.00025961, 0.00025957, 0.00025953,
       0.00025951, 0.0002595 , 0.00025949]), 625: array([2.08950513e-05, 2.35301799e-05, 2.59018071e-05, 2.80362818e-05,
       2.99573184e-05, 3.16862597e-05, 3.32423144e-05, 3.46427703e-05,
       3.59031868e-05, 3.70375671e-05, 3.80585143e-05, 3.89773712e-05,
       3.98043464e-05, 4.05486277e-05, 4.12184841e-05, 4.18213578e-05,
       4.23639467e-05, 4.28522791e-05, 4.32917804e-05, 4.36873334e-05,
       4.40433329e-05, 4.43637340e-05, 4.46520963e-05, 4.49116237e-05,
       4.51451995e-05, 4.53554187e-05, 4.55446169e-05, 4.57148961e-05]), 630: array([3.58175476e-05, 3.82986151e-05, 4.07300466e-05, 4.31128349e-05,
       4.54479533e-05, 4.77363554e-05, 4.99789758e-05, 5.21767305e-05,
       5.43305170e-05, 5.64412149e-05, 5.85096863e-05, 6.05367760e-05,
       6.25233118e-05, 6.44701050e-05, 6.63779508e-05, 6.82476283e-05,
       7.00799011e-05, 7.18755176e-05, 7.36352110e-05, 7.53597001e-05,
       7.70496892e-05, 7.87058684e-05, 8.03289141e-05, 8.19194893e-05,
       8.34782435e-05, 8.50058133e-05, 8.65028226e-05, 8.79698829e-05]), 635: array([0.00040257, 0.00033658, 0.00028725, 0.00025037, 0.00022279,
       0.00020218, 0.00018677, 0.00017525, 0.00016663, 0.00016019,
       0.00015538, 0.00015178, 0.00014909, 0.00014708, 0.00014558,
       0.00014445, 0.00014361, 0.00014298, 0.00014251, 0.00014216,
       0.0001419 , 0.0001417 , 0.00014156, 0.00014145, 0.00014136,
       0.0001413 , 0.00014126, 0.00014122]), 640: array([0.00037605, 0.0003315 , 0.00029772, 0.00027211, 0.0002527 ,
       0.00023798, 0.00022682, 0.00021835, 0.00021194, 0.00020708,
       0.00020339, 0.00020059, 0.00019847, 0.00019687, 0.00019565,
       0.00019472, 0.00019402, 0.00019349, 0.00019309, 0.00019279,
       0.00019255, 0.00019238, 0.00019225, 0.00019214, 0.00019207,
       0.00019201, 0.00019197, 0.00019193]), 645: array([3.92070723e-05, 4.56919383e-05, 5.15282704e-05, 5.67809267e-05,
       6.15082792e-05, 6.57628619e-05, 6.95919554e-05, 7.30381116e-05,
       7.61396271e-05, 7.89309684e-05, 8.14431553e-05, 8.37041051e-05,
       8.57389435e-05, 8.75702832e-05, 8.92184757e-05, 9.07018368e-05,
       9.20368510e-05, 9.32383541e-05, 9.43196981e-05, 9.52928998e-05,
       9.61687743e-05, 9.69570549e-05, 9.76665018e-05, 9.83049987e-05,
       9.88796414e-05, 9.93968155e-05, 9.98622685e-05, 1.00281173e-04]), 650: array([1.11797504e-05, 1.22795045e-05, 1.32692826e-05, 1.41600824e-05,
       1.49618018e-05, 1.56833489e-05, 1.63327409e-05, 1.69171934e-05,
       1.74432004e-05, 1.79166064e-05, 1.83426716e-05, 1.87261301e-05,
       1.90712426e-05, 1.93818436e-05, 1.96613844e-05, 1.99129709e-05,
       2.01393987e-05, 2.03431837e-05, 2.05265900e-05, 2.06916556e-05,
       2.08402145e-05, 2.09739175e-05, 2.10942501e-05, 2.12025495e-05,
       2.13000188e-05, 2.13877411e-05, 2.14666912e-05, 2.15377462e-05]), 655: array([1.16718785e-04, 9.52842960e-05, 8.02801000e-05, 6.97771253e-05,
       6.24250167e-05, 5.72785223e-05, 5.36759633e-05, 5.11541630e-05,
       4.93888965e-05, 4.81532055e-05, 4.72882188e-05, 4.66827259e-05,
       4.62588793e-05, 4.59621857e-05, 4.57544994e-05, 4.56091184e-05,
       4.55073514e-05, 4.54361143e-05, 4.53862481e-05, 4.53513416e-05,
       4.53269070e-05, 4.53098027e-05, 4.52978297e-05, 4.52894485e-05,
       4.52835817e-05, 4.52794749e-05, 4.52766001e-05, 4.52745878e-05]), 660: array([9.68367859e-05, 8.82362796e-05, 8.30460085e-05, 7.99137610e-05,
       7.80234986e-05, 7.68827548e-05, 7.61943337e-05, 7.57788824e-05,
       7.55281640e-05, 7.53768594e-05, 7.52855494e-05, 7.52304452e-05,
       7.51971908e-05, 7.51771222e-05, 7.51650111e-05, 7.51577023e-05,
       7.51532915e-05, 7.51506297e-05, 7.51490233e-05, 7.51480539e-05,
       7.51474689e-05, 7.51471158e-05, 7.51469027e-05, 7.51467742e-05,
       7.51466966e-05, 7.51466497e-05, 7.51466215e-05, 7.51466044e-05]), 665: array([1.67140063e-05, 1.96032476e-05, 2.22035522e-05, 2.45438150e-05,
       2.66500413e-05, 2.85456359e-05, 3.02516627e-05, 3.17870795e-05,
       3.31689479e-05, 3.44126234e-05, 3.55319260e-05, 3.65392934e-05,
       3.74459197e-05, 3.82618795e-05, 3.89962397e-05, 3.96571607e-05,
       4.02519867e-05, 4.07873276e-05, 4.12691320e-05, 4.17027539e-05,
       4.20930117e-05, 4.24442420e-05, 4.27603478e-05, 4.30448416e-05,
       4.33008848e-05, 4.35313226e-05, 4.37387156e-05, 4.39253684e-05]), 670: array([1.21506085e-04, 9.93187755e-05, 8.37873237e-05, 7.29150728e-05,
       6.53043328e-05, 5.99766998e-05, 5.62472762e-05, 5.36366234e-05,
       5.18091269e-05, 5.05298518e-05, 4.96343398e-05, 4.90074680e-05,
       4.85686482e-05, 4.82614677e-05, 4.80464367e-05, 4.78959118e-05,
       4.77905420e-05, 4.77167816e-05, 4.76651482e-05, 4.76290041e-05,
       4.76037026e-05, 4.75859912e-05, 4.75735930e-05, 4.75649140e-05,
       4.75588386e-05, 4.75545857e-05, 4.75516086e-05, 4.75495247e-05]), 675: array([0.00021639, 0.00018498, 0.00016274, 0.00014701, 0.00013587,
       0.00012799, 0.00012241, 0.00011846, 0.00011566, 0.00011368,
       0.00011228, 0.00011129, 0.00011059, 0.00011009, 0.00010974,
       0.00010949, 0.00010932, 0.00010919, 0.0001091 , 0.00010904,
       0.000109  , 0.00010896, 0.00010894, 0.00010893, 0.00010892,
       0.00010891, 0.0001089 , 0.0001089 ]), 680: array([8.22839424e-05, 8.88104906e-05, 9.33790285e-05, 9.65769731e-05,
       9.88155119e-05, 1.00382473e-04, 1.01479335e-04, 1.02247131e-04,
       1.02784583e-04, 1.03160795e-04, 1.03424141e-04, 1.03608482e-04,
       1.03737519e-04, 1.03827844e-04, 1.03891071e-04, 1.03935329e-04,
       1.03966309e-04, 1.03987996e-04, 1.04003176e-04, 1.04013802e-04,
       1.04021240e-04, 1.04026446e-04, 1.04030091e-04, 1.04032642e-04,
       1.04034428e-04, 1.04035678e-04, 1.04036553e-04, 1.04037166e-04]), 685: array([2.54953389e-05, 2.97681394e-05, 3.27590810e-05, 3.48527272e-05,
       3.63182704e-05, 3.73441442e-05, 3.80622514e-05, 3.85649234e-05,
       3.89167915e-05, 3.91630977e-05, 3.93355109e-05, 3.94561995e-05,
       3.95406809e-05, 3.95998175e-05, 3.96412129e-05, 3.96701895e-05,
       3.96904730e-05, 3.97046714e-05, 3.97146101e-05, 3.97215672e-05,
       3.97264372e-05, 3.97298461e-05, 3.97322324e-05, 3.97339027e-05,
       3.97350720e-05, 3.97358904e-05, 3.97364634e-05, 3.97368644e-05]), 690: array([4.54605140e-06, 4.55640839e-06, 4.56158688e-06, 4.56417613e-06,
       4.56547075e-06, 4.56611806e-06, 4.56644172e-06, 4.56660354e-06,
       4.56668446e-06, 4.56672492e-06, 4.56674514e-06, 4.56675526e-06,
       4.56676032e-06, 4.56676284e-06, 4.56676411e-06, 4.56676474e-06,
       4.56676506e-06, 4.56676521e-06, 4.56676529e-06, 4.56676533e-06,
       4.56676535e-06, 4.56676536e-06, 4.56676537e-06, 4.56676537e-06,
       4.56676537e-06, 4.56676537e-06, 4.56676537e-06, 4.56676537e-06]), 695: array([5.47633017e-06, 5.46726896e-06, 5.46273835e-06, 5.46047305e-06,
       5.45934040e-06, 5.45877407e-06, 5.45849091e-06, 5.45834933e-06,
       5.45827854e-06, 5.45824314e-06, 5.45822544e-06, 5.45821659e-06,
       5.45821217e-06, 5.45820996e-06, 5.45820885e-06, 5.45820830e-06,
       5.45820802e-06, 5.45820788e-06, 5.45820781e-06, 5.45820778e-06,
       5.45820776e-06, 5.45820775e-06, 5.45820775e-06, 5.45820775e-06,
       5.45820775e-06, 5.45820775e-06, 5.45820775e-06, 5.45820775e-06]), 700: array([6.58066089e-06, 6.56025058e-06, 6.54188129e-06, 6.52534894e-06,
       6.51046982e-06, 6.49707861e-06, 6.48502652e-06, 6.47417964e-06,
       6.46441745e-06, 6.45563148e-06, 6.44772410e-06, 6.44060747e-06,
       6.43420249e-06, 6.42843802e-06, 6.42324999e-06, 6.41858076e-06,
       6.41437846e-06, 6.41059638e-06, 6.40719252e-06, 6.40412904e-06,
       6.40137191e-06, 6.39889049e-06, 6.39665721e-06, 6.39464727e-06,
       6.39283831e-06, 6.39121025e-06, 6.38974500e-06, 6.38842627e-06]), 705: array([1.75888760e-05, 1.46252153e-05, 1.31433820e-05, 1.24024639e-05,
       1.20320041e-05, 1.18467738e-05, 1.17541585e-05, 1.17078507e-05,
       1.16846968e-05, 1.16731198e-05, 1.16673313e-05, 1.16644371e-05,
       1.16629899e-05, 1.16622664e-05, 1.16619046e-05, 1.16617237e-05,
       1.16616333e-05, 1.16615880e-05, 1.16615654e-05, 1.16615541e-05,
       1.16615485e-05, 1.16615456e-05, 1.16615442e-05, 1.16615435e-05,
       1.16615432e-05, 1.16615430e-05, 1.16615429e-05, 1.16615429e-05]), 710: array([5.85427452e-06, 6.98003857e-06, 7.54292003e-06, 7.82436048e-06,
       7.96508056e-06, 8.03544054e-06, 8.07062048e-06, 8.08821044e-06,
       8.09700541e-06, 8.10140289e-06, 8.10360163e-06, 8.10470100e-06,
       8.10525068e-06, 8.10552552e-06, 8.10566294e-06, 8.10573165e-06,
       8.10576601e-06, 8.10578319e-06, 8.10579178e-06, 8.10579607e-06,
       8.10579822e-06, 8.10579929e-06, 8.10579983e-06, 8.10580010e-06,
       8.10580023e-06, 8.10580030e-06, 8.10580033e-06, 8.10580035e-06]), 715: array([7.49408019e-05, 6.07822923e-05, 5.08713137e-05, 4.39336133e-05,
       3.90772124e-05, 3.56777242e-05, 3.32980772e-05, 3.16323206e-05,
       3.04662884e-05, 2.96500641e-05, 2.90787058e-05, 2.86787541e-05,
       2.83987873e-05, 2.82028101e-05, 2.80656258e-05, 2.79695966e-05,
       2.79023759e-05, 2.78553214e-05, 2.78223831e-05, 2.77993263e-05,
       2.77831865e-05, 2.77718886e-05, 2.77639801e-05, 2.77584441e-05,
       2.77545689e-05, 2.77518562e-05, 2.77499574e-05, 2.77486282e-05]), 720: array([1.50510748e-04, 1.27116489e-04, 1.10733982e-04, 9.92616568e-05,
       9.12278294e-05, 8.56019093e-05, 8.16621960e-05, 7.89032977e-05,
       7.69712994e-05, 7.56183617e-05, 7.46709279e-05, 7.40074599e-05,
       7.35428473e-05, 7.32174889e-05, 7.29896472e-05, 7.28300945e-05,
       7.27183631e-05, 7.26401200e-05, 7.25853279e-05, 7.25469582e-05,
       7.25200887e-05, 7.25012726e-05, 7.24880960e-05, 7.24788688e-05,
       7.24724071e-05, 7.24678822e-05, 7.24647134e-05, 7.24624944e-05]), 725: array([0.00022603, 0.0002007 , 0.00018297, 0.00017056, 0.00016188,
       0.00015579, 0.00015154, 0.00014856, 0.00014647, 0.00014501,
       0.00014399, 0.00014327, 0.00014277, 0.00014242, 0.00014218,
       0.00014201, 0.00014189, 0.0001418 , 0.00014174, 0.0001417 ,
       0.00014167, 0.00014165, 0.00014164, 0.00014163, 0.00014162,
       0.00014162, 0.00014161, 0.00014161]), 730: array([6.26688840e-05, 7.15390945e-05, 7.70728417e-05, 8.05251113e-05,
       8.26788356e-05, 8.40224526e-05, 8.48606781e-05, 8.53836114e-05,
       8.57098472e-05, 8.59133719e-05, 8.60403422e-05, 8.61195537e-05,
       8.61689703e-05, 8.61997993e-05, 8.62190321e-05, 8.62310307e-05,
       8.62385161e-05, 8.62431859e-05, 8.62460992e-05, 8.62479167e-05,
       8.62490505e-05, 8.62497579e-05, 8.62501992e-05, 8.62504745e-05,
       8.62506463e-05, 8.62507534e-05, 8.62508202e-05, 8.62508620e-05]), 735: array([1.52723675e-05, 1.74321606e-05, 1.93759694e-05, 2.11253929e-05,
       2.26998701e-05, 2.41168959e-05, 2.53922159e-05, 2.65400010e-05,
       2.75730050e-05, 2.85027061e-05, 2.93394351e-05, 3.00924892e-05,
       3.07702362e-05, 3.13802069e-05, 3.19291792e-05, 3.24232530e-05,
       3.28679183e-05, 3.32681160e-05, 3.36282930e-05, 3.39524515e-05,
       3.42441934e-05, 3.45067605e-05, 3.47430702e-05, 3.49557485e-05,
       3.51471584e-05, 3.53194269e-05, 3.54744681e-05, 3.56140049e-05]), 740: array([1.20533841e-04, 1.01409445e-04, 8.80223377e-05, 7.86513422e-05,
       7.20916309e-05, 6.74998228e-05, 6.42855500e-05, 6.20355541e-05,
       6.04605535e-05, 5.93580506e-05, 5.85862969e-05, 5.80460681e-05,
       5.76679072e-05, 5.74031939e-05, 5.72178942e-05, 5.70881841e-05,
       5.69973868e-05, 5.69338286e-05, 5.68893378e-05, 5.68581941e-05,
       5.68363935e-05, 5.68211330e-05, 5.68104507e-05, 5.68029730e-05,
       5.67977386e-05, 5.67940746e-05, 5.67915097e-05, 5.67897143e-05]), 745: array([1.27559101e-04, 1.06302090e-04, 9.46106607e-05, 8.81803336e-05,
       8.46436313e-05, 8.26984327e-05, 8.16285667e-05, 8.10401367e-05,
       8.07164981e-05, 8.05384958e-05, 8.04405939e-05, 8.03867475e-05,
       8.03571318e-05, 8.03408431e-05, 8.03318842e-05, 8.03269568e-05,
       8.03242467e-05, 8.03227561e-05, 8.03219363e-05, 8.03214854e-05,
       8.03212374e-05, 8.03211010e-05, 8.03210260e-05, 8.03209847e-05,
       8.03209621e-05, 8.03209496e-05, 8.03209427e-05, 8.03209389e-05]), 750: array([2.46102761e-05, 2.79159502e-05, 3.08910470e-05, 3.35686253e-05,
       3.59784379e-05, 3.81472620e-05, 4.00991973e-05, 4.18559333e-05,
       4.34369904e-05, 4.48599372e-05, 4.61405850e-05, 4.72931643e-05,
       4.83304822e-05, 4.92640652e-05, 5.01042872e-05, 5.08604845e-05,
       5.15410598e-05, 5.21535755e-05, 5.27048379e-05, 5.32009724e-05,
       5.36474919e-05, 5.40493582e-05, 5.44110367e-05, 5.47365462e-05,
       5.50295038e-05, 5.52931648e-05, 5.55304589e-05, 5.57440229e-05]), 755: array([8.66075657e-06, 9.70641925e-06, 1.06475152e-05, 1.14945010e-05,
       1.22567879e-05, 1.29428457e-05, 1.35602974e-05, 1.41160036e-05,
       1.46161389e-05, 1.50662605e-05, 1.54713697e-05, 1.58359678e-05,
       1.61641058e-05, 1.64594300e-05, 1.67252215e-05, 1.69644338e-05,
       1.71797247e-05, 1.73734865e-05, 1.75478720e-05, 1.77048188e-05,
       1.78460709e-05, 1.79731977e-05, 1.80876117e-05, 1.81905843e-05,
       1.82832596e-05, 1.83666673e-05, 1.84417343e-05, 1.85092944e-05]), 760: array([1.02824080e-05, 8.83628697e-06, 8.04091999e-06, 7.60346790e-06,
       7.36286912e-06, 7.23053971e-06, 7.15775850e-06, 7.11772881e-06,
       7.09571247e-06, 7.08360347e-06, 7.07694352e-06, 7.07328055e-06,
       7.07126591e-06, 7.07015786e-06, 7.06954843e-06, 7.06921324e-06,
       7.06902889e-06, 7.06892750e-06, 7.06887173e-06, 7.06884106e-06,
       7.06882419e-06, 7.06881491e-06, 7.06880981e-06, 7.06880700e-06,
       7.06880546e-06, 7.06880461e-06, 7.06880414e-06, 7.06880389e-06]), 765: array([5.15785205e-06, 5.87086431e-06, 6.22737056e-06, 6.40562375e-06,
       6.49475038e-06, 6.53931370e-06, 6.56159537e-06, 6.57273621e-06,
       6.57830664e-06, 6.58109185e-06, 6.58248445e-06, 6.58318076e-06,
       6.58352891e-06, 6.58370298e-06, 6.58379002e-06, 6.58383354e-06,
       6.58385530e-06, 6.58386618e-06, 6.58387162e-06, 6.58387434e-06,
       6.58387570e-06, 6.58387638e-06, 6.58387672e-06, 6.58387689e-06,
       6.58387698e-06, 6.58387702e-06, 6.58387704e-06, 6.58387705e-06]), 770: array([4.07536702e-06, 4.06017479e-06, 4.05257866e-06, 4.04878060e-06,
       4.04688157e-06, 4.04593205e-06, 4.04545729e-06, 4.04521991e-06,
       4.04510122e-06, 4.04504188e-06, 4.04501221e-06, 4.04499737e-06,
       4.04498995e-06, 4.04498624e-06, 4.04498439e-06, 4.04498346e-06,
       4.04498300e-06, 4.04498277e-06, 4.04498265e-06, 4.04498259e-06,
       4.04498256e-06, 4.04498255e-06, 4.04498254e-06, 4.04498254e-06,
       4.04498254e-06, 4.04498253e-06, 4.04498253e-06, 4.04498253e-06]), 775: array([9.30095737e-05, 7.34465349e-05, 5.97522091e-05, 5.01660418e-05,
       4.34556273e-05, 3.87582690e-05, 3.54700704e-05, 3.31682980e-05,
       3.15570339e-05, 3.04291327e-05, 2.96395904e-05, 2.90869028e-05,
       2.87000158e-05, 2.84291910e-05, 2.82396109e-05, 2.81069029e-05,
       2.80140059e-05, 2.79489771e-05, 2.79034563e-05, 2.78715912e-05,
       2.78492854e-05, 2.78336711e-05, 2.78227409e-05, 2.78150896e-05,
       2.78097337e-05, 2.78059845e-05, 2.78033600e-05, 2.78015228e-05]), 780: array([7.30885159e-05, 6.59916006e-05, 6.10234616e-05, 5.75455555e-05,
       5.51108750e-05, 5.34064963e-05, 5.22133596e-05, 5.13781138e-05,
       5.07934066e-05, 5.03840870e-05, 5.00975460e-05, 4.98969553e-05,
       4.97565334e-05, 4.96582321e-05, 4.95894171e-05, 4.95412437e-05,
       4.95075203e-05, 4.94839125e-05, 4.94673861e-05, 4.94558169e-05,
       4.94477179e-05, 4.94420484e-05, 4.94380794e-05, 4.94353010e-05,
       4.94333559e-05, 4.94319943e-05, 4.94310412e-05, 4.94303739e-05]), 785: array([1.84927714e-05, 2.11284479e-05, 2.35005443e-05, 2.56354198e-05,
       2.75567977e-05, 2.92860287e-05, 3.08423284e-05, 3.22429908e-05,
       3.35035804e-05, 3.46381050e-05, 3.56591718e-05, 3.65781272e-05,
       3.74051826e-05, 3.81495286e-05, 3.88194364e-05, 3.94223504e-05,
       3.99649700e-05, 4.04533252e-05, 4.08928425e-05, 4.12884060e-05,
       4.16444113e-05, 4.19648144e-05, 4.22531756e-05, 4.25126994e-05,
       4.27462696e-05, 4.29564816e-05, 4.31456715e-05, 4.33159414e-05]), 790: array([6.85140370e-06, 7.28932704e-06, 7.71849141e-06, 8.13907201e-06,
       8.55124051e-06, 8.95516518e-06, 9.35101089e-06, 9.73893923e-06,
       1.01191086e-05, 1.04916741e-05, 1.08567879e-05, 1.12145990e-05,
       1.15652534e-05, 1.19088944e-05, 1.22456621e-05, 1.25756942e-05,
       1.28991252e-05, 1.32160872e-05, 1.35267096e-05, 1.38311192e-05,
       1.41294403e-05, 1.44217946e-05, 1.47083015e-05, 1.49890779e-05,
       1.52642385e-05, 1.55338955e-05, 1.57981591e-05, 1.60571372e-05]), 795: array([5.75701785e-06, 5.97313008e-06, 6.12440857e-06, 6.23030346e-06,
       6.30442984e-06, 6.35631829e-06, 6.39264018e-06, 6.41806549e-06,
       6.43586320e-06, 6.44832159e-06, 6.45704246e-06, 6.46314707e-06,
       6.46742029e-06, 6.47041154e-06, 6.47250542e-06, 6.47397113e-06,
       6.47499713e-06, 6.47571533e-06, 6.47621807e-06, 6.47656999e-06,
       6.47681633e-06, 6.47698877e-06, 6.47710947e-06, 6.47719397e-06,
       6.47725312e-06, 6.47729452e-06, 6.47732350e-06, 6.47734379e-06]), 800: array([8.19324872e-06, 6.48548715e-06, 5.63160617e-06, 5.20466557e-06,
       4.99119522e-06, 4.88446002e-06, 4.83109241e-06, 4.80440860e-06,
       4.79106669e-06, 4.78439573e-06, 4.78106025e-06, 4.77939251e-06,
       4.77855864e-06, 4.77814171e-06, 4.77793324e-06, 4.77782901e-06,
       4.77777689e-06, 4.77775083e-06, 4.77773780e-06, 4.77773129e-06,
       4.77772803e-06, 4.77772640e-06, 4.77772559e-06, 4.77772518e-06,
       4.77772498e-06, 4.77772487e-06, 4.77772482e-06, 4.77772480e-06]), 805: array([1.64783428e-05, 1.35673677e-05, 1.21118785e-05, 1.13841331e-05,
       1.10202600e-05, 1.08383232e-05, 1.07473547e-05, 1.07018704e-05,
       1.06791283e-05, 1.06677572e-05, 1.06620716e-05, 1.06592288e-05,
       1.06578075e-05, 1.06570968e-05, 1.06567414e-05, 1.06565637e-05,
       1.06564749e-05, 1.06564305e-05, 1.06564083e-05, 1.06563972e-05,
       1.06563916e-05, 1.06563888e-05, 1.06563874e-05, 1.06563867e-05,
       1.06563864e-05, 1.06563862e-05, 1.06563861e-05, 1.06563861e-05]), 810: array([4.78205778e-05, 3.61294277e-05, 3.02838308e-05, 2.73610214e-05,
       2.58996112e-05, 2.51689033e-05, 2.48035480e-05, 2.46208697e-05,
       2.45295302e-05, 2.44838603e-05, 2.44610252e-05, 2.44496077e-05,
       2.44438989e-05, 2.44410445e-05, 2.44396172e-05, 2.44389036e-05,
       2.44385468e-05, 2.44383684e-05, 2.44382792e-05, 2.44382346e-05,
       2.44382123e-05, 2.44382012e-05, 2.44381956e-05, 2.44381928e-05,
       2.44381914e-05, 2.44381907e-05, 2.44381904e-05, 2.44381902e-05]), 815: array([1.89261616e-05, 2.17711594e-05, 2.31936611e-05, 2.39049135e-05,
       2.42605403e-05, 2.44383541e-05, 2.45272612e-05, 2.45717149e-05,
       2.45939417e-05, 2.46050552e-05, 2.46106119e-05, 2.46133903e-05,
       2.46147795e-05, 2.46154741e-05, 2.46158214e-05, 2.46159950e-05,
       2.46160818e-05, 2.46161253e-05, 2.46161470e-05, 2.46161578e-05,
       2.46161632e-05, 2.46161660e-05, 2.46161673e-05, 2.46161680e-05,
       2.46161683e-05, 2.46161685e-05, 2.46161686e-05, 2.46161686e-05]), 820: array([1.93252400e-05, 1.79291132e-05, 1.72310189e-05, 1.68819564e-05,
       1.67074175e-05, 1.66201442e-05, 1.65765056e-05, 1.65546853e-05,
       1.65437747e-05, 1.65383192e-05, 1.65355913e-05, 1.65342273e-05,
       1.65335452e-05, 1.65332042e-05, 1.65330337e-05, 1.65329484e-05,
       1.65329058e-05, 1.65328845e-05, 1.65328738e-05, 1.65328685e-05,
       1.65328658e-05, 1.65328645e-05, 1.65328638e-05, 1.65328635e-05,
       1.65328633e-05, 1.65328632e-05, 1.65328632e-05, 1.65328632e-05]), 825: array([8.03398093e-06, 9.48533255e-06, 1.02110051e-05, 1.05738398e-05,
       1.07552563e-05, 1.08459642e-05, 1.08913179e-05, 1.09139946e-05,
       1.09253330e-05, 1.09310021e-05, 1.09338367e-05, 1.09352539e-05,
       1.09359626e-05, 1.09363169e-05, 1.09364940e-05, 1.09365826e-05,
       1.09366269e-05, 1.09366491e-05, 1.09366601e-05, 1.09366657e-05,
       1.09366684e-05, 1.09366698e-05, 1.09366705e-05, 1.09366709e-05,
       1.09366710e-05, 1.09366711e-05, 1.09366712e-05, 1.09366712e-05]), 830: array([1.00345442e-05, 9.87392497e-06, 9.76149148e-06, 9.68278803e-06,
       9.62769560e-06, 9.58913089e-06, 9.56213559e-06, 9.54323887e-06,
       9.53001117e-06, 9.52075178e-06, 9.51427020e-06, 9.50973310e-06,
       9.50655712e-06, 9.50433394e-06, 9.50277771e-06, 9.50168835e-06,
       9.50092580e-06, 9.50039201e-06, 9.50001836e-06, 9.49975681e-06,
       9.49957372e-06, 9.49944556e-06, 9.49935584e-06, 9.49929304e-06,
       9.49924909e-06, 9.49921831e-06, 9.49919677e-06, 9.49918169e-06]), 835: array([2.72413304e-05, 2.61375823e-05, 2.55857068e-05, 2.53097683e-05,
       2.51717987e-05, 2.51028137e-05, 2.50683211e-05, 2.50510748e-05,
       2.50424516e-05, 2.50381400e-05, 2.50359842e-05, 2.50349063e-05,
       2.50343673e-05, 2.50340978e-05, 2.50339631e-05, 2.50338957e-05,
       2.50338621e-05, 2.50338452e-05, 2.50338368e-05, 2.50338326e-05,
       2.50338305e-05, 2.50338294e-05, 2.50338289e-05, 2.50338286e-05,
       2.50338285e-05, 2.50338284e-05, 2.50338284e-05, 2.50338284e-05]), 840: array([3.69245568e-05, 3.25619843e-05, 3.03806668e-05, 2.92899925e-05,
       2.87446475e-05, 2.84719711e-05, 2.83356309e-05, 2.82674599e-05,
       2.82333739e-05, 2.82163306e-05, 2.82078089e-05, 2.82035479e-05,
       2.82014175e-05, 2.82003522e-05, 2.81998195e-05, 2.81995532e-05,
       2.81994201e-05, 2.81993535e-05, 2.81993202e-05, 2.81993035e-05,
       2.81992952e-05, 2.81992911e-05, 2.81992890e-05, 2.81992879e-05,
       2.81992874e-05, 2.81992872e-05, 2.81992870e-05, 2.81992870e-05]), 845: array([2.75679265e-05, 2.87388354e-05, 2.95584716e-05, 3.01322169e-05,
       3.05338387e-05, 3.08149739e-05, 3.10117685e-05, 3.11495247e-05,
       3.12459541e-05, 3.13134547e-05, 3.13607050e-05, 3.13937803e-05,
       3.14169330e-05, 3.14331399e-05, 3.14444847e-05, 3.14524261e-05,
       3.14579850e-05, 3.14618763e-05, 3.14646002e-05, 3.14665069e-05,
       3.14678416e-05, 3.14687759e-05, 3.14694299e-05, 3.14698877e-05,
       3.14702082e-05, 3.14704325e-05, 3.14705896e-05, 3.14706995e-05]), 850: array([7.58176257e-06, 8.05021480e-06, 8.28444185e-06, 8.40155584e-06,
       8.46011307e-06, 8.48939180e-06, 8.50403123e-06, 8.51135097e-06,
       8.51501085e-06, 8.51684080e-06, 8.51775578e-06, 8.51821327e-06,
       8.51844202e-06, 8.51855639e-06, 8.51861358e-06, 8.51864217e-06,
       8.51865647e-06, 8.51866362e-06, 8.51866719e-06, 8.51866898e-06,
       8.51866987e-06, 8.51867032e-06, 8.51867054e-06, 8.51867066e-06,
       8.51867071e-06, 8.51867074e-06, 8.51867075e-06, 8.51867076e-06]), 855: array([9.15935787e-06, 8.95451971e-06, 8.85210070e-06, 8.80089123e-06,
       8.77528651e-06, 8.76248416e-06, 8.75608299e-06, 8.75288241e-06,
       8.75128212e-06, 8.75048197e-06, 8.75008190e-06, 8.74988187e-06,
       8.74978185e-06, 8.74973184e-06, 8.74970683e-06, 8.74969433e-06,
       8.74968808e-06, 8.74968496e-06, 8.74968339e-06, 8.74968261e-06,
       8.74968222e-06, 8.74968203e-06, 8.74968193e-06, 8.74968188e-06,
       8.74968185e-06, 8.74968184e-06, 8.74968184e-06, 8.74968183e-06]), 860: array([1.97736051e-05, 1.60812685e-05, 1.42350892e-05, 1.33119940e-05,
       1.28504437e-05, 1.26196672e-05, 1.25042783e-05, 1.24465834e-05,
       1.24177359e-05, 1.24033120e-05, 1.23961000e-05, 1.23924940e-05,
       1.23906910e-05, 1.23897895e-05, 1.23893387e-05, 1.23891133e-05,
       1.23890006e-05, 1.23889443e-05, 1.23889161e-05, 1.23889020e-05,
       1.23888950e-05, 1.23888915e-05, 1.23888897e-05, 1.23888888e-05,
       1.23888884e-05, 1.23888882e-05, 1.23888880e-05, 1.23888880e-05]), 865: array([7.39950100e-06, 8.54614423e-06, 9.11946566e-06, 9.40612628e-06,
       9.54945654e-06, 9.62112165e-06, 9.65695419e-06, 9.67487045e-06,
       9.68382858e-06, 9.68830765e-06, 9.69054718e-06, 9.69166694e-06,
       9.69222682e-06, 9.69250677e-06, 9.69264674e-06, 9.69271672e-06,
       9.69275171e-06, 9.69276921e-06, 9.69277796e-06, 9.69278233e-06,
       9.69278452e-06, 9.69278561e-06, 9.69278616e-06, 9.69278643e-06,
       9.69278657e-06, 9.69278664e-06, 9.69278667e-06, 9.69278669e-06]), 870: array([4.36220847e-06, 5.21053584e-06, 5.63469939e-06, 5.84678111e-06,
       5.95282193e-06, 6.00584233e-06, 6.03235252e-06, 6.04560761e-06,
       6.05223515e-06, 6.05554892e-06, 6.05720581e-06, 6.05803425e-06,
       6.05844847e-06, 6.05865558e-06, 6.05875913e-06, 6.05881091e-06,
       6.05883680e-06, 6.05884975e-06, 6.05885622e-06, 6.05885945e-06,
       6.05886107e-06, 6.05886188e-06, 6.05886229e-06, 6.05886249e-06,
       6.05886259e-06, 6.05886264e-06, 6.05886266e-06, 6.05886268e-06]), 875: array([3.81451669e-06, 3.79710287e-06, 3.78839596e-06, 3.78404250e-06,
       3.78186577e-06, 3.78077741e-06, 3.78023323e-06, 3.77996114e-06,
       3.77982509e-06, 3.77975707e-06, 3.77972306e-06, 3.77970605e-06,
       3.77969755e-06, 3.77969330e-06, 3.77969117e-06, 3.77969011e-06,
       3.77968958e-06, 3.77968931e-06, 3.77968918e-06, 3.77968911e-06,
       3.77968908e-06, 3.77968906e-06, 3.77968905e-06, 3.77968905e-06,
       3.77968905e-06, 3.77968905e-06, 3.77968905e-06, 3.77968905e-06]), 880: array([1.29235138e-05, 1.01201921e-05, 8.71852732e-06, 8.01769291e-06,
       7.66727470e-06, 7.49206509e-06, 7.40446004e-06, 7.36065738e-06,
       7.33875600e-06, 7.32780527e-06, 7.32232989e-06, 7.31959219e-06,
       7.31822334e-06, 7.31753891e-06, 7.31719670e-06, 7.31702559e-06,
       7.31694004e-06, 7.31689726e-06, 7.31687587e-06, 7.31686518e-06,
       7.31685983e-06, 7.31685716e-06, 7.31685582e-06, 7.31685515e-06,
       7.31685482e-06, 7.31685465e-06, 7.31685457e-06, 7.31685452e-06]), 885: array([1.16277835e-04, 9.42506330e-05, 7.88308778e-05, 6.80365495e-05,
       6.04801701e-05, 5.51904597e-05, 5.14874910e-05, 4.88952930e-05,
       4.70806704e-05, 4.58103758e-05, 4.49211285e-05, 4.42986265e-05,
       4.38628550e-05, 4.35578008e-05, 4.33442529e-05, 4.31947625e-05,
       4.30901144e-05, 4.30168574e-05, 4.29655750e-05, 4.29296757e-05,
       4.29045451e-05, 4.28869528e-05, 4.28746376e-05, 4.28660166e-05,
       4.28599816e-05, 4.28557569e-05, 4.28527995e-05, 4.28507292e-05]), 890: array([2.99107640e-05, 3.17237200e-05, 3.26302012e-05, 3.30834434e-05,
       3.33100654e-05, 3.34233767e-05, 3.34800326e-05, 3.35083606e-05,
       3.35225247e-05, 3.35296068e-05, 3.35331478e-05, 3.35349184e-05,
       3.35358036e-05, 3.35362463e-05, 3.35364676e-05, 3.35365782e-05,
       3.35366336e-05, 3.35366612e-05, 3.35366751e-05, 3.35366820e-05,
       3.35366854e-05, 3.35366872e-05, 3.35366880e-05, 3.35366885e-05,
       3.35366887e-05, 3.35366888e-05, 3.35366888e-05, 3.35366889e-05]), 895: array([2.06806983e-05, 2.14808292e-05, 2.18808952e-05, 2.20809285e-05,
       2.21809452e-05, 2.22309537e-05, 2.22559579e-05, 2.22684601e-05,
       2.22747111e-05, 2.22778367e-05, 2.22793995e-05, 2.22801808e-05,
       2.22805715e-05, 2.22807669e-05, 2.22808646e-05, 2.22809134e-05,
       2.22809378e-05, 2.22809500e-05, 2.22809561e-05, 2.22809592e-05,
       2.22809607e-05, 2.22809615e-05, 2.22809619e-05, 2.22809620e-05,
       2.22809621e-05, 2.22809622e-05, 2.22809622e-05, 2.22809622e-05]), 900: array([1.12780187e-05, 1.31176124e-05, 1.40374547e-05, 1.44973987e-05,
       1.47273820e-05, 1.48423794e-05, 1.48998809e-05, 1.49286331e-05,
       1.49430099e-05, 1.49501986e-05, 1.49537932e-05, 1.49555906e-05,
       1.49564893e-05, 1.49569387e-05, 1.49571634e-05, 1.49572757e-05,
       1.49573319e-05, 1.49573600e-05, 1.49573741e-05, 1.49573811e-05,
       1.49573846e-05, 1.49573864e-05, 1.49573872e-05, 1.49573877e-05,
       1.49573879e-05, 1.49573880e-05, 1.49573881e-05, 1.49573881e-05]), 905: array([6.46786118e-06, 7.07216167e-06, 7.37431182e-06, 7.52538685e-06,
       7.60092434e-06, 7.63869307e-06, 7.65757743e-06, 7.66701961e-06,
       7.67174070e-06, 7.67410124e-06, 7.67528151e-06, 7.67587165e-06,
       7.67616671e-06, 7.67631425e-06, 7.67638802e-06, 7.67642490e-06,
       7.67644334e-06, 7.67645256e-06, 7.67645717e-06, 7.67645948e-06,
       7.67646063e-06, 7.67646121e-06, 7.67646149e-06, 7.67646164e-06,
       7.67646171e-06, 7.67646175e-06, 7.67646176e-06, 7.67646177e-06]), 910: array([4.09460846e-05, 2.65589024e-05, 1.93653076e-05, 1.57685084e-05,
       1.39701078e-05, 1.30709071e-05, 1.26213065e-05, 1.23965061e-05,
       1.22841058e-05, 1.22279057e-05, 1.21998056e-05, 1.21857555e-05,
       1.21787305e-05, 1.21752180e-05, 1.21734617e-05, 1.21725836e-05,
       1.21721445e-05, 1.21719250e-05, 1.21718152e-05, 1.21717603e-05,
       1.21717329e-05, 1.21717192e-05, 1.21717123e-05, 1.21717089e-05,
       1.21717072e-05, 1.21717063e-05, 1.21717059e-05, 1.21717057e-05]), 915: array([8.01458289e-05, 7.59325458e-05, 7.21405901e-05, 6.87278290e-05,
       6.56563432e-05, 6.28920052e-05, 6.04041003e-05, 5.81649853e-05,
       5.61497813e-05, 5.43360972e-05, 5.27037811e-05, 5.12346962e-05,
       4.99125194e-05, 4.87225599e-05, 4.76515962e-05, 4.66877285e-05,
       4.58202474e-05, 4.50395142e-05, 4.43368541e-05, 4.37044598e-05,
       4.31353048e-05, 4.26230652e-05, 4.21620494e-05, 4.17471351e-05,
       4.13737121e-05, 4.10376314e-05, 4.07351586e-05, 4.04629330e-05]), 920: array([3.20023955e-05, 3.46952420e-05, 3.60416667e-05, 3.67148798e-05,
       3.70514866e-05, 3.72197902e-05, 3.73039421e-05, 3.73460181e-05,
       3.73670561e-05, 3.73775751e-05, 3.73828347e-05, 3.73854644e-05,
       3.73867793e-05, 3.73874367e-05, 3.73877655e-05, 3.73879298e-05,
       3.73880120e-05, 3.73880531e-05, 3.73880736e-05, 3.73880839e-05,
       3.73880891e-05, 3.73880916e-05, 3.73880929e-05, 3.73880935e-05,
       3.73880939e-05, 3.73880940e-05, 3.73880941e-05, 3.73880942e-05]), 925: array([1.03835344e-05, 1.20281206e-05, 1.35082453e-05, 1.48403550e-05,
       1.60392515e-05, 1.71182563e-05, 1.80893588e-05, 1.89633494e-05,
       1.97499394e-05, 2.04578691e-05, 2.10950046e-05, 2.16684255e-05,
       2.21845034e-05, 2.26489725e-05, 2.30669940e-05, 2.34432126e-05,
       2.37818087e-05, 2.40865446e-05, 2.43608064e-05, 2.46076416e-05,
       2.48297928e-05, 2.50297286e-05, 2.52096704e-05, 2.53716177e-05,
       2.55173700e-05, 2.56485469e-05, 2.57666058e-05, 2.58728587e-05]), 930: array([5.24128538e-06, 5.34038691e-06, 5.38993770e-06, 5.41471312e-06,
       5.42710083e-06, 5.43329469e-06, 5.43639162e-06, 5.43794009e-06,
       5.43871432e-06, 5.43910144e-06, 5.43929500e-06, 5.43939177e-06,
       5.43944016e-06, 5.43946436e-06, 5.43947646e-06, 5.43948251e-06,
       5.43948553e-06, 5.43948704e-06, 5.43948780e-06, 5.43948818e-06,
       5.43948837e-06, 5.43948846e-06, 5.43948851e-06, 5.43948853e-06,
       5.43948854e-06, 5.43948855e-06, 5.43948855e-06, 5.43948855e-06]), 935: array([3.41579711e-06, 3.26085588e-06, 3.18338527e-06, 3.14464996e-06,
       3.12528231e-06, 3.11559849e-06, 3.11075657e-06, 3.10833562e-06,
       3.10712514e-06, 3.10651990e-06, 3.10621728e-06, 3.10606597e-06,
       3.10599032e-06, 3.10595249e-06, 3.10593358e-06, 3.10592412e-06,
       3.10591939e-06, 3.10591703e-06, 3.10591584e-06, 3.10591525e-06,
       3.10591496e-06, 3.10591481e-06, 3.10591474e-06, 3.10591470e-06,
       3.10591468e-06, 3.10591467e-06, 3.10591467e-06, 3.10591466e-06]), 940: array([1.48197776e-06, 1.75177581e-06, 1.88667482e-06, 1.95412432e-06,
       1.98784907e-06, 2.00471144e-06, 2.01314262e-06, 2.01735821e-06,
       2.01946601e-06, 2.02051991e-06, 2.02104686e-06, 2.02131033e-06,
       2.02144207e-06, 2.02150794e-06, 2.02154087e-06, 2.02155734e-06,
       2.02156557e-06, 2.02156969e-06, 2.02157175e-06, 2.02157278e-06,
       2.02157329e-06, 2.02157355e-06, 2.02157368e-06, 2.02157374e-06,
       2.02157377e-06, 2.02157379e-06, 2.02157380e-06, 2.02157380e-06]), 945: array([2.20831539e-06, 1.82704933e-06, 1.63641626e-06, 1.54109970e-06,
       1.49344142e-06, 1.46961227e-06, 1.45769769e-06, 1.45174040e-06,
       1.44876176e-06, 1.44727244e-06, 1.44652777e-06, 1.44615544e-06,
       1.44596928e-06, 1.44587620e-06, 1.44582965e-06, 1.44580638e-06,
       1.44579475e-06, 1.44578893e-06, 1.44578602e-06, 1.44578457e-06,
       1.44578384e-06, 1.44578348e-06, 1.44578329e-06, 1.44578320e-06,
       1.44578316e-06, 1.44578314e-06, 1.44578312e-06, 1.44578312e-06]), 950: array([1.79481209e-06, 1.96160521e-06, 2.04500178e-06, 2.08670008e-06,
       2.10754923e-06, 2.11797381e-06, 2.12318610e-06, 2.12579224e-06,
       2.12709531e-06, 2.12774685e-06, 2.12807262e-06, 2.12823550e-06,
       2.12831695e-06, 2.12835767e-06, 2.12837803e-06, 2.12838821e-06,
       2.12839330e-06, 2.12839584e-06, 2.12839712e-06, 2.12839775e-06,
       2.12839807e-06, 2.12839823e-06, 2.12839831e-06, 2.12839835e-06,
       2.12839837e-06, 2.12839838e-06, 2.12839838e-06, 2.12839839e-06]), 955: array([4.51883199e-06, 3.62960477e-06, 3.18499111e-06, 2.96268425e-06,
       2.85153080e-06, 2.79595407e-06, 2.76816571e-06, 2.75427152e-06,
       2.74732443e-06, 2.74385088e-06, 2.74211411e-06, 2.74124572e-06,
       2.74081152e-06, 2.74059443e-06, 2.74048588e-06, 2.74043160e-06,
       2.74040447e-06, 2.74039090e-06, 2.74038411e-06, 2.74038072e-06,
       2.74037903e-06, 2.74037818e-06, 2.74037775e-06, 2.74037754e-06,
       2.74037744e-06, 2.74037738e-06, 2.74037736e-06, 2.74037734e-06]), 960: array([4.65816328e-05, 3.38126063e-05, 2.74280607e-05, 2.42357717e-05,
       2.26396190e-05, 2.18415387e-05, 2.14424965e-05, 2.12429744e-05,
       2.11432128e-05, 2.10933318e-05, 2.10683911e-05, 2.10559207e-05,
       2.10496855e-05, 2.10465679e-05, 2.10450091e-05, 2.10442296e-05,
       2.10438399e-05, 2.10436451e-05, 2.10435476e-05, 2.10434989e-05,
       2.10434746e-05, 2.10434624e-05, 2.10434563e-05, 2.10434533e-05,
       2.10434517e-05, 2.10434510e-05, 2.10434506e-05, 2.10434504e-05]), 965: array([2.27482330e-05, 2.42936903e-05, 2.50664192e-05, 2.54527838e-05,
       2.56459662e-05, 2.57425575e-05, 2.57908531e-05, 2.58150009e-05,
       2.58270748e-05, 2.58331118e-05, 2.58361303e-05, 2.58376395e-05,
       2.58383942e-05, 2.58387715e-05, 2.58389601e-05, 2.58390544e-05,
       2.58391016e-05, 2.58391252e-05, 2.58391370e-05, 2.58391429e-05,
       2.58391458e-05, 2.58391473e-05, 2.58391480e-05, 2.58391484e-05,
       2.58391486e-05, 2.58391487e-05, 2.58391487e-05, 2.58391488e-05]), 970: array([5.64211908e-05, 4.20799630e-05, 3.49093348e-05, 3.13240135e-05,
       2.95313493e-05, 2.86350154e-05, 2.81868475e-05, 2.79627631e-05,
       2.78507207e-05, 2.77946994e-05, 2.77666887e-05, 2.77526833e-05,
       2.77456806e-05, 2.77421792e-05, 2.77404285e-05, 2.77395532e-05,
       2.77391155e-05, 2.77388967e-05, 2.77387873e-05, 2.77387326e-05,
       2.77387052e-05, 2.77386915e-05, 2.77386847e-05, 2.77386813e-05,
       2.77386796e-05, 2.77386787e-05, 2.77386783e-05, 2.77386781e-05]), 975: array([2.96917113e-04, 2.39871807e-04, 1.99202893e-04, 1.70209087e-04,
       1.49538734e-04, 1.34802363e-04, 1.24296465e-04, 1.16806567e-04,
       1.11466847e-04, 1.07660037e-04, 1.04946075e-04, 1.03011228e-04,
       1.01631832e-04, 1.00648428e-04, 9.99473370e-05, 9.94475130e-05,
       9.90911769e-05, 9.88371367e-05, 9.86560256e-05, 9.85269073e-05,
       9.84348559e-05, 9.83692303e-05, 9.83224444e-05, 9.82890896e-05,
       9.82653102e-05, 9.82483573e-05, 9.82362712e-05, 9.82276547e-05]), 980: array([0.00026332, 0.00023594, 0.00021516, 0.0001994 , 0.00018743,
       0.00017836, 0.00017147, 0.00016624, 0.00016227, 0.00015926,
       0.00015698, 0.00015525, 0.00015393, 0.00015293, 0.00015217,
       0.0001516 , 0.00015116, 0.00015083, 0.00015058, 0.00015039,
       0.00015025, 0.00015014, 0.00015005, 0.00014999, 0.00014994,
       0.00014991, 0.00014988, 0.00014986]), 985: array([7.12727304e-05, 8.26161010e-05, 9.05562702e-05, 9.61142555e-05,
       1.00004752e-04, 1.02728034e-04, 1.04634286e-04, 1.05968631e-04,
       1.06902649e-04, 1.07556447e-04, 1.08014094e-04, 1.08334440e-04,
       1.08558676e-04, 1.08715638e-04, 1.08825508e-04, 1.08902416e-04,
       1.08956250e-04, 1.08993933e-04, 1.09020310e-04, 1.09038774e-04,
       1.09051698e-04, 1.09060745e-04, 1.09067078e-04, 1.09071510e-04,
       1.09074613e-04, 1.09076785e-04, 1.09078305e-04, 1.09079370e-04]), 990: array([1.95504181e-05, 2.31003663e-05, 2.48753492e-05, 2.57628450e-05,
       2.62065951e-05, 2.64284712e-05, 2.65394098e-05, 2.65948794e-05,
       2.66226143e-05, 2.66364818e-05, 2.66434156e-05, 2.66468826e-05,
       2.66486160e-05, 2.66494828e-05, 2.66499161e-05, 2.66501328e-05,
       2.66502412e-05, 2.66502953e-05, 2.66503224e-05, 2.66503360e-05,
       2.66503427e-05, 2.66503461e-05, 2.66503478e-05, 2.66503487e-05,
       2.66503491e-05, 2.66503493e-05, 2.66503494e-05, 2.66503495e-05]), 995: array([3.95847788e-06, 4.50570896e-06, 4.77932456e-06, 4.91613239e-06,
       4.98453632e-06, 5.01873829e-06, 5.03583928e-06, 5.04438978e-06,
       5.04866503e-06, 5.05080265e-06, 5.05187147e-06, 5.05240587e-06,
       5.05267308e-06, 5.05280668e-06, 5.05287348e-06, 5.05290688e-06,
       5.05292358e-06, 5.05293193e-06, 5.05293610e-06, 5.05293819e-06,
       5.05293924e-06, 5.05293976e-06, 5.05294002e-06, 5.05294015e-06,
       5.05294021e-06, 5.05294025e-06, 5.05294026e-06, 5.05294027e-06]), 1000: array([1.84152925e-05, 1.80703400e-05, 1.78288731e-05, 1.76598463e-05,
       1.75415274e-05, 1.74587042e-05, 1.74007279e-05, 1.73601445e-05,
       1.73317361e-05, 1.73118502e-05, 1.72979301e-05, 1.72881860e-05,
       1.72813651e-05, 1.72765905e-05, 1.72732483e-05, 1.72709087e-05,
       1.72692710e-05, 1.72681246e-05, 1.72673222e-05, 1.72667604e-05,
       1.72663672e-05, 1.72660920e-05, 1.72658993e-05, 1.72657644e-05,
       1.72656700e-05, 1.72656039e-05, 1.72655577e-05, 1.72655253e-05]), 1005: array([1.71368525e-05, 1.92980443e-05, 1.98190531e-05, 1.99446551e-05,
       1.99749346e-05, 1.99822342e-05, 1.99839940e-05, 1.99844182e-05,
       1.99845205e-05, 1.99845451e-05, 1.99845511e-05, 1.99845525e-05,
       1.99845529e-05, 1.99845529e-05, 1.99845530e-05, 1.99845530e-05,
       1.99845530e-05, 1.99845530e-05, 1.99845530e-05, 1.99845530e-05,
       1.99845530e-05, 1.99845530e-05, 1.99845530e-05, 1.99845530e-05,
       1.99845530e-05, 1.99845530e-05, 1.99845530e-05, 1.99845530e-05]), 1010: array([2.28241313e-04, 1.89715800e-04, 1.62747378e-04, 1.43869089e-04,
       1.30654010e-04, 1.21403263e-04, 1.14927604e-04, 1.10394548e-04,
       1.07221343e-04, 1.05000053e-04, 1.03445118e-04, 1.02356640e-04,
       1.01594690e-04, 1.01061314e-04, 1.00687943e-04, 1.00426577e-04,
       1.00243618e-04, 1.00115543e-04, 1.00025889e-04, 9.99631305e-05,
       9.99191982e-05, 9.98884450e-05, 9.98669173e-05, 9.98518476e-05,
       9.98412986e-05, 9.98339141e-05, 9.98287449e-05, 9.98251264e-05]), 1015: array([0.00097312, 0.00098814, 0.00100317, 0.00101819, 0.00103321,
       0.00104824, 0.00106326, 0.00107828, 0.00109331, 0.00110833,
       0.00112335, 0.00113838, 0.0011534 , 0.00116842, 0.00118344,
       0.00119847, 0.00121349, 0.00122851, 0.00124354, 0.00125856,
       0.00127358, 0.00128861, 0.00130363, 0.00131865, 0.00133368,
       0.0013487 , 0.00136372, 0.00137875]), 1020: array([0.00010195, 0.00011369, 0.00012191, 0.00012766, 0.00013169,
       0.0001345 , 0.00013648, 0.00013786, 0.00013882, 0.0001395 ,
       0.00013997, 0.00014031, 0.00014054, 0.0001407 , 0.00014081,
       0.00014089, 0.00014095, 0.00014099, 0.00014102, 0.00014104,
       0.00014105, 0.00014106, 0.00014106, 0.00014107, 0.00014107,
       0.00014107, 0.00014108, 0.00014108]), 1025: array([0.00025275, 0.00019356, 0.00015738, 0.00013528, 0.00012177,
       0.00011352, 0.00010847, 0.00010539, 0.00010351, 0.00010236,
       0.00010165, 0.00010122, 0.00010096, 0.0001008 , 0.0001007 ,
       0.00010064, 0.0001006 , 0.00010058, 0.00010057, 0.00010056,
       0.00010055, 0.00010055, 0.00010055, 0.00010055, 0.00010055,
       0.00010055, 0.00010055, 0.00010055]), 1030: array([0.00023476, 0.00019547, 0.00017958, 0.00017315, 0.00017055,
       0.0001695 , 0.00016908, 0.0001689 , 0.00016883, 0.00016881,
       0.0001688 , 0.00016879, 0.00016879, 0.00016879, 0.00016879,
       0.00016879, 0.00016879, 0.00016879, 0.00016879, 0.00016879,
       0.00016879, 0.00016879, 0.00016879, 0.00016879, 0.00016879,
       0.00016879, 0.00016879, 0.00016879]), 1035: array([0.00010529, 0.00011664, 0.00012458, 0.00013014, 0.00013403,
       0.00013675, 0.00013865, 0.00013998, 0.00014092, 0.00014157,
       0.00014203, 0.00014235, 0.00014257, 0.00014273, 0.00014284,
       0.00014291, 0.00014297, 0.000143  , 0.00014303, 0.00014305,
       0.00014306, 0.00014307, 0.00014308, 0.00014308, 0.00014308,
       0.00014309, 0.00014309, 0.00014309]), 1040: array([3.25113790e-05, 3.47647865e-05, 3.63421589e-05, 3.74463105e-05,
       3.82192103e-05, 3.87602357e-05, 3.91389504e-05, 3.94040485e-05,
       3.95896157e-05, 3.97195116e-05, 3.98104380e-05, 3.98740860e-05,
       3.99186392e-05, 3.99498262e-05, 3.99716569e-05, 3.99869383e-05,
       3.99976352e-05, 4.00051229e-05, 4.00103643e-05, 4.00140333e-05,
       4.00166015e-05, 4.00183992e-05, 4.00196577e-05, 4.00205385e-05,
       4.00211552e-05, 4.00215868e-05, 4.00218889e-05, 4.00221004e-05]), 1045: array([6.03794324e-05, 5.32339151e-05, 4.82320497e-05, 4.47307415e-05,
       4.22798242e-05, 4.05641809e-05, 3.93632298e-05, 3.85225634e-05,
       3.79340966e-05, 3.75221695e-05, 3.72338204e-05, 3.70319758e-05,
       3.68906846e-05, 3.67917806e-05, 3.67225478e-05, 3.66740848e-05,
       3.66401607e-05, 3.66164138e-05, 3.65997909e-05, 3.65881549e-05,
       3.65800097e-05, 3.65743081e-05, 3.65703169e-05, 3.65675231e-05,
       3.65655674e-05, 3.65641985e-05, 3.65632402e-05, 3.65625694e-05]), 1050: array([3.55439945e-05, 3.09313962e-05, 2.86250797e-05, 2.74719128e-05,
       2.68953250e-05, 2.66070289e-05, 2.64628798e-05, 2.63908047e-05,
       2.63547669e-05, 2.63367478e-05, 2.63277382e-05, 2.63232334e-05,
       2.63209810e-05, 2.63198547e-05, 2.63192916e-05, 2.63190101e-05,
       2.63188693e-05, 2.63187989e-05, 2.63187637e-05, 2.63187461e-05,
       2.63187373e-05, 2.63187329e-05, 2.63187307e-05, 2.63187296e-05,
       2.63187290e-05, 2.63187288e-05, 2.63187286e-05, 2.63187286e-05]), 1055: array([4.51211903e-05, 4.23754253e-05, 4.04533844e-05, 3.91079520e-05,
       3.81661467e-05, 3.75068811e-05, 3.70453939e-05, 3.67223519e-05,
       3.64962219e-05, 3.63379305e-05, 3.62271262e-05, 3.61495629e-05,
       3.60952685e-05, 3.60572623e-05, 3.60306579e-05, 3.60120347e-05,
       3.59989985e-05, 3.59898731e-05, 3.59834853e-05, 3.59790138e-05,
       3.59758838e-05, 3.59736928e-05, 3.59721590e-05, 3.59710854e-05,
       3.59703339e-05, 3.59698078e-05, 3.59694396e-05, 3.59691818e-05]), 1060: array([4.52710912e-05, 4.19660251e-05, 3.96524761e-05, 3.80329898e-05,
       3.68993481e-05, 3.61057979e-05, 3.55503121e-05, 3.51614716e-05,
       3.48892829e-05, 3.46987506e-05, 3.45653778e-05, 3.44720168e-05,
       3.44066639e-05, 3.43609169e-05, 3.43288940e-05, 3.43064779e-05,
       3.42907866e-05, 3.42798027e-05, 3.42721139e-05, 3.42667318e-05,
       3.42629643e-05, 3.42603270e-05, 3.42584809e-05, 3.42571887e-05,
       3.42562841e-05, 3.42556509e-05, 3.42552077e-05, 3.42548974e-05]), 1065: array([1.36365084e-05, 1.39391848e-05, 1.40905233e-05, 1.41661927e-05,
       1.42040274e-05, 1.42229448e-05, 1.42324036e-05, 1.42371329e-05,
       1.42394976e-05, 1.42406800e-05, 1.42412711e-05, 1.42415667e-05,
       1.42417145e-05, 1.42417884e-05, 1.42418254e-05, 1.42418438e-05,
       1.42418531e-05, 1.42418577e-05, 1.42418600e-05, 1.42418612e-05,
       1.42418617e-05, 1.42418620e-05, 1.42418622e-05, 1.42418622e-05,
       1.42418623e-05, 1.42418623e-05, 1.42418623e-05, 1.42418623e-05]), 1070: array([1.36119173e-05, 1.31510369e-05, 1.29205965e-05, 1.28053761e-05,
       1.27477659e-05, 1.27189607e-05, 1.27045581e-05, 1.26973568e-05,
       1.26937562e-05, 1.26919558e-05, 1.26910557e-05, 1.26906056e-05,
       1.26903806e-05, 1.26902680e-05, 1.26902118e-05, 1.26901836e-05,
       1.26901696e-05, 1.26901625e-05, 1.26901590e-05, 1.26901573e-05,
       1.26901564e-05, 1.26901559e-05, 1.26901557e-05, 1.26901556e-05,
       1.26901556e-05, 1.26901555e-05, 1.26901555e-05, 1.26901555e-05]), 1075: array([3.52693848e-05, 3.21805324e-05, 3.00183304e-05, 2.85047854e-05,
       2.74453012e-05, 2.67036605e-05, 2.61845108e-05, 2.58211051e-05,
       2.55667205e-05, 2.53886508e-05, 2.52640017e-05, 2.51767472e-05,
       2.51156688e-05, 2.50729139e-05, 2.50429854e-05, 2.50220353e-05,
       2.50073703e-05, 2.49971047e-05, 2.49899188e-05, 2.49848887e-05,
       2.49813675e-05, 2.49789028e-05, 2.49771774e-05, 2.49759696e-05,
       2.49751242e-05, 2.49745324e-05, 2.49741182e-05, 2.49738282e-05]), 1080: array([1.34621974e-05, 1.46388866e-05, 1.54625678e-05, 1.60391438e-05,
       1.64427464e-05, 1.67252678e-05, 1.69230325e-05, 1.70614676e-05,
       1.71583720e-05, 1.72262050e-05, 1.72736881e-05, 1.73069261e-05,
       1.73301927e-05, 1.73464793e-05, 1.73578799e-05, 1.73658604e-05,
       1.73714466e-05, 1.73753570e-05, 1.73780943e-05, 1.73800104e-05,
       1.73813516e-05, 1.73822905e-05, 1.73829477e-05, 1.73834078e-05,
       1.73837298e-05, 1.73839552e-05, 1.73841130e-05, 1.73842235e-05]), 1085: array([6.20941362e-06, 6.21537984e-06, 6.22074943e-06, 6.22558207e-06,
       6.22993144e-06, 6.23384587e-06, 6.23736885e-06, 6.24053954e-06,
       6.24339316e-06, 6.24596141e-06, 6.24827284e-06, 6.25035313e-06,
       6.25222538e-06, 6.25391041e-06, 6.25542694e-06, 6.25679181e-06,
       6.25802020e-06, 6.25912574e-06, 6.26012074e-06, 6.26101623e-06,
       6.26182217e-06, 6.26254752e-06, 6.26320033e-06, 6.26378786e-06,
       6.26431664e-06, 6.26479254e-06, 6.26522085e-06, 6.26560633e-06]), 1090: array([4.00171878e-06, 3.99131464e-06, 3.98403175e-06, 3.97893372e-06,
       3.97536510e-06, 3.97286707e-06, 3.97111845e-06, 3.96989442e-06,
       3.96903759e-06, 3.96843781e-06, 3.96801797e-06, 3.96772408e-06,
       3.96751836e-06, 3.96737435e-06, 3.96727355e-06, 3.96720298e-06,
       3.96715359e-06, 3.96711901e-06, 3.96709481e-06, 3.96707787e-06,
       3.96706601e-06, 3.96705771e-06, 3.96705189e-06, 3.96704783e-06,
       3.96704498e-06, 3.96704299e-06, 3.96704159e-06, 3.96704061e-06]), 1095: array([6.93494350e-05, 5.65042690e-05, 4.75126444e-05, 4.12185014e-05,
       3.68125972e-05, 3.37284613e-05, 3.15695643e-05, 3.00583349e-05,
       2.90004734e-05, 2.82599696e-05, 2.77416165e-05, 2.73787690e-05,
       2.71247755e-05, 2.69469798e-05, 2.68225228e-05, 2.67354028e-05,
       2.66744187e-05, 2.66317298e-05, 2.66018476e-05, 2.65809300e-05,
       2.65662877e-05, 2.65560380e-05, 2.65488633e-05, 2.65438409e-05,
       2.65403253e-05, 2.65378643e-05, 2.65361417e-05, 2.65349358e-05]), 1100: array([6.78775900e-05, 6.22608038e-05, 5.94523033e-05, 5.80479994e-05,
       5.73458206e-05, 5.69947178e-05, 5.68191597e-05, 5.67313772e-05,
       5.66874844e-05, 5.66655371e-05, 5.66545630e-05, 5.66490758e-05,
       5.66463320e-05, 5.66449601e-05, 5.66442741e-05, 5.66439311e-05,
       5.66437596e-05, 5.66436739e-05, 5.66436310e-05, 5.66436096e-05,
       5.66435988e-05, 5.66435935e-05, 5.66435908e-05, 5.66435895e-05,
       5.66435888e-05, 5.66435884e-05, 5.66435883e-05, 5.66435882e-05]), 1105: array([3.14787357e-05, 3.68756241e-05, 3.95741061e-05, 4.09233660e-05,
       4.15980054e-05, 4.19353299e-05, 4.21039944e-05, 4.21883279e-05,
       4.22304952e-05, 4.22515792e-05, 4.22621213e-05, 4.22673924e-05,
       4.22700280e-05, 4.22713459e-05, 4.22720048e-05, 4.22723342e-05,
       4.22724990e-05, 4.22725814e-05, 4.22726225e-05, 4.22726431e-05,
       4.22726534e-05, 4.22726586e-05, 4.22726611e-05, 4.22726624e-05,
       4.22726631e-05, 4.22726634e-05, 4.22726636e-05, 4.22726636e-05]), 1110: array([1.50071669e-05, 1.71517571e-05, 1.82240511e-05, 1.87601975e-05,
       1.90282705e-05, 1.91623068e-05, 1.92293249e-05, 1.92628340e-05,
       1.92795884e-05, 1.92879657e-05, 1.92921543e-05, 1.92942486e-05,
       1.92952958e-05, 1.92958193e-05, 1.92960811e-05, 1.92962120e-05,
       1.92962775e-05, 1.92963102e-05, 1.92963265e-05, 1.92963347e-05,
       1.92963388e-05, 1.92963409e-05, 1.92963419e-05, 1.92963424e-05,
       1.92963427e-05, 1.92963428e-05, 1.92963428e-05, 1.92963429e-05]), 1115: array([9.73283887e-06, 9.79525419e-06, 9.82646187e-06, 9.84206571e-06,
       9.84986764e-06, 9.85376860e-06, 9.85571908e-06, 9.85669432e-06,
       9.85718195e-06, 9.85742576e-06, 9.85754766e-06, 9.85760861e-06,
       9.85763909e-06, 9.85765433e-06, 9.85766195e-06, 9.85766576e-06,
       9.85766766e-06, 9.85766861e-06, 9.85766909e-06, 9.85766933e-06,
       9.85766945e-06, 9.85766951e-06, 9.85766954e-06, 9.85766955e-06,
       9.85766956e-06, 9.85766956e-06, 9.85766956e-06, 9.85766957e-06]), 1120: array([1.26211221e-05, 1.24416863e-05, 1.23519684e-05, 1.23071093e-05,
       1.22846798e-05, 1.22734650e-05, 1.22678576e-05, 1.22650539e-05,
       1.22636521e-05, 1.22629511e-05, 1.22626007e-05, 1.22624254e-05,
       1.22623378e-05, 1.22622940e-05, 1.22622721e-05, 1.22622612e-05,
       1.22622557e-05, 1.22622529e-05, 1.22622516e-05, 1.22622509e-05,
       1.22622506e-05, 1.22622504e-05, 1.22622503e-05, 1.22622503e-05,
       1.22622502e-05, 1.22622502e-05, 1.22622502e-05, 1.22622502e-05]), 1125: array([6.37773259e-05, 6.06606210e-05, 5.78555859e-05, 5.53310539e-05,
       5.30589745e-05, 5.10141026e-05, 4.91737175e-05, 4.75173705e-05,
       4.60266579e-05, 4.46850163e-05, 4.34775385e-05, 4.23908083e-05,
       4.14127509e-05, 4.05324990e-05, 3.97402722e-05, 3.90272679e-05,
       3.83855638e-05, 3.78080301e-05, 3.72882496e-05, 3.68204470e-05,
       3.63994246e-05, 3.60205044e-05, 3.56794761e-05, 3.53725506e-05,
       3.50963175e-05, 3.48477077e-05, 3.46239589e-05, 3.44225849e-05]), 1130: array([3.96831288e-05, 3.93526489e-05, 3.90552160e-05, 3.87875254e-05,
       3.85466029e-05, 3.83297720e-05, 3.81346234e-05, 3.79589891e-05,
       3.78009176e-05, 3.76586528e-05, 3.75306140e-05, 3.74153787e-05,
       3.73116665e-05, 3.72183252e-05, 3.71343177e-05, 3.70587108e-05,
       3.69906642e-05, 3.69294221e-05, 3.68743040e-05, 3.68246976e-05,
       3.67800516e-05, 3.67398701e-05, 3.67037066e-05, 3.66711593e-05,
       3.66418667e-05, 3.66155032e-05, 3.65917760e-05, 3.65704215e-05]), 1135: array([3.81571141e-05, 3.98991566e-05, 4.07701799e-05, 4.12056927e-05,
       4.14234496e-05, 4.15323283e-05, 4.15867678e-05, 4.16139876e-05,
       4.16275975e-05, 4.16344025e-05, 4.16378050e-05, 4.16395063e-05,
       4.16403569e-05, 4.16407822e-05, 4.16409949e-05, 4.16411012e-05,
       4.16411544e-05, 4.16411810e-05, 4.16411942e-05, 4.16412009e-05,
       4.16412042e-05, 4.16412059e-05, 4.16412067e-05, 4.16412071e-05,
       4.16412073e-05, 4.16412074e-05, 4.16412075e-05, 4.16412075e-05]), 1140: array([3.68437126e-05, 4.01846399e-05, 4.25232766e-05, 4.41603135e-05,
       4.53062333e-05, 4.61083729e-05, 4.66698677e-05, 4.70629119e-05,
       4.73380414e-05, 4.75306310e-05, 4.76654430e-05, 4.77598109e-05,
       4.78258681e-05, 4.78721079e-05, 4.79044756e-05, 4.79271328e-05,
       4.79429928e-05, 4.79540948e-05, 4.79618661e-05, 4.79673060e-05,
       4.79711139e-05, 4.79737794e-05, 4.79756452e-05, 4.79769513e-05,
       4.79778656e-05, 4.79785056e-05, 4.79789536e-05, 4.79792671e-05]), 1145: array([8.82403754e-06, 9.17391864e-06, 9.34885916e-06, 9.43632941e-06,
       9.48006453e-06, 9.50193209e-06, 9.51286587e-06, 9.51833275e-06,
       9.52106620e-06, 9.52243292e-06, 9.52311628e-06, 9.52345796e-06,
       9.52362880e-06, 9.52371422e-06, 9.52375693e-06, 9.52377829e-06,
       9.52378896e-06, 9.52379430e-06, 9.52379697e-06, 9.52379831e-06,
       9.52379897e-06, 9.52379931e-06, 9.52379947e-06, 9.52379956e-06,
       9.52379960e-06, 9.52379962e-06, 9.52379963e-06, 9.52379964e-06]), 1150: array([1.31689401e-04, 1.04394465e-04, 8.52879634e-05, 7.19133789e-05,
       6.25511466e-05, 5.59975677e-05, 5.14100512e-05, 4.81987817e-05,
       4.59508874e-05, 4.43773576e-05, 4.32758840e-05, 4.25048505e-05,
       4.19651258e-05, 4.15873175e-05, 4.13228511e-05, 4.11377241e-05,
       4.10081349e-05, 4.09174223e-05, 4.08539233e-05, 4.08094738e-05,
       4.07783592e-05, 4.07565788e-05, 4.07413326e-05, 4.07306602e-05,
       4.07231895e-05, 4.07179600e-05, 4.07142993e-05, 4.07117368e-05]), 1155: array([0.00020162, 0.00017247, 0.00015206, 0.00013777, 0.00012777,
       0.00012077, 0.00011587, 0.00011244, 0.00011004, 0.00010835,
       0.00010718, 0.00010635, 0.00010578, 0.00010537, 0.00010509,
       0.00010489, 0.00010475, 0.00010466, 0.00010459, 0.00010454,
       0.00010451, 0.00010449, 0.00010447, 0.00010446, 0.00010445,
       0.00010444, 0.00010444, 0.00010444]), 1160: array([8.42397243e-05, 9.07702563e-05, 9.53416423e-05, 9.85416219e-05,
       1.00781614e-04, 1.02349614e-04, 1.03447216e-04, 1.04215540e-04,
       1.04753369e-04, 1.05129850e-04, 1.05393388e-04, 1.05577864e-04,
       1.05706999e-04, 1.05797393e-04, 1.05860669e-04, 1.05904962e-04,
       1.05935968e-04, 1.05957672e-04, 1.05972864e-04, 1.05983499e-04,
       1.05990944e-04, 1.05996155e-04, 1.05999803e-04, 1.06002356e-04,
       1.06004144e-04, 1.06005395e-04, 1.06006271e-04, 1.06006884e-04]), 1165: array([3.29937258e-05, 3.92088787e-05, 4.35594635e-05, 4.66048573e-05,
       4.87366221e-05, 5.02288498e-05, 5.12734038e-05, 5.20045879e-05,
       5.25164142e-05, 5.28746907e-05, 5.31254830e-05, 5.33010368e-05,
       5.34239237e-05, 5.35099442e-05, 5.35701582e-05, 5.36123078e-05,
       5.36418123e-05, 5.36624654e-05, 5.36769225e-05, 5.36870424e-05,
       5.36941263e-05, 5.36990850e-05, 5.37025561e-05, 5.37049858e-05,
       5.37066866e-05, 5.37078772e-05, 5.37087106e-05, 5.37092939e-05]), 1170: array([3.19359363e-06, 3.43984597e-06, 3.56297213e-06, 3.62453521e-06,
       3.65531674e-06, 3.67070751e-06, 3.67840289e-06, 3.68225058e-06,
       3.68417443e-06, 3.68513635e-06, 3.68561731e-06, 3.68585779e-06,
       3.68597803e-06, 3.68603815e-06, 3.68606821e-06, 3.68608324e-06,
       3.68609076e-06, 3.68609452e-06, 3.68609639e-06, 3.68609733e-06,
       3.68609780e-06, 3.68609804e-06, 3.68609816e-06, 3.68609821e-06,
       3.68609824e-06, 3.68609826e-06, 3.68609827e-06, 3.68609827e-06]), 1175: array([8.63539268e-06, 8.45264480e-06, 8.32472126e-06, 8.23517477e-06,
       8.17249222e-06, 8.12861442e-06, 8.09789996e-06, 8.07639983e-06,
       8.06134974e-06, 8.05081468e-06, 8.04344013e-06, 8.03827795e-06,
       8.03466442e-06, 8.03213495e-06, 8.03036432e-06, 8.02912488e-06,
       8.02825727e-06, 8.02764994e-06, 8.02722481e-06, 8.02692722e-06,
       8.02671891e-06, 8.02657309e-06, 8.02647102e-06, 8.02639957e-06,
       8.02634955e-06, 8.02631454e-06, 8.02629003e-06, 8.02627288e-06]), 1180: array([6.71534107e-06, 7.24273252e-06, 7.50641968e-06, 7.63825897e-06,
       7.70417648e-06, 7.73713416e-06, 7.75361247e-06, 7.76185135e-06,
       7.76597066e-06, 7.76803025e-06, 7.76906001e-06, 7.76957487e-06,
       7.76983230e-06, 7.76996100e-06, 7.77002536e-06, 7.77005753e-06,
       7.77007362e-06, 7.77008166e-06, 7.77008568e-06, 7.77008769e-06,
       7.77008870e-06, 7.77008920e-06, 7.77008945e-06, 7.77008958e-06,
       7.77008964e-06, 7.77008967e-06, 7.77008969e-06, 7.77008970e-06]), 1185: array([2.99086141e-05, 2.54079990e-05, 2.31576863e-05, 2.20325274e-05,
       2.14699466e-05, 2.11886556e-05, 2.10480098e-05, 2.09776867e-05,
       2.09425251e-05, 2.09249442e-05, 2.09161538e-05, 2.09117585e-05,
       2.09095609e-05, 2.09084621e-05, 2.09079127e-05, 2.09076380e-05,
       2.09075006e-05, 2.09074320e-05, 2.09073976e-05, 2.09073804e-05,
       2.09073719e-05, 2.09073676e-05, 2.09073654e-05, 2.09073643e-05,
       2.09073638e-05, 2.09073635e-05, 2.09073634e-05, 2.09073633e-05]), 1190: array([2.27176074e-05, 2.39022450e-05, 2.44886387e-05, 2.47789027e-05,
       2.49225829e-05, 2.49937044e-05, 2.50289094e-05, 2.50463359e-05,
       2.50549619e-05, 2.50592318e-05, 2.50613454e-05, 2.50623916e-05,
       2.50629095e-05, 2.50631658e-05, 2.50632927e-05, 2.50633555e-05,
       2.50633866e-05, 2.50634020e-05, 2.50634096e-05, 2.50634134e-05,
       2.50634153e-05, 2.50634162e-05, 2.50634167e-05, 2.50634169e-05,
       2.50634170e-05, 2.50634171e-05, 2.50634171e-05, 2.50634171e-05]), 1195: array([4.92585937e-05, 3.93700252e-05, 3.44257594e-05, 3.19536358e-05,
       3.07175786e-05, 3.00995523e-05, 2.97905403e-05, 2.96360349e-05,
       2.95587825e-05, 2.95201564e-05, 2.95008435e-05, 2.94911870e-05,
       2.94863588e-05, 2.94839447e-05, 2.94827377e-05, 2.94821342e-05,
       2.94818324e-05, 2.94816815e-05, 2.94816061e-05, 2.94815684e-05,
       2.94815495e-05, 2.94815401e-05, 2.94815354e-05, 2.94815330e-05,
       2.94815318e-05, 2.94815313e-05, 2.94815310e-05, 2.94815308e-05]), 1200: array([8.88103818e-05, 7.76943276e-05, 6.99130681e-05, 6.44661712e-05,
       6.06533328e-05, 5.79843385e-05, 5.61160373e-05, 5.48082228e-05,
       5.38927501e-05, 5.32519174e-05, 5.28033333e-05, 5.24893236e-05,
       5.22695161e-05, 5.21156505e-05, 5.20079443e-05, 5.19325497e-05,
       5.18797733e-05, 5.18428298e-05, 5.18169692e-05, 5.17988668e-05,
       5.17861950e-05, 5.17773248e-05, 5.17711156e-05, 5.17667691e-05,
       5.17637266e-05, 5.17615969e-05, 5.17601060e-05, 5.17590624e-05]), 1205: array([3.16150645e-05, 3.76286329e-05, 4.06354398e-05, 4.21388545e-05,
       4.28905676e-05, 4.32664269e-05, 4.34543580e-05, 4.35483243e-05,
       4.35953078e-05, 4.36187997e-05, 4.36305457e-05, 4.36364188e-05,
       4.36393554e-05, 4.36408236e-05, 4.36415578e-05, 4.36419249e-05,
       4.36421084e-05, 4.36422002e-05, 4.36422461e-05, 4.36422690e-05,
       4.36422805e-05, 4.36422862e-05, 4.36422891e-05, 4.36422905e-05,
       4.36422912e-05, 4.36422916e-05, 4.36422918e-05, 4.36422919e-05]), 1210: array([1.01967866e-05, 1.17135926e-05, 1.30787164e-05, 1.43073265e-05,
       1.54130742e-05, 1.64082460e-05, 1.73038996e-05, 1.81099870e-05,
       1.88354647e-05, 1.94883939e-05, 2.00760295e-05, 2.06049010e-05,
       2.10808847e-05, 2.15092696e-05, 2.18948156e-05, 2.22418065e-05,
       2.25540980e-05, 2.28351601e-05, 2.30881156e-05, 2.33157753e-05,
       2.35206688e-05, 2.37050728e-05, 2.38710361e-05, 2.40204030e-05,
       2.41548330e-05, 2.42758198e-05, 2.43847079e-05, 2.44827070e-05]), 1215: array([1.00733184e-05, 1.07458940e-05, 1.13512109e-05, 1.18959953e-05,
       1.23863003e-05, 1.28275741e-05, 1.32247198e-05, 1.35821503e-05,
       1.39038373e-05, 1.41933550e-05, 1.44539205e-05, 1.46884290e-05,
       1.48994864e-05, 1.50894376e-05, 1.52603935e-05, 1.54142535e-05,
       1.55527273e-05, 1.56773534e-05, 1.57895168e-05, 1.58904636e-05,
       1.59813156e-05, 1.60630823e-05, 1.61366722e-05, 1.62029029e-05,
       1.62625105e-05, 1.63161573e-05, 1.63644392e-05, 1.64078930e-05]), 1220: array([2.99431360e-05, 2.84488156e-05, 2.74027798e-05, 2.66705466e-05,
       2.61579778e-05, 2.57991757e-05, 2.55480115e-05, 2.53721946e-05,
       2.52491214e-05, 2.51629692e-05, 2.51026620e-05, 2.50604465e-05,
       2.50308953e-05, 2.50102093e-05, 2.49957289e-05, 2.49855925e-05,
       2.49784970e-05, 2.49735300e-05, 2.49700531e-05, 2.49676193e-05,
       2.49659156e-05, 2.49647230e-05, 2.49638881e-05, 2.49633037e-05,
       2.49628946e-05, 2.49626083e-05, 2.49624078e-05, 2.49622675e-05]), 1225: array([3.05621445e-05, 3.04276482e-05, 3.03604000e-05, 3.03267760e-05,
       3.03099639e-05, 3.03015579e-05, 3.02973549e-05, 3.02952534e-05,
       3.02942027e-05, 3.02936773e-05, 3.02934146e-05, 3.02932833e-05,
       3.02932176e-05, 3.02931848e-05, 3.02931683e-05, 3.02931601e-05,
       3.02931560e-05, 3.02931540e-05, 3.02931529e-05, 3.02931524e-05,
       3.02931522e-05, 3.02931520e-05, 3.02931520e-05, 3.02931520e-05,
       3.02931519e-05, 3.02931519e-05, 3.02931519e-05, 3.02931519e-05]), 1230: array([2.13809998e-05, 2.35560512e-05, 2.50785863e-05, 2.61443602e-05,
       2.68904015e-05, 2.74126301e-05, 2.77781899e-05, 2.80340816e-05,
       2.82132057e-05, 2.83385925e-05, 2.84263632e-05, 2.84878027e-05,
       2.85308103e-05, 2.85609156e-05, 2.85819893e-05, 2.85967409e-05,
       2.86070670e-05, 2.86142952e-05, 2.86193550e-05, 2.86228969e-05,
       2.86253762e-05, 2.86271117e-05, 2.86283265e-05, 2.86291769e-05,
       2.86297722e-05, 2.86301889e-05, 2.86304806e-05, 2.86306847e-05]), 1235: array([4.25728250e-05, 3.67513564e-05, 3.26762702e-05, 2.98236691e-05,
       2.78268198e-05, 2.64290053e-05, 2.54505212e-05, 2.47655725e-05,
       2.42861016e-05, 2.39504672e-05, 2.37155197e-05, 2.35510541e-05,
       2.34359266e-05, 2.33553362e-05, 2.32989220e-05, 2.32594316e-05,
       2.32317879e-05, 2.32124370e-05, 2.31988912e-05, 2.31894090e-05,
       2.31827714e-05, 2.31781250e-05, 2.31748725e-05, 2.31725957e-05,
       2.31710019e-05, 2.31698862e-05, 2.31691052e-05, 2.31685585e-05]), 1240: array([2.03678818e-05, 2.11449032e-05, 2.15334139e-05, 2.17276692e-05,
       2.18247969e-05, 2.18733607e-05, 2.18976426e-05, 2.19097836e-05,
       2.19158540e-05, 2.19188893e-05, 2.19204069e-05, 2.19211657e-05,
       2.19215451e-05, 2.19217348e-05, 2.19218297e-05, 2.19218771e-05,
       2.19219008e-05, 2.19219127e-05, 2.19219186e-05, 2.19219216e-05,
       2.19219230e-05, 2.19219238e-05, 2.19219241e-05, 2.19219243e-05,
       2.19219244e-05, 2.19219245e-05, 2.19219245e-05, 2.19219245e-05]), 1245: array([9.20242270e-06, 9.52984280e-06, 9.82452054e-06, 1.00897302e-05,
       1.03284186e-05, 1.05432380e-05, 1.07365751e-05, 1.09105784e-05,
       1.10671811e-05, 1.12081235e-05, 1.13349714e-05, 1.14491344e-05,
       1.15518810e-05, 1.16443528e-05, 1.17275774e-05, 1.18024794e-05,
       1.18698911e-05, 1.19305616e-05, 1.19851649e-05, 1.20343079e-05,
       1.20785365e-05, 1.21183423e-05, 1.21541674e-05, 1.21864099e-05,
       1.22154282e-05, 1.22415446e-05, 1.22650493e-05, 1.22862036e-05]), 1250: array([3.46575461e-05, 2.88939760e-05, 2.48594563e-05, 2.20352779e-05,
       2.00583429e-05, 1.86744812e-05, 1.77057731e-05, 1.70276739e-05,
       1.65530020e-05, 1.62207300e-05, 1.59881384e-05, 1.58253234e-05,
       1.57113524e-05, 1.56315722e-05, 1.55757258e-05, 1.55366331e-05,
       1.55092681e-05, 1.54901125e-05, 1.54767035e-05, 1.54673172e-05,
       1.54607467e-05, 1.54561473e-05, 1.54529278e-05, 1.54506741e-05,
       1.54490965e-05, 1.54479921e-05, 1.54472191e-05, 1.54466780e-05]), 1255: array([2.78067406e-05, 2.48463302e-05, 2.33661208e-05, 2.26260140e-05,
       2.22559595e-05, 2.20709318e-05, 2.19784177e-05, 2.19321605e-05,
       2.19090318e-05, 2.18974674e-05, 2.18916852e-05, 2.18887941e-05,
       2.18873486e-05, 2.18866258e-05, 2.18862644e-05, 2.18860837e-05,
       2.18859934e-05, 2.18859482e-05, 2.18859256e-05, 2.18859143e-05,
       2.18859087e-05, 2.18859058e-05, 2.18859044e-05, 2.18859037e-05,
       2.18859034e-05, 2.18859032e-05, 2.18859031e-05, 2.18859031e-05]), 1260: array([1.11670996e-05, 1.28644390e-05, 1.40525755e-05, 1.48842703e-05,
       1.54664562e-05, 1.58739859e-05, 1.61592565e-05, 1.63589457e-05,
       1.64987281e-05, 1.65965756e-05, 1.66650689e-05, 1.67130141e-05,
       1.67465757e-05, 1.67700688e-05, 1.67865140e-05, 1.67980256e-05,
       1.68060837e-05, 1.68117244e-05, 1.68156728e-05, 1.68184368e-05,
       1.68203715e-05, 1.68217258e-05, 1.68226739e-05, 1.68233375e-05,
       1.68238020e-05, 1.68241272e-05, 1.68243548e-05, 1.68245141e-05]), 1265: array([7.75144113e-05, 7.22333948e-05, 6.74803671e-05, 6.32025405e-05,
       5.93524052e-05, 5.58872011e-05, 5.27684433e-05, 4.99614947e-05,
       4.74351809e-05, 4.51614445e-05, 4.31150331e-05, 4.12732191e-05,
       3.96155472e-05, 3.81236070e-05, 3.67808289e-05, 3.55723000e-05,
       3.44845981e-05, 3.35056431e-05, 3.26245628e-05, 3.18315716e-05,
       3.11178626e-05, 3.04755092e-05, 2.98973774e-05, 2.93770465e-05,
       2.89087375e-05, 2.84872494e-05, 2.81079011e-05, 2.77664796e-05]), 1270: array([1.92031523e-04, 1.81291600e-04, 1.71625448e-04, 1.62925711e-04,
       1.55095768e-04, 1.48048657e-04, 1.41706112e-04, 1.35997691e-04,
       1.30859993e-04, 1.26235959e-04, 1.22074233e-04, 1.18328594e-04,
       1.14957441e-04, 1.11923334e-04, 1.09192575e-04, 1.06734835e-04,
       1.04522819e-04, 1.02531958e-04, 1.00740143e-04, 9.91274716e-05,
       9.76760343e-05, 9.63697107e-05, 9.51939926e-05, 9.41358219e-05,
       9.31834465e-05, 9.23262889e-05, 9.15548294e-05, 9.08604998e-05]), 1275: array([8.09287323e-05, 9.39231664e-05, 1.01134676e-04, 1.05136841e-04,
       1.07357919e-04, 1.08590548e-04, 1.09274619e-04, 1.09654258e-04,
       1.09864946e-04, 1.09981871e-04, 1.10046760e-04, 1.10082772e-04,
       1.10102758e-04, 1.10113849e-04, 1.10120004e-04, 1.10123420e-04,
       1.10125316e-04, 1.10126368e-04, 1.10126952e-04, 1.10127276e-04,
       1.10127456e-04, 1.10127556e-04, 1.10127611e-04, 1.10127642e-04,
       1.10127659e-04, 1.10127669e-04, 1.10127674e-04, 1.10127677e-04]), 1280: array([0.0001486 , 0.00013711, 0.00012907, 0.00012344, 0.0001195 ,
       0.00011674, 0.00011481, 0.00011346, 0.00011251, 0.00011185,
       0.00011139, 0.00011106, 0.00011083, 0.00011068, 0.00011056,
       0.00011049, 0.00011043, 0.00011039, 0.00011037, 0.00011035,
       0.00011034, 0.00011033, 0.00011032, 0.00011032, 0.00011031,
       0.00011031, 0.00011031, 0.00011031]), 1285: array([0.00044142, 0.00046008, 0.00047875, 0.00049742, 0.00051609,
       0.00053475, 0.00055342, 0.00057209, 0.00059075, 0.00060942,
       0.00062809, 0.00064675, 0.00066542, 0.00068409, 0.00070276,
       0.00072142, 0.00074009, 0.00075876, 0.00077742, 0.00079609,
       0.00081476, 0.00083342, 0.00085209, 0.00087076, 0.00088943,
       0.00090809, 0.00092676, 0.00094543]), 1290: array([4.17168113e-05, 4.70719270e-05, 5.18913434e-05, 5.62286492e-05,
       6.01320724e-05, 6.36450164e-05, 6.68065429e-05, 6.96518060e-05,
       7.22124429e-05, 7.45169265e-05, 7.65908809e-05, 7.84573671e-05,
       8.01371393e-05, 8.16488754e-05, 8.30093849e-05, 8.42337958e-05,
       8.53357226e-05, 8.63274181e-05, 8.72199094e-05, 8.80231202e-05,
       8.87459818e-05, 8.93965318e-05, 8.99820041e-05, 9.05089086e-05,
       9.09831042e-05, 9.14098636e-05, 9.17939321e-05, 9.21395803e-05]), 1295: array([2.01053958e-05, 2.37689341e-05, 2.70661131e-05, 3.00335691e-05,
       3.27042751e-05, 3.51079064e-05, 3.72711709e-05, 3.92181057e-05,
       4.09703440e-05, 4.25473559e-05, 4.39666642e-05, 4.52440395e-05,
       4.63936753e-05, 4.74283459e-05, 4.83595477e-05, 4.91976280e-05,
       4.99518990e-05, 5.06307418e-05, 5.12416992e-05, 5.17915600e-05,
       5.22864339e-05, 5.27318196e-05, 5.31326661e-05, 5.34934273e-05,
       5.38181118e-05, 5.41103274e-05, 5.43733210e-05, 5.46100149e-05]), 1300: array([4.43657193e-05, 4.13388490e-05, 3.86146179e-05, 3.61627668e-05,
       3.39560621e-05, 3.19699930e-05, 3.01824994e-05, 2.85737269e-05,
       2.71258062e-05, 2.58226547e-05, 2.46497978e-05, 2.35942080e-05,
       2.26441605e-05, 2.17891028e-05, 2.10195373e-05, 2.03269162e-05,
       1.97035463e-05, 1.91425035e-05, 1.86375561e-05, 1.81830955e-05,
       1.77740737e-05, 1.74059477e-05, 1.70746284e-05, 1.67764359e-05,
       1.65080579e-05, 1.62665134e-05, 1.60491196e-05, 1.58534617e-05]), 1305: array([8.84258409e-05, 7.26928608e-05, 6.16797426e-05, 5.39705376e-05,
       4.85740783e-05, 4.47965458e-05, 4.21522654e-05, 4.03012637e-05,
       3.90055588e-05, 3.80985627e-05, 3.74636636e-05, 3.70192329e-05,
       3.67081306e-05, 3.64903583e-05, 3.63379172e-05, 3.62312082e-05,
       3.61565116e-05, 3.61042239e-05, 3.60676224e-05, 3.60420012e-05,
       3.60240664e-05, 3.60115119e-05, 3.60027238e-05, 3.59965721e-05,
       3.59922659e-05, 3.59892515e-05, 3.59871415e-05, 3.59856645e-05]), 1310: array([3.64428655e-05, 3.82951982e-05, 3.92214800e-05, 3.96846785e-05,
       3.99163066e-05, 4.00321351e-05, 4.00900566e-05, 4.01190209e-05,
       4.01335049e-05, 4.01407478e-05, 4.01443697e-05, 4.01461808e-05,
       4.01470865e-05, 4.01475394e-05, 4.01477659e-05, 4.01478792e-05,
       4.01479358e-05, 4.01479641e-05, 4.01479783e-05, 4.01479854e-05,
       4.01479889e-05, 4.01479907e-05, 4.01479916e-05, 4.01479920e-05,
       4.01479922e-05, 4.01479924e-05, 4.01479924e-05, 4.01479924e-05]), 1315: array([2.01117798e-05, 2.23496449e-05, 2.34685851e-05, 2.40280591e-05,
       2.43077980e-05, 2.44476684e-05, 2.45176040e-05, 2.45525721e-05,
       2.45700563e-05, 2.45787984e-05, 2.45831695e-05, 2.45853551e-05,
       2.45864479e-05, 2.45869943e-05, 2.45872675e-05, 2.45874041e-05,
       2.45874724e-05, 2.45875065e-05, 2.45875236e-05, 2.45875321e-05,
       2.45875364e-05, 2.45875385e-05, 2.45875396e-05, 2.45875401e-05,
       2.45875404e-05, 2.45875405e-05, 2.45875406e-05, 2.45875406e-05]), 1320: array([2.21777976e-04, 1.82404371e-04, 1.54842730e-04, 1.35549498e-04,
       1.22044178e-04, 1.12590414e-04, 1.05972751e-04, 1.01340366e-04,
       9.80976836e-05, 9.58277958e-05, 9.42388676e-05, 9.31266131e-05,
       9.23480317e-05, 9.18030223e-05, 9.14215141e-05, 9.11544572e-05,
       9.09675166e-05, 9.08366576e-05, 9.07450559e-05, 9.06809345e-05,
       9.06360493e-05, 9.06046295e-05, 9.05826355e-05, 9.05672397e-05,
       9.05564626e-05, 9.05489186e-05, 9.05436377e-05, 9.05399411e-05]), 1325: array([0.00014578, 0.00013893, 0.00013392, 0.00013027, 0.00012761,
       0.00012566, 0.00012424, 0.00012321, 0.00012245, 0.0001219 ,
       0.00012149, 0.0001212 , 0.00012098, 0.00012083, 0.00012071,
       0.00012063, 0.00012057, 0.00012052, 0.00012049, 0.00012047,
       0.00012045, 0.00012044, 0.00012043, 0.00012042, 0.00012042,
       0.00012041, 0.00012041, 0.00012041]), 1330: array([2.49919195e-05, 2.93748292e-05, 3.33194324e-05, 3.68695613e-05,
       4.00646647e-05, 4.29402465e-05, 4.55282599e-05, 4.78574628e-05,
       4.99537371e-05, 5.18403766e-05, 5.35383455e-05, 5.50665115e-05,
       5.64418554e-05, 5.76796601e-05, 5.87936799e-05, 5.97962938e-05,
       6.06986428e-05, 6.15107536e-05, 6.22416505e-05, 6.28994552e-05,
       6.34914770e-05, 6.40242945e-05, 6.45038284e-05, 6.49354073e-05,
       6.53238267e-05, 6.56734028e-05, 6.59880200e-05, 6.62711744e-05]), 1335: array([3.84836093e-06, 4.23491769e-06, 4.61374305e-06, 4.98499165e-06,
       5.34881503e-06, 5.70536170e-06, 6.05477719e-06, 6.39720415e-06,
       6.73278233e-06, 7.06164873e-06, 7.38393758e-06, 7.69978044e-06,
       8.00930623e-06, 8.31264130e-06, 8.60990947e-06, 8.90123207e-06,
       9.18672803e-06, 9.46651387e-06, 9.74070381e-06, 1.00094098e-05,
       1.02727414e-05, 1.05308063e-05, 1.07837097e-05, 1.10315548e-05,
       1.12744429e-05, 1.15124731e-05, 1.17457424e-05, 1.19743463e-05]), 1340: array([9.52194730e-06, 8.23866731e-06, 7.34037102e-06, 6.71156341e-06,
       6.27139793e-06, 5.96328199e-06, 5.74760076e-06, 5.59662385e-06,
       5.49093998e-06, 5.41696124e-06, 5.36517611e-06, 5.32892651e-06,
       5.30355178e-06, 5.28578946e-06, 5.27335583e-06, 5.26465229e-06,
       5.25855981e-06, 5.25429507e-06, 5.25130975e-06, 5.24922003e-06,
       5.24775722e-06, 5.24673326e-06, 5.24601648e-06, 5.24551474e-06,
       5.24516352e-06, 5.24491766e-06, 5.24474557e-06, 5.24462510e-06]), 1345: array([4.45454026e-06, 4.13502241e-06, 3.97526337e-06, 3.89538380e-06,
       3.85544399e-06, 3.83547407e-06, 3.82548910e-06, 3.82049661e-06,
       3.81800037e-06, 3.81675225e-06, 3.81612818e-06, 3.81581615e-06,
       3.81566014e-06, 3.81558213e-06, 3.81554313e-06, 3.81552362e-06,
       3.81551387e-06, 3.81550900e-06, 3.81550656e-06, 3.81550534e-06,
       3.81550473e-06, 3.81550443e-06, 3.81550427e-06, 3.81550420e-06,
       3.81550416e-06, 3.81550414e-06, 3.81550413e-06, 3.81550413e-06]), 1350: array([1.76867421e-05, 1.26708904e-05, 1.01629635e-05, 8.90899944e-06,
       8.28201716e-06, 7.96852588e-06, 7.81178017e-06, 7.73340729e-06,
       7.69422082e-06, 7.67462759e-06, 7.66483096e-06, 7.65993265e-06,
       7.65748349e-06, 7.65625891e-06, 7.65564662e-06, 7.65534048e-06,
       7.65518740e-06, 7.65511087e-06, 7.65507260e-06, 7.65505346e-06,
       7.65504390e-06, 7.65503911e-06, 7.65503672e-06, 7.65503553e-06,
       7.65503493e-06, 7.65503463e-06, 7.65503448e-06, 7.65503440e-06]), 1355: array([6.76814450e-06, 6.99814316e-06, 7.11314248e-06, 7.17064213e-06,
       7.19939195e-06, 7.21376686e-06, 7.22095432e-06, 7.22454805e-06,
       7.22634491e-06, 7.22724334e-06, 7.22769256e-06, 7.22791716e-06,
       7.22802947e-06, 7.22808562e-06, 7.22811370e-06, 7.22812773e-06,
       7.22813475e-06, 7.22813826e-06, 7.22814002e-06, 7.22814089e-06,
       7.22814133e-06, 7.22814155e-06, 7.22814166e-06, 7.22814172e-06,
       7.22814174e-06, 7.22814176e-06, 7.22814177e-06, 7.22814177e-06]), 1360: array([9.07851833e-05, 7.22091876e-05, 5.91758023e-05, 5.00312517e-05,
       4.36152053e-05, 3.91135459e-05, 3.59550686e-05, 3.37390016e-05,
       3.21841533e-05, 3.10932326e-05, 3.03278153e-05, 2.97907793e-05,
       2.94139813e-05, 2.91496104e-05, 2.89641211e-05, 2.88339772e-05,
       2.87426649e-05, 2.86785980e-05, 2.86336470e-05, 2.86021082e-05,
       2.85799798e-05, 2.85644540e-05, 2.85535607e-05, 2.85459177e-05,
       2.85405551e-05, 2.85367926e-05, 2.85341528e-05, 2.85323006e-05]), 1365: array([8.12487170e-05, 7.20200127e-05, 6.55598973e-05, 6.10378008e-05,
       5.78723223e-05, 5.56564796e-05, 5.41053844e-05, 5.30196140e-05,
       5.22595721e-05, 5.17275409e-05, 5.13551177e-05, 5.10944206e-05,
       5.09119320e-05, 5.07841896e-05, 5.06947695e-05, 5.06321753e-05,
       5.05883592e-05, 5.05576878e-05, 5.05362177e-05, 5.05211887e-05,
       5.05106683e-05, 5.05033040e-05, 5.04981489e-05, 5.04945404e-05,
       5.04920144e-05, 5.04902462e-05, 5.04890085e-05, 5.04881421e-05]), 1370: array([4.73217602e-05, 4.89021530e-05, 5.00084326e-05, 5.07828316e-05,
       5.13249132e-05, 5.17043719e-05, 5.19699941e-05, 5.21559304e-05,
       5.22860864e-05, 5.23771960e-05, 5.24409730e-05, 5.24856170e-05,
       5.25168680e-05, 5.25387438e-05, 5.25540569e-05, 5.25647761e-05,
       5.25722796e-05, 5.25775320e-05, 5.25812088e-05, 5.25837825e-05,
       5.25855841e-05, 5.25868453e-05, 5.25877281e-05, 5.25883460e-05,
       5.25887786e-05, 5.25890814e-05, 5.25892934e-05, 5.25894418e-05]), 1375: array([2.86916941e-05, 3.02553200e-05, 3.13498560e-05, 3.21160296e-05,
       3.26523500e-05, 3.30277736e-05, 3.32905695e-05, 3.34745264e-05,
       3.36032959e-05, 3.36934343e-05, 3.37565311e-05, 3.38006988e-05,
       3.38316161e-05, 3.38532582e-05, 3.38684076e-05, 3.38790122e-05,
       3.38864354e-05, 3.38916316e-05, 3.38952689e-05, 3.38978151e-05,
       3.38995974e-05, 3.39008450e-05, 3.39017183e-05, 3.39023296e-05,
       3.39027575e-05, 3.39030571e-05, 3.39032668e-05, 3.39034135e-05]), 1380: array([6.05753232e-06, 6.98564272e-06, 7.63532012e-06, 8.09009437e-06,
       8.40843641e-06, 8.63127588e-06, 8.78726353e-06, 8.89645491e-06,
       8.97288889e-06, 9.02639268e-06, 9.06384534e-06, 9.09006221e-06,
       9.10841402e-06, 9.12126029e-06, 9.13025268e-06, 9.13654736e-06,
       9.14095363e-06, 9.14403802e-06, 9.14619710e-06, 9.14770845e-06,
       9.14876640e-06, 9.14950696e-06, 9.15002535e-06, 9.15038823e-06,
       9.15064224e-06, 9.15082005e-06, 9.15094452e-06, 9.15103164e-06]), 1385: array([3.68825127e-05, 2.95183054e-05, 2.58361963e-05, 2.39951390e-05,
       2.30746090e-05, 2.26143434e-05, 2.23842102e-05, 2.22691434e-05,
       2.22116099e-05, 2.21828432e-05, 2.21684598e-05, 2.21612681e-05,
       2.21576722e-05, 2.21558743e-05, 2.21549753e-05, 2.21545258e-05,
       2.21543011e-05, 2.21541887e-05, 2.21541325e-05, 2.21541044e-05,
       2.21540904e-05, 2.21540833e-05, 2.21540798e-05, 2.21540781e-05,
       2.21540772e-05, 2.21540768e-05, 2.21540765e-05, 2.21540764e-05]), 1390: array([2.80542918e-05, 3.03549776e-05, 3.15053257e-05, 3.20805023e-05,
       3.23680920e-05, 3.25118874e-05, 3.25837855e-05, 3.26197347e-05,
       3.26377093e-05, 3.26466967e-05, 3.26511904e-05, 3.26534373e-05,
       3.26545607e-05, 3.26551225e-05, 3.26554033e-05, 3.26555437e-05,
       3.26556140e-05, 3.26556491e-05, 3.26556666e-05, 3.26556754e-05,
       3.26556798e-05, 3.26556820e-05, 3.26556831e-05, 3.26556836e-05,
       3.26556839e-05, 3.26556840e-05, 3.26556841e-05, 3.26556841e-05]), 1395: array([3.10213823e-05, 3.22880041e-05, 3.31746374e-05, 3.37952792e-05,
       3.42297275e-05, 3.45338405e-05, 3.47467192e-05, 3.48957339e-05,
       3.50000439e-05, 3.50730608e-05, 3.51241724e-05, 3.51599505e-05,
       3.51849951e-05, 3.52025263e-05, 3.52147981e-05, 3.52233884e-05,
       3.52294015e-05, 3.52336107e-05, 3.52365572e-05, 3.52386197e-05,
       3.52400634e-05, 3.52410740e-05, 3.52417814e-05, 3.52422766e-05,
       3.52426233e-05, 3.52428659e-05, 3.52430358e-05, 3.52431547e-05]), 1400: array([4.09328216e-05, 3.36497829e-05, 3.00082526e-05, 2.81874820e-05,
       2.72770940e-05, 2.68218986e-05, 2.65943003e-05, 2.64805007e-05,
       2.64236008e-05, 2.63951507e-05, 2.63809257e-05, 2.63738131e-05,
       2.63702568e-05, 2.63684787e-05, 2.63675896e-05, 2.63671451e-05,
       2.63669228e-05, 2.63668117e-05, 2.63667561e-05, 2.63667283e-05,
       2.63667144e-05, 2.63667075e-05, 2.63667040e-05, 2.63667023e-05,
       2.63667014e-05, 2.63667010e-05, 2.63667007e-05, 2.63667006e-05]), 1405: array([1.84261282e-05, 2.08605938e-05, 2.20576115e-05, 2.26461806e-05,
       2.29355778e-05, 2.30778733e-05, 2.31478395e-05, 2.31822416e-05,
       2.31991570e-05, 2.32074742e-05, 2.32115638e-05, 2.32135746e-05,
       2.32145633e-05, 2.32150495e-05, 2.32152885e-05, 2.32154060e-05,
       2.32154638e-05, 2.32154922e-05, 2.32155062e-05, 2.32155131e-05,
       2.32155165e-05, 2.32155181e-05, 2.32155189e-05, 2.32155193e-05,
       2.32155195e-05, 2.32155196e-05, 2.32155197e-05, 2.32155197e-05]), 1410: array([3.79200644e-05, 3.79146171e-05, 3.79118934e-05, 3.79105315e-05,
       3.79098506e-05, 3.79095102e-05, 3.79093399e-05, 3.79092548e-05,
       3.79092123e-05, 3.79091910e-05, 3.79091803e-05, 3.79091750e-05,
       3.79091724e-05, 3.79091710e-05, 3.79091704e-05, 3.79091700e-05,
       3.79091699e-05, 3.79091698e-05, 3.79091697e-05, 3.79091697e-05,
       3.79091697e-05, 3.79091697e-05, 3.79091697e-05, 3.79091697e-05,
       3.79091697e-05, 3.79091697e-05, 3.79091697e-05, 3.79091697e-05]), 1415: array([9.28913626e-06, 1.00701104e-05, 1.04606037e-05, 1.06558535e-05,
       1.07534800e-05, 1.08022940e-05, 1.08267014e-05, 1.08389053e-05,
       1.08450073e-05, 1.08480584e-05, 1.08495840e-05, 1.08503468e-05,
       1.08507282e-05, 1.08509189e-05, 1.08510142e-05, 1.08510619e-05,
       1.08510857e-05, 1.08510977e-05, 1.08511036e-05, 1.08511066e-05,
       1.08511081e-05, 1.08511088e-05, 1.08511092e-05, 1.08511094e-05,
       1.08511095e-05, 1.08511095e-05, 1.08511096e-05, 1.08511096e-05]), 1420: array([7.57913876e-06, 8.20644009e-06, 8.64555083e-06, 8.95292822e-06,
       9.16809230e-06, 9.31870709e-06, 9.42413739e-06, 9.49793858e-06,
       9.54959938e-06, 9.58576193e-06, 9.61107571e-06, 9.62879534e-06,
       9.64119908e-06, 9.64988169e-06, 9.65595952e-06, 9.66021400e-06,
       9.66319213e-06, 9.66527682e-06, 9.66673610e-06, 9.66775760e-06,
       9.66847265e-06, 9.66897318e-06, 9.66932356e-06, 9.66956882e-06,
       9.66974050e-06, 9.66986068e-06, 9.66994480e-06, 9.67000369e-06]), 1425: array([2.99967299e-05, 2.57618000e-05, 2.27973349e-05, 2.07221993e-05,
       1.92695975e-05, 1.82527714e-05, 1.75409897e-05, 1.70427401e-05,
       1.66939637e-05, 1.64498191e-05, 1.62789170e-05, 1.61592850e-05,
       1.60755422e-05, 1.60169219e-05, 1.59758876e-05, 1.59471634e-05,
       1.59270563e-05, 1.59129813e-05, 1.59031288e-05, 1.58962320e-05,
       1.58914042e-05, 1.58880247e-05, 1.58856591e-05, 1.58840031e-05,
       1.58828440e-05, 1.58820325e-05, 1.58814645e-05, 1.58810669e-05]), 1430: array([5.36559984e-05, 3.92751504e-05, 3.20847005e-05, 2.84894627e-05,
       2.66918373e-05, 2.57930213e-05, 2.53436118e-05, 2.51189062e-05,
       2.50065530e-05, 2.49503762e-05, 2.49222877e-05, 2.49082434e-05,
       2.49012212e-05, 2.48977101e-05, 2.48959545e-05, 2.48950767e-05,
       2.48946378e-05, 2.48944184e-05, 2.48943087e-05, 2.48942538e-05,
       2.48942264e-05, 2.48942127e-05, 2.48942058e-05, 2.48942024e-05,
       2.48942007e-05, 2.48941998e-05, 2.48941994e-05, 2.48941992e-05]), 1435: array([1.64403815e-04, 1.35775840e-04, 1.15736185e-04, 1.01708376e-04,
       9.18888742e-05, 8.50151979e-05, 8.02036070e-05, 7.68354812e-05,
       7.44777845e-05, 7.28273909e-05, 7.16721112e-05, 7.08634124e-05,
       7.02973213e-05, 6.99010560e-05, 6.96236693e-05, 6.94294980e-05,
       6.92935775e-05, 6.91984328e-05, 6.91318313e-05, 6.90852101e-05,
       6.90525751e-05, 6.90297305e-05, 6.90137393e-05, 6.90025454e-05,
       6.89947096e-05, 6.89892245e-05, 6.89853850e-05, 6.89826973e-05]), 1440: array([0.00184232, 0.00189919, 0.00195606, 0.00201294, 0.00206981,
       0.00212668, 0.00218355, 0.00224042, 0.0022973 , 0.00235417,
       0.00241104, 0.00246791, 0.00252478, 0.00258165, 0.00263853,
       0.0026954 , 0.00275227, 0.00280914, 0.00286601, 0.00292289,
       0.00297976, 0.00303663, 0.0030935 , 0.00315037, 0.00320724,
       0.00326412, 0.00332099, 0.00337786]), 1445: array([0.02176935, 0.02178122, 0.02179308, 0.02180495, 0.02181682,
       0.02182868, 0.02184055, 0.02185242, 0.02186428, 0.02187615,
       0.02188802, 0.02189988, 0.02191175, 0.02192362, 0.02193548,
       0.02194735, 0.02195922, 0.02197108, 0.02198295, 0.02199482,
       0.02200668, 0.02201855, 0.02203042, 0.02204228, 0.02205415,
       0.02206602, 0.02207788, 0.02208975]), 1450: array([4.26937011e-05, 3.31900434e-05, 2.58019181e-05, 2.00584036e-05,
       1.55934064e-05, 1.21223261e-05, 9.42391487e-06, 7.32617517e-06,
       5.69539633e-06, 4.42763198e-06, 3.44207440e-06, 2.67590382e-06,
       2.08028427e-06, 1.61725078e-06, 1.25728942e-06, 9.77456150e-07,
       7.59914301e-07, 5.90797683e-07, 4.59326748e-07, 3.57121493e-07,
       2.77667324e-07, 2.15899805e-07, 1.67881853e-07, 1.30552790e-07,
       1.01533247e-07, 7.89735098e-08, 6.14356133e-08, 4.78016861e-08]), 1455: array([0.01325224, 0.0105959 , 0.00880902, 0.007607  , 0.00679841,
       0.00625449, 0.0058886 , 0.00564247, 0.0054769 , 0.00536552,
       0.0052906 , 0.0052402 , 0.0052063 , 0.00518349, 0.00516815,
       0.00515783, 0.00515089, 0.00514622, 0.00514308, 0.00514097,
       0.00513954, 0.00513859, 0.00513795, 0.00513751, 0.00513722,
       0.00513703, 0.00513689, 0.00513681]), 1460: array([0.01803523, 0.01519338, 0.01304168, 0.01141253, 0.01017903,
       0.00924508, 0.00853795, 0.00800255, 0.00759717, 0.00729024,
       0.00705785, 0.00688189, 0.00674867, 0.0066478 , 0.00657143,
       0.0065136 , 0.00646982, 0.00643667, 0.00641157, 0.00639257,
       0.00637818, 0.00636729, 0.00635904, 0.00635279, 0.00634806,
       0.00634448, 0.00634177, 0.00633972]), 1465: array([7.48056542e-05, 1.47555245e-04, 2.20304711e-04, 2.93054051e-04,
       3.65803265e-04, 4.38552355e-04, 5.11301319e-04, 5.84050158e-04,
       6.56798871e-04, 7.29547459e-04, 8.02295922e-04, 8.75044259e-04,
       9.47792471e-04, 1.02054056e-03, 1.09328852e-03, 1.16603635e-03,
       1.23878406e-03, 1.31153165e-03, 1.38427911e-03, 1.45702644e-03,
       1.52977365e-03, 1.60252074e-03, 1.67526770e-03, 1.74801453e-03,
       1.82076124e-03, 1.89350782e-03, 1.96625428e-03, 2.03900061e-03]), 1470: array([0.00033127, 0.00047842, 0.00059753, 0.00069392, 0.00077194,
       0.00083509, 0.00088619, 0.00092756, 0.00096104, 0.00098813,
       0.00101006, 0.00102781, 0.00104218, 0.0010538 , 0.00106321,
       0.00107083, 0.001077  , 0.00108198, 0.00108602, 0.00108929,
       0.00109194, 0.00109408, 0.00109581, 0.00109721, 0.00109835,
       0.00109927, 0.00110001, 0.00110061]), 1475: array([3.42746883e-06, 3.99171624e-06, 4.49953863e-06, 4.95657852e-06,
       5.36791420e-06, 5.73811610e-06, 6.07129763e-06, 6.37116083e-06,
       6.64103757e-06, 6.88392650e-06, 7.10252641e-06, 7.29926622e-06,
       7.47633195e-06, 7.63569102e-06, 7.77911410e-06, 7.90819480e-06,
       8.02436737e-06, 8.12892262e-06, 8.22302230e-06, 8.30771196e-06,
       8.38393261e-06, 8.45253116e-06, 8.51426982e-06, 8.56983458e-06,
       8.61984284e-06, 8.66485024e-06, 8.70535689e-06, 8.74181285e-06]), 1480: array([2.79194633e-05, 2.22793883e-05, 1.83313344e-05, 1.55676957e-05,
       1.36331480e-05, 1.22789641e-05, 1.13310350e-05, 1.06674845e-05,
       1.02029989e-05, 9.87785893e-06, 9.65026086e-06, 9.49094215e-06,
       9.37941902e-06, 9.30135280e-06, 9.24670642e-06, 9.20845395e-06,
       9.18167721e-06, 9.16293348e-06, 9.14981287e-06, 9.14062844e-06,
       9.13419933e-06, 9.12969896e-06, 9.12654870e-06, 9.12434351e-06,
       9.12279988e-06, 9.12171934e-06, 9.12096296e-06, 9.12043349e-06]), 1485: array([2.01073339e-05, 1.77930776e-05, 1.66359451e-05, 1.60573767e-05,
       1.57680914e-05, 1.56234482e-05, 1.55511263e-05, 1.55149653e-05,
       1.54968847e-05, 1.54878443e-05, 1.54833241e-05, 1.54810640e-05,
       1.54799340e-05, 1.54793690e-05, 1.54790864e-05, 1.54789452e-05,
       1.54788746e-05, 1.54788392e-05, 1.54788216e-05, 1.54788128e-05,
       1.54788083e-05, 1.54788061e-05, 1.54788050e-05, 1.54788045e-05,
       1.54788042e-05, 1.54788041e-05, 1.54788040e-05, 1.54788040e-05]), 1490: array([8.28046299e-06, 9.76495337e-06, 1.05072000e-05, 1.08783241e-05,
       1.10638865e-05, 1.11566679e-05, 1.12030587e-05, 1.12262541e-05,
       1.12378519e-05, 1.12436508e-05, 1.12465502e-05, 1.12479999e-05,
       1.12487248e-05, 1.12490872e-05, 1.12492684e-05, 1.12493590e-05,
       1.12494044e-05, 1.12494270e-05, 1.12494383e-05, 1.12494440e-05,
       1.12494468e-05, 1.12494482e-05, 1.12494490e-05, 1.12494493e-05,
       1.12494495e-05, 1.12494496e-05, 1.12494496e-05, 1.12494496e-05]), 1495: array([1.39995286e-06, 1.46667566e-06, 1.53206398e-06, 1.59614452e-06,
       1.65894343e-06, 1.72048635e-06, 1.78079839e-06, 1.83990417e-06,
       1.89782783e-06, 1.95459299e-06, 2.01022284e-06, 2.06474008e-06,
       2.11816696e-06, 2.17052528e-06, 2.22183643e-06, 2.27212134e-06,
       2.32140054e-06, 2.36969414e-06, 2.41702186e-06, 2.46340301e-06,
       2.50885652e-06, 2.55340096e-06, 2.59705449e-06, 2.63983494e-06,
       2.68175977e-06, 2.72284610e-06, 2.76311068e-06, 2.80256997e-06]), 1500: array([8.95129050e-06, 7.16603372e-06, 6.27340507e-06, 5.82709061e-06,
       5.60393332e-06, 5.49235464e-06, 5.43656529e-06, 5.40867060e-06,
       5.39472326e-06, 5.38774958e-06, 5.38426274e-06, 5.38251932e-06,
       5.38164761e-06, 5.38121176e-06, 5.38099383e-06, 5.38088487e-06,
       5.38083038e-06, 5.38080314e-06, 5.38078952e-06, 5.38078271e-06,
       5.38077931e-06, 5.38077760e-06, 5.38077675e-06, 5.38077633e-06,
       5.38077611e-06, 5.38077601e-06, 5.38077596e-06, 5.38077593e-06]), 1505: array([2.08904954e-05, 1.73669701e-05, 1.49005012e-05, 1.31739720e-05,
       1.19654010e-05, 1.11194009e-05, 1.05272005e-05, 1.01126600e-05,
       9.82248155e-06, 9.61935650e-06, 9.47716890e-06, 9.37763753e-06,
       9.30796554e-06, 9.25919511e-06, 9.22505580e-06, 9.20115827e-06,
       9.18442999e-06, 9.17272019e-06, 9.16452332e-06, 9.15878552e-06,
       9.15476905e-06, 9.15195752e-06, 9.14998945e-06, 9.14861180e-06,
       9.14764744e-06, 9.14697239e-06, 9.14649986e-06, 9.14616908e-06]), 1510: array([2.69116668e-05, 2.35588559e-05, 2.12118865e-05, 1.95690067e-05,
       1.84189900e-05, 1.76139777e-05, 1.70504687e-05, 1.66560120e-05,
       1.63798922e-05, 1.61866081e-05, 1.60513092e-05, 1.59565999e-05,
       1.58903033e-05, 1.58438957e-05, 1.58114103e-05, 1.57886705e-05,
       1.57727527e-05, 1.57616102e-05, 1.57538104e-05, 1.57483506e-05,
       1.57445287e-05, 1.57418533e-05, 1.57399806e-05, 1.57386697e-05,
       1.57377521e-05, 1.57371097e-05, 1.57366601e-05, 1.57363453e-05]), 1515: array([8.06308481e-06, 9.54440940e-06, 1.02850725e-05, 1.06554044e-05,
       1.08405706e-05, 1.09331537e-05, 1.09794454e-05, 1.10025912e-05,
       1.10141641e-05, 1.10199506e-05, 1.10228439e-05, 1.10242905e-05,
       1.10250138e-05, 1.10253754e-05, 1.10255563e-05, 1.10256467e-05,
       1.10256919e-05, 1.10257145e-05, 1.10257258e-05, 1.10257315e-05,
       1.10257343e-05, 1.10257357e-05, 1.10257364e-05, 1.10257367e-05,
       1.10257369e-05, 1.10257370e-05, 1.10257371e-05, 1.10257371e-05]), 1520: array([3.36066605e-05, 2.38291359e-05, 1.89403638e-05, 1.64959728e-05,
       1.52737749e-05, 1.46626747e-05, 1.43571240e-05, 1.42043484e-05,
       1.41279604e-05, 1.40897663e-05, 1.40706693e-05, 1.40611207e-05,
       1.40563464e-05, 1.40539593e-05, 1.40527657e-05, 1.40521689e-05,
       1.40518705e-05, 1.40517213e-05, 1.40516467e-05, 1.40516094e-05,
       1.40515908e-05, 1.40515814e-05, 1.40515768e-05, 1.40515745e-05,
       1.40515733e-05, 1.40515727e-05, 1.40515724e-05, 1.40515723e-05]), 1525: array([3.08371278e-05, 2.93833467e-05, 2.86557256e-05, 2.82915494e-05,
       2.81092783e-05, 2.80180512e-05, 2.79723918e-05, 2.79495392e-05,
       2.79381013e-05, 2.79323767e-05, 2.79295115e-05, 2.79280775e-05,
       2.79273597e-05, 2.79270005e-05, 2.79268207e-05, 2.79267307e-05,
       2.79266857e-05, 2.79266631e-05, 2.79266518e-05, 2.79266462e-05,
       2.79266434e-05, 2.79266419e-05, 2.79266412e-05, 2.79266409e-05,
       2.79266407e-05, 2.79266406e-05, 2.79266406e-05, 2.79266405e-05]), 1530: array([2.91170525e-05, 2.96453189e-05, 2.99094534e-05, 3.00415214e-05,
       3.01075556e-05, 3.01405729e-05, 3.01570817e-05, 3.01653361e-05,
       3.01694633e-05, 3.01715269e-05, 3.01725588e-05, 3.01730747e-05,
       3.01733326e-05, 3.01734616e-05, 3.01735261e-05, 3.01735583e-05,
       3.01735745e-05, 3.01735825e-05, 3.01735866e-05, 3.01735886e-05,
       3.01735896e-05, 3.01735901e-05, 3.01735903e-05, 3.01735905e-05,
       3.01735905e-05, 3.01735906e-05, 3.01735906e-05, 3.01735906e-05]), 1535: array([2.56350121e-05, 2.88072841e-05, 3.03934313e-05, 3.11865104e-05,
       3.15830528e-05, 3.17813254e-05, 3.18804624e-05, 3.19300312e-05,
       3.19548158e-05, 3.19672082e-05, 3.19734045e-05, 3.19765026e-05,
       3.19780517e-05, 3.19788262e-05, 3.19792135e-05, 3.19794071e-05,
       3.19795040e-05, 3.19795524e-05, 3.19795766e-05, 3.19795887e-05,
       3.19795947e-05, 3.19795978e-05, 3.19795993e-05, 3.19796000e-05,
       3.19796004e-05, 3.19796006e-05, 3.19796007e-05, 3.19796007e-05]), 1540: array([7.28178199e-05, 5.75150864e-05, 4.98636013e-05, 4.60377996e-05,
       4.41248691e-05, 4.31683891e-05, 4.26901416e-05, 4.24510142e-05,
       4.23314487e-05, 4.22716650e-05, 4.22417727e-05, 4.22268263e-05,
       4.22193530e-05, 4.22156162e-05, 4.22137479e-05, 4.22128137e-05,
       4.22123465e-05, 4.22121130e-05, 4.22119962e-05, 4.22119378e-05,
       4.22119086e-05, 4.22118940e-05, 4.22118867e-05, 4.22118831e-05,
       4.22118812e-05, 4.22118803e-05, 4.22118799e-05, 4.22118796e-05]), 1545: array([9.84715921e-05, 8.64471208e-05, 7.80298578e-05, 7.21376805e-05,
       6.80130912e-05, 6.51258331e-05, 6.31047204e-05, 6.16899192e-05,
       6.06995427e-05, 6.00062682e-05, 5.95209684e-05, 5.91812531e-05,
       5.89434487e-05, 5.87769829e-05, 5.86604551e-05, 5.85788843e-05,
       5.85217838e-05, 5.84818129e-05, 5.84538328e-05, 5.84342464e-05,
       5.84205357e-05, 5.84109381e-05, 5.84042196e-05, 5.83995166e-05,
       5.83962245e-05, 5.83939199e-05, 5.83923067e-05, 5.83911775e-05]), 1550: array([3.75572683e-05, 4.46492358e-05, 4.82476890e-05, 5.00735384e-05,
       5.09999715e-05, 5.14700422e-05, 5.17085554e-05, 5.18295766e-05,
       5.18909825e-05, 5.19221398e-05, 5.19379490e-05, 5.19459705e-05,
       5.19500406e-05, 5.19521058e-05, 5.19531537e-05, 5.19536853e-05,
       5.19539551e-05, 5.19540920e-05, 5.19541615e-05, 5.19541967e-05,
       5.19542146e-05, 5.19542237e-05, 5.19542283e-05, 5.19542306e-05,
       5.19542318e-05, 5.19542324e-05, 5.19542327e-05, 5.19542328e-05]), 1555: array([5.07132345e-05, 4.98378434e-05, 4.94001460e-05, 4.91812963e-05,
       4.90718709e-05, 4.90171580e-05, 4.89898015e-05, 4.89761231e-05,
       4.89692839e-05, 4.89658643e-05, 4.89641545e-05, 4.89632996e-05,
       4.89628721e-05, 4.89626584e-05, 4.89625515e-05, 4.89624981e-05,
       4.89624714e-05, 4.89624580e-05, 4.89624513e-05, 4.89624480e-05,
       4.89624463e-05, 4.89624455e-05, 4.89624451e-05, 4.89624448e-05,
       4.89624447e-05, 4.89624447e-05, 4.89624447e-05, 4.89624446e-05]), 1560: array([3.33273351e-05, 3.81761508e-05, 4.15702940e-05, 4.39461747e-05,
       4.56092775e-05, 4.67734399e-05, 4.75883469e-05, 4.81587772e-05,
       4.85580750e-05, 4.88375812e-05, 4.90332340e-05, 4.91701898e-05,
       4.92660581e-05, 4.93331653e-05, 4.93801400e-05, 4.94130220e-05,
       4.94360392e-05, 4.94521511e-05, 4.94634294e-05, 4.94713241e-05,
       4.94768503e-05, 4.94807187e-05, 4.94834265e-05, 4.94853220e-05,
       4.94866488e-05, 4.94875775e-05, 4.94882276e-05, 4.94886827e-05]), 1565: array([1.84669576e-05, 1.96893397e-05, 2.03005301e-05, 2.06061250e-05,
       2.07589223e-05, 2.08353208e-05, 2.08735201e-05, 2.08926197e-05,
       2.09021695e-05, 2.09069444e-05, 2.09093318e-05, 2.09105255e-05,
       2.09111224e-05, 2.09114208e-05, 2.09115700e-05, 2.09116446e-05,
       2.09116819e-05, 2.09117006e-05, 2.09117099e-05, 2.09117146e-05,
       2.09117169e-05, 2.09117181e-05, 2.09117187e-05, 2.09117189e-05,
       2.09117191e-05, 2.09117192e-05, 2.09117192e-05, 2.09117192e-05]), 1570: array([3.50606700e-05, 3.13491418e-05, 2.94760582e-05, 2.85307758e-05,
       2.80537236e-05, 2.78129713e-05, 2.76914717e-05, 2.76301550e-05,
       2.75992105e-05, 2.75835938e-05, 2.75757126e-05, 2.75717352e-05,
       2.75697280e-05, 2.75687150e-05, 2.75682038e-05, 2.75679458e-05,
       2.75678156e-05, 2.75677499e-05, 2.75677167e-05, 2.75677000e-05,
       2.75676915e-05, 2.75676873e-05, 2.75676851e-05, 2.75676840e-05,
       2.75676835e-05, 2.75676832e-05, 2.75676831e-05, 2.75676830e-05]), 1575: array([1.64488427e-05, 1.91153025e-05, 2.09818207e-05, 2.22883808e-05,
       2.32029711e-05, 2.38431830e-05, 2.42913304e-05, 2.46050330e-05,
       2.48246244e-05, 2.49783380e-05, 2.50859374e-05, 2.51612568e-05,
       2.52139803e-05, 2.52508866e-05, 2.52767210e-05, 2.52948050e-05,
       2.53074638e-05, 2.53163250e-05, 2.53225278e-05, 2.53268697e-05,
       2.53299091e-05, 2.53320366e-05, 2.53335259e-05, 2.53345684e-05,
       2.53352981e-05, 2.53358090e-05, 2.53361665e-05, 2.53364168e-05]), 1580: array([1.66252726e-04, 1.30332299e-04, 1.05187765e-04, 8.75864274e-05,
       7.52653763e-05, 6.66405601e-05, 6.06031325e-05, 5.63768938e-05,
       5.34184992e-05, 5.13476036e-05, 4.98979632e-05, 4.88832055e-05,
       4.81728684e-05, 4.76756279e-05, 4.73275562e-05, 4.70839038e-05,
       4.69133455e-05, 4.67939536e-05, 4.67103785e-05, 4.66518754e-05,
       4.66109228e-05, 4.65822558e-05, 4.65621886e-05, 4.65481415e-05,
       4.65383084e-05, 4.65314252e-05, 4.65266069e-05, 4.65232341e-05]), 1585: array([0.00048717, 0.00045584, 0.0004276 , 0.00040215, 0.00037922,
       0.00035854, 0.00033991, 0.00032312, 0.00030798, 0.00029434,
       0.00028205, 0.00027096, 0.00026098, 0.00025198, 0.00024386,
       0.00023655, 0.00022996, 0.00022402, 0.00021867, 0.00021384,
       0.00020949, 0.00020557, 0.00020204, 0.00019885, 0.00019599,
       0.0001934 , 0.00019107, 0.00018897]), 1590: array([0.00013567, 0.00015291, 0.00016498, 0.00017343, 0.00017935,
       0.0001835 , 0.0001864 , 0.00018843, 0.00018986, 0.00019085,
       0.00019155, 0.00019204, 0.00019238, 0.00019262, 0.00019279,
       0.00019291, 0.00019299, 0.00019305, 0.00019309, 0.00019312,
       0.00019314, 0.00019315, 0.00019316, 0.00019317, 0.00019317,
       0.00019318, 0.00019318, 0.00019318]), 1595: array([0.00023493, 0.00019252, 0.00017132, 0.00016072, 0.00015541,
       0.00015276, 0.00015144, 0.00015078, 0.00015044, 0.00015028,
       0.0001502 , 0.00015015, 0.00015013, 0.00015012, 0.00015012,
       0.00015012, 0.00015011, 0.00015011, 0.00015011, 0.00015011,
       0.00015011, 0.00015011, 0.00015011, 0.00015011, 0.00015011,
       0.00015011, 0.00015011, 0.00015011]), 1600: array([0.00077787, 0.00081261, 0.00084735, 0.00088208, 0.00091682,
       0.00095155, 0.00098629, 0.00102103, 0.00105576, 0.0010905 ,
       0.00112524, 0.00115997, 0.00119471, 0.00122945, 0.00126418,
       0.00129892, 0.00133366, 0.00136839, 0.00140313, 0.00143787,
       0.0014726 , 0.00150734, 0.00154207, 0.00157681, 0.00161155,
       0.00164628, 0.00168102, 0.00171576]), 1605: array([7.24486838e-05, 8.27543773e-05, 9.20291499e-05, 1.00376129e-04,
       1.07888125e-04, 1.14648665e-04, 1.20732921e-04, 1.26208544e-04,
       1.31136417e-04, 1.35571335e-04, 1.39562610e-04, 1.43154621e-04,
       1.46387309e-04, 1.49296617e-04, 1.51914896e-04, 1.54271257e-04,
       1.56391902e-04, 1.58300409e-04, 1.60018001e-04, 1.61563776e-04,
       1.62954920e-04, 1.64206902e-04, 1.65333643e-04, 1.66347672e-04,
       1.67260263e-04, 1.68081564e-04, 1.68820707e-04, 1.69485910e-04]), 1610: array([1.16134342e-04, 1.09183862e-04, 1.04318548e-04, 1.00912844e-04,
       9.85288624e-05, 9.68600828e-05, 9.56919425e-05, 9.48742480e-05,
       9.43018645e-05, 9.39011979e-05, 9.36207326e-05, 9.34244078e-05,
       9.32869810e-05, 9.31907827e-05, 9.31234443e-05, 9.30763075e-05,
       9.30433120e-05, 9.30202152e-05, 9.30040475e-05, 9.29927302e-05,
       9.29848081e-05, 9.29792627e-05, 9.29753809e-05, 9.29726637e-05,
       9.29707616e-05, 9.29694302e-05, 9.29684982e-05, 9.29678458e-05]), 1615: array([1.60965625e-04, 1.51502932e-04, 1.42986497e-04, 1.35321695e-04,
       1.28423364e-04, 1.22214858e-04, 1.16627196e-04, 1.11598293e-04,
       1.07072274e-04, 1.02998852e-04, 9.93327675e-05, 9.60332870e-05,
       9.30637506e-05, 9.03911643e-05, 8.79858335e-05, 8.58210329e-05,
       8.38727098e-05, 8.21192167e-05, 8.05410709e-05, 7.91207378e-05,
       7.78424363e-05, 7.66919634e-05, 7.56565365e-05, 7.47246510e-05,
       7.38859530e-05, 7.31311238e-05, 7.24517766e-05, 7.18403633e-05]), 1620: array([3.77860907e-05, 4.13410380e-05, 4.45403947e-05, 4.74197293e-05,
       5.00110527e-05, 5.23431739e-05, 5.44420199e-05, 5.63309246e-05,
       5.80308879e-05, 5.95608090e-05, 6.09376966e-05, 6.21768583e-05,
       6.32920704e-05, 6.42957312e-05, 6.51989987e-05, 6.60119152e-05,
       6.67435180e-05, 6.74019408e-05, 6.79945036e-05, 6.85277941e-05,
       6.90077411e-05, 6.94396805e-05, 6.98284142e-05, 7.01782641e-05,
       7.04931196e-05, 7.07764810e-05, 7.10314986e-05, 7.12610076e-05]), 1625: array([2.06620558e-04, 1.50235184e-04, 1.22041786e-04, 1.07944732e-04,
       1.00896028e-04, 9.73715868e-05, 9.56093218e-05, 9.47281671e-05,
       9.42875787e-05, 9.40672789e-05, 9.39571263e-05, 9.39020486e-05,
       9.38745090e-05, 9.38607389e-05, 9.38538537e-05, 9.38504109e-05,
       9.38486896e-05, 9.38478288e-05, 9.38473985e-05, 9.38471833e-05,
       9.38470757e-05, 9.38470219e-05, 9.38469950e-05, 9.38469815e-05,
       9.38469748e-05, 9.38469714e-05, 9.38469698e-05, 9.38469689e-05]), 1630: array([0.00050327, 0.00041883, 0.00035609, 0.00030948, 0.00027484,
       0.0002491 , 0.00022998, 0.00021577, 0.00020521, 0.00019737,
       0.00019154, 0.00018721, 0.00018399, 0.0001816 , 0.00017982,
       0.0001785 , 0.00017752, 0.00017679, 0.00017625, 0.00017585,
       0.00017555, 0.00017533, 0.00017516, 0.00017504, 0.00017495,
       0.00017488, 0.00017483, 0.0001748 ]), 1635: array([6.46433491e-05, 7.31177968e-05, 8.07444849e-05, 8.76082211e-05,
       9.37853288e-05, 9.93444963e-05, 1.04347541e-04, 1.08850095e-04,
       1.12902226e-04, 1.16548994e-04, 1.19830950e-04, 1.22784588e-04,
       1.25442753e-04, 1.27835002e-04, 1.29987938e-04, 1.31925500e-04,
       1.33669234e-04, 1.35238530e-04, 1.36650838e-04, 1.37921863e-04,
       1.39065738e-04, 1.40095183e-04, 1.41021646e-04, 1.41855427e-04,
       1.42605800e-04, 1.43281107e-04, 1.43888859e-04, 1.44435813e-04]), 1640: array([4.19569526e-05, 4.67367809e-05, 5.10386109e-05, 5.49102440e-05,
       5.83947013e-05, 6.15307016e-05, 6.43530917e-05, 6.68932337e-05,
       6.91793533e-05, 7.12368535e-05, 7.30885971e-05, 7.47551603e-05,
       7.62550618e-05, 7.76049684e-05, 7.88198799e-05, 7.99132963e-05,
       8.08973675e-05, 8.17830285e-05, 8.25801205e-05, 8.32975007e-05,
       8.39431406e-05, 8.45242144e-05, 8.50471789e-05, 8.55178453e-05,
       8.59414435e-05, 8.63226806e-05, 8.66657927e-05, 8.69745925e-05]), 1645: array([5.27255443e-05, 5.10281030e-05, 4.98398901e-05, 4.90081383e-05,
       4.84259101e-05, 4.80183489e-05, 4.77330552e-05, 4.75333488e-05,
       4.73935540e-05, 4.72956972e-05, 4.72271973e-05, 4.71792471e-05,
       4.71456819e-05, 4.71221862e-05, 4.71057391e-05, 4.70942262e-05,
       4.70861670e-05, 4.70805256e-05, 4.70765767e-05, 4.70738123e-05,
       4.70718773e-05, 4.70705228e-05, 4.70695746e-05, 4.70689109e-05,
       4.70684463e-05, 4.70681211e-05, 4.70678934e-05, 4.70677341e-05]), 1650: array([2.16073181e-05, 2.30949273e-05, 2.41362504e-05, 2.48651742e-05,
       2.53754193e-05, 2.57325896e-05, 2.59826080e-05, 2.61576204e-05,
       2.62801286e-05, 2.63658841e-05, 2.64259127e-05, 2.64679326e-05,
       2.64973465e-05, 2.65179361e-05, 2.65323488e-05, 2.65424377e-05,
       2.65494998e-05, 2.65544433e-05, 2.65579038e-05, 2.65603261e-05,
       2.65620217e-05, 2.65632086e-05, 2.65640395e-05, 2.65646210e-05,
       2.65650281e-05, 2.65653131e-05, 2.65655126e-05, 2.65656522e-05]), 1655: array([4.77718408e-05, 4.06129984e-05, 3.56018026e-05, 3.20939612e-05,
       2.96384692e-05, 2.79196226e-05, 2.67164286e-05, 2.58741917e-05,
       2.52846251e-05, 2.48719280e-05, 2.45830397e-05, 2.43808176e-05,
       2.42392620e-05, 2.41401729e-05, 2.40708105e-05, 2.40222568e-05,
       2.39882691e-05, 2.39644777e-05, 2.39478237e-05, 2.39361659e-05,
       2.39280054e-05, 2.39222930e-05, 2.39182944e-05, 2.39154953e-05,
       2.39135360e-05, 2.39121645e-05, 2.39112044e-05, 2.39105323e-05]), 1660: array([4.39550873e-05, 3.84370265e-05, 3.45743736e-05, 3.18705094e-05,
       2.99777994e-05, 2.86528988e-05, 2.77254659e-05, 2.70762612e-05,
       2.66218166e-05, 2.63037046e-05, 2.60810256e-05, 2.59251499e-05,
       2.58160366e-05, 2.57396571e-05, 2.56861913e-05, 2.56487651e-05,
       2.56225667e-05, 2.56042278e-05, 2.55913905e-05, 2.55824044e-05,
       2.55761141e-05, 2.55717109e-05, 2.55686286e-05, 2.55664710e-05,
       2.55649607e-05, 2.55639035e-05, 2.55631634e-05, 2.55626454e-05]), 1665: array([1.94351435e-05, 2.06213990e-05, 2.14517790e-05, 2.20330457e-05,
       2.24399330e-05, 2.27247545e-05, 2.29241298e-05, 2.30636927e-05,
       2.31613868e-05, 2.32297728e-05, 2.32776431e-05, 2.33111523e-05,
       2.33346088e-05, 2.33510284e-05, 2.33625221e-05, 2.33705677e-05,
       2.33761996e-05, 2.33801420e-05, 2.33829016e-05, 2.33848334e-05,
       2.33861856e-05, 2.33871322e-05, 2.33877948e-05, 2.33882586e-05,
       2.33885833e-05, 2.33888105e-05, 2.33889696e-05, 2.33890810e-05]), 1670: array([2.40107505e-05, 1.98860305e-05, 1.78236682e-05, 1.67924860e-05,
       1.62768943e-05, 1.60190982e-05, 1.58902000e-05, 1.58257508e-05,
       1.57935262e-05, 1.57774138e-05, 1.57693577e-05, 1.57653296e-05,
       1.57633155e-05, 1.57623085e-05, 1.57618050e-05, 1.57615532e-05,
       1.57614274e-05, 1.57613644e-05, 1.57613329e-05, 1.57613172e-05,
       1.57613093e-05, 1.57613054e-05, 1.57613034e-05, 1.57613025e-05,
       1.57613020e-05, 1.57613017e-05, 1.57613016e-05, 1.57613015e-05]), 1675: array([4.00736857e-05, 3.30535649e-05, 2.95434865e-05, 2.77884383e-05,
       2.69109097e-05, 2.64721431e-05, 2.62527587e-05, 2.61430659e-05,
       2.60882193e-05, 2.60607958e-05, 2.60470840e-05, 2.60402280e-05,
       2.60368000e-05, 2.60350860e-05, 2.60342290e-05, 2.60338005e-05,
       2.60335863e-05, 2.60334792e-05, 2.60334256e-05, 2.60333988e-05,
       2.60333854e-05, 2.60333787e-05, 2.60333754e-05, 2.60333737e-05,
       2.60333729e-05, 2.60333724e-05, 2.60333722e-05, 2.60333721e-05]), 1680: array([4.49775997e-05, 4.48645336e-05, 4.47627741e-05, 4.46711906e-05,
       4.45887654e-05, 4.45145827e-05, 4.44478182e-05, 4.43877302e-05,
       4.43336509e-05, 4.42849796e-05, 4.42411754e-05, 4.42017516e-05,
       4.41662702e-05, 4.41343369e-05, 4.41055970e-05, 4.40797310e-05,
       4.40564516e-05, 4.40355002e-05, 4.40166438e-05, 4.39996732e-05,
       4.39843996e-05, 4.39706533e-05, 4.39582817e-05, 4.39471472e-05,
       4.39371262e-05, 4.39281072e-05, 4.39199902e-05, 4.39126849e-05]), 1685: array([0.00119795, 0.00121543, 0.0012329 , 0.00125038, 0.00126786,
       0.00128533, 0.00130281, 0.00132029, 0.00133776, 0.00135524,
       0.00137272, 0.00139019, 0.00140767, 0.00142515, 0.00144262,
       0.0014601 , 0.00147758, 0.00149505, 0.00151253, 0.00153001,
       0.00154748, 0.00156496, 0.00158244, 0.00159991, 0.00161739,
       0.00163487, 0.00165234, 0.00166982]), 1690: array([0.0001875 , 0.00024254, 0.00028212, 0.00031059, 0.00033107,
       0.0003458 , 0.0003564 , 0.00036402, 0.0003695 , 0.00037344,
       0.00037628, 0.00037832, 0.00037978, 0.00038084, 0.0003816 ,
       0.00038214, 0.00038254, 0.00038282, 0.00038302, 0.00038317,
       0.00038327, 0.00038335, 0.0003834 , 0.00038344, 0.00038347,
       0.00038349, 0.00038351, 0.00038352]), 1695: array([0.00014427, 0.0001665 , 0.00018206, 0.00019296, 0.00020058,
       0.00020592, 0.00020966, 0.00021227, 0.0002141 , 0.00021539,
       0.00021628, 0.00021691, 0.00021735, 0.00021766, 0.00021787,
       0.00021803, 0.00021813, 0.00021821, 0.00021826, 0.00021829,
       0.00021832, 0.00021834, 0.00021835, 0.00021836, 0.00021836,
       0.00021837, 0.00021837, 0.00021837]), 1700: array([5.73451657e-05, 5.18114448e-05, 4.79377727e-05, 4.52261551e-05,
       4.33279897e-05, 4.19992508e-05, 4.10691173e-05, 4.04180126e-05,
       3.99622314e-05, 3.96431789e-05, 3.94198384e-05, 3.92634972e-05,
       3.91540565e-05, 3.90774467e-05, 3.90238189e-05, 3.89862788e-05,
       3.89600003e-05, 3.89416050e-05, 3.89287280e-05, 3.89197140e-05,
       3.89134041e-05, 3.89089871e-05, 3.89058951e-05, 3.89037307e-05,
       3.89022156e-05, 3.89011550e-05, 3.89004125e-05, 3.88998928e-05]), 1705: array([0.00010854, 0.00011227, 0.00011601, 0.00011975, 0.00012349,
       0.00012722, 0.00013096, 0.0001347 , 0.00013844, 0.00014217,
       0.00014591, 0.00014965, 0.00015339, 0.00015712, 0.00016086,
       0.0001646 , 0.00016834, 0.00017207, 0.00017581, 0.00017955,
       0.00018329, 0.00018702, 0.00019076, 0.0001945 , 0.00019824,
       0.00020197, 0.00020571, 0.00020945]), 1710: array([4.73787117e-05, 5.21735355e-05, 5.45709654e-05, 5.57696892e-05,
       5.63690556e-05, 5.66687411e-05, 5.68185849e-05, 5.68935074e-05,
       5.69309689e-05, 5.69496998e-05, 5.69590653e-05, 5.69637481e-05,
       5.69660895e-05, 5.69672602e-05, 5.69678456e-05, 5.69681383e-05,
       5.69682846e-05, 5.69683578e-05, 5.69683944e-05, 5.69684127e-05,
       5.69684218e-05, 5.69684264e-05, 5.69684287e-05, 5.69684298e-05,
       5.69684304e-05, 5.69684307e-05, 5.69684308e-05, 5.69684309e-05]), 1715: array([0.0013401 , 0.00099197, 0.00075707, 0.00059857, 0.00049162,
       0.00041946, 0.00037077, 0.00033791, 0.00031574, 0.00030078,
       0.00029069, 0.00028388, 0.00027928, 0.00027618, 0.00027409,
       0.00027268, 0.00027173, 0.00027108, 0.00027065, 0.00027036,
       0.00027016, 0.00027003, 0.00026994, 0.00026987, 0.00026983,
       0.00026981, 0.00026979, 0.00026977]), 1720: array([0.00169977, 0.00151516, 0.00136129, 0.00123302, 0.00112611,
       0.00103699, 0.00096271, 0.00090079, 0.00084918, 0.00080616,
       0.0007703 , 0.00074041, 0.00071549, 0.00069473, 0.00067742,
       0.00066299, 0.00065096, 0.00064093, 0.00063258, 0.00062561,
       0.00061981, 0.00061497, 0.00061093, 0.00060757, 0.00060477,
       0.00060243, 0.00060048, 0.00059886]), 1725: array([0.00015381, 0.00017804, 0.00019981, 0.00021936, 0.00023692,
       0.00025269, 0.00026686, 0.00027958, 0.00029101, 0.00030128,
       0.0003105 , 0.00031878, 0.00032622, 0.0003329 , 0.0003389 ,
       0.00034429, 0.00034913, 0.00035348, 0.00035738, 0.00036089,
       0.00036404, 0.00036687, 0.00036941, 0.00037169, 0.00037374,
       0.00037559, 0.00037724, 0.00037873]), 1730: array([2.54386079e-05, 2.77236927e-05, 2.99629495e-05, 3.21572973e-05,
       3.43076370e-05, 3.64148510e-05, 3.84798043e-05, 4.05033444e-05,
       4.24863018e-05, 4.44294905e-05, 4.63337080e-05, 4.81997360e-05,
       5.00283402e-05, 5.18202713e-05, 5.35762648e-05, 5.52970413e-05,
       5.69833072e-05, 5.86357546e-05, 6.02550617e-05, 6.18418931e-05,
       6.33969002e-05, 6.49207213e-05, 6.64139817e-05, 6.78772944e-05,
       6.93112599e-05, 7.07164669e-05, 7.20934921e-05, 7.34429006e-05]), 1735: array([2.18576127e-05, 2.25471865e-05, 2.30298878e-05, 2.33677785e-05,
       2.36043018e-05, 2.37698680e-05, 2.38857643e-05, 2.39668916e-05,
       2.40236807e-05, 2.40634330e-05, 2.40912597e-05, 2.41107383e-05,
       2.41243733e-05, 2.41339178e-05, 2.41405989e-05, 2.41452758e-05,
       2.41485495e-05, 2.41508411e-05, 2.41524453e-05, 2.41535682e-05,
       2.41543542e-05, 2.41549044e-05, 2.41552896e-05, 2.41555592e-05,
       2.41557479e-05, 2.41558800e-05, 2.41559725e-05, 2.41560372e-05]), 1740: array([3.99078503e-05, 3.45644151e-05, 3.08240097e-05, 2.82057253e-05,
       2.63729260e-05, 2.50899661e-05, 2.41918940e-05, 2.35632435e-05,
       2.31231880e-05, 2.28151491e-05, 2.25995218e-05, 2.24485827e-05,
       2.23429252e-05, 2.22689650e-05, 2.22171929e-05, 2.21809524e-05,
       2.21555840e-05, 2.21378262e-05, 2.21253957e-05, 2.21166943e-05,
       2.21106033e-05, 2.21063397e-05, 2.21033551e-05, 2.21012659e-05,
       2.20998035e-05, 2.20987798e-05, 2.20980632e-05, 2.20975616e-05]), 1745: array([7.28262014e-05, 5.32561129e-05, 4.34710286e-05, 3.85784664e-05,
       3.61321753e-05, 3.49090248e-05, 3.42974470e-05, 3.39916568e-05,
       3.38387611e-05, 3.37623130e-05, 3.37240887e-05, 3.37049765e-05,
       3.36954204e-05, 3.36906423e-05, 3.36882532e-05, 3.36870587e-05,
       3.36864614e-05, 3.36861628e-05, 3.36860135e-05, 3.36859388e-05,
       3.36859015e-05, 3.36858828e-05, 3.36858735e-05, 3.36858688e-05,
       3.36858665e-05, 3.36858653e-05, 3.36858648e-05, 3.36858645e-05]), 1750: array([1.07705623e-04, 9.28380594e-05, 8.53795074e-05, 8.16378050e-05,
       7.97607199e-05, 7.88190500e-05, 7.83466462e-05, 7.81096572e-05,
       7.79907679e-05, 7.79311251e-05, 7.79012044e-05, 7.78861942e-05,
       7.78786640e-05, 7.78748864e-05, 7.78729913e-05, 7.78720406e-05,
       7.78715637e-05, 7.78713244e-05, 7.78712044e-05, 7.78711442e-05,
       7.78711140e-05, 7.78710988e-05, 7.78710912e-05, 7.78710874e-05,
       7.78710855e-05, 7.78710845e-05, 7.78710841e-05, 7.78710838e-05]), 1755: array([6.12921634e-05, 6.18539474e-05, 6.21348408e-05, 6.22752882e-05,
       6.23455122e-05, 6.23806244e-05, 6.23981806e-05, 6.24069588e-05,
       6.24113479e-05, 6.24135424e-05, 6.24146397e-05, 6.24151883e-05,
       6.24154627e-05, 6.24155998e-05, 6.24156684e-05, 6.24157027e-05,
       6.24157198e-05, 6.24157284e-05, 6.24157327e-05, 6.24157348e-05,
       6.24157359e-05, 6.24157365e-05, 6.24157367e-05, 6.24157369e-05,
       6.24157369e-05, 6.24157370e-05, 6.24157370e-05, 6.24157370e-05]), 1760: array([0.00030095, 0.00024237, 0.00020127, 0.00017242, 0.00015219,
       0.00013799, 0.00012803, 0.00012103, 0.00011613, 0.00011269,
       0.00011027, 0.00010858, 0.00010739, 0.00010656, 0.00010597,
       0.00010556, 0.00010527, 0.00010507, 0.00010493, 0.00010483,
       0.00010476, 0.00010471, 0.00010467, 0.00010465, 0.00010463,
       0.00010462, 0.00010461, 0.00010461]), 1765: array([0.0008133 , 0.0008616 , 0.00090947, 0.0009569 , 0.0010039 ,
       0.00105048, 0.00109664, 0.00114238, 0.00118771, 0.00123263,
       0.00127715, 0.00132126, 0.00136497, 0.00140829, 0.00145122,
       0.00149376, 0.00153591, 0.00157769, 0.00161909, 0.00166011,
       0.00170076, 0.00174105, 0.00178097, 0.00182053, 0.00185974,
       0.00189859, 0.00193709, 0.00197524]), 1770: array([0.00012747, 0.00014079, 0.00015011, 0.00015664, 0.00016121,
       0.00016441, 0.00016665, 0.00016821, 0.00016931, 0.00017008,
       0.00017061, 0.00017099, 0.00017125, 0.00017144, 0.00017157,
       0.00017166, 0.00017172, 0.00017177, 0.0001718 , 0.00017182,
       0.00017183, 0.00017184, 0.00017185, 0.00017186, 0.00017186,
       0.00017186, 0.00017186, 0.00017187]), 1775: array([2.04789786e-05, 2.39054382e-05, 2.69892418e-05, 2.97646559e-05,
       3.22625204e-05, 3.45105911e-05, 3.65338481e-05, 3.83547734e-05,
       3.99936009e-05, 4.14685407e-05, 4.27959822e-05, 4.39906757e-05,
       4.50658962e-05, 4.60335916e-05, 4.69045145e-05, 4.76883426e-05,
       4.83937856e-05, 4.90286821e-05, 4.96000872e-05, 5.01143501e-05,
       5.05771851e-05, 5.09937353e-05, 5.13686293e-05, 5.17060327e-05,
       5.20096948e-05, 5.22829898e-05, 5.25289545e-05, 5.27503220e-05]), 1780: array([3.71875371e-06, 3.58932094e-06, 3.52460455e-06, 3.49224635e-06,
       3.47606725e-06, 3.46797770e-06, 3.46393292e-06, 3.46191053e-06,
       3.46089934e-06, 3.46039374e-06, 3.46014094e-06, 3.46001455e-06,
       3.45995135e-06, 3.45991975e-06, 3.45990395e-06, 3.45989605e-06,
       3.45989210e-06, 3.45989012e-06, 3.45988913e-06, 3.45988864e-06,
       3.45988839e-06, 3.45988827e-06, 3.45988821e-06, 3.45988818e-06,
       3.45988816e-06, 3.45988815e-06, 3.45988815e-06, 3.45988815e-06]), 1785: array([3.09562110e-05, 3.07441462e-05, 3.05532879e-05, 3.03815154e-05,
       3.02269201e-05, 3.00877843e-05, 2.99625621e-05, 2.98498621e-05,
       2.97484320e-05, 2.96571450e-05, 2.95749867e-05, 2.95010442e-05,
       2.94344959e-05, 2.93746024e-05, 2.93206983e-05, 2.92721846e-05,
       2.92285223e-05, 2.91892262e-05, 2.91538597e-05, 2.91220298e-05,
       2.90933830e-05, 2.90676008e-05, 2.90443968e-05, 2.90235132e-05,
       2.90047180e-05, 2.89878023e-05, 2.89725782e-05, 2.89588764e-05]), 1790: array([0.00018782, 0.00016215, 0.00014418, 0.00013161, 0.0001228 ,
       0.00011664, 0.00011232, 0.00010931, 0.00010719, 0.00010571,
       0.00010468, 0.00010395, 0.00010344, 0.00010309, 0.00010284,
       0.00010267, 0.00010254, 0.00010246, 0.0001024 , 0.00010236,
       0.00010233, 0.00010231, 0.00010229, 0.00010228, 0.00010228,
       0.00010227, 0.00010227, 0.00010226]), 1795: array([6.65081095e-05, 7.49676609e-05, 8.08889651e-05, 8.50336107e-05,
       8.79346756e-05, 8.99652900e-05, 9.13866285e-05, 9.23815013e-05,
       9.30778673e-05, 9.35652921e-05, 9.39064675e-05, 9.41452748e-05,
       9.43124292e-05, 9.44294297e-05, 9.45113248e-05, 9.45686476e-05,
       9.46087710e-05, 9.46368556e-05, 9.46565136e-05, 9.46702732e-05,
       9.46799044e-05, 9.46866457e-05, 9.46913644e-05, 9.46946672e-05,
       9.46969791e-05, 9.46985973e-05, 9.46997299e-05, 9.47005227e-05]), 1800: array([0.000435  , 0.00030735, 0.00023529, 0.00019462, 0.00017166,
       0.0001587 , 0.00015138, 0.00014725, 0.00014492, 0.00014361,
       0.00014286, 0.00014244, 0.00014221, 0.00014207, 0.000142  ,
       0.00014196, 0.00014193, 0.00014192, 0.00014191, 0.00014191,
       0.0001419 , 0.0001419 , 0.0001419 , 0.0001419 , 0.0001419 ,
       0.0001419 , 0.0001419 , 0.0001419 ]), 1805: array([0.00065034, 0.00053912, 0.00045749, 0.00039758, 0.0003536 ,
       0.00032133, 0.00029764, 0.00028026, 0.0002675 , 0.00025813,
       0.00025126, 0.00024621, 0.00024251, 0.00023979, 0.0002378 ,
       0.00023633, 0.00023526, 0.00023447, 0.00023389, 0.00023347,
       0.00023315, 0.00023293, 0.00023276, 0.00023263, 0.00023254,
       0.00023248, 0.00023243, 0.00023239]), 1810: array([0.00013463, 0.00017408, 0.00020397, 0.00022661, 0.00024375,
       0.00025674, 0.00026658, 0.00027403, 0.00027967, 0.00028395,
       0.00028719, 0.00028964, 0.0002915 , 0.00029291, 0.00029397,
       0.00029478, 0.00029539, 0.00029585, 0.0002962 , 0.00029647,
       0.00029667, 0.00029682, 0.00029694, 0.00029703, 0.00029709,
       0.00029714, 0.00029718, 0.00029721]), 1815: array([4.95766420e-05, 5.78803226e-05, 6.53535346e-05, 7.20793349e-05,
       7.81324736e-05, 8.35802251e-05, 8.84831355e-05, 9.28956954e-05,
       9.68669458e-05, 1.00441023e-04, 1.03657649e-04, 1.06552574e-04,
       1.09157971e-04, 1.11502797e-04, 1.13613112e-04, 1.15512369e-04,
       1.17221678e-04, 1.18760036e-04, 1.20144539e-04, 1.21390575e-04,
       1.22511992e-04, 1.23521254e-04, 1.24429577e-04, 1.25247057e-04,
       1.25982780e-04, 1.26644921e-04, 1.27240840e-04, 1.27777160e-04]), 1820: array([6.51109567e-06, 5.95337192e-06, 5.56296517e-06, 5.28968037e-06,
       5.09838095e-06, 4.96447132e-06, 4.87073455e-06, 4.80511879e-06,
       4.75918775e-06, 4.72703601e-06, 4.70452978e-06, 4.68877542e-06,
       4.67774736e-06, 4.67002772e-06, 4.66462397e-06, 4.66084134e-06,
       4.65819350e-06, 4.65634001e-06, 4.65504257e-06, 4.65413436e-06,
       4.65349861e-06, 4.65305359e-06, 4.65274207e-06, 4.65252401e-06,
       4.65237137e-06, 4.65226452e-06, 4.65218973e-06, 4.65213737e-06]), 1825: array([1.64371233e-04, 1.33996870e-04, 1.12734509e-04, 9.78506426e-05,
       8.74317858e-05, 8.01384809e-05, 7.50330939e-05, 7.14592716e-05,
       6.89575599e-05, 6.72063364e-05, 6.59804624e-05, 6.51223382e-05,
       6.45216426e-05, 6.41011496e-05, 6.38068002e-05, 6.36007527e-05,
       6.34565174e-05, 6.33555512e-05, 6.32848739e-05, 6.32353990e-05,
       6.32007661e-05, 6.31765228e-05, 6.31595522e-05, 6.31476726e-05,
       6.31393567e-05, 6.31335355e-05, 6.31294607e-05, 6.31266082e-05]), 1830: array([1.55178890e-04, 1.36561632e-04, 1.23529405e-04, 1.14406745e-04,
       1.08020811e-04, 1.03550608e-04, 1.00421431e-04, 9.82309819e-05,
       9.66976508e-05, 9.56243070e-05, 9.48729579e-05, 9.43470077e-05,
       9.39788384e-05, 9.37211171e-05, 9.35407101e-05, 9.34144238e-05,
       9.33260224e-05, 9.32641408e-05, 9.32208231e-05, 9.31905004e-05,
       9.31692743e-05, 9.31544159e-05, 9.31440148e-05, 9.31367340e-05,
       9.31316374e-05, 9.31280697e-05, 9.31255723e-05, 9.31238241e-05]), 1835: array([5.22380101e-05, 6.01677810e-05, 6.57186044e-05, 6.96041696e-05,
       7.23240573e-05, 7.42279731e-05, 7.55607103e-05, 7.64936236e-05,
       7.71466611e-05, 7.76037859e-05, 7.79237724e-05, 7.81477623e-05,
       7.83045548e-05, 7.84143092e-05, 7.84911370e-05, 7.85449164e-05,
       7.85825618e-05, 7.86089135e-05, 7.86273597e-05, 7.86402720e-05,
       7.86493105e-05, 7.86556375e-05, 7.86600664e-05, 7.86631666e-05,
       7.86653367e-05, 7.86668558e-05, 7.86679192e-05, 7.86686635e-05]), 1840: array([3.96158741e-05, 4.28028122e-05, 4.43962837e-05, 4.51930208e-05,
       4.55913900e-05, 4.57905749e-05, 4.58901675e-05, 4.59399639e-05,
       4.59648621e-05, 4.59773112e-05, 4.59835358e-05, 4.59866481e-05,
       4.59882043e-05, 4.59889823e-05, 4.59893714e-05, 4.59895659e-05,
       4.59896632e-05, 4.59897118e-05, 4.59897361e-05, 4.59897483e-05,
       4.59897543e-05, 4.59897574e-05, 4.59897589e-05, 4.59897597e-05,
       4.59897600e-05, 4.59897602e-05, 4.59897603e-05, 4.59897604e-05]), 1845: array([9.36296630e-05, 1.02595445e-04, 1.11561226e-04, 1.20527008e-04,
       1.29492790e-04, 1.38458572e-04, 1.47424353e-04, 1.56390135e-04,
       1.65355917e-04, 1.74321698e-04, 1.83287480e-04, 1.92253262e-04,
       2.01219044e-04, 2.10184825e-04, 2.19150607e-04, 2.28116389e-04,
       2.37082170e-04, 2.46047952e-04, 2.55013734e-04, 2.63979515e-04,
       2.72945297e-04, 2.81911079e-04, 2.90876861e-04, 2.99842642e-04,
       3.08808424e-04, 3.17774206e-04, 3.26739987e-04, 3.35705769e-04]), 1850: array([1.26162645e-05, 1.46301506e-05, 1.64426416e-05, 1.80738775e-05,
       1.95419844e-05, 2.08632759e-05, 2.20524339e-05, 2.31226722e-05,
       2.40858832e-05, 2.49527699e-05, 2.57329651e-05, 2.64351382e-05,
       2.70670918e-05, 2.76358479e-05, 2.81477265e-05, 2.86084156e-05,
       2.90230343e-05, 2.93961897e-05, 2.97320284e-05, 3.00342822e-05,
       3.03063095e-05, 3.05511332e-05, 3.07714738e-05, 3.09697796e-05,
       3.11482541e-05, 3.13088807e-05, 3.14534440e-05, 3.15835505e-05]), 1855: array([5.53598704e-05, 4.75757998e-05, 4.21269456e-05, 3.83127441e-05,
       3.56428007e-05, 3.37738387e-05, 3.24655641e-05, 3.15497711e-05,
       3.09087153e-05, 3.04599760e-05, 3.01458581e-05, 2.99259754e-05,
       2.97720574e-05, 2.96643147e-05, 2.95888947e-05, 2.95361007e-05,
       2.94991448e-05, 2.94732757e-05, 2.94551673e-05, 2.94424914e-05,
       2.94336183e-05, 2.94274071e-05, 2.94230592e-05, 2.94200157e-05,
       2.94178853e-05, 2.94163940e-05, 2.94153501e-05, 2.94146193e-05]), 1860: array([2.06933604e-05, 2.20302727e-05, 2.26987310e-05, 2.30329613e-05,
       2.32000769e-05, 2.32836350e-05, 2.33254142e-05, 2.33463039e-05,
       2.33567488e-05, 2.33619712e-05, 2.33645824e-05, 2.33658881e-05,
       2.33665409e-05, 2.33668673e-05, 2.33670305e-05, 2.33671121e-05,
       2.33671529e-05, 2.33671733e-05, 2.33671835e-05, 2.33671886e-05,
       2.33671911e-05, 2.33671924e-05, 2.33671931e-05, 2.33671934e-05,
       2.33671935e-05, 2.33671936e-05, 2.33671936e-05, 2.33671937e-05]), 1865: array([9.42734585e-06, 1.02215774e-05, 1.09363852e-05, 1.15797115e-05,
       1.21587046e-05, 1.26797978e-05, 1.31487813e-05, 1.35708660e-05,
       1.39507418e-05, 1.42926298e-05, 1.46003286e-05, 1.48772573e-05,
       1.51264928e-05, 1.53508046e-05, 1.55526850e-05, 1.57343772e-05,
       1.58978999e-05, 1.60450703e-05, 1.61775235e-05, 1.62967313e-05,
       1.64040181e-05, 1.65005762e-05, 1.65874784e-05, 1.66656903e-05,
       1.67360810e-05, 1.67994325e-05, 1.68564488e-05, 1.69077634e-05]), 1870: array([1.10937295e-04, 8.44906813e-05, 7.12672910e-05, 6.46555542e-05,
       6.13496650e-05, 5.96967100e-05, 5.88702273e-05, 5.84569834e-05,
       5.82503601e-05, 5.81470478e-05, 5.80953914e-05, 5.80695630e-05,
       5.80566487e-05, 5.80501915e-05, 5.80469629e-05, 5.80453486e-05,
       5.80445414e-05, 5.80441378e-05, 5.80439360e-05, 5.80438351e-05,
       5.80437847e-05, 5.80437595e-05, 5.80437469e-05, 5.80437405e-05,
       5.80437374e-05, 5.80437358e-05, 5.80437350e-05, 5.80437346e-05]), 1875: array([1.40133594e-04, 1.25158755e-04, 1.14676321e-04, 1.07338584e-04,
       1.02202146e-04, 9.86066224e-05, 9.60897449e-05, 9.43279228e-05,
       9.30946417e-05, 9.22313412e-05, 9.16270281e-05, 9.12040070e-05,
       9.09078909e-05, 9.07006087e-05, 9.05555105e-05, 9.04539414e-05,
       9.03828426e-05, 9.03330733e-05, 9.02982346e-05, 9.02738474e-05,
       9.02567763e-05, 9.02448264e-05, 9.02364615e-05, 9.02306060e-05,
       9.02265072e-05, 9.02236380e-05, 9.02216295e-05, 9.02202236e-05]), 1880: array([6.63338957e-05, 6.96852485e-05, 7.20311915e-05, 7.36733490e-05,
       7.48228574e-05, 7.56275120e-05, 7.61907692e-05, 7.65850487e-05,
       7.68610438e-05, 7.70542401e-05, 7.71894773e-05, 7.72841432e-05,
       7.73504092e-05, 7.73967954e-05, 7.74292656e-05, 7.74519947e-05,
       7.74679051e-05, 7.74790423e-05, 7.74868384e-05, 7.74922956e-05,
       7.74961157e-05, 7.74987897e-05, 7.75006615e-05, 7.75019718e-05,
       7.75028890e-05, 7.75035310e-05, 7.75039804e-05, 7.75042950e-05]), 1885: array([2.15766159e-05, 2.38978142e-05, 2.55226512e-05, 2.66600358e-05,
       2.74562040e-05, 2.80135212e-05, 2.84036427e-05, 2.86767275e-05,
       2.88678866e-05, 2.90016978e-05, 2.90953655e-05, 2.91609329e-05,
       2.92068300e-05, 2.92389579e-05, 2.92614474e-05, 2.92771901e-05,
       2.92882099e-05, 2.92959238e-05, 2.93013235e-05, 2.93051033e-05,
       2.93077491e-05, 2.93096012e-05, 2.93108977e-05, 2.93118052e-05,
       2.93124405e-05, 2.93128852e-05, 2.93131965e-05, 2.93134144e-05]), 1890: array([5.19207096e-05, 3.69518339e-05, 2.94671919e-05, 2.57247688e-05,
       2.38535063e-05, 2.29178495e-05, 2.24500083e-05, 2.22160813e-05,
       2.20991147e-05, 2.20406297e-05, 2.20113865e-05, 2.19967644e-05,
       2.19894532e-05, 2.19857975e-05, 2.19839696e-05, 2.19830556e-05,
       2.19825986e-05, 2.19823701e-05, 2.19822559e-05, 2.19821987e-05,
       2.19821702e-05, 2.19821559e-05, 2.19821487e-05, 2.19821452e-05,
       2.19821434e-05, 2.19821425e-05, 2.19821420e-05, 2.19821418e-05]), 1895: array([3.90845938e-05, 3.78423856e-05, 3.72212738e-05, 3.69107140e-05,
       3.67554321e-05, 3.66777902e-05, 3.66389688e-05, 3.66195578e-05,
       3.66098522e-05, 3.66049993e-05, 3.66025729e-05, 3.66013596e-05,
       3.66007530e-05, 3.66004497e-05, 3.66002980e-05, 3.66002222e-05,
       3.66001843e-05, 3.66001653e-05, 3.66001558e-05, 3.66001511e-05,
       3.66001487e-05, 3.66001475e-05, 3.66001469e-05, 3.66001466e-05,
       3.66001465e-05, 3.66001464e-05, 3.66001464e-05, 3.66001464e-05]), 1900: array([1.61683359e-05, 1.91216295e-05, 2.11889306e-05, 2.26360383e-05,
       2.36490115e-05, 2.43580912e-05, 2.48544460e-05, 2.52018935e-05,
       2.54451063e-05, 2.56153549e-05, 2.57345287e-05, 2.58179501e-05,
       2.58763450e-05, 2.59172213e-05, 2.59458347e-05, 2.59658640e-05,
       2.59798845e-05, 2.59896988e-05, 2.59965688e-05, 2.60013778e-05,
       2.60047441e-05, 2.60071005e-05, 2.60087500e-05, 2.60099046e-05,
       2.60107129e-05, 2.60112786e-05, 2.60116747e-05, 2.60119519e-05]), 1905: array([4.48386038e-05, 3.59645111e-05, 3.15274557e-05, 2.93089234e-05,
       2.81996550e-05, 2.76450197e-05, 2.73677015e-05, 2.72290421e-05,
       2.71597122e-05, 2.71250473e-05, 2.71077147e-05, 2.70990484e-05,
       2.70947153e-05, 2.70925487e-05, 2.70914654e-05, 2.70909238e-05,
       2.70906529e-05, 2.70905175e-05, 2.70904498e-05, 2.70904160e-05,
       2.70903990e-05, 2.70903906e-05, 2.70903863e-05, 2.70903842e-05,
       2.70903832e-05, 2.70903826e-05, 2.70903824e-05, 2.70903822e-05]), 1910: array([3.03951972e-05, 3.21486247e-05, 3.30253406e-05, 3.34636997e-05,
       3.36828798e-05, 3.37924701e-05, 3.38472654e-05, 3.38746631e-05,
       3.38883620e-05, 3.38952115e-05, 3.38986362e-05, 3.39003486e-05,
       3.39012048e-05, 3.39016329e-05, 3.39018469e-05, 3.39019539e-05,
       3.39020075e-05, 3.39020342e-05, 3.39020476e-05, 3.39020543e-05,
       3.39020576e-05, 3.39020593e-05, 3.39020601e-05, 3.39020606e-05,
       3.39020608e-05, 3.39020609e-05, 3.39020609e-05, 3.39020609e-05]), 1915: array([9.09081054e-05, 7.63349154e-05, 6.61336700e-05, 5.89927896e-05,
       5.39941673e-05, 5.04951274e-05, 4.80457966e-05, 4.63312629e-05,
       4.51310879e-05, 4.42909644e-05, 4.37028772e-05, 4.32912157e-05,
       4.30030523e-05, 4.28013376e-05, 4.26601372e-05, 4.25612968e-05,
       4.24921085e-05, 4.24436765e-05, 4.24097742e-05, 4.23860425e-05,
       4.23694302e-05, 4.23578017e-05, 4.23496617e-05, 4.23439637e-05,
       4.23399751e-05, 4.23371830e-05, 4.23352286e-05, 4.23338605e-05]), 1920: array([0.00083927, 0.00086264, 0.00088601, 0.00090937, 0.00093274,
       0.0009561 , 0.00097947, 0.00100283, 0.00102619, 0.00104956,
       0.00107292, 0.00109628, 0.00111964, 0.001143  , 0.00116635,
       0.00118971, 0.00121307, 0.00123642, 0.00125978, 0.00128313,
       0.00130649, 0.00132984, 0.00135319, 0.00137655, 0.0013999 ,
       0.00142325, 0.0014466 , 0.00146994]), 1925: array([0.00010087, 0.00011242, 0.00012051, 0.00012616, 0.00013013,
       0.0001329 , 0.00013484, 0.0001362 , 0.00013715, 0.00013781,
       0.00013828, 0.0001386 , 0.00013883, 0.00013899, 0.0001391 ,
       0.00013918, 0.00013924, 0.00013928, 0.0001393 , 0.00013932,
       0.00013933, 0.00013934, 0.00013935, 0.00013936, 0.00013936,
       0.00013936, 0.00013936, 0.00013936]), 1930: array([4.42761704e-05, 4.60741301e-05, 4.69731130e-05, 4.74226060e-05,
       4.76473533e-05, 4.77597273e-05, 4.78159145e-05, 4.78440082e-05,
       4.78580551e-05, 4.78650786e-05, 4.78685903e-05, 4.78703462e-05,
       4.78712242e-05, 4.78716631e-05, 4.78718826e-05, 4.78719924e-05,
       4.78720472e-05, 4.78720747e-05, 4.78720884e-05, 4.78720953e-05,
       4.78720987e-05, 4.78721004e-05, 4.78721013e-05, 4.78721017e-05,
       4.78721019e-05, 4.78721020e-05, 4.78721021e-05, 4.78721021e-05]), 1935: array([0.00034678, 0.00025021, 0.00020192, 0.00017778, 0.00016571,
       0.00015967, 0.00015665, 0.00015514, 0.00015439, 0.00015401,
       0.00015382, 0.00015373, 0.00015368, 0.00015366, 0.00015364,
       0.00015364, 0.00015364, 0.00015363, 0.00015363, 0.00015363,
       0.00015363, 0.00015363, 0.00015363, 0.00015363, 0.00015363,
       0.00015363, 0.00015363, 0.00015363]), 1940: array([0.0013264 , 0.00111654, 0.00095421, 0.00082865, 0.00073153,
       0.00065641, 0.0005983 , 0.00055336, 0.00051859, 0.0004917 ,
       0.0004709 , 0.00045481, 0.00044237, 0.00043274, 0.0004253 ,
       0.00041954, 0.00041508, 0.00041164, 0.00040897, 0.00040691,
       0.00040532, 0.00040408, 0.00040313, 0.00040239, 0.00040182,
       0.00040138, 0.00040104, 0.00040077]), 1945: array([6.15347913e-05, 1.11572569e-04, 1.61360614e-04, 2.10900174e-04,
       2.60192489e-04, 3.09238793e-04, 3.58040313e-04, 4.06598271e-04,
       4.54913884e-04, 5.02988359e-04, 5.50822901e-04, 5.98418708e-04,
       6.45776971e-04, 6.92898874e-04, 7.39785599e-04, 7.86438319e-04,
       8.32858201e-04, 8.79046407e-04, 9.25004095e-04, 9.70732414e-04,
       1.01623251e-03, 1.06150552e-03, 1.10655258e-03, 1.15137481e-03,
       1.19597335e-03, 1.24034930e-03, 1.28450377e-03, 1.32843787e-03]), 1950: array([0.00015359, 0.00017739, 0.00019406, 0.00020573, 0.0002139 ,
       0.00021963, 0.00022364, 0.00022644, 0.00022841, 0.00022978,
       0.00023075, 0.00023142, 0.0002319 , 0.00023223, 0.00023246,
       0.00023262, 0.00023273, 0.00023281, 0.00023287, 0.00023291,
       0.00023294, 0.00023295, 0.00023297, 0.00023298, 0.00023298,
       0.00023299, 0.00023299, 0.00023299]), 1955: array([4.13006742e-05, 4.33430908e-05, 4.47727786e-05, 4.57735572e-05,
       4.64741004e-05, 4.69644793e-05, 4.73077435e-05, 4.75480279e-05,
       4.77162264e-05, 4.78339651e-05, 4.79163819e-05, 4.79740736e-05,
       4.80144576e-05, 4.80427264e-05, 4.80625144e-05, 4.80763660e-05,
       4.80860621e-05, 4.80928494e-05, 4.80976005e-05, 4.81009262e-05,
       4.81032542e-05, 4.81048838e-05, 4.81060245e-05, 4.81068230e-05,
       4.81073820e-05, 4.81077732e-05, 4.81080471e-05, 4.81082388e-05]), 1960: array([1.05037535e-04, 9.76807121e-05, 9.10595691e-05, 8.51005378e-05,
       7.97374074e-05, 7.49105881e-05, 7.05664488e-05, 6.66567218e-05,
       6.31379661e-05, 5.99710846e-05, 5.71208901e-05, 5.45557139e-05,
       5.22470544e-05, 5.01692599e-05, 4.82992441e-05, 4.66162292e-05,
       4.51015152e-05, 4.37382720e-05, 4.25113525e-05, 4.14071246e-05,
       4.04133191e-05, 3.95188937e-05, 3.87139105e-05, 3.79894253e-05,
       3.73373884e-05, 3.67505549e-05, 3.62224046e-05, 3.57470691e-05]), 1965: array([5.48742617e-05, 5.24821317e-05, 5.12313696e-05, 5.05773893e-05,
       5.02354456e-05, 5.00566551e-05, 4.99631717e-05, 4.99142925e-05,
       4.98887352e-05, 4.98753722e-05, 4.98683851e-05, 4.98647319e-05,
       4.98628217e-05, 4.98618229e-05, 4.98613007e-05, 4.98610276e-05,
       4.98608849e-05, 4.98608102e-05, 4.98607712e-05, 4.98607508e-05,
       4.98607401e-05, 4.98607345e-05, 4.98607316e-05, 4.98607301e-05,
       4.98607293e-05, 4.98607289e-05, 4.98607287e-05, 4.98607285e-05]), 1970: array([2.36091336e-05, 2.68191141e-05, 2.90660951e-05, 3.06389780e-05,
       3.17399934e-05, 3.25107024e-05, 3.30501974e-05, 3.34278430e-05,
       3.36921943e-05, 3.38772397e-05, 3.40067713e-05, 3.40974431e-05,
       3.41609132e-05, 3.42053422e-05, 3.42364425e-05, 3.42582126e-05,
       3.42734516e-05, 3.42841189e-05, 3.42915860e-05, 3.42968129e-05,
       3.43004718e-05, 3.43030330e-05, 3.43048258e-05, 3.43060808e-05,
       3.43069593e-05, 3.43075742e-05, 3.43080047e-05, 3.43083060e-05]), 1975: array([2.87803639e-05, 2.48714229e-05, 2.29169454e-05, 2.19397032e-05,
       2.14510803e-05, 2.12067680e-05, 2.10846114e-05, 2.10235329e-05,
       2.09929935e-05, 2.09777238e-05, 2.09700889e-05, 2.09662714e-05,
       2.09643627e-05, 2.09634083e-05, 2.09629311e-05, 2.09626926e-05,
       2.09625733e-05, 2.09625136e-05, 2.09624838e-05, 2.09624689e-05,
       2.09624614e-05, 2.09624577e-05, 2.09624558e-05, 2.09624549e-05,
       2.09624544e-05, 2.09624542e-05, 2.09624541e-05, 2.09624540e-05]), 1980: array([1.53330674e-05, 1.81887186e-05, 1.96165458e-05, 2.03304602e-05,
       2.06874179e-05, 2.08658969e-05, 2.09551365e-05, 2.09997564e-05,
       2.10220663e-05, 2.10332213e-05, 2.10387988e-05, 2.10415875e-05,
       2.10429819e-05, 2.10436791e-05, 2.10440277e-05, 2.10442020e-05,
       2.10442892e-05, 2.10443327e-05, 2.10443545e-05, 2.10443654e-05,
       2.10443709e-05, 2.10443736e-05, 2.10443749e-05, 2.10443756e-05,
       2.10443760e-05, 2.10443761e-05, 2.10443762e-05, 2.10443763e-05]), 1985: array([1.32614580e-05, 1.40282853e-05, 1.44116992e-05, 1.46034062e-05,
       1.46992598e-05, 1.47471866e-05, 1.47711500e-05, 1.47831317e-05,
       1.47891226e-05, 1.47921180e-05, 1.47936157e-05, 1.47943646e-05,
       1.47947390e-05, 1.47949262e-05, 1.47950198e-05, 1.47950666e-05,
       1.47950900e-05, 1.47951017e-05, 1.47951076e-05, 1.47951105e-05,
       1.47951120e-05, 1.47951127e-05, 1.47951131e-05, 1.47951133e-05,
       1.47951133e-05, 1.47951134e-05, 1.47951134e-05, 1.47951134e-05]), 1990: array([7.19542957e-06, 8.57409743e-06, 9.26343307e-06, 9.60810174e-06,
       9.78043650e-06, 9.86660409e-06, 9.90968799e-06, 9.93123000e-06,
       9.94200103e-06, 9.94738655e-06, 9.95007932e-06, 9.95142571e-06,
       9.95209891e-06, 9.95243551e-06, 9.95260381e-06, 9.95268796e-06,
       9.95273003e-06, 9.95275107e-06, 9.95276159e-06, 9.95276685e-06,
       9.95276948e-06, 9.95277079e-06, 9.95277145e-06, 9.95277178e-06,
       9.95277194e-06, 9.95277203e-06, 9.95277207e-06, 9.95277209e-06]), 1995: array([5.58079194e-05, 3.85179277e-05, 2.98728375e-05, 2.55502452e-05,
       2.33889255e-05, 2.23082538e-05, 2.17679121e-05, 2.14977383e-05,
       2.13626499e-05, 2.12951050e-05, 2.12613321e-05, 2.12444455e-05,
       2.12360022e-05, 2.12317804e-05, 2.12296695e-05, 2.12286141e-05,
       2.12280863e-05, 2.12278225e-05, 2.12276905e-05, 2.12276245e-05,
       2.12275916e-05, 2.12275751e-05, 2.12275668e-05, 2.12275627e-05,
       2.12275606e-05, 2.12275596e-05, 2.12275591e-05, 2.12275588e-05]), 2000: array([7.95872336e-05, 7.53411849e-05, 7.15188987e-05, 6.80780831e-05,
       6.49806665e-05, 6.21923772e-05, 5.96823638e-05, 5.74228539e-05,
       5.53888468e-05, 5.35578369e-05, 5.19095649e-05, 5.04257931e-05,
       4.90901042e-05, 4.78877193e-05, 4.68053343e-05, 4.58309732e-05,
       4.49538549e-05, 4.41642745e-05, 4.34534955e-05, 4.28136534e-05,
       4.22376686e-05, 4.17191680e-05, 4.12524147e-05, 4.08322441e-05,
       4.04540072e-05, 4.01135190e-05, 3.98070121e-05, 3.95310951e-05]), 2005: array([2.89178760e-05, 3.23289715e-05, 3.47167335e-05, 3.63881637e-05,
       3.75581625e-05, 3.83771601e-05, 3.89504572e-05, 3.93517644e-05,
       3.96326789e-05, 3.98293187e-05, 3.99669662e-05, 4.00633193e-05,
       4.01307664e-05, 4.01779792e-05, 4.02110281e-05, 4.02341623e-05,
       4.02503562e-05, 4.02616919e-05, 4.02696269e-05, 4.02751814e-05,
       4.02790695e-05, 4.02817912e-05, 4.02836964e-05, 4.02850300e-05,
       4.02859635e-05, 4.02866170e-05, 4.02870744e-05, 4.02873946e-05]), 2010: array([6.15246618e-05, 5.31872341e-05, 4.90184599e-05, 4.69340426e-05,
       4.58918189e-05, 4.53706995e-05, 4.51101360e-05, 4.49798524e-05,
       4.49147096e-05, 4.48821377e-05, 4.48658516e-05, 4.48577084e-05,
       4.48536367e-05, 4.48516009e-05, 4.48505829e-05, 4.48500739e-05,
       4.48498195e-05, 4.48496922e-05, 4.48496286e-05, 4.48495968e-05,
       4.48495809e-05, 4.48495729e-05, 4.48495689e-05, 4.48495669e-05,
       4.48495659e-05, 4.48495654e-05, 4.48495652e-05, 4.48495651e-05]), 2015: array([3.37980014e-05, 3.50422112e-05, 3.56643919e-05, 3.59755202e-05,
       3.61311033e-05, 3.62089043e-05, 3.62478096e-05, 3.62672646e-05,
       3.62769933e-05, 3.62818582e-05, 3.62842910e-05, 3.62855075e-05,
       3.62861159e-05, 3.62864201e-05, 3.62865722e-05, 3.62866483e-05,
       3.62866863e-05, 3.62867053e-05, 3.62867148e-05, 3.62867196e-05,
       3.62867220e-05, 3.62867232e-05, 3.62867238e-05, 3.62867240e-05,
       3.62867242e-05, 3.62867243e-05, 3.62867243e-05, 3.62867243e-05]), 2020: array([1.66142236e-05, 1.82279044e-05, 1.96802123e-05, 2.09872850e-05,
       2.21636466e-05, 2.32223685e-05, 2.41752150e-05, 2.50327741e-05,
       2.58045746e-05, 2.64991928e-05, 2.71243471e-05, 2.76869841e-05,
       2.81933557e-05, 2.86490886e-05, 2.90592469e-05, 2.94283881e-05,
       2.97606141e-05, 3.00596165e-05, 3.03287178e-05, 3.05709081e-05,
       3.07888787e-05, 3.09850516e-05, 3.11616066e-05, 3.13205055e-05,
       3.14635141e-05, 3.15922214e-05, 3.17080576e-05, 3.18123098e-05]), 2025: array([4.97811576e-05, 4.59443527e-05, 4.32585845e-05, 4.13785435e-05,
       4.00625124e-05, 3.91412890e-05, 3.84964315e-05, 3.80450305e-05,
       3.77290492e-05, 3.75078619e-05, 3.73530305e-05, 3.72446483e-05,
       3.71687807e-05, 3.71156732e-05, 3.70784979e-05, 3.70524752e-05,
       3.70342592e-05, 3.70215081e-05, 3.70125822e-05, 3.70063341e-05,
       3.70019604e-05, 3.69988988e-05, 3.69967557e-05, 3.69952555e-05,
       3.69942054e-05, 3.69934703e-05, 3.69929558e-05, 3.69925956e-05]), 2030: array([2.57299480e-05, 2.67108529e-05, 2.72013034e-05, 2.74465276e-05,
       2.75691393e-05, 2.76304449e-05, 2.76610975e-05, 2.76764238e-05,
       2.76840869e-05, 2.76879184e-05, 2.76898342e-05, 2.76907921e-05,
       2.76912710e-05, 2.76915105e-05, 2.76916302e-05, 2.76916901e-05,
       2.76917200e-05, 2.76917350e-05, 2.76917424e-05, 2.76917462e-05,
       2.76917481e-05, 2.76917490e-05, 2.76917495e-05, 2.76917497e-05,
       2.76917498e-05, 2.76917499e-05, 2.76917499e-05, 2.76917499e-05]), 2035: array([8.52632982e-06, 9.35888193e-06, 1.01081772e-05, 1.07825414e-05,
       1.13894679e-05, 1.19357005e-05, 1.24273088e-05, 1.28697553e-05,
       1.32679563e-05, 1.36263363e-05, 1.39488777e-05, 1.42391643e-05,
       1.45004216e-05, 1.47355527e-05, 1.49471702e-05, 1.51376256e-05,
       1.53090350e-05, 1.54633032e-05, 1.56021442e-05, 1.57271009e-05,
       1.58395616e-05, 1.59407761e-05, 1.60318689e-05, 1.61138522e-05,
       1.61876370e-05, 1.62540433e-05, 1.63138087e-05, 1.63675975e-05]), 2040: array([1.05401306e-05, 1.01253037e-05, 9.83492486e-06, 9.63165962e-06,
       9.48937393e-06, 9.38977392e-06, 9.32005391e-06, 9.27124989e-06,
       9.23708707e-06, 9.21317310e-06, 9.19643331e-06, 9.18471546e-06,
       9.17651296e-06, 9.17077121e-06, 9.16675198e-06, 9.16393853e-06,
       9.16196910e-06, 9.16059051e-06, 9.15962549e-06, 9.15894998e-06,
       9.15847712e-06, 9.15814612e-06, 9.15791442e-06, 9.15775223e-06,
       9.15763870e-06, 9.15755922e-06, 9.15750359e-06, 9.15746465e-06]), 2045: array([8.02389838e-06, 8.33229553e-06, 8.48650960e-06, 8.56362438e-06,
       8.60218565e-06, 8.62146822e-06, 8.63111047e-06, 8.63593208e-06,
       8.63834313e-06, 8.63954878e-06, 8.64015166e-06, 8.64045313e-06,
       8.64060388e-06, 8.64067927e-06, 8.64071696e-06, 8.64073581e-06,
       8.64074524e-06, 8.64074995e-06, 8.64075231e-06, 8.64075349e-06,
       8.64075408e-06, 8.64075437e-06, 8.64075452e-06, 8.64075459e-06,
       8.64075463e-06, 8.64075465e-06, 8.64075466e-06, 8.64075466e-06]), 2050: array([6.96818023e-06, 8.01366613e-06, 8.53640957e-06, 8.79778153e-06,
       8.92846764e-06, 8.99381076e-06, 9.02648235e-06, 9.04281816e-06,
       9.05098607e-06, 9.05507003e-06, 9.05711201e-06, 9.05813300e-06,
       9.05864350e-06, 9.05889875e-06, 9.05902637e-06, 9.05909018e-06,
       9.05912209e-06, 9.05913804e-06, 9.05914602e-06, 9.05915001e-06,
       9.05915200e-06, 9.05915300e-06, 9.05915350e-06, 9.05915375e-06,
       9.05915387e-06, 9.05915393e-06, 9.05915396e-06, 9.05915398e-06]), 2055: array([4.04599947e-06, 4.49906876e-06, 4.90683097e-06, 5.27381683e-06,
       5.60410398e-06, 5.90136231e-06, 6.16889471e-06, 6.40967378e-06,
       6.62637486e-06, 6.82140577e-06, 6.99693352e-06, 7.15490843e-06,
       7.29708581e-06, 7.42504540e-06, 7.54020899e-06, 7.64385618e-06,
       7.73713862e-06, 7.82109278e-06, 7.89665150e-06, 7.96465433e-06,
       8.02585685e-06, 8.08093909e-06, 8.13051310e-06, 8.17512969e-06,
       8.21528460e-06, 8.25142401e-06, 8.28394947e-06, 8.31322237e-06]), 2060: array([4.80000716e-05, 3.79685746e-05, 3.09465219e-05, 2.60310815e-05,
       2.25902709e-05, 2.01817019e-05, 1.84957024e-05, 1.73155019e-05,
       1.64893610e-05, 1.59110620e-05, 1.55062524e-05, 1.52228854e-05,
       1.50245285e-05, 1.48856785e-05, 1.47884834e-05, 1.47204468e-05,
       1.46728212e-05, 1.46394832e-05, 1.46161466e-05, 1.45998110e-05,
       1.45883761e-05, 1.45803716e-05, 1.45747685e-05, 1.45708463e-05,
       1.45681007e-05, 1.45661788e-05, 1.45648335e-05, 1.45638918e-05]), 2065: array([1.90400897e-05, 1.86510074e-05, 1.84564660e-05, 1.83591952e-05,
       1.83105597e-05, 1.82862419e-05, 1.82740830e-05, 1.82680035e-05,
       1.82649638e-05, 1.82634439e-05, 1.82626840e-05, 1.82623040e-05,
       1.82621140e-05, 1.82620190e-05, 1.82619715e-05, 1.82619478e-05,
       1.82619359e-05, 1.82619300e-05, 1.82619270e-05, 1.82619255e-05,
       1.82619248e-05, 1.82619244e-05, 1.82619242e-05, 1.82619241e-05,
       1.82619241e-05, 1.82619240e-05, 1.82619240e-05, 1.82619240e-05]), 2070: array([4.52867410e-05, 3.48367721e-05, 2.96117790e-05, 2.69992781e-05,
       2.56930256e-05, 2.50398982e-05, 2.47133340e-05, 2.45500516e-05,
       2.44684103e-05, 2.44275896e-05, 2.44071792e-05, 2.43969739e-05,
       2.43918713e-05, 2.43893200e-05, 2.43880444e-05, 2.43874065e-05,
       2.43870876e-05, 2.43869282e-05, 2.43868484e-05, 2.43868086e-05,
       2.43867886e-05, 2.43867787e-05, 2.43867737e-05, 2.43867712e-05,
       2.43867699e-05, 2.43867693e-05, 2.43867690e-05, 2.43867688e-05]), 2075: array([5.61851014e-05, 5.00928321e-05, 4.70462274e-05, 4.55226900e-05,
       4.47608038e-05, 4.43798019e-05, 4.41892715e-05, 4.40939916e-05,
       4.40463444e-05, 4.40225170e-05, 4.40106015e-05, 4.40046429e-05,
       4.40016631e-05, 4.40001730e-05, 4.39994278e-05, 4.39990551e-05,
       4.39988688e-05, 4.39987756e-05, 4.39987290e-05, 4.39987057e-05,
       4.39986940e-05, 4.39986882e-05, 4.39986853e-05, 4.39986838e-05,
       4.39986831e-05, 4.39986827e-05, 4.39986825e-05, 4.39986825e-05]), 2080: array([4.04685665e-05, 4.35622345e-05, 4.51090678e-05, 4.58824842e-05,
       4.62691922e-05, 4.64625461e-05, 4.65592230e-05, 4.66075615e-05,
       4.66317307e-05, 4.66438153e-05, 4.66498576e-05, 4.66528787e-05,
       4.66543893e-05, 4.66551446e-05, 4.66555222e-05, 4.66557111e-05,
       4.66558055e-05, 4.66558527e-05, 4.66558763e-05, 4.66558881e-05,
       4.66558940e-05, 4.66558969e-05, 4.66558984e-05, 4.66558991e-05,
       4.66558995e-05, 4.66558997e-05, 4.66558998e-05, 4.66558998e-05]), 2085: array([2.68585806e-05, 3.07410558e-05, 3.34587745e-05, 3.53611679e-05,
       3.66928365e-05, 3.76249997e-05, 3.82775107e-05, 3.87342660e-05,
       3.90539931e-05, 3.92778009e-05, 3.94344656e-05, 3.95441303e-05,
       3.96208952e-05, 3.96746304e-05, 3.97122448e-05, 3.97385748e-05,
       3.97570056e-05, 3.97699072e-05, 3.97789382e-05, 3.97852599e-05,
       3.97896851e-05, 3.97927827e-05, 3.97949510e-05, 3.97964688e-05,
       3.97975312e-05, 3.97982750e-05, 3.97987956e-05, 3.97991600e-05]), 2090: array([6.03156654e-06, 6.81230816e-06, 7.20267867e-06, 7.39786378e-06,
       7.49545626e-06, 7.54425246e-06, 7.56865055e-06, 7.58084958e-06,
       7.58694909e-06, 7.58999884e-06, 7.59152372e-06, 7.59228616e-06,
       7.59266737e-06, 7.59285798e-06, 7.59295329e-06, 7.59300094e-06,
       7.59302477e-06, 7.59303668e-06, 7.59304264e-06, 7.59304561e-06,
       7.59304710e-06, 7.59304785e-06, 7.59304822e-06, 7.59304841e-06,
       7.59304850e-06, 7.59304855e-06, 7.59304857e-06, 7.59304858e-06]), 2095: array([3.09573198e-05, 3.01795887e-05, 2.96351766e-05, 2.92540879e-05,
       2.89873257e-05, 2.88005920e-05, 2.86698784e-05, 2.85783787e-05,
       2.85143290e-05, 2.84694941e-05, 2.84381097e-05, 2.84161406e-05,
       2.84007622e-05, 2.83899973e-05, 2.83824619e-05, 2.83771871e-05,
       2.83734948e-05, 2.83709101e-05, 2.83691009e-05, 2.83678344e-05,
       2.83669478e-05, 2.83663273e-05, 2.83658929e-05, 2.83655888e-05,
       2.83653759e-05, 2.83652269e-05, 2.83651226e-05, 2.83650496e-05]), 2100: array([7.16122293e-05, 7.07157065e-05, 7.02674416e-05, 7.00433075e-05,
       6.99312395e-05, 6.98752051e-05, 6.98471877e-05, 6.98331789e-05,
       6.98261744e-05, 6.98226722e-05, 6.98209210e-05, 6.98200454e-05,
       6.98196076e-05, 6.98193887e-05, 6.98192793e-05, 6.98192246e-05,
       6.98191972e-05, 6.98191835e-05, 6.98191767e-05, 6.98191733e-05,
       6.98191716e-05, 6.98191707e-05, 6.98191703e-05, 6.98191701e-05,
       6.98191700e-05, 6.98191699e-05, 6.98191699e-05, 6.98191699e-05]), 2105: array([3.15390564e-05, 3.76248674e-05, 4.06689330e-05, 4.21915460e-05,
       4.29531428e-05, 4.33340864e-05, 4.35246308e-05, 4.36199393e-05,
       4.36676118e-05, 4.36914571e-05, 4.37033843e-05, 4.37093501e-05,
       4.37123342e-05, 4.37138268e-05, 4.37145734e-05, 4.37149469e-05,
       4.37151336e-05, 4.37152271e-05, 4.37152738e-05, 4.37152972e-05,
       4.37153089e-05, 4.37153147e-05, 4.37153176e-05, 4.37153191e-05,
       4.37153198e-05, 4.37153202e-05, 4.37153204e-05, 4.37153205e-05]), 2110: array([1.09167246e-05, 1.24612400e-05, 1.38513026e-05, 1.51023577e-05,
       1.62283061e-05, 1.72416587e-05, 1.81536752e-05, 1.89744892e-05,
       1.97132210e-05, 2.03780791e-05, 2.09764507e-05, 2.15149847e-05,
       2.19996647e-05, 2.24358764e-05, 2.28284665e-05, 2.31817972e-05,
       2.34997945e-05, 2.37859919e-05, 2.40435692e-05, 2.42753886e-05,
       2.44840258e-05, 2.46717991e-05, 2.48407950e-05, 2.49928911e-05,
       2.51297774e-05, 2.52529750e-05, 2.53638527e-05, 2.54636426e-05]), 2115: array([1.10073632e-05, 1.30907708e-05, 1.41324769e-05, 1.46533311e-05,
       1.49137588e-05, 1.50439730e-05, 1.51090802e-05, 1.51416339e-05,
       1.51579107e-05, 1.51660492e-05, 1.51701184e-05, 1.51721531e-05,
       1.51731704e-05, 1.51736790e-05, 1.51739334e-05, 1.51740605e-05,
       1.51741241e-05, 1.51741559e-05, 1.51741718e-05, 1.51741797e-05,
       1.51741837e-05, 1.51741857e-05, 1.51741867e-05, 1.51741872e-05,
       1.51741874e-05, 1.51741876e-05, 1.51741876e-05, 1.51741877e-05]), 2120: array([4.27260832e-06, 4.27210291e-06, 4.27164805e-06, 4.27123867e-06,
       4.27087023e-06, 4.27053863e-06, 4.27024020e-06, 4.26997160e-06,
       4.26972987e-06, 4.26951231e-06, 4.26931650e-06, 4.26914028e-06,
       4.26898168e-06, 4.26883894e-06, 4.26871047e-06, 4.26859485e-06,
       4.26849079e-06, 4.26839714e-06, 4.26831285e-06, 4.26823699e-06,
       4.26816872e-06, 4.26810728e-06, 4.26805197e-06, 4.26800220e-06,
       4.26795741e-06, 4.26791710e-06, 4.26788081e-06, 4.26784816e-06]), 2125: array([4.81645421e-06, 4.82634976e-06, 4.83129754e-06, 4.83377143e-06,
       4.83500837e-06, 4.83562685e-06, 4.83593608e-06, 4.83609070e-06,
       4.83616801e-06, 4.83620666e-06, 4.83622599e-06, 4.83623565e-06,
       4.83624049e-06, 4.83624290e-06, 4.83624411e-06, 4.83624471e-06,
       4.83624502e-06, 4.83624517e-06, 4.83624524e-06, 4.83624528e-06,
       4.83624530e-06, 4.83624531e-06, 4.83624531e-06, 4.83624532e-06,
       4.83624532e-06, 4.83624532e-06, 4.83624532e-06, 4.83624532e-06]), 2130: array([5.53551522e-05, 4.54631916e-05, 3.85388134e-05, 3.36917447e-05,
       3.02987938e-05, 2.79237262e-05, 2.62611775e-05, 2.50973925e-05,
       2.42827422e-05, 2.37124866e-05, 2.33133074e-05, 2.30338817e-05,
       2.28382835e-05, 2.27013647e-05, 2.26055214e-05, 2.25384311e-05,
       2.24914678e-05, 2.24585935e-05, 2.24355814e-05, 2.24194730e-05,
       2.24081971e-05, 2.24003039e-05, 2.23947787e-05, 2.23909111e-05,
       2.23882037e-05, 2.23863086e-05, 2.23849819e-05, 2.23840533e-05]), 2135: array([6.78200257e-05, 5.98479149e-05, 5.42673620e-05, 5.03609223e-05,
       4.76263776e-05, 4.57121705e-05, 4.43722075e-05, 4.34342207e-05,
       4.27776211e-05, 4.23179952e-05, 4.19962527e-05, 4.17710299e-05,
       4.16133718e-05, 4.15030097e-05, 4.14257551e-05, 4.13716762e-05,
       4.13338205e-05, 4.13073211e-05, 4.12887713e-05, 4.12757863e-05,
       4.12666966e-05, 4.12603338e-05, 4.12558797e-05, 4.12527618e-05,
       4.12505793e-05, 4.12490515e-05, 4.12479820e-05, 4.12472334e-05]), 2140: array([4.57092905e-05, 4.43608333e-05, 4.34169102e-05, 4.27561619e-05,
       4.22936365e-05, 4.19698677e-05, 4.17432289e-05, 4.15845811e-05,
       4.14735273e-05, 4.13957894e-05, 4.13413727e-05, 4.13032809e-05,
       4.12766166e-05, 4.12579515e-05, 4.12448858e-05, 4.12357399e-05,
       4.12293377e-05, 4.12248561e-05, 4.12217190e-05, 4.12195231e-05,
       4.12179859e-05, 4.12169098e-05, 4.12161566e-05, 4.12156293e-05,
       4.12152603e-05, 4.12150019e-05, 4.12148210e-05, 4.12146945e-05]), 2145: array([1.63216880e-05, 1.94409507e-05, 2.10005824e-05, 2.17803985e-05,
       2.21703066e-05, 2.23652607e-05, 2.24627378e-05, 2.25114763e-05,
       2.25358456e-05, 2.25480303e-05, 2.25541226e-05, 2.25571687e-05,
       2.25586918e-05, 2.25594534e-05, 2.25598341e-05, 2.25600245e-05,
       2.25601197e-05, 2.25601673e-05, 2.25601911e-05, 2.25602030e-05,
       2.25602090e-05, 2.25602119e-05, 2.25602134e-05, 2.25602142e-05,
       2.25602145e-05, 2.25602147e-05, 2.25602148e-05, 2.25602149e-05]), 2150: array([1.46579436e-05, 1.23367501e-05, 1.11761528e-05, 1.05958539e-05,
       1.03057043e-05, 1.01606295e-05, 1.00880920e-05, 1.00518233e-05,
       1.00336889e-05, 1.00246217e-05, 1.00200881e-05, 1.00178213e-05,
       1.00166879e-05, 1.00161212e-05, 1.00158378e-05, 1.00156962e-05,
       1.00156253e-05, 1.00155899e-05, 1.00155722e-05, 1.00155633e-05,
       1.00155589e-05, 1.00155567e-05, 1.00155556e-05, 1.00155550e-05,
       1.00155548e-05, 1.00155546e-05, 1.00155546e-05, 1.00155545e-05]), 2155: array([1.17768417e-05, 1.25226265e-05, 1.29142994e-05, 1.31199991e-05,
       1.32280289e-05, 1.32847642e-05, 1.33145606e-05, 1.33302091e-05,
       1.33384274e-05, 1.33427435e-05, 1.33450103e-05, 1.33462007e-05,
       1.33468260e-05, 1.33471543e-05, 1.33473267e-05, 1.33474173e-05,
       1.33474649e-05, 1.33474898e-05, 1.33475030e-05, 1.33475099e-05,
       1.33475135e-05, 1.33475154e-05, 1.33475164e-05, 1.33475169e-05,
       1.33475172e-05, 1.33475173e-05, 1.33475174e-05, 1.33475174e-05]), 2160: array([4.00742329e-06, 4.19068038e-06, 4.37027214e-06, 4.54627190e-06,
       4.71875149e-06, 4.88778133e-06, 5.05343041e-06, 5.21576635e-06,
       5.37485541e-06, 5.53076255e-06, 5.68355139e-06, 5.83328431e-06,
       5.98002243e-06, 6.12382564e-06, 6.26475265e-06, 6.40286099e-06,
       6.53820703e-06, 6.67084602e-06, 6.80083211e-06, 6.92821834e-06,
       7.05305674e-06, 7.17539824e-06, 7.29529280e-06, 7.41278935e-06,
       7.52793586e-06, 7.64077933e-06, 7.75136582e-06, 7.85974047e-06]), 2165: array([1.00456331e-05, 1.00209051e-05, 1.00085410e-05, 1.00023590e-05,
       9.99926802e-06, 9.99772251e-06, 9.99694976e-06, 9.99656338e-06,
       9.99637019e-06, 9.99627360e-06, 9.99622530e-06, 9.99620115e-06,
       9.99618908e-06, 9.99618304e-06, 9.99618002e-06, 9.99617851e-06,
       9.99617776e-06, 9.99617738e-06, 9.99617719e-06, 9.99617710e-06,
       9.99617705e-06, 9.99617703e-06, 9.99617701e-06, 9.99617701e-06,
       9.99617701e-06, 9.99617700e-06, 9.99617700e-06, 9.99617700e-06]), 2170: array([1.36698057e-05, 1.36408810e-05, 1.36148488e-05, 1.35914199e-05,
       1.35703338e-05, 1.35513563e-05, 1.35342766e-05, 1.35189048e-05,
       1.35050702e-05, 1.34926191e-05, 1.34814131e-05, 1.34713276e-05,
       1.34622508e-05, 1.34540816e-05, 1.34467293e-05, 1.34401122e-05,
       1.34341569e-05, 1.34287971e-05, 1.34239732e-05, 1.34196318e-05,
       1.34157245e-05, 1.34122079e-05, 1.34090430e-05, 1.34061945e-05,
       1.34036310e-05, 1.34013237e-05, 1.33992472e-05, 1.33973784e-05]), 2175: array([1.64498860e-05, 1.64312802e-05, 1.64145350e-05, 1.63994644e-05,
       1.63859008e-05, 1.63736935e-05, 1.63627070e-05, 1.63528191e-05,
       1.63439201e-05, 1.63359109e-05, 1.63287026e-05, 1.63222152e-05,
       1.63163765e-05, 1.63111217e-05, 1.63063923e-05, 1.63021359e-05,
       1.62983052e-05, 1.62948575e-05, 1.62917545e-05, 1.62889619e-05,
       1.62864485e-05, 1.62841865e-05, 1.62821507e-05, 1.62803184e-05,
       1.62786694e-05, 1.62771853e-05, 1.62758496e-05, 1.62746475e-05]), 2180: array([2.59651632e-05, 2.59756720e-05, 2.59809264e-05, 2.59835536e-05,
       2.59848672e-05, 2.59855240e-05, 2.59858524e-05, 2.59860166e-05,
       2.59860987e-05, 2.59861397e-05, 2.59861603e-05, 2.59861705e-05,
       2.59861757e-05, 2.59861782e-05, 2.59861795e-05, 2.59861802e-05,
       2.59861805e-05, 2.59861806e-05, 2.59861807e-05, 2.59861808e-05,
       2.59861808e-05, 2.59861808e-05, 2.59861808e-05, 2.59861808e-05,
       2.59861808e-05, 2.59861808e-05, 2.59861808e-05, 2.59861808e-05]), 2185: array([2.47976347e-05, 2.48260907e-05, 2.48517010e-05, 2.48747503e-05,
       2.48954946e-05, 2.49141645e-05, 2.49309674e-05, 2.49460899e-05,
       2.49597002e-05, 2.49719495e-05, 2.49829738e-05, 2.49928956e-05,
       2.50018253e-05, 2.50098620e-05, 2.50170950e-05, 2.50236047e-05,
       2.50294634e-05, 2.50347362e-05, 2.50394818e-05, 2.50437528e-05,
       2.50475967e-05, 2.50510562e-05, 2.50541697e-05, 2.50569719e-05,
       2.50594939e-05, 2.50617636e-05, 2.50638064e-05, 2.50656449e-05]), 2190: array([1.08078778e-05, 1.12385368e-05, 1.14538661e-05, 1.15615307e-05,
       1.16153629e-05, 1.16422790e-05, 1.16557370e-05, 1.16624660e-05,
       1.16658305e-05, 1.16675127e-05, 1.16683539e-05, 1.16687744e-05,
       1.16689847e-05, 1.16690898e-05, 1.16691424e-05, 1.16691687e-05,
       1.16691818e-05, 1.16691884e-05, 1.16691917e-05, 1.16691933e-05,
       1.16691942e-05, 1.16691946e-05, 1.16691948e-05, 1.16691949e-05,
       1.16691949e-05, 1.16691950e-05, 1.16691950e-05, 1.16691950e-05]), 2195: array([1.15826040e-05, 1.15784821e-05, 1.15764212e-05, 1.15753907e-05,
       1.15748755e-05, 1.15746179e-05, 1.15744891e-05, 1.15744247e-05,
       1.15743925e-05, 1.15743764e-05, 1.15743683e-05, 1.15743643e-05,
       1.15743623e-05, 1.15743613e-05, 1.15743608e-05, 1.15743605e-05,
       1.15743604e-05, 1.15743603e-05, 1.15743603e-05, 1.15743603e-05,
       1.15743603e-05, 1.15743603e-05, 1.15743603e-05, 1.15743603e-05,
       1.15743603e-05, 1.15743603e-05, 1.15743603e-05, 1.15743603e-05]), 2200: array([8.28263206e-05, 6.77360015e-05, 5.71727606e-05, 4.97784798e-05,
       4.46024748e-05, 4.09792652e-05, 3.84430144e-05, 3.66676358e-05,
       3.54248688e-05, 3.45549305e-05, 3.39459726e-05, 3.35197014e-05,
       3.32213111e-05, 3.30124375e-05, 3.28662258e-05, 3.27638774e-05,
       3.26922334e-05, 3.26420825e-05, 3.26069769e-05, 3.25824029e-05,
       3.25652010e-05, 3.25531597e-05, 3.25447308e-05, 3.25388305e-05,
       3.25347003e-05, 3.25318092e-05, 3.25297854e-05, 3.25283687e-05]), 2205: array([4.65295044e-05, 4.76711250e-05, 4.82990728e-05, 4.86444752e-05,
       4.88344636e-05, 4.89389666e-05, 4.89964484e-05, 4.90280663e-05,
       4.90454577e-05, 4.90550238e-05, 4.90602856e-05, 4.90631799e-05,
       4.90647719e-05, 4.90656476e-05, 4.90661292e-05, 4.90663942e-05,
       4.90665399e-05, 4.90666201e-05, 4.90666642e-05, 4.90666884e-05,
       4.90667017e-05, 4.90667091e-05, 4.90667131e-05, 4.90667153e-05,
       4.90667166e-05, 4.90667172e-05, 4.90667176e-05, 4.90667178e-05]), 2210: array([0.00043122, 0.00036296, 0.00031516, 0.00028168, 0.00025824,
       0.00024182, 0.00023032, 0.00022227, 0.00021663, 0.00021268,
       0.00020992, 0.00020798, 0.00020662, 0.00020567, 0.00020501,
       0.00020454, 0.00020422, 0.00020399, 0.00020383, 0.00020372,
       0.00020364, 0.00020358, 0.00020354, 0.00020352, 0.0002035 ,
       0.00020348, 0.00020347, 0.00020347]), 2215: array([0.00039792, 0.00041205, 0.00042619, 0.00044032, 0.00045446,
       0.00046859, 0.00048272, 0.00049686, 0.00051099, 0.00052512,
       0.00053926, 0.00055339, 0.00056752, 0.00058166, 0.00059579,
       0.00060992, 0.00062406, 0.00063819, 0.00065232, 0.00066646,
       0.00068059, 0.00069473, 0.00070886, 0.00072299, 0.00073713,
       0.00075126, 0.00076539, 0.00077953]), 2220: array([0.00020272, 0.00016776, 0.00014853, 0.00013795, 0.00013213,
       0.00012894, 0.00012718, 0.00012621, 0.00012568, 0.00012538,
       0.00012522, 0.00012513, 0.00012508, 0.00012506, 0.00012504,
       0.00012503, 0.00012503, 0.00012503, 0.00012503, 0.00012503,
       0.00012503, 0.00012503, 0.00012502, 0.00012502, 0.00012502,
       0.00012502, 0.00012502, 0.00012502]), 2225: array([0.00024933, 0.00019944, 0.000172  , 0.0001569 , 0.0001486 ,
       0.00014403, 0.00014152, 0.00014014, 0.00013938, 0.00013896,
       0.00013873, 0.00013861, 0.00013854, 0.0001385 , 0.00013848,
       0.00013847, 0.00013846, 0.00013846, 0.00013845, 0.00013845,
       0.00013845, 0.00013845, 0.00013845, 0.00013845, 0.00013845,
       0.00013845, 0.00013845, 0.00013845]), 2230: array([7.58715226e-05, 9.07943113e-05, 9.82557905e-05, 1.01986573e-04,
       1.03851985e-04, 1.04784701e-04, 1.05251065e-04, 1.05484250e-04,
       1.05600843e-04, 1.05659141e-04, 1.05688290e-04, 1.05702864e-04,
       1.05710152e-04, 1.05713796e-04, 1.05715617e-04, 1.05716528e-04,
       1.05716984e-04, 1.05717212e-04, 1.05717326e-04, 1.05717382e-04,
       1.05717411e-04, 1.05717425e-04, 1.05717432e-04, 1.05717436e-04,
       1.05717438e-04, 1.05717439e-04, 1.05717439e-04, 1.05717439e-04]), 2235: array([3.20332162e-05, 3.54344943e-05, 3.84956266e-05, 4.12506294e-05,
       4.37301173e-05, 4.59616432e-05, 4.79700048e-05, 4.97775195e-05,
       5.14042732e-05, 5.28683428e-05, 5.41859978e-05, 5.53718803e-05,
       5.64391682e-05, 5.73997217e-05, 5.82642147e-05, 5.90422539e-05,
       5.97424850e-05, 6.03726892e-05, 6.09398698e-05, 6.14503292e-05,
       6.19097400e-05, 6.23232073e-05, 6.26953257e-05, 6.30302302e-05,
       6.33316425e-05, 6.36029120e-05, 6.38470531e-05, 6.40667788e-05]), 2240: array([6.66434094e-05, 6.05974815e-05, 5.75701429e-05, 5.60542832e-05,
       5.52952565e-05, 5.49151940e-05, 5.47248877e-05, 5.46295969e-05,
       5.45818825e-05, 5.45579908e-05, 5.45460277e-05, 5.45400374e-05,
       5.45370380e-05, 5.45355361e-05, 5.45347841e-05, 5.45344075e-05,
       5.45342189e-05, 5.45341245e-05, 5.45340773e-05, 5.45340536e-05,
       5.45340417e-05, 5.45340358e-05, 5.45340328e-05, 5.45340313e-05,
       5.45340306e-05, 5.45340302e-05, 5.45340300e-05, 5.45340299e-05]), 2245: array([2.79456442e-05, 3.24243580e-05, 3.46637088e-05, 3.57833813e-05,
       3.63432161e-05, 3.66231327e-05, 3.67630906e-05, 3.68330694e-05,
       3.68680587e-05, 3.68855533e-05, 3.68943006e-05, 3.68986742e-05,
       3.69008610e-05, 3.69019544e-05, 3.69025011e-05, 3.69027745e-05,
       3.69029111e-05, 3.69029795e-05, 3.69030137e-05, 3.69030307e-05,
       3.69030393e-05, 3.69030435e-05, 3.69030457e-05, 3.69030468e-05,
       3.69030473e-05, 3.69030476e-05, 3.69030477e-05, 3.69030478e-05]), 2250: array([2.15848868e-05, 2.59095122e-05, 2.69301990e-05, 2.71710988e-05,
       2.72279554e-05, 2.72413745e-05, 2.72445416e-05, 2.72452891e-05,
       2.72454656e-05, 2.72455072e-05, 2.72455170e-05, 2.72455194e-05,
       2.72455199e-05, 2.72455200e-05, 2.72455201e-05, 2.72455201e-05,
       2.72455201e-05, 2.72455201e-05, 2.72455201e-05, 2.72455201e-05,
       2.72455201e-05, 2.72455201e-05, 2.72455201e-05, 2.72455201e-05,
       2.72455201e-05, 2.72455201e-05, 2.72455201e-05, 2.72455201e-05]), 2255: array([3.34829182e-05, 3.63355759e-05, 3.70707038e-05, 3.72601458e-05,
       3.73089648e-05, 3.73215455e-05, 3.73247875e-05, 3.73256230e-05,
       3.73258383e-05, 3.73258938e-05, 3.73259081e-05, 3.73259117e-05,
       3.73259127e-05, 3.73259129e-05, 3.73259130e-05, 3.73259130e-05,
       3.73259130e-05, 3.73259130e-05, 3.73259130e-05, 3.73259130e-05,
       3.73259130e-05, 3.73259130e-05, 3.73259130e-05, 3.73259130e-05,
       3.73259130e-05, 3.73259130e-05, 3.73259130e-05, 3.73259130e-05]), 2260: array([2.93317518e-05, 3.42147195e-05, 3.66562186e-05, 3.78769756e-05,
       3.84873580e-05, 3.87925510e-05, 3.89451485e-05, 3.90214477e-05,
       3.90595976e-05, 3.90786726e-05, 3.90882102e-05, 3.90929790e-05,
       3.90953634e-05, 3.90965557e-05, 3.90971518e-05, 3.90974498e-05,
       3.90975989e-05, 3.90976734e-05, 3.90977106e-05, 3.90977293e-05,
       3.90977386e-05, 3.90977432e-05, 3.90977456e-05, 3.90977467e-05,
       3.90977473e-05, 3.90977476e-05, 3.90977477e-05, 3.90977478e-05]), 2265: array([3.35017896e-05, 3.31573635e-05, 3.29162650e-05, 3.27474960e-05,
       3.26293575e-05, 3.25466606e-05, 3.24887726e-05, 3.24482511e-05,
       3.24198859e-05, 3.24000303e-05, 3.23861314e-05, 3.23764021e-05,
       3.23695917e-05, 3.23648243e-05, 3.23614872e-05, 3.23591512e-05,
       3.23575160e-05, 3.23563713e-05, 3.23555701e-05, 3.23550092e-05,
       3.23546166e-05, 3.23543418e-05, 3.23541494e-05, 3.23540147e-05,
       3.23539204e-05, 3.23538544e-05, 3.23538083e-05, 3.23537759e-05]), 2270: array([3.52422090e-05, 3.54864798e-05, 3.56086153e-05, 3.56696831e-05,
       3.57002171e-05, 3.57154841e-05, 3.57231176e-05, 3.57269344e-05,
       3.57288428e-05, 3.57297970e-05, 3.57302741e-05, 3.57305126e-05,
       3.57306319e-05, 3.57306915e-05, 3.57307213e-05, 3.57307362e-05,
       3.57307437e-05, 3.57307474e-05, 3.57307493e-05, 3.57307502e-05,
       3.57307507e-05, 3.57307509e-05, 3.57307510e-05, 3.57307511e-05,
       3.57307511e-05, 3.57307511e-05, 3.57307511e-05, 3.57307511e-05]), 2275: array([2.20553709e-05, 2.30913623e-05, 2.36093579e-05, 2.38683557e-05,
       2.39978546e-05, 2.40626040e-05, 2.40949787e-05, 2.41111660e-05,
       2.41192597e-05, 2.41233065e-05, 2.41253299e-05, 2.41263417e-05,
       2.41268475e-05, 2.41271004e-05, 2.41272269e-05, 2.41272901e-05,
       2.41273218e-05, 2.41273376e-05, 2.41273455e-05, 2.41273494e-05,
       2.41273514e-05, 2.41273524e-05, 2.41273529e-05, 2.41273531e-05,
       2.41273532e-05, 2.41273533e-05, 2.41273533e-05, 2.41273534e-05]), 2280: array([2.02328554e-04, 1.36013624e-04, 1.02805388e-04, 8.61758456e-05,
       7.78483428e-05, 7.36782159e-05, 7.15899597e-05, 7.05442329e-05,
       7.00205689e-05, 6.97583359e-05, 6.96270187e-05, 6.95612595e-05,
       6.95283296e-05, 6.95118395e-05, 6.95035817e-05, 6.94994466e-05,
       6.94973758e-05, 6.94963388e-05, 6.94958196e-05, 6.94955595e-05,
       6.94954293e-05, 6.94953641e-05, 6.94953315e-05, 6.94953151e-05,
       6.94953069e-05, 6.94953028e-05, 6.94953008e-05, 6.94952997e-05]), 2285: array([0.00095179, 0.00078041, 0.00065734, 0.00056895, 0.00050547,
       0.00045989, 0.00042715, 0.00040364, 0.00038675, 0.00037463,
       0.00036592, 0.00035966, 0.00035517, 0.00035195, 0.00034963,
       0.00034797, 0.00034677, 0.00034592, 0.0003453 , 0.00034486,
       0.00034454, 0.00034431, 0.00034415, 0.00034403, 0.00034394,
       0.00034388, 0.00034384, 0.00034381]), 2290: array([0.00018453, 0.00025204, 0.00029338, 0.00031869, 0.00033419,
       0.00034368, 0.00034949, 0.00035305, 0.00035523, 0.00035656,
       0.00035738, 0.00035788, 0.00035819, 0.00035837, 0.00035849,
       0.00035856, 0.0003586 , 0.00035863, 0.00035865, 0.00035866,
       0.00035866, 0.00035867, 0.00035867, 0.00035867, 0.00035867,
       0.00035867, 0.00035867, 0.00035867]), 2295: array([0.00019518, 0.00020096, 0.00020501, 0.00020784, 0.00020982,
       0.00021121, 0.00021218, 0.00021286, 0.00021333, 0.00021366,
       0.0002139 , 0.00021406, 0.00021418, 0.00021426, 0.00021431,
       0.00021435, 0.00021438, 0.0002144 , 0.00021441, 0.00021442,
       0.00021443, 0.00021443, 0.00021443, 0.00021444, 0.00021444,
       0.00021444, 0.00021444, 0.00021444]), 2300: array([0.00075308, 0.00078049, 0.00080789, 0.00083529, 0.00086269,
       0.0008901 , 0.0009175 , 0.0009449 , 0.0009723 , 0.0009997 ,
       0.0010271 , 0.0010545 , 0.0010819 , 0.0011093 , 0.0011367 ,
       0.0011641 , 0.0011915 , 0.0012189 , 0.0012463 , 0.0012737 ,
       0.0013011 , 0.00132849, 0.00135589, 0.00138329, 0.00141069,
       0.00143808, 0.00146548, 0.00149288]), 2305: array([8.28560830e-05, 9.31147960e-05, 1.00295739e-04, 1.05322289e-04,
       1.08840798e-04, 1.11303700e-04, 1.13027694e-04, 1.14234464e-04,
       1.15079184e-04, 1.15670475e-04, 1.16084370e-04, 1.16374090e-04,
       1.16576890e-04, 1.16718846e-04, 1.16818214e-04, 1.16887770e-04,
       1.16936458e-04, 1.16970539e-04, 1.16994395e-04, 1.17011093e-04,
       1.17022782e-04, 1.17030965e-04, 1.17036692e-04, 1.17040701e-04,
       1.17043507e-04, 1.17045472e-04, 1.17046847e-04, 1.17047809e-04]), 2310: array([1.18015087e-04, 9.96776042e-05, 9.05019989e-05, 8.59107618e-05,
       8.36134248e-05, 8.24638964e-05, 8.18887020e-05, 8.16008894e-05,
       8.14568755e-05, 8.13848146e-05, 8.13487571e-05, 8.13307149e-05,
       8.13216871e-05, 8.13171698e-05, 8.13149094e-05, 8.13137784e-05,
       8.13132125e-05, 8.13129293e-05, 8.13127876e-05, 8.13127167e-05,
       8.13126812e-05, 8.13126635e-05, 8.13126546e-05, 8.13126501e-05,
       8.13126479e-05, 8.13126468e-05, 8.13126462e-05, 8.13126460e-05]), 2315: array([9.56920199e-05, 1.01876147e-04, 1.05277485e-04, 1.07148259e-04,
       1.08177205e-04, 1.08743136e-04, 1.09054405e-04, 1.09225606e-04,
       1.09319769e-04, 1.09371559e-04, 1.09400044e-04, 1.09415712e-04,
       1.09424329e-04, 1.09429068e-04, 1.09431675e-04, 1.09433109e-04,
       1.09433897e-04, 1.09434331e-04, 1.09434570e-04, 1.09434701e-04,
       1.09434773e-04, 1.09434813e-04, 1.09434835e-04, 1.09434847e-04,
       1.09434853e-04, 1.09434857e-04, 1.09434859e-04, 1.09434860e-04]), 2320: array([6.11323156e-05, 6.65363905e-05, 7.03192554e-05, 7.29672695e-05,
       7.48208855e-05, 7.61184209e-05, 7.70266987e-05, 7.76624952e-05,
       7.81075543e-05, 7.84190966e-05, 7.86371770e-05, 7.87898337e-05,
       7.88966938e-05, 7.89714961e-05, 7.90238579e-05, 7.90605112e-05,
       7.90861687e-05, 7.91041289e-05, 7.91167012e-05, 7.91255018e-05,
       7.91316622e-05, 7.91359745e-05, 7.91389931e-05, 7.91411062e-05,
       7.91425853e-05, 7.91436207e-05, 7.91443455e-05, 7.91448529e-05]), 2325: array([1.39916437e-05, 1.50040838e-05, 1.57127898e-05, 1.62088825e-05,
       1.65561463e-05, 1.67992303e-05, 1.69693885e-05, 1.70884990e-05,
       1.71718760e-05, 1.72302398e-05, 1.72710943e-05, 1.72996923e-05,
       1.73197109e-05, 1.73337239e-05, 1.73435330e-05, 1.73503993e-05,
       1.73552057e-05, 1.73585701e-05, 1.73609253e-05, 1.73625739e-05,
       1.73637279e-05, 1.73645357e-05, 1.73651011e-05, 1.73654969e-05,
       1.73657740e-05, 1.73659680e-05, 1.73661037e-05, 1.73661988e-05]), 2330: array([6.76723277e-06, 7.84098529e-06, 8.37786176e-06, 8.64630009e-06,
       8.78051931e-06, 8.84762895e-06, 8.88118378e-06, 8.89796120e-06,
       8.90634991e-06, 8.91054427e-06, 8.91264145e-06, 8.91369004e-06,
       8.91421434e-06, 8.91447648e-06, 8.91460756e-06, 8.91467309e-06,
       8.91470586e-06, 8.91472225e-06, 8.91473044e-06, 8.91473454e-06,
       8.91473658e-06, 8.91473761e-06, 8.91473812e-06, 8.91473838e-06,
       8.91473850e-06, 8.91473857e-06, 8.91473860e-06, 8.91473862e-06]), 2335: array([6.42769882e-06, 7.29298715e-06, 7.72563146e-06, 7.94195367e-06,
       8.05011482e-06, 8.10419540e-06, 8.13123571e-06, 8.14475586e-06,
       8.15151594e-06, 8.15489598e-06, 8.15658600e-06, 8.15743102e-06,
       8.15785352e-06, 8.15806477e-06, 8.15817040e-06, 8.15822321e-06,
       8.15824962e-06, 8.15826282e-06, 8.15826942e-06, 8.15827273e-06,
       8.15827438e-06, 8.15827520e-06, 8.15827561e-06, 8.15827582e-06,
       8.15827592e-06, 8.15827597e-06, 8.15827600e-06, 8.15827601e-06]), 2340: array([1.86106856e-05, 2.10771370e-05, 2.14252421e-05, 2.14743722e-05,
       2.14813062e-05, 2.14822849e-05, 2.14824230e-05, 2.14824425e-05,
       2.14824452e-05, 2.14824456e-05, 2.14824457e-05, 2.14824457e-05,
       2.14824457e-05, 2.14824457e-05, 2.14824457e-05, 2.14824457e-05,
       2.14824457e-05, 2.14824457e-05, 2.14824457e-05, 2.14824457e-05,
       2.14824457e-05, 2.14824457e-05, 2.14824457e-05, 2.14824457e-05,
       2.14824457e-05, 2.14824457e-05, 2.14824457e-05, 2.14824457e-05]), 2345: array([3.46592772e-05, 2.83032038e-05, 2.51251670e-05, 2.35361486e-05,
       2.27416393e-05, 2.23443847e-05, 2.21457574e-05, 2.20464437e-05,
       2.19967869e-05, 2.19719585e-05, 2.19595443e-05, 2.19533372e-05,
       2.19502336e-05, 2.19486818e-05, 2.19479059e-05, 2.19475180e-05,
       2.19473240e-05, 2.19472270e-05, 2.19471785e-05, 2.19471543e-05,
       2.19471422e-05, 2.19471361e-05, 2.19471331e-05, 2.19471316e-05,
       2.19471308e-05, 2.19471304e-05, 2.19471302e-05, 2.19471302e-05]), 2350: array([0.00063492, 0.00049687, 0.00039913, 0.00032992, 0.00028092,
       0.00024623, 0.00022166, 0.00020427, 0.00019195, 0.00018323,
       0.00017706, 0.00017269, 0.0001696 , 0.0001674 , 0.00016585,
       0.00016475, 0.00016398, 0.00016343, 0.00016304, 0.00016276,
       0.00016256, 0.00016243, 0.00016233, 0.00016226, 0.00016221,
       0.00016217, 0.00016215, 0.00016213]), 2355: array([0.00122168, 0.00109051, 0.00098275, 0.00089421, 0.00082147,
       0.00076171, 0.00071262, 0.00067228, 0.00063914, 0.00061191,
       0.00058954, 0.00057116, 0.00055607, 0.00054366, 0.00053347,
       0.0005251 , 0.00051822, 0.00051257, 0.00050792, 0.00050411,
       0.00050098, 0.0004984 , 0.00049629, 0.00049455, 0.00049312,
       0.00049195, 0.00049098, 0.00049019]), 2360: array([0.00019174, 0.00024973, 0.00029301, 0.00032531, 0.00034942,
       0.00036741, 0.00038084, 0.00039086, 0.00039834, 0.00040392,
       0.00040809, 0.0004112 , 0.00041352, 0.00041525, 0.00041654,
       0.00041751, 0.00041823, 0.00041877, 0.00041917, 0.00041947,
       0.00041969, 0.00041986, 0.00041998, 0.00042007, 0.00042014,
       0.0004202 , 0.00042023, 0.00042026]), 2365: array([0.00033482, 0.00026433, 0.00022909, 0.00021147, 0.00020266,
       0.00019825, 0.00019605, 0.00019494, 0.00019439, 0.00019412,
       0.00019398, 0.00019391, 0.00019388, 0.00019386, 0.00019385,
       0.00019385, 0.00019385, 0.00019384, 0.00019384, 0.00019384,
       0.00019384, 0.00019384, 0.00019384, 0.00019384, 0.00019384,
       0.00019384, 0.00019384, 0.00019384]), 2370: array([0.0007546 , 0.00062925, 0.00053508, 0.00046434, 0.0004112 ,
       0.00037128, 0.00034129, 0.00031877, 0.00030185, 0.00028913,
       0.00027958, 0.00027241, 0.00026702, 0.00026297, 0.00025993,
       0.00025765, 0.00025593, 0.00025464, 0.00025367, 0.00025294,
       0.0002524 , 0.00025199, 0.00025168, 0.00025145, 0.00025127,
       0.00025114, 0.00025104, 0.00025097]), 2375: array([0.00028348, 0.00028909, 0.00029303, 0.00029581, 0.00029776,
       0.00029913, 0.00030009, 0.00030077, 0.00030124, 0.00030158,
       0.00030181, 0.00030198, 0.0003021 , 0.00030218, 0.00030223,
       0.00030228, 0.0003023 , 0.00030232, 0.00030234, 0.00030235,
       0.00030235, 0.00030236, 0.00030236, 0.00030237, 0.00030237,
       0.00030237, 0.00030237, 0.00030237]), 2380: array([0.00017969, 0.00019047, 0.0001978 , 0.00020277, 0.00020615,
       0.00020845, 0.00021001, 0.00021107, 0.00021179, 0.00021228,
       0.00021261, 0.00021284, 0.00021299, 0.0002131 , 0.00021317,
       0.00021322, 0.00021325, 0.00021327, 0.00021329, 0.0002133 ,
       0.0002133 , 0.00021331, 0.00021331, 0.00021331, 0.00021332,
       0.00021332, 0.00021332, 0.00021332]), 2385: array([3.76215646e-05, 4.45260645e-05, 4.79879564e-05, 4.97237368e-05,
       5.05940510e-05, 5.10304234e-05, 5.12492190e-05, 5.13589224e-05,
       5.14139273e-05, 5.14415065e-05, 5.14553346e-05, 5.14622680e-05,
       5.14657444e-05, 5.14674874e-05, 5.14683614e-05, 5.14687996e-05,
       5.14690193e-05, 5.14691295e-05, 5.14691847e-05, 5.14692124e-05,
       5.14692263e-05, 5.14692332e-05, 5.14692367e-05, 5.14692385e-05,
       5.14692394e-05, 5.14692398e-05, 5.14692400e-05, 5.14692401e-05]), 2390: array([6.07300831e-05, 5.31887008e-05, 4.90320851e-05, 4.67410656e-05,
       4.54783147e-05, 4.47823189e-05, 4.43987039e-05, 4.41872652e-05,
       4.40707257e-05, 4.40064921e-05, 4.39710882e-05, 4.39515744e-05,
       4.39408190e-05, 4.39348908e-05, 4.39316234e-05, 4.39298225e-05,
       4.39288299e-05, 4.39282828e-05, 4.39279812e-05, 4.39278150e-05,
       4.39277234e-05, 4.39276729e-05, 4.39276451e-05, 4.39276297e-05,
       4.39276213e-05, 4.39276166e-05, 4.39276140e-05, 4.39276126e-05]), 2395: array([3.86159115e-05, 4.25224400e-05, 4.52569922e-05, 4.71711663e-05,
       4.85110794e-05, 4.94490124e-05, 5.01055613e-05, 5.05651425e-05,
       5.08868473e-05, 5.11120392e-05, 5.12696725e-05, 5.13800150e-05,
       5.14572543e-05, 5.15113215e-05, 5.15491683e-05, 5.15756608e-05,
       5.15942055e-05, 5.16071867e-05, 5.16162735e-05, 5.16226342e-05,
       5.16270866e-05, 5.16302033e-05, 5.16323850e-05, 5.16339122e-05,
       5.16349812e-05, 5.16357295e-05, 5.16362533e-05, 5.16366199e-05]), 2400: array([1.31708044e-05, 1.55618507e-05, 1.67573735e-05, 1.73551348e-05,
       1.76540153e-05, 1.78034555e-05, 1.78781756e-05, 1.79155357e-05,
       1.79342157e-05, 1.79435557e-05, 1.79482257e-05, 1.79505607e-05,
       1.79517282e-05, 1.79523119e-05, 1.79526038e-05, 1.79527498e-05,
       1.79528227e-05, 1.79528592e-05, 1.79528774e-05, 1.79528866e-05,
       1.79528911e-05, 1.79528934e-05, 1.79528946e-05, 1.79528951e-05,
       1.79528954e-05, 1.79528955e-05, 1.79528956e-05, 1.79528957e-05]), 2405: array([7.59262480e-06, 8.01958358e-06, 8.23306304e-06, 8.33980281e-06,
       8.39317272e-06, 8.41985768e-06, 8.43320017e-06, 8.43987141e-06,
       8.44320703e-06, 8.44487485e-06, 8.44570875e-06, 8.44612571e-06,
       8.44633418e-06, 8.44643842e-06, 8.44649054e-06, 8.44651660e-06,
       8.44652963e-06, 8.44653615e-06, 8.44653940e-06, 8.44654103e-06,
       8.44654185e-06, 8.44654225e-06, 8.44654246e-06, 8.44654256e-06,
       8.44654261e-06, 8.44654263e-06, 8.44654265e-06, 8.44654265e-06]), 2410: array([0.00077775, 0.00074885, 0.0007222 , 0.00069764, 0.000675  ,
       0.00065412, 0.00063488, 0.00061714, 0.00060079, 0.00058571,
       0.00057182, 0.000559  , 0.00054719, 0.00053631, 0.00052627,
       0.00051702, 0.00050849, 0.00050063, 0.00049338, 0.0004867 ,
       0.00048054, 0.00047486, 0.00046963, 0.0004648 , 0.00046035,
       0.00045625, 0.00045247, 0.00044899]), 2415: array([0.00149401, 0.00153336, 0.00157272, 0.00161208, 0.00165143,
       0.00169079, 0.00173014, 0.0017695 , 0.00180885, 0.00184821,
       0.00188756, 0.00192692, 0.00196627, 0.00200563, 0.00204498,
       0.00208434, 0.00212369, 0.00216305, 0.0022024 , 0.00224176,
       0.00228111, 0.00232047, 0.00235982, 0.00239918, 0.00243853,
       0.00247789, 0.00251725, 0.0025566 ]), 2420: array([0.00027357, 0.00029963, 0.00031266, 0.00031917, 0.00032243,
       0.00032406, 0.00032487, 0.00032528, 0.00032548, 0.00032559,
       0.00032564, 0.00032566, 0.00032567, 0.00032568, 0.00032568,
       0.00032569, 0.00032569, 0.00032569, 0.00032569, 0.00032569,
       0.00032569, 0.00032569, 0.00032569, 0.00032569, 0.00032569,
       0.00032569, 0.00032569, 0.00032569]), 2425: array([0.00103786, 0.00076773, 0.00059595, 0.0004867 , 0.00041723,
       0.00037305, 0.00034496, 0.00032709, 0.00031573, 0.0003085 ,
       0.00030391, 0.00030098, 0.00029912, 0.00029794, 0.00029719,
       0.00029671, 0.00029641, 0.00029622, 0.00029609, 0.00029602,
       0.00029597, 0.00029593, 0.00029591, 0.0002959 , 0.00029589,
       0.00029589, 0.00029588, 0.00029588]), 2430: array([0.00235401, 0.00209278, 0.00186962, 0.00167897, 0.00151611,
       0.00137699, 0.00125813, 0.0011566 , 0.00106986, 0.00099577,
       0.00093247, 0.00087839, 0.00083219, 0.00079273, 0.00075902,
       0.00073022, 0.00070561, 0.0006846 , 0.00066664, 0.0006513 ,
       0.0006382 , 0.00062701, 0.00061744, 0.00060927, 0.00060229,
       0.00059633, 0.00059124, 0.00058689]), 2435: array([0.00021744, 0.00028467, 0.00033415, 0.00037058, 0.0003974 ,
       0.00041714, 0.00043168, 0.00044238, 0.00045025, 0.00045605,
       0.00046032, 0.00046346, 0.00046577, 0.00046748, 0.00046873,
       0.00046965, 0.00047033, 0.00047083, 0.0004712 , 0.00047147,
       0.00047167, 0.00047182, 0.00047193, 0.000472  , 0.00047206,
       0.00047211, 0.00047214, 0.00047216]), 2440: array([4.68902177e-05, 5.46106777e-05, 6.15589987e-05, 6.78124040e-05,
       7.34403934e-05, 7.85055162e-05, 8.30640656e-05, 8.71667053e-05,
       9.08590316e-05, 9.41820808e-05, 9.71727851e-05, 9.98643829e-05,
       1.02286789e-04, 1.04466924e-04, 1.06429021e-04, 1.08194883e-04,
       1.09784139e-04, 1.11214449e-04, 1.12501712e-04, 1.13660232e-04,
       1.14702887e-04, 1.15641263e-04, 1.16485791e-04, 1.17245856e-04,
       1.17929905e-04, 1.18545541e-04, 1.19099606e-04, 1.19598258e-04]), 2445: array([1.63403642e-04, 1.29756901e-04, 1.06204099e-04, 8.97170786e-05,
       7.81761236e-05, 7.00974264e-05, 6.44423183e-05, 6.04837286e-05,
       5.77127060e-05, 5.57729833e-05, 5.44151726e-05, 5.34647018e-05,
       5.27993698e-05, 5.23336358e-05, 5.20076208e-05, 5.17794095e-05,
       5.16196610e-05, 5.15078367e-05, 5.14295594e-05, 5.13747651e-05,
       5.13364089e-05, 5.13095595e-05, 5.12907649e-05, 5.12776086e-05,
       5.12683991e-05, 5.12619525e-05, 5.12574398e-05, 5.12542810e-05]), 2450: array([0.00020406, 0.00017517, 0.00015494, 0.00014078, 0.00013087,
       0.00012393, 0.00011907, 0.00011566, 0.00011328, 0.00011162,
       0.00011045, 0.00010963, 0.00010906, 0.00010866, 0.00010838,
       0.00010818, 0.00010805, 0.00010795, 0.00010788, 0.00010783,
       0.0001078 , 0.00010778, 0.00010776, 0.00010775, 0.00010774,
       0.00010774, 0.00010773, 0.00010773]), 2455: array([7.69053456e-05, 8.39599493e-05, 8.88981178e-05, 9.23547979e-05,
       9.47744475e-05, 9.64681837e-05, 9.76537860e-05, 9.84836986e-05,
       9.90646310e-05, 9.94712792e-05, 9.97559299e-05, 9.99551831e-05,
       1.00094659e-04, 1.00192291e-04, 1.00260632e-04, 1.00308471e-04,
       1.00341958e-04, 1.00365398e-04, 1.00381806e-04, 1.00393292e-04,
       1.00401332e-04, 1.00406959e-04, 1.00410899e-04, 1.00413656e-04,
       1.00415587e-04, 1.00416938e-04, 1.00417884e-04, 1.00418546e-04]), 2460: array([5.21210320e-05, 5.33531250e-05, 5.39686712e-05, 5.42761943e-05,
       5.44298309e-05, 5.45065869e-05, 5.45449337e-05, 5.45640915e-05,
       5.45736627e-05, 5.45784443e-05, 5.45808332e-05, 5.45820267e-05,
       5.45826230e-05, 5.45829209e-05, 5.45830697e-05, 5.45831440e-05,
       5.45831812e-05, 5.45831997e-05, 5.45832090e-05, 5.45832136e-05,
       5.45832159e-05, 5.45832171e-05, 5.45832177e-05, 5.45832180e-05,
       5.45832181e-05, 5.45832182e-05, 5.45832182e-05, 5.45832182e-05]), 2465: array([2.14399766e-05, 2.52684560e-05, 2.60959832e-05, 2.62748535e-05,
       2.63135164e-05, 2.63218734e-05, 2.63236798e-05, 2.63240702e-05,
       2.63241546e-05, 2.63241729e-05, 2.63241768e-05, 2.63241777e-05,
       2.63241778e-05, 2.63241779e-05, 2.63241779e-05, 2.63241779e-05,
       2.63241779e-05, 2.63241779e-05, 2.63241779e-05, 2.63241779e-05,
       2.63241779e-05, 2.63241779e-05, 2.63241779e-05, 2.63241779e-05,
       2.63241779e-05, 2.63241779e-05, 2.63241779e-05, 2.63241779e-05]), 2470: array([2.01557315e-05, 2.40726492e-05, 2.60311081e-05, 2.70103375e-05,
       2.74999522e-05, 2.77447596e-05, 2.78671633e-05, 2.79283651e-05,
       2.79589660e-05, 2.79742665e-05, 2.79819167e-05, 2.79857418e-05,
       2.79876544e-05, 2.79886107e-05, 2.79890888e-05, 2.79893279e-05,
       2.79894474e-05, 2.79895072e-05, 2.79895370e-05, 2.79895520e-05,
       2.79895595e-05, 2.79895632e-05, 2.79895651e-05, 2.79895660e-05,
       2.79895665e-05, 2.79895667e-05, 2.79895668e-05, 2.79895669e-05]), 2475: array([2.69209873e-05, 2.63590278e-05, 2.59656566e-05, 2.56902971e-05,
       2.54975457e-05, 2.53626199e-05, 2.52681719e-05, 2.52020584e-05,
       2.51557790e-05, 2.51233834e-05, 2.51007066e-05, 2.50848328e-05,
       2.50737212e-05, 2.50659430e-05, 2.50604983e-05, 2.50566871e-05,
       2.50540192e-05, 2.50521516e-05, 2.50508444e-05, 2.50499293e-05,
       2.50492887e-05, 2.50488404e-05, 2.50485265e-05, 2.50483068e-05,
       2.50481530e-05, 2.50480453e-05, 2.50479700e-05, 2.50479172e-05]), 2480: array([7.81039104e-05, 6.55312285e-05, 5.67303338e-05, 5.05696953e-05,
       4.62572398e-05, 4.32385149e-05, 4.11254034e-05, 3.96462224e-05,
       3.86107936e-05, 3.78859920e-05, 3.73786299e-05, 3.70234758e-05,
       3.67748674e-05, 3.66008411e-05, 3.64790225e-05, 3.63937493e-05,
       3.63340580e-05, 3.62922739e-05, 3.62630251e-05, 3.62425508e-05,
       3.62282188e-05, 3.62181864e-05, 3.62111637e-05, 3.62062478e-05,
       3.62028066e-05, 3.62003978e-05, 3.61987116e-05, 3.61975313e-05]), 2485: array([3.96981562e-05, 4.09218364e-05, 4.17784460e-05, 4.23780962e-05,
       4.27978677e-05, 4.30917193e-05, 4.32974234e-05, 4.34414220e-05,
       4.35422249e-05, 4.36127896e-05, 4.36621869e-05, 4.36967664e-05,
       4.37209729e-05, 4.37379182e-05, 4.37497803e-05, 4.37580842e-05,
       4.37638971e-05, 4.37679663e-05, 4.37708148e-05, 4.37728089e-05,
       4.37742048e-05, 4.37751819e-05, 4.37758660e-05, 4.37763448e-05,
       4.37766800e-05, 4.37769147e-05, 4.37770789e-05, 4.37771939e-05]), 2490: array([1.44240780e-04, 1.21007050e-04, 1.04743439e-04, 9.33589112e-05,
       8.53897418e-05, 7.98113232e-05, 7.59064302e-05, 7.31730051e-05,
       7.12596075e-05, 6.99202292e-05, 6.89826643e-05, 6.83263690e-05,
       6.78669622e-05, 6.75453775e-05, 6.73202682e-05, 6.71626917e-05,
       6.70523881e-05, 6.69751756e-05, 6.69211269e-05, 6.68832927e-05,
       6.68568088e-05, 6.68382701e-05, 6.68252930e-05, 6.68162090e-05,
       6.68098503e-05, 6.68053991e-05, 6.68022833e-05, 6.68001023e-05]), 2495: array([1.90230410e-04, 1.60874226e-04, 1.40324802e-04, 1.25940139e-04,
       1.15870828e-04, 1.08822278e-04, 1.03888270e-04, 1.00434448e-04,
       9.80167618e-05, 9.63243735e-05, 9.51396962e-05, 9.43104183e-05,
       9.37299211e-05, 9.33235712e-05, 9.30391249e-05, 9.28400116e-05,
       9.27006316e-05, 9.26030652e-05, 9.25347684e-05, 9.24869604e-05,
       9.24534946e-05, 9.24300685e-05, 9.24136701e-05, 9.24021912e-05,
       9.23941559e-05, 9.23885312e-05, 9.23845939e-05, 9.23818377e-05]), 2500: array([9.28397938e-05, 9.51763416e-05, 9.68119859e-05, 9.79569794e-05,
       9.87585046e-05, 9.93195931e-05, 9.97123697e-05, 9.99873235e-05,
       1.00179798e-04, 1.00314536e-04, 1.00408855e-04, 1.00474882e-04,
       1.00521102e-04, 1.00553457e-04, 1.00576106e-04, 1.00591962e-04,
       1.00603061e-04, 1.00610830e-04, 1.00616269e-04, 1.00620077e-04,
       1.00622742e-04, 1.00624608e-04, 1.00625914e-04, 1.00626828e-04,
       1.00627468e-04, 1.00627916e-04, 1.00628230e-04, 1.00628449e-04]), 2505: array([4.46306571e-05, 5.10268202e-05, 5.55041187e-05, 5.86382167e-05,
       6.08320775e-05, 6.23677747e-05, 6.34427589e-05, 6.41952452e-05,
       6.47219838e-05, 6.50906995e-05, 6.53487996e-05, 6.55294690e-05,
       6.56559372e-05, 6.57444646e-05, 6.58064336e-05, 6.58498117e-05,
       6.58801762e-05, 6.59014314e-05, 6.59163099e-05, 6.59267249e-05,
       6.59340153e-05, 6.59391186e-05, 6.59426909e-05, 6.59451914e-05,
       6.59469419e-05, 6.59481671e-05, 6.59490248e-05, 6.59496252e-05]), 2510: array([4.94498377e-06, 5.90625749e-06, 6.38689455e-06, 6.62721318e-06,
       6.74737254e-06, 6.80745225e-06, 6.83749211e-06, 6.85251205e-06,
       6.86002203e-06, 6.86377701e-06, 6.86565451e-06, 6.86659326e-06,
       6.86706263e-06, 6.86729732e-06, 6.86741466e-06, 6.86747333e-06,
       6.86750267e-06, 6.86751734e-06, 6.86752467e-06, 6.86752834e-06,
       6.86753017e-06, 6.86753109e-06, 6.86753155e-06, 6.86753177e-06,
       6.86753189e-06, 6.86753195e-06, 6.86753197e-06, 6.86753199e-06]), 2515: array([2.55660411e-05, 2.08954453e-05, 1.76260268e-05, 1.53374328e-05,
       1.37354163e-05, 1.26140043e-05, 1.18290155e-05, 1.12795231e-05,
       1.08948782e-05, 1.06256267e-05, 1.04371506e-05, 1.03052172e-05,
       1.02128638e-05, 1.01482164e-05, 1.01029632e-05, 1.00712860e-05,
       1.00491119e-05, 1.00335900e-05, 1.00227247e-05, 1.00151190e-05,
       1.00097950e-05, 1.00060681e-05, 1.00034594e-05, 1.00016332e-05,
       1.00003549e-05, 9.99946014e-06, 9.99883377e-06, 9.99839532e-06]), 2520: array([2.37659878e-05, 2.19785482e-05, 2.07273398e-05, 1.98514933e-05,
       1.92384005e-05, 1.88092352e-05, 1.85088194e-05, 1.82985282e-05,
       1.81513243e-05, 1.80482815e-05, 1.79761514e-05, 1.79256604e-05,
       1.78903167e-05, 1.78655760e-05, 1.78482576e-05, 1.78361346e-05,
       1.78276486e-05, 1.78217084e-05, 1.78175502e-05, 1.78146395e-05,
       1.78126020e-05, 1.78111757e-05, 1.78101773e-05, 1.78094785e-05,
       1.78089893e-05, 1.78086468e-05, 1.78084071e-05, 1.78082393e-05]), 2525: array([1.63761637e-04, 1.32066231e-04, 1.09879394e-04, 9.43485715e-05,
       8.34769701e-05, 7.58668312e-05, 7.05397215e-05, 6.68107358e-05,
       6.42004397e-05, 6.23732281e-05, 6.10941770e-05, 6.01988391e-05,
       5.95721011e-05, 5.91333834e-05, 5.88262804e-05, 5.86113077e-05,
       5.84608265e-05, 5.83554894e-05, 5.82817532e-05, 5.82301378e-05,
       5.81940069e-05, 5.81687153e-05, 5.81510110e-05, 5.81386181e-05,
       5.81299430e-05, 5.81238704e-05, 5.81196195e-05, 5.81166440e-05]), 2530: array([0.00048988, 0.00045694, 0.00042729, 0.00040061, 0.00037659,
       0.00035498, 0.00033553, 0.00031802, 0.00030226, 0.00028808,
       0.00027532, 0.00026383, 0.00025349, 0.00024419, 0.00023581,
       0.00022828, 0.00022149, 0.00021539, 0.0002099 , 0.00020495,
       0.0002005 , 0.00019649, 0.00019289, 0.00018965, 0.00018673,
       0.0001841 , 0.00018173, 0.0001796 ]), 2535: array([0.0002265 , 0.0002369 , 0.00024686, 0.00025639, 0.00026551,
       0.00027424, 0.0002826 , 0.00029059, 0.00029824, 0.00030557,
       0.00031258, 0.00031928, 0.0003257 , 0.00033185, 0.00033773,
       0.00034336, 0.00034874, 0.0003539 , 0.00035883, 0.00036355,
       0.00036807, 0.0003724 , 0.00037653, 0.0003805 , 0.00038429,
       0.00038792, 0.00039139, 0.00039471]), 2540: array([0.00013597, 0.00015399, 0.0001666 , 0.00017543, 0.0001816 ,
       0.00018593, 0.00018896, 0.00019108, 0.00019256, 0.0001936 ,
       0.00019432, 0.00019483, 0.00019519, 0.00019544, 0.00019561,
       0.00019574, 0.00019582, 0.00019588, 0.00019592, 0.00019595,
       0.00019597, 0.00019599, 0.000196  , 0.000196  , 0.00019601,
       0.00019601, 0.00019601, 0.00019602]), 2545: array([8.03909209e-05, 6.68702667e-05, 6.01099283e-05, 5.67297535e-05,
       5.50396632e-05, 5.41946167e-05, 5.37720927e-05, 5.35608303e-05,
       5.34551990e-05, 5.34023832e-05, 5.33759753e-05, 5.33627713e-05,
       5.33561693e-05, 5.33528683e-05, 5.33512178e-05, 5.33503925e-05,
       5.33499799e-05, 5.33497736e-05, 5.33496704e-05, 5.33496189e-05,
       5.33495931e-05, 5.33495802e-05, 5.33495737e-05, 5.33495705e-05,
       5.33495689e-05, 5.33495681e-05, 5.33495677e-05, 5.33495675e-05]), 2550: array([1.80625884e-04, 1.51622586e-04, 1.31320189e-04, 1.17108448e-04,
       1.07160185e-04, 1.00196371e-04, 9.53216796e-05, 9.19093806e-05,
       8.95207608e-05, 8.78487195e-05, 8.66782855e-05, 8.58589781e-05,
       8.52854604e-05, 8.48839962e-05, 8.46029701e-05, 8.44062509e-05,
       8.42685469e-05, 8.41721536e-05, 8.41046781e-05, 8.40574450e-05,
       8.40243817e-05, 8.40012372e-05, 8.39850361e-05, 8.39736952e-05,
       8.39657566e-05, 8.39601995e-05, 8.39563095e-05, 8.39535865e-05]), 2555: array([0.00032316, 0.00027794, 0.00024629, 0.00022413, 0.00020862,
       0.00019776, 0.00019016, 0.00018484, 0.00018112, 0.00017851,
       0.00017668, 0.00017541, 0.00017451, 0.00017389, 0.00017345,
       0.00017314, 0.00017293, 0.00017278, 0.00017267, 0.0001726 ,
       0.00017255, 0.00017251, 0.00017249, 0.00017247, 0.00017245,
       0.00017245, 0.00017244, 0.00017244]), 2560: array([0.00023386, 0.00022122, 0.00021237, 0.00020617, 0.00020183,
       0.0001988 , 0.00019667, 0.00019519, 0.00019414, 0.00019341,
       0.0001929 , 0.00019255, 0.0001923 , 0.00019212, 0.000192  ,
       0.00019191, 0.00019185, 0.00019181, 0.00019178, 0.00019176,
       0.00019175, 0.00019174, 0.00019173, 0.00019173, 0.00019172,
       0.00019172, 0.00019172, 0.00019172]), 2565: array([6.74166793e-05, 7.49688621e-05, 8.02554316e-05, 8.39560593e-05,
       8.65465190e-05, 8.83598551e-05, 8.96292003e-05, 9.05177490e-05,
       9.11397379e-05, 9.15751336e-05, 9.18799130e-05, 9.20932602e-05,
       9.22426044e-05, 9.23471462e-05, 9.24203261e-05, 9.24715523e-05,
       9.25074110e-05, 9.25325123e-05, 9.25500833e-05, 9.25623831e-05,
       9.25709931e-05, 9.25770201e-05, 9.25812390e-05, 9.25841923e-05,
       9.25862596e-05, 9.25877067e-05, 9.25887197e-05, 9.25894288e-05]), 2570: array([3.38141488e-05, 3.59679705e-05, 3.74756394e-05, 3.85310033e-05,
       3.92697549e-05, 3.97868788e-05, 4.01488641e-05, 4.04022527e-05,
       4.05796240e-05, 4.07037834e-05, 4.07906946e-05, 4.08515322e-05,
       4.08941183e-05, 4.09239285e-05, 4.09447955e-05, 4.09594024e-05,
       4.09696272e-05, 4.09767845e-05, 4.09817946e-05, 4.09853016e-05,
       4.09877565e-05, 4.09894750e-05, 4.09906779e-05, 4.09915199e-05,
       4.09921093e-05, 4.09925219e-05, 4.09928107e-05, 4.09930129e-05]), 2575: array([2.35351225e-05, 2.15486906e-05, 2.01581862e-05, 1.91848315e-05,
       1.85034822e-05, 1.80265369e-05, 1.76926747e-05, 1.74589708e-05,
       1.72953778e-05, 1.71808625e-05, 1.71007017e-05, 1.70445891e-05,
       1.70053101e-05, 1.69778148e-05, 1.69585681e-05, 1.69450954e-05,
       1.69356644e-05, 1.69290628e-05, 1.69244416e-05, 1.69212068e-05,
       1.69189424e-05, 1.69173573e-05, 1.69162478e-05, 1.69154711e-05,
       1.69149274e-05, 1.69145469e-05, 1.69142804e-05, 1.69140940e-05]), 2580: array([1.54094396e-05, 1.70743351e-05, 1.82397626e-05, 1.90555622e-05,
       1.96266222e-05, 2.00263644e-05, 2.03061841e-05, 2.05020579e-05,
       2.06391697e-05, 2.07351480e-05, 2.08023328e-05, 2.08493622e-05,
       2.08822828e-05, 2.09053273e-05, 2.09214584e-05, 2.09327502e-05,
       2.09406544e-05, 2.09461874e-05, 2.09500605e-05, 2.09527717e-05,
       2.09546695e-05, 2.09559979e-05, 2.09569279e-05, 2.09575788e-05,
       2.09580345e-05, 2.09583535e-05, 2.09585767e-05, 2.09587330e-05]), 2585: array([3.24130843e-05, 3.00114189e-05, 2.83302513e-05, 2.71534326e-05,
       2.63296586e-05, 2.57530161e-05, 2.53493660e-05, 2.50668105e-05,
       2.48690215e-05, 2.47305690e-05, 2.46336521e-05, 2.45658103e-05,
       2.45183209e-05, 2.44850783e-05, 2.44618085e-05, 2.44455196e-05,
       2.44341173e-05, 2.44261357e-05, 2.44205486e-05, 2.44166376e-05,
       2.44139000e-05, 2.44119836e-05, 2.44106421e-05, 2.44097031e-05,
       2.44090457e-05, 2.44085856e-05, 2.44082635e-05, 2.44080381e-05]), 2590: array([1.93863002e-05, 2.01691582e-05, 2.07171834e-05, 2.11008182e-05,
       2.13693745e-05, 2.15573724e-05, 2.16889768e-05, 2.17811040e-05,
       2.18455959e-05, 2.18907422e-05, 2.19223461e-05, 2.19444698e-05,
       2.19599571e-05, 2.19707987e-05, 2.19783881e-05, 2.19837010e-05,
       2.19874201e-05, 2.19900237e-05, 2.19918462e-05, 2.19931220e-05,
       2.19940152e-05, 2.19946404e-05, 2.19950781e-05, 2.19953845e-05,
       2.19955989e-05, 2.19957491e-05, 2.19958542e-05, 2.19959278e-05]), 2595: array([2.16621468e-05, 2.33690244e-05, 2.42224650e-05, 2.46491863e-05,
       2.48625473e-05, 2.49692281e-05, 2.50225686e-05, 2.50492389e-05,
       2.50625741e-05, 2.50692417e-05, 2.50725755e-05, 2.50742424e-05,
       2.50750759e-05, 2.50754926e-05, 2.50757010e-05, 2.50758052e-05,
       2.50758572e-05, 2.50758833e-05, 2.50758963e-05, 2.50759028e-05,
       2.50759061e-05, 2.50759077e-05, 2.50759085e-05, 2.50759089e-05,
       2.50759091e-05, 2.50759092e-05, 2.50759093e-05, 2.50759093e-05]), 2600: array([0.00051677, 0.00045195, 0.00040291, 0.00036581, 0.00033774,
       0.0003165 , 0.00030043, 0.00028827, 0.00027908, 0.00027212,
       0.00026686, 0.00026287, 0.00025986, 0.00025758, 0.00025585,
       0.00025455, 0.00025356, 0.00025282, 0.00025225, 0.00025182,
       0.0002515 , 0.00025126, 0.00025107, 0.00025093, 0.00025082,
       0.00025074, 0.00025068, 0.00025064]), 2605: array([0.00116188, 0.00099621, 0.00087274, 0.0007807 , 0.0007121 ,
       0.00066097, 0.00062286, 0.00059445, 0.00057328, 0.0005575 ,
       0.00054573, 0.00053696, 0.00053043, 0.00052556, 0.00052193,
       0.00051922, 0.0005172 , 0.0005157 , 0.00051458, 0.00051374,
       0.00051312, 0.00051266, 0.00051231, 0.00051205, 0.00051186,
       0.00051172, 0.00051161, 0.00051153]), 2610: array([0.00016021, 0.0001873 , 0.00020631, 0.00021965, 0.00022901,
       0.00023557, 0.00024018, 0.00024341, 0.00024568, 0.00024727,
       0.00024838, 0.00024917, 0.00024972, 0.0002501 , 0.00025037,
       0.00025056, 0.0002507 , 0.00025079, 0.00025085, 0.0002509 ,
       0.00025093, 0.00025096, 0.00025097, 0.00025098, 0.00025099,
       0.000251  , 0.000251  , 0.000251  ]), 2615: array([5.87964142e-05, 6.48432302e-05, 7.02852805e-05, 7.51830500e-05,
       7.95909743e-05, 8.35580449e-05, 8.71283532e-05, 9.03415810e-05,
       9.32334413e-05, 9.58360753e-05, 9.81784096e-05, 1.00286478e-04,
       1.02183710e-04, 1.03891193e-04, 1.05427903e-04, 1.06810921e-04,
       1.08055618e-04, 1.09175828e-04, 1.10184002e-04, 1.11091344e-04,
       1.11907939e-04, 1.12642863e-04, 1.13304285e-04, 1.13899555e-04,
       1.14435290e-04, 1.14917444e-04, 1.15351376e-04, 1.15741909e-04]), 2620: array([0.00091484, 0.00075641, 0.00063947, 0.00055317, 0.00048947,
       0.00044245, 0.00040776, 0.00038215, 0.00036324, 0.00034929,
       0.000339  , 0.0003314 , 0.00032579, 0.00032165, 0.00031859,
       0.00031634, 0.00031468, 0.00031345, 0.00031254, 0.00031187,
       0.00031138, 0.00031101, 0.00031074, 0.00031055, 0.0003104 ,
       0.00031029, 0.00031021, 0.00031015]), 2625: array([0.0017659 , 0.00179416, 0.00182242, 0.00185068, 0.00187893,
       0.00190719, 0.00193545, 0.00196371, 0.00199197, 0.00202023,
       0.00204848, 0.00207674, 0.002105  , 0.00213326, 0.00216152,
       0.00218978, 0.00221803, 0.00224629, 0.00227455, 0.00230281,
       0.00233107, 0.00235933, 0.00238758, 0.00241584, 0.0024441 ,
       0.00247236, 0.00250062, 0.00252888]), 2630: array([0.00023808, 0.00029545, 0.00035281, 0.00041013, 0.00046743,
       0.0005247 , 0.00058194, 0.00063916, 0.00069635, 0.00075351,
       0.00081065, 0.00086775, 0.00092483, 0.00098189, 0.00103892,
       0.00109592, 0.00115289, 0.00120984, 0.00126676, 0.00132365,
       0.00138051, 0.00143735, 0.00149416, 0.00155095, 0.00160771,
       0.00166444, 0.00172114, 0.00177782]), 2635: array([0.00014764, 0.0001392 , 0.00013329, 0.00012915, 0.00012625,
       0.00012422, 0.0001228 , 0.00012181, 0.00012111, 0.00012062,
       0.00012028, 0.00012004, 0.00011987, 0.00011976, 0.00011968,
       0.00011962, 0.00011958, 0.00011955, 0.00011953, 0.00011952,
       0.00011951, 0.0001195 , 0.0001195 , 0.00011949, 0.00011949,
       0.00011949, 0.00011949, 0.00011949]), 2640: array([3.88094317e-05, 4.45067510e-05, 4.73558814e-05, 4.87806819e-05,
       4.94931999e-05, 4.98495177e-05, 5.00277061e-05, 5.01168150e-05,
       5.01613768e-05, 5.01836613e-05, 5.01948055e-05, 5.02003785e-05,
       5.02031654e-05, 5.02045591e-05, 5.02052561e-05, 5.02056046e-05,
       5.02057789e-05, 5.02058661e-05, 5.02059097e-05, 5.02059315e-05,
       5.02059424e-05, 5.02059478e-05, 5.02059506e-05, 5.02059519e-05,
       5.02059526e-05, 5.02059530e-05, 5.02059531e-05, 5.02059532e-05]), 2645: array([4.31724796e-06, 4.73308923e-06, 5.14061345e-06, 5.53998695e-06,
       5.93137276e-06, 6.31493064e-06, 6.69081715e-06, 7.05918571e-06,
       7.42018670e-06, 7.77396747e-06, 8.12067243e-06, 8.46044310e-06,
       8.79341816e-06, 9.11973353e-06, 9.43952242e-06, 9.75291535e-06,
       1.00600402e-05, 1.03610225e-05, 1.06559849e-05, 1.09450479e-05,
       1.12283295e-05, 1.15059453e-05, 1.17780086e-05, 1.20446305e-05,
       1.23059198e-05, 1.25619832e-05, 1.28129252e-05, 1.30588482e-05]), 2650: array([5.19882333e-06, 4.98139717e-06, 4.82919885e-06, 4.72266001e-06,
       4.64808281e-06, 4.59587877e-06, 4.55933593e-06, 4.53375595e-06,
       4.51584995e-06, 4.50331576e-06, 4.49454182e-06, 4.48840006e-06,
       4.48410083e-06, 4.48109137e-06, 4.47898474e-06, 4.47751011e-06,
       4.47647786e-06, 4.47575529e-06, 4.47524949e-06, 4.47489543e-06,
       4.47464759e-06, 4.47447410e-06, 4.47435265e-06, 4.47426764e-06,
       4.47420814e-06, 4.47416648e-06, 4.47413732e-06, 4.47411691e-06]), 2655: array([9.88069096e-06, 8.36641112e-06, 7.30641494e-06, 6.56441741e-06,
       6.04501900e-06, 5.68144001e-06, 5.42693465e-06, 5.24878085e-06,
       5.12407316e-06, 5.03677775e-06, 4.97567095e-06, 4.93289617e-06,
       4.90295382e-06, 4.88199417e-06, 4.86732241e-06, 4.85705218e-06,
       4.84986301e-06, 4.84483059e-06, 4.84130790e-06, 4.83884201e-06,
       4.83711589e-06, 4.83590761e-06, 4.83506181e-06, 4.83446975e-06,
       4.83405531e-06, 4.83376520e-06, 4.83356212e-06, 4.83341997e-06]), 2660: array([5.64879811e-06, 5.54341127e-06, 5.46964054e-06, 5.41800107e-06,
       5.38185347e-06, 5.35655017e-06, 5.33883788e-06, 5.32643928e-06,
       5.31776027e-06, 5.31168497e-06, 5.30743226e-06, 5.30445537e-06,
       5.30237155e-06, 5.30091287e-06, 5.29989180e-06, 5.29917705e-06,
       5.29867673e-06, 5.29832650e-06, 5.29808134e-06, 5.29790973e-06,
       5.29778960e-06, 5.29770551e-06, 5.29764665e-06, 5.29760545e-06,
       5.29757660e-06, 5.29755641e-06, 5.29754228e-06, 5.29753239e-06]), 2665: array([8.76650483e-06, 8.32567588e-06, 8.10526137e-06, 7.99505410e-06,
       7.93995046e-06, 7.91239864e-06, 7.89862272e-06, 7.89173477e-06,
       7.88829079e-06, 7.88656880e-06, 7.88570780e-06, 7.88527730e-06,
       7.88506205e-06, 7.88495443e-06, 7.88490062e-06, 7.88487371e-06,
       7.88486026e-06, 7.88485353e-06, 7.88485017e-06, 7.88484849e-06,
       7.88484765e-06, 7.88484723e-06, 7.88484702e-06, 7.88484691e-06,
       7.88484686e-06, 7.88484683e-06, 7.88484682e-06, 7.88484681e-06]), 2670: array([6.29370782e-05, 5.89489013e-05, 5.53595417e-05, 5.21291177e-05,
       4.92217357e-05, 4.66050916e-05, 4.42501116e-05, 4.21306294e-05,
       4.02230951e-05, 3.85063141e-05, 3.69612110e-05, 3.55706181e-05,
       3.43190843e-05, 3.31927037e-05, 3.21789611e-05, 3.12665926e-05,
       3.04454609e-05, 2.97064422e-05, 2.90413254e-05, 2.84427201e-05,
       2.79039753e-05, 2.74191050e-05, 2.69827216e-05, 2.65899765e-05,
       2.62365059e-05, 2.59183823e-05, 2.56320710e-05, 2.53743908e-05]), 2675: array([1.04157126e-04, 8.82995650e-05, 7.60353083e-05, 6.65501177e-05,
       5.92142600e-05, 5.35406990e-05, 4.91527601e-05, 4.57591230e-05,
       4.31344801e-05, 4.11045781e-05, 3.95346495e-05, 3.83204649e-05,
       3.73814130e-05, 3.66551492e-05, 3.60934560e-05, 3.56590417e-05,
       3.53230652e-05, 3.50632206e-05, 3.48622564e-05, 3.47068305e-05,
       3.45866240e-05, 3.44936560e-05, 3.44217546e-05, 3.43661459e-05,
       3.43231380e-05, 3.42898757e-05, 3.42641506e-05, 3.42442548e-05]), 2680: array([2.89194641e-05, 3.06076824e-05, 3.14517973e-05, 3.18738576e-05,
       3.20848892e-05, 3.21904058e-05, 3.22431644e-05, 3.22695439e-05,
       3.22827337e-05, 3.22893287e-05, 3.22926262e-05, 3.22942749e-05,
       3.22950993e-05, 3.22955115e-05, 3.22957176e-05, 3.22958207e-05,
       3.22958722e-05, 3.22958980e-05, 3.22959108e-05, 3.22959173e-05,
       3.22959205e-05, 3.22959221e-05, 3.22959229e-05, 3.22959233e-05,
       3.22959235e-05, 3.22959236e-05, 3.22959237e-05, 3.22959237e-05]), 2685: array([6.71556830e-05, 6.28505395e-05, 5.89759086e-05, 5.54887392e-05,
       5.23502851e-05, 4.95256752e-05, 4.69835250e-05, 4.46955888e-05,
       4.26364452e-05, 4.07832151e-05, 3.91153073e-05, 3.76141895e-05,
       3.62631828e-05, 3.50472762e-05, 3.39529598e-05, 3.29680745e-05,
       3.20816774e-05, 3.12839196e-05, 3.05659372e-05, 2.99197528e-05,
       2.93381865e-05, 2.88147766e-05, 2.83437075e-05, 2.79197451e-05,
       2.75381787e-05, 2.71947688e-05, 2.68856998e-05, 2.66075375e-05]), 2690: array([2.36399465e-05, 2.85206216e-05, 3.20842711e-05, 3.46862876e-05,
       3.65861630e-05, 3.79733666e-05, 3.89862402e-05, 3.97257950e-05,
       4.02657846e-05, 4.06600607e-05, 4.09479434e-05, 4.11581424e-05,
       4.13116203e-05, 4.14236829e-05, 4.15055060e-05, 4.15652495e-05,
       4.16088716e-05, 4.16407224e-05, 4.16639785e-05, 4.16809590e-05,
       4.16933574e-05, 4.17024102e-05, 4.17090201e-05, 4.17138464e-05,
       4.17173703e-05, 4.17199433e-05, 4.17218220e-05, 4.17231937e-05]), 2695: array([3.36147634e-05, 3.61253104e-05, 3.78826905e-05, 3.91128545e-05,
       3.99739679e-05, 4.05767463e-05, 4.09986905e-05, 4.12940509e-05,
       4.15008029e-05, 4.16455290e-05, 4.17468372e-05, 4.18177527e-05,
       4.18673936e-05, 4.19021421e-05, 4.19264660e-05, 4.19434927e-05,
       4.19554114e-05, 4.19637545e-05, 4.19695946e-05, 4.19736827e-05,
       4.19765444e-05, 4.19785475e-05, 4.19799497e-05, 4.19809313e-05,
       4.19816183e-05, 4.19820993e-05, 4.19824360e-05, 4.19826716e-05]), 2700: array([7.90671188e-06, 8.66791656e-06, 9.20075873e-06, 9.57374748e-06,
       9.83483908e-06, 1.00176028e-05, 1.01455372e-05, 1.02350910e-05,
       1.02977786e-05, 1.03416598e-05, 1.03723766e-05, 1.03938783e-05,
       1.04089295e-05, 1.04194653e-05, 1.04268403e-05, 1.04320028e-05,
       1.04356166e-05, 1.04381462e-05, 1.04399169e-05, 1.04411564e-05,
       1.04420241e-05, 1.04426314e-05, 1.04430566e-05, 1.04433542e-05,
       1.04435625e-05, 1.04437084e-05, 1.04438104e-05, 1.04438819e-05]), 2705: array([2.10681117e-05, 1.79569430e-05, 1.57791224e-05, 1.42546461e-05,
       1.31875115e-05, 1.24405163e-05, 1.19176191e-05, 1.15515906e-05,
       1.12953703e-05, 1.11160159e-05, 1.09904677e-05, 1.09025838e-05,
       1.08410650e-05, 1.07980018e-05, 1.07678576e-05, 1.07467565e-05,
       1.07319858e-05, 1.07216463e-05, 1.07144086e-05, 1.07093422e-05,
       1.07057958e-05, 1.07033132e-05, 1.07015755e-05, 1.07003590e-05,
       1.06995075e-05, 1.06989115e-05, 1.06984942e-05, 1.06982021e-05]), 2710: array([6.62176452e-06, 7.38050252e-06, 7.75987243e-06, 7.94955784e-06,
       8.04440077e-06, 8.09182234e-06, 8.11553319e-06, 8.12738864e-06,
       8.13331638e-06, 8.13628026e-06, 8.13776220e-06, 8.13850317e-06,
       8.13887366e-06, 8.13905890e-06, 8.13915153e-06, 8.13919784e-06,
       8.13922099e-06, 8.13923257e-06, 8.13923836e-06, 8.13924126e-06,
       8.13924270e-06, 8.13924343e-06, 8.13924379e-06, 8.13924397e-06,
       8.13924406e-06, 8.13924410e-06, 8.13924413e-06, 8.13924414e-06]), 2715: array([1.94574039e-06, 2.25651956e-06, 2.53622066e-06, 2.78795152e-06,
       3.01450917e-06, 3.21841094e-06, 3.40192244e-06, 3.56708270e-06,
       3.71572686e-06, 3.84950652e-06, 3.96990816e-06, 4.07826957e-06,
       4.17579479e-06, 4.26356744e-06, 4.34256279e-06, 4.41365856e-06,
       4.47764472e-06, 4.53523223e-06, 4.58706096e-06, 4.63370680e-06,
       4.67568803e-06, 4.71347111e-06, 4.74747587e-06, 4.77808014e-06,
       4.80562396e-06, 4.83041339e-06, 4.85272387e-06, 4.87280329e-06]), 2720: array([5.57516487e-06, 5.18890401e-06, 4.91852139e-06, 4.72925353e-06,
       4.59676603e-06, 4.50402476e-06, 4.43910588e-06, 4.39366265e-06,
       4.36185239e-06, 4.33958520e-06, 4.32399817e-06, 4.31308725e-06,
       4.30544961e-06, 4.30010325e-06, 4.29636081e-06, 4.29374109e-06,
       4.29190729e-06, 4.29062363e-06, 4.28972507e-06, 4.28909608e-06,
       4.28865578e-06, 4.28834758e-06, 4.28813183e-06, 4.28798081e-06,
       4.28787510e-06, 4.28780110e-06, 4.28774930e-06, 4.28771303e-06]), 2725: array([7.72155044e-06, 6.83674946e-06, 6.21738868e-06, 5.78383608e-06,
       5.48034922e-06, 5.26790839e-06, 5.11919979e-06, 5.01510376e-06,
       4.94223653e-06, 4.89122946e-06, 4.85552450e-06, 4.83053103e-06,
       4.81303560e-06, 4.80078879e-06, 4.79221603e-06, 4.78621510e-06,
       4.78201444e-06, 4.77907398e-06, 4.77701566e-06, 4.77557483e-06,
       4.77456626e-06, 4.77386025e-06, 4.77336605e-06, 4.77302011e-06,
       4.77277795e-06, 4.77260843e-06, 4.77248978e-06, 4.77240671e-06]), 2730: array([1.88396873e-05, 1.63368024e-05, 1.45847816e-05, 1.33583660e-05,
       1.24998745e-05, 1.18989299e-05, 1.14782683e-05, 1.11838050e-05,
       1.09776805e-05, 1.08333933e-05, 1.07323921e-05, 1.06616913e-05,
       1.06122006e-05, 1.05775571e-05, 1.05533067e-05, 1.05363314e-05,
       1.05244486e-05, 1.05161307e-05, 1.05103081e-05, 1.05062323e-05,
       1.05033793e-05, 1.05013821e-05, 1.04999841e-05, 1.04990055e-05,
       1.04983205e-05, 1.04978410e-05, 1.04975053e-05, 1.04972704e-05]), 2735: array([6.08770249e-06, 7.13989536e-06, 7.66599292e-06, 7.92904226e-06,
       8.06056722e-06, 8.12632983e-06, 8.15921121e-06, 8.17565194e-06,
       8.18387232e-06, 8.18798252e-06, 8.19003762e-06, 8.19106517e-06,
       8.19157895e-06, 8.19183584e-06, 8.19196429e-06, 8.19202851e-06,
       8.19206062e-06, 8.19207668e-06, 8.19208470e-06, 8.19208872e-06,
       8.19209073e-06, 8.19209173e-06, 8.19209223e-06, 8.19209248e-06,
       8.19209261e-06, 8.19209267e-06, 8.19209270e-06, 8.19209272e-06]), 2740: array([6.13230787e-06, 5.35354151e-06, 4.96415834e-06, 4.76946676e-06,
       4.67212097e-06, 4.62344808e-06, 4.59911163e-06, 4.58694341e-06,
       4.58085930e-06, 4.57781724e-06, 4.57629622e-06, 4.57553570e-06,
       4.57515545e-06, 4.57496532e-06, 4.57487025e-06, 4.57482272e-06,
       4.57479895e-06, 4.57478707e-06, 4.57478113e-06, 4.57477816e-06,
       4.57477667e-06, 4.57477593e-06, 4.57477556e-06, 4.57477537e-06,
       4.57477528e-06, 4.57477524e-06, 4.57477521e-06, 4.57477520e-06]), 2745: array([7.13498434e-06, 7.08289286e-06, 7.05684710e-06, 7.04382421e-06,
       7.03731276e-06, 7.03405703e-06, 7.03242917e-06, 7.03161523e-06,
       7.03120826e-06, 7.03100478e-06, 7.03090304e-06, 7.03085217e-06,
       7.03082673e-06, 7.03081401e-06, 7.03080766e-06, 7.03080448e-06,
       7.03080289e-06, 7.03080209e-06, 7.03080169e-06, 7.03080150e-06,
       7.03080140e-06, 7.03080135e-06, 7.03080132e-06, 7.03080131e-06,
       7.03080130e-06, 7.03080130e-06, 7.03080130e-06, 7.03080130e-06]), 2750: array([3.54904513e-06, 4.25424357e-06, 4.60684298e-06, 4.78314278e-06,
       4.87129273e-06, 4.91536773e-06, 4.93740525e-06, 4.94842401e-06,
       4.95393339e-06, 4.95668809e-06, 4.95806543e-06, 4.95875411e-06,
       4.95909844e-06, 4.95927061e-06, 4.95935670e-06, 4.95939974e-06,
       4.95942126e-06, 4.95943202e-06, 4.95943740e-06, 4.95944009e-06,
       4.95944144e-06, 4.95944211e-06, 4.95944245e-06, 4.95944261e-06,
       4.95944270e-06, 4.95944274e-06, 4.95944276e-06, 4.95944277e-06]), 2755: array([2.15374987e-06, 2.47061812e-06, 2.69242593e-06, 2.84769141e-06,
       2.95637727e-06, 3.03245738e-06, 3.08571346e-06, 3.12299273e-06,
       3.14908822e-06, 3.16735506e-06, 3.18014185e-06, 3.18909261e-06,
       3.19535814e-06, 3.19974401e-06, 3.20281412e-06, 3.20496320e-06,
       3.20646756e-06, 3.20752060e-06, 3.20825774e-06, 3.20877373e-06,
       3.20913493e-06, 3.20938777e-06, 3.20956475e-06, 3.20968864e-06,
       3.20977536e-06, 3.20983607e-06, 3.20987857e-06, 3.20990831e-06]), 2760: array([0.00124749, 0.00100223, 0.00081973, 0.00068393, 0.00058288,
       0.00050769, 0.00045175, 0.00041011, 0.00037914, 0.00035609,
       0.00033893, 0.00032617, 0.00031667, 0.00030961, 0.00030435,
       0.00030044, 0.00029752, 0.00029536, 0.00029375, 0.00029255,
       0.00029165, 0.00029099, 0.0002905 , 0.00029013, 0.00028985,
       0.00028965, 0.0002895 , 0.00028939]), 2765: array([0.00218706, 0.002205  , 0.00222295, 0.0022409 , 0.00225885,
       0.0022768 , 0.00229475, 0.00231269, 0.00233064, 0.00234859,
       0.00236654, 0.00238449, 0.00240243, 0.00242038, 0.00243833,
       0.00245628, 0.00247423, 0.00249217, 0.00251012, 0.00252807,
       0.00254602, 0.00256397, 0.00258191, 0.00259986, 0.00261781,
       0.00263576, 0.00265371, 0.00267166]), 2770: array([0.00018889, 0.00021687, 0.00024205, 0.00026471, 0.0002851 ,
       0.00030344, 0.00031994, 0.00033479, 0.00034815, 0.00036018,
       0.00037099, 0.00038073, 0.00038948, 0.00039736, 0.00040445,
       0.00041083, 0.00041657, 0.00042174, 0.00042638, 0.00043057,
       0.00043433, 0.00043771, 0.00044076, 0.0004435 , 0.00044597,
       0.00044818, 0.00045018, 0.00045198]), 2775: array([0.00240311, 0.00241133, 0.00241956, 0.00242779, 0.00243602,
       0.00244425, 0.00245248, 0.00246071, 0.00246894, 0.00247716,
       0.00248539, 0.00249362, 0.00250185, 0.00251008, 0.00251831,
       0.00252654, 0.00253476, 0.00254299, 0.00255122, 0.00255945,
       0.00256768, 0.00257591, 0.00258414, 0.00259236, 0.00260059,
       0.00260882, 0.00261705, 0.00262528]), 2780: array([0.00199271, 0.00201476, 0.00203681, 0.00205887, 0.00208092,
       0.00210297, 0.00212503, 0.00214708, 0.00216913, 0.00219118,
       0.00221324, 0.00223529, 0.00225734, 0.0022794 , 0.00230145,
       0.0023235 , 0.00234555, 0.00236761, 0.00238966, 0.00241171,
       0.00243376, 0.00245582, 0.00247787, 0.00249992, 0.00252198,
       0.00254403, 0.00256608, 0.00258813]), 2785: array([0.00016662, 0.00019347, 0.00021761, 0.00023933, 0.00025887,
       0.00027644, 0.00029225, 0.00030647, 0.00031926, 0.00033076,
       0.0003411 , 0.00035041, 0.00035878, 0.00036631, 0.00037308,
       0.00037918, 0.00038466, 0.00038958, 0.00039402, 0.00039801,
       0.00040159, 0.00040482, 0.00040772, 0.00041033, 0.00041268,
       0.00041479, 0.00041669, 0.0004184 ]), 2790: array([8.89764963e-05, 9.54513358e-05, 1.01278516e-04, 1.06522822e-04,
       1.11242555e-04, 1.15490187e-04, 1.19312942e-04, 1.22753318e-04,
       1.25849563e-04, 1.28636100e-04, 1.31143909e-04, 1.33400868e-04,
       1.35432071e-04, 1.37260099e-04, 1.38905274e-04, 1.40385888e-04,
       1.41718400e-04, 1.42917625e-04, 1.43996895e-04, 1.44968209e-04,
       1.45842366e-04, 1.46629083e-04, 1.47337107e-04, 1.47974310e-04,
       1.48547775e-04, 1.49063878e-04, 1.49528357e-04, 1.49946376e-04]), 2795: array([9.88447500e-05, 9.29047061e-05, 8.87466575e-05, 8.58360110e-05,
       8.37985498e-05, 8.23723208e-05, 8.13739562e-05, 8.06750980e-05,
       8.01858952e-05, 7.98434517e-05, 7.96037403e-05, 7.94359416e-05,
       7.93184820e-05, 7.92362599e-05, 7.91787042e-05, 7.91384150e-05,
       7.91102125e-05, 7.90904706e-05, 7.90766512e-05, 7.90669776e-05,
       7.90602061e-05, 7.90554660e-05, 7.90521479e-05, 7.90498252e-05,
       7.90481994e-05, 7.90470613e-05, 7.90462646e-05, 7.90457069e-05]), 2800: array([0.00027198, 0.00022444, 0.00019115, 0.00016785, 0.00015155,
       0.00014013, 0.00013214, 0.00012654, 0.00012263, 0.00011989,
       0.00011797, 0.00011662, 0.00011568, 0.00011503, 0.00011456,
       0.00011424, 0.00011402, 0.00011386, 0.00011375, 0.00011367,
       0.00011362, 0.00011358, 0.00011355, 0.00011353, 0.00011352,
       0.00011351, 0.0001135 , 0.0001135 ]), 2805: array([0.00028898, 0.00024715, 0.00021787, 0.00019737, 0.00018302,
       0.00017298, 0.00016595, 0.00016103, 0.00015758, 0.00015517,
       0.00015348, 0.0001523 , 0.00015147, 0.00015089, 0.00015049,
       0.0001502 , 0.00015   , 0.00014987, 0.00014977, 0.0001497 ,
       0.00014965, 0.00014962, 0.0001496 , 0.00014958, 0.00014957,
       0.00014956, 0.00014955, 0.00014955]), 2810: array([0.00015634, 0.00015823, 0.00015962, 0.00016063, 0.00016136,
       0.0001619 , 0.00016229, 0.00016258, 0.00016279, 0.00016294,
       0.00016305, 0.00016313, 0.00016319, 0.00016324, 0.00016327,
       0.00016329, 0.00016331, 0.00016332, 0.00016333, 0.00016334,
       0.00016334, 0.00016334, 0.00016335, 0.00016335, 0.00016335,
       0.00016335, 0.00016335, 0.00016335]), 2815: array([0.00013505, 0.00012703, 0.00012142, 0.00011749, 0.00011474,
       0.00011281, 0.00011146, 0.00011051, 0.00010985, 0.00010939,
       0.00010907, 0.00010884, 0.00010868, 0.00010857, 0.00010849,
       0.00010844, 0.0001084 , 0.00010837, 0.00010835, 0.00010834,
       0.00010833, 0.00010832, 0.00010832, 0.00010832, 0.00010831,
       0.00010831, 0.00010831, 0.00010831]), 2820: array([0.00030159, 0.0002831 , 0.00026646, 0.00025149, 0.00023802,
       0.00022589, 0.00021497, 0.00020515, 0.00019631, 0.00018835,
       0.00018119, 0.00017475, 0.00016894, 0.00016372, 0.00015903,
       0.0001548 , 0.00015099, 0.00014757, 0.00014448, 0.00014171,
       0.00013921, 0.00013696, 0.00013494, 0.00013312, 0.00013148,
       0.00013001, 0.00012868, 0.00012749]), 2825: array([0.00018051, 0.00019627, 0.00020599, 0.00021199, 0.00021568,
       0.00021796, 0.00021937, 0.00022023, 0.00022077, 0.0002211 ,
       0.0002213 , 0.00022143, 0.0002215 , 0.00022155, 0.00022158,
       0.0002216 , 0.00022161, 0.00022162, 0.00022162, 0.00022162,
       0.00022162, 0.00022163, 0.00022163, 0.00022163, 0.00022163,
       0.00022163, 0.00022163, 0.00022163]), 2830: array([0.00011069, 0.00012704, 0.00013849, 0.0001465 , 0.00015211,
       0.00015604, 0.00015879, 0.00016071, 0.00016206, 0.000163  ,
       0.00016366, 0.00016412, 0.00016445, 0.00016467, 0.00016483,
       0.00016494, 0.00016502, 0.00016507, 0.00016511, 0.00016514,
       0.00016516, 0.00016517, 0.00016518, 0.00016518, 0.00016519,
       0.00016519, 0.00016519, 0.0001652 ]), 2835: array([5.27990674e-06, 5.66603165e-06, 6.04443361e-06, 6.41526711e-06,
       6.77868351e-06, 7.13483117e-06, 7.48385546e-06, 7.82589887e-06,
       8.16110102e-06, 8.48959875e-06, 8.81152614e-06, 9.12701462e-06,
       9.43619296e-06, 9.73918739e-06, 1.00361216e-05, 1.03271167e-05,
       1.06122917e-05, 1.08917628e-05, 1.11656441e-05, 1.14340476e-05,
       1.16970826e-05, 1.19548566e-05, 1.22074749e-05, 1.24550405e-05,
       1.26976545e-05, 1.29354160e-05, 1.31684220e-05, 1.33967675e-05]), 2840: array([1.53944993e-04, 1.23875421e-04, 1.02814453e-04, 8.80631843e-05,
       7.77312782e-05, 7.04947291e-05, 6.54261926e-05, 6.18761494e-05,
       5.93896709e-05, 5.76481216e-05, 5.64283266e-05, 5.55739726e-05,
       5.49755762e-05, 5.45564546e-05, 5.42628985e-05, 5.40572895e-05,
       5.39132793e-05, 5.38124134e-05, 5.37417661e-05, 5.36922842e-05,
       5.36576267e-05, 5.36333523e-05, 5.36163503e-05, 5.36044420e-05,
       5.35961013e-05, 5.35902594e-05, 5.35861677e-05, 5.35833019e-05]), 2845: array([2.07041062e-04, 1.95126005e-04, 1.84401896e-04, 1.74749695e-04,
       1.66062262e-04, 1.58243166e-04, 1.51205613e-04, 1.44871486e-04,
       1.39170476e-04, 1.34039299e-04, 1.29421000e-04, 1.25264314e-04,
       1.21523102e-04, 1.18155837e-04, 1.15125140e-04, 1.12397371e-04,
       1.09942251e-04, 1.07732528e-04, 1.05743674e-04, 1.03953613e-04,
       1.02342473e-04, 1.00892372e-04, 9.95872137e-05, 9.84125097e-05,
       9.73552212e-05, 9.64036120e-05, 9.55471192e-05, 9.47762355e-05]), 2850: array([3.38500329e-05, 3.88786296e-05, 4.34043207e-05, 4.74774013e-05,
       5.11431366e-05, 5.44422648e-05, 5.74114500e-05, 6.00836895e-05,
       6.24886807e-05, 6.46531507e-05, 6.66011540e-05, 6.83543391e-05,
       6.99321896e-05, 7.13522407e-05, 7.26302737e-05, 7.37804917e-05,
       7.48156773e-05, 7.57473350e-05, 7.65858183e-05, 7.73404457e-05,
       7.80196034e-05, 7.86308391e-05, 7.91809457e-05, 7.96760365e-05,
       8.01216138e-05, 8.05226293e-05, 8.08835395e-05, 8.12083554e-05]), 2855: array([1.12038227e-05, 1.18390468e-05, 1.24615651e-05, 1.30716318e-05,
       1.36694959e-05, 1.42554015e-05, 1.48295879e-05, 1.53922893e-05,
       1.59437356e-05, 1.64841519e-05, 1.70137587e-05, 1.75327724e-05,
       1.80414047e-05, 1.85398634e-05, 1.90283519e-05, 1.95070696e-05,
       1.99762120e-05, 2.04359707e-05, 2.08865332e-05, 2.13280836e-05,
       2.17608021e-05, 2.21848653e-05, 2.26004464e-05, 2.30077151e-05,
       2.34068376e-05, 2.37979768e-05, 2.41812924e-05, 2.45569410e-05]), 2860: array([1.47098731e-05, 1.28865483e-05, 1.16102206e-05, 1.07167910e-05,
       1.00913901e-05, 9.65360936e-06, 9.34716277e-06, 9.13265010e-06,
       8.98249119e-06, 8.87737993e-06, 8.80380202e-06, 8.75229748e-06,
       8.71624429e-06, 8.69100705e-06, 8.67334097e-06, 8.66097472e-06,
       8.65231834e-06, 8.64625887e-06, 8.64201724e-06, 8.63904810e-06,
       8.63696971e-06, 8.63551483e-06, 8.63449641e-06, 8.63378352e-06,
       8.63328449e-06, 8.63293518e-06, 8.63269065e-06, 8.63251949e-06]), 2865: array([4.86603420e-06, 5.54778608e-06, 6.02501193e-06, 6.35906969e-06,
       6.59290988e-06, 6.75659786e-06, 6.87117933e-06, 6.95138628e-06,
       7.00753108e-06, 7.04683241e-06, 7.07434331e-06, 7.09360092e-06,
       7.10708124e-06, 7.11651745e-06, 7.12312279e-06, 7.12774652e-06,
       7.13098313e-06, 7.13324876e-06, 7.13483469e-06, 7.13594485e-06,
       7.13672195e-06, 7.13726593e-06, 7.13764671e-06, 7.13791326e-06,
       7.13809984e-06, 7.13823045e-06, 7.13832187e-06, 7.13838587e-06]), 2870: array([1.68517708e-05, 1.20315560e-05, 9.59277245e-06, 8.35887199e-06,
       7.73458111e-06, 7.41872167e-06, 7.25891285e-06, 7.17805772e-06,
       7.13714914e-06, 7.11645147e-06, 7.10597951e-06, 7.10068123e-06,
       7.09800057e-06, 7.09664429e-06, 7.09595808e-06, 7.09561089e-06,
       7.09543524e-06, 7.09534636e-06, 7.09530140e-06, 7.09527864e-06,
       7.09526713e-06, 7.09526131e-06, 7.09525836e-06, 7.09525687e-06,
       7.09525612e-06, 7.09525574e-06, 7.09525554e-06, 7.09525545e-06]), 2875: array([4.30823760e-05, 4.03794368e-05, 3.79467909e-05, 3.57574090e-05,
       3.37869649e-05, 3.20135648e-05, 3.04175042e-05, 2.89810495e-05,
       2.76882398e-05, 2.65247109e-05, 2.54775346e-05, 2.45350757e-05,
       2.36868625e-05, 2.29234704e-05, 2.22364174e-05, 2.16180695e-05,
       2.10615563e-05, 2.05606943e-05, 2.01099184e-05, 1.97042199e-05,
       1.93390913e-05, 1.90104754e-05, 1.87147210e-05, 1.84485420e-05,
       1.82089809e-05, 1.79933758e-05, 1.77993312e-05, 1.76246910e-05]), 2880: array([2.46578708e-05, 2.42771577e-05, 2.40106580e-05, 2.38241077e-05,
       2.36935223e-05, 2.36021122e-05, 2.35381250e-05, 2.34933339e-05,
       2.34619800e-05, 2.34400322e-05, 2.34246688e-05, 2.34139143e-05,
       2.34063862e-05, 2.34011165e-05, 2.33974277e-05, 2.33948455e-05,
       2.33930380e-05, 2.33917727e-05, 2.33908870e-05, 2.33902670e-05,
       2.33898331e-05, 2.33895293e-05, 2.33893166e-05, 2.33891677e-05,
       2.33890635e-05, 2.33889906e-05, 2.33889395e-05, 2.33889038e-05]), 2885: array([1.04260958e-05, 1.21464485e-05, 1.33506924e-05, 1.41936610e-05,
       1.47837377e-05, 1.51967903e-05, 1.54859264e-05, 1.56883212e-05,
       1.58299972e-05, 1.59291701e-05, 1.59985910e-05, 1.60471855e-05,
       1.60812016e-05, 1.61050128e-05, 1.61216806e-05, 1.61333480e-05,
       1.61415152e-05, 1.61472322e-05, 1.61512341e-05, 1.61540354e-05,
       1.61559963e-05, 1.61573690e-05, 1.61583298e-05, 1.61590024e-05,
       1.61594732e-05, 1.61598028e-05, 1.61600335e-05, 1.61601950e-05]), 2890: array([2.34740937e-06, 2.58295499e-06, 2.70072785e-06, 2.75961431e-06,
       2.78905755e-06, 2.80377918e-06, 2.81113999e-06, 2.81482040e-06,
       2.81666061e-06, 2.81758071e-06, 2.81804076e-06, 2.81827079e-06,
       2.81838580e-06, 2.81844331e-06, 2.81847206e-06, 2.81848644e-06,
       2.81849363e-06, 2.81849722e-06, 2.81849902e-06, 2.81849992e-06,
       2.81850037e-06, 2.81850059e-06, 2.81850070e-06, 2.81850076e-06,
       2.81850079e-06, 2.81850080e-06, 2.81850081e-06, 2.81850081e-06]), 2895: array([5.70359449e-06, 4.70670452e-06, 4.20825915e-06, 3.95903627e-06,
       3.83442474e-06, 3.77211893e-06, 3.74096600e-06, 3.72538952e-06,
       3.71760128e-06, 3.71370715e-06, 3.71176009e-06, 3.71078656e-06,
       3.71029979e-06, 3.71005641e-06, 3.70993471e-06, 3.70987387e-06,
       3.70984344e-06, 3.70982823e-06, 3.70982063e-06, 3.70981682e-06,
       3.70981492e-06, 3.70981397e-06, 3.70981350e-06, 3.70981326e-06,
       3.70981314e-06, 3.70981308e-06, 3.70981305e-06, 3.70981304e-06]), 2900: array([3.04518571e-06, 3.42541741e-06, 3.69157951e-06, 3.87789291e-06,
       4.00831224e-06, 4.09960574e-06, 4.16351117e-06, 4.20824496e-06,
       4.23955859e-06, 4.26147813e-06, 4.27682180e-06, 4.28756237e-06,
       4.29508076e-06, 4.30034364e-06, 4.30402765e-06, 4.30660645e-06,
       4.30841162e-06, 4.30967523e-06, 4.31055976e-06, 4.31117893e-06,
       4.31161235e-06, 4.31191574e-06, 4.31212812e-06, 4.31227678e-06,
       4.31238085e-06, 4.31245369e-06, 4.31250468e-06, 4.31254038e-06]), 2905: array([1.17647655e-06, 1.24535152e-06, 1.27978899e-06, 1.29700773e-06,
       1.30561710e-06, 1.30992178e-06, 1.31207413e-06, 1.31315030e-06,
       1.31368838e-06, 1.31395742e-06, 1.31409195e-06, 1.31415921e-06,
       1.31419284e-06, 1.31420965e-06, 1.31421806e-06, 1.31422226e-06,
       1.31422436e-06, 1.31422542e-06, 1.31422594e-06, 1.31422620e-06,
       1.31422634e-06, 1.31422640e-06, 1.31422643e-06, 1.31422645e-06,
       1.31422646e-06, 1.31422646e-06, 1.31422646e-06, 1.31422647e-06]), 2910: array([9.68491250e-06, 7.89791351e-06, 6.64701406e-06, 5.77138434e-06,
       5.15844345e-06, 4.72938478e-06, 4.42904367e-06, 4.21880487e-06,
       4.07163769e-06, 3.96862065e-06, 3.89650871e-06, 3.84603035e-06,
       3.81069549e-06, 3.78596109e-06, 3.76864701e-06, 3.75652714e-06,
       3.74804324e-06, 3.74210451e-06, 3.73794739e-06, 3.73503741e-06,
       3.73300043e-06, 3.73157454e-06, 3.73057641e-06, 3.72987773e-06,
       3.72938865e-06, 3.72904629e-06, 3.72880664e-06, 3.72863889e-06]), 2915: array([7.85576027e-06, 6.82638585e-06, 6.31169759e-06, 6.05435294e-06,
       5.92568035e-06, 5.86134393e-06, 5.82917565e-06, 5.81309148e-06,
       5.80504938e-06, 5.80102832e-06, 5.79901778e-06, 5.79801251e-06,
       5.79750988e-06, 5.79725856e-06, 5.79713290e-06, 5.79707007e-06,
       5.79703866e-06, 5.79702295e-06, 5.79701510e-06, 5.79701117e-06,
       5.79700921e-06, 5.79700822e-06, 5.79700773e-06, 5.79700749e-06,
       5.79700736e-06, 5.79700730e-06, 5.79700727e-06, 5.79700726e-06]), 2920: array([7.82954709e-06, 7.67693767e-06, 7.57011116e-06, 7.49533265e-06,
       7.44298774e-06, 7.40634632e-06, 7.38069734e-06, 7.36274307e-06,
       7.35017510e-06, 7.34137752e-06, 7.33521921e-06, 7.33090841e-06,
       7.32789084e-06, 7.32577855e-06, 7.32429995e-06, 7.32326492e-06,
       7.32254041e-06, 7.32203325e-06, 7.32167824e-06, 7.32142973e-06,
       7.32125577e-06, 7.32113400e-06, 7.32104877e-06, 7.32098910e-06,
       7.32094733e-06, 7.32091810e-06, 7.32089763e-06, 7.32088330e-06]), 2925: array([8.47358039e-06, 7.80031626e-06, 7.32903140e-06, 6.99913203e-06,
       6.76820249e-06, 6.60655183e-06, 6.49339638e-06, 6.41418756e-06,
       6.35874140e-06, 6.31992909e-06, 6.29276048e-06, 6.27374245e-06,
       6.26042983e-06, 6.25111100e-06, 6.24458781e-06, 6.24002159e-06,
       6.23682523e-06, 6.23458778e-06, 6.23302156e-06, 6.23192521e-06,
       6.23115776e-06, 6.23062055e-06, 6.23024450e-06, 6.22998127e-06,
       6.22979701e-06, 6.22966802e-06, 6.22957773e-06, 6.22951453e-06]), 2930: array([8.74688889e-06, 7.16174133e-06, 6.36916706e-06, 5.97287968e-06,
       5.77473587e-06, 5.67566390e-06, 5.62612789e-06, 5.60135987e-06,
       5.58897585e-06, 5.58278383e-06, 5.57968783e-06, 5.57813982e-06,
       5.57736582e-06, 5.57697881e-06, 5.57678531e-06, 5.57668856e-06,
       5.57664019e-06, 5.57661600e-06, 5.57660391e-06, 5.57659786e-06,
       5.57659484e-06, 5.57659332e-06, 5.57659257e-06, 5.57659219e-06,
       5.57659200e-06, 5.57659191e-06, 5.57659186e-06, 5.57659184e-06]), 2935: array([4.44707132e-06, 4.96306856e-06, 5.22106727e-06, 5.35006668e-06,
       5.41456640e-06, 5.44681628e-06, 5.46294122e-06, 5.47100370e-06,
       5.47503494e-06, 5.47705056e-06, 5.47805837e-06, 5.47856227e-06,
       5.47881422e-06, 5.47894020e-06, 5.47900319e-06, 5.47903468e-06,
       5.47905043e-06, 5.47905830e-06, 5.47906224e-06, 5.47906421e-06,
       5.47906519e-06, 5.47906569e-06, 5.47906593e-06, 5.47906605e-06,
       5.47906612e-06, 5.47906615e-06, 5.47906616e-06, 5.47906617e-06]), 2940: array([6.16318279e-06, 5.69668940e-06, 5.37014399e-06, 5.14156218e-06,
       4.98155490e-06, 4.86954979e-06, 4.79114621e-06, 4.73626369e-06,
       4.69784593e-06, 4.67095349e-06, 4.65212878e-06, 4.63895149e-06,
       4.62972738e-06, 4.62327050e-06, 4.61875069e-06, 4.61558682e-06,
       4.61337211e-06, 4.61182181e-06, 4.61073660e-06, 4.60997696e-06,
       4.60944521e-06, 4.60907298e-06, 4.60881242e-06, 4.60863003e-06,
       4.60850236e-06, 4.60841298e-06, 4.60835042e-06, 4.60830663e-06]), 2945: array([4.52553227e-06, 4.43345457e-06, 4.38741571e-06, 4.36439628e-06,
       4.35288656e-06, 4.34713169e-06, 4.34425426e-06, 4.34281555e-06,
       4.34209619e-06, 4.34173651e-06, 4.34155667e-06, 4.34146675e-06,
       4.34142179e-06, 4.34139931e-06, 4.34138807e-06, 4.34138245e-06,
       4.34137964e-06, 4.34137823e-06, 4.34137753e-06, 4.34137718e-06,
       4.34137701e-06, 4.34137692e-06, 4.34137687e-06, 4.34137685e-06,
       4.34137684e-06, 4.34137684e-06, 4.34137683e-06, 4.34137683e-06]), 2950: array([7.86742202e-06, 7.17830455e-06, 6.83374567e-06, 6.66146617e-06,
       6.57532638e-06, 6.53225647e-06, 6.51072150e-06, 6.49995401e-06,
       6.49457027e-06, 6.49187840e-06, 6.49053246e-06, 6.48985949e-06,
       6.48952300e-06, 6.48935476e-06, 6.48927064e-06, 6.48922858e-06,
       6.48920755e-06, 6.48919703e-06, 6.48919178e-06, 6.48918915e-06,
       6.48918783e-06, 6.48918718e-06, 6.48918685e-06, 6.48918668e-06,
       6.48918660e-06, 6.48918656e-06, 6.48918654e-06, 6.48918653e-06]), 2955: array([8.13732735e-05, 6.66014285e-05, 5.62610985e-05, 4.90228406e-05,
       4.39560413e-05, 4.04092686e-05, 3.79265185e-05, 3.61885869e-05,
       3.49720303e-05, 3.41204375e-05, 3.35243204e-05, 3.31070368e-05,
       3.28149372e-05, 3.26104668e-05, 3.24673369e-05, 3.23671456e-05,
       3.22970115e-05, 3.22479174e-05, 3.22135514e-05, 3.21894951e-05,
       3.21726557e-05, 3.21608680e-05, 3.21526166e-05, 3.21468406e-05,
       3.21427974e-05, 3.21399671e-05, 3.21379859e-05, 3.21365991e-05]), 2960: array([0.00034073, 0.00027559, 0.00023   , 0.00019808, 0.00017573,
       0.00016009, 0.00014914, 0.00014148, 0.00013611, 0.00013236,
       0.00012973, 0.00012789, 0.0001266 , 0.0001257 , 0.00012507,
       0.00012462, 0.00012431, 0.0001241 , 0.00012395, 0.00012384,
       0.00012377, 0.00012371, 0.00012368, 0.00012365, 0.00012363,
       0.00012362, 0.00012361, 0.00012361]), 2965: array([0.00018727, 0.00017344, 0.00016547, 0.00016086, 0.00015821,
       0.00015667, 0.00015579, 0.00015528, 0.00015498, 0.00015481,
       0.00015472, 0.00015466, 0.00015463, 0.00015461, 0.0001546 ,
       0.00015459, 0.00015459, 0.00015458, 0.00015458, 0.00015458,
       0.00015458, 0.00015458, 0.00015458, 0.00015458, 0.00015458,
       0.00015458, 0.00015458, 0.00015458]), 2970: array([3.74241400e-05, 4.31161971e-05, 4.82390043e-05, 5.28494908e-05,
       5.69988928e-05, 6.07333224e-05, 6.40942799e-05, 6.71191154e-05,
       6.98414439e-05, 7.22915184e-05, 7.44965663e-05, 7.64810923e-05,
       7.82671502e-05, 7.98745884e-05, 8.13212703e-05, 8.26232728e-05,
       8.37950648e-05, 8.48496686e-05, 8.57988037e-05, 8.66530180e-05,
       8.74218042e-05, 8.81137058e-05, 8.87364118e-05, 8.92968424e-05,
       8.98012255e-05, 9.02551665e-05, 9.06637098e-05, 9.10313955e-05]), 2975: array([0.00039588, 0.00032874, 0.00028175, 0.00024885, 0.00022582,
       0.00020969, 0.00019841, 0.00019051, 0.00018498, 0.00018111,
       0.0001784 , 0.0001765 , 0.00017517, 0.00017424, 0.00017359,
       0.00017314, 0.00017282, 0.0001726 , 0.00017244, 0.00017233,
       0.00017225, 0.0001722 , 0.00017216, 0.00017214, 0.00017212,
       0.0001721 , 0.0001721 , 0.00017209]), 2980: array([0.00022704, 0.00021549, 0.00020916, 0.00020569, 0.0002038 ,
       0.00020276, 0.00020219, 0.00020188, 0.0002017 , 0.00020161,
       0.00020156, 0.00020153, 0.00020152, 0.00020151, 0.0002015 ,
       0.0002015 , 0.0002015 , 0.0002015 , 0.0002015 , 0.0002015 ,
       0.0002015 , 0.0002015 , 0.0002015 , 0.0002015 , 0.0002015 ,
       0.0002015 , 0.0002015 , 0.0002015 ]), 2985: array([5.25135871e-05, 6.10562766e-05, 6.87445370e-05, 7.56638274e-05,
       8.18910591e-05, 8.74954510e-05, 9.25392987e-05, 9.70786671e-05,
       1.01164014e-04, 1.04840749e-04, 1.08149742e-04, 1.11127774e-04,
       1.13807947e-04, 1.16220052e-04, 1.18390901e-04, 1.20344625e-04,
       1.22102940e-04, 1.23685391e-04, 1.25109567e-04, 1.26391298e-04,
       1.27544832e-04, 1.28582992e-04, 1.29517316e-04, 1.30358190e-04,
       1.31114961e-04, 1.31796040e-04, 1.32408999e-04, 1.32960651e-04]), 2990: array([2.67333064e-05, 3.02541560e-05, 3.34229081e-05, 3.62747735e-05,
       3.88414421e-05, 4.11514346e-05, 4.32304196e-05, 4.51014986e-05,
       4.67854630e-05, 4.83010248e-05, 4.96650251e-05, 5.08926204e-05,
       5.19974517e-05, 5.29917960e-05, 5.38867022e-05, 5.46921146e-05,
       5.54169829e-05, 5.60693617e-05, 5.66565003e-05, 5.71849230e-05,
       5.76605014e-05, 5.80885204e-05, 5.84737358e-05, 5.88204284e-05,
       5.91324504e-05, 5.94132691e-05, 5.96660050e-05, 5.98934663e-05]), 2995: array([1.55087175e-05, 1.77120390e-05, 1.92543612e-05, 2.03339847e-05,
       2.10897198e-05, 2.16187333e-05, 2.19890421e-05, 2.22482578e-05,
       2.24297084e-05, 2.25567236e-05, 2.26456341e-05, 2.27078713e-05,
       2.27514373e-05, 2.27819334e-05, 2.28032807e-05, 2.28182237e-05,
       2.28286838e-05, 2.28360059e-05, 2.28411313e-05, 2.28447191e-05,
       2.28472306e-05, 2.28489886e-05, 2.28502192e-05, 2.28510806e-05,
       2.28516836e-05, 2.28521057e-05, 2.28524012e-05, 2.28526080e-05]), 3000: array([3.66243095e-06, 4.12606924e-06, 4.35788843e-06, 4.47379806e-06,
       4.53175288e-06, 4.56073030e-06, 4.57521901e-06, 4.58246337e-06,
       4.58608555e-06, 4.58789664e-06, 4.58880218e-06, 4.58925495e-06,
       4.58948134e-06, 4.58959453e-06, 4.58965113e-06, 4.58967943e-06,
       4.58969358e-06, 4.58970065e-06, 4.58970419e-06, 4.58970596e-06,
       4.58970684e-06, 4.58970728e-06, 4.58970751e-06, 4.58970762e-06,
       4.58970767e-06, 4.58970770e-06, 4.58970771e-06, 4.58970772e-06]), 3005: array([4.68820901e-06, 4.66993045e-06, 4.66079117e-06, 4.65622153e-06,
       4.65393671e-06, 4.65279429e-06, 4.65222309e-06, 4.65193749e-06,
       4.65179469e-06, 4.65172328e-06, 4.65168758e-06, 4.65166973e-06,
       4.65166081e-06, 4.65165635e-06, 4.65165411e-06, 4.65165300e-06,
       4.65165244e-06, 4.65165216e-06, 4.65165202e-06, 4.65165195e-06,
       4.65165192e-06, 4.65165190e-06, 4.65165189e-06, 4.65165189e-06,
       4.65165189e-06, 4.65165188e-06, 4.65165188e-06, 4.65165188e-06]), 3010: array([5.56865439e-06, 5.59145914e-06, 5.60742246e-06, 5.61859678e-06,
       5.62641880e-06, 5.63189421e-06, 5.63572700e-06, 5.63840995e-06,
       5.64028802e-06, 5.64160266e-06, 5.64252291e-06, 5.64316709e-06,
       5.64361801e-06, 5.64393366e-06, 5.64415461e-06, 5.64430928e-06,
       5.64441754e-06, 5.64449333e-06, 5.64454638e-06, 5.64458352e-06,
       5.64460951e-06, 5.64462771e-06, 5.64464045e-06, 5.64464936e-06,
       5.64465560e-06, 5.64465997e-06, 5.64466303e-06, 5.64466517e-06]), 3015: array([3.51564443e-06, 3.51654800e-06, 3.51718050e-06, 3.51762325e-06,
       3.51793317e-06, 3.51815012e-06, 3.51830198e-06, 3.51840829e-06,
       3.51848270e-06, 3.51853479e-06, 3.51857125e-06, 3.51859677e-06,
       3.51861464e-06, 3.51862715e-06, 3.51863590e-06, 3.51864203e-06,
       3.51864632e-06, 3.51864932e-06, 3.51865142e-06, 3.51865290e-06,
       3.51865393e-06, 3.51865465e-06, 3.51865515e-06, 3.51865550e-06,
       3.51865575e-06, 3.51865593e-06, 3.51865605e-06, 3.51865613e-06]), 3020: array([4.31342025e-06, 4.33490985e-06, 4.34565465e-06, 4.35102705e-06,
       4.35371325e-06, 4.35505635e-06, 4.35572790e-06, 4.35606368e-06,
       4.35623156e-06, 4.35631551e-06, 4.35635748e-06, 4.35637847e-06,
       4.35638896e-06, 4.35639421e-06, 4.35639683e-06, 4.35639814e-06,
       4.35639880e-06, 4.35639912e-06, 4.35639929e-06, 4.35639937e-06,
       4.35639941e-06, 4.35639943e-06, 4.35639944e-06, 4.35639945e-06,
       4.35639945e-06, 4.35639945e-06, 4.35639945e-06, 4.35639945e-06]), 3025: array([2.31850350e-04, 2.14639234e-04, 1.99149225e-04, 1.85208212e-04,
       1.72661296e-04, 1.61369069e-04, 1.51206061e-04, 1.42059350e-04,
       1.33827309e-04, 1.26418469e-04, 1.19750510e-04, 1.13749346e-04,
       1.08348297e-04, 1.03487351e-04, 9.91124976e-05, 9.51751287e-05,
       9.16314956e-05, 8.84422247e-05, 8.55718801e-05, 8.29885690e-05,
       8.06635884e-05, 7.85711051e-05, 7.66878696e-05, 7.49929570e-05,
       7.34675353e-05, 7.20946552e-05, 7.08590628e-05, 6.97470293e-05]), 3030: array([0.00045973, 0.00042959, 0.00040243, 0.00037797, 0.00035593,
       0.00033607, 0.00031818, 0.00030207, 0.00028755, 0.00027447,
       0.00026269, 0.00025208, 0.00024252, 0.0002339 , 0.00022614,
       0.00021915, 0.00021286, 0.00020718, 0.00020207, 0.00019747,
       0.00019332, 0.00018958, 0.00018622, 0.00018318, 0.00018045,
       0.00017799, 0.00017577, 0.00017378]), 3035: array([0.00028355, 0.00028459, 0.00028539, 0.000286  , 0.00028647,
       0.00028683, 0.00028711, 0.00028732, 0.00028749, 0.00028761,
       0.00028771, 0.00028779, 0.00028784, 0.00028789, 0.00028792,
       0.00028795, 0.00028797, 0.00028798, 0.000288  , 0.000288  ,
       0.00028801, 0.00028802, 0.00028802, 0.00028802, 0.00028803,
       0.00028803, 0.00028803, 0.00028803]), 3040: array([0.00013478, 0.00014935, 0.00015873, 0.00016476, 0.00016864,
       0.00017113, 0.00017274, 0.00017377, 0.00017444, 0.00017486,
       0.00017514, 0.00017532, 0.00017543, 0.0001755 , 0.00017555,
       0.00017558, 0.0001756 , 0.00017561, 0.00017562, 0.00017563,
       0.00017563, 0.00017563, 0.00017563, 0.00017563, 0.00017563,
       0.00017563, 0.00017563, 0.00017563]), 3045: array([0.00024032, 0.00020737, 0.00018431, 0.00016816, 0.00015686,
       0.00014895, 0.00014341, 0.00013953, 0.00013682, 0.00013492,
       0.00013359, 0.00013266, 0.00013201, 0.00013155, 0.00013123,
       0.00013101, 0.00013085, 0.00013074, 0.00013067, 0.00013061,
       0.00013058, 0.00013055, 0.00013053, 0.00013052, 0.00013051,
       0.0001305 , 0.0001305 , 0.00013049]), 3050: array([0.00052843, 0.00047423, 0.00043466, 0.00040578, 0.0003847 ,
       0.0003693 , 0.00035807, 0.00034987, 0.00034388, 0.00033951,
       0.00033632, 0.00033399, 0.00033229, 0.00033105, 0.00033014,
       0.00032948, 0.000329  , 0.00032864, 0.00032839, 0.0003282 ,
       0.00032806, 0.00032796, 0.00032789, 0.00032784, 0.0003278 ,
       0.00032777, 0.00032775, 0.00032773]), 3055: array([0.00025171, 0.00026401, 0.00027253, 0.00027844, 0.00028253,
       0.00028537, 0.00028733, 0.0002887 , 0.00028964, 0.00029029,
       0.00029075, 0.00029106, 0.00029128, 0.00029143, 0.00029153,
       0.00029161, 0.00029166, 0.00029169, 0.00029171, 0.00029173,
       0.00029174, 0.00029175, 0.00029176, 0.00029176, 0.00029176,
       0.00029176, 0.00029177, 0.00029177]), 3060: array([7.50233368e-05, 8.65283853e-05, 9.45818804e-05, 1.00219300e-04,
       1.04165474e-04, 1.06927783e-04, 1.08861390e-04, 1.10214908e-04,
       1.11162366e-04, 1.11825584e-04, 1.12289834e-04, 1.12614807e-04,
       1.12842288e-04, 1.13001523e-04, 1.13112987e-04, 1.13191012e-04,
       1.13245629e-04, 1.13283861e-04, 1.13310623e-04, 1.13329356e-04,
       1.13342469e-04, 1.13351649e-04, 1.13358074e-04, 1.13362572e-04,
       1.13365720e-04, 1.13367924e-04, 1.13369467e-04, 1.13370547e-04]), 3065: array([3.79036603e-05, 3.58499870e-05, 3.44124148e-05, 3.34061136e-05,
       3.27017024e-05, 3.22086142e-05, 3.18634523e-05, 3.16218388e-05,
       3.14527092e-05, 3.13343185e-05, 3.12514449e-05, 3.11934333e-05,
       3.11528252e-05, 3.11243995e-05, 3.11045015e-05, 3.10905729e-05,
       3.10808229e-05, 3.10739979e-05, 3.10692204e-05, 3.10658761e-05,
       3.10635351e-05, 3.10618964e-05, 3.10607493e-05, 3.10599464e-05,
       3.10593843e-05, 3.10589909e-05, 3.10587154e-05, 3.10585226e-05]), 3070: array([9.91329534e-06, 9.88735054e-06, 9.87437810e-06, 9.86789185e-06,
       9.86464872e-06, 9.86302714e-06, 9.86221635e-06, 9.86181096e-06,
       9.86160826e-06, 9.86150691e-06, 9.86145623e-06, 9.86143090e-06,
       9.86141823e-06, 9.86141189e-06, 9.86140873e-06, 9.86140714e-06,
       9.86140635e-06, 9.86140595e-06, 9.86140576e-06, 9.86140566e-06,
       9.86140561e-06, 9.86140558e-06, 9.86140557e-06, 9.86140556e-06,
       9.86140556e-06, 9.86140556e-06, 9.86140556e-06, 9.86140556e-06]), 3075: array([2.62577228e-06, 3.00536702e-06, 3.34700189e-06, 3.65447290e-06,
       3.93119648e-06, 4.18024741e-06, 4.40439297e-06, 4.60612374e-06,
       4.78768121e-06, 4.95108274e-06, 5.09814395e-06, 5.23049887e-06,
       5.34961816e-06, 5.45682539e-06, 5.55331179e-06, 5.64014944e-06,
       5.71830323e-06, 5.78864156e-06, 5.85194598e-06, 5.90891989e-06,
       5.96019635e-06, 6.00634511e-06, 6.04787894e-06, 6.08525934e-06,
       6.11890167e-06, 6.14917972e-06, 6.17642994e-06, 6.20095510e-06]), 3080: array([1.32223145e-06, 1.42190564e-06, 1.51161240e-06, 1.59234848e-06,
       1.66501095e-06, 1.73040716e-06, 1.78926375e-06, 1.84223468e-06,
       1.88990851e-06, 1.93281495e-06, 1.97143075e-06, 2.00618496e-06,
       2.03746375e-06, 2.06561466e-06, 2.09095048e-06, 2.11375271e-06,
       2.13427472e-06, 2.15274452e-06, 2.16936735e-06, 2.18432789e-06,
       2.19779237e-06, 2.20991041e-06, 2.22081664e-06, 2.23063225e-06,
       2.23946629e-06, 2.24741693e-06, 2.25457251e-06, 2.26101253e-06]), 3085: array([9.83373939e-07, 1.05257916e-06, 1.08718177e-06, 1.10448307e-06,
       1.11313372e-06, 1.11745905e-06, 1.11962171e-06, 1.12070304e-06,
       1.12124371e-06, 1.12151404e-06, 1.12164920e-06, 1.12171679e-06,
       1.12175058e-06, 1.12176748e-06, 1.12177592e-06, 1.12178015e-06,
       1.12178226e-06, 1.12178332e-06, 1.12178384e-06, 1.12178411e-06,
       1.12178424e-06, 1.12178431e-06, 1.12178434e-06, 1.12178435e-06,
       1.12178436e-06, 1.12178437e-06, 1.12178437e-06, 1.12178437e-06]), 3090: array([2.69389351e-06, 1.99740688e-06, 1.64916349e-06, 1.47504176e-06,
       1.38798088e-06, 1.34445043e-06, 1.32268520e-06, 1.31180259e-06,
       1.30636128e-06, 1.30364062e-06, 1.30228030e-06, 1.30160013e-06,
       1.30126005e-06, 1.30109001e-06, 1.30100499e-06, 1.30096248e-06,
       1.30094122e-06, 1.30093059e-06, 1.30092528e-06, 1.30092262e-06,
       1.30092130e-06, 1.30092063e-06, 1.30092030e-06, 1.30092013e-06,
       1.30092005e-06, 1.30092001e-06, 1.30091999e-06, 1.30091998e-06]), 3095: array([3.61905312e-06, 2.94230218e-06, 2.60392665e-06, 2.43473886e-06,
       2.35014495e-06, 2.30784799e-06, 2.28669950e-06, 2.27612526e-06,
       2.27083813e-06, 2.26819457e-06, 2.26687279e-06, 2.26621190e-06,
       2.26588146e-06, 2.26571623e-06, 2.26563362e-06, 2.26559232e-06,
       2.26557166e-06, 2.26556134e-06, 2.26555617e-06, 2.26555359e-06,
       2.26555230e-06, 2.26555166e-06, 2.26555133e-06, 2.26555117e-06,
       2.26555109e-06, 2.26555105e-06, 2.26555103e-06, 2.26555102e-06]), 3100: array([3.05555788e-06, 2.97366049e-06, 2.93271179e-06, 2.91223745e-06,
       2.90200028e-06, 2.89688170e-06, 2.89432241e-06, 2.89304276e-06,
       2.89240294e-06, 2.89208303e-06, 2.89192307e-06, 2.89184310e-06,
       2.89180311e-06, 2.89178311e-06, 2.89177312e-06, 2.89176812e-06,
       2.89176562e-06, 2.89176437e-06, 2.89176374e-06, 2.89176343e-06,
       2.89176328e-06, 2.89176320e-06, 2.89176316e-06, 2.89176314e-06,
       2.89176313e-06, 2.89176312e-06, 2.89176312e-06, 2.89176312e-06]), 3105: array([6.97017370e-05, 5.70226387e-05, 4.81472635e-05, 4.19344963e-05,
       3.75855560e-05, 3.45412956e-05, 3.24103118e-05, 3.09186220e-05,
       2.98744384e-05, 2.91435094e-05, 2.86318586e-05, 2.82737029e-05,
       2.80229937e-05, 2.78474971e-05, 2.77246494e-05, 2.76386559e-05,
       2.75784605e-05, 2.75363236e-05, 2.75068278e-05, 2.74861807e-05,
       2.74717277e-05, 2.74616107e-05, 2.74545287e-05, 2.74495713e-05,
       2.74461011e-05, 2.74436720e-05, 2.74419716e-05, 2.74407814e-05]), 3110: array([1.97294315e-04, 1.63783569e-04, 1.40324893e-04, 1.23903011e-04,
       1.12407128e-04, 1.04359614e-04, 9.87260768e-05, 9.47824067e-05,
       9.20217018e-05, 9.00891133e-05, 8.87362348e-05, 8.77891732e-05,
       8.71261974e-05, 8.66620916e-05, 8.63372015e-05, 8.61097672e-05,
       8.59505554e-05, 8.58391017e-05, 8.57610802e-05, 8.57064625e-05,
       8.56682282e-05, 8.56414629e-05, 8.56227262e-05, 8.56096100e-05,
       8.56004281e-05, 8.55940005e-05, 8.55895009e-05, 8.55863511e-05]), 3115: array([7.08448896e-05, 8.03774491e-05, 8.51449610e-05, 8.75293331e-05,
       8.87218274e-05, 8.93182286e-05, 8.96165064e-05, 8.97656838e-05,
       8.98402918e-05, 8.98776054e-05, 8.98962671e-05, 8.99056003e-05,
       8.99102681e-05, 8.99126026e-05, 8.99137702e-05, 8.99143541e-05,
       8.99146462e-05, 8.99147922e-05, 8.99148653e-05, 8.99149018e-05,
       8.99149201e-05, 8.99149292e-05, 8.99149338e-05, 8.99149361e-05,
       8.99149372e-05, 8.99149378e-05, 8.99149381e-05, 8.99149382e-05]), 3120: array([1.76054913e-05, 2.00114783e-05, 2.21768559e-05, 2.41256860e-05,
       2.58796243e-05, 2.74581610e-05, 2.88788369e-05, 3.01574388e-05,
       3.13081748e-05, 3.23438321e-05, 3.32759190e-05, 3.41147930e-05,
       3.48697759e-05, 3.55492571e-05, 3.61607871e-05, 3.67111614e-05,
       3.72064958e-05, 3.76522945e-05, 3.80535114e-05, 3.84146047e-05,
       3.87395872e-05, 3.90320699e-05, 3.92953030e-05, 3.95322117e-05,
       3.97454284e-05, 3.99373225e-05, 4.01100263e-05, 4.02654589e-05]), 3125: array([6.05316574e-05, 5.29936053e-05, 4.77169587e-05, 4.40232991e-05,
       4.14377325e-05, 3.96278325e-05, 3.83609001e-05, 3.74740457e-05,
       3.68532464e-05, 3.64186861e-05, 3.61144933e-05, 3.59015580e-05,
       3.57525030e-05, 3.56481642e-05, 3.55751270e-05, 3.55240008e-05,
       3.54882124e-05, 3.54631605e-05, 3.54456242e-05, 3.54333487e-05,
       3.54247558e-05, 3.54187408e-05, 3.54145303e-05, 3.54115829e-05,
       3.54095198e-05, 3.54080755e-05, 3.54070646e-05, 3.54063569e-05]), 3130: array([4.44773128e-05, 4.31728882e-05, 4.25206808e-05, 4.21945796e-05,
       4.20315302e-05, 4.19500061e-05, 4.19092443e-05, 4.18888636e-05,
       4.18786734e-05, 4.18735783e-05, 4.18710307e-05, 4.18697570e-05,
       4.18691201e-05, 4.18688017e-05, 4.18686424e-05, 4.18685628e-05,
       4.18685230e-05, 4.18685031e-05, 4.18684932e-05, 4.18684882e-05,
       4.18684857e-05, 4.18684845e-05, 4.18684838e-05, 4.18684835e-05,
       4.18684834e-05, 4.18684833e-05, 4.18684833e-05, 4.18684832e-05]), 3135: array([5.52050561e-05, 5.15332097e-05, 4.96972727e-05, 4.87792974e-05,
       4.83203063e-05, 4.80908090e-05, 4.79760595e-05, 4.79186844e-05,
       4.78899965e-05, 4.78756525e-05, 4.78684805e-05, 4.78648944e-05,
       4.78631014e-05, 4.78622049e-05, 4.78617566e-05, 4.78615325e-05,
       4.78614204e-05, 4.78613644e-05, 4.78613363e-05, 4.78613223e-05,
       4.78613153e-05, 4.78613118e-05, 4.78613101e-05, 4.78613092e-05,
       4.78613088e-05, 4.78613085e-05, 4.78613084e-05, 4.78613084e-05]), 3140: array([2.53722398e-05, 2.54593432e-05, 2.55203143e-05, 2.55629930e-05,
       2.55928675e-05, 2.56137792e-05, 2.56284170e-05, 2.56386633e-05,
       2.56458355e-05, 2.56508560e-05, 2.56543702e-05, 2.56568301e-05,
       2.56585520e-05, 2.56597573e-05, 2.56606010e-05, 2.56611916e-05,
       2.56616050e-05, 2.56618943e-05, 2.56620969e-05, 2.56622387e-05,
       2.56623379e-05, 2.56624074e-05, 2.56624560e-05, 2.56624900e-05,
       2.56625139e-05, 2.56625305e-05, 2.56625422e-05, 2.56625504e-05]), 3145: array([5.23194226e-05, 3.82741066e-05, 3.11551768e-05, 2.75469160e-05,
       2.57180532e-05, 2.47910861e-05, 2.43212488e-05, 2.40831096e-05,
       2.39624078e-05, 2.39012295e-05, 2.38702211e-05, 2.38545043e-05,
       2.38465382e-05, 2.38425005e-05, 2.38404540e-05, 2.38394167e-05,
       2.38388910e-05, 2.38386245e-05, 2.38384894e-05, 2.38384210e-05,
       2.38383863e-05, 2.38383687e-05, 2.38383598e-05, 2.38383552e-05,
       2.38383530e-05, 2.38383518e-05, 2.38383512e-05, 2.38383509e-05]), 3150: array([1.12153471e-04, 9.51261519e-05, 8.32069914e-05, 7.48635533e-05,
       6.90231286e-05, 6.49348187e-05, 6.20729929e-05, 6.00697087e-05,
       5.86674054e-05, 5.76857901e-05, 5.69986572e-05, 5.65176628e-05,
       5.61809656e-05, 5.59452768e-05, 5.57802942e-05, 5.56648060e-05,
       5.55839640e-05, 5.55273744e-05, 5.54877616e-05, 5.54600326e-05,
       5.54406222e-05, 5.54270348e-05, 5.54175237e-05, 5.54108658e-05,
       5.54062053e-05, 5.54029430e-05, 5.54006593e-05, 5.53990608e-05]), 3155: array([4.57976958e-05, 5.06123866e-05, 5.39826588e-05, 5.63418414e-05,
       5.79932637e-05, 5.91492554e-05, 5.99584468e-05, 6.05248789e-05,
       6.09213801e-05, 6.11989299e-05, 6.13932142e-05, 6.15292127e-05,
       6.16244113e-05, 6.16910502e-05, 6.17376972e-05, 6.17703500e-05,
       6.17932069e-05, 6.18092066e-05, 6.18204064e-05, 6.18282463e-05,
       6.18337341e-05, 6.18375756e-05, 6.18402646e-05, 6.18421470e-05,
       6.18434646e-05, 6.18443869e-05, 6.18450325e-05, 6.18454845e-05]), 3160: array([4.28296846e-05, 4.16943934e-05, 4.08996921e-05, 4.03434030e-05,
       3.99540018e-05, 3.96814218e-05, 3.94906165e-05, 3.93570531e-05,
       3.92635591e-05, 3.91981135e-05, 3.91523017e-05, 3.91202335e-05,
       3.90977859e-05, 3.90820726e-05, 3.90710733e-05, 3.90633739e-05,
       3.90579842e-05, 3.90542115e-05, 3.90515706e-05, 3.90497220e-05,
       3.90484280e-05, 3.90475222e-05, 3.90468881e-05, 3.90464443e-05,
       3.90461336e-05, 3.90459161e-05, 3.90457638e-05, 3.90456573e-05]), 3165: array([8.84211591e-05, 8.29256815e-05, 7.79797492e-05, 7.35284079e-05,
       6.95221986e-05, 6.59166084e-05, 6.26715756e-05, 5.97510446e-05,
       5.71225653e-05, 5.47569327e-05, 5.26278624e-05, 5.07116980e-05,
       4.89871493e-05, 4.74350546e-05, 4.60381686e-05, 4.47809706e-05,
       4.36494919e-05, 4.26311605e-05, 4.17146617e-05, 4.08898124e-05,
       4.01474477e-05, 3.94793191e-05, 3.88780031e-05, 3.83368183e-05,
       3.78497518e-05, 3.74113918e-05, 3.70168675e-05, 3.66617955e-05]), 3170: array([3.41731329e-05, 3.68414945e-05, 3.87093483e-05, 4.00168464e-05,
       4.09320954e-05, 4.15727699e-05, 4.20212422e-05, 4.23351729e-05,
       4.25549245e-05, 4.27087507e-05, 4.28164290e-05, 4.28918039e-05,
       4.29445663e-05, 4.29815000e-05, 4.30073536e-05, 4.30254512e-05,
       4.30381195e-05, 4.30469873e-05, 4.30531947e-05, 4.30575399e-05,
       4.30605816e-05, 4.30627108e-05, 4.30642012e-05, 4.30652445e-05,
       4.30659748e-05, 4.30664860e-05, 4.30668438e-05, 4.30670943e-05]), 3175: array([1.68033715e-05, 1.92912755e-05, 2.10328076e-05, 2.22518795e-05,
       2.31052296e-05, 2.37025744e-05, 2.41207155e-05, 2.44134142e-05,
       2.46183032e-05, 2.47617255e-05, 2.48621210e-05, 2.49323979e-05,
       2.49815916e-05, 2.50160273e-05, 2.50401322e-05, 2.50570056e-05,
       2.50688171e-05, 2.50770850e-05, 2.50828726e-05, 2.50869239e-05,
       2.50897598e-05, 2.50917450e-05, 2.50931346e-05, 2.50941073e-05,
       2.50947882e-05, 2.50952648e-05, 2.50955985e-05, 2.50958320e-05]), 3180: array([3.05578409e-06, 2.74973061e-06, 2.59670388e-06, 2.52019052e-06,
       2.48193384e-06, 2.46280550e-06, 2.45324133e-06, 2.44845924e-06,
       2.44606820e-06, 2.44487268e-06, 2.44427492e-06, 2.44397604e-06,
       2.44382660e-06, 2.44375188e-06, 2.44371452e-06, 2.44369584e-06,
       2.44368650e-06, 2.44368183e-06, 2.44367950e-06, 2.44367833e-06,
       2.44367774e-06, 2.44367745e-06, 2.44367731e-06, 2.44367723e-06,
       2.44367720e-06, 2.44367718e-06, 2.44367717e-06, 2.44367716e-06]), 3185: array([2.21378853e-05, 1.40889156e-05, 1.00644286e-05, 8.05218400e-06,
       7.04606118e-06, 6.54299950e-06, 6.29146852e-06, 6.16570297e-06,
       6.10282016e-06, 6.07137874e-06, 6.05565802e-06, 6.04779765e-06,
       6.04386747e-06, 6.04190238e-06, 6.04091983e-06, 6.04042855e-06,
       6.04018292e-06, 6.04006010e-06, 6.03999869e-06, 6.03996798e-06,
       6.03995263e-06, 6.03994496e-06, 6.03994112e-06, 6.03993920e-06,
       6.03993824e-06, 6.03993776e-06, 6.03993752e-06, 6.03993740e-06]), 3190: array([7.85108360e-06, 7.81308658e-06, 7.79408808e-06, 7.78458884e-06,
       7.77983922e-06, 7.77746441e-06, 7.77627700e-06, 7.77568330e-06,
       7.77538645e-06, 7.77523802e-06, 7.77516381e-06, 7.77512670e-06,
       7.77510815e-06, 7.77509887e-06, 7.77509424e-06, 7.77509192e-06,
       7.77509076e-06, 7.77509018e-06, 7.77508989e-06, 7.77508974e-06,
       7.77508967e-06, 7.77508963e-06, 7.77508962e-06, 7.77508961e-06,
       7.77508960e-06, 7.77508960e-06, 7.77508960e-06, 7.77508960e-06]), 3195: array([6.13336574e-06, 6.13988768e-06, 6.14445304e-06, 6.14764878e-06,
       6.14988581e-06, 6.15145172e-06, 6.15254786e-06, 6.15331516e-06,
       6.15385227e-06, 6.15422824e-06, 6.15449143e-06, 6.15467565e-06,
       6.15480461e-06, 6.15489489e-06, 6.15495808e-06, 6.15500231e-06,
       6.15503327e-06, 6.15505495e-06, 6.15507012e-06, 6.15508074e-06,
       6.15508817e-06, 6.15509338e-06, 6.15509702e-06, 6.15509957e-06,
       6.15510135e-06, 6.15510260e-06, 6.15510348e-06, 6.15510409e-06]), 3200: array([2.00636460e-06, 2.18469696e-06, 2.34519604e-06, 2.48964519e-06,
       2.61964940e-06, 2.73665316e-06, 2.84195652e-06, 2.93672953e-06,
       3.02202521e-06, 3.09879132e-06, 3.16788079e-06, 3.23006131e-06,
       3.28602377e-06, 3.33638996e-06, 3.38171953e-06, 3.42251613e-06,
       3.45923307e-06, 3.49227830e-06, 3.52201901e-06, 3.54878564e-06,
       3.57287560e-06, 3.59455656e-06, 3.61406942e-06, 3.63163099e-06,
       3.64743640e-06, 3.66166127e-06, 3.67446364e-06, 3.68598578e-06]), 3205: array([2.12171982e-06, 2.12087072e-06, 2.12027634e-06, 2.11986028e-06,
       2.11956904e-06, 2.11936517e-06, 2.11922246e-06, 2.11912256e-06,
       2.11905263e-06, 2.11900369e-06, 2.11896942e-06, 2.11894544e-06,
       2.11892865e-06, 2.11891689e-06, 2.11890867e-06, 2.11890291e-06,
       2.11889888e-06, 2.11889605e-06, 2.11889408e-06, 2.11889270e-06,
       2.11889173e-06, 2.11889105e-06, 2.11889058e-06, 2.11889025e-06,
       2.11889001e-06, 2.11888985e-06, 2.11888974e-06, 2.11888966e-06]), 3210: array([1.06345039e-06, 1.25050760e-06, 1.34403621e-06, 1.39080052e-06,
       1.41418267e-06, 1.42587375e-06, 1.43171929e-06, 1.43464206e-06,
       1.43610345e-06, 1.43683414e-06, 1.43719949e-06, 1.43738216e-06,
       1.43747350e-06, 1.43751916e-06, 1.43754200e-06, 1.43755341e-06,
       1.43755912e-06, 1.43756198e-06, 1.43756340e-06, 1.43756412e-06,
       1.43756448e-06, 1.43756465e-06, 1.43756474e-06, 1.43756479e-06,
       1.43756481e-06, 1.43756482e-06, 1.43756483e-06, 1.43756483e-06]), 3215: array([1.06181141e-05, 8.91415869e-06, 7.72138968e-06, 6.88645123e-06,
       6.30199422e-06, 5.89287424e-06, 5.60649021e-06, 5.40602135e-06,
       5.26569312e-06, 5.16746335e-06, 5.09870250e-06, 5.05056989e-06,
       5.01687706e-06, 4.99329208e-06, 4.97678258e-06, 4.96522594e-06,
       4.95713628e-06, 4.95147352e-06, 4.94750959e-06, 4.94473484e-06,
       4.94279251e-06, 4.94143288e-06, 4.94048114e-06, 4.93981492e-06,
       4.93934857e-06, 4.93902212e-06, 4.93879361e-06, 4.93863365e-06]), 3220: array([2.86997981e-05, 2.41015228e-05, 2.08827232e-05, 1.86295587e-05,
       1.70523402e-05, 1.59482849e-05, 1.51754446e-05, 1.46344552e-05,
       1.42557619e-05, 1.39906759e-05, 1.38051154e-05, 1.36752228e-05,
       1.35842977e-05, 1.35206500e-05, 1.34760966e-05, 1.34449091e-05,
       1.34230778e-05, 1.34077959e-05, 1.33970985e-05, 1.33896103e-05,
       1.33843686e-05, 1.33806993e-05, 1.33781309e-05, 1.33763330e-05,
       1.33750744e-05, 1.33741934e-05, 1.33735767e-05, 1.33731450e-05]), 3225: array([4.38548283e-05, 3.88499194e-05, 3.53464783e-05, 3.28940662e-05,
       3.11773753e-05, 2.99756900e-05, 2.91345092e-05, 2.85456818e-05,
       2.81335020e-05, 2.78449758e-05, 2.76430071e-05, 2.75016289e-05,
       2.74026640e-05, 2.73333884e-05, 2.72848955e-05, 2.72509504e-05,
       2.72271888e-05, 2.72105556e-05, 2.71989124e-05, 2.71907622e-05,
       2.71850570e-05, 2.71810633e-05, 2.71782678e-05, 2.71763109e-05,
       2.71749411e-05, 2.71739822e-05, 2.71733110e-05, 2.71728411e-05]), 3230: array([1.66001024e-05, 1.75453298e-05, 1.82069857e-05, 1.86701425e-05,
       1.89943506e-05, 1.92212952e-05, 1.93801556e-05, 1.94913573e-05,
       1.95691981e-05, 1.96236863e-05, 1.96618280e-05, 1.96885269e-05,
       1.97072161e-05, 1.97202985e-05, 1.97294561e-05, 1.97358664e-05,
       1.97403536e-05, 1.97434946e-05, 1.97456933e-05, 1.97472324e-05,
       1.97483098e-05, 1.97490639e-05, 1.97495918e-05, 1.97499613e-05,
       1.97502200e-05, 1.97504011e-05, 1.97505278e-05, 1.97506165e-05]), 3235: array([3.97131058e-06, 4.51283095e-06, 5.00019891e-06, 5.43882974e-06,
       5.83359720e-06, 6.18888764e-06, 6.50864880e-06, 6.79643363e-06,
       7.05543978e-06, 7.28854514e-06, 7.49833980e-06, 7.68715486e-06,
       7.85708828e-06, 8.01002825e-06, 8.14767412e-06, 8.27155531e-06,
       8.38304829e-06, 8.48339190e-06, 8.57370108e-06, 8.65497929e-06,
       8.72812961e-06, 8.79396486e-06, 8.85321654e-06, 8.90654301e-06,
       8.95453679e-06, 8.99773117e-06, 9.03660607e-06, 9.07159347e-06]), 3240: array([1.87471920e-06, 1.85878430e-06, 1.84762987e-06, 1.83982177e-06,
       1.83435610e-06, 1.83053014e-06, 1.82785196e-06, 1.82597724e-06,
       1.82466493e-06, 1.82374632e-06, 1.82310329e-06, 1.82265317e-06,
       1.82233808e-06, 1.82211752e-06, 1.82196313e-06, 1.82185506e-06,
       1.82177941e-06, 1.82172645e-06, 1.82168938e-06, 1.82166343e-06,
       1.82164527e-06, 1.82163255e-06, 1.82162365e-06, 1.82161742e-06,
       1.82161306e-06, 1.82161001e-06, 1.82160787e-06, 1.82160638e-06]), 3245: array([6.99303287e-07, 8.07169281e-07, 8.61102276e-07, 8.88068773e-07,
       9.01552021e-07, 9.08293644e-07, 9.11664456e-07, 9.13349862e-07,
       9.14192564e-07, 9.14613916e-07, 9.14824592e-07, 9.14929929e-07,
       9.14982598e-07, 9.15008933e-07, 9.15022100e-07, 9.15028684e-07,
       9.15031975e-07, 9.15033621e-07, 9.15034444e-07, 9.15034856e-07,
       9.15035061e-07, 9.15035164e-07, 9.15035216e-07, 9.15035241e-07,
       9.15035254e-07, 9.15035261e-07, 9.15035264e-07, 9.15035266e-07]), 3250: array([2.24310885e-06, 2.23627284e-06, 2.23012043e-06, 2.22458326e-06,
       2.21959981e-06, 2.21511470e-06, 2.21107810e-06, 2.20744516e-06,
       2.20417552e-06, 2.20123284e-06, 2.19858443e-06, 2.19620086e-06,
       2.19405565e-06, 2.19212496e-06, 2.19038734e-06, 2.18882347e-06,
       2.18741600e-06, 2.18614927e-06, 2.18500922e-06, 2.18398317e-06,
       2.18305973e-06, 2.18222863e-06, 2.18148064e-06, 2.18080745e-06,
       2.18020158e-06, 2.17965629e-06, 2.17916554e-06, 2.17872386e-06]), 3255: array([9.84056784e-06, 8.36339709e-06, 7.32937701e-06, 6.60556256e-06,
       6.09889218e-06, 5.74422272e-06, 5.49595396e-06, 5.32216574e-06,
       5.20051392e-06, 5.11535760e-06, 5.05574814e-06, 5.01402150e-06,
       4.98481283e-06, 4.96436676e-06, 4.95005449e-06, 4.94003591e-06,
       4.93302289e-06, 4.92811378e-06, 4.92467740e-06, 4.92227193e-06,
       4.92058810e-06, 4.91940942e-06, 4.91858434e-06, 4.91800679e-06,
       4.91760250e-06, 4.91731950e-06, 4.91712140e-06, 4.91698272e-06]), 3260: array([1.24137517e-05, 1.13243703e-05, 1.05618031e-05, 1.00280059e-05,
       9.65434776e-06, 9.39278700e-06, 9.20969441e-06, 9.08152957e-06,
       8.99181415e-06, 8.92901334e-06, 8.88505276e-06, 8.85428035e-06,
       8.83273965e-06, 8.81766116e-06, 8.80710622e-06, 8.79971775e-06,
       8.79454582e-06, 8.79092548e-06, 8.78839123e-06, 8.78661726e-06,
       8.78537548e-06, 8.78450623e-06, 8.78389776e-06, 8.78347182e-06,
       8.78317367e-06, 8.78296497e-06, 8.78281887e-06, 8.78271661e-06]), 3265: array([9.22071249e-05, 7.36164212e-05, 6.43210053e-05, 5.96732654e-05,
       5.73493793e-05, 5.61874283e-05, 5.56064488e-05, 5.53159571e-05,
       5.51707102e-05, 5.50980862e-05, 5.50617740e-05, 5.50436178e-05,
       5.50345396e-05, 5.50300005e-05, 5.50277309e-05, 5.50265961e-05,
       5.50260287e-05, 5.50257450e-05, 5.50256031e-05, 5.50255322e-05,
       5.50254967e-05, 5.50254790e-05, 5.50254702e-05, 5.50254657e-05,
       5.50254635e-05, 5.50254624e-05, 5.50254618e-05, 5.50254616e-05]), 3270: array([4.79688677e-05, 5.33849450e-05, 5.62820947e-05, 5.78318282e-05,
       5.86608063e-05, 5.91042406e-05, 5.93414409e-05, 5.94683233e-05,
       5.95361948e-05, 5.95725004e-05, 5.95919208e-05, 5.96023091e-05,
       5.96078660e-05, 5.96108385e-05, 5.96124285e-05, 5.96132791e-05,
       5.96137340e-05, 5.96139774e-05, 5.96141076e-05, 5.96141772e-05,
       5.96142145e-05, 5.96142344e-05, 5.96142450e-05, 5.96142507e-05,
       5.96142538e-05, 5.96142554e-05, 5.96142563e-05, 5.96142568e-05]), 3275: array([4.68022504e-05, 4.03916123e-05, 3.71857032e-05, 3.55824534e-05,
       3.47806810e-05, 3.43797210e-05, 3.41792040e-05, 3.40789271e-05,
       3.40287794e-05, 3.40037010e-05, 3.39911594e-05, 3.39848875e-05,
       3.39817509e-05, 3.39801824e-05, 3.39793980e-05, 3.39790057e-05,
       3.39788095e-05, 3.39787114e-05, 3.39786623e-05, 3.39786378e-05,
       3.39786255e-05, 3.39786194e-05, 3.39786163e-05, 3.39786148e-05,
       3.39786140e-05, 3.39786136e-05, 3.39786134e-05, 3.39786134e-05]), 3280: array([5.46394077e-05, 4.96211522e-05, 4.71120138e-05, 4.58574392e-05,
       4.52301493e-05, 4.49165030e-05, 4.47596792e-05, 4.46812670e-05,
       4.46420607e-05, 4.46224574e-05, 4.46126558e-05, 4.46077549e-05,
       4.46053045e-05, 4.46040793e-05, 4.46034667e-05, 4.46031604e-05,
       4.46030072e-05, 4.46029306e-05, 4.46028923e-05, 4.46028732e-05,
       4.46028636e-05, 4.46028588e-05, 4.46028564e-05, 4.46028552e-05,
       4.46028546e-05, 4.46028543e-05, 4.46028542e-05, 4.46028541e-05]), 3285: array([3.13612031e-05, 3.56887556e-05, 3.78525683e-05, 3.89344929e-05,
       3.94754643e-05, 3.97459545e-05, 3.98812019e-05, 3.99488267e-05,
       3.99826397e-05, 3.99995465e-05, 4.00080000e-05, 4.00122269e-05,
       4.00143403e-05, 4.00153971e-05, 4.00159254e-05, 4.00161896e-05,
       4.00163217e-05, 4.00163878e-05, 4.00164208e-05, 4.00164373e-05,
       4.00164456e-05, 4.00164497e-05, 4.00164518e-05, 4.00164528e-05,
       4.00164533e-05, 4.00164536e-05, 4.00164537e-05, 4.00164538e-05]), 3290: array([4.82131262e-06, 5.23127990e-06, 5.63304750e-06, 6.02677942e-06,
       6.41263638e-06, 6.79077589e-06, 7.16135230e-06, 7.52451688e-06,
       7.88041787e-06, 8.22920056e-06, 8.57100731e-06, 8.90597764e-06,
       9.23424829e-06, 9.55595327e-06, 9.87122388e-06, 1.01801888e-05,
       1.04829742e-05, 1.07797037e-05, 1.10704983e-05, 1.13554767e-05,
       1.16347554e-05, 1.19084483e-05, 1.21766671e-05, 1.24395213e-05,
       1.26971182e-05, 1.29495630e-05, 1.31969586e-05, 1.34394062e-05]), 3295: array([1.70238336e-04, 1.58609786e-04, 1.48144084e-04, 1.38724947e-04,
       1.30247719e-04, 1.22618209e-04, 1.15751645e-04, 1.09571734e-04,
       1.04009811e-04, 9.90040773e-05, 9.44989140e-05, 9.04442646e-05,
       8.67950779e-05, 8.35108079e-05, 8.05549631e-05, 7.78947011e-05,
       7.55004638e-05, 7.33456490e-05, 7.14063145e-05, 6.96609123e-05,
       6.80900495e-05, 6.66762720e-05, 6.54038715e-05, 6.42587104e-05,
       6.32280647e-05, 6.23004830e-05, 6.14656590e-05, 6.07143170e-05]), 3300: array([0.00026909, 0.00026529, 0.00026159, 0.00025796, 0.00025442,
       0.00025095, 0.00024757, 0.00024426, 0.00024102, 0.00023786,
       0.00023476, 0.00023174, 0.00022878, 0.0002259 , 0.00022307,
       0.00022031, 0.00021761, 0.00021497, 0.00021239, 0.00020987,
       0.00020741, 0.000205  , 0.00020264, 0.00020034, 0.00019809,
       0.00019589, 0.00019374, 0.00019164]), 3305: array([5.48566468e-05, 6.02244515e-05, 6.39819134e-05, 6.66121357e-05,
       6.84532906e-05, 6.97420986e-05, 7.06442638e-05, 7.12757793e-05,
       7.17178399e-05, 7.20272822e-05, 7.22438918e-05, 7.23955184e-05,
       7.25016570e-05, 7.25759540e-05, 7.26279619e-05, 7.26643674e-05,
       7.26898512e-05, 7.27076899e-05, 7.27201770e-05, 7.27289179e-05,
       7.27350366e-05, 7.27393196e-05, 7.27423178e-05, 7.27444165e-05,
       7.27458856e-05, 7.27469139e-05, 7.27476338e-05, 7.27481377e-05]), 3310: array([3.99105269e-05, 4.13705688e-05, 4.21005925e-05, 4.24656056e-05,
       4.26481129e-05, 4.27393668e-05, 4.27849940e-05, 4.28078076e-05,
       4.28192145e-05, 4.28249179e-05, 4.28277697e-05, 4.28291956e-05,
       4.28299085e-05, 4.28302650e-05, 4.28304432e-05, 4.28305323e-05,
       4.28305769e-05, 4.28305992e-05, 4.28306103e-05, 4.28306159e-05,
       4.28306187e-05, 4.28306200e-05, 4.28306207e-05, 4.28306211e-05,
       4.28306213e-05, 4.28306214e-05, 4.28306214e-05, 4.28306214e-05]), 3315: array([3.03309026e-05, 2.98709167e-05, 2.94569292e-05, 2.90843405e-05,
       2.87490105e-05, 2.84472135e-05, 2.81755962e-05, 2.79311405e-05,
       2.77111303e-05, 2.75131212e-05, 2.73349129e-05, 2.71745254e-05,
       2.70301766e-05, 2.69002627e-05, 2.67833401e-05, 2.66781098e-05,
       2.65834025e-05, 2.64981659e-05, 2.64214530e-05, 2.63524113e-05,
       2.62902738e-05, 2.62343500e-05, 2.61840186e-05, 2.61387203e-05,
       2.60979519e-05, 2.60612603e-05, 2.60282378e-05, 2.59985176e-05]), 3320: array([3.21158387e-05, 3.43401122e-05, 3.54522626e-05, 3.60083445e-05,
       3.62863888e-05, 3.64254127e-05, 3.64949255e-05, 3.65296823e-05,
       3.65470609e-05, 3.65557504e-05, 3.65600951e-05, 3.65622675e-05,
       3.65633537e-05, 3.65638969e-05, 3.65641684e-05, 3.65643042e-05,
       3.65643721e-05, 3.65644060e-05, 3.65644230e-05, 3.65644315e-05,
       3.65644357e-05, 3.65644379e-05, 3.65644389e-05, 3.65644395e-05,
       3.65644397e-05, 3.65644399e-05, 3.65644399e-05, 3.65644400e-05]), 3325: array([0.00598511, 0.00555583, 0.00517194, 0.00482864, 0.00452162,
       0.00424707, 0.00400154, 0.00378196, 0.0035856 , 0.00341   ,
       0.00325296, 0.00311253, 0.00298694, 0.00287463, 0.00277419,
       0.00268437, 0.00260404, 0.00253221, 0.00246797, 0.00241052,
       0.00235915, 0.0023132 , 0.00227212, 0.00223537, 0.00220251,
       0.00217313, 0.00214685, 0.00212335]), 3330: array([0.00588098, 0.00592199, 0.005963  , 0.00600401, 0.00604501,
       0.00608602, 0.00612703, 0.00616804, 0.00620905, 0.00625005,
       0.00629106, 0.00633207, 0.00637308, 0.00641409, 0.0064551 ,
       0.0064961 , 0.00653711, 0.00657812, 0.00661913, 0.00666014,
       0.00670114, 0.00674215, 0.00678316, 0.00682417, 0.00686518,
       0.00690619, 0.00694719, 0.0069882 ]), 3335: array([0.00011204, 0.00014956, 0.00017568, 0.00019385, 0.0002065 ,
       0.0002153 , 0.00022143, 0.00022569, 0.00022866, 0.00023072,
       0.00023216, 0.00023316, 0.00023385, 0.00023434, 0.00023467,
       0.00023491, 0.00023507, 0.00023519, 0.00023527, 0.00023532,
       0.00023536, 0.00023538, 0.0002354 , 0.00023542, 0.00023543,
       0.00023543, 0.00023544, 0.00023544]), 3340: array([0.00731806, 0.00735644, 0.00739482, 0.0074332 , 0.00747158,
       0.00750996, 0.00754834, 0.00758671, 0.00762509, 0.00766347,
       0.00770185, 0.00774023, 0.00777861, 0.00781699, 0.00785537,
       0.00789374, 0.00793212, 0.0079705 , 0.00800888, 0.00804726,
       0.00808564, 0.00812402, 0.00816239, 0.00820077, 0.00823915,
       0.00827753, 0.00831591, 0.00835429]), 3345: array([0.00771824, 0.007873  , 0.00802776, 0.00818252, 0.00833728,
       0.00849203, 0.00864679, 0.00880154, 0.0089563 , 0.00911105,
       0.00926581, 0.00942056, 0.00957531, 0.00973006, 0.00988481,
       0.01003956, 0.01019431, 0.01034906, 0.01050381, 0.01065856,
       0.01081331, 0.01096806, 0.0111228 , 0.01127755, 0.01143229,
       0.01158704, 0.01174178, 0.01189653]), 3350: array([0.00031726, 0.00039377, 0.00046282, 0.00052513, 0.00058138,
       0.00063214, 0.00067795, 0.00071929, 0.0007566 , 0.00079028,
       0.00082067, 0.0008481 , 0.00087286, 0.0008952 , 0.00091537,
       0.00093357, 0.00094999, 0.00096481, 0.00097819, 0.00099026,
       0.00100116, 0.001011  , 0.00101987, 0.00102788, 0.00103511,
       0.00104164, 0.00104752, 0.00105284]), 3355: array([1.88312893e-09, 3.37663647e-09, 4.87014401e-09, 6.36365155e-09,
       7.85715909e-09, 9.35066663e-09, 1.08441742e-08, 1.23376817e-08,
       1.38311892e-08, 1.53246968e-08, 1.68182043e-08, 1.83117119e-08,
       1.98052194e-08, 2.12987269e-08, 2.27922345e-08, 2.42857420e-08,
       2.57792496e-08, 2.72727571e-08, 2.87662646e-08, 3.02597722e-08,
       3.17532797e-08, 3.32467873e-08, 3.47402948e-08, 3.62338023e-08,
       3.77273099e-08, 3.92208174e-08, 4.07143249e-08, 4.22078325e-08]), 3360: array([3.65444384e-05, 3.93390114e-05, 4.12952110e-05, 4.26645497e-05,
       4.36230860e-05, 4.42940610e-05, 4.47637431e-05, 4.50925203e-05,
       4.53226642e-05, 4.54837648e-05, 4.55965351e-05, 4.56754743e-05,
       4.57307317e-05, 4.57694118e-05, 4.57964879e-05, 4.58154411e-05,
       4.58287084e-05, 4.58379954e-05, 4.58444964e-05, 4.58490470e-05,
       4.58522325e-05, 4.58544623e-05, 4.58560232e-05, 4.58571158e-05,
       4.58578806e-05, 4.58584160e-05, 4.58587908e-05, 4.58590531e-05]), 3365: array([4.18721130e-05, 3.98265688e-05, 3.83946868e-05, 3.73923687e-05,
       3.66907455e-05, 3.61996089e-05, 3.58558130e-05, 3.56151557e-05,
       3.54466955e-05, 3.53287733e-05, 3.52462276e-05, 3.51884456e-05,
       3.51479982e-05, 3.51196850e-05, 3.50998657e-05, 3.50859922e-05,
       3.50762808e-05, 3.50694828e-05, 3.50647241e-05, 3.50613931e-05,
       3.50590614e-05, 3.50574292e-05, 3.50562866e-05, 3.50554868e-05,
       3.50549270e-05, 3.50545351e-05, 3.50542608e-05, 3.50540687e-05]), 3370: array([4.35783173e-05, 3.74705078e-05, 3.31950304e-05, 3.02021887e-05,
       2.81071941e-05, 2.66406943e-05, 2.56141418e-05, 2.48955532e-05,
       2.43925400e-05, 2.40404298e-05, 2.37939521e-05, 2.36214172e-05,
       2.35006425e-05, 2.34161000e-05, 2.33569201e-05, 2.33154941e-05,
       2.32864958e-05, 2.32661969e-05, 2.32519877e-05, 2.32420412e-05,
       2.32350786e-05, 2.32302048e-05, 2.32267931e-05, 2.32244050e-05,
       2.32227332e-05, 2.32215630e-05, 2.32207439e-05, 2.32201705e-05]), 3375: array([1.51151928e-05, 1.66825512e-05, 1.77796986e-05, 1.85476992e-05,
       1.90852979e-05, 1.94616157e-05, 1.97250374e-05, 1.99094319e-05,
       2.00385077e-05, 2.01288604e-05, 2.01921071e-05, 2.02363797e-05,
       2.02673704e-05, 2.02890638e-05, 2.03042491e-05, 2.03148788e-05,
       2.03223196e-05, 2.03275281e-05, 2.03311741e-05, 2.03337262e-05,
       2.03355127e-05, 2.03367633e-05, 2.03376387e-05, 2.03382514e-05,
       2.03386804e-05, 2.03389806e-05, 2.03391908e-05, 2.03393379e-05]), 3380: array([2.22462368e-05, 1.72723807e-05, 1.47851742e-05, 1.35414316e-05,
       1.29194907e-05, 1.26084854e-05, 1.24529654e-05, 1.23751966e-05,
       1.23363079e-05, 1.23168614e-05, 1.23071370e-05, 1.23022743e-05,
       1.22998427e-05, 1.22986267e-05, 1.22980187e-05, 1.22977146e-05,
       1.22975626e-05, 1.22974865e-05, 1.22974485e-05, 1.22974295e-05,
       1.22974200e-05, 1.22974152e-05, 1.22974129e-05, 1.22974117e-05,
       1.22974111e-05, 1.22974108e-05, 1.22974106e-05, 1.22974105e-05]), 3385: array([1.18264977e-04, 1.09758423e-04, 1.02102520e-04, 9.52122011e-05,
       8.90109100e-05, 8.34297441e-05, 7.84066912e-05, 7.38859403e-05,
       6.98172616e-05, 6.61554482e-05, 6.28598138e-05, 5.98937407e-05,
       5.72242730e-05, 5.48217503e-05, 5.26594784e-05, 5.07134323e-05,
       4.89619895e-05, 4.73856899e-05, 4.59670192e-05, 4.46902147e-05,
       4.35410899e-05, 4.25068767e-05, 4.15760842e-05, 4.07383704e-05,
       3.99844274e-05, 3.93058783e-05, 3.86951836e-05, 3.81455580e-05]), 3390: array([0.0010435 , 0.00091933, 0.0008136 , 0.00072355, 0.00064687,
       0.00058157, 0.00052597, 0.00047861, 0.00043829, 0.00040394,
       0.0003747 , 0.0003498 , 0.00032859, 0.00031053, 0.00029515,
       0.00028205, 0.0002709 , 0.0002614 , 0.00025331, 0.00024642,
       0.00024056, 0.00023556, 0.00023131, 0.00022769, 0.0002246 ,
       0.00022198, 0.00021974, 0.00021783]), 3395: array([0.000763  , 0.00076823, 0.00077346, 0.00077867, 0.00078386,
       0.00078903, 0.0007942 , 0.00079934, 0.00080447, 0.00080959,
       0.00081469, 0.00081978, 0.00082485, 0.0008299 , 0.00083494,
       0.00083997, 0.00084498, 0.00084997, 0.00085495, 0.00085992,
       0.00086487, 0.00086981, 0.00087473, 0.00087964, 0.00088453,
       0.00088941, 0.00089428, 0.00089912]), 3400: array([5.83811100e-05, 6.64381597e-05, 7.36894218e-05, 8.02154833e-05,
       8.60888716e-05, 9.13748608e-05, 9.61321969e-05, 1.00413751e-04,
       1.04267105e-04, 1.07735084e-04, 1.10856230e-04, 1.13665229e-04,
       1.16193300e-04, 1.18468537e-04, 1.20516228e-04, 1.22359128e-04,
       1.24017720e-04, 1.25510435e-04, 1.26853863e-04, 1.28062935e-04,
       1.29151087e-04, 1.30130413e-04, 1.31011796e-04, 1.31805032e-04,
       1.32518936e-04, 1.33161442e-04, 1.33739691e-04, 1.34260110e-04]), 3405: array([0.00034927, 0.00029334, 0.00025394, 0.00022619, 0.00020664,
       0.00019287, 0.00018317, 0.00017634, 0.00017152, 0.00016813,
       0.00016575, 0.00016406, 0.00016288, 0.00016204, 0.00016146,
       0.00016104, 0.00016075, 0.00016054, 0.0001604 , 0.0001603 ,
       0.00016023, 0.00016017, 0.00016014, 0.00016011, 0.0001601 ,
       0.00016008, 0.00016008, 0.00016007]), 3410: array([0.00091394, 0.00091821, 0.00092248, 0.00092676, 0.00093103,
       0.0009353 , 0.00093957, 0.00094384, 0.00094811, 0.00095238,
       0.00095665, 0.00096092, 0.0009652 , 0.00096947, 0.00097374,
       0.00097801, 0.00098228, 0.00098655, 0.00099082, 0.00099509,
       0.00099937, 0.00100364, 0.00100791, 0.00101218, 0.00101645,
       0.00102072, 0.00102499, 0.00102926]), 3415: array([5.73473323e-05, 6.56994494e-05, 7.32163022e-05, 7.99814225e-05,
       8.60699881e-05, 9.15496588e-05, 9.64813280e-05, 1.00919799e-04,
       1.04914395e-04, 1.08509507e-04, 1.11745084e-04, 1.14657084e-04,
       1.17277865e-04, 1.19636552e-04, 1.21759355e-04, 1.23669864e-04,
       1.25389311e-04, 1.26936802e-04, 1.28329534e-04, 1.29582984e-04,
       1.30711081e-04, 1.31726362e-04, 1.32640108e-04, 1.33462473e-04,
       1.34202597e-04, 1.34868704e-04, 1.35468196e-04, 1.36007735e-04]), 3420: array([9.42358109e-06, 1.06416827e-05, 1.17379729e-05, 1.27246330e-05,
       1.36126262e-05, 1.44118192e-05, 1.51310921e-05, 1.57784370e-05,
       1.63610468e-05, 1.68853950e-05, 1.73573079e-05, 1.77820290e-05,
       1.81642777e-05, 1.85083011e-05, 1.88179218e-05, 1.90965801e-05,
       1.93473723e-05, 1.95730851e-05, 1.97762264e-05, 1.99590533e-05,
       2.01235974e-05, 2.02716869e-05, 2.04049673e-05, 2.05249195e-05,
       2.06328764e-05, 2.07300375e-05, 2.08174824e-05, 2.08961827e-05]), 3425: array([2.91569101e-06, 2.91598108e-06, 2.91612611e-06, 2.91619863e-06,
       2.91623489e-06, 2.91625301e-06, 2.91626208e-06, 2.91626661e-06,
       2.91626888e-06, 2.91627001e-06, 2.91627058e-06, 2.91627086e-06,
       2.91627100e-06, 2.91627107e-06, 2.91627111e-06, 2.91627113e-06,
       2.91627114e-06, 2.91627114e-06, 2.91627114e-06, 2.91627114e-06,
       2.91627114e-06, 2.91627114e-06, 2.91627114e-06, 2.91627114e-06,
       2.91627114e-06, 2.91627114e-06, 2.91627114e-06, 2.91627114e-06]), 3430: array([6.24710288e-05, 5.21517865e-05, 4.49282975e-05, 3.98718417e-05,
       3.63323132e-05, 3.38546366e-05, 3.21202583e-05, 3.09061903e-05,
       3.00563404e-05, 2.94614439e-05, 2.90450152e-05, 2.87535143e-05,
       2.85494632e-05, 2.84066270e-05, 2.83066414e-05, 2.82366513e-05,
       2.81876581e-05, 2.81533628e-05, 2.81293560e-05, 2.81125512e-05,
       2.81007878e-05, 2.80925534e-05, 2.80867893e-05, 2.80827544e-05,
       2.80799300e-05, 2.80779529e-05, 2.80765689e-05, 2.80756001e-05]), 3435: array([3.50670104e-05, 3.51296192e-05, 3.51609236e-05, 3.51765757e-05,
       3.51844018e-05, 3.51883149e-05, 3.51902714e-05, 3.51912497e-05,
       3.51917388e-05, 3.51919834e-05, 3.51921057e-05, 3.51921668e-05,
       3.51921974e-05, 3.51922127e-05, 3.51922203e-05, 3.51922241e-05,
       3.51922260e-05, 3.51922270e-05, 3.51922275e-05, 3.51922277e-05,
       3.51922278e-05, 3.51922279e-05, 3.51922279e-05, 3.51922279e-05,
       3.51922279e-05, 3.51922279e-05, 3.51922279e-05, 3.51922279e-05]), 3440: array([1.50918593e-05, 1.65979951e-05, 1.79535155e-05, 1.91734823e-05,
       2.02714509e-05, 2.12596213e-05, 2.21489735e-05, 2.29493894e-05,
       2.36697627e-05, 2.43180979e-05, 2.49015987e-05, 2.54267488e-05,
       2.58993833e-05, 2.63247537e-05, 2.67075865e-05, 2.70521357e-05,
       2.73622295e-05, 2.76413135e-05, 2.78924888e-05, 2.81185463e-05,
       2.83219977e-05, 2.85051038e-05, 2.86698990e-05, 2.88182145e-05,
       2.89516983e-05, 2.90718336e-05, 2.91799551e-05, 2.92772644e-05]), 3445: array([1.18415777e-05, 1.18124674e-05, 1.17979123e-05, 1.17906347e-05,
       1.17869960e-05, 1.17851766e-05, 1.17842669e-05, 1.17838120e-05,
       1.17835846e-05, 1.17834709e-05, 1.17834141e-05, 1.17833856e-05,
       1.17833714e-05, 1.17833643e-05, 1.17833607e-05, 1.17833590e-05,
       1.17833581e-05, 1.17833576e-05, 1.17833574e-05, 1.17833573e-05,
       1.17833573e-05, 1.17833572e-05, 1.17833572e-05, 1.17833572e-05,
       1.17833572e-05, 1.17833572e-05, 1.17833572e-05, 1.17833572e-05]), 3450: array([7.71647291e-06, 7.77134549e-06, 7.79878179e-06, 7.81249994e-06,
       7.81935902e-06, 7.82278856e-06, 7.82450333e-06, 7.82536072e-06,
       7.82578941e-06, 7.82600376e-06, 7.82611093e-06, 7.82616452e-06,
       7.82619131e-06, 7.82620471e-06, 7.82621141e-06, 7.82621476e-06,
       7.82621643e-06, 7.82621727e-06, 7.82621769e-06, 7.82621790e-06,
       7.82621800e-06, 7.82621805e-06, 7.82621808e-06, 7.82621809e-06,
       7.82621810e-06, 7.82621810e-06, 7.82621810e-06, 7.82621810e-06]), 3455: array([5.37358804e-05, 3.87092744e-05, 3.11956190e-05, 2.74386151e-05,
       2.55600250e-05, 2.46206860e-05, 2.41509944e-05, 2.39161376e-05,
       2.37987037e-05, 2.37399840e-05, 2.37106228e-05, 2.36959414e-05,
       2.36886005e-05, 2.36849298e-05, 2.36830944e-05, 2.36821766e-05,
       2.36817177e-05, 2.36814882e-05, 2.36813735e-05, 2.36813161e-05,
       2.36812875e-05, 2.36812731e-05, 2.36812659e-05, 2.36812624e-05,
       2.36812606e-05, 2.36812597e-05, 2.36812592e-05, 2.36812590e-05]), 3460: array([0.00024828, 0.00021077, 0.0001845 , 0.00016612, 0.00015325,
       0.00014424, 0.00013794, 0.00013352, 0.00013043, 0.00012827,
       0.00012676, 0.0001257 , 0.00012496, 0.00012444, 0.00012407,
       0.00012382, 0.00012364, 0.00012352, 0.00012343, 0.00012337,
       0.00012332, 0.00012329, 0.00012327, 0.00012326, 0.00012325,
       0.00012324, 0.00012324, 0.00012323]), 3465: array([9.37764794e-05, 1.05821463e-04, 1.11844164e-04, 1.14855620e-04,
       1.16361400e-04, 1.17114316e-04, 1.17490787e-04, 1.17679029e-04,
       1.17773154e-04, 1.17820218e-04, 1.17843750e-04, 1.17855517e-04,
       1.17861401e-04, 1.17864343e-04, 1.17865814e-04, 1.17866549e-04,
       1.17866917e-04, 1.17867101e-04, 1.17867193e-04, 1.17867239e-04,
       1.17867262e-04, 1.17867273e-04, 1.17867279e-04, 1.17867282e-04,
       1.17867283e-04, 1.17867284e-04, 1.17867284e-04, 1.17867285e-04]), 3470: array([1.18527775e-05, 1.27234462e-05, 1.35766994e-05, 1.44128855e-05,
       1.52323457e-05, 1.60354148e-05, 1.68224205e-05, 1.75936842e-05,
       1.83495207e-05, 1.90902386e-05, 1.98161403e-05, 2.05275223e-05,
       2.12246748e-05, 2.19078826e-05, 2.25774246e-05, 2.32335740e-05,
       2.38765989e-05, 2.45067617e-05, 2.51243197e-05, 2.57295251e-05,
       2.63226248e-05, 2.69038611e-05, 2.74734713e-05, 2.80316878e-05,
       2.85787387e-05, 2.91148472e-05, 2.96402322e-05, 3.01551082e-05]), 3475: array([1.59331704e-04, 1.29670055e-04, 1.08906864e-04, 9.43726047e-05,
       8.41986051e-05, 7.70767929e-05, 7.20915155e-05, 6.86018152e-05,
       6.61590207e-05, 6.44490615e-05, 6.32520879e-05, 6.24142050e-05,
       6.18276859e-05, 6.14171218e-05, 6.11297264e-05, 6.09285493e-05,
       6.07877250e-05, 6.06891479e-05, 6.06201438e-05, 6.05718408e-05,
       6.05380287e-05, 6.05143601e-05, 6.04977921e-05, 6.04861945e-05,
       6.04780761e-05, 6.04723933e-05, 6.04684153e-05, 6.04656307e-05]), 3480: array([0.00024097, 0.00020331, 0.00017695, 0.00015849, 0.00014557,
       0.00013653, 0.0001302 , 0.00012577, 0.00012266, 0.00012049,
       0.00011897, 0.00011791, 0.00011716, 0.00011664, 0.00011628,
       0.00011602, 0.00011584, 0.00011572, 0.00011563, 0.00011557,
       0.00011552, 0.00011549, 0.00011547, 0.00011546, 0.00011545,
       0.00011544, 0.00011544, 0.00011543]), 3485: array([6.95425087e-05, 7.98869498e-05, 8.71280076e-05, 9.21967123e-05,
       9.57447806e-05, 9.82284110e-05, 9.99669400e-05, 1.01183902e-04,
       1.02035769e-04, 1.02632072e-04, 1.03049481e-04, 1.03341665e-04,
       1.03546193e-04, 1.03689361e-04, 1.03789578e-04, 1.03859729e-04,
       1.03908835e-04, 1.03943209e-04, 1.03967270e-04, 1.03984113e-04,
       1.03995903e-04, 1.04004156e-04, 1.04009933e-04, 1.04013977e-04,
       1.04016808e-04, 1.04018789e-04, 1.04020176e-04, 1.04021147e-04]), 3490: array([8.84687397e-05, 7.49251057e-05, 6.81532580e-05, 6.47673187e-05,
       6.30743414e-05, 6.22278489e-05, 6.18046007e-05, 6.15929757e-05,
       6.14871627e-05, 6.14342559e-05, 6.14078024e-05, 6.13945756e-05,
       6.13879622e-05, 6.13846555e-05, 6.13830021e-05, 6.13821754e-05,
       6.13817621e-05, 6.13815554e-05, 6.13814521e-05, 6.13814004e-05,
       6.13813745e-05, 6.13813616e-05, 6.13813552e-05, 6.13813519e-05,
       6.13813503e-05, 6.13813495e-05, 6.13813491e-05, 6.13813489e-05]), 3495: array([0.00021273, 0.00018062, 0.00015814, 0.0001424 , 0.00013138,
       0.00012366, 0.00011826, 0.00011448, 0.00011183, 0.00010998,
       0.00010868, 0.00010777, 0.00010714, 0.00010669, 0.00010638,
       0.00010616, 0.00010601, 0.0001059 , 0.00010583, 0.00010577,
       0.00010574, 0.00010571, 0.00010569, 0.00010568, 0.00010567,
       0.00010567, 0.00010566, 0.00010566]), 3500: array([7.46652438e-05, 8.49340614e-05, 9.21222197e-05, 9.71539206e-05,
       1.00676104e-04, 1.03141628e-04, 1.04867491e-04, 1.06075593e-04,
       1.06921263e-04, 1.07513231e-04, 1.07927607e-04, 1.08217670e-04,
       1.08420714e-04, 1.08562844e-04, 1.08662335e-04, 1.08731979e-04,
       1.08780729e-04, 1.08814854e-04, 1.08838742e-04, 1.08855463e-04,
       1.08867168e-04, 1.08875362e-04, 1.08881097e-04, 1.08885112e-04,
       1.08887922e-04, 1.08889889e-04, 1.08891266e-04, 1.08892230e-04]), 3505: array([2.87700396e-05, 3.15423792e-05, 3.34830125e-05, 3.48414528e-05,
       3.57923589e-05, 3.64579917e-05, 3.69239336e-05, 3.72500922e-05,
       3.74784027e-05, 3.76382197e-05, 3.77500913e-05, 3.78284013e-05,
       3.78832182e-05, 3.79215899e-05, 3.79484500e-05, 3.79672521e-05,
       3.79804135e-05, 3.79896265e-05, 3.79960755e-05, 3.80005899e-05,
       3.80037499e-05, 3.80059619e-05, 3.80075103e-05, 3.80085942e-05,
       3.80093529e-05, 3.80098840e-05, 3.80102558e-05, 3.80105160e-05]), 3510: array([2.24477637e-05, 1.93443007e-05, 1.71718757e-05, 1.56511774e-05,
       1.45866881e-05, 1.38415453e-05, 1.33199450e-05, 1.29548247e-05,
       1.26992403e-05, 1.25203312e-05, 1.23950947e-05, 1.23074292e-05,
       1.22460633e-05, 1.22031071e-05, 1.21730378e-05, 1.21519892e-05,
       1.21372552e-05, 1.21269415e-05, 1.21197218e-05, 1.21146680e-05,
       1.21111304e-05, 1.21086540e-05, 1.21069206e-05, 1.21057072e-05,
       1.21048578e-05, 1.21042632e-05, 1.21038470e-05, 1.21035557e-05]), 3515: array([1.11426429e-05, 1.11608609e-05, 1.11699699e-05, 1.11745244e-05,
       1.11768016e-05, 1.11779403e-05, 1.11785096e-05, 1.11787942e-05,
       1.11789365e-05, 1.11790077e-05, 1.11790433e-05, 1.11790611e-05,
       1.11790700e-05, 1.11790744e-05, 1.11790767e-05, 1.11790778e-05,
       1.11790783e-05, 1.11790786e-05, 1.11790787e-05, 1.11790788e-05,
       1.11790788e-05, 1.11790789e-05, 1.11790789e-05, 1.11790789e-05,
       1.11790789e-05, 1.11790789e-05, 1.11790789e-05, 1.11790789e-05]), 3520: array([1.91933460e-06, 2.05305390e-06, 2.18409863e-06, 2.31252228e-06,
       2.43837728e-06, 2.56171501e-06, 2.68258582e-06, 2.80103904e-06,
       2.91712304e-06, 3.03088520e-06, 3.14237195e-06, 3.25162882e-06,
       3.35870040e-06, 3.46363040e-06, 3.56646166e-06, 3.66723615e-06,
       3.76599502e-06, 3.86277857e-06, 3.95762631e-06, 4.05057697e-06,
       4.14166849e-06, 4.23093805e-06, 4.31842210e-06, 4.40415635e-06,
       4.48817580e-06, 4.57051474e-06, 4.65120679e-06, 4.73028489e-06]), 3525: array([2.28223994e-05, 1.85520247e-05, 1.55627615e-05, 1.34702766e-05,
       1.20055367e-05, 1.09802184e-05, 1.02624954e-05, 9.76008910e-06,
       9.40840459e-06, 9.16222535e-06, 8.98989983e-06, 8.86927192e-06,
       8.78483236e-06, 8.72572465e-06, 8.68434924e-06, 8.65538644e-06,
       8.63511248e-06, 8.62092070e-06, 8.61098645e-06, 8.60403247e-06,
       8.59916469e-06, 8.59575724e-06, 8.59337202e-06, 8.59170237e-06,
       8.59053361e-06, 8.58971548e-06, 8.58914279e-06, 8.58874190e-06]), 3530: array([4.19493674e-05, 3.55487956e-05, 3.10683838e-05, 2.79320875e-05,
       2.57366744e-05, 2.41998813e-05, 2.31241234e-05, 2.23710909e-05,
       2.18439668e-05, 2.14749790e-05, 2.12166868e-05, 2.10358819e-05,
       2.09093181e-05, 2.08207232e-05, 2.07587066e-05, 2.07152949e-05,
       2.06849066e-05, 2.06636348e-05, 2.06487444e-05, 2.06383212e-05,
       2.06310249e-05, 2.06259174e-05, 2.06223422e-05, 2.06198396e-05,
       2.06180877e-05, 2.06168614e-05, 2.06160030e-05, 2.06154021e-05]), 3535: array([1.38366478e-05, 1.55203494e-05, 1.66989385e-05, 1.75239493e-05,
       1.81014559e-05, 1.85057097e-05, 1.87886869e-05, 1.89867706e-05,
       1.91254289e-05, 1.92224896e-05, 1.92904319e-05, 1.93379915e-05,
       1.93712831e-05, 1.93945872e-05, 1.94109000e-05, 1.94223190e-05,
       1.94303122e-05, 1.94359075e-05, 1.94398242e-05, 1.94425659e-05,
       1.94444850e-05, 1.94458285e-05, 1.94467688e-05, 1.94474271e-05,
       1.94478879e-05, 1.94482105e-05, 1.94484362e-05, 1.94485943e-05]), 3540: array([1.67607418e-05, 1.39900454e-05, 1.26046964e-05, 1.19120215e-05,
       1.15656839e-05, 1.13925149e-05, 1.13059304e-05, 1.12626382e-05,
       1.12409920e-05, 1.12301689e-05, 1.12247574e-05, 1.12220516e-05,
       1.12206987e-05, 1.12200223e-05, 1.12196841e-05, 1.12195149e-05,
       1.12194304e-05, 1.12193881e-05, 1.12193670e-05, 1.12193564e-05,
       1.12193511e-05, 1.12193485e-05, 1.12193472e-05, 1.12193465e-05,
       1.12193462e-05, 1.12193460e-05, 1.12193459e-05, 1.12193459e-05]), 3545: array([1.29275999e-05, 1.15499507e-05, 1.05855960e-05, 9.91054767e-06,
       9.43801372e-06, 9.10723991e-06, 8.87569819e-06, 8.71361896e-06,
       8.60016348e-06, 8.52074463e-06, 8.46515143e-06, 8.42623618e-06,
       8.39899550e-06, 8.37992702e-06, 8.36657908e-06, 8.35723552e-06,
       8.35069503e-06, 8.34611668e-06, 8.34291184e-06, 8.34066845e-06,
       8.33909808e-06, 8.33799882e-06, 8.33722933e-06, 8.33669070e-06,
       8.33631365e-06, 8.33604972e-06, 8.33586496e-06, 8.33573564e-06]), 3550: array([1.78006293e-05, 1.58036649e-05, 1.48051812e-05, 1.43059387e-05,
       1.40563171e-05, 1.39315061e-05, 1.38691005e-05, 1.38378977e-05,
       1.38222963e-05, 1.38144955e-05, 1.38105952e-05, 1.38086450e-05,
       1.38076699e-05, 1.38071823e-05, 1.38069386e-05, 1.38068167e-05,
       1.38067557e-05, 1.38067253e-05, 1.38067100e-05, 1.38067024e-05,
       1.38066986e-05, 1.38066967e-05, 1.38066957e-05, 1.38066953e-05,
       1.38066950e-05, 1.38066949e-05, 1.38066948e-05, 1.38066948e-05]), 3555: array([1.68272454e-05, 1.76696525e-05, 1.82593378e-05, 1.86721178e-05,
       1.89610639e-05, 1.91633263e-05, 1.93049101e-05, 1.94040188e-05,
       1.94733949e-05, 1.95219582e-05, 1.95559525e-05, 1.95797486e-05,
       1.95964058e-05, 1.96080659e-05, 1.96162280e-05, 1.96219414e-05,
       1.96259408e-05, 1.96287404e-05, 1.96307001e-05, 1.96320719e-05,
       1.96330322e-05, 1.96337044e-05, 1.96341749e-05, 1.96345043e-05,
       1.96347348e-05, 1.96348962e-05, 1.96350092e-05, 1.96350883e-05]), 3560: array([9.89301615e-06, 9.87518191e-06, 9.85913109e-06, 9.84468536e-06,
       9.83168419e-06, 9.81998314e-06, 9.80945220e-06, 9.79997435e-06,
       9.79144429e-06, 9.78376723e-06, 9.77685787e-06, 9.77063946e-06,
       9.76504288e-06, 9.76000596e-06, 9.75547273e-06, 9.75139283e-06,
       9.74772091e-06, 9.74441619e-06, 9.74144194e-06, 9.73876511e-06,
       9.73635597e-06, 9.73418774e-06, 9.73223633e-06, 9.73048007e-06,
       9.72889943e-06, 9.72747685e-06, 9.72619653e-06, 9.72504425e-06]), 3565: array([1.35040110e-05, 1.21941489e-05, 1.15394363e-05, 1.12121893e-05,
       1.10486204e-05, 1.09668633e-05, 1.09259983e-05, 1.09055727e-05,
       1.08953633e-05, 1.08902603e-05, 1.08877096e-05, 1.08864347e-05,
       1.08857975e-05, 1.08854790e-05, 1.08853198e-05, 1.08852402e-05,
       1.08852004e-05, 1.08851805e-05, 1.08851706e-05, 1.08851656e-05,
       1.08851631e-05, 1.08851619e-05, 1.08851613e-05, 1.08851610e-05,
       1.08851608e-05, 1.08851607e-05, 1.08851607e-05, 1.08851607e-05]), 3570: array([6.27395373e-06, 7.07017111e-06, 7.46827988e-06, 7.66733429e-06,
       7.76686152e-06, 7.81662514e-06, 7.84150696e-06, 7.85394787e-06,
       7.86016832e-06, 7.86327855e-06, 7.86483367e-06, 7.86561122e-06,
       7.86600000e-06, 7.86619439e-06, 7.86629159e-06, 7.86634018e-06,
       7.86636448e-06, 7.86637663e-06, 7.86638271e-06, 7.86638574e-06,
       7.86638726e-06, 7.86638802e-06, 7.86638840e-06, 7.86638859e-06,
       7.86638869e-06, 7.86638873e-06, 7.86638876e-06, 7.86638877e-06]), 3575: array([1.37763103e-05, 1.16834755e-05, 1.06370571e-05, 1.01138474e-05,
       9.85224222e-06, 9.72143953e-06, 9.65603812e-06, 9.62333738e-06,
       9.60698699e-06, 9.59881179e-06, 9.59472419e-06, 9.59268038e-06,
       9.59165848e-06, 9.59114753e-06, 9.59089205e-06, 9.59076431e-06,
       9.59070044e-06, 9.59066851e-06, 9.59065254e-06, 9.59064456e-06,
       9.59064056e-06, 9.59063857e-06, 9.59063757e-06, 9.59063707e-06,
       9.59063682e-06, 9.59063670e-06, 9.59063663e-06, 9.59063660e-06]), 3580: array([8.47804410e-05, 7.10386729e-05, 6.14194175e-05, 5.46859262e-05,
       4.99724736e-05, 4.66730507e-05, 4.43634503e-05, 4.27467271e-05,
       4.16150188e-05, 4.08228215e-05, 4.02682823e-05, 3.98801042e-05,
       3.96083790e-05, 3.94181710e-05, 3.92850252e-05, 3.91918229e-05,
       3.91265812e-05, 3.90809120e-05, 3.90489434e-05, 3.90265654e-05,
       3.90109007e-05, 3.89999355e-05, 3.89922597e-05, 3.89868867e-05,
       3.89831256e-05, 3.89804929e-05, 3.89786499e-05, 3.89773598e-05]), 3585: array([3.85810727e-05, 3.98860810e-05, 4.05385863e-05, 4.08648396e-05,
       4.10279665e-05, 4.11095301e-05, 4.11503120e-05, 4.11707030e-05,
       4.11808985e-05, 4.11859962e-05, 4.11885451e-05, 4.11898196e-05,
       4.11904568e-05, 4.11907754e-05, 4.11909347e-05, 4.11910144e-05,
       4.11910542e-05, 4.11910741e-05, 4.11910841e-05, 4.11910891e-05,
       4.11910915e-05, 4.11910928e-05, 4.11910934e-05, 4.11910937e-05,
       4.11910939e-05, 4.11910940e-05, 4.11910940e-05, 4.11910940e-05]), 3590: array([2.03306840e-05, 2.11302521e-05, 2.16899473e-05, 2.20817323e-05,
       2.23559806e-05, 2.25479535e-05, 2.26823340e-05, 2.27763999e-05,
       2.28422458e-05, 2.28883377e-05, 2.29206019e-05, 2.29431867e-05,
       2.29589960e-05, 2.29700625e-05, 2.29778090e-05, 2.29832315e-05,
       2.29870273e-05, 2.29896843e-05, 2.29915442e-05, 2.29928461e-05,
       2.29937575e-05, 2.29943954e-05, 2.29948420e-05, 2.29951545e-05,
       2.29953734e-05, 2.29955265e-05, 2.29956337e-05, 2.29957088e-05]), 3595: array([2.11660157e-05, 1.86072106e-05, 1.73278047e-05, 1.66881000e-05,
       1.63682469e-05, 1.62083199e-05, 1.61283562e-05, 1.60883742e-05,
       1.60683832e-05, 1.60583876e-05, 1.60533898e-05, 1.60508909e-05,
       1.60496415e-05, 1.60490168e-05, 1.60487044e-05, 1.60485482e-05,
       1.60484701e-05, 1.60484311e-05, 1.60484116e-05, 1.60484018e-05,
       1.60483969e-05, 1.60483945e-05, 1.60483933e-05, 1.60483926e-05,
       1.60483923e-05, 1.60483922e-05, 1.60483921e-05, 1.60483921e-05]), 3600: array([2.79504383e-04, 2.22204948e-04, 1.82095245e-04, 1.54018385e-04,
       1.34364534e-04, 1.20606804e-04, 1.10976370e-04, 1.04235049e-04,
       9.95161132e-05, 9.62128499e-05, 9.39005599e-05, 9.22819529e-05,
       9.11489252e-05, 9.03558039e-05, 8.98006176e-05, 8.94119863e-05,
       8.91399436e-05, 8.89495133e-05, 8.88162118e-05, 8.87229005e-05,
       8.86575824e-05, 8.86118597e-05, 8.85798536e-05, 8.85574494e-05,
       8.85417664e-05, 8.85307882e-05, 8.85231035e-05, 8.85177242e-05]), 3605: array([0.00153849, 0.0012711 , 0.00106389, 0.00090332, 0.0007789 ,
       0.00068249, 0.00060777, 0.00054988, 0.00050501, 0.00047025,
       0.00044331, 0.00042243, 0.00040626, 0.00039372, 0.00038401,
       0.00037648, 0.00037065, 0.00036613, 0.00036262, 0.00035991,
       0.00035781, 0.00035618, 0.00035491, 0.00035394, 0.00035318,
       0.00035259, 0.00035213, 0.00035178]), 3610: array([0.00040263, 0.00040413, 0.00040517, 0.00040589, 0.00040638,
       0.00040672, 0.00040695, 0.00040712, 0.00040723, 0.0004073 ,
       0.00040736, 0.00040739, 0.00040742, 0.00040744, 0.00040745,
       0.00040746, 0.00040746, 0.00040747, 0.00040747, 0.00040747,
       0.00040747, 0.00040747, 0.00040747, 0.00040747, 0.00040747,
       0.00040747, 0.00040747, 0.00040747]), 3615: array([0.00016749, 0.00019986, 0.00022252, 0.00023838, 0.00024947,
       0.00025724, 0.00026267, 0.00026648, 0.00026914, 0.000271  ,
       0.00027231, 0.00027322, 0.00027386, 0.0002743 , 0.00027462,
       0.00027484, 0.00027499, 0.0002751 , 0.00027517, 0.00027522,
       0.00027526, 0.00027529, 0.0002753 , 0.00027532, 0.00027533,
       0.00027533, 0.00027534, 0.00027534]), 3620: array([1.63430290e-05, 1.73438390e-05, 1.83246311e-05, 1.92858058e-05,
       2.02277555e-05, 2.11508646e-05, 2.20555101e-05, 2.29420611e-05,
       2.38108797e-05, 2.46623206e-05, 2.54967312e-05, 2.63144523e-05,
       2.71158176e-05, 2.79011543e-05, 2.86707830e-05, 2.94250178e-05,
       3.01641668e-05, 3.08885315e-05, 3.15984078e-05, 3.22940854e-05,
       3.29758484e-05, 3.36439749e-05, 3.42987379e-05, 3.49404045e-05,
       3.55692367e-05, 3.61854913e-05, 3.67894198e-05, 3.73812687e-05]), 3625: array([1.54716443e-05, 1.54872545e-05, 1.54981815e-05, 1.55058304e-05,
       1.55111846e-05, 1.55149325e-05, 1.55175560e-05, 1.55193925e-05,
       1.55206780e-05, 1.55215779e-05, 1.55222078e-05, 1.55226487e-05,
       1.55229574e-05, 1.55231734e-05, 1.55233246e-05, 1.55234305e-05,
       1.55235046e-05, 1.55235565e-05, 1.55235928e-05, 1.55236182e-05,
       1.55236360e-05, 1.55236485e-05, 1.55236572e-05, 1.55236633e-05,
       1.55236676e-05, 1.55236705e-05, 1.55236726e-05, 1.55236741e-05]), 3630: array([3.03426529e-05, 2.67144839e-05, 2.41747645e-05, 2.23969601e-05,
       2.11524966e-05, 2.02813717e-05, 1.96715840e-05, 1.92447325e-05,
       1.89459363e-05, 1.87367788e-05, 1.85903685e-05, 1.84878813e-05,
       1.84161402e-05, 1.83659214e-05, 1.83307683e-05, 1.83061610e-05,
       1.82889360e-05, 1.82768784e-05, 1.82684381e-05, 1.82625299e-05,
       1.82583942e-05, 1.82554991e-05, 1.82534726e-05, 1.82520541e-05,
       1.82510611e-05, 1.82503660e-05, 1.82498794e-05, 1.82495388e-05]), 3635: array([0.00223377, 0.00227792, 0.00232167, 0.00236504, 0.00240804,
       0.00245065, 0.0024929 , 0.00253477, 0.00257628, 0.00261742,
       0.0026582 , 0.00269863, 0.0027387 , 0.00277842, 0.00281779,
       0.00285682, 0.0028955 , 0.00293385, 0.00297186, 0.00300954,
       0.00304689, 0.00308391, 0.00312061, 0.00315699, 0.00319304,
       0.00322879, 0.00326422, 0.00329933]), 3640: array([0.00115788, 0.00096915, 0.00084201, 0.00075635, 0.00069865,
       0.00065978, 0.00063359, 0.00061595, 0.00060406, 0.00059605,
       0.00059066, 0.00058702, 0.00058458, 0.00058293, 0.00058182,
       0.00058107, 0.00058056, 0.00058022, 0.00058   , 0.00057984,
       0.00057974, 0.00057967, 0.00057962, 0.00057959, 0.00057957,
       0.00057955, 0.00057954, 0.00057954]), 3645: array([1.15490571e-05, 1.15143935e-05, 1.14798359e-05, 1.14453841e-05,
       1.14110376e-05, 1.13767962e-05, 1.13426596e-05, 1.13086274e-05,
       1.12746993e-05, 1.12408750e-05, 1.12071541e-05, 1.11735364e-05,
       1.11400216e-05, 1.11066093e-05, 1.10732991e-05, 1.10400909e-05,
       1.10069843e-05, 1.09739789e-05, 1.09410745e-05, 1.09082708e-05,
       1.08755674e-05, 1.08429640e-05, 1.08104604e-05, 1.07780562e-05,
       1.07457511e-05, 1.07135449e-05, 1.06814372e-05, 1.06494277e-05]), 3650: array([0.11359285, 0.11375154, 0.11391023, 0.11406893, 0.11422762,
       0.11438632, 0.11454501, 0.11470371, 0.11486241, 0.11502111,
       0.11517981, 0.11533851, 0.11549721, 0.11565591, 0.11581462,
       0.11597332, 0.11613202, 0.11629073, 0.11644944, 0.11660814,
       0.11676685, 0.11692556, 0.11708427, 0.11724298, 0.1174017 ,
       0.11756041, 0.11771912, 0.11787784]), 3655: array([0.21181708, 0.21483776, 0.21785844, 0.22087912, 0.2238998 ,
       0.22692047, 0.22994115, 0.23296183, 0.23598251, 0.23900319,
       0.24202387, 0.24504455, 0.24806523, 0.25108591, 0.25410659,
       0.25712727, 0.26014795, 0.26316863, 0.2661893 , 0.26920998,
       0.27223066, 0.27525134, 0.27827202, 0.2812927 , 0.28431338,
       0.28733406, 0.29035474, 0.29337542]), 3660: array([0.00369835, 0.00413723, 0.00457612, 0.00501501, 0.0054539 ,
       0.00589278, 0.00633167, 0.00677056, 0.00720944, 0.00764833,
       0.00808722, 0.0085261 , 0.00896499, 0.00940388, 0.00984277,
       0.01028165, 0.01072054, 0.01115943, 0.01159831, 0.0120372 ,
       0.01247609, 0.01291498, 0.01335386, 0.01379275, 0.01423164,
       0.01467052, 0.01510941, 0.0155483 ]), 3665: array([0.00910296, 0.00987893, 0.01065491, 0.01143088, 0.01220686,
       0.01298283, 0.01375881, 0.01453478, 0.01531076, 0.01608673,
       0.01686271, 0.01763868, 0.01841466, 0.01919063, 0.01996661,
       0.02074258, 0.02151856, 0.02229453, 0.02307051, 0.02384648,
       0.02462246, 0.02539843, 0.02617441, 0.02695038, 0.02772636,
       0.02850233, 0.02927831, 0.03005428]), 3670: array([0.18405113, 0.1845389 , 0.18502667, 0.18551445, 0.18600222,
       0.18649   , 0.18697777, 0.18746555, 0.18795333, 0.18844111,
       0.18892889, 0.18941667, 0.18990446, 0.19039224, 0.19088002,
       0.19136781, 0.1918556 , 0.19234339, 0.19283117, 0.19331896,
       0.19380675, 0.19429455, 0.19478234, 0.19527013, 0.19575793,
       0.19624572, 0.19673352, 0.19722132]), 3675: array([3.79430149e-05, 4.30300812e-05, 4.81171476e-05, 5.32042139e-05,
       5.82912802e-05, 6.33783466e-05, 6.84654129e-05, 7.35524793e-05,
       7.86395456e-05, 8.37266120e-05, 8.88136783e-05, 9.39007446e-05,
       9.89878110e-05, 1.04074877e-04, 1.09161944e-04, 1.14249010e-04,
       1.19336076e-04, 1.24423143e-04, 1.29510209e-04, 1.34597275e-04,
       1.39684342e-04, 1.44771408e-04, 1.49858474e-04, 1.54945541e-04,
       1.60032607e-04, 1.65119673e-04, 1.70206740e-04, 1.75293806e-04]), 3680: array([0.00166223, 0.0017114 , 0.00176056, 0.00180973, 0.0018589 ,
       0.00190807, 0.00195724, 0.0020064 , 0.00205557, 0.00210474,
       0.00215391, 0.00220307, 0.00225224, 0.00230141, 0.00235058,
       0.00239974, 0.00244891, 0.00249808, 0.00254724, 0.00259641,
       0.00264558, 0.00269474, 0.00274391, 0.00279307, 0.00284224,
       0.00289141, 0.00294057, 0.00298974]), 3685: array([0.00086146, 0.0009391 , 0.00101674, 0.00109438, 0.00117203,
       0.00124967, 0.00132731, 0.00140495, 0.00148259, 0.00156023,
       0.00163788, 0.00171552, 0.00179316, 0.0018708 , 0.00194844,
       0.00202609, 0.00210373, 0.00218137, 0.00225901, 0.00233665,
       0.00241429, 0.00249194, 0.00256958, 0.00264722, 0.00272486,
       0.0028025 , 0.00288015, 0.00295779]), 3690: array([0.00018993, 0.00021502, 0.00023266, 0.00024507, 0.0002538 ,
       0.00025994, 0.00026426, 0.0002673 , 0.00026943, 0.00027093,
       0.00027199, 0.00027273, 0.00027325, 0.00027362, 0.00027388,
       0.00027406, 0.00027419, 0.00027428, 0.00027434, 0.00027439,
       0.00027442, 0.00027444, 0.00027446, 0.00027447, 0.00027447,
       0.00027448, 0.00027448, 0.00027449]), 3695: array([4.71799383e-05, 5.54075159e-05, 6.27986968e-05, 6.94385072e-05,
       7.54033295e-05, 8.07617817e-05, 8.55755059e-05, 8.98998778e-05,
       9.37846440e-05, 9.72744938e-05, 1.00409573e-04, 1.03225948e-04,
       1.05756016e-04, 1.08028884e-04, 1.10070697e-04, 1.11904943e-04,
       1.13552725e-04, 1.15032997e-04, 1.16362787e-04, 1.17557395e-04,
       1.18630561e-04, 1.19594631e-04, 1.20460697e-04, 1.21238720e-04,
       1.21937651e-04, 1.22565530e-04, 1.23129581e-04, 1.23636291e-04]), 3700: array([0.00090481, 0.00090895, 0.00091309, 0.00091723, 0.00092136,
       0.0009255 , 0.00092964, 0.00093378, 0.00093792, 0.00094206,
       0.0009462 , 0.00095033, 0.00095447, 0.00095861, 0.00096275,
       0.00096689, 0.00097103, 0.00097516, 0.0009793 , 0.00098344,
       0.00098758, 0.00099172, 0.00099586, 0.001     , 0.00100413,
       0.00100827, 0.00101241, 0.00101655]), 3705: array([0.00021263, 0.00019548, 0.00018604, 0.00018084, 0.00017798,
       0.0001764 , 0.00017554, 0.00017506, 0.0001748 , 0.00017465,
       0.00017457, 0.00017453, 0.00017451, 0.00017449, 0.00017448,
       0.00017448, 0.00017448, 0.00017448, 0.00017448, 0.00017448,
       0.00017448, 0.00017448, 0.00017448, 0.00017448, 0.00017448,
       0.00017448, 0.00017448, 0.00017448]), 3710: array([0.00013575, 0.00014258, 0.00014736, 0.0001507 , 0.00015305,
       0.00015469, 0.00015583, 0.00015664, 0.0001572 , 0.00015759,
       0.00015787, 0.00015806, 0.0001582 , 0.00015829, 0.00015836,
       0.0001584 , 0.00015844, 0.00015846, 0.00015848, 0.00015849,
       0.00015849, 0.0001585 , 0.0001585 , 0.00015851, 0.00015851,
       0.00015851, 0.00015851, 0.00015851]), 3715: array([0.00058824, 0.000596  , 0.00060375, 0.00061151, 0.00061927,
       0.00062702, 0.00063478, 0.00064254, 0.00065029, 0.00065805,
       0.0006658 , 0.00067356, 0.00068132, 0.00068907, 0.00069683,
       0.00070459, 0.00071234, 0.0007201 , 0.00072785, 0.00073561,
       0.00074337, 0.00075112, 0.00075888, 0.00076664, 0.00077439,
       0.00078215, 0.0007899 , 0.00079766]), 3720: array([0.00671092, 0.0067658 , 0.00682068, 0.00687556, 0.00693046,
       0.00698535, 0.00704025, 0.00709516, 0.00715007, 0.00720499,
       0.00725991, 0.00731484, 0.00736978, 0.00742472, 0.00747966,
       0.00753461, 0.00758957, 0.00764453, 0.0076995 , 0.00775447,
       0.00780945, 0.00786443, 0.00791942, 0.00797441, 0.00802941,
       0.00808441, 0.00813942, 0.00819444]), 3725: array([0.00193934, 0.00184721, 0.00180113, 0.0017781 , 0.00176658,
       0.00176082, 0.00175794, 0.0017565 , 0.00175578, 0.00175542,
       0.00175524, 0.00175515, 0.0017551 , 0.00175508, 0.00175507,
       0.00175506, 0.00175506, 0.00175506, 0.00175506, 0.00175506,
       0.00175506, 0.00175506, 0.00175506, 0.00175506, 0.00175506,
       0.00175506, 0.00175506, 0.00175506]), 3730: array([0.00021481, 0.00035331, 0.00045522, 0.0005302 , 0.00058537,
       0.00062595, 0.00065582, 0.00067779, 0.00069396, 0.00070585,
       0.0007146 , 0.00072104, 0.00072578, 0.00072926, 0.00073183,
       0.00073371, 0.0007351 , 0.00073612, 0.00073688, 0.00073743,
       0.00073784, 0.00073814, 0.00073836, 0.00073852, 0.00073864,
       0.00073872, 0.00073879, 0.00073884]), 3735: array([0.00016479, 0.0001951 , 0.00021026, 0.00021784, 0.00022162,
       0.00022352, 0.00022447, 0.00022494, 0.00022518, 0.0002253 ,
       0.00022535, 0.00022538, 0.0002254 , 0.00022541, 0.00022541,
       0.00022541, 0.00022541, 0.00022541, 0.00022541, 0.00022541,
       0.00022541, 0.00022541, 0.00022541, 0.00022541, 0.00022541,
       0.00022541, 0.00022541, 0.00022541]), 3740: array([6.29284068e-05, 7.15964130e-05, 7.59304853e-05, 7.80975560e-05,
       7.91811087e-05, 7.97228937e-05, 7.99937906e-05, 8.01292411e-05,
       8.01969675e-05, 8.02308312e-05, 8.02477634e-05, 8.02562296e-05,
       8.02604627e-05, 8.02625793e-05, 8.02636377e-05, 8.02641668e-05,
       8.02644314e-05, 8.02645637e-05, 8.02646299e-05, 8.02646630e-05,
       8.02646795e-05, 8.02646878e-05, 8.02646919e-05, 8.02646940e-05,
       8.02646950e-05, 8.02646955e-05, 8.02646958e-05, 8.02646959e-05]), 3745: array([0.00107999, 0.00118577, 0.00129154, 0.00139732, 0.00150309,
       0.00160887, 0.00171464, 0.00182042, 0.0019262 , 0.00203197,
       0.00213775, 0.00224352, 0.0023493 , 0.00245508, 0.00256085,
       0.00266663, 0.0027724 , 0.00287818, 0.00298395, 0.00308973,
       0.00319551, 0.00330128, 0.00340706, 0.00351283, 0.00361861,
       0.00372439, 0.00383016, 0.00393594]), 3750: array([0.00036079, 0.00045814, 0.00055546, 0.00065273, 0.00074998,
       0.00084719, 0.00094436, 0.0010415 , 0.0011386 , 0.00123567,
       0.0013327 , 0.0014297 , 0.00152667, 0.00162359, 0.00172049,
       0.00181735, 0.00191417, 0.00201096, 0.00210771, 0.00220443,
       0.00230112, 0.00239776, 0.00249438, 0.00259096, 0.0026875 ,
       0.00278401, 0.00288049, 0.00297693]), 3755: array([0.00011411, 0.00013231, 0.0001487 , 0.00016344, 0.0001767 ,
       0.00018864, 0.00019938, 0.00020905, 0.00021775, 0.00022558,
       0.00023262, 0.00023896, 0.00024467, 0.0002498 , 0.00025442,
       0.00025858, 0.00026232, 0.00026568, 0.00026871, 0.00027144,
       0.00027389, 0.0002761 , 0.00027808, 0.00027987, 0.00028148,
       0.00028293, 0.00028423, 0.0002854 ]), 3760: array([0.00113245, 0.00077269, 0.0005748 , 0.00046596, 0.0004061 ,
       0.00037317, 0.00035506, 0.00034509, 0.00033962, 0.0003366 ,
       0.00033494, 0.00033403, 0.00033353, 0.00033325, 0.0003331 ,
       0.00033302, 0.00033297, 0.00033295, 0.00033293, 0.00033293,
       0.00033292, 0.00033292, 0.00033292, 0.00033292, 0.00033292,
       0.00033292, 0.00033292, 0.00033292]), 3765: array([0.00369639, 0.00375071, 0.00380503, 0.00385935, 0.00391366,
       0.00396798, 0.0040223 , 0.00407662, 0.00413094, 0.00418526,
       0.00423958, 0.0042939 , 0.00434822, 0.00440254, 0.00445686,
       0.00451117, 0.00456549, 0.00461981, 0.00467413, 0.00472845,
       0.00478277, 0.00483709, 0.00489141, 0.00494573, 0.00500005,
       0.00505437, 0.00510869, 0.005163  ]), 3770: array([0.00020345, 0.00035258, 0.00050171, 0.00065083, 0.00079996,
       0.00094908, 0.00109821, 0.00124734, 0.00139646, 0.00154558,
       0.00169471, 0.00184383, 0.00199296, 0.00214208, 0.0022912 ,
       0.00244032, 0.00258945, 0.00273857, 0.00288769, 0.00303681,
       0.00318593, 0.00333505, 0.00348417, 0.00363329, 0.00378241,
       0.00393153, 0.00408064, 0.00422976]), 3775: array([0.0002732 , 0.00037542, 0.00045393, 0.00051422, 0.00056052,
       0.00059608, 0.00062338, 0.00064436, 0.00066046, 0.00067283,
       0.00068233, 0.00068963, 0.00069523, 0.00069953, 0.00070284,
       0.00070537, 0.00070732, 0.00070882, 0.00070997, 0.00071085,
       0.00071153, 0.00071205, 0.00071245, 0.00071276, 0.00071299,
       0.00071318, 0.00071331, 0.00071342]), 3780: array([1.00936062e-05, 1.01790180e-05, 1.02217238e-05, 1.02430768e-05,
       1.02537532e-05, 1.02590915e-05, 1.02617606e-05, 1.02630951e-05,
       1.02637624e-05, 1.02640960e-05, 1.02642629e-05, 1.02643463e-05,
       1.02643880e-05, 1.02644088e-05, 1.02644192e-05, 1.02644245e-05,
       1.02644271e-05, 1.02644284e-05, 1.02644290e-05, 1.02644293e-05,
       1.02644295e-05, 1.02644296e-05, 1.02644296e-05, 1.02644297e-05,
       1.02644297e-05, 1.02644297e-05, 1.02644297e-05, 1.02644297e-05]), 3785: array([1.25263230e-04, 7.91453214e-05, 5.60734954e-05, 4.45311430e-05,
       3.87567452e-05, 3.58679346e-05, 3.44227231e-05, 3.36997139e-05,
       3.33380076e-05, 3.31570534e-05, 3.30665258e-05, 3.30212368e-05,
       3.29985796e-05, 3.29872447e-05, 3.29815741e-05, 3.29787372e-05,
       3.29773180e-05, 3.29766080e-05, 3.29762528e-05, 3.29760751e-05,
       3.29759862e-05, 3.29759417e-05, 3.29759194e-05, 3.29759083e-05,
       3.29759027e-05, 3.29758999e-05, 3.29758985e-05, 3.29758978e-05]), 3790: array([0.00052766, 0.00049246, 0.00046077, 0.00043226, 0.00040659,
       0.00038349, 0.0003627 , 0.00034399, 0.00032715, 0.00031199,
       0.00029835, 0.00028607, 0.00027502, 0.00026508, 0.00025612,
       0.00024807, 0.00024082, 0.00023429, 0.00022842, 0.00022313,
       0.00021837, 0.00021409, 0.00021024, 0.00020677, 0.00020364,
       0.00020083, 0.00019831, 0.00019603]), 3795: array([0.00013051, 0.00016268, 0.00018038, 0.00019011, 0.00019547,
       0.00019841, 0.00020003, 0.00020093, 0.00020142, 0.00020169,
       0.00020183, 0.00020192, 0.00020196, 0.00020199, 0.000202  ,
       0.00020201, 0.00020201, 0.00020201, 0.00020201, 0.00020201,
       0.00020201, 0.00020202, 0.00020202, 0.00020202, 0.00020202,
       0.00020202, 0.00020202, 0.00020202]), 3800: array([8.85664265e-05, 1.04158426e-04, 1.15072684e-04, 1.22712566e-04,
       1.28060414e-04, 1.31803859e-04, 1.34424236e-04, 1.36258477e-04,
       1.37542428e-04, 1.38441183e-04, 1.39070303e-04, 1.39510681e-04,
       1.39818942e-04, 1.40034722e-04, 1.40185766e-04, 1.40291495e-04,
       1.40365505e-04, 1.40417311e-04, 1.40453574e-04, 1.40478959e-04,
       1.40496728e-04, 1.40509166e-04, 1.40517872e-04, 1.40523966e-04,
       1.40528233e-04, 1.40531219e-04, 1.40533309e-04, 1.40534772e-04]), 3805: array([5.10281921e-05, 6.01767264e-05, 6.65807110e-05, 7.10635076e-05,
       7.42014704e-05, 7.63980479e-05, 7.79356547e-05, 7.90119813e-05,
       7.97654111e-05, 8.02928128e-05, 8.06619946e-05, 8.09204224e-05,
       8.11013220e-05, 8.12279520e-05, 8.13165932e-05, 8.13786421e-05,
       8.14220764e-05, 8.14524804e-05, 8.14737633e-05, 8.14886614e-05,
       8.14990900e-05, 8.15063901e-05, 8.15115001e-05, 8.15150772e-05,
       8.15175811e-05, 8.15193338e-05, 8.15205608e-05, 8.15214196e-05]), 3810: array([8.78399169e-04, 7.55893042e-04, 6.50910376e-04, 5.60944590e-04,
       4.83847645e-04, 4.17778765e-04, 3.61160476e-04, 3.12640954e-04,
       2.71061737e-04, 2.35430074e-04, 2.04895218e-04, 1.78728114e-04,
       1.56303993e-04, 1.37087451e-04, 1.20619673e-04, 1.06507470e-04,
       9.44138987e-05, 8.40502099e-05, 7.51689587e-05, 6.75580951e-05,
       6.10359010e-05, 5.54466514e-05, 5.06568965e-05, 4.65522754e-05,
       4.30347855e-05, 4.00204426e-05, 3.74372759e-05, 3.52236093e-05]), 3815: array([0.00021016, 0.00020247, 0.00019821, 0.00019585, 0.00019454,
       0.00019382, 0.00019342, 0.0001932 , 0.00019307, 0.00019301,
       0.00019297, 0.00019295, 0.00019294, 0.00019293, 0.00019293,
       0.00019292, 0.00019292, 0.00019292, 0.00019292, 0.00019292,
       0.00019292, 0.00019292, 0.00019292, 0.00019292, 0.00019292,
       0.00019292, 0.00019292, 0.00019292]), 3820: array([8.29329155e-05, 8.95632953e-05, 9.55305773e-05, 1.00901078e-04,
       1.05734479e-04, 1.10084497e-04, 1.13999475e-04, 1.17522919e-04,
       1.20693987e-04, 1.23547920e-04, 1.26116434e-04, 1.28428073e-04,
       1.30508527e-04, 1.32380918e-04, 1.34066052e-04, 1.35582658e-04,
       1.36947590e-04, 1.38176016e-04, 1.39281588e-04, 1.40276594e-04,
       1.41172090e-04, 1.41978028e-04, 1.42703365e-04, 1.43356162e-04,
       1.43943673e-04, 1.44472428e-04, 1.44948303e-04, 1.45376586e-04]), 3825: array([0.00015873, 0.00015193, 0.00014717, 0.00014384, 0.00014151,
       0.00013988, 0.00013874, 0.00013794, 0.00013738, 0.00013699,
       0.00013671, 0.00013652, 0.00013639, 0.00013629, 0.00013623,
       0.00013618, 0.00013615, 0.00013613, 0.00013611, 0.0001361 ,
       0.00013609, 0.00013609, 0.00013608, 0.00013608, 0.00013608,
       0.00013608, 0.00013608, 0.00013608]), 3830: array([0.0001187 , 0.00012493, 0.00012929, 0.00013235, 0.00013449,
       0.00013598, 0.00013703, 0.00013776, 0.00013828, 0.00013864,
       0.00013889, 0.00013906, 0.00013919, 0.00013927, 0.00013933,
       0.00013938, 0.00013941, 0.00013943, 0.00013944, 0.00013945,
       0.00013946, 0.00013946, 0.00013947, 0.00013947, 0.00013947,
       0.00013947, 0.00013947, 0.00013947]), 3835: array([5.13225652e-05, 5.12537048e-05, 5.12055034e-05, 5.11717629e-05,
       5.11481449e-05, 5.11316127e-05, 5.11200402e-05, 5.11119397e-05,
       5.11062694e-05, 5.11023003e-05, 5.10995219e-05, 5.10975771e-05,
       5.10962157e-05, 5.10952628e-05, 5.10945958e-05, 5.10941289e-05,
       5.10938020e-05, 5.10935732e-05, 5.10934131e-05, 5.10933010e-05,
       5.10932225e-05, 5.10931676e-05, 5.10931291e-05, 5.10931022e-05,
       5.10930834e-05, 5.10930702e-05, 5.10930610e-05, 5.10930545e-05]), 3840: array([7.76453134e-05, 6.61739342e-05, 5.81439458e-05, 5.25229378e-05,
       4.85882211e-05, 4.58339115e-05, 4.39058893e-05, 4.25562699e-05,
       4.16115336e-05, 4.09502163e-05, 4.04872929e-05, 4.01632456e-05,
       3.99364118e-05, 3.97776277e-05, 3.96664786e-05, 3.95886739e-05,
       3.95342105e-05, 3.94960860e-05, 3.94693988e-05, 3.94507177e-05,
       3.94376409e-05, 3.94284871e-05, 3.94220794e-05, 3.94175940e-05,
       3.94144542e-05, 3.94122564e-05, 3.94107179e-05, 3.94096409e-05]), 3845: array([1.28416076e-04, 1.14355369e-04, 1.04512829e-04, 9.76230186e-05,
       9.28001292e-05, 8.94240910e-05, 8.70608534e-05, 8.54065794e-05,
       8.42485822e-05, 8.34379804e-05, 8.28705566e-05, 8.24733580e-05,
       8.21953177e-05, 8.20006887e-05, 8.18644477e-05, 8.17690785e-05,
       8.17023198e-05, 8.16555885e-05, 8.16228765e-05, 8.15999779e-05,
       8.15839488e-05, 8.15727284e-05, 8.15648741e-05, 8.15593761e-05,
       8.15555274e-05, 8.15528334e-05, 8.15509475e-05, 8.15496274e-05]), 3850: array([8.07999289e-05, 8.20423525e-05, 8.29120007e-05, 8.35207207e-05,
       8.39468010e-05, 8.42450407e-05, 8.44537969e-05, 8.45999181e-05,
       8.47021973e-05, 8.47737887e-05, 8.48239000e-05, 8.48589759e-05,
       8.48835277e-05, 8.49007129e-05, 8.49127420e-05, 8.49211618e-05,
       8.49270554e-05, 8.49311807e-05, 8.49340682e-05, 8.49360894e-05,
       8.49375041e-05, 8.49384944e-05, 8.49391875e-05, 8.49396727e-05,
       8.49400123e-05, 8.49402500e-05, 8.49404164e-05, 8.49405328e-05]), 3855: array([3.58932938e-05, 3.61207539e-05, 3.62799764e-05, 3.63914326e-05,
       3.64694521e-05, 3.65240659e-05, 3.65622957e-05, 3.65890567e-05,
       3.66077894e-05, 3.66209024e-05, 3.66300814e-05, 3.66365068e-05,
       3.66410046e-05, 3.66441531e-05, 3.66463570e-05, 3.66478997e-05,
       3.66489797e-05, 3.66497356e-05, 3.66502648e-05, 3.66506352e-05,
       3.66508945e-05, 3.66510760e-05, 3.66512031e-05, 3.66512920e-05,
       3.66513543e-05, 3.66513979e-05, 3.66514284e-05, 3.66514497e-05]), 3860: array([1.77893108e-05, 1.85915768e-05, 1.89927103e-05, 1.91932773e-05,
       1.92935609e-05, 1.93437028e-05, 1.93687738e-05, 1.93813093e-05,
       1.93875771e-05, 1.93907110e-05, 1.93922779e-05, 1.93930614e-05,
       1.93934531e-05, 1.93936490e-05, 1.93937469e-05, 1.93937959e-05,
       1.93938204e-05, 1.93938326e-05, 1.93938387e-05, 1.93938418e-05,
       1.93938433e-05, 1.93938441e-05, 1.93938445e-05, 1.93938447e-05,
       1.93938447e-05, 1.93938448e-05, 1.93938448e-05, 1.93938448e-05]), 3865: array([1.26987880e-05, 1.18929649e-05, 1.13288885e-05, 1.09340349e-05,
       1.06576372e-05, 1.04641588e-05, 1.03287238e-05, 1.02339193e-05,
       1.01675561e-05, 1.01211018e-05, 1.00885838e-05, 1.00658212e-05,
       1.00498874e-05, 1.00387337e-05, 1.00309261e-05, 1.00254608e-05,
       1.00216351e-05, 1.00189571e-05, 1.00170825e-05, 1.00157703e-05,
       1.00148517e-05, 1.00142087e-05, 1.00137586e-05, 1.00134436e-05,
       1.00132230e-05, 1.00130686e-05, 1.00129606e-05, 1.00128849e-05]), 3870: array([8.37183757e-05, 5.97992776e-05, 4.78396614e-05, 4.18598197e-05,
       3.88698821e-05, 3.73749049e-05, 3.66274121e-05, 3.62536636e-05,
       3.60667883e-05, 3.59733501e-05, 3.59266308e-05, 3.59032710e-05,
       3.58915910e-05, 3.58857510e-05, 3.58828309e-05, 3.58813709e-05,
       3.58806409e-05, 3.58802759e-05, 3.58800934e-05, 3.58800021e-05,
       3.58799565e-05, 3.58799337e-05, 3.58799223e-05, 3.58799166e-05,
       3.58799137e-05, 3.58799123e-05, 3.58799116e-05, 3.58799112e-05]), 3875: array([9.29279649e-05, 8.09286867e-05, 7.25291664e-05, 6.66494842e-05,
       6.25336942e-05, 5.96526324e-05, 5.76358830e-05, 5.62241541e-05,
       5.52359408e-05, 5.45441895e-05, 5.40599620e-05, 5.37210018e-05,
       5.34837289e-05, 5.33176374e-05, 5.32013730e-05, 5.31199876e-05,
       5.30630177e-05, 5.30231386e-05, 5.29952232e-05, 5.29756823e-05,
       5.29620037e-05, 5.29524286e-05, 5.29457260e-05, 5.29410342e-05,
       5.29377499e-05, 5.29354509e-05, 5.29338416e-05, 5.29327151e-05]), 3880: array([0.00052705, 0.00052716, 0.00052727, 0.00052738, 0.00052749,
       0.0005276 , 0.00052771, 0.00052781, 0.00052792, 0.00052803,
       0.00052814, 0.00052825, 0.00052836, 0.00052847, 0.00052857,
       0.00052868, 0.00052879, 0.0005289 , 0.00052901, 0.00052912,
       0.00052923, 0.00052933, 0.00052944, 0.00052955, 0.00052966,
       0.00052977, 0.00052988, 0.00052999]), 3885: array([0.00068063, 0.00056049, 0.0004764 , 0.00041753, 0.00037632,
       0.00034748, 0.00032728, 0.00031315, 0.00030325, 0.00029633,
       0.00029148, 0.00028808, 0.00028571, 0.00028404, 0.00028288,
       0.00028207, 0.0002815 , 0.0002811 , 0.00028082, 0.00028062,
       0.00028048, 0.00028039, 0.00028032, 0.00028027, 0.00028024,
       0.00028022, 0.0002802 , 0.00028019]), 3890: array([0.00083967, 0.00076108, 0.00069757, 0.00064625, 0.00060479,
       0.00057128, 0.00054421, 0.00052233, 0.00050466, 0.00049037,
       0.00047883, 0.00046951, 0.00046197, 0.00045588, 0.00045096,
       0.00044698, 0.00044377, 0.00044118, 0.00043908, 0.00043738,
       0.00043601, 0.00043491, 0.00043401, 0.00043329, 0.00043271,
       0.00043223, 0.00043185, 0.00043154]), 3895: array([0.00013744, 0.00015833, 0.00017295, 0.00018317, 0.00019031,
       0.00019531, 0.0001988 , 0.00020125, 0.00020295, 0.00020415,
       0.00020498, 0.00020557, 0.00020598, 0.00020626, 0.00020646,
       0.0002066 , 0.0002067 , 0.00020677, 0.00020682, 0.00020685,
       0.00020687, 0.00020689, 0.0002069 , 0.00020691, 0.00020691,
       0.00020692, 0.00020692, 0.00020692]), 3900: array([0.00169417, 0.00176607, 0.00183733, 0.00190795, 0.00197793,
       0.00204729, 0.00211602, 0.00218413, 0.00225164, 0.00231853,
       0.00238483, 0.00245053, 0.00251564, 0.00258016, 0.00264411,
       0.00270748, 0.00277028, 0.00283252, 0.00289419, 0.00295532,
       0.00301589, 0.00307593, 0.00313542, 0.00319437, 0.0032528 ,
       0.00331071, 0.00336809, 0.00342496]), 3905: array([0.00265344, 0.00266917, 0.00268489, 0.00270061, 0.00271634,
       0.00273206, 0.00274778, 0.0027635 , 0.00277923, 0.00279495,
       0.00281067, 0.0028264 , 0.00284212, 0.00285784, 0.00287356,
       0.00288929, 0.00290501, 0.00292073, 0.00293646, 0.00295218,
       0.0029679 , 0.00298362, 0.00299935, 0.00301507, 0.00303079,
       0.00304651, 0.00306224, 0.00307796]), 3910: array([0.00018871, 0.00022225, 0.00024528, 0.0002611 , 0.00027196,
       0.00027941, 0.00028453, 0.00028805, 0.00029046, 0.00029212,
       0.00029325, 0.00029403, 0.00029457, 0.00029494, 0.00029519,
       0.00029537, 0.00029549, 0.00029557, 0.00029562, 0.00029566,
       0.00029569, 0.00029571, 0.00029572, 0.00029573, 0.00029573,
       0.00029574, 0.00029574, 0.00029574]), 3915: array([1.91331645e-05, 2.03180785e-05, 2.14770779e-05, 2.26107295e-05,
       2.37195877e-05, 2.48041946e-05, 2.58650807e-05, 2.69027647e-05,
       2.79177542e-05, 2.89105454e-05, 2.98816238e-05, 3.08314643e-05,
       3.17605314e-05, 3.26692794e-05, 3.35581527e-05, 3.44275859e-05,
       3.52780043e-05, 3.61098236e-05, 3.69234507e-05, 3.77192834e-05,
       3.84977109e-05, 3.92591138e-05, 4.00038646e-05, 4.07323273e-05,
       4.14448582e-05, 4.21418057e-05, 4.28235107e-05, 4.34903066e-05]), 3920: array([1.19646803e-05, 1.41866941e-05, 1.52977038e-05, 1.58532101e-05,
       1.61309639e-05, 1.62698412e-05, 1.63392800e-05, 1.63739995e-05,
       1.63913593e-05, 1.64000392e-05, 1.64043792e-05, 1.64065492e-05,
       1.64076342e-05, 1.64081767e-05, 1.64084479e-05, 1.64085835e-05,
       1.64086513e-05, 1.64086853e-05, 1.64087022e-05, 1.64087107e-05,
       1.64087149e-05, 1.64087170e-05, 1.64087181e-05, 1.64087186e-05,
       1.64087189e-05, 1.64087190e-05, 1.64087191e-05, 1.64087191e-05]), 3925: array([4.13145967e-05, 3.34994561e-05, 2.95918724e-05, 2.76380738e-05,
       2.66611712e-05, 2.61727183e-05, 2.59284909e-05, 2.58063768e-05,
       2.57453196e-05, 2.57147909e-05, 2.56995264e-05, 2.56918942e-05,
       2.56880781e-05, 2.56861700e-05, 2.56852160e-05, 2.56847389e-05,
       2.56845004e-05, 2.56843812e-05, 2.56843216e-05, 2.56842917e-05,
       2.56842768e-05, 2.56842694e-05, 2.56842657e-05, 2.56842638e-05,
       2.56842629e-05, 2.56842624e-05, 2.56842622e-05, 2.56842620e-05]), 3930: array([8.49883581e-05, 7.29205540e-05, 6.44717796e-05, 5.85567192e-05,
       5.44155340e-05, 5.15162543e-05, 4.94864434e-05, 4.80653551e-05,
       4.70704389e-05, 4.63738894e-05, 4.58862290e-05, 4.55448138e-05,
       4.53057860e-05, 4.51384406e-05, 4.50212806e-05, 4.49392559e-05,
       4.48818296e-05, 4.48416251e-05, 4.48134775e-05, 4.47937711e-05,
       4.47799745e-05, 4.47703154e-05, 4.47635529e-05, 4.47588185e-05,
       4.47555039e-05, 4.47531833e-05, 4.47515586e-05, 4.47504212e-05]), 3935: array([2.47528567e-05, 2.91381849e-05, 3.13308592e-05, 3.24272015e-05,
       3.29753752e-05, 3.32494633e-05, 3.33865079e-05, 3.34550306e-05,
       3.34892921e-05, 3.35064229e-05, 3.35149884e-05, 3.35192711e-05,
       3.35214125e-05, 3.35224832e-05, 3.35230185e-05, 3.35232862e-05,
       3.35234201e-05, 3.35234870e-05, 3.35235204e-05, 3.35235372e-05,
       3.35235455e-05, 3.35235497e-05, 3.35235518e-05, 3.35235529e-05,
       3.35235534e-05, 3.35235536e-05, 3.35235538e-05, 3.35235538e-05]), 3940: array([8.75061431e-06, 1.00899408e-05, 1.07596043e-05, 1.10944361e-05,
       1.12618521e-05, 1.13455602e-05, 1.13874142e-05, 1.14083412e-05,
       1.14188047e-05, 1.14240365e-05, 1.14266524e-05, 1.14279603e-05,
       1.14286143e-05, 1.14289413e-05, 1.14291047e-05, 1.14291865e-05,
       1.14292274e-05, 1.14292478e-05, 1.14292580e-05, 1.14292631e-05,
       1.14292657e-05, 1.14292670e-05, 1.14292676e-05, 1.14292679e-05,
       1.14292681e-05, 1.14292682e-05, 1.14292682e-05, 1.14292682e-05]), 3945: array([2.01840423e-04, 1.57612433e-04, 1.26652090e-04, 1.04979325e-04,
       8.98080217e-05, 7.91878523e-05, 7.17535536e-05, 6.65494184e-05,
       6.29064356e-05, 6.03562858e-05, 5.85711378e-05, 5.73215038e-05,
       5.64467389e-05, 5.58343886e-05, 5.54057330e-05, 5.51056669e-05,
       5.48956154e-05, 5.47485759e-05, 5.46456457e-05, 5.45735928e-05,
       5.45231546e-05, 5.44878470e-05, 5.44631311e-05, 5.44458295e-05,
       5.44337181e-05, 5.44252399e-05, 5.44193050e-05, 5.44151505e-05]), 3950: array([0.0014641 , 0.00136107, 0.00126825, 0.00118462, 0.00110928,
       0.0010414 , 0.00098024, 0.00092513, 0.00087549, 0.00083076,
       0.00079047, 0.00075416, 0.00072145, 0.00069198, 0.00066543,
       0.00064151, 0.00061996, 0.00060054, 0.00058304, 0.00056728,
       0.00055308, 0.00054029, 0.00052876, 0.00051838, 0.00050902,
       0.00050059, 0.00049299, 0.00048615]), 3955: array([0.00418881, 0.00419438, 0.00419994, 0.0042055 , 0.00421106,
       0.00421661, 0.00422217, 0.00422771, 0.00423326, 0.0042388 ,
       0.00424434, 0.00424988, 0.00425541, 0.00426094, 0.00426647,
       0.00427199, 0.00427751, 0.00428303, 0.00428855, 0.00429406,
       0.00429957, 0.00430508, 0.00431058, 0.00431608, 0.00432158,
       0.00432707, 0.00433256, 0.00433805]), 3960: array([0.00039923, 0.00052002, 0.00059304, 0.00063719, 0.00066388,
       0.00068001, 0.00068977, 0.00069566, 0.00069923, 0.00070138,
       0.00070269, 0.00070347, 0.00070395, 0.00070424, 0.00070441,
       0.00070452, 0.00070458, 0.00070462, 0.00070464, 0.00070466,
       0.00070467, 0.00070467, 0.00070467, 0.00070468, 0.00070468,
       0.00070468, 0.00070468, 0.00070468]), 3965: array([0.00288898, 0.00274378, 0.00260925, 0.00248462, 0.00236915,
       0.00226217, 0.00216305, 0.00207123, 0.00198615, 0.00190734,
       0.00183431, 0.00176666, 0.00170398, 0.00164591, 0.00159211,
       0.00154227, 0.00149609, 0.0014533 , 0.00141367, 0.00137694,
       0.00134292, 0.0013114 , 0.0012822 , 0.00125514, 0.00123007,
       0.00120685, 0.00118533, 0.0011654 ]), 3970: array([0.0120046 , 0.01216614, 0.01232768, 0.01248922, 0.01265076,
       0.0128123 , 0.01297384, 0.01313538, 0.01329692, 0.01345846,
       0.01362   , 0.01378154, 0.01394308, 0.01410462, 0.01426617,
       0.01442771, 0.01458925, 0.01475079, 0.01491233, 0.01507387,
       0.01523541, 0.01539695, 0.01555849, 0.01572003, 0.01588157,
       0.01604311, 0.01620465, 0.01636619]), 3975: array([0.00618225, 0.00572621, 0.00531653, 0.00494848, 0.00461783,
       0.0043208 , 0.00405395, 0.00381423, 0.00359886, 0.00340539,
       0.00323158, 0.00307544, 0.00293517, 0.00280915, 0.00269594,
       0.00259424, 0.00250287, 0.00242079, 0.00234706, 0.00228081,
       0.0022213 , 0.00216784, 0.00211981, 0.00207667, 0.0020379 ,
       0.00200308, 0.0019718 , 0.0019437 ]), 3980: array([0.00014262, 0.00015967, 0.00017671, 0.00019376, 0.0002108 ,
       0.00022785, 0.00024489, 0.00026194, 0.00027898, 0.00029603,
       0.00031307, 0.00033012, 0.00034716, 0.00036421, 0.00038125,
       0.0003983 , 0.00041535, 0.00043239, 0.00044944, 0.00046648,
       0.00048353, 0.00050057, 0.00051762, 0.00053466, 0.00055171,
       0.00056875, 0.0005858 , 0.00060284]), 3985: array([0.01883578, 0.01890112, 0.01896646, 0.0190318 , 0.01909714,
       0.01916248, 0.01922782, 0.01929316, 0.0193585 , 0.01942383,
       0.01948917, 0.01955451, 0.01961985, 0.01968519, 0.01975053,
       0.01981587, 0.01988121, 0.01994655, 0.02001189, 0.02007723,
       0.02014257, 0.02020791, 0.02027325, 0.02033859, 0.02040393,
       0.02046927, 0.02053461, 0.02059995]), 3990: array([0.01500217, 0.0150794 , 0.01515662, 0.01523384, 0.01531107,
       0.01538829, 0.01546551, 0.01554274, 0.01561996, 0.01569718,
       0.01577441, 0.01585163, 0.01592885, 0.01600608, 0.0160833 ,
       0.01616053, 0.01623775, 0.01631497, 0.0163922 , 0.01646942,
       0.01654664, 0.01662387, 0.01670109, 0.01677831, 0.01685554,
       0.01693276, 0.01700998, 0.01708721]), 3995: array([0.00018261, 0.00036507, 0.00054753, 0.00072999, 0.00091244,
       0.0010949 , 0.00127735, 0.00145979, 0.00164223, 0.00182467,
       0.00200711, 0.00218955, 0.00237198, 0.0025544 , 0.00273683,
       0.00291925, 0.00310167, 0.00328409, 0.0034665 , 0.00364891,
       0.00383132, 0.00401372, 0.00419613, 0.00437852, 0.00456092,
       0.00474331, 0.0049257 , 0.00510809]), 4000: array([0.00027804, 0.00032737, 0.00037175, 0.00041169, 0.00044761,
       0.00047993, 0.00050901, 0.00053517, 0.00055871, 0.00057988,
       0.00059894, 0.00061608, 0.0006315 , 0.00064537, 0.00065785,
       0.00066908, 0.00067918, 0.00068827, 0.00069645, 0.00070381,
       0.00071042, 0.00071638, 0.00072174, 0.00072656, 0.00073089,
       0.00073479, 0.0007383 , 0.00074146]), 4005: array([9.56895163e-05, 7.79651915e-05, 6.55572458e-05, 5.68710410e-05,
       5.07902476e-05, 4.65333772e-05, 4.35533474e-05, 4.14671721e-05,
       4.00067414e-05, 3.89843641e-05, 3.82686471e-05, 3.77676081e-05,
       3.74168549e-05, 3.71713094e-05, 3.69994149e-05, 3.68790798e-05,
       3.67948390e-05, 3.67358661e-05, 3.66945820e-05, 3.66656810e-05,
       3.66454488e-05, 3.66312852e-05, 3.66213700e-05, 3.66144288e-05,
       3.66095696e-05, 3.66061679e-05, 3.66037866e-05, 3.66021195e-05]), 4010: array([7.16232294e-05, 6.44130690e-05, 6.08079413e-05, 5.90053537e-05,
       5.81040480e-05, 5.76533892e-05, 5.74280569e-05, 5.73153892e-05,
       5.72590546e-05, 5.72308870e-05, 5.72168030e-05, 5.72097609e-05,
       5.72062398e-05, 5.72044792e-05, 5.72035989e-05, 5.72031588e-05,
       5.72029387e-05, 5.72028286e-05, 5.72027736e-05, 5.72027461e-05,
       5.72027323e-05, 5.72027255e-05, 5.72027220e-05, 5.72027203e-05,
       5.72027195e-05, 5.72027190e-05, 5.72027188e-05, 5.72027187e-05]), 4015: array([0.0001725 , 0.00015791, 0.0001477 , 0.00014056, 0.00013555,
       0.00013205, 0.00012959, 0.00012788, 0.00012668, 0.00012583,
       0.00012524, 0.00012483, 0.00012454, 0.00012434, 0.0001242 ,
       0.0001241 , 0.00012403, 0.00012398, 0.00012395, 0.00012392,
       0.00012391, 0.0001239 , 0.00012389, 0.00012388, 0.00012388,
       0.00012388, 0.00012387, 0.00012387]), 4020: array([1.04570284e-04, 9.96897230e-05, 9.62733661e-05, 9.38819415e-05,
       9.22079619e-05, 9.10361885e-05, 9.02159559e-05, 8.96417990e-05,
       8.92398935e-05, 8.89585626e-05, 8.87616330e-05, 8.86237838e-05,
       8.85272903e-05, 8.84597456e-05, 8.84124648e-05, 8.83793686e-05,
       8.83562015e-05, 8.83399847e-05, 8.83286331e-05, 8.83206870e-05,
       8.83151249e-05, 8.83112314e-05, 8.83085060e-05, 8.83065982e-05,
       8.83052628e-05, 8.83043280e-05, 8.83036736e-05, 8.83032156e-05]), 4025: array([3.37029629e-05, 3.69810168e-05, 3.92756466e-05, 4.08818819e-05,
       4.20062429e-05, 4.27932928e-05, 4.33442259e-05, 4.37298777e-05,
       4.39998330e-05, 4.41888011e-05, 4.43210783e-05, 4.44136721e-05,
       4.44784875e-05, 4.45238581e-05, 4.45556174e-05, 4.45778489e-05,
       4.45934108e-05, 4.46043042e-05, 4.46119295e-05, 4.46172672e-05,
       4.46210035e-05, 4.46236190e-05, 4.46254498e-05, 4.46267314e-05,
       4.46276285e-05, 4.46282564e-05, 4.46286960e-05, 4.46290037e-05]), 4030: array([2.03609692e-05, 2.04325303e-05, 2.04826230e-05, 2.05176878e-05,
       2.05422332e-05, 2.05594149e-05, 2.05714421e-05, 2.05798611e-05,
       2.05857545e-05, 2.05898798e-05, 2.05927675e-05, 2.05947889e-05,
       2.05962039e-05, 2.05971944e-05, 2.05978877e-05, 2.05983730e-05,
       2.05987128e-05, 2.05989506e-05, 2.05991171e-05, 2.05992336e-05,
       2.05993152e-05, 2.05993723e-05, 2.05994122e-05, 2.05994402e-05,
       2.05994598e-05, 2.05994735e-05, 2.05994831e-05, 2.05994898e-05]), 4035: array([1.19319024e-05, 1.27321607e-05, 1.31322906e-05, 1.33323560e-05,
       1.34323889e-05, 1.34824054e-05, 1.35074137e-05, 1.35199179e-05,
       1.35261700e-05, 1.35292961e-05, 1.35308591e-05, 1.35316406e-05,
       1.35320314e-05, 1.35322268e-05, 1.35323245e-05, 1.35323733e-05,
       1.35323977e-05, 1.35324099e-05, 1.35324160e-05, 1.35324191e-05,
       1.35324206e-05, 1.35324214e-05, 1.35324218e-05, 1.35324220e-05,
       1.35324221e-05, 1.35324221e-05, 1.35324221e-05, 1.35324221e-05]), 4040: array([5.09659635e-05, 4.32734334e-05, 3.78886576e-05, 3.41193113e-05,
       3.14807667e-05, 2.96337838e-05, 2.83408947e-05, 2.74358715e-05,
       2.68023548e-05, 2.63588927e-05, 2.60484689e-05, 2.58311721e-05,
       2.56790642e-05, 2.55725886e-05, 2.54980556e-05, 2.54458825e-05,
       2.54093612e-05, 2.53837963e-05, 2.53659009e-05, 2.53533741e-05,
       2.53446053e-05, 2.53384672e-05, 2.53341705e-05, 2.53311628e-05,
       2.53290574e-05, 2.53275836e-05, 2.53265519e-05, 2.53258298e-05]), 4045: array([2.95647273e-05, 2.96730064e-05, 2.97271479e-05, 2.97542197e-05,
       2.97677560e-05, 2.97745245e-05, 2.97779088e-05, 2.97796011e-05,
       2.97804472e-05, 2.97808703e-05, 2.97810819e-05, 2.97811876e-05,
       2.97812405e-05, 2.97812670e-05, 2.97812802e-05, 2.97812868e-05,
       2.97812901e-05, 2.97812918e-05, 2.97812926e-05, 2.97812930e-05,
       2.97812932e-05, 2.97812933e-05, 2.97812934e-05, 2.97812934e-05,
       2.97812934e-05, 2.97812934e-05, 2.97812934e-05, 2.97812934e-05]), 4050: array([1.30754559e-05, 1.40517785e-05, 1.49304678e-05, 1.57212873e-05,
       1.64330240e-05, 1.70735863e-05, 1.76500917e-05, 1.81689459e-05,
       1.86359141e-05, 1.90561851e-05, 1.94344285e-05, 1.97748471e-05,
       2.00812236e-05, 2.03569620e-05, 2.06051264e-05, 2.08284740e-05,
       2.10294866e-05, 2.12103978e-05, 2.13732176e-05, 2.15197553e-05,
       2.16516391e-05, 2.17703344e-05, 2.18771600e-05, 2.19733029e-05,
       2.20598314e-05, 2.21377070e-05, 2.22077950e-05, 2.22708741e-05]), 4055: array([1.07368317e-05, 1.19739907e-05, 1.28400002e-05, 1.34462057e-05,
       1.38705488e-05, 1.41675883e-05, 1.43755156e-05, 1.45210644e-05,
       1.46229484e-05, 1.46942671e-05, 1.47441900e-05, 1.47791360e-05,
       1.48035982e-05, 1.48207216e-05, 1.48327081e-05, 1.48410985e-05,
       1.48469718e-05, 1.48510832e-05, 1.48539611e-05, 1.48559756e-05,
       1.48573858e-05, 1.48583729e-05, 1.48590639e-05, 1.48595476e-05,
       1.48598861e-05, 1.48601232e-05, 1.48602891e-05, 1.48604052e-05]), 4060: array([1.35558063e-05, 1.05857279e-05, 9.10068800e-06, 8.35816774e-06,
       7.98690745e-06, 7.80127723e-06, 7.70846207e-06, 7.66205447e-06,
       7.63885067e-06, 7.62724876e-06, 7.62144780e-06, 7.61854732e-06,
       7.61709708e-06, 7.61637196e-06, 7.61600940e-06, 7.61582812e-06,
       7.61573748e-06, 7.61569216e-06, 7.61566950e-06, 7.61565817e-06,
       7.61565250e-06, 7.61564967e-06, 7.61564825e-06, 7.61564754e-06,
       7.61564719e-06, 7.61564701e-06, 7.61564692e-06, 7.61564688e-06]), 4065: array([8.31080631e-05, 6.81876564e-05, 5.77433506e-05, 5.04323220e-05,
       4.53145916e-05, 4.17321732e-05, 3.92244752e-05, 3.74690831e-05,
       3.62403062e-05, 3.53801606e-05, 3.47780575e-05, 3.43565845e-05,
       3.40615528e-05, 3.38550302e-05, 3.37104640e-05, 3.36092676e-05,
       3.35384299e-05, 3.34888434e-05, 3.34541328e-05, 3.34298353e-05,
       3.34128271e-05, 3.34009213e-05, 3.33925872e-05, 3.33867533e-05,
       3.33826696e-05, 3.33798110e-05, 3.33778099e-05, 3.33764092e-05]), 4070: array([7.45564280e-05, 6.68107972e-05, 6.13887506e-05, 5.75932446e-05,
       5.49363388e-05, 5.30764688e-05, 5.17745346e-05, 5.08631630e-05,
       5.02251905e-05, 4.97786011e-05, 4.94659825e-05, 4.92471452e-05,
       4.90939561e-05, 4.89867217e-05, 4.89116562e-05, 4.88591093e-05,
       4.88223257e-05, 4.87965768e-05, 4.87785521e-05, 4.87659346e-05,
       4.87571022e-05, 4.87509194e-05, 4.87465914e-05, 4.87435617e-05,
       4.87414408e-05, 4.87399562e-05, 4.87389170e-05, 4.87381895e-05]), 4075: array([3.31993629e-05, 3.57610835e-05, 3.75542777e-05, 3.88095065e-05,
       3.96881617e-05, 4.03032168e-05, 4.07337529e-05, 4.10351264e-05,
       4.12460867e-05, 4.13937581e-05, 4.14971275e-05, 4.15694856e-05,
       4.16201360e-05, 4.16555911e-05, 4.16804095e-05, 4.16977823e-05,
       4.17099432e-05, 4.17184558e-05, 4.17244145e-05, 4.17285857e-05,
       4.17315054e-05, 4.17335492e-05, 4.17349799e-05, 4.17359814e-05,
       4.17366824e-05, 4.17371731e-05, 4.17375166e-05, 4.17377570e-05]), 4080: array([9.67198945e-06, 1.11416356e-05, 1.21703862e-05, 1.28905104e-05,
       1.33945965e-05, 1.37474562e-05, 1.39944575e-05, 1.41673582e-05,
       1.42883884e-05, 1.43731095e-05, 1.44324141e-05, 1.44739273e-05,
       1.45029864e-05, 1.45233278e-05, 1.45375668e-05, 1.45475340e-05,
       1.45545111e-05, 1.45593950e-05, 1.45628138e-05, 1.45652069e-05,
       1.45668821e-05, 1.45680547e-05, 1.45688755e-05, 1.45694501e-05,
       1.45698523e-05, 1.45701339e-05, 1.45703309e-05, 1.45704689e-05]), 4085: array([8.62382151e-07, 9.16264703e-07, 9.43205978e-07, 9.56676614e-07,
       9.63411932e-07, 9.66779591e-07, 9.68463420e-07, 9.69305335e-07,
       9.69726292e-07, 9.69936771e-07, 9.70042010e-07, 9.70094630e-07,
       9.70120940e-07, 9.70134095e-07, 9.70140672e-07, 9.70143961e-07,
       9.70145605e-07, 9.70146427e-07, 9.70146838e-07, 9.70147044e-07,
       9.70147147e-07, 9.70147198e-07, 9.70147224e-07, 9.70147237e-07,
       9.70147243e-07, 9.70147246e-07, 9.70147248e-07, 9.70147249e-07]), 4090: array([1.17965530e-06, 1.12474122e-06, 1.09728418e-06, 1.08355566e-06,
       1.07669139e-06, 1.07325926e-06, 1.07154320e-06, 1.07068516e-06,
       1.07025615e-06, 1.07004164e-06, 1.06993439e-06, 1.06988076e-06,
       1.06985394e-06, 1.06984054e-06, 1.06983383e-06, 1.06983048e-06,
       1.06982881e-06, 1.06982797e-06, 1.06982755e-06, 1.06982734e-06,
       1.06982724e-06, 1.06982718e-06, 1.06982716e-06, 1.06982714e-06,
       1.06982714e-06, 1.06982713e-06, 1.06982713e-06, 1.06982713e-06]), 4095: array([4.31225050e-06, 4.28965922e-06, 4.26932707e-06, 4.25102813e-06,
       4.23455909e-06, 4.21973695e-06, 4.20639703e-06, 4.19439110e-06,
       4.18358576e-06, 4.17386095e-06, 4.16510863e-06, 4.15723154e-06,
       4.15014215e-06, 4.14376171e-06, 4.13801931e-06, 4.13285115e-06,
       4.12819980e-06, 4.12401359e-06, 4.12024600e-06, 4.11685517e-06,
       4.11380342e-06, 4.11105685e-06, 4.10858493e-06, 4.10636021e-06,
       4.10435796e-06, 4.10255593e-06, 4.10093411e-06, 4.09947447e-06]), 4100: array([1.87230602e-05, 1.61089765e-05, 1.42791172e-05, 1.29982151e-05,
       1.21015834e-05, 1.14739409e-05, 1.10345909e-05, 1.07270459e-05,
       1.05117643e-05, 1.03610671e-05, 1.02555790e-05, 1.01817373e-05,
       1.01300481e-05, 1.00938656e-05, 1.00685379e-05, 1.00508085e-05,
       1.00383979e-05, 1.00297105e-05, 1.00236293e-05, 1.00193724e-05,
       1.00163927e-05, 1.00143068e-05, 1.00128467e-05, 1.00118246e-05,
       1.00111092e-05, 1.00106084e-05, 1.00102578e-05, 1.00100124e-05]), 4105: array([1.21956353e-05, 1.20711479e-05, 1.20089043e-05, 1.19777825e-05,
       1.19622216e-05, 1.19544411e-05, 1.19505509e-05, 1.19486058e-05,
       1.19476333e-05, 1.19471470e-05, 1.19469039e-05, 1.19467823e-05,
       1.19467215e-05, 1.19466911e-05, 1.19466759e-05, 1.19466683e-05,
       1.19466645e-05, 1.19466626e-05, 1.19466617e-05, 1.19466612e-05,
       1.19466610e-05, 1.19466608e-05, 1.19466608e-05, 1.19466607e-05,
       1.19466607e-05, 1.19466607e-05, 1.19466607e-05, 1.19466607e-05]), 4110: array([7.42966670e-06, 8.36769502e-06, 9.02431463e-06, 9.48394822e-06,
       9.80569163e-06, 1.00309119e-05, 1.01885661e-05, 1.02989240e-05,
       1.03761745e-05, 1.04302498e-05, 1.04681026e-05, 1.04945995e-05,
       1.05131473e-05, 1.05261307e-05, 1.05352192e-05, 1.05415811e-05,
       1.05460344e-05, 1.05491517e-05, 1.05513338e-05, 1.05528613e-05,
       1.05539306e-05, 1.05546791e-05, 1.05552030e-05, 1.05555697e-05,
       1.05558265e-05, 1.05560062e-05, 1.05561320e-05, 1.05562200e-05]), 4115: array([7.29071836e-06, 5.39451371e-06, 4.44641120e-06, 3.97235986e-06,
       3.73533415e-06, 3.61682127e-06, 3.55756482e-06, 3.52793658e-06,
       3.51312247e-06, 3.50571541e-06, 3.50201187e-06, 3.50016011e-06,
       3.49923423e-06, 3.49877128e-06, 3.49853981e-06, 3.49842408e-06,
       3.49836621e-06, 3.49833728e-06, 3.49832281e-06, 3.49831558e-06,
       3.49831196e-06, 3.49831015e-06, 3.49830925e-06, 3.49830879e-06,
       3.49830857e-06, 3.49830846e-06, 3.49830840e-06, 3.49830837e-06]), 4120: array([4.74895875e-06, 4.59208609e-06, 4.51364976e-06, 4.47443159e-06,
       4.45482251e-06, 4.44501797e-06, 4.44011569e-06, 4.43766456e-06,
       4.43643899e-06, 4.43582621e-06, 4.43551982e-06, 4.43536662e-06,
       4.43529002e-06, 4.43525172e-06, 4.43523257e-06, 4.43522300e-06,
       4.43521821e-06, 4.43521582e-06, 4.43521462e-06, 4.43521402e-06,
       4.43521372e-06, 4.43521357e-06, 4.43521350e-06, 4.43521346e-06,
       4.43521344e-06, 4.43521343e-06, 4.43521343e-06, 4.43521343e-06]), 4125: array([4.38492521e-06, 4.21130534e-06, 4.12449538e-06, 4.08109038e-06,
       4.05938788e-06, 4.04853663e-06, 4.04311100e-06, 4.04039818e-06,
       4.03904177e-06, 4.03836357e-06, 4.03802447e-06, 4.03785492e-06,
       4.03777014e-06, 4.03772775e-06, 4.03770656e-06, 4.03769596e-06,
       4.03769066e-06, 4.03768801e-06, 4.03768669e-06, 4.03768603e-06,
       4.03768570e-06, 4.03768553e-06, 4.03768545e-06, 4.03768541e-06,
       4.03768539e-06, 4.03768537e-06, 4.03768537e-06, 4.03768537e-06]), 4130: array([6.89076383e-06, 6.89355622e-06, 6.89495241e-06, 6.89565051e-06,
       6.89599955e-06, 6.89617408e-06, 6.89626134e-06, 6.89630497e-06,
       6.89632679e-06, 6.89633769e-06, 6.89634315e-06, 6.89634588e-06,
       6.89634724e-06, 6.89634792e-06, 6.89634826e-06, 6.89634843e-06,
       6.89634852e-06, 6.89634856e-06, 6.89634858e-06, 6.89634859e-06,
       6.89634860e-06, 6.89634860e-06, 6.89634860e-06, 6.89634860e-06,
       6.89634860e-06, 6.89634860e-06, 6.89634860e-06, 6.89634860e-06]), 4135: array([7.07567283e-05, 5.64591038e-05, 4.64507560e-05, 3.94449051e-05,
       3.45408042e-05, 3.11079300e-05, 2.87049154e-05, 2.70228035e-05,
       2.58453239e-05, 2.50210872e-05, 2.44441210e-05, 2.40402442e-05,
       2.37575301e-05, 2.35596301e-05, 2.34210999e-05, 2.33241287e-05,
       2.32562487e-05, 2.32087327e-05, 2.31754715e-05, 2.31521886e-05,
       2.31358906e-05, 2.31244819e-05, 2.31164959e-05, 2.31109056e-05,
       2.31069924e-05, 2.31042532e-05, 2.31023358e-05, 2.31009935e-05]), 4140: array([8.92138814e-05, 7.43289153e-05, 6.67235491e-05, 6.28376420e-05,
       6.08521658e-05, 5.98377010e-05, 5.93193675e-05, 5.90545287e-05,
       5.89192113e-05, 5.88500718e-05, 5.88147455e-05, 5.87966958e-05,
       5.87874734e-05, 5.87827613e-05, 5.87803537e-05, 5.87791235e-05,
       5.87784950e-05, 5.87781738e-05, 5.87780097e-05, 5.87779259e-05,
       5.87778830e-05, 5.87778612e-05, 5.87778500e-05, 5.87778443e-05,
       5.87778413e-05, 5.87778398e-05, 5.87778391e-05, 5.87778387e-05]), 4145: array([3.33213072e-05, 3.95923513e-05, 4.39820527e-05, 4.70548230e-05,
       4.92057477e-05, 5.07113849e-05, 5.17653238e-05, 5.25030761e-05,
       5.30194992e-05, 5.33809929e-05, 5.36340369e-05, 5.38111664e-05,
       5.39351563e-05, 5.40219486e-05, 5.40827028e-05, 5.41252305e-05,
       5.41549996e-05, 5.41758379e-05, 5.41904246e-05, 5.42006352e-05,
       5.42077826e-05, 5.42127857e-05, 5.42162879e-05, 5.42187394e-05,
       5.42204555e-05, 5.42216567e-05, 5.42224975e-05, 5.42230861e-05]), 4150: array([1.22393200e-04, 8.84730600e-05, 7.15128727e-05, 6.30327203e-05,
       5.87926148e-05, 5.66725474e-05, 5.56125064e-05, 5.50824822e-05,
       5.48174682e-05, 5.46849603e-05, 5.46187060e-05, 5.45855785e-05,
       5.45690147e-05, 5.45607327e-05, 5.45565917e-05, 5.45545212e-05,
       5.45534859e-05, 5.45529683e-05, 5.45527095e-05, 5.45525800e-05,
       5.45525153e-05, 5.45524830e-05, 5.45524668e-05, 5.45524587e-05,
       5.45524547e-05, 5.45524527e-05, 5.45524516e-05, 5.45524511e-05]), 4155: array([7.78905271e-05, 7.85238380e-05, 7.88405780e-05, 7.89989904e-05,
       7.90782177e-05, 7.91178420e-05, 7.91376594e-05, 7.91475708e-05,
       7.91525278e-05, 7.91550069e-05, 7.91562468e-05, 7.91568670e-05,
       7.91571771e-05, 7.91573322e-05, 7.91574098e-05, 7.91574486e-05,
       7.91574680e-05, 7.91574777e-05, 7.91574825e-05, 7.91574850e-05,
       7.91574862e-05, 7.91574868e-05, 7.91574871e-05, 7.91574873e-05,
       7.91574873e-05, 7.91574874e-05, 7.91574874e-05, 7.91574874e-05]), 4160: array([3.18502910e-05, 3.80636152e-05, 4.24129225e-05, 4.54574238e-05,
       4.75885651e-05, 4.90803573e-05, 5.01246070e-05, 5.08555786e-05,
       5.13672563e-05, 5.17254292e-05, 5.19761490e-05, 5.21516521e-05,
       5.22745037e-05, 5.23604994e-05, 5.24206962e-05, 5.24628337e-05,
       5.24923298e-05, 5.25129770e-05, 5.25274300e-05, 5.25375470e-05,
       5.25446289e-05, 5.25495862e-05, 5.25530563e-05, 5.25554854e-05,
       5.25571857e-05, 5.25583760e-05, 5.25592091e-05, 5.25597923e-05]), 4165: array([5.17950812e-06, 5.54294318e-06, 5.89910935e-06, 6.24815201e-06,
       6.59021363e-06, 6.92543384e-06, 7.25394946e-06, 7.57589460e-06,
       7.89140066e-06, 8.20059644e-06, 8.50360813e-06, 8.80055944e-06,
       9.09157155e-06, 9.37676328e-06, 9.65625101e-06, 9.93014885e-06,
       1.01985686e-05, 1.04616198e-05, 1.07194098e-05, 1.09720439e-05,
       1.12196252e-05, 1.14622547e-05, 1.17000315e-05, 1.19330526e-05,
       1.21614132e-05, 1.23852065e-05, 1.26045238e-05, 1.28194546e-05]), 4170: array([2.08778948e-05, 1.89060427e-05, 1.79201148e-05, 1.74271498e-05,
       1.71806669e-05, 1.70574252e-05, 1.69958042e-05, 1.69649936e-05,
       1.69495883e-05, 1.69418856e-05, 1.69380343e-05, 1.69361086e-05,
       1.69351458e-05, 1.69346644e-05, 1.69344237e-05, 1.69343033e-05,
       1.69342431e-05, 1.69342130e-05, 1.69341980e-05, 1.69341905e-05,
       1.69341867e-05, 1.69341848e-05, 1.69341839e-05, 1.69341834e-05,
       1.69341832e-05, 1.69341831e-05, 1.69341830e-05, 1.69341830e-05]), 4175: array([1.17236516e-05, 1.20174264e-05, 1.21643147e-05, 1.22377593e-05,
       1.22744818e-05, 1.22928432e-05, 1.23020239e-05, 1.23066144e-05,
       1.23089096e-05, 1.23100572e-05, 1.23106310e-05, 1.23109179e-05,
       1.23110614e-05, 1.23111331e-05, 1.23111689e-05, 1.23111869e-05,
       1.23111958e-05, 1.23112003e-05, 1.23112026e-05, 1.23112037e-05,
       1.23112042e-05, 1.23112045e-05, 1.23112047e-05, 1.23112047e-05,
       1.23112048e-05, 1.23112048e-05, 1.23112048e-05, 1.23112048e-05]), 4180: array([3.79992855e-06, 4.44512372e-06, 5.02579893e-06, 5.54840622e-06,
       6.01875242e-06, 6.44206368e-06, 6.82304352e-06, 7.16592512e-06,
       7.47451833e-06, 7.75225200e-06, 8.00221212e-06, 8.22717605e-06,
       8.42964343e-06, 8.61186394e-06, 8.77586227e-06, 8.92346066e-06,
       9.05629911e-06, 9.17585362e-06, 9.28345259e-06, 9.38029160e-06,
       9.46744664e-06, 9.54588612e-06, 9.61648159e-06, 9.68001747e-06,
       9.73719972e-06, 9.78866370e-06, 9.83498125e-06, 9.87666701e-06]), 4185: array([3.71289884e-06, 3.86621823e-06, 4.00420565e-06, 4.12839429e-06,
       4.24016404e-06, 4.34075680e-06, 4.43129025e-06, 4.51277034e-06,
       4.58610240e-06, 4.65210124e-06, 4.71150018e-06, 4.76495922e-06,
       4.81307234e-06, 4.85637413e-06, 4.89534574e-06, 4.93042018e-06,
       4.96198716e-06, 4.99039744e-06, 5.01596669e-06, 5.03897900e-06,
       5.05969008e-06, 5.07833005e-06, 5.09510601e-06, 5.11020438e-06,
       5.12379291e-06, 5.13602257e-06, 5.14702928e-06, 5.15693530e-06]), 4190: array([3.29101453e-05, 2.54776236e-05, 2.02748566e-05, 1.66329185e-05,
       1.40835609e-05, 1.22990100e-05, 1.10498239e-05, 1.01753934e-05,
       9.56329178e-06, 9.13482052e-06, 8.83489053e-06, 8.62493946e-06,
       8.47797367e-06, 8.37509758e-06, 8.30308429e-06, 8.25267497e-06,
       8.21738843e-06, 8.19268785e-06, 8.17539743e-06, 8.16329414e-06,
       8.15482183e-06, 8.14889121e-06, 8.14473978e-06, 8.14183377e-06,
       8.13979957e-06, 8.13837562e-06, 8.13737886e-06, 8.13668113e-06]), 4195: array([5.44491903e-05, 4.56565793e-05, 3.95017336e-05, 3.51933291e-05,
       3.21774372e-05, 3.00663067e-05, 2.85885111e-05, 2.75540511e-05,
       2.68299270e-05, 2.63230387e-05, 2.59682158e-05, 2.57198391e-05,
       2.55459749e-05, 2.54242696e-05, 2.53390756e-05, 2.52794397e-05,
       2.52376944e-05, 2.52084726e-05, 2.51880173e-05, 2.51736986e-05,
       2.51636754e-05, 2.51566592e-05, 2.51517478e-05, 2.51483098e-05,
       2.51459032e-05, 2.51442186e-05, 2.51430394e-05, 2.51422139e-05]), 4200: array([2.44701591e-05, 2.66300511e-05, 2.81419693e-05, 2.92003078e-05,
       2.99411418e-05, 3.04597235e-05, 3.08227292e-05, 3.10768322e-05,
       3.12547036e-05, 3.13792130e-05, 3.14663693e-05, 3.15273784e-05,
       3.15700847e-05, 3.15999789e-05, 3.16209048e-05, 3.16355529e-05,
       3.16458065e-05, 3.16529839e-05, 3.16580082e-05, 3.16615251e-05,
       3.16639870e-05, 3.16657103e-05, 3.16669165e-05, 3.16677610e-05,
       3.16683520e-05, 3.16687658e-05, 3.16690554e-05, 3.16692582e-05]), 4205: array([0.01405578, 0.01415546, 0.01425513, 0.01435481, 0.01445448,
       0.01455415, 0.01465383, 0.0147535 , 0.01485317, 0.01495285,
       0.01505252, 0.0151522 , 0.01525187, 0.01535154, 0.01545122,
       0.01555089, 0.01565056, 0.01575024, 0.01584991, 0.01594959,
       0.01604926, 0.01614893, 0.01624861, 0.01634828, 0.01644795,
       0.01654763, 0.0166473 , 0.01674698]), 4210: array([0.01414977, 0.01437737, 0.01460493, 0.01483245, 0.01505992,
       0.01528736, 0.01551476, 0.01574212, 0.01596943, 0.01619671,
       0.01642395, 0.01665114, 0.0168783 , 0.01710542, 0.01733249,
       0.01755953, 0.01778653, 0.01801348, 0.0182404 , 0.01846727,
       0.01869411, 0.01892091, 0.01914766, 0.01937438, 0.01960106,
       0.01982769, 0.02005429, 0.02028084]), 4215: array([0.00024362, 0.00032117, 0.00038465, 0.0004366 , 0.00047912,
       0.00051392, 0.0005424 , 0.00056572, 0.0005848 , 0.00060041,
       0.00061319, 0.00062365, 0.00063221, 0.00063922, 0.00064496,
       0.00064965, 0.00065349, 0.00065664, 0.00065921, 0.00066132,
       0.00066304, 0.00066445, 0.00066561, 0.00066655, 0.00066733,
       0.00066796, 0.00066848, 0.0006689 ]), 4220: array([0.01539615, 0.01566563, 0.01593511, 0.01620461, 0.01647411,
       0.01674363, 0.01701315, 0.01728268, 0.01755223, 0.01782178,
       0.01809134, 0.01836091, 0.01863049, 0.01890008, 0.01916968,
       0.01943929, 0.01970891, 0.01997854, 0.02024818, 0.02051783,
       0.02078749, 0.02105715, 0.02132683, 0.02159652, 0.02186621,
       0.02213592, 0.02240563, 0.02267536]), 4225: array([0.01481909, 0.01506355, 0.01530806, 0.01555264, 0.01579726,
       0.01604195, 0.01628669, 0.01653148, 0.01677633, 0.01702124,
       0.01726621, 0.01751123, 0.0177563 , 0.01800144, 0.01824662,
       0.01849187, 0.01873717, 0.01898253, 0.01922794, 0.01947341,
       0.01971894, 0.01996452, 0.02021016, 0.02045585, 0.0207016 ,
       0.02094741, 0.02119328, 0.0214392 ]), 4230: array([0.00045289, 0.00060208, 0.00071479, 0.00079993, 0.00086426,
       0.00091286, 0.00094957, 0.00097731, 0.00099826, 0.00101409,
       0.00102605, 0.00103509, 0.00104191, 0.00104707, 0.00105096,
       0.00105391, 0.00105613, 0.00105781, 0.00105908, 0.00106004,
       0.00106076, 0.00106131, 0.00106172, 0.00106203, 0.00106227,
       0.00106245, 0.00106258, 0.00106269]), 4235: array([7.67623029e-05, 8.59323120e-05, 9.49166890e-05, 1.03719192e-04,
       1.12343502e-04, 1.20793227e-04, 1.29071901e-04, 1.37182987e-04,
       1.45129877e-04, 1.52915895e-04, 1.60544297e-04, 1.68018275e-04,
       1.75340954e-04, 1.82515397e-04, 1.89544605e-04, 1.96431519e-04,
       2.03179018e-04, 2.09789924e-04, 2.16267004e-04, 2.22612965e-04,
       2.28830463e-04, 2.34922097e-04, 2.40890416e-04, 2.46737917e-04,
       2.52467044e-04, 2.58080194e-04, 2.63579714e-04, 2.68967906e-04]), 4240: array([8.78068266e-05, 7.35561475e-05, 6.35806257e-05, 5.65977280e-05,
       5.17096770e-05, 4.82880253e-05, 4.58928580e-05, 4.42162331e-05,
       4.30425902e-05, 4.22210364e-05, 4.16459461e-05, 4.12433809e-05,
       4.09615840e-05, 4.07643253e-05, 4.06262435e-05, 4.05295859e-05,
       4.04619252e-05, 4.04145625e-05, 4.03814084e-05, 4.03582005e-05,
       4.03419549e-05, 4.03305829e-05, 4.03226224e-05, 4.03170501e-05,
       4.03131494e-05, 4.03104190e-05, 4.03085076e-05, 4.03071697e-05]), 4245: array([3.71617405e-05, 4.04210084e-05, 4.20507190e-05, 4.28656127e-05,
       4.32730787e-05, 4.34768213e-05, 4.35786974e-05, 4.36296378e-05,
       4.36551092e-05, 4.36678455e-05, 4.36742140e-05, 4.36773984e-05,
       4.36789906e-05, 4.36797868e-05, 4.36801849e-05, 4.36803840e-05,
       4.36804835e-05, 4.36805333e-05, 4.36805582e-05, 4.36805706e-05,
       4.36805768e-05, 4.36805799e-05, 4.36805815e-05, 4.36805823e-05,
       4.36805827e-05, 4.36805829e-05, 4.36805830e-05, 4.36805830e-05]), 4250: array([2.46953464e-05, 2.41075841e-05, 2.38137028e-05, 2.36667620e-05,
       2.35932916e-05, 2.35565563e-05, 2.35381887e-05, 2.35290049e-05,
       2.35244130e-05, 2.35221170e-05, 2.35209690e-05, 2.35203950e-05,
       2.35201080e-05, 2.35199645e-05, 2.35198928e-05, 2.35198569e-05,
       2.35198390e-05, 2.35198300e-05, 2.35198255e-05, 2.35198233e-05,
       2.35198222e-05, 2.35198216e-05, 2.35198213e-05, 2.35198212e-05,
       2.35198211e-05, 2.35198211e-05, 2.35198211e-05, 2.35198210e-05]), 4255: array([6.80714062e-05, 5.38814833e-05, 4.67168304e-05, 4.30993160e-05,
       4.12727920e-05, 4.03505593e-05, 3.98849136e-05, 3.96498038e-05,
       3.95310942e-05, 3.94711563e-05, 3.94408931e-05, 3.94256128e-05,
       3.94178976e-05, 3.94140021e-05, 3.94120352e-05, 3.94110421e-05,
       3.94105407e-05, 3.94102875e-05, 3.94101597e-05, 3.94100952e-05,
       3.94100626e-05, 3.94100461e-05, 3.94100378e-05, 3.94100336e-05,
       3.94100315e-05, 3.94100304e-05, 3.94100299e-05, 3.94100296e-05]), 4260: array([4.62570648e-05, 4.84279093e-05, 4.99474919e-05, 5.10111939e-05,
       5.17557812e-05, 5.22769894e-05, 5.26418331e-05, 5.28972222e-05,
       5.30759937e-05, 5.32011330e-05, 5.32887300e-05, 5.33500476e-05,
       5.33929696e-05, 5.34230149e-05, 5.34440465e-05, 5.34587685e-05,
       5.34690739e-05, 5.34762876e-05, 5.34813372e-05, 5.34848718e-05,
       5.34873461e-05, 5.34890781e-05, 5.34902905e-05, 5.34911391e-05,
       5.34917332e-05, 5.34921490e-05, 5.34924401e-05, 5.34926438e-05]), 4265: array([2.69279768e-05, 2.73288047e-05, 2.76093838e-05, 2.78057890e-05,
       2.79432724e-05, 2.80395107e-05, 2.81068774e-05, 2.81540341e-05,
       2.81870437e-05, 2.82101504e-05, 2.82263251e-05, 2.82376473e-05,
       2.82455729e-05, 2.82511208e-05, 2.82550043e-05, 2.82577228e-05,
       2.82596257e-05, 2.82609577e-05, 2.82618902e-05, 2.82625429e-05,
       2.82629998e-05, 2.82633196e-05, 2.82635435e-05, 2.82637002e-05,
       2.82638099e-05, 2.82638866e-05, 2.82639404e-05, 2.82639780e-05]), 4270: array([1.84341358e-05, 1.70671773e-05, 1.61103049e-05, 1.54404932e-05,
       1.49716243e-05, 1.46434156e-05, 1.44136691e-05, 1.42528464e-05,
       1.41402702e-05, 1.40614669e-05, 1.40063044e-05, 1.39676906e-05,
       1.39406609e-05, 1.39217401e-05, 1.39084955e-05, 1.38992243e-05,
       1.38927344e-05, 1.38881915e-05, 1.38850115e-05, 1.38827854e-05,
       1.38812272e-05, 1.38801365e-05, 1.38793729e-05, 1.38788384e-05,
       1.38784643e-05, 1.38782024e-05, 1.38780191e-05, 1.38778908e-05]), 4275: array([1.10329280e-05, 1.17966433e-05, 1.23312444e-05, 1.27054655e-05,
       1.29674205e-05, 1.31507891e-05, 1.32791473e-05, 1.33689981e-05,
       1.34318937e-05, 1.34759206e-05, 1.35067395e-05, 1.35283128e-05,
       1.35434140e-05, 1.35539850e-05, 1.35613846e-05, 1.35665644e-05,
       1.35701902e-05, 1.35727283e-05, 1.35745049e-05, 1.35757486e-05,
       1.35766192e-05, 1.35772285e-05, 1.35776551e-05, 1.35779537e-05,
       1.35781628e-05, 1.35783091e-05, 1.35784115e-05, 1.35784832e-05]), 4280: array([6.21861582e-06, 6.87141355e-06, 7.45892982e-06, 7.98769297e-06,
       8.46357844e-06, 8.89187414e-06, 9.27733917e-06, 9.62425670e-06,
       9.93648159e-06, 1.02174832e-05, 1.04703839e-05, 1.06979939e-05,
       1.09028423e-05, 1.10872054e-05, 1.12531316e-05, 1.14024648e-05,
       1.15368644e-05, 1.16578236e-05, 1.17666866e-05, 1.18646630e-05,
       1.19528415e-05, 1.20322019e-05, 1.21036261e-05, 1.21679077e-05,
       1.22257609e-05, 1.22778287e-05, 1.23246896e-05, 1.23668643e-05]), 4285: array([9.42838674e-05, 7.96114407e-05, 6.93407198e-05, 6.21511997e-05,
       5.71185248e-05, 5.35956447e-05, 5.11296234e-05, 4.94034047e-05,
       4.81950491e-05, 4.73491983e-05, 4.67571014e-05, 4.63426328e-05,
       4.60525041e-05, 4.58494135e-05, 4.57072499e-05, 4.56077351e-05,
       4.55380746e-05, 4.54893121e-05, 4.54551783e-05, 4.54312846e-05,
       4.54145590e-05, 4.54028510e-05, 4.53946554e-05, 4.53889185e-05,
       4.53849027e-05, 4.53820915e-05, 4.53801238e-05, 4.53787463e-05]), 4290: array([1.24914362e-05, 2.29472862e-05, 3.23437147e-05, 4.07880659e-05,
       4.83768074e-05, 5.51966323e-05, 6.13254499e-05, 6.68332754e-05,
       7.17830297e-05, 7.62312584e-05, 8.02287779e-05, 8.38212553e-05,
       8.70497310e-05, 8.99510869e-05, 9.25584677e-05, 9.49016600e-05,
       9.70074323e-05, 9.88998408e-05, 1.00600504e-04, 1.02128851e-04,
       1.03502340e-04, 1.04736663e-04, 1.05845920e-04, 1.06842783e-04,
       1.07738641e-04, 1.08543728e-04, 1.09267241e-04, 1.09917445e-04]), 4295: array([3.14520754e-05, 3.47609887e-05, 3.70772222e-05, 3.86985815e-05,
       3.98335301e-05, 4.06279922e-05, 4.11841142e-05, 4.15733986e-05,
       4.18458970e-05, 4.20366454e-05, 4.21701690e-05, 4.22636352e-05,
       4.23290614e-05, 4.23748596e-05, 4.24069183e-05, 4.24293593e-05,
       4.24450680e-05, 4.24560641e-05, 4.24637613e-05, 4.24691493e-05,
       4.24729209e-05, 4.24755610e-05, 4.24774091e-05, 4.24787028e-05,
       4.24796083e-05, 4.24802422e-05, 4.24806859e-05, 4.24809965e-05]), 4300: array([1.46692475e-05, 1.41776415e-05, 1.38335185e-05, 1.35926332e-05,
       1.34240142e-05, 1.33059812e-05, 1.32233585e-05, 1.31655227e-05,
       1.31250379e-05, 1.30966986e-05, 1.30768611e-05, 1.30629750e-05,
       1.30532547e-05, 1.30464505e-05, 1.30416876e-05, 1.30383536e-05,
       1.30360198e-05, 1.30343861e-05, 1.30332426e-05, 1.30324421e-05,
       1.30318817e-05, 1.30314895e-05, 1.30312149e-05, 1.30310227e-05,
       1.30308882e-05, 1.30307940e-05, 1.30307281e-05, 1.30306820e-05]), 4305: array([1.61416941e-05, 1.54150494e-05, 1.47610691e-05, 1.41724868e-05,
       1.36427627e-05, 1.31660109e-05, 1.27369344e-05, 1.23507654e-05,
       1.20032133e-05, 1.16904165e-05, 1.14088992e-05, 1.11555337e-05,
       1.09275048e-05, 1.07222787e-05, 1.05375752e-05, 1.03713420e-05,
       1.02217322e-05, 1.00870833e-05, 9.96589933e-06, 9.85683373e-06,
       9.75867469e-06, 9.67033155e-06, 9.59082271e-06, 9.51926476e-06,
       9.45486259e-06, 9.39690064e-06, 9.34473488e-06, 9.29778570e-06]), 4310: array([1.98977462e-05, 1.83154242e-05, 1.72077969e-05, 1.64324565e-05,
       1.58897172e-05, 1.55097990e-05, 1.52438559e-05, 1.50576953e-05,
       1.49273827e-05, 1.48361638e-05, 1.47723104e-05, 1.47276129e-05,
       1.46963246e-05, 1.46744228e-05, 1.46590915e-05, 1.46483596e-05,
       1.46408472e-05, 1.46355885e-05, 1.46319075e-05, 1.46293307e-05,
       1.46275270e-05, 1.46262643e-05, 1.46253805e-05, 1.46247618e-05,
       1.46243288e-05, 1.46240256e-05, 1.46238134e-05, 1.46236648e-05]), 4315: array([1.23000998e-05, 1.40699803e-05, 1.53088948e-05, 1.61761337e-05,
       1.67832001e-05, 1.72081459e-05, 1.75056075e-05, 1.77138304e-05,
       1.78595862e-05, 1.79616151e-05, 1.80330352e-05, 1.80830293e-05,
       1.81180250e-05, 1.81425220e-05, 1.81596699e-05, 1.81716734e-05,
       1.81800758e-05, 1.81859575e-05, 1.81900747e-05, 1.81929567e-05,
       1.81949741e-05, 1.81963863e-05, 1.81973748e-05, 1.81980668e-05,
       1.81985512e-05, 1.81988903e-05, 1.81991276e-05, 1.81992937e-05]), 4320: array([1.22871504e-05, 1.23627188e-05, 1.24005030e-05, 1.24193951e-05,
       1.24288411e-05, 1.24335642e-05, 1.24359257e-05, 1.24371064e-05,
       1.24376968e-05, 1.24379920e-05, 1.24381396e-05, 1.24382134e-05,
       1.24382503e-05, 1.24382687e-05, 1.24382780e-05, 1.24382826e-05,
       1.24382849e-05, 1.24382860e-05, 1.24382866e-05, 1.24382869e-05,
       1.24382870e-05, 1.24382871e-05, 1.24382872e-05, 1.24382872e-05,
       1.24382872e-05, 1.24382872e-05, 1.24382872e-05, 1.24382872e-05]), 4325: array([6.26026063e-06, 7.12081760e-06, 7.55109625e-06, 7.76623567e-06,
       7.87380542e-06, 7.92759032e-06, 7.95448278e-06, 7.96792902e-06,
       7.97465214e-06, 7.97801370e-06, 7.97969448e-06, 7.98053487e-06,
       7.98095507e-06, 7.98116517e-06, 7.98127022e-06, 7.98132274e-06,
       7.98134900e-06, 7.98136213e-06, 7.98136870e-06, 7.98137198e-06,
       7.98137362e-06, 7.98137444e-06, 7.98137485e-06, 7.98137506e-06,
       7.98137516e-06, 7.98137521e-06, 7.98137524e-06, 7.98137525e-06]), 4330: array([6.51359133e-06, 7.63720008e-06, 8.19900497e-06, 8.47990766e-06,
       8.62035913e-06, 8.69058493e-06, 8.72569787e-06, 8.74325435e-06,
       8.75203260e-06, 8.75642172e-06, 8.75861629e-06, 8.75971357e-06,
       8.76026222e-06, 8.76053654e-06, 8.76067370e-06, 8.76074228e-06,
       8.76077657e-06, 8.76079372e-06, 8.76080229e-06, 8.76080657e-06,
       8.76080872e-06, 8.76080979e-06, 8.76081032e-06, 8.76081059e-06,
       8.76081073e-06, 8.76081079e-06, 8.76081083e-06, 8.76081084e-06]), 4335: array([7.63632393e-06, 8.37796500e-06, 8.74878591e-06, 8.93419656e-06,
       9.02690197e-06, 9.07325473e-06, 9.09643113e-06, 9.10801934e-06,
       9.11381345e-06, 9.11671051e-06, 9.11815904e-06, 9.11888331e-06,
       9.11924544e-06, 9.11942651e-06, 9.11951704e-06, 9.11956231e-06,
       9.11958494e-06, 9.11959626e-06, 9.11960192e-06, 9.11960475e-06,
       9.11960616e-06, 9.11960687e-06, 9.11960722e-06, 9.11960740e-06,
       9.11960749e-06, 9.11960753e-06, 9.11960755e-06, 9.11960757e-06]), 4340: array([1.65158050e-06, 1.89538170e-06, 2.01728230e-06, 2.07823261e-06,
       2.10870777e-06, 2.12394535e-06, 2.13156414e-06, 2.13537353e-06,
       2.13727823e-06, 2.13823058e-06, 2.13870675e-06, 2.13894484e-06,
       2.13906388e-06, 2.13912341e-06, 2.13915317e-06, 2.13916805e-06,
       2.13917549e-06, 2.13917921e-06, 2.13918107e-06, 2.13918200e-06,
       2.13918246e-06, 2.13918269e-06, 2.13918281e-06, 2.13918287e-06,
       2.13918290e-06, 2.13918291e-06, 2.13918292e-06, 2.13918292e-06]), 4345: array([2.08460445e-06, 1.89205858e-06, 1.79578563e-06, 1.74764916e-06,
       1.72358091e-06, 1.71154679e-06, 1.70552973e-06, 1.70252120e-06,
       1.70101693e-06, 1.70026480e-06, 1.69988873e-06, 1.69970070e-06,
       1.69960668e-06, 1.69955968e-06, 1.69953617e-06, 1.69952442e-06,
       1.69951854e-06, 1.69951561e-06, 1.69951414e-06, 1.69951340e-06,
       1.69951303e-06, 1.69951285e-06, 1.69951276e-06, 1.69951271e-06,
       1.69951269e-06, 1.69951268e-06, 1.69951267e-06, 1.69951267e-06]), 4350: array([2.58368209e-06, 2.60906447e-06, 2.62175565e-06, 2.62810125e-06,
       2.63127404e-06, 2.63286044e-06, 2.63365364e-06, 2.63405024e-06,
       2.63424854e-06, 2.63434769e-06, 2.63439726e-06, 2.63442205e-06,
       2.63443444e-06, 2.63444064e-06, 2.63444374e-06, 2.63444529e-06,
       2.63444606e-06, 2.63444645e-06, 2.63444664e-06, 2.63444674e-06,
       2.63444679e-06, 2.63444681e-06, 2.63444683e-06, 2.63444683e-06,
       2.63444684e-06, 2.63444684e-06, 2.63444684e-06, 2.63444684e-06]), 4355: array([1.79880588e-05, 1.78662057e-05, 1.77565378e-05, 1.76578368e-05,
       1.75690058e-05, 1.74890580e-05, 1.74171049e-05, 1.73523471e-05,
       1.72940651e-05, 1.72416112e-05, 1.71944028e-05, 1.71519152e-05,
       1.71136763e-05, 1.70792614e-05, 1.70482879e-05, 1.70204118e-05,
       1.69953233e-05, 1.69727436e-05, 1.69524219e-05, 1.69341323e-05,
       1.69176718e-05, 1.69028572e-05, 1.68895242e-05, 1.68775244e-05,
       1.68667246e-05, 1.68570048e-05, 1.68482569e-05, 1.68403839e-05]), 4360: array([1.62226628e-04, 1.52448641e-04, 1.43648284e-04, 1.35727811e-04,
       1.28599247e-04, 1.22183416e-04, 1.16409058e-04, 1.11212035e-04,
       1.06534624e-04, 1.02324873e-04, 9.85360250e-05, 9.51259958e-05,
       9.20569104e-05, 8.92946804e-05, 8.68086256e-05, 8.45711332e-05,
       8.25573512e-05, 8.07449126e-05, 7.91136865e-05, 7.76455547e-05,
       7.63242106e-05, 7.51349781e-05, 7.40646482e-05, 7.31013328e-05,
       7.22343322e-05, 7.14540167e-05, 7.07517192e-05, 7.01196393e-05]), 4365: array([1.88682126e-05, 1.98835360e-05, 2.06156760e-05, 2.11436151e-05,
       2.15243069e-05, 2.17988201e-05, 2.19967690e-05, 2.21395080e-05,
       2.22424358e-05, 2.23166560e-05, 2.23701754e-05, 2.24087678e-05,
       2.24365964e-05, 2.24566634e-05, 2.24711334e-05, 2.24815677e-05,
       2.24890917e-05, 2.24945172e-05, 2.24984295e-05, 2.25012506e-05,
       2.25032849e-05, 2.25047518e-05, 2.25058095e-05, 2.25065723e-05,
       2.25071223e-05, 2.25075189e-05, 2.25078049e-05, 2.25080111e-05]), 4370: array([8.80527746e-05, 8.87539609e-05, 8.92447913e-05, 8.95883726e-05,
       8.98288795e-05, 8.99972343e-05, 9.01150827e-05, 9.01975765e-05,
       9.02553222e-05, 9.02957442e-05, 9.03240396e-05, 9.03438463e-05,
       9.03577111e-05, 9.03674164e-05, 9.03742101e-05, 9.03789657e-05,
       9.03822946e-05, 9.03846249e-05, 9.03862560e-05, 9.03873979e-05,
       9.03881971e-05, 9.03887566e-05, 9.03891483e-05, 9.03894224e-05,
       9.03896143e-05, 9.03897487e-05, 9.03898427e-05, 9.03899085e-05]), 4375: array([9.72759814e-05, 9.23757525e-05, 8.79649461e-05, 8.39946800e-05,
       8.04209541e-05, 7.72041629e-05, 7.43086568e-05, 7.17023465e-05,
       6.93563480e-05, 6.72446619e-05, 6.53438856e-05, 6.36329542e-05,
       6.20929063e-05, 6.07066744e-05, 5.94588960e-05, 5.83357425e-05,
       5.73247667e-05, 5.64147647e-05, 5.55956514e-05, 5.48583491e-05,
       5.41946866e-05, 5.35973091e-05, 5.30595962e-05, 5.25755887e-05,
       5.21399226e-05, 5.17477698e-05, 5.13947842e-05, 5.10770539e-05]), 4380: array([1.02592003e-04, 8.49048254e-05, 7.17786009e-05, 6.20372064e-05,
       5.48078035e-05, 4.94426305e-05, 4.54609626e-05, 4.25060385e-05,
       4.03130940e-05, 3.86856392e-05, 3.74778525e-05, 3.65815151e-05,
       3.59163142e-05, 3.54226471e-05, 3.50562809e-05, 3.47843887e-05,
       3.45826087e-05, 3.44328613e-05, 3.43217289e-05, 3.42392540e-05,
       3.41780467e-05, 3.41326228e-05, 3.40989122e-05, 3.40738945e-05,
       3.40553281e-05, 3.40415494e-05, 3.40313237e-05, 3.40237349e-05]), 4385: array([7.20901391e-05, 6.63064792e-05, 6.28884411e-05, 6.08684426e-05,
       5.96746601e-05, 5.89691563e-05, 5.85522164e-05, 5.83058125e-05,
       5.81601922e-05, 5.80741333e-05, 5.80232740e-05, 5.79932171e-05,
       5.79754540e-05, 5.79649563e-05, 5.79587524e-05, 5.79550860e-05,
       5.79529192e-05, 5.79516387e-05, 5.79508819e-05, 5.79504347e-05,
       5.79501704e-05, 5.79500142e-05, 5.79499219e-05, 5.79498673e-05,
       5.79498351e-05, 5.79498160e-05, 5.79498048e-05, 5.79497981e-05]), 4390: array([0.00035592, 0.00025413, 0.00020209, 0.0001755 , 0.0001619 ,
       0.00015495, 0.0001514 , 0.00014959, 0.00014866, 0.00014819,
       0.00014794, 0.00014782, 0.00014776, 0.00014772, 0.00014771,
       0.0001477 , 0.00014769, 0.00014769, 0.00014769, 0.00014769,
       0.00014769, 0.00014769, 0.00014769, 0.00014769, 0.00014769,
       0.00014769, 0.00014769, 0.00014769]), 4395: array([0.00021666, 0.00021535, 0.00021442, 0.00021378, 0.00021332,
       0.00021301, 0.00021279, 0.00021263, 0.00021252, 0.00021245,
       0.00021239, 0.00021236, 0.00021233, 0.00021231, 0.0002123 ,
       0.00021229, 0.00021228, 0.00021228, 0.00021228, 0.00021227,
       0.00021227, 0.00021227, 0.00021227, 0.00021227, 0.00021227,
       0.00021227, 0.00021227, 0.00021227]), 4400: array([4.05007612e-05, 4.59417856e-05, 5.08384859e-05, 5.52453165e-05,
       5.92112846e-05, 6.27804942e-05, 6.59926375e-05, 6.88834355e-05,
       7.14850360e-05, 7.38263704e-05, 7.59334760e-05, 7.78297851e-05,
       7.95363861e-05, 8.10722574e-05, 8.24544790e-05, 8.36984221e-05,
       8.48179203e-05, 8.58254230e-05, 8.67321344e-05, 8.75481377e-05,
       8.82825074e-05, 8.89434102e-05, 8.95381958e-05, 9.00734786e-05,
       9.05552113e-05, 9.09887512e-05, 9.13789193e-05, 9.17300548e-05]), 4405: array([1.08934991e-04, 1.01381623e-04, 9.60942566e-05, 9.23930932e-05,
       8.98022742e-05, 8.79886977e-05, 8.67191918e-05, 8.58305361e-05,
       8.52084760e-05, 8.47730331e-05, 8.44682226e-05, 8.42548548e-05,
       8.41054971e-05, 8.40009465e-05, 8.39277610e-05, 8.38765310e-05,
       8.38406700e-05, 8.38155672e-05, 8.37979952e-05, 8.37856948e-05,
       8.37770845e-05, 8.37710573e-05, 8.37668383e-05, 8.37638849e-05,
       8.37618176e-05, 8.37603704e-05, 8.37593574e-05, 8.37586483e-05]), 4410: array([5.40546266e-05, 6.06436543e-05, 6.39381814e-05, 6.55854516e-05,
       6.64090900e-05, 6.68209109e-05, 6.70268222e-05, 6.71297782e-05,
       6.71812565e-05, 6.72069957e-05, 6.72198653e-05, 6.72263002e-05,
       6.72295176e-05, 6.72311264e-05, 6.72319307e-05, 6.72323329e-05,
       6.72325340e-05, 6.72326346e-05, 6.72326848e-05, 6.72327100e-05,
       6.72327225e-05, 6.72327288e-05, 6.72327320e-05, 6.72327335e-05,
       6.72327343e-05, 6.72327347e-05, 6.72327349e-05, 6.72327350e-05]), 4415: array([2.49325119e-05, 2.83185859e-05, 3.06888348e-05, 3.23480070e-05,
       3.35094261e-05, 3.43224184e-05, 3.48915124e-05, 3.52898777e-05,
       3.55687330e-05, 3.57639315e-05, 3.59005703e-05, 3.59962173e-05,
       3.60631702e-05, 3.61100371e-05, 3.61428439e-05, 3.61658086e-05,
       3.61818839e-05, 3.61931366e-05, 3.62010135e-05, 3.62065273e-05,
       3.62103870e-05, 3.62130887e-05, 3.62149800e-05, 3.62163038e-05,
       3.62172305e-05, 3.62178792e-05, 3.62183333e-05, 3.62186512e-05]), 4420: array([0.00023884, 0.00020051, 0.0001734 , 0.00015421, 0.00014064,
       0.00013103, 0.00012423, 0.00011943, 0.00011602, 0.00011362,
       0.00011191, 0.00011071, 0.00010986, 0.00010925, 0.00010883,
       0.00010853, 0.00010831, 0.00010816, 0.00010805, 0.00010798,
       0.00010792, 0.00010789, 0.00010786, 0.00010784, 0.00010783,
       0.00010782, 0.00010781, 0.00010781]), 4425: array([0.00039184, 0.00033113, 0.0002907 , 0.00026379, 0.00024588,
       0.00023395, 0.00022601, 0.00022072, 0.0002172 , 0.00021486,
       0.0002133 , 0.00021226, 0.00021157, 0.00021111, 0.0002108 ,
       0.0002106 , 0.00021046, 0.00021037, 0.00021031, 0.00021027,
       0.00021024, 0.00021022, 0.00021021, 0.0002102 , 0.0002102 ,
       0.0002102 , 0.00021019, 0.00021019]), 4430: array([0.00033192, 0.00029347, 0.00026621, 0.00024688, 0.00023317,
       0.00022345, 0.00021656, 0.00021167, 0.0002082 , 0.00020575,
       0.00020401, 0.00020277, 0.00020189, 0.00020127, 0.00020083,
       0.00020052, 0.0002003 , 0.00020014, 0.00020003, 0.00019995,
       0.0001999 , 0.00019986, 0.00019983, 0.00019981, 0.00019979,
       0.00019978, 0.00019978, 0.00019977]), 4435: array([8.06099315e-05, 9.24681656e-05, 9.90551569e-05, 1.02714087e-04,
       1.04746544e-04, 1.05875529e-04, 1.06502656e-04, 1.06851011e-04,
       1.07044515e-04, 1.07152002e-04, 1.07211709e-04, 1.07244875e-04,
       1.07263298e-04, 1.07273531e-04, 1.07279216e-04, 1.07282373e-04,
       1.07284127e-04, 1.07285102e-04, 1.07285643e-04, 1.07285943e-04,
       1.07286110e-04, 1.07286203e-04, 1.07286255e-04, 1.07286283e-04,
       1.07286299e-04, 1.07286308e-04, 1.07286313e-04, 1.07286316e-04]), 4440: array([4.86678877e-05, 4.66497814e-05, 4.56011699e-05, 4.50563096e-05,
       4.47731992e-05, 4.46260946e-05, 4.45496588e-05, 4.45099426e-05,
       4.44893060e-05, 4.44785832e-05, 4.44730116e-05, 4.44701166e-05,
       4.44686124e-05, 4.44678307e-05, 4.44674246e-05, 4.44672136e-05,
       4.44671039e-05, 4.44670470e-05, 4.44670174e-05, 4.44670020e-05,
       4.44669940e-05, 4.44669898e-05, 4.44669877e-05, 4.44669866e-05,
       4.44669860e-05, 4.44669857e-05, 4.44669855e-05, 4.44669854e-05]), 4445: array([0.00028736, 0.00021176, 0.00017385, 0.00015483, 0.0001453 ,
       0.00014051, 0.00013811, 0.00013691, 0.00013631, 0.000136  ,
       0.00013585, 0.00013578, 0.00013574, 0.00013572, 0.00013571,
       0.0001357 , 0.0001357 , 0.0001357 , 0.0001357 , 0.0001357 ,
       0.0001357 , 0.0001357 , 0.0001357 , 0.0001357 , 0.0001357 ,
       0.0001357 , 0.0001357 , 0.0001357 ]), 4450: array([0.00049868, 0.00042873, 0.00037767, 0.00034039, 0.00031317,
       0.0002933 , 0.0002788 , 0.00026821, 0.00026048, 0.00025484,
       0.00025072, 0.00024772, 0.00024552, 0.00024392, 0.00024275,
       0.00024189, 0.00024127, 0.00024082, 0.00024048, 0.00024024,
       0.00024006, 0.00023993, 0.00023984, 0.00023977, 0.00023972,
       0.00023968, 0.00023966, 0.00023964]), 4455: array([0.00010508, 0.00012359, 0.00013655, 0.00014562, 0.00015196,
       0.00015641, 0.00015952, 0.00016169, 0.00016322, 0.00016429,
       0.00016503, 0.00016555, 0.00016592, 0.00016618, 0.00016636,
       0.00016648, 0.00016657, 0.00016663, 0.00016667, 0.0001667 ,
       0.00016673, 0.00016674, 0.00016675, 0.00016676, 0.00016676,
       0.00016677, 0.00016677, 0.00016677]), 4460: array([9.41054589e-05, 8.92336140e-05, 8.58233141e-05, 8.34360982e-05,
       8.17650430e-05, 8.05953015e-05, 7.97764804e-05, 7.92033042e-05,
       7.88020799e-05, 7.85212222e-05, 7.83246213e-05, 7.81870003e-05,
       7.80906654e-05, 7.80232308e-05, 7.79760264e-05, 7.79429833e-05,
       7.79198531e-05, 7.79036619e-05, 7.78923280e-05, 7.78843943e-05,
       7.78788406e-05, 7.78749531e-05, 7.78722318e-05, 7.78703269e-05,
       7.78689935e-05, 7.78680600e-05, 7.78674067e-05, 7.78669493e-05]), 4465: array([1.64261681e-05, 1.92524193e-05, 2.06655493e-05, 2.13721165e-05,
       2.17254013e-05, 2.19020442e-05, 2.19903659e-05, 2.20345269e-05,
       2.20566075e-05, 2.20676478e-05, 2.20731680e-05, 2.20759281e-05,
       2.20773081e-05, 2.20779982e-05, 2.20783432e-05, 2.20785157e-05,
       2.20786020e-05, 2.20786451e-05, 2.20786666e-05, 2.20786774e-05,
       2.20786828e-05, 2.20786855e-05, 2.20786869e-05, 2.20786875e-05,
       2.20786879e-05, 2.20786880e-05, 2.20786881e-05, 2.20786882e-05]), 4470: array([1.76600823e-05, 2.00168739e-05, 2.11952733e-05, 2.17844748e-05,
       2.20790764e-05, 2.22263777e-05, 2.23000285e-05, 2.23368541e-05,
       2.23552669e-05, 2.23644733e-05, 2.23690766e-05, 2.23713782e-05,
       2.23725290e-05, 2.23731044e-05, 2.23733921e-05, 2.23735360e-05,
       2.23736079e-05, 2.23736439e-05, 2.23736618e-05, 2.23736708e-05,
       2.23736753e-05, 2.23736776e-05, 2.23736787e-05, 2.23736793e-05,
       2.23736795e-05, 2.23736797e-05, 2.23736797e-05, 2.23736798e-05]), 4475: array([7.83599498e-06, 9.07960509e-06, 1.01988531e-05, 1.12061753e-05,
       1.21127643e-05, 1.29286937e-05, 1.36630293e-05, 1.43239308e-05,
       1.49187415e-05, 1.54540706e-05, 1.59358663e-05, 1.63694820e-05,
       1.67597358e-05, 1.71109638e-05, 1.74270687e-05, 1.77115628e-05,
       1.79676073e-05, 1.81980471e-05, 1.84054427e-05, 1.85920985e-05,
       1.87600886e-05, 1.89112796e-05, 1.90473513e-05, 1.91698157e-05,
       1.92800336e-05, 1.93792296e-05, 1.94685058e-05, 1.95488544e-05]), 4480: array([0.00033385, 0.00031364, 0.00029544, 0.00027905, 0.0002643 ,
       0.00025102, 0.00023907, 0.0002283 , 0.00021861, 0.00020989,
       0.00020203, 0.00019496, 0.00018859, 0.00018286, 0.0001777 ,
       0.00017305, 0.00016887, 0.0001651 , 0.00016171, 0.00015866,
       0.00015591, 0.00015344, 0.00015121, 0.00014921, 0.0001474 ,
       0.00014578, 0.00014431, 0.000143  ]), 4485: array([0.00614946, 0.00615954, 0.00616961, 0.00617969, 0.00618977,
       0.00619985, 0.00620992, 0.00622   , 0.00623008, 0.00624016,
       0.00625024, 0.00626031, 0.00627039, 0.00628047, 0.00629055,
       0.00630063, 0.00631071, 0.00632079, 0.00633087, 0.00634095,
       0.00635103, 0.00636111, 0.00637119, 0.00638127, 0.00639135,
       0.00640143, 0.00641151, 0.00642159]), 4490: array([9.10462453e-05, 1.55773447e-04, 2.11178549e-04, 2.58604133e-04,
       2.99199419e-04, 3.33948116e-04, 3.63692259e-04, 3.89152610e-04,
       4.10946126e-04, 4.29600910e-04, 4.45569007e-04, 4.59237356e-04,
       4.70937171e-04, 4.80951963e-04, 4.89524411e-04, 4.96862243e-04,
       5.03143271e-04, 5.08519696e-04, 5.13121801e-04, 5.17061105e-04,
       5.20433065e-04, 5.23319391e-04, 5.25790024e-04, 5.27904833e-04,
       5.29715064e-04, 5.31264584e-04, 5.32590939e-04, 5.33726271e-04]), 4495: array([0.00699258, 0.00699662, 0.00700065, 0.00700469, 0.00700873,
       0.00701277, 0.00701681, 0.00702085, 0.00702489, 0.00702892,
       0.00703296, 0.007037  , 0.00704104, 0.00704508, 0.00704912,
       0.00705316, 0.0070572 , 0.00706123, 0.00706527, 0.00706931,
       0.00707335, 0.00707739, 0.00708143, 0.00708547, 0.00708951,
       0.00709354, 0.00709758, 0.00710162]), 4500: array([0.00479387, 0.00431339, 0.00388246, 0.00349598, 0.00314936,
       0.00283849, 0.00255968, 0.00230963, 0.00208537, 0.00188424,
       0.00170385, 0.00154207, 0.00139697, 0.00126684, 0.00115013,
       0.00104546, 0.00095159, 0.00086739, 0.00079188, 0.00072416,
       0.00066342, 0.00060895, 0.0005601 , 0.00051628, 0.00047698,
       0.00044174, 0.00041013, 0.00038178]), 4505: array([0.00054755, 0.00074677, 0.00083701, 0.00087788, 0.0008964 ,
       0.00090479, 0.00090859, 0.00091031, 0.00091109, 0.00091144,
       0.0009116 , 0.00091167, 0.00091171, 0.00091172, 0.00091173,
       0.00091173, 0.00091173, 0.00091173, 0.00091173, 0.00091173,
       0.00091173, 0.00091173, 0.00091173, 0.00091173, 0.00091173,
       0.00091173, 0.00091173, 0.00091173]), 4510: array([0.00219927, 0.00173897, 0.0015025 , 0.00138102, 0.00131862,
       0.00128656, 0.00127009, 0.00126163, 0.00125729, 0.00125505,
       0.00125391, 0.00125332, 0.00125302, 0.00125286, 0.00125278,
       0.00125274, 0.00125272, 0.00125271, 0.0012527 , 0.0012527 ,
       0.0012527 , 0.0012527 , 0.0012527 , 0.0012527 , 0.0012527 ,
       0.0012527 , 0.0012527 , 0.0012527 ]), 4515: array([4.91247895e-07, 5.73235128e-07, 6.45387950e-07, 7.08886004e-07,
       7.64767433e-07, 8.13945856e-07, 8.57225301e-07, 8.95313354e-07,
       9.28832726e-07, 9.58331432e-07, 9.84291753e-07, 1.00713812e-06,
       1.02724405e-06, 1.04493827e-06, 1.06051005e-06, 1.07421400e-06,
       1.08627414e-06, 1.09688767e-06, 1.10622810e-06, 1.11444814e-06,
       1.12168218e-06, 1.12804849e-06, 1.13365116e-06, 1.13858179e-06,
       1.14292099e-06, 1.14673970e-06, 1.15010035e-06, 1.15305789e-06]), 4520: array([0.00047956, 0.00057752, 0.00065229, 0.00070936, 0.00075292,
       0.00078617, 0.00081154, 0.00083091, 0.00084569, 0.00085697,
       0.00086559, 0.00087216, 0.00087717, 0.000881  , 0.00088393,
       0.00088616, 0.00088786, 0.00088916, 0.00089015, 0.00089091,
       0.00089148, 0.00089193, 0.00089226, 0.00089252, 0.00089272,
       0.00089286, 0.00089298, 0.00089307]), 4525: array([0.01032882, 0.01042142, 0.01051402, 0.01060662, 0.01069922,
       0.01079182, 0.01088442, 0.01097702, 0.01106962, 0.01116222,
       0.01125482, 0.01134742, 0.01144002, 0.01153262, 0.01162522,
       0.01171782, 0.01181042, 0.01190302, 0.01199562, 0.01208822,
       0.01218082, 0.01227342, 0.01236602, 0.01245862, 0.01255122,
       0.01264382, 0.01273642, 0.01282902]), 4530: array([0.00343022, 0.00297355, 0.00266685, 0.00246086, 0.00232251,
       0.00222959, 0.00216719, 0.00212528, 0.00209713, 0.00207822,
       0.00206552, 0.002057  , 0.00205127, 0.00204742, 0.00204484,
       0.0020431 , 0.00204194, 0.00204116, 0.00204063, 0.00204028,
       0.00204004, 0.00203988, 0.00203977, 0.0020397 , 0.00203965,
       0.00203962, 0.0020396 , 0.00203958]), 4535: array([0.00020946, 0.00040107, 0.00058133, 0.00075089, 0.00091041,
       0.00106047, 0.00120163, 0.00133442, 0.00145934, 0.00157686,
       0.00168741, 0.00179141, 0.00188924, 0.00198127, 0.00206784,
       0.00214928, 0.0022259 , 0.00229797, 0.00236577, 0.00242955,
       0.00248955, 0.00254599, 0.00259909, 0.00264904, 0.00269603,
       0.00274023, 0.00278181, 0.00282093]), 4540: array([0.00020828, 0.00023586, 0.00026069, 0.00028303, 0.00030313,
       0.00032123, 0.00033751, 0.00035217, 0.00036536, 0.00037723,
       0.00038792, 0.00039753, 0.00040619, 0.00041398, 0.00042099,
       0.00042729, 0.00043297, 0.00043808, 0.00044268, 0.00044682,
       0.00045054, 0.0004539 , 0.00045691, 0.00045963, 0.00046207,
       0.00046427, 0.00046625, 0.00046803]), 4545: array([0.00124831, 0.00105429, 0.00089644, 0.00076802, 0.00066353,
       0.00057853, 0.00050937, 0.0004531 , 0.00040732, 0.00037007,
       0.00033977, 0.00031512, 0.00029506, 0.00027874, 0.00026547,
       0.00025467, 0.00024588, 0.00023873, 0.00023291, 0.00022818,
       0.00022433, 0.0002212 , 0.00021865, 0.00021658, 0.00021489,
       0.00021352, 0.0002124 , 0.00021149]), 4550: array([0.00369159, 0.0037299 , 0.0037682 , 0.0038065 , 0.0038448 ,
       0.0038831 , 0.00392141, 0.00395971, 0.00399801, 0.00403631,
       0.00407461, 0.00411292, 0.00415122, 0.00418952, 0.00422782,
       0.00426613, 0.00430443, 0.00434273, 0.00438103, 0.00441933,
       0.00445764, 0.00449594, 0.00453424, 0.00457254, 0.00461084,
       0.00464915, 0.00468745, 0.00472575]), 4555: array([0.00238601, 0.00241592, 0.00244583, 0.00247574, 0.00250565,
       0.00253556, 0.00256546, 0.00259537, 0.00262528, 0.00265519,
       0.0026851 , 0.00271501, 0.00274491, 0.00277482, 0.00280473,
       0.00283464, 0.00286455, 0.00289446, 0.00292436, 0.00295427,
       0.00298418, 0.00301409, 0.003044  , 0.00307391, 0.00310381,
       0.00313372, 0.00316363, 0.00319354]), 4560: array([0.00013352, 0.00013889, 0.00014416, 0.00014932, 0.00015437,
       0.00015932, 0.00016417, 0.00016892, 0.00017357, 0.00017813,
       0.0001826 , 0.00018697, 0.00019126, 0.00019546, 0.00019957,
       0.0002036 , 0.00020755, 0.00021142, 0.00021521, 0.00021892,
       0.00022256, 0.00022612, 0.00022961, 0.00023303, 0.00023638,
       0.00023966, 0.00024287, 0.00024602]), 4565: array([0.00214411, 0.00216856, 0.00219302, 0.00221748, 0.00224193,
       0.00226639, 0.00229084, 0.0023153 , 0.00233975, 0.00236421,
       0.00238866, 0.00241312, 0.00243757, 0.00246203, 0.00248648,
       0.00251094, 0.00253539, 0.00255985, 0.0025843 , 0.00260876,
       0.00263322, 0.00265767, 0.00268213, 0.00270658, 0.00273104,
       0.00275549, 0.00277995, 0.0028044 ]), 4570: array([2.79786111e-05, 4.37870672e-05, 5.50203419e-05, 6.30025547e-05,
       6.86746070e-05, 7.27050906e-05, 7.55690976e-05, 7.76042222e-05,
       7.90503541e-05, 8.00779559e-05, 8.08081558e-05, 8.13270259e-05,
       8.16957280e-05, 8.19577228e-05, 8.21438927e-05, 8.22761825e-05,
       8.23701858e-05, 8.24369833e-05, 8.24844487e-05, 8.25181770e-05,
       8.25421438e-05, 8.25591744e-05, 8.25712760e-05, 8.25798753e-05,
       8.25859858e-05, 8.25903279e-05, 8.25934133e-05, 8.25956057e-05]), 4575: array([0.00027312, 0.00027985, 0.00028457, 0.00028789, 0.00029021,
       0.00029184, 0.00029299, 0.00029379, 0.00029435, 0.00029475,
       0.00029502, 0.00029522, 0.00029536, 0.00029545, 0.00029552,
       0.00029557, 0.0002956 , 0.00029562, 0.00029564, 0.00029565,
       0.00029566, 0.00029566, 0.00029567, 0.00029567, 0.00029567,
       0.00029567, 0.00029567, 0.00029568]), 4580: array([0.00012207, 0.00013097, 0.00013542, 0.00013765, 0.00013876,
       0.00013932, 0.0001396 , 0.00013973, 0.0001398 , 0.00013984,
       0.00013986, 0.00013986, 0.00013987, 0.00013987, 0.00013987,
       0.00013987, 0.00013987, 0.00013987, 0.00013987, 0.00013987,
       0.00013987, 0.00013987, 0.00013987, 0.00013987, 0.00013987,
       0.00013987, 0.00013987, 0.00013987]), 4585: array([0.01532709, 0.01568666, 0.01604624, 0.01640582, 0.0167654 ,
       0.01712497, 0.01748455, 0.01784413, 0.01820371, 0.01856328,
       0.01892286, 0.01928244, 0.01964202, 0.02000159, 0.02036117,
       0.02072075, 0.02108032, 0.0214399 , 0.02179948, 0.02215906,
       0.02251863, 0.02287821, 0.02323779, 0.02359737, 0.02395694,
       0.02431652, 0.0246761 , 0.02503567]), 4590: array([0.00919004, 0.00799792, 0.00708511, 0.00638615, 0.00585095,
       0.00544114, 0.00512734, 0.00488706, 0.00470308, 0.0045622 ,
       0.00445432, 0.00437172, 0.00430847, 0.00426004, 0.00422296,
       0.00419456, 0.00417282, 0.00415617, 0.00414342, 0.00413366,
       0.00412619, 0.00412046, 0.00411608, 0.00411273, 0.00411016,
       0.00410819, 0.00410668, 0.00410553]), 4595: array([0.0069653 , 0.0071702 , 0.0073751 , 0.00758001, 0.00778491,
       0.00798981, 0.00819471, 0.00839962, 0.00860452, 0.00880942,
       0.00901433, 0.00921923, 0.00942413, 0.00962904, 0.00983394,
       0.01003884, 0.01024375, 0.01044865, 0.01065355, 0.01085846,
       0.01106336, 0.01126826, 0.01147317, 0.01167807, 0.01188297,
       0.01208788, 0.01229278, 0.01249768]), 4600: array([0.02672567, 0.02677413, 0.02682258, 0.02687103, 0.02691949,
       0.02696794, 0.0270164 , 0.02706485, 0.02711331, 0.02716176,
       0.02721021, 0.02725867, 0.02730712, 0.02735558, 0.02740403,
       0.02745249, 0.02750094, 0.0275494 , 0.02759785, 0.0276463 ,
       0.02769476, 0.02774321, 0.02779167, 0.02784012, 0.02788858,
       0.02793703, 0.02798548, 0.02803394]), 4605: array([0.02614583, 0.02619022, 0.02623461, 0.026279  , 0.02632339,
       0.02636778, 0.02641217, 0.02645656, 0.02650095, 0.02654534,
       0.02658972, 0.02663411, 0.0266785 , 0.02672289, 0.02676728,
       0.02681167, 0.02685606, 0.02690045, 0.02694484, 0.02698923,
       0.02703362, 0.02707801, 0.0271224 , 0.02716679, 0.02721118,
       0.02725557, 0.02729996, 0.02734435]), 4610: array([0.00010857, 0.00019109, 0.0002736 , 0.00035612, 0.00043863,
       0.00052115, 0.00060366, 0.00068617, 0.00076868, 0.00085119,
       0.0009337 , 0.00101621, 0.00109872, 0.00118123, 0.00126374,
       0.00134624, 0.00142875, 0.00151125, 0.00159376, 0.00167626,
       0.00175876, 0.00184126, 0.00192376, 0.00200626, 0.00208876,
       0.00217126, 0.00225375, 0.00233625]), 4615: array([0.00037679, 0.00036258, 0.00035107, 0.00034174, 0.00033419,
       0.00032807, 0.00032312, 0.00031911, 0.00031586, 0.00031323,
       0.0003111 , 0.00030937, 0.00030797, 0.00030684, 0.00030592,
       0.00030518, 0.00030458, 0.00030409, 0.00030369, 0.00030337,
       0.00030312, 0.00030291, 0.00030274, 0.0003026 , 0.00030249,
       0.0003024 , 0.00030232, 0.00030226]), 4620: array([0.00066902, 0.00056907, 0.00049436, 0.00043853, 0.0003968 ,
       0.00036561, 0.0003423 , 0.00032488, 0.00031186, 0.00030213,
       0.00029485, 0.00028942, 0.00028536, 0.00028232, 0.00028005,
       0.00027835, 0.00027708, 0.00027614, 0.00027543, 0.0002749 ,
       0.0002745 , 0.00027421, 0.00027399, 0.00027382, 0.0002737 ,
       0.00027361, 0.00027354, 0.00027349]), 4625: array([0.00015657, 0.00018153, 0.000199  , 0.00021123, 0.00021979,
       0.00022578, 0.00022997, 0.00023291, 0.00023497, 0.0002364 ,
       0.00023741, 0.00023812, 0.00023861, 0.00023895, 0.0002392 ,
       0.00023937, 0.00023948, 0.00023957, 0.00023963, 0.00023967,
       0.00023969, 0.00023971, 0.00023973, 0.00023974, 0.00023974,
       0.00023975, 0.00023975, 0.00023976]), 4630: array([0.00023634, 0.0002089 , 0.0001939 , 0.00018571, 0.00018122,
       0.00017877, 0.00017744, 0.0001767 , 0.0001763 , 0.00017608,
       0.00017596, 0.0001759 , 0.00017586, 0.00017584, 0.00017583,
       0.00017583, 0.00017582, 0.00017582, 0.00017582, 0.00017582,
       0.00017582, 0.00017582, 0.00017582, 0.00017582, 0.00017582,
       0.00017582, 0.00017582, 0.00017582]), 4635: array([8.51456203e-05, 9.86338953e-05, 1.05378108e-04, 1.08750251e-04,
       1.10436342e-04, 1.11279396e-04, 1.11700928e-04, 1.11911697e-04,
       1.12017082e-04, 1.12069775e-04, 1.12096122e-04, 1.12109296e-04,
       1.12115883e-04, 1.12119176e-04, 1.12120823e-04, 1.12121646e-04,
       1.12122058e-04, 1.12122264e-04, 1.12122367e-04, 1.12122418e-04,
       1.12122444e-04, 1.12122457e-04, 1.12122463e-04, 1.12122466e-04,
       1.12122468e-04, 1.12122469e-04, 1.12122469e-04, 1.12122469e-04]), 4640: array([0.02617745, 0.0262735 , 0.02636956, 0.02646561, 0.02656166,
       0.02665771, 0.02675377, 0.02684982, 0.02694587, 0.02704193,
       0.02713798, 0.02723403, 0.02733009, 0.02742614, 0.02752219,
       0.02761825, 0.0277143 , 0.02781035, 0.02790641, 0.02800246,
       0.02809851, 0.02819456, 0.02829062, 0.02838667, 0.02848272,
       0.02857878, 0.02867483, 0.02877088]), 4645: array([0.04354184, 0.04364178, 0.04374173, 0.04384168, 0.04394163,
       0.04404157, 0.04414152, 0.04424147, 0.04434142, 0.04444136,
       0.04454131, 0.04464126, 0.04474121, 0.04484115, 0.0449411 ,
       0.04504105, 0.045141  , 0.04524094, 0.04534089, 0.04544084,
       0.04554079, 0.04564073, 0.04574068, 0.04584063, 0.04594058,
       0.04604052, 0.04614047, 0.04624042]), 4650: array([3.33996016e-05, 4.75149483e-05, 5.93110813e-05, 6.91690576e-05,
       7.74073249e-05, 8.42920085e-05, 9.00455083e-05, 9.48536826e-05,
       9.88718527e-05, 1.02229820e-04, 1.05036058e-04, 1.07381219e-04,
       1.09341059e-04, 1.10978889e-04, 1.12347617e-04, 1.13491456e-04,
       1.14447358e-04, 1.15246201e-04, 1.15913790e-04, 1.16471691e-04,
       1.16937927e-04, 1.17327558e-04, 1.17653172e-04, 1.17925285e-04,
       1.18152689e-04, 1.18342729e-04, 1.18501545e-04, 1.18634267e-04]), 4655: array([0.00987481, 0.00948573, 0.00912088, 0.00877878, 0.00845798,
       0.00815718, 0.00787512, 0.00761063, 0.00736262, 0.00713006,
       0.006912  , 0.00670752, 0.00651578, 0.00633599, 0.0061674 ,
       0.00600932, 0.00586108, 0.00572208, 0.00559174, 0.00546953,
       0.00535492, 0.00524746, 0.0051467 , 0.00505221, 0.00496361,
       0.00488053, 0.00480263, 0.00472958]), 4660: array([0.01688601, 0.01715694, 0.01742787, 0.0176988 , 0.01796973,
       0.01824066, 0.01851159, 0.01878252, 0.01905345, 0.01932438,
       0.01959531, 0.01986624, 0.02013717, 0.0204081 , 0.02067903,
       0.02094996, 0.02122089, 0.02149182, 0.02176275, 0.02203368,
       0.02230461, 0.02257554, 0.02284647, 0.0231174 , 0.02338833,
       0.02365926, 0.02393019, 0.02420112]), 4665: array([3.86623229e-05, 5.97148171e-05, 8.07680088e-05, 1.01821898e-04,
       1.22876485e-04, 1.43931769e-04, 1.64987751e-04, 1.86044430e-04,
       2.07101807e-04, 2.28159882e-04, 2.49218655e-04, 2.70278125e-04,
       2.91338293e-04, 3.12399158e-04, 3.33460722e-04, 3.54522983e-04,
       3.75585942e-04, 3.96649598e-04, 4.17713953e-04, 4.38779006e-04,
       4.59844756e-04, 4.80911204e-04, 5.01978351e-04, 5.23046195e-04,
       5.44114737e-04, 5.65183978e-04, 5.86253916e-04, 6.07324552e-04]), 4670: array([0.00163992, 0.00145077, 0.00131269, 0.00121189, 0.0011383 ,
       0.00108458, 0.00104537, 0.00101674, 0.00099584, 0.00098059,
       0.00096945, 0.00096132, 0.00095539, 0.00095105, 0.00094789,
       0.00094558, 0.0009439 , 0.00094267, 0.00094177, 0.00094111,
       0.00094063, 0.00094028, 0.00094003, 0.00093984, 0.00093971,
       0.00093961, 0.00093953, 0.00093948]), 4675: array([0.00081432, 0.00072492, 0.00066876, 0.00063347, 0.0006113 ,
       0.00059737, 0.00058862, 0.00058313, 0.00057967, 0.0005775 ,
       0.00057614, 0.00057528, 0.00057475, 0.00057441, 0.0005742 ,
       0.00057406, 0.00057398, 0.00057393, 0.00057389, 0.00057387,
       0.00057386, 0.00057385, 0.00057385, 0.00057384, 0.00057384,
       0.00057384, 0.00057384, 0.00057384]), 4680: array([0.00028981, 0.00034498, 0.00038359, 0.00041062, 0.00042954,
       0.00044278, 0.00045205, 0.00045854, 0.00046308, 0.00046626,
       0.00046848, 0.00047004, 0.00047113, 0.00047189, 0.00047243,
       0.0004728 , 0.00047306, 0.00047325, 0.00047337, 0.00047346,
       0.00047353, 0.00047357, 0.0004736 , 0.00047362, 0.00047364,
       0.00047365, 0.00047366, 0.00047366]), 4685: array([0.00060571, 0.00052847, 0.00047456, 0.00043693, 0.00041066,
       0.00039232, 0.00037952, 0.00037059, 0.00036435, 0.00036   ,
       0.00035696, 0.00035484, 0.00035336, 0.00035233, 0.00035161,
       0.0003511 , 0.00035075, 0.00035051, 0.00035034, 0.00035022,
       0.00035013, 0.00035007, 0.00035003, 0.00035001, 0.00034999,
       0.00034997, 0.00034996, 0.00034996]), 4690: array([0.00020875, 0.00023034, 0.00024113, 0.00024653, 0.00024923,
       0.00025058, 0.00025125, 0.00025159, 0.00025176, 0.00025184,
       0.00025188, 0.00025191, 0.00025192, 0.00025192, 0.00025192,
       0.00025193, 0.00025193, 0.00025193, 0.00025193, 0.00025193,
       0.00025193, 0.00025193, 0.00025193, 0.00025193, 0.00025193,
       0.00025193, 0.00025193, 0.00025193]), 4695: array([0.00085033, 0.00077609, 0.00071328, 0.00066015, 0.0006152 ,
       0.00057717, 0.000545  , 0.00051779, 0.00049477, 0.00047529,
       0.00045882, 0.00044488, 0.00043308, 0.00042311, 0.00041467,
       0.00040753, 0.00040149, 0.00039638, 0.00039206, 0.0003884 ,
       0.00038531, 0.00038269, 0.00038048, 0.00037861, 0.00037702,
       0.00037568, 0.00037455, 0.00037359]), 4700: array([0.00035536, 0.00033304, 0.00032077, 0.00031401, 0.0003103 ,
       0.00030825, 0.00030713, 0.00030651, 0.00030617, 0.00030599,
       0.00030588, 0.00030583, 0.0003058 , 0.00030578, 0.00030577,
       0.00030576, 0.00030576, 0.00030576, 0.00030576, 0.00030576,
       0.00030576, 0.00030576, 0.00030576, 0.00030576, 0.00030576,
       0.00030576, 0.00030576, 0.00030576]), 4705: array([0.00016376, 0.00018966, 0.00020261, 0.00020909, 0.00021233,
       0.00021395, 0.00021476, 0.00021516, 0.00021537, 0.00021547,
       0.00021552, 0.00021554, 0.00021556, 0.00021556, 0.00021556,
       0.00021557, 0.00021557, 0.00021557, 0.00021557, 0.00021557,
       0.00021557, 0.00021557, 0.00021557, 0.00021557, 0.00021557,
       0.00021557, 0.00021557, 0.00021557]), 4710: array([4.70066209e-05, 5.46029370e-05, 6.14394400e-05, 6.75921293e-05,
       7.31294027e-05, 7.81128163e-05, 8.25977695e-05, 8.66341202e-05,
       9.02667394e-05, 9.35360098e-05, 9.64782751e-05, 9.91262435e-05,
       1.01509352e-04, 1.03654092e-04, 1.05584307e-04, 1.07321455e-04,
       1.08884846e-04, 1.10291861e-04, 1.11558141e-04, 1.12697762e-04,
       1.13723394e-04, 1.14646439e-04, 1.15477156e-04, 1.16224783e-04,
       1.16897628e-04, 1.17503173e-04, 1.18048150e-04, 1.18538615e-04]), 4715: array([1.24155487e-04, 1.16497973e-04, 1.09606197e-04, 1.03403587e-04,
       9.78212285e-05, 9.27970960e-05, 8.82753684e-05, 8.42058059e-05,
       8.05431929e-05, 7.72468350e-05, 7.42801074e-05, 7.16100475e-05,
       6.92069892e-05, 6.70442327e-05, 6.50977481e-05, 6.33459088e-05,
       6.17692505e-05, 6.03502553e-05, 5.90731573e-05, 5.79237670e-05,
       5.68893137e-05, 5.59583041e-05, 5.51203938e-05, 5.43662732e-05,
       5.36875633e-05, 5.30767233e-05, 5.25269663e-05, 5.20321841e-05]), 4720: array([1.00749642e-04, 9.75801298e-05, 9.58368449e-05, 9.48780090e-05,
       9.43506332e-05, 9.40605676e-05, 9.39010267e-05, 9.38132765e-05,
       9.37650125e-05, 9.37384664e-05, 9.37238657e-05, 9.37158350e-05,
       9.37114180e-05, 9.37089886e-05, 9.37076523e-05, 9.37069174e-05,
       9.37065132e-05, 9.37062908e-05, 9.37061685e-05, 9.37061013e-05,
       9.37060643e-05, 9.37060439e-05, 9.37060327e-05, 9.37060266e-05,
       9.37060232e-05, 9.37060213e-05, 9.37060203e-05, 9.37060198e-05]), 4725: array([6.93456918e-05, 7.77464024e-05, 8.19467577e-05, 8.40469353e-05,
       8.50970241e-05, 8.56220685e-05, 8.58845907e-05, 8.60158518e-05,
       8.60814824e-05, 8.61142977e-05, 8.61307053e-05, 8.61389091e-05,
       8.61430110e-05, 8.61450620e-05, 8.61460875e-05, 8.61466002e-05,
       8.61468566e-05, 8.61469847e-05, 8.61470488e-05, 8.61470809e-05,
       8.61470969e-05, 8.61471049e-05, 8.61471089e-05, 8.61471109e-05,
       8.61471119e-05, 8.61471124e-05, 8.61471127e-05, 8.61471128e-05]), 4730: array([4.39533198e-05, 4.57303100e-05, 4.66187950e-05, 4.70630324e-05,
       4.72851486e-05, 4.73962055e-05, 4.74517333e-05, 4.74794969e-05,
       4.74933785e-05, 4.75003192e-05, 4.75037896e-05, 4.75055247e-05,
       4.75063923e-05, 4.75068261e-05, 4.75070429e-05, 4.75071514e-05,
       4.75072056e-05, 4.75072327e-05, 4.75072463e-05, 4.75072530e-05,
       4.75072564e-05, 4.75072581e-05, 4.75072590e-05, 4.75072594e-05,
       4.75072596e-05, 4.75072597e-05, 4.75072598e-05, 4.75072598e-05]), 4735: array([0.00047139, 0.0003268 , 0.00024728, 0.00020354, 0.00017948,
       0.00016625, 0.00015897, 0.00015497, 0.00015276, 0.00015155,
       0.00015089, 0.00015052, 0.00015032, 0.00015021, 0.00015015,
       0.00015011, 0.0001501 , 0.00015009, 0.00015008, 0.00015008,
       0.00015008, 0.00015007, 0.00015007, 0.00015007, 0.00015007,
       0.00015007, 0.00015007, 0.00015007]), 4740: array([0.00400124, 0.00353676, 0.00313952, 0.00279977, 0.00250919,
       0.00226068, 0.00204813, 0.00186635, 0.00171089, 0.00157792,
       0.0014642 , 0.00136694, 0.00128376, 0.00121262, 0.00115177,
       0.00109973, 0.00105523, 0.00101717, 0.00098461, 0.00095677,
       0.00093296, 0.00091259, 0.00089517, 0.00088028, 0.00086754,
       0.00085664, 0.00084732, 0.00083935]), 4745: array([4.61729986e-05, 8.83718401e-05, 1.30570682e-04, 1.72769523e-04,
       2.14968364e-04, 2.57167206e-04, 2.99366047e-04, 3.41564889e-04,
       3.83763730e-04, 4.25962572e-04, 4.68161413e-04, 5.10360255e-04,
       5.52559096e-04, 5.94757937e-04, 6.36956779e-04, 6.79155620e-04,
       7.21354462e-04, 7.63553303e-04, 8.05752145e-04, 8.47950986e-04,
       8.90149827e-04, 9.32348669e-04, 9.74547510e-04, 1.01674635e-03,
       1.05894519e-03, 1.10114403e-03, 1.14334288e-03, 1.18554172e-03]), 4750: array([0.00046245, 0.00050783, 0.0005532 , 0.00059858, 0.00064396,
       0.00068933, 0.00073471, 0.00078009, 0.00082546, 0.00087084,
       0.00091622, 0.00096159, 0.00100697, 0.00105235, 0.00109772,
       0.0011431 , 0.00118848, 0.00123386, 0.00127923, 0.00132461,
       0.00136999, 0.00141536, 0.00146074, 0.00150612, 0.00155149,
       0.00159687, 0.00164225, 0.00168762]), 4755: array([0.00025231, 0.00032672, 0.00038631, 0.00043405, 0.00047228,
       0.00050291, 0.00052743, 0.00054708, 0.00056282, 0.00057542,
       0.00058552, 0.0005936 , 0.00060008, 0.00060527, 0.00060942,
       0.00061275, 0.00061542, 0.00061755, 0.00061926, 0.00062063,
       0.00062173, 0.00062261, 0.00062331, 0.00062388, 0.00062433,
       0.00062469, 0.00062498, 0.00062521]), 4760: array([0.00038839, 0.00042344, 0.00044798, 0.00046515, 0.00047717,
       0.00048558, 0.00049147, 0.00049559, 0.00049847, 0.00050049,
       0.0005019 , 0.00050289, 0.00050358, 0.00050407, 0.00050441,
       0.00050465, 0.00050481, 0.00050493, 0.00050501, 0.00050507,
       0.00050511, 0.00050513, 0.00050515, 0.00050517, 0.00050518,
       0.00050518, 0.00050519, 0.00050519]), 4765: array([5.70927591e-05, 6.30211379e-05, 6.59853138e-05, 6.74673950e-05,
       6.82084322e-05, 6.85789492e-05, 6.87642068e-05, 6.88568352e-05,
       6.89031491e-05, 6.89263060e-05, 6.89378844e-05, 6.89436736e-05,
       6.89465682e-05, 6.89480154e-05, 6.89487391e-05, 6.89491009e-05,
       6.89492818e-05, 6.89493722e-05, 6.89494175e-05, 6.89494401e-05,
       6.89494514e-05, 6.89494570e-05, 6.89494599e-05, 6.89494613e-05,
       6.89494620e-05, 6.89494623e-05, 6.89494625e-05, 6.89494626e-05]), 4770: array([1.46892088e-04, 1.12824384e-04, 9.57903991e-05, 8.72733399e-05,
       8.30147770e-05, 8.08854788e-05, 7.98208214e-05, 7.92884886e-05,
       7.90223201e-05, 7.88892348e-05, 7.88226916e-05, 7.87894197e-05,
       7.87727837e-05, 7.87644656e-05, 7.87603065e-05, 7.87582270e-05,
       7.87571872e-05, 7.87566673e-05, 7.87564073e-05, 7.87562773e-05,
       7.87562124e-05, 7.87561799e-05, 7.87561636e-05, 7.87561555e-05,
       7.87561514e-05, 7.87561494e-05, 7.87561484e-05, 7.87561479e-05]), 4775: array([5.40056422e-05, 6.37437203e-05, 6.86128310e-05, 7.10474221e-05,
       7.22647356e-05, 7.28734014e-05, 7.31777387e-05, 7.33299096e-05,
       7.34059962e-05, 7.34440400e-05, 7.34630622e-05, 7.34725735e-05,
       7.34773291e-05, 7.34797070e-05, 7.34808960e-05, 7.34814905e-05,
       7.34817877e-05, 7.34819363e-05, 7.34820107e-05, 7.34820478e-05,
       7.34820664e-05, 7.34820757e-05, 7.34820803e-05, 7.34820827e-05,
       7.34820838e-05, 7.34820844e-05, 7.34820847e-05, 7.34820848e-05]), 4780: array([7.49538353e-05, 6.81863708e-05, 6.48025912e-05, 6.31106778e-05,
       6.22647092e-05, 6.18417190e-05, 6.16302210e-05, 6.15244704e-05,
       6.14715945e-05, 6.14451561e-05, 6.14319367e-05, 6.14253269e-05,
       6.14220220e-05, 6.14203695e-05, 6.14195433e-05, 6.14191301e-05,
       6.14189236e-05, 6.14188203e-05, 6.14187686e-05, 6.14187428e-05,
       6.14187299e-05, 6.14187234e-05, 6.14187202e-05, 6.14187186e-05,
       6.14187178e-05, 6.14187174e-05, 6.14187172e-05, 6.14187171e-05]), 4785: array([0.00149386, 0.00149903, 0.00150421, 0.00150939, 0.00151456,
       0.00151974, 0.00152491, 0.00153009, 0.00153526, 0.00154044,
       0.00154561, 0.00155079, 0.00155597, 0.00156114, 0.00156632,
       0.00157149, 0.00157667, 0.00158184, 0.00158702, 0.00159219,
       0.00159737, 0.00160254, 0.00160772, 0.0016129 , 0.00161807,
       0.00162325, 0.00162842, 0.0016336 ]), 4790: array([0.00106821, 0.0009563 , 0.00086342, 0.00078632, 0.00072232,
       0.0006692 , 0.00062511, 0.00058852, 0.00055814, 0.00053293,
       0.000512  , 0.00049463, 0.00048021, 0.00046825, 0.00045831,
       0.00045007, 0.00044322, 0.00043754, 0.00043283, 0.00042892,
       0.00042567, 0.00042297, 0.00042073, 0.00041888, 0.00041733,
       0.00041605, 0.00041499, 0.00041411]), 4795: array([0.00015514, 0.00016971, 0.00018277, 0.00019448, 0.00020498,
       0.00021439, 0.00022283, 0.00023039, 0.00023717, 0.00024325,
       0.0002487 , 0.00025359, 0.00025797, 0.0002619 , 0.00026542,
       0.00026858, 0.00027141, 0.00027395, 0.00027622, 0.00027826,
       0.00028009, 0.00028173, 0.0002832 , 0.00028451, 0.00028569,
       0.00028675, 0.0002877 , 0.00028855]), 4800: array([0.01433954, 0.01289399, 0.01160962, 0.01046846, 0.00945453,
       0.00855366, 0.00775324, 0.00704206, 0.00641018, 0.00584875,
       0.00534992, 0.00490672, 0.00451293, 0.00416304, 0.00385217,
       0.00357596, 0.00333055, 0.0031125 , 0.00291877, 0.00274664,
       0.00259369, 0.00245781, 0.00233707, 0.00222979, 0.00213448,
       0.00204979, 0.00197455, 0.0019077 ]), 4805: array([0.00187855, 0.00205506, 0.0021986 , 0.00231533, 0.00241026,
       0.00248745, 0.00255023, 0.00260128, 0.00264279, 0.00267655,
       0.002704  , 0.00272633, 0.00274448, 0.00275925, 0.00277125,
       0.00278101, 0.00278895, 0.00279541, 0.00280066, 0.00280493,
       0.0028084 , 0.00281123, 0.00281352, 0.00281539, 0.00281691,
       0.00281814, 0.00281915, 0.00281997]), 4810: array([0.01931523, 0.01997053, 0.02062583, 0.02128113, 0.02193643,
       0.02259174, 0.02324704, 0.02390234, 0.02455764, 0.02521294,
       0.02586824, 0.02652354, 0.02717885, 0.02783415, 0.02848945,
       0.02914475, 0.02980005, 0.03045535, 0.03111065, 0.03176595,
       0.03242126, 0.03307656, 0.03373186, 0.03438716, 0.03504246,
       0.03569776, 0.03635306, 0.03700836]), 4815: array([0.0436852 , 0.03979966, 0.0364627 , 0.03359687, 0.03113566,
       0.02902194, 0.02720664, 0.02564764, 0.02430875, 0.0231589 ,
       0.02217139, 0.0213233 , 0.02059495, 0.01996943, 0.01943223,
       0.01897087, 0.01857465, 0.01823437, 0.01794214, 0.01769116,
       0.01747562, 0.01729051, 0.01713153, 0.016995  , 0.01687775,
       0.01677705, 0.01669057, 0.0166163 ]), 4820: array([0.00027496, 0.00035837, 0.00044177, 0.00052518, 0.00060858,
       0.00069199, 0.0007754 , 0.0008588 , 0.00094221, 0.00102561,
       0.00110902, 0.00119243, 0.00127583, 0.00135924, 0.00144264,
       0.00152605, 0.00160945, 0.00169286, 0.00177627, 0.00185967,
       0.00194308, 0.00202648, 0.00210989, 0.00219329, 0.0022767 ,
       0.00236011, 0.00244351, 0.00252692]), 4825: array([0.00897536, 0.0093278 , 0.00968023, 0.01003267, 0.0103851 ,
       0.01073754, 0.01108997, 0.01144241, 0.01179484, 0.01214728,
       0.01249971, 0.01285215, 0.01320458, 0.01355702, 0.01390945,
       0.01426189, 0.01461432, 0.01496676, 0.01531919, 0.01567163,
       0.01602406, 0.01637649, 0.01672893, 0.01708136, 0.0174338 ,
       0.01778623, 0.01813867, 0.0184911 ]), 4830: array([0.01058317, 0.01086312, 0.01114307, 0.01142303, 0.01170298,
       0.01198293, 0.01226288, 0.01254283, 0.01282278, 0.01310273,
       0.01338269, 0.01366264, 0.01394259, 0.01422254, 0.01450249,
       0.01478244, 0.0150624 , 0.01534235, 0.0156223 , 0.01590225,
       0.0161822 , 0.01646215, 0.0167421 , 0.01702206, 0.01730201,
       0.01758196, 0.01786191, 0.01814186]), 4835: array([1.86733278e-05, 2.88729213e-05, 3.75071350e-05, 4.48162150e-05,
       5.10035360e-05, 5.62412596e-05, 6.06751250e-05, 6.44285041e-05,
       6.76058344e-05, 7.02955247e-05, 7.25724156e-05, 7.44998613e-05,
       7.61314927e-05, 7.75127100e-05, 7.86819453e-05, 7.96717326e-05,
       8.05096125e-05, 8.12188990e-05, 8.18193280e-05, 8.23276063e-05,
       8.27578767e-05, 8.31221115e-05, 8.34304454e-05, 8.36914579e-05,
       8.39124116e-05, 8.40994544e-05, 8.42577909e-05, 8.43918268e-05]), 4840: array([0.00080434, 0.00079117, 0.00078027, 0.00077126, 0.00076381,
       0.00075765, 0.00075256, 0.00074834, 0.00074486, 0.00074198,
       0.0007396 , 0.00073763, 0.00073601, 0.00073466, 0.00073355,
       0.00073263, 0.00073186, 0.00073124, 0.00073072, 0.00073029,
       0.00072993, 0.00072964, 0.00072939, 0.00072919, 0.00072902,
       0.00072889, 0.00072877, 0.00072868]), 4845: array([0.00051409, 0.00050795, 0.00050487, 0.00050334, 0.00050257,
       0.00050218, 0.00050199, 0.0005019 , 0.00050185, 0.00050182,
       0.00050181, 0.00050181, 0.0005018 , 0.0005018 , 0.0005018 ,
       0.0005018 , 0.0005018 , 0.0005018 , 0.0005018 , 0.0005018 ,
       0.0005018 , 0.0005018 , 0.0005018 , 0.0005018 , 0.0005018 ,
       0.0005018 , 0.0005018 , 0.0005018 ]), 4850: array([2.15094324e-06, 3.15540005e-06, 3.62695073e-06, 3.84832415e-06,
       3.95224976e-06, 4.00103851e-06, 4.02394280e-06, 4.03469541e-06,
       4.03974331e-06, 4.04211309e-06, 4.04322560e-06, 4.04374788e-06,
       4.04399307e-06, 4.04410818e-06, 4.04416221e-06, 4.04418758e-06,
       4.04419949e-06, 4.04420508e-06, 4.04420771e-06, 4.04420894e-06,
       4.04420952e-06, 4.04420979e-06, 4.04420992e-06, 4.04420998e-06,
       4.04421000e-06, 4.04421002e-06, 4.04421002e-06, 4.04421003e-06]), 4855: array([0.00562913, 0.00457092, 0.00376932, 0.0031621 , 0.00270213,
       0.0023537 , 0.00208976, 0.00188983, 0.00173838, 0.00162365,
       0.00153675, 0.00147092, 0.00142105, 0.00138327, 0.00135466,
       0.00133298, 0.00131657, 0.00130413, 0.00129471, 0.00128757,
       0.00128216, 0.00127807, 0.00127496, 0.00127261, 0.00127083,
       0.00126949, 0.00126846, 0.00126769]), 4860: array([0.00101956, 0.00107671, 0.00111652, 0.00114425, 0.00116356,
       0.00117702, 0.00118639, 0.00119292, 0.00119747, 0.00120064,
       0.00120284, 0.00120438, 0.00120545, 0.0012062 , 0.00120672,
       0.00120708, 0.00120733, 0.00120751, 0.00120763, 0.00120772,
       0.00120778, 0.00120782, 0.00120785, 0.00120787, 0.00120788,
       0.00120789, 0.0012079 , 0.0012079 ]), 4865: array([0.00084438, 0.00091508, 0.00098579, 0.0010565 , 0.00112721,
       0.00119791, 0.00126862, 0.00133933, 0.00141004, 0.00148075,
       0.00155145, 0.00162216, 0.00169287, 0.00176358, 0.00183428,
       0.00190499, 0.0019757 , 0.00204641, 0.00211711, 0.00218782,
       0.00225853, 0.00232924, 0.00239994, 0.00247065, 0.00254136,
       0.00261207, 0.00268277, 0.00275348]), 4870: array([0.00745598, 0.00756226, 0.00766854, 0.00777481, 0.00788109,
       0.00798737, 0.00809364, 0.00819992, 0.0083062 , 0.00841248,
       0.00851875, 0.00862503, 0.00873131, 0.00883759, 0.00894386,
       0.00905014, 0.00915642, 0.00926269, 0.00936897, 0.00947525,
       0.00958153, 0.0096878 , 0.00979408, 0.00990036, 0.01000664,
       0.01011291, 0.01021919, 0.01032547]), 4875: array([0.00736052, 0.00744533, 0.00753013, 0.00761493, 0.00769973,
       0.00778453, 0.00786933, 0.00795413, 0.00803894, 0.00812374,
       0.00820854, 0.00829334, 0.00837814, 0.00846294, 0.00854774,
       0.00863254, 0.00871735, 0.00880215, 0.00888695, 0.00897175,
       0.00905655, 0.00914135, 0.00922615, 0.00931096, 0.00939576,
       0.00948056, 0.00956536, 0.00965016]), 4880: array([0.01520543, 0.01182174, 0.00958312, 0.00810206, 0.0071222 ,
       0.00647393, 0.00604504, 0.00576129, 0.00557356, 0.00544936,
       0.00536719, 0.00531283, 0.00527686, 0.00525307, 0.00523733,
       0.00522691, 0.00522002, 0.00521546, 0.00521244, 0.00521045,
       0.00520913, 0.00520826, 0.00520768, 0.0052073 , 0.00520704,
       0.00520688, 0.00520676, 0.00520669]), 4885: array([0.01394519, 0.01274102, 0.01176364, 0.01097032, 0.01032641,
       0.00980376, 0.00937954, 0.00903522, 0.00875574, 0.00852889,
       0.00834477, 0.00819532, 0.00807401, 0.00797556, 0.00789564,
       0.00783078, 0.00777813, 0.00773539, 0.00770071, 0.00767255,
       0.0076497 , 0.00763115, 0.0076161 , 0.00760388, 0.00759396,
       0.00758591, 0.00757937, 0.00757407]), 4890: array([1.62610484e-05, 1.92162157e-05, 2.10051919e-05, 2.20881882e-05,
       2.27438041e-05, 2.31406957e-05, 2.33809628e-05, 2.35264139e-05,
       2.36144659e-05, 2.36677701e-05, 2.37000390e-05, 2.37195737e-05,
       2.37313995e-05, 2.37385584e-05, 2.37428923e-05, 2.37455159e-05,
       2.37471041e-05, 2.37480656e-05, 2.37486477e-05, 2.37490000e-05,
       2.37492133e-05, 2.37493425e-05, 2.37494207e-05, 2.37494680e-05,
       2.37494966e-05, 2.37495140e-05, 2.37495245e-05, 2.37495308e-05]), 4895: array([2.61286767e-05, 3.60203126e-05, 4.41641067e-05, 5.08689008e-05,
       5.63889646e-05, 6.09336390e-05, 6.46752740e-05, 6.77557660e-05,
       7.02919383e-05, 7.23799715e-05, 7.40990515e-05, 7.55143718e-05,
       7.66796064e-05, 7.76389453e-05, 7.84287700e-05, 7.90790335e-05,
       7.96143961e-05, 8.00551607e-05, 8.04180427e-05, 8.07168037e-05,
       8.09627740e-05, 8.11652816e-05, 8.13320064e-05, 8.14692710e-05,
       8.15822811e-05, 8.16753225e-05, 8.17519235e-05, 8.18149892e-05]), 4900: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4905: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4910: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4915: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4920: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4925: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4930: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4935: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])}, 7: {0: array([7.01982988e-05, 6.41141599e-05, 5.92628774e-05, 5.53946321e-05,
       5.23102268e-05, 4.98508284e-05, 4.78897890e-05, 4.63261238e-05,
       4.50793112e-05, 4.40851457e-05, 4.32924326e-05, 4.26603504e-05,
       4.21563499e-05, 4.17544773e-05, 4.14340379e-05, 4.11785307e-05,
       4.09747980e-05, 4.08123485e-05, 4.06828170e-05, 4.05795330e-05,
       4.04971779e-05, 4.04315108e-05, 4.03791501e-05, 4.03373995e-05,
       4.03041090e-05, 4.02775643e-05, 4.02563985e-05, 4.02395216e-05]), 5: array([8.20009498e-06, 8.19351978e-06, 8.18891713e-06, 8.18569528e-06,
       8.18343998e-06, 8.18186127e-06, 8.18075617e-06, 8.17998260e-06,
       8.17944111e-06, 8.17906206e-06, 8.17879672e-06, 8.17861099e-06,
       8.17848097e-06, 8.17838996e-06, 8.17832626e-06, 8.17828166e-06,
       8.17825045e-06, 8.17822860e-06, 8.17821330e-06, 8.17820259e-06,
       8.17819510e-06, 8.17818985e-06, 8.17818618e-06, 8.17818361e-06,
       8.17818181e-06, 8.17818055e-06, 8.17817967e-06, 8.17817905e-06]), 10: array([5.73392284e-06, 6.47453993e-06, 6.84484798e-06, 7.03000176e-06,
       7.12257852e-06, 7.16886684e-06, 7.19201097e-06, 7.20358302e-06,
       7.20936904e-06, 7.21226204e-06, 7.21370854e-06, 7.21443179e-06,
       7.21479342e-06, 7.21497423e-06, 7.21506463e-06, 7.21510984e-06,
       7.21513244e-06, 7.21514374e-06, 7.21514939e-06, 7.21515221e-06,
       7.21515363e-06, 7.21515433e-06, 7.21515469e-06, 7.21515486e-06,
       7.21515495e-06, 7.21515500e-06, 7.21515502e-06, 7.21515503e-06]), 15: array([9.06866686e-05, 9.46698465e-05, 9.86530244e-05, 1.02636202e-04,
       1.06619380e-04, 1.10602558e-04, 1.14585736e-04, 1.18568914e-04,
       1.22552092e-04, 1.26535270e-04, 1.30518447e-04, 1.34501625e-04,
       1.38484803e-04, 1.42467981e-04, 1.46451159e-04, 1.50434337e-04,
       1.54417515e-04, 1.58400693e-04, 1.62383871e-04, 1.66367049e-04,
       1.70350226e-04, 1.74333404e-04, 1.78316582e-04, 1.82299760e-04,
       1.86282938e-04, 1.90266116e-04, 1.94249294e-04, 1.98232472e-04]), 20: array([1.24369466e-05, 1.23656637e-05, 1.23157656e-05, 1.22808369e-05,
       1.22563869e-05, 1.22392718e-05, 1.22272912e-05, 1.22189048e-05,
       1.22130343e-05, 1.22089250e-05, 1.22060485e-05, 1.22040349e-05,
       1.22026254e-05, 1.22016387e-05, 1.22009481e-05, 1.22004646e-05,
       1.22001262e-05, 1.21998893e-05, 1.21997234e-05, 1.21996074e-05,
       1.21995261e-05, 1.21994692e-05, 1.21994294e-05, 1.21994015e-05,
       1.21993820e-05, 1.21993684e-05, 1.21993588e-05, 1.21993521e-05]), 25: array([1.81215213e-05, 1.82355282e-05, 1.82925316e-05, 1.83210332e-05,
       1.83352839e-05, 1.83424093e-05, 1.83459720e-05, 1.83477533e-05,
       1.83486439e-05, 1.83490893e-05, 1.83493119e-05, 1.83494233e-05,
       1.83494789e-05, 1.83495068e-05, 1.83495207e-05, 1.83495276e-05,
       1.83495311e-05, 1.83495329e-05, 1.83495337e-05, 1.83495342e-05,
       1.83495344e-05, 1.83495345e-05, 1.83495346e-05, 1.83495346e-05,
       1.83495346e-05, 1.83495346e-05, 1.83495346e-05, 1.83495346e-05]), 30: array([3.11907630e-07, 3.12154825e-07, 3.12278423e-07, 3.12340222e-07,
       3.12371121e-07, 3.12386571e-07, 3.12394296e-07, 3.12398158e-07,
       3.12400090e-07, 3.12401055e-07, 3.12401538e-07, 3.12401779e-07,
       3.12401900e-07, 3.12401960e-07, 3.12401991e-07, 3.12402006e-07,
       3.12402013e-07, 3.12402017e-07, 3.12402019e-07, 3.12402020e-07,
       3.12402020e-07, 3.12402021e-07, 3.12402021e-07, 3.12402021e-07,
       3.12402021e-07, 3.12402021e-07, 3.12402021e-07, 3.12402021e-07]), 35: array([2.61502651e-07, 2.61558900e-07, 2.61587025e-07, 2.61601087e-07,
       2.61608118e-07, 2.61611634e-07, 2.61613392e-07, 2.61614271e-07,
       2.61614710e-07, 2.61614930e-07, 2.61615040e-07, 2.61615095e-07,
       2.61615122e-07, 2.61615136e-07, 2.61615143e-07, 2.61615146e-07,
       2.61615148e-07, 2.61615149e-07, 2.61615149e-07, 2.61615149e-07,
       2.61615149e-07, 2.61615149e-07, 2.61615149e-07, 2.61615149e-07,
       2.61615149e-07, 2.61615149e-07, 2.61615149e-07, 2.61615149e-07]), 40: array([2.00987112e-07, 2.00372572e-07, 1.99942394e-07, 1.99641270e-07,
       1.99430483e-07, 1.99282932e-07, 1.99179646e-07, 1.99107346e-07,
       1.99056736e-07, 1.99021309e-07, 1.98996510e-07, 1.98979151e-07,
       1.98966999e-07, 1.98958493e-07, 1.98952539e-07, 1.98948371e-07,
       1.98945454e-07, 1.98943411e-07, 1.98941982e-07, 1.98940981e-07,
       1.98940280e-07, 1.98939790e-07, 1.98939447e-07, 1.98939207e-07,
       1.98939038e-07, 1.98938921e-07, 1.98938838e-07, 1.98938781e-07]), 45: array([1.39850726e-05, 1.40611086e-05, 1.41241659e-05, 1.41764600e-05,
       1.42198280e-05, 1.42557936e-05, 1.42856201e-05, 1.43103556e-05,
       1.43308690e-05, 1.43478809e-05, 1.43619891e-05, 1.43736892e-05,
       1.43833921e-05, 1.43914389e-05, 1.43981122e-05, 1.44036464e-05,
       1.44082360e-05, 1.44120421e-05, 1.44151986e-05, 1.44178164e-05,
       1.44199873e-05, 1.44217876e-05, 1.44232807e-05, 1.44245189e-05,
       1.44255457e-05, 1.44263973e-05, 1.44271035e-05, 1.44276892e-05]), 50: array([1.09672115e-06, 1.09826948e-06, 1.09935331e-06, 1.10011199e-06,
       1.10064306e-06, 1.10101482e-06, 1.10127505e-06, 1.10145721e-06,
       1.10158472e-06, 1.10167397e-06, 1.10173646e-06, 1.10178019e-06,
       1.10181081e-06, 1.10183224e-06, 1.10184724e-06, 1.10185774e-06,
       1.10186509e-06, 1.10187024e-06, 1.10187384e-06, 1.10187636e-06,
       1.10187813e-06, 1.10187936e-06, 1.10188023e-06, 1.10188083e-06,
       1.10188125e-06, 1.10188155e-06, 1.10188176e-06, 1.10188190e-06]), 55: array([5.82668328e-06, 5.81988696e-06, 5.81512954e-06, 5.81179934e-06,
       5.80946820e-06, 5.80783640e-06, 5.80669414e-06, 5.80589456e-06,
       5.80533485e-06, 5.80494306e-06, 5.80466880e-06, 5.80447682e-06,
       5.80434243e-06, 5.80424836e-06, 5.80418251e-06, 5.80413642e-06,
       5.80410415e-06, 5.80408157e-06, 5.80406576e-06, 5.80405469e-06,
       5.80404694e-06, 5.80404152e-06, 5.80403772e-06, 5.80403507e-06,
       5.80403321e-06, 5.80403190e-06, 5.80403099e-06, 5.80403036e-06]), 60: array([3.79687161e-06, 4.06259202e-06, 4.19545210e-06, 4.26188208e-06,
       4.29509704e-06, 4.31170451e-06, 4.32000823e-06, 4.32416009e-06,
       4.32623602e-06, 4.32727398e-06, 4.32779296e-06, 4.32805245e-06,
       4.32818220e-06, 4.32824707e-06, 4.32827951e-06, 4.32829573e-06,
       4.32830383e-06, 4.32830789e-06, 4.32830992e-06, 4.32831093e-06,
       4.32831144e-06, 4.32831169e-06, 4.32831182e-06, 4.32831188e-06,
       4.32831191e-06, 4.32831193e-06, 4.32831194e-06, 4.32831194e-06]), 65: array([2.91174933e-06, 2.90667772e-06, 2.90414192e-06, 2.90287401e-06,
       2.90224006e-06, 2.90192309e-06, 2.90176460e-06, 2.90168536e-06,
       2.90164573e-06, 2.90162592e-06, 2.90161602e-06, 2.90161106e-06,
       2.90160859e-06, 2.90160735e-06, 2.90160673e-06, 2.90160642e-06,
       2.90160627e-06, 2.90160619e-06, 2.90160615e-06, 2.90160613e-06,
       2.90160612e-06, 2.90160612e-06, 2.90160611e-06, 2.90160611e-06,
       2.90160611e-06, 2.90160611e-06, 2.90160611e-06, 2.90160611e-06]), 70: array([1.29130828e-05, 1.42206697e-05, 1.48744605e-05, 1.52013546e-05,
       1.53648010e-05, 1.54465239e-05, 1.54873852e-05, 1.55078157e-05,
       1.55180310e-05, 1.55231386e-05, 1.55256923e-05, 1.55269692e-05,
       1.55276077e-05, 1.55279269e-05, 1.55280865e-05, 1.55281663e-05,
       1.55282062e-05, 1.55282262e-05, 1.55282361e-05, 1.55282411e-05,
       1.55282436e-05, 1.55282449e-05, 1.55282455e-05, 1.55282458e-05,
       1.55282460e-05, 1.55282460e-05, 1.55282461e-05, 1.55282461e-05]), 75: array([4.81364106e-06, 5.06449517e-06, 5.18992210e-06, 5.25263549e-06,
       5.28399216e-06, 5.29967048e-06, 5.30750963e-06, 5.31142920e-06,
       5.31338898e-06, 5.31436887e-06, 5.31485882e-06, 5.31510379e-06,
       5.31522627e-06, 5.31528752e-06, 5.31531814e-06, 5.31533345e-06,
       5.31534110e-06, 5.31534493e-06, 5.31534685e-06, 5.31534780e-06,
       5.31534828e-06, 5.31534852e-06, 5.31534864e-06, 5.31534870e-06,
       5.31534873e-06, 5.31534874e-06, 5.31534875e-06, 5.31534876e-06]), 80: array([4.28955883e-06, 4.31057782e-06, 4.32108730e-06, 4.32634203e-06,
       4.32896940e-06, 4.33028308e-06, 4.33093992e-06, 4.33126834e-06,
       4.33143255e-06, 4.33151466e-06, 4.33155571e-06, 4.33157623e-06,
       4.33158650e-06, 4.33159163e-06, 4.33159419e-06, 4.33159548e-06,
       4.33159612e-06, 4.33159644e-06, 4.33159660e-06, 4.33159668e-06,
       4.33159672e-06, 4.33159674e-06, 4.33159675e-06, 4.33159676e-06,
       4.33159676e-06, 4.33159676e-06, 4.33159676e-06, 4.33159676e-06]), 85: array([4.74967909e-06, 4.71579550e-06, 4.69207697e-06, 4.67547400e-06,
       4.66385191e-06, 4.65571645e-06, 4.65002162e-06, 4.64603524e-06,
       4.64324477e-06, 4.64129144e-06, 4.63992411e-06, 4.63896698e-06,
       4.63829699e-06, 4.63782799e-06, 4.63749969e-06, 4.63726989e-06,
       4.63710902e-06, 4.63699642e-06, 4.63691759e-06, 4.63686241e-06,
       4.63682379e-06, 4.63679675e-06, 4.63677783e-06, 4.63676458e-06,
       4.63675531e-06, 4.63674881e-06, 4.63674427e-06, 4.63674109e-06]), 90: array([5.03986359e-06, 5.07763227e-06, 5.09651659e-06, 5.10595874e-06,
       5.11067981e-06, 5.11304035e-06, 5.11422061e-06, 5.11481075e-06,
       5.11510581e-06, 5.11525334e-06, 5.11532711e-06, 5.11536399e-06,
       5.11538243e-06, 5.11539166e-06, 5.11539627e-06, 5.11539857e-06,
       5.11539972e-06, 5.11540030e-06, 5.11540059e-06, 5.11540073e-06,
       5.11540080e-06, 5.11540084e-06, 5.11540086e-06, 5.11540087e-06,
       5.11540087e-06, 5.11540087e-06, 5.11540087e-06, 5.11540088e-06]), 95: array([2.94126722e-06, 2.94850323e-06, 2.95356843e-06, 2.95711408e-06,
       2.95959602e-06, 2.96133339e-06, 2.96254954e-06, 2.96340085e-06,
       2.96399676e-06, 2.96441390e-06, 2.96470590e-06, 2.96491030e-06,
       2.96505338e-06, 2.96515353e-06, 2.96522364e-06, 2.96527272e-06,
       2.96530707e-06, 2.96533112e-06, 2.96534795e-06, 2.96535973e-06,
       2.96536798e-06, 2.96537375e-06, 2.96537780e-06, 2.96538062e-06,
       2.96538261e-06, 2.96538399e-06, 2.96538496e-06, 2.96538564e-06]), 100: array([1.85303565e-05, 1.59688740e-05, 1.46881267e-05, 1.40477500e-05,
       1.37275602e-05, 1.35674645e-05, 1.34874163e-05, 1.34473920e-05,
       1.34273797e-05, 1.34173735e-05, 1.34123704e-05, 1.34098689e-05,
       1.34086181e-05, 1.34079927e-05, 1.34076800e-05, 1.34075236e-05,
       1.34074455e-05, 1.34074064e-05, 1.34073868e-05, 1.34073770e-05,
       1.34073722e-05, 1.34073697e-05, 1.34073685e-05, 1.34073679e-05,
       1.34073676e-05, 1.34073674e-05, 1.34073674e-05, 1.34073673e-05]), 105: array([1.89112703e-06, 1.87809542e-06, 1.86897330e-06, 1.86258781e-06,
       1.85811797e-06, 1.85498908e-06, 1.85279885e-06, 1.85126570e-06,
       1.85019249e-06, 1.84944124e-06, 1.84891537e-06, 1.84854726e-06,
       1.84828958e-06, 1.84810921e-06, 1.84798294e-06, 1.84789456e-06,
       1.84783269e-06, 1.84778938e-06, 1.84775907e-06, 1.84773785e-06,
       1.84772299e-06, 1.84771259e-06, 1.84770532e-06, 1.84770022e-06,
       1.84769665e-06, 1.84769416e-06, 1.84769241e-06, 1.84769119e-06]), 110: array([2.51063273e-06, 2.49327194e-06, 2.48459155e-06, 2.48025135e-06,
       2.47808125e-06, 2.47699620e-06, 2.47645367e-06, 2.47618241e-06,
       2.47604678e-06, 2.47597897e-06, 2.47594506e-06, 2.47592810e-06,
       2.47591963e-06, 2.47591539e-06, 2.47591327e-06, 2.47591221e-06,
       2.47591168e-06, 2.47591141e-06, 2.47591128e-06, 2.47591122e-06,
       2.47591118e-06, 2.47591117e-06, 2.47591116e-06, 2.47591115e-06,
       2.47591115e-06, 2.47591115e-06, 2.47591115e-06, 2.47591115e-06]), 115: array([1.19331666e-05, 1.34333383e-05, 1.41834209e-05, 1.45584605e-05,
       1.47459795e-05, 1.48397386e-05, 1.48866180e-05, 1.49100576e-05,
       1.49217773e-05, 1.49276371e-05, 1.49305670e-05, 1.49320320e-05,
       1.49327645e-05, 1.49331307e-05, 1.49333138e-05, 1.49334054e-05,
       1.49334512e-05, 1.49334740e-05, 1.49334855e-05, 1.49334912e-05,
       1.49334941e-05, 1.49334955e-05, 1.49334962e-05, 1.49334966e-05,
       1.49334968e-05, 1.49334968e-05, 1.49334969e-05, 1.49334969e-05]), 120: array([4.11228384e-06, 4.09820728e-06, 4.08835368e-06, 4.08145616e-06,
       4.07662790e-06, 4.07324811e-06, 4.07088226e-06, 4.06922616e-06,
       4.06806689e-06, 4.06725541e-06, 4.06668736e-06, 4.06628973e-06,
       4.06601139e-06, 4.06581655e-06, 4.06568017e-06, 4.06558470e-06,
       4.06551787e-06, 4.06547109e-06, 4.06543834e-06, 4.06541542e-06,
       4.06539937e-06, 4.06538814e-06, 4.06538028e-06, 4.06537477e-06,
       4.06537092e-06, 4.06536822e-06, 4.06536634e-06, 4.06536501e-06]), 125: array([1.34061558e-05, 1.33207100e-05, 1.32608979e-05, 1.32190294e-05,
       1.31897214e-05, 1.31692058e-05, 1.31548449e-05, 1.31447922e-05,
       1.31377554e-05, 1.31328296e-05, 1.31293815e-05, 1.31269678e-05,
       1.31252783e-05, 1.31240956e-05, 1.31232677e-05, 1.31226882e-05,
       1.31222825e-05, 1.31219986e-05, 1.31217998e-05, 1.31216606e-05,
       1.31215632e-05, 1.31214951e-05, 1.31214473e-05, 1.31214139e-05,
       1.31213905e-05, 1.31213742e-05, 1.31213627e-05, 1.31213547e-05]), 130: array([1.17977760e-05, 1.18647855e-05, 1.18982902e-05, 1.19150426e-05,
       1.19234187e-05, 1.19276068e-05, 1.19297008e-05, 1.19307478e-05,
       1.19312713e-05, 1.19315331e-05, 1.19316639e-05, 1.19317294e-05,
       1.19317621e-05, 1.19317785e-05, 1.19317866e-05, 1.19317907e-05,
       1.19317928e-05, 1.19317938e-05, 1.19317943e-05, 1.19317946e-05,
       1.19317947e-05, 1.19317948e-05, 1.19317948e-05, 1.19317948e-05,
       1.19317948e-05, 1.19317948e-05, 1.19317948e-05, 1.19317948e-05]), 135: array([8.13814136e-05, 6.20033212e-05, 5.57245212e-05, 5.36900934e-05,
       5.30309075e-05, 5.28173211e-05, 5.27481158e-05, 5.27256923e-05,
       5.27184267e-05, 5.27160725e-05, 5.27153097e-05, 5.27150626e-05,
       5.27149825e-05, 5.27149566e-05, 5.27149482e-05, 5.27149454e-05,
       5.27149445e-05, 5.27149443e-05, 5.27149442e-05, 5.27149441e-05,
       5.27149441e-05, 5.27149441e-05, 5.27149441e-05, 5.27149441e-05,
       5.27149441e-05, 5.27149441e-05, 5.27149441e-05, 5.27149441e-05]), 140: array([1.97046059e-07, 1.97474165e-07, 1.97688218e-07, 1.97795244e-07,
       1.97848757e-07, 1.97875514e-07, 1.97888892e-07, 1.97895581e-07,
       1.97898926e-07, 1.97900598e-07, 1.97901434e-07, 1.97901852e-07,
       1.97902061e-07, 1.97902166e-07, 1.97902218e-07, 1.97902244e-07,
       1.97902257e-07, 1.97902264e-07, 1.97902267e-07, 1.97902269e-07,
       1.97902270e-07, 1.97902270e-07, 1.97902270e-07, 1.97902270e-07,
       1.97902270e-07, 1.97902270e-07, 1.97902270e-07, 1.97902270e-07]), 145: array([3.55108531e-07, 3.55931372e-07, 3.56507361e-07, 3.56910553e-07,
       3.57192788e-07, 3.57390352e-07, 3.57528647e-07, 3.57625453e-07,
       3.57693218e-07, 3.57740653e-07, 3.57773858e-07, 3.57797101e-07,
       3.57813371e-07, 3.57824760e-07, 3.57832733e-07, 3.57838313e-07,
       3.57842220e-07, 3.57844954e-07, 3.57846868e-07, 3.57848208e-07,
       3.57849146e-07, 3.57849803e-07, 3.57850263e-07, 3.57850584e-07,
       3.57850809e-07, 3.57850967e-07, 3.57851077e-07, 3.57851155e-07]), 150: array([3.34651374e-05, 3.05357247e-05, 2.87897264e-05, 2.77490706e-05,
       2.71288154e-05, 2.67591289e-05, 2.65387870e-05, 2.64074582e-05,
       2.63291831e-05, 2.62825293e-05, 2.62547226e-05, 2.62381491e-05,
       2.62282709e-05, 2.62223833e-05, 2.62188742e-05, 2.62167826e-05,
       2.62155360e-05, 2.62147930e-05, 2.62143502e-05, 2.62140862e-05,
       2.62139289e-05, 2.62138351e-05, 2.62137792e-05, 2.62137459e-05,
       2.62137261e-05, 2.62137142e-05, 2.62137072e-05, 2.62137030e-05]), 155: array([3.93235064e-06, 3.90518498e-06, 3.88616901e-06, 3.87285783e-06,
       3.86354000e-06, 3.85701752e-06, 3.85245179e-06, 3.84925577e-06,
       3.84701856e-06, 3.84545251e-06, 3.84435627e-06, 3.84358891e-06,
       3.84305175e-06, 3.84267574e-06, 3.84241254e-06, 3.84222829e-06,
       3.84209932e-06, 3.84200904e-06, 3.84194585e-06, 3.84190161e-06,
       3.84187064e-06, 3.84184897e-06, 3.84183379e-06, 3.84182317e-06,
       3.84181574e-06, 3.84181053e-06, 3.84180689e-06, 3.84180434e-06]), 160: array([2.52882159e-06, 2.53601029e-06, 2.54104238e-06, 2.54456485e-06,
       2.54703057e-06, 2.54875657e-06, 2.54996478e-06, 2.55081052e-06,
       2.55140254e-06, 2.55181695e-06, 2.55210704e-06, 2.55231010e-06,
       2.55245225e-06, 2.55255175e-06, 2.55262140e-06, 2.55267015e-06,
       2.55270428e-06, 2.55272817e-06, 2.55274489e-06, 2.55275660e-06,
       2.55276479e-06, 2.55277053e-06, 2.55277454e-06, 2.55277736e-06,
       2.55277932e-06, 2.55278070e-06, 2.55278166e-06, 2.55278234e-06]), 165: array([3.47865655e-07, 3.48603218e-07, 3.48971999e-07, 3.49156390e-07,
       3.49248585e-07, 3.49294683e-07, 3.49317732e-07, 3.49329256e-07,
       3.49335018e-07, 3.49337899e-07, 3.49339340e-07, 3.49340060e-07,
       3.49340420e-07, 3.49340600e-07, 3.49340690e-07, 3.49340735e-07,
       3.49340758e-07, 3.49340769e-07, 3.49340775e-07, 3.49340778e-07,
       3.49340779e-07, 3.49340780e-07, 3.49340780e-07, 3.49340780e-07,
       3.49340780e-07, 3.49340780e-07, 3.49340780e-07, 3.49340780e-07]), 170: array([1.96195195e-06, 1.94809624e-06, 1.93839724e-06, 1.93160793e-06,
       1.92685542e-06, 1.92352866e-06, 1.92119993e-06, 1.91956982e-06,
       1.91842874e-06, 1.91762999e-06, 1.91707086e-06, 1.91667947e-06,
       1.91640549e-06, 1.91621371e-06, 1.91607947e-06, 1.91598549e-06,
       1.91591971e-06, 1.91587367e-06, 1.91584143e-06, 1.91581887e-06,
       1.91580308e-06, 1.91579202e-06, 1.91578428e-06, 1.91577886e-06,
       1.91577507e-06, 1.91577242e-06, 1.91577056e-06, 1.91576926e-06]), 175: array([2.28092359e-06, 2.29188021e-06, 2.29735852e-06, 2.30009767e-06,
       2.30146725e-06, 2.30215204e-06, 2.30249443e-06, 2.30266563e-06,
       2.30275122e-06, 2.30279402e-06, 2.30281542e-06, 2.30282612e-06,
       2.30283147e-06, 2.30283415e-06, 2.30283549e-06, 2.30283615e-06,
       2.30283649e-06, 2.30283666e-06, 2.30283674e-06, 2.30283678e-06,
       2.30283680e-06, 2.30283681e-06, 2.30283682e-06, 2.30283682e-06,
       2.30283682e-06, 2.30283682e-06, 2.30283682e-06, 2.30283682e-06]), 180: array([1.71020608e-06, 1.97672659e-06, 2.10998677e-06, 2.17661681e-06,
       2.20993181e-06, 2.22658930e-06, 2.23491804e-06, 2.23908241e-06,
       2.24116459e-06, 2.24220569e-06, 2.24272623e-06, 2.24298650e-06,
       2.24311664e-06, 2.24318171e-06, 2.24321424e-06, 2.24323051e-06,
       2.24323864e-06, 2.24324271e-06, 2.24324474e-06, 2.24324576e-06,
       2.24324627e-06, 2.24324652e-06, 2.24324665e-06, 2.24324671e-06,
       2.24324674e-06, 2.24324676e-06, 2.24324677e-06, 2.24324677e-06]), 185: array([1.74249763e-07, 1.75014812e-07, 1.75397336e-07, 1.75588598e-07,
       1.75684229e-07, 1.75732045e-07, 1.75755953e-07, 1.75767907e-07,
       1.75773884e-07, 1.75776872e-07, 1.75778366e-07, 1.75779113e-07,
       1.75779487e-07, 1.75779674e-07, 1.75779767e-07, 1.75779814e-07,
       1.75779837e-07, 1.75779849e-07, 1.75779855e-07, 1.75779858e-07,
       1.75779859e-07, 1.75779860e-07, 1.75779860e-07, 1.75779860e-07,
       1.75779860e-07, 1.75779861e-07, 1.75779861e-07, 1.75779861e-07]), 190: array([1.91469855e-05, 1.90866880e-05, 1.90565392e-05, 1.90414648e-05,
       1.90339276e-05, 1.90301590e-05, 1.90282747e-05, 1.90273326e-05,
       1.90268615e-05, 1.90266260e-05, 1.90265082e-05, 1.90264493e-05,
       1.90264199e-05, 1.90264051e-05, 1.90263978e-05, 1.90263941e-05,
       1.90263923e-05, 1.90263913e-05, 1.90263909e-05, 1.90263906e-05,
       1.90263905e-05, 1.90263905e-05, 1.90263904e-05, 1.90263904e-05,
       1.90263904e-05, 1.90263904e-05, 1.90263904e-05, 1.90263904e-05]), 195: array([2.38539486e-07, 2.39149986e-07, 2.39455235e-07, 2.39607860e-07,
       2.39684172e-07, 2.39722329e-07, 2.39741407e-07, 2.39750946e-07,
       2.39755715e-07, 2.39758100e-07, 2.39759292e-07, 2.39759889e-07,
       2.39760187e-07, 2.39760336e-07, 2.39760410e-07, 2.39760448e-07,
       2.39760466e-07, 2.39760475e-07, 2.39760480e-07, 2.39760482e-07,
       2.39760484e-07, 2.39760484e-07, 2.39760484e-07, 2.39760485e-07,
       2.39760485e-07, 2.39760485e-07, 2.39760485e-07, 2.39760485e-07]), 200: array([9.50952502e-08, 9.39068998e-08, 9.33127246e-08, 9.30156370e-08,
       9.28670932e-08, 9.27928214e-08, 9.27556854e-08, 9.27371174e-08,
       9.27278334e-08, 9.27231914e-08, 9.27208705e-08, 9.27197100e-08,
       9.27191297e-08, 9.27188396e-08, 9.27186945e-08, 9.27186220e-08,
       9.27185857e-08, 9.27185676e-08, 9.27185585e-08, 9.27185540e-08,
       9.27185517e-08, 9.27185506e-08, 9.27185500e-08, 9.27185497e-08,
       9.27185496e-08, 9.27185495e-08, 9.27185495e-08, 9.27185495e-08]), 205: array([7.17904685e-06, 7.19415775e-06, 7.20171321e-06, 7.20549094e-06,
       7.20737981e-06, 7.20832424e-06, 7.20879646e-06, 7.20903257e-06,
       7.20915062e-06, 7.20920965e-06, 7.20923916e-06, 7.20925392e-06,
       7.20926130e-06, 7.20926499e-06, 7.20926683e-06, 7.20926775e-06,
       7.20926821e-06, 7.20926845e-06, 7.20926856e-06, 7.20926862e-06,
       7.20926865e-06, 7.20926866e-06, 7.20926867e-06, 7.20926867e-06,
       7.20926867e-06, 7.20926867e-06, 7.20926868e-06, 7.20926868e-06]), 210: array([1.55752229e-07, 1.55079915e-07, 1.54609296e-07, 1.54279862e-07,
       1.54049258e-07, 1.53887836e-07, 1.53774840e-07, 1.53695743e-07,
       1.53640375e-07, 1.53601617e-07, 1.53574487e-07, 1.53555496e-07,
       1.53542202e-07, 1.53532896e-07, 1.53526382e-07, 1.53521823e-07,
       1.53518631e-07, 1.53516396e-07, 1.53514832e-07, 1.53513738e-07,
       1.53512971e-07, 1.53512435e-07, 1.53512059e-07, 1.53511796e-07,
       1.53511612e-07, 1.53511484e-07, 1.53511393e-07, 1.53511330e-07]), 215: array([2.59015141e-05, 2.57072122e-05, 2.55712006e-05, 2.54759923e-05,
       2.54093465e-05, 2.53626943e-05, 2.53300377e-05, 2.53071781e-05,
       2.52911763e-05, 2.52799750e-05, 2.52721342e-05, 2.52666455e-05,
       2.52628035e-05, 2.52601140e-05, 2.52582314e-05, 2.52569136e-05,
       2.52559911e-05, 2.52553454e-05, 2.52548934e-05, 2.52545770e-05,
       2.52543555e-05, 2.52542004e-05, 2.52540919e-05, 2.52540159e-05,
       2.52539627e-05, 2.52539255e-05, 2.52538995e-05, 2.52538812e-05]), 220: array([1.62562549e-05, 1.90985854e-05, 2.05197469e-05, 2.12303258e-05,
       2.15856144e-05, 2.17632582e-05, 2.18520799e-05, 2.18964906e-05,
       2.19186959e-05, 2.19297985e-05, 2.19353498e-05, 2.19381255e-05,
       2.19395133e-05, 2.19402072e-05, 2.19405541e-05, 2.19407276e-05,
       2.19408144e-05, 2.19408577e-05, 2.19408794e-05, 2.19408902e-05,
       2.19408957e-05, 2.19408984e-05, 2.19408997e-05, 2.19409004e-05,
       2.19409008e-05, 2.19409009e-05, 2.19409010e-05, 2.19409010e-05]), 225: array([1.59830539e-06, 1.27637779e-06, 1.11541397e-06, 1.03493205e-06,
       9.94691092e-07, 9.74570609e-07, 9.64510366e-07, 9.59480245e-07,
       9.56965183e-07, 9.55707653e-07, 9.55078887e-07, 9.54764504e-07,
       9.54607313e-07, 9.54528717e-07, 9.54489420e-07, 9.54469771e-07,
       9.54459946e-07, 9.54455034e-07, 9.54452578e-07, 9.54451350e-07,
       9.54450736e-07, 9.54450429e-07, 9.54450275e-07, 9.54450198e-07,
       9.54450160e-07, 9.54450141e-07, 9.54450131e-07, 9.54450126e-07]), 230: array([1.97626725e-06, 1.99128745e-06, 1.99879755e-06, 2.00255260e-06,
       2.00443012e-06, 2.00536888e-06, 2.00583826e-06, 2.00607295e-06,
       2.00619030e-06, 2.00624897e-06, 2.00627831e-06, 2.00629297e-06,
       2.00630031e-06, 2.00630397e-06, 2.00630581e-06, 2.00630673e-06,
       2.00630718e-06, 2.00630741e-06, 2.00630753e-06, 2.00630758e-06,
       2.00630761e-06, 2.00630763e-06, 2.00630763e-06, 2.00630764e-06,
       2.00630764e-06, 2.00630764e-06, 2.00630764e-06, 2.00630764e-06]), 235: array([1.78241583e-06, 1.77312830e-06, 1.76662703e-06, 1.76207614e-06,
       1.75889052e-06, 1.75666059e-06, 1.75509963e-06, 1.75400696e-06,
       1.75324209e-06, 1.75270669e-06, 1.75233190e-06, 1.75206955e-06,
       1.75188591e-06, 1.75175735e-06, 1.75166737e-06, 1.75160438e-06,
       1.75156028e-06, 1.75152942e-06, 1.75150781e-06, 1.75149269e-06,
       1.75148210e-06, 1.75147469e-06, 1.75146951e-06, 1.75146587e-06,
       1.75146333e-06, 1.75146155e-06, 1.75146031e-06, 1.75145944e-06]), 240: array([6.37187593e-06, 6.39168070e-06, 6.40554402e-06, 6.41524833e-06,
       6.42204135e-06, 6.42679645e-06, 6.43012502e-06, 6.43245502e-06,
       6.43408602e-06, 6.43522771e-06, 6.43602690e-06, 6.43658633e-06,
       6.43697793e-06, 6.43725205e-06, 6.43744393e-06, 6.43757825e-06,
       6.43767228e-06, 6.43773809e-06, 6.43778416e-06, 6.43781641e-06,
       6.43783899e-06, 6.43785479e-06, 6.43786585e-06, 6.43787359e-06,
       6.43787901e-06, 6.43788281e-06, 6.43788546e-06, 6.43788732e-06]), 245: array([4.30095952e-07, 4.29563081e-07, 4.29190071e-07, 4.28928964e-07,
       4.28746189e-07, 4.28618247e-07, 4.28528687e-07, 4.28465995e-07,
       4.28422111e-07, 4.28391392e-07, 4.28369889e-07, 4.28354836e-07,
       4.28344300e-07, 4.28336924e-07, 4.28331761e-07, 4.28328147e-07,
       4.28325617e-07, 4.28323846e-07, 4.28322607e-07, 4.28321739e-07,
       4.28321132e-07, 4.28320706e-07, 4.28320409e-07, 4.28320200e-07,
       4.28320055e-07, 4.28319952e-07, 4.28319881e-07, 4.28319831e-07]), 250: array([5.72383500e-06, 5.69107170e-06, 5.66813738e-06, 5.65208335e-06,
       5.64084553e-06, 5.63297905e-06, 5.62747251e-06, 5.62361793e-06,
       5.62091972e-06, 5.61903097e-06, 5.61770885e-06, 5.61678337e-06,
       5.61613553e-06, 5.61568204e-06, 5.61536459e-06, 5.61514239e-06,
       5.61498684e-06, 5.61487796e-06, 5.61480174e-06, 5.61474839e-06,
       5.61471104e-06, 5.61468490e-06, 5.61466660e-06, 5.61465379e-06,
       5.61464482e-06, 5.61463854e-06, 5.61463415e-06, 5.61463107e-06]), 255: array([4.89698741e-07, 5.85839579e-07, 6.33909999e-07, 6.57945208e-07,
       6.69962813e-07, 6.75971616e-07, 6.78976017e-07, 6.80478218e-07,
       6.81229318e-07, 6.81604868e-07, 6.81792644e-07, 6.81886531e-07,
       6.81933475e-07, 6.81956947e-07, 6.81968683e-07, 6.81974551e-07,
       6.81977485e-07, 6.81978952e-07, 6.81979685e-07, 6.81980052e-07,
       6.81980235e-07, 6.81980327e-07, 6.81980373e-07, 6.81980396e-07,
       6.81980407e-07, 6.81980413e-07, 6.81980416e-07, 6.81980417e-07]), 260: array([3.11622982e-05, 2.65589634e-05, 2.37584455e-05, 2.20547022e-05,
       2.10182007e-05, 2.03876272e-05, 2.00040069e-05, 1.97706250e-05,
       1.96286430e-05, 1.95422659e-05, 1.94897168e-05, 1.94577477e-05,
       1.94382988e-05, 1.94264667e-05, 1.94192684e-05, 1.94148892e-05,
       1.94122251e-05, 1.94106043e-05, 1.94096183e-05, 1.94090184e-05,
       1.94086534e-05, 1.94084314e-05, 1.94082964e-05, 1.94082142e-05,
       1.94081642e-05, 1.94081338e-05, 1.94081153e-05, 1.94081040e-05]), 265: array([4.90805818e-07, 4.87889731e-07, 4.85848470e-07, 4.84419587e-07,
       4.83419369e-07, 4.82719217e-07, 4.82229110e-07, 4.81886035e-07,
       4.81645883e-07, 4.81477776e-07, 4.81360101e-07, 4.81277729e-07,
       4.81220068e-07, 4.81179706e-07, 4.81151452e-07, 4.81131675e-07,
       4.81117830e-07, 4.81108139e-07, 4.81101356e-07, 4.81096607e-07,
       4.81093283e-07, 4.81090956e-07, 4.81089327e-07, 4.81088187e-07,
       4.81087389e-07, 4.81086831e-07, 4.81086439e-07, 4.81086166e-07]), 270: array([7.07602199e-07, 7.06085598e-07, 7.05327298e-07, 7.04948148e-07,
       7.04758572e-07, 7.04663785e-07, 7.04616391e-07, 7.04592694e-07,
       7.04580846e-07, 7.04574922e-07, 7.04571960e-07, 7.04570479e-07,
       7.04569738e-07, 7.04569368e-07, 7.04569183e-07, 7.04569090e-07,
       7.04569044e-07, 7.04569021e-07, 7.04569009e-07, 7.04569003e-07,
       7.04569000e-07, 7.04568999e-07, 7.04568998e-07, 7.04568998e-07,
       7.04568998e-07, 7.04568998e-07, 7.04568998e-07, 7.04568998e-07]), 275: array([3.14619412e-06, 2.76619217e-06, 2.57619057e-06, 2.48118947e-06,
       2.43368877e-06, 2.40993834e-06, 2.39806308e-06, 2.39212544e-06,
       2.38915660e-06, 2.38767218e-06, 2.38692997e-06, 2.38655886e-06,
       2.38637331e-06, 2.38628053e-06, 2.38623414e-06, 2.38621095e-06,
       2.38619935e-06, 2.38619355e-06, 2.38619065e-06, 2.38618920e-06,
       2.38618848e-06, 2.38618812e-06, 2.38618793e-06, 2.38618784e-06,
       2.38618780e-06, 2.38618778e-06, 2.38618776e-06, 2.38618776e-06]), 280: array([1.33416132e-06, 1.21072871e-06, 1.14901240e-06, 1.11815425e-06,
       1.10272517e-06, 1.09501063e-06, 1.09115336e-06, 1.08922472e-06,
       1.08826041e-06, 1.08777825e-06, 1.08753717e-06, 1.08741663e-06,
       1.08735636e-06, 1.08732622e-06, 1.08731116e-06, 1.08730362e-06,
       1.08729986e-06, 1.08729797e-06, 1.08729703e-06, 1.08729656e-06,
       1.08729632e-06, 1.08729621e-06, 1.08729615e-06, 1.08729612e-06,
       1.08729610e-06, 1.08729610e-06, 1.08729609e-06, 1.08729609e-06]), 285: array([1.68749736e-06, 1.83543235e-06, 1.90939982e-06, 1.94638355e-06,
       1.96487540e-06, 1.97412133e-06, 1.97874429e-06, 1.98105577e-06,
       1.98221151e-06, 1.98278938e-06, 1.98307831e-06, 1.98322278e-06,
       1.98329501e-06, 1.98333113e-06, 1.98334919e-06, 1.98335822e-06,
       1.98336273e-06, 1.98336499e-06, 1.98336612e-06, 1.98336668e-06,
       1.98336696e-06, 1.98336710e-06, 1.98336718e-06, 1.98336721e-06,
       1.98336723e-06, 1.98336724e-06, 1.98336724e-06, 1.98336724e-06]), 290: array([1.79279906e-05, 1.79167718e-05, 1.79111624e-05, 1.79083577e-05,
       1.79069553e-05, 1.79062541e-05, 1.79059035e-05, 1.79057282e-05,
       1.79056406e-05, 1.79055968e-05, 1.79055749e-05, 1.79055639e-05,
       1.79055584e-05, 1.79055557e-05, 1.79055543e-05, 1.79055536e-05,
       1.79055533e-05, 1.79055531e-05, 1.79055530e-05, 1.79055530e-05,
       1.79055530e-05, 1.79055530e-05, 1.79055530e-05, 1.79055530e-05,
       1.79055530e-05, 1.79055530e-05, 1.79055530e-05, 1.79055530e-05]), 295: array([4.44781229e-08, 4.43778686e-08, 4.43277415e-08, 4.43026779e-08,
       4.42901461e-08, 4.42838802e-08, 4.42807473e-08, 4.42791808e-08,
       4.42783976e-08, 4.42780059e-08, 4.42778101e-08, 4.42777122e-08,
       4.42776633e-08, 4.42776388e-08, 4.42776266e-08, 4.42776204e-08,
       4.42776174e-08, 4.42776158e-08, 4.42776151e-08, 4.42776147e-08,
       4.42776145e-08, 4.42776144e-08, 4.42776144e-08, 4.42776143e-08,
       4.42776143e-08, 4.42776143e-08, 4.42776143e-08, 4.42776143e-08]), 300: array([5.24727111e-06, 5.15756345e-06, 5.11270976e-06, 5.09028298e-06,
       5.07906962e-06, 5.07346295e-06, 5.07065963e-06, 5.06925797e-06,
       5.06855715e-06, 5.06820673e-06, 5.06803153e-06, 5.06794393e-06,
       5.06790012e-06, 5.06787822e-06, 5.06786727e-06, 5.06786180e-06,
       5.06785906e-06, 5.06785769e-06, 5.06785701e-06, 5.06785667e-06,
       5.06785649e-06, 5.06785641e-06, 5.06785637e-06, 5.06785634e-06,
       5.06785633e-06, 5.06785633e-06, 5.06785633e-06, 5.06785632e-06]), 305: array([1.86309336e-06, 1.85716240e-06, 1.85419692e-06, 1.85271418e-06,
       1.85197281e-06, 1.85160212e-06, 1.85141678e-06, 1.85132411e-06,
       1.85127778e-06, 1.85125461e-06, 1.85124302e-06, 1.85123723e-06,
       1.85123434e-06, 1.85123289e-06, 1.85123216e-06, 1.85123180e-06,
       1.85123162e-06, 1.85123153e-06, 1.85123149e-06, 1.85123146e-06,
       1.85123145e-06, 1.85123145e-06, 1.85123144e-06, 1.85123144e-06,
       1.85123144e-06, 1.85123144e-06, 1.85123144e-06, 1.85123144e-06]), 310: array([3.68411703e-06, 3.66157982e-06, 3.65031121e-06, 3.64467691e-06,
       3.64185976e-06, 3.64045118e-06, 3.63974690e-06, 3.63939475e-06,
       3.63921868e-06, 3.63913064e-06, 3.63908663e-06, 3.63906462e-06,
       3.63905361e-06, 3.63904811e-06, 3.63904536e-06, 3.63904398e-06,
       3.63904330e-06, 3.63904295e-06, 3.63904278e-06, 3.63904269e-06,
       3.63904265e-06, 3.63904263e-06, 3.63904262e-06, 3.63904261e-06,
       3.63904261e-06, 3.63904261e-06, 3.63904261e-06, 3.63904261e-06]), 315: array([2.39104174e-06, 2.38330551e-06, 2.37789014e-06, 2.37409939e-06,
       2.37144586e-06, 2.36958839e-06, 2.36828816e-06, 2.36737800e-06,
       2.36674089e-06, 2.36629491e-06, 2.36598272e-06, 2.36576419e-06,
       2.36561122e-06, 2.36550414e-06, 2.36542919e-06, 2.36537672e-06,
       2.36533999e-06, 2.36531428e-06, 2.36529628e-06, 2.36528368e-06,
       2.36527487e-06, 2.36526869e-06, 2.36526437e-06, 2.36526135e-06,
       2.36525923e-06, 2.36525775e-06, 2.36525671e-06, 2.36525598e-06]), 320: array([9.01607705e-07, 9.00183300e-07, 8.99186217e-07, 8.98488258e-07,
       8.97999687e-07, 8.97657688e-07, 8.97418288e-07, 8.97250708e-07,
       8.97133402e-07, 8.97051288e-07, 8.96993808e-07, 8.96953572e-07,
       8.96925407e-07, 8.96905691e-07, 8.96891890e-07, 8.96882230e-07,
       8.96875467e-07, 8.96870734e-07, 8.96867420e-07, 8.96865100e-07,
       8.96863477e-07, 8.96862340e-07, 8.96861545e-07, 8.96860988e-07,
       8.96860598e-07, 8.96860325e-07, 8.96860134e-07, 8.96860000e-07]), 325: array([3.06788455e-06, 3.56691723e-06, 3.81643295e-06, 3.94119049e-06,
       4.00356911e-06, 4.03475834e-06, 4.05035291e-06, 4.05815018e-06,
       4.06204880e-06, 4.06399811e-06, 4.06497276e-06, 4.06546009e-06,
       4.06570375e-06, 4.06582558e-06, 4.06588649e-06, 4.06591695e-06,
       4.06593218e-06, 4.06593979e-06, 4.06594360e-06, 4.06594551e-06,
       4.06594646e-06, 4.06594693e-06, 4.06594717e-06, 4.06594729e-06,
       4.06594735e-06, 4.06594738e-06, 4.06594739e-06, 4.06594740e-06]), 330: array([1.75381365e-06, 1.56594888e-06, 1.47201647e-06, 1.42505026e-06,
       1.40156715e-06, 1.38982559e-06, 1.38395481e-06, 1.38101942e-06,
       1.37955173e-06, 1.37881788e-06, 1.37845096e-06, 1.37826749e-06,
       1.37817576e-06, 1.37812990e-06, 1.37810697e-06, 1.37809550e-06,
       1.37808977e-06, 1.37808690e-06, 1.37808547e-06, 1.37808475e-06,
       1.37808439e-06, 1.37808421e-06, 1.37808412e-06, 1.37808408e-06,
       1.37808406e-06, 1.37808404e-06, 1.37808404e-06, 1.37808404e-06]), 335: array([8.50476680e-06, 8.46108943e-06, 8.43051526e-06, 8.40911332e-06,
       8.39413196e-06, 8.38364501e-06, 8.37630413e-06, 8.37116552e-06,
       8.36756849e-06, 8.36505056e-06, 8.36328802e-06, 8.36205423e-06,
       8.36119058e-06, 8.36058603e-06, 8.36016284e-06, 8.35986661e-06,
       8.35965925e-06, 8.35951409e-06, 8.35941248e-06, 8.35934136e-06,
       8.35929157e-06, 8.35925672e-06, 8.35923232e-06, 8.35921525e-06,
       8.35920329e-06, 8.35919492e-06, 8.35918907e-06, 8.35918497e-06]), 340: array([9.34554984e-06, 9.40182772e-06, 9.42996662e-06, 9.44403605e-06,
       9.45107076e-06, 9.45458811e-06, 9.45634678e-06, 9.45722611e-06,
       9.45766578e-06, 9.45788561e-06, 9.45799553e-06, 9.45805049e-06,
       9.45807797e-06, 9.45809171e-06, 9.45809858e-06, 9.45810201e-06,
       9.45810373e-06, 9.45810459e-06, 9.45810502e-06, 9.45810523e-06,
       9.45810534e-06, 9.45810539e-06, 9.45810542e-06, 9.45810543e-06,
       9.45810544e-06, 9.45810544e-06, 9.45810544e-06, 9.45810544e-06]), 345: array([7.15181033e-07, 7.16831499e-07, 7.17986825e-07, 7.18795554e-07,
       7.19361664e-07, 7.19757940e-07, 7.20035334e-07, 7.20229510e-07,
       7.20365433e-07, 7.20460579e-07, 7.20527181e-07, 7.20573802e-07,
       7.20606437e-07, 7.20629282e-07, 7.20645273e-07, 7.20656467e-07,
       7.20664303e-07, 7.20669788e-07, 7.20673627e-07, 7.20676315e-07,
       7.20678196e-07, 7.20679513e-07, 7.20680435e-07, 7.20681080e-07,
       7.20681532e-07, 7.20681848e-07, 7.20682070e-07, 7.20682224e-07]), 350: array([9.47882463e-06, 8.59947947e-06, 8.15980620e-06, 7.93996923e-06,
       7.83005057e-06, 7.77509115e-06, 7.74761140e-06, 7.73387151e-06,
       7.72700155e-06, 7.72356656e-06, 7.72184907e-06, 7.72099032e-06,
       7.72056094e-06, 7.72034626e-06, 7.72023891e-06, 7.72018524e-06,
       7.72015840e-06, 7.72014499e-06, 7.72013828e-06, 7.72013492e-06,
       7.72013324e-06, 7.72013241e-06, 7.72013199e-06, 7.72013178e-06,
       7.72013167e-06, 7.72013162e-06, 7.72013159e-06, 7.72013158e-06]), 355: array([3.06291246e-05, 2.61273998e-05, 2.38765217e-05, 2.27510748e-05,
       2.21883474e-05, 2.19069817e-05, 2.17662979e-05, 2.16959555e-05,
       2.16607840e-05, 2.16431982e-05, 2.16344052e-05, 2.16300087e-05,
       2.16278104e-05, 2.16267112e-05, 2.16261617e-05, 2.16258869e-05,
       2.16257495e-05, 2.16256808e-05, 2.16256464e-05, 2.16256292e-05,
       2.16256207e-05, 2.16256164e-05, 2.16256142e-05, 2.16256131e-05,
       2.16256126e-05, 2.16256123e-05, 2.16256122e-05, 2.16256121e-05]), 360: array([8.93202320e-06, 8.91259941e-06, 8.89900274e-06, 8.88948507e-06,
       8.88282270e-06, 8.87815904e-06, 8.87489447e-06, 8.87260927e-06,
       8.87100963e-06, 8.86988989e-06, 8.86910606e-06, 8.86855738e-06,
       8.86817331e-06, 8.86790446e-06, 8.86771626e-06, 8.86758452e-06,
       8.86749231e-06, 8.86742776e-06, 8.86738257e-06, 8.86735094e-06,
       8.86732880e-06, 8.86731330e-06, 8.86730245e-06, 8.86729486e-06,
       8.86728954e-06, 8.86728582e-06, 8.86728321e-06, 8.86728139e-06]), 365: array([6.03267013e-06, 6.04775767e-06, 6.05530143e-06, 6.05907332e-06,
       6.06095926e-06, 6.06190223e-06, 6.06237371e-06, 6.06260946e-06,
       6.06272733e-06, 6.06278626e-06, 6.06281573e-06, 6.06283047e-06,
       6.06283783e-06, 6.06284152e-06, 6.06284336e-06, 6.06284428e-06,
       6.06284474e-06, 6.06284497e-06, 6.06284508e-06, 6.06284514e-06,
       6.06284517e-06, 6.06284519e-06, 6.06284519e-06, 6.06284520e-06,
       6.06284520e-06, 6.06284520e-06, 6.06284520e-06, 6.06284520e-06]), 370: array([4.03138339e-06, 3.75791992e-06, 3.62118383e-06, 3.55281361e-06,
       3.51862741e-06, 3.50153376e-06, 3.49298667e-06, 3.48871299e-06,
       3.48657608e-06, 3.48550759e-06, 3.48497333e-06, 3.48470619e-06,
       3.48457261e-06, 3.48450582e-06, 3.48447243e-06, 3.48445573e-06,
       3.48444738e-06, 3.48444320e-06, 3.48444112e-06, 3.48444007e-06,
       3.48443955e-06, 3.48443929e-06, 3.48443916e-06, 3.48443910e-06,
       3.48443906e-06, 3.48443905e-06, 3.48443904e-06, 3.48443903e-06]), 375: array([5.78728831e-05, 5.78301596e-05, 5.78087978e-05, 5.77981170e-05,
       5.77927766e-05, 5.77901064e-05, 5.77887713e-05, 5.77881038e-05,
       5.77877700e-05, 5.77876031e-05, 5.77875197e-05, 5.77874780e-05,
       5.77874571e-05, 5.77874467e-05, 5.77874415e-05, 5.77874388e-05,
       5.77874375e-05, 5.77874369e-05, 5.77874366e-05, 5.77874364e-05,
       5.77874363e-05, 5.77874363e-05, 5.77874363e-05, 5.77874362e-05,
       5.77874362e-05, 5.77874362e-05, 5.77874362e-05, 5.77874362e-05]), 380: array([4.13911281e-06, 4.88122556e-06, 5.25228160e-06, 5.43780946e-06,
       5.53057331e-06, 5.57695519e-06, 5.60014611e-06, 5.61174156e-06,
       5.61753928e-06, 5.62043814e-06, 5.62188757e-06, 5.62261228e-06,
       5.62297464e-06, 5.62315581e-06, 5.62324640e-06, 5.62329170e-06,
       5.62331435e-06, 5.62332567e-06, 5.62333133e-06, 5.62333416e-06,
       5.62333558e-06, 5.62333628e-06, 5.62333664e-06, 5.62333682e-06,
       5.62333690e-06, 5.62333695e-06, 5.62333697e-06, 5.62333698e-06]), 385: array([4.10920957e-05, 3.48581765e-05, 3.17410933e-05, 3.01824898e-05,
       2.94031571e-05, 2.90134753e-05, 2.88186267e-05, 2.87211985e-05,
       2.86724825e-05, 2.86481235e-05, 2.86359436e-05, 2.86298533e-05,
       2.86268081e-05, 2.86252854e-05, 2.86245241e-05, 2.86241434e-05,
       2.86239530e-05, 2.86238578e-05, 2.86238102e-05, 2.86237864e-05,
       2.86237745e-05, 2.86237686e-05, 2.86237656e-05, 2.86237641e-05,
       2.86237634e-05, 2.86237630e-05, 2.86237628e-05, 2.86237627e-05]), 390: array([1.87657884e-06, 1.47849776e-06, 1.27945720e-06, 1.17993691e-06,
       1.13017676e-06, 1.10529668e-06, 1.09285664e-06, 1.08663662e-06,
       1.08352661e-06, 1.08197160e-06, 1.08119410e-06, 1.08080535e-06,
       1.08061097e-06, 1.08051378e-06, 1.08046519e-06, 1.08044089e-06,
       1.08042874e-06, 1.08042267e-06, 1.08041963e-06, 1.08041811e-06,
       1.08041736e-06, 1.08041698e-06, 1.08041679e-06, 1.08041669e-06,
       1.08041664e-06, 1.08041662e-06, 1.08041661e-06, 1.08041660e-06]), 395: array([1.31969668e-06, 1.53543733e-06, 1.64330763e-06, 1.69724277e-06,
       1.72421034e-06, 1.73769412e-06, 1.74443601e-06, 1.74780695e-06,
       1.74949242e-06, 1.75033516e-06, 1.75075653e-06, 1.75096721e-06,
       1.75107255e-06, 1.75112522e-06, 1.75115156e-06, 1.75116473e-06,
       1.75117131e-06, 1.75117460e-06, 1.75117625e-06, 1.75117707e-06,
       1.75117748e-06, 1.75117769e-06, 1.75117779e-06, 1.75117784e-06,
       1.75117787e-06, 1.75117788e-06, 1.75117789e-06, 1.75117789e-06]), 400: array([3.86197645e-05, 3.85887365e-05, 3.85732225e-05, 3.85654656e-05,
       3.85615871e-05, 3.85596478e-05, 3.85586782e-05, 3.85581934e-05,
       3.85579510e-05, 3.85578298e-05, 3.85577692e-05, 3.85577389e-05,
       3.85577237e-05, 3.85577161e-05, 3.85577123e-05, 3.85577104e-05,
       3.85577095e-05, 3.85577090e-05, 3.85577088e-05, 3.85577087e-05,
       3.85577086e-05, 3.85577086e-05, 3.85577086e-05, 3.85577086e-05,
       3.85577086e-05, 3.85577086e-05, 3.85577086e-05, 3.85577086e-05]), 405: array([4.61894171e-06, 4.61423278e-06, 4.61093654e-06, 4.60862916e-06,
       4.60701400e-06, 4.60588338e-06, 4.60509195e-06, 4.60453795e-06,
       4.60415015e-06, 4.60387869e-06, 4.60368867e-06, 4.60355565e-06,
       4.60346254e-06, 4.60339736e-06, 4.60335174e-06, 4.60331980e-06,
       4.60329744e-06, 4.60328179e-06, 4.60327084e-06, 4.60326317e-06,
       4.60325780e-06, 4.60325405e-06, 4.60325142e-06, 4.60324957e-06,
       4.60324829e-06, 4.60324738e-06, 4.60324675e-06, 4.60324631e-06]), 410: array([6.44715952e-06, 6.39789008e-06, 6.36340146e-06, 6.33925941e-06,
       6.32235997e-06, 6.31053036e-06, 6.30224962e-06, 6.29645311e-06,
       6.29239555e-06, 6.28955525e-06, 6.28756704e-06, 6.28617530e-06,
       6.28520108e-06, 6.28451912e-06, 6.28404175e-06, 6.28370759e-06,
       6.28347368e-06, 6.28330994e-06, 6.28319533e-06, 6.28311509e-06,
       6.28305893e-06, 6.28301962e-06, 6.28299210e-06, 6.28297284e-06,
       6.28295935e-06, 6.28294991e-06, 6.28294330e-06, 6.28293868e-06]), 415: array([7.69007825e-06, 7.73270599e-06, 7.75401983e-06, 7.76467674e-06,
       7.77000519e-06, 7.77266941e-06, 7.77400152e-06, 7.77466758e-06,
       7.77500060e-06, 7.77516712e-06, 7.77525037e-06, 7.77529200e-06,
       7.77531281e-06, 7.77532322e-06, 7.77532842e-06, 7.77533103e-06,
       7.77533233e-06, 7.77533298e-06, 7.77533330e-06, 7.77533347e-06,
       7.77533355e-06, 7.77533359e-06, 7.77533361e-06, 7.77533362e-06,
       7.77533362e-06, 7.77533363e-06, 7.77533363e-06, 7.77533363e-06]), 420: array([5.85855901e-06, 5.86659110e-06, 5.87221356e-06, 5.87614928e-06,
       5.87890428e-06, 5.88083278e-06, 5.88218272e-06, 5.88312768e-06,
       5.88378916e-06, 5.88425219e-06, 5.88457631e-06, 5.88480319e-06,
       5.88496201e-06, 5.88507318e-06, 5.88515101e-06, 5.88520548e-06,
       5.88524361e-06, 5.88527031e-06, 5.88528899e-06, 5.88530207e-06,
       5.88531122e-06, 5.88531763e-06, 5.88532212e-06, 5.88532526e-06,
       5.88532746e-06, 5.88532900e-06, 5.88533007e-06, 5.88533083e-06]), 425: array([4.68857882e-06, 4.37121214e-06, 4.21252861e-06, 4.13318675e-06,
       4.09351577e-06, 4.07368026e-06, 4.06376249e-06, 4.05880360e-06,
       4.05632415e-06, 4.05508442e-06, 4.05446456e-06, 4.05415463e-06,
       4.05399966e-06, 4.05392218e-06, 4.05388344e-06, 4.05386407e-06,
       4.05385438e-06, 4.05384954e-06, 4.05384712e-06, 4.05384591e-06,
       4.05384530e-06, 4.05384500e-06, 4.05384485e-06, 4.05384477e-06,
       4.05384473e-06, 4.05384471e-06, 4.05384470e-06, 4.05384470e-06]), 430: array([2.09937410e-06, 2.08948143e-06, 2.08453510e-06, 2.08206193e-06,
       2.08082535e-06, 2.08020706e-06, 2.07989791e-06, 2.07974334e-06,
       2.07966605e-06, 2.07962741e-06, 2.07960809e-06, 2.07959843e-06,
       2.07959360e-06, 2.07959118e-06, 2.07958997e-06, 2.07958937e-06,
       2.07958907e-06, 2.07958892e-06, 2.07958884e-06, 2.07958880e-06,
       2.07958878e-06, 2.07958878e-06, 2.07958877e-06, 2.07958877e-06,
       2.07958877e-06, 2.07958877e-06, 2.07958877e-06, 2.07958877e-06]), 435: array([2.43815321e-05, 2.59011404e-05, 2.66374379e-05, 2.69941970e-05,
       2.71670578e-05, 2.72508143e-05, 2.72913969e-05, 2.73110604e-05,
       2.73205880e-05, 2.73252044e-05, 2.73274412e-05, 2.73285250e-05,
       2.73290502e-05, 2.73293046e-05, 2.73294279e-05, 2.73294876e-05,
       2.73295166e-05, 2.73295306e-05, 2.73295374e-05, 2.73295407e-05,
       2.73295423e-05, 2.73295431e-05, 2.73295434e-05, 2.73295436e-05,
       2.73295437e-05, 2.73295437e-05, 2.73295438e-05, 2.73295438e-05]), 440: array([1.96658548e-07, 1.94645365e-07, 1.93638773e-07, 1.93135478e-07,
       1.92883830e-07, 1.92758006e-07, 1.92695094e-07, 1.92663638e-07,
       1.92647910e-07, 1.92640046e-07, 1.92636114e-07, 1.92634148e-07,
       1.92633165e-07, 1.92632673e-07, 1.92632428e-07, 1.92632305e-07,
       1.92632243e-07, 1.92632212e-07, 1.92632197e-07, 1.92632189e-07,
       1.92632186e-07, 1.92632184e-07, 1.92632183e-07, 1.92632182e-07,
       1.92632182e-07, 1.92632182e-07, 1.92632182e-07, 1.92632182e-07]), 445: array([1.03430704e-05, 1.02521943e-05, 1.02067563e-05, 1.01840373e-05,
       1.01726778e-05, 1.01669980e-05, 1.01641581e-05, 1.01627382e-05,
       1.01620282e-05, 1.01616732e-05, 1.01614958e-05, 1.01614070e-05,
       1.01613626e-05, 1.01613405e-05, 1.01613294e-05, 1.01613238e-05,
       1.01613210e-05, 1.01613197e-05, 1.01613190e-05, 1.01613186e-05,
       1.01613184e-05, 1.01613184e-05, 1.01613183e-05, 1.01613183e-05,
       1.01613183e-05, 1.01613183e-05, 1.01613183e-05, 1.01613183e-05]), 450: array([7.70763857e-06, 7.73149351e-06, 7.74342096e-06, 7.74938469e-06,
       7.75236654e-06, 7.75385747e-06, 7.75460293e-06, 7.75497566e-06,
       7.75516203e-06, 7.75525521e-06, 7.75530180e-06, 7.75532510e-06,
       7.75533674e-06, 7.75534257e-06, 7.75534548e-06, 7.75534694e-06,
       7.75534766e-06, 7.75534803e-06, 7.75534821e-06, 7.75534830e-06,
       7.75534835e-06, 7.75534837e-06, 7.75534838e-06, 7.75534839e-06,
       7.75534839e-06, 7.75534839e-06, 7.75534839e-06, 7.75534839e-06]), 455: array([3.47761147e-07, 3.47196912e-07, 3.46801947e-07, 3.46525471e-07,
       3.46331939e-07, 3.46196466e-07, 3.46101635e-07, 3.46035253e-07,
       3.45988786e-07, 3.45956258e-07, 3.45933490e-07, 3.45917551e-07,
       3.45906394e-07, 3.45898585e-07, 3.45893118e-07, 3.45889291e-07,
       3.45886612e-07, 3.45884737e-07, 3.45883425e-07, 3.45882506e-07,
       3.45881863e-07, 3.45881412e-07, 3.45881097e-07, 3.45880877e-07,
       3.45880722e-07, 3.45880614e-07, 3.45880539e-07, 3.45880486e-07]), 460: array([1.06706379e-05, 8.42146956e-06, 7.18441334e-06, 6.50402494e-06,
       6.12980719e-06, 5.92398517e-06, 5.81078181e-06, 5.74851928e-06,
       5.71427451e-06, 5.69543968e-06, 5.68508041e-06, 5.67938275e-06,
       5.67624900e-06, 5.67452542e-06, 5.67357744e-06, 5.67305605e-06,
       5.67276928e-06, 5.67261155e-06, 5.67252480e-06, 5.67247709e-06,
       5.67245085e-06, 5.67243641e-06, 5.67242847e-06, 5.67242411e-06,
       5.67242171e-06, 5.67242039e-06, 5.67241966e-06, 5.67241926e-06]), 465: array([1.16447679e-06, 1.16773891e-06, 1.17002239e-06, 1.17162083e-06,
       1.17273974e-06, 1.17352297e-06, 1.17407124e-06, 1.17445502e-06,
       1.17472367e-06, 1.17491172e-06, 1.17504336e-06, 1.17513551e-06,
       1.17520001e-06, 1.17524516e-06, 1.17527677e-06, 1.17529889e-06,
       1.17531438e-06, 1.17532522e-06, 1.17533281e-06, 1.17533812e-06,
       1.17534184e-06, 1.17534444e-06, 1.17534627e-06, 1.17534754e-06,
       1.17534843e-06, 1.17534906e-06, 1.17534950e-06, 1.17534980e-06]), 470: array([1.58252274e-06, 1.57261738e-06, 1.56568362e-06, 1.56082999e-06,
       1.55743245e-06, 1.55505417e-06, 1.55338938e-06, 1.55222402e-06,
       1.55140827e-06, 1.55083724e-06, 1.55043753e-06, 1.55015773e-06,
       1.54996186e-06, 1.54982476e-06, 1.54972879e-06, 1.54966161e-06,
       1.54961458e-06, 1.54958166e-06, 1.54955862e-06, 1.54954249e-06,
       1.54953120e-06, 1.54952329e-06, 1.54951776e-06, 1.54951389e-06,
       1.54951118e-06, 1.54950928e-06, 1.54950795e-06, 1.54950702e-06]), 475: array([1.91142531e-06, 1.90779800e-06, 1.90598434e-06, 1.90507752e-06,
       1.90462411e-06, 1.90439740e-06, 1.90428405e-06, 1.90422737e-06,
       1.90419903e-06, 1.90418486e-06, 1.90417778e-06, 1.90417424e-06,
       1.90417247e-06, 1.90417158e-06, 1.90417114e-06, 1.90417092e-06,
       1.90417081e-06, 1.90417075e-06, 1.90417072e-06, 1.90417071e-06,
       1.90417070e-06, 1.90417070e-06, 1.90417070e-06, 1.90417070e-06,
       1.90417070e-06, 1.90417070e-06, 1.90417070e-06, 1.90417070e-06]), 480: array([1.95871983e-06, 1.94815022e-06, 1.94286542e-06, 1.94022301e-06,
       1.93890181e-06, 1.93824121e-06, 1.93791091e-06, 1.93774576e-06,
       1.93766319e-06, 1.93762190e-06, 1.93760125e-06, 1.93759093e-06,
       1.93758577e-06, 1.93758319e-06, 1.93758190e-06, 1.93758126e-06,
       1.93758093e-06, 1.93758077e-06, 1.93758069e-06, 1.93758065e-06,
       1.93758063e-06, 1.93758062e-06, 1.93758062e-06, 1.93758061e-06,
       1.93758061e-06, 1.93758061e-06, 1.93758061e-06, 1.93758061e-06]), 485: array([1.72418722e-02, 1.23987716e-02, 8.91606265e-03, 6.41162116e-03,
       4.61065899e-03, 3.31557393e-03, 2.38426881e-03, 1.71456048e-03,
       1.23296834e-03, 8.86651906e-04, 6.37613230e-04, 4.58527698e-04,
       3.29745984e-04, 2.37138112e-04, 1.70543115e-04, 1.22654166e-04,
       8.82168728e-05, 6.34527636e-05, 4.56447118e-05, 3.28388117e-05,
       2.36299953e-05, 1.70078681e-05, 1.22458481e-05, 8.82144475e-06,
       6.35893126e-06, 4.58811981e-06, 3.31471636e-06, 2.39900264e-06]), 490: array([8.45664116e-07, 9.51804741e-07, 1.00487504e-06, 1.03141019e-06,
       1.04467776e-06, 1.05131154e-06, 1.05462843e-06, 1.05628688e-06,
       1.05711610e-06, 1.05753071e-06, 1.05773802e-06, 1.05784167e-06,
       1.05789350e-06, 1.05791941e-06, 1.05793237e-06, 1.05793884e-06,
       1.05794208e-06, 1.05794370e-06, 1.05794451e-06, 1.05794492e-06,
       1.05794512e-06, 1.05794522e-06, 1.05794527e-06, 1.05794530e-06,
       1.05794531e-06, 1.05794532e-06, 1.05794532e-06, 1.05794532e-06]), 495: array([8.59782040e-06, 8.53393027e-06, 8.48920715e-06, 8.45790096e-06,
       8.43598661e-06, 8.42064656e-06, 8.40990852e-06, 8.40239189e-06,
       8.39713024e-06, 8.39344709e-06, 8.39086888e-06, 8.38906413e-06,
       8.38780081e-06, 8.38691648e-06, 8.38629745e-06, 8.38586413e-06,
       8.38556081e-06, 8.38534848e-06, 8.38519985e-06, 8.38509581e-06,
       8.38502298e-06, 8.38497200e-06, 8.38493632e-06, 8.38491134e-06,
       8.38489385e-06, 8.38488161e-06, 8.38487304e-06, 8.38486704e-06]), 500: array([1.03953918e-05, 1.55680105e-05, 1.94110369e-05, 2.22662351e-05,
       2.43875208e-05, 2.59635420e-05, 2.71344558e-05, 2.80043929e-05,
       2.86507176e-05, 2.91309082e-05, 2.94876685e-05, 2.97527256e-05,
       2.99496512e-05, 3.00959583e-05, 3.02046579e-05, 3.02854169e-05,
       3.03454173e-05, 3.03899949e-05, 3.04231141e-05, 3.04477202e-05,
       3.04660014e-05, 3.04795836e-05, 3.04896745e-05, 3.04971716e-05,
       3.05027416e-05, 3.05068799e-05, 3.05099545e-05, 3.05122387e-05]), 505: array([1.40240999e-06, 1.61851675e-06, 1.72657008e-06, 1.78059671e-06,
       1.80761001e-06, 1.82111666e-06, 1.82786998e-06, 1.83124664e-06,
       1.83293496e-06, 1.83377913e-06, 1.83420121e-06, 1.83441225e-06,
       1.83451777e-06, 1.83457053e-06, 1.83459691e-06, 1.83461010e-06,
       1.83461669e-06, 1.83461999e-06, 1.83462164e-06, 1.83462247e-06,
       1.83462288e-06, 1.83462308e-06, 1.83462319e-06, 1.83462324e-06,
       1.83462326e-06, 1.83462328e-06, 1.83462328e-06, 1.83462329e-06]), 510: array([1.62573771e-06, 1.61570722e-06, 1.60868589e-06, 1.60377095e-06,
       1.60033049e-06, 1.59792218e-06, 1.59623635e-06, 1.59505627e-06,
       1.59423022e-06, 1.59365198e-06, 1.59324722e-06, 1.59296388e-06,
       1.59276554e-06, 1.59262671e-06, 1.59252953e-06, 1.59246150e-06,
       1.59241388e-06, 1.59238054e-06, 1.59235721e-06, 1.59234087e-06,
       1.59232944e-06, 1.59232144e-06, 1.59231583e-06, 1.59231191e-06,
       1.59230917e-06, 1.59230725e-06, 1.59230590e-06, 1.59230496e-06]), 515: array([4.39091854e-06, 5.02001460e-06, 5.33456232e-06, 5.49183602e-06,
       5.57047279e-06, 5.60979113e-06, 5.62945029e-06, 5.63927986e-06,
       5.64419463e-06, 5.64665202e-06, 5.64788071e-06, 5.64849506e-06,
       5.64880223e-06, 5.64895582e-06, 5.64903261e-06, 5.64907101e-06,
       5.64909020e-06, 5.64909980e-06, 5.64910460e-06, 5.64910700e-06,
       5.64910820e-06, 5.64910880e-06, 5.64910910e-06, 5.64910925e-06,
       5.64910933e-06, 5.64910937e-06, 5.64910938e-06, 5.64910939e-06]), 520: array([1.09007728e-05, 9.30007678e-06, 8.41960422e-06, 7.93529493e-06,
       7.66889766e-06, 7.52236422e-06, 7.44176261e-06, 7.39742721e-06,
       7.37304025e-06, 7.35962605e-06, 7.35224749e-06, 7.34818887e-06,
       7.34595640e-06, 7.34472842e-06, 7.34405296e-06, 7.34368142e-06,
       7.34347705e-06, 7.34336463e-06, 7.34330280e-06, 7.34326879e-06,
       7.34325008e-06, 7.34323979e-06, 7.34323413e-06, 7.34323101e-06,
       7.34322930e-06, 7.34322836e-06, 7.34322784e-06, 7.34322756e-06]), 525: array([1.16511498e-07, 9.63491492e-08, 8.62679749e-08, 8.12273876e-08,
       7.87070940e-08, 7.74469471e-08, 7.68168737e-08, 7.65018370e-08,
       7.63443186e-08, 7.62655595e-08, 7.62261799e-08, 7.62064901e-08,
       7.61966452e-08, 7.61917227e-08, 7.61892615e-08, 7.61880309e-08,
       7.61874156e-08, 7.61871079e-08, 7.61869541e-08, 7.61868772e-08,
       7.61868387e-08, 7.61868195e-08, 7.61868099e-08, 7.61868051e-08,
       7.61868027e-08, 7.61868015e-08, 7.61868009e-08, 7.61868006e-08]), 530: array([1.52579458e-06, 1.51607610e-06, 1.50927316e-06, 1.50451110e-06,
       1.50117766e-06, 1.49884425e-06, 1.49721086e-06, 1.49606749e-06,
       1.49526713e-06, 1.49470688e-06, 1.49431470e-06, 1.49404018e-06,
       1.49384801e-06, 1.49371350e-06, 1.49361933e-06, 1.49355342e-06,
       1.49350728e-06, 1.49347498e-06, 1.49345238e-06, 1.49343655e-06,
       1.49342547e-06, 1.49341772e-06, 1.49341229e-06, 1.49340849e-06,
       1.49340583e-06, 1.49340397e-06, 1.49340266e-06, 1.49340175e-06]), 535: array([3.09230133e-06, 3.09905092e-06, 3.10242571e-06, 3.10411311e-06,
       3.10495680e-06, 3.10537865e-06, 3.10558958e-06, 3.10569504e-06,
       3.10574777e-06, 3.10577413e-06, 3.10578732e-06, 3.10579391e-06,
       3.10579720e-06, 3.10579885e-06, 3.10579968e-06, 3.10580009e-06,
       3.10580029e-06, 3.10580040e-06, 3.10580045e-06, 3.10580047e-06,
       3.10580049e-06, 3.10580049e-06, 3.10580050e-06, 3.10580050e-06,
       3.10580050e-06, 3.10580050e-06, 3.10580050e-06, 3.10580050e-06]), 540: array([8.49688796e-05, 6.86740921e-05, 5.97699115e-05, 5.49042801e-05,
       5.22454875e-05, 5.07926075e-05, 4.99986908e-05, 4.95648601e-05,
       4.93277962e-05, 4.91982542e-05, 4.91274668e-05, 4.90887855e-05,
       4.90676483e-05, 4.90560980e-05, 4.90497865e-05, 4.90463376e-05,
       4.90444529e-05, 4.90434231e-05, 4.90428603e-05, 4.90425528e-05,
       4.90423848e-05, 4.90422930e-05, 4.90422428e-05, 4.90422154e-05,
       4.90422004e-05, 4.90421922e-05, 4.90421877e-05, 4.90421853e-05]), 545: array([1.79874736e-05, 1.79784479e-05, 1.79721300e-05, 1.79677074e-05,
       1.79646116e-05, 1.79624446e-05, 1.79609276e-05, 1.79598658e-05,
       1.79591225e-05, 1.79586021e-05, 1.79582379e-05, 1.79579830e-05,
       1.79578045e-05, 1.79576796e-05, 1.79575921e-05, 1.79575309e-05,
       1.79574881e-05, 1.79574581e-05, 1.79574371e-05, 1.79574224e-05,
       1.79574121e-05, 1.79574049e-05, 1.79573998e-05, 1.79573963e-05,
       1.79573938e-05, 1.79573921e-05, 1.79573909e-05, 1.79573901e-05]), 550: array([2.77970794e-07, 3.19049348e-07, 3.39588625e-07, 3.49858262e-07,
       3.54993081e-07, 3.57560490e-07, 3.58844195e-07, 3.59486047e-07,
       3.59806973e-07, 3.59967436e-07, 3.60047668e-07, 3.60087783e-07,
       3.60107841e-07, 3.60117870e-07, 3.60122885e-07, 3.60125392e-07,
       3.60126645e-07, 3.60127272e-07, 3.60127586e-07, 3.60127742e-07,
       3.60127821e-07, 3.60127860e-07, 3.60127880e-07, 3.60127889e-07,
       3.60127894e-07, 3.60127897e-07, 3.60127898e-07, 3.60127898e-07]), 555: array([3.35776215e-05, 3.32244403e-05, 3.30450646e-05, 3.29539622e-05,
       3.29076927e-05, 3.28841930e-05, 3.28722578e-05, 3.28661962e-05,
       3.28631175e-05, 3.28615539e-05, 3.28607598e-05, 3.28603564e-05,
       3.28601516e-05, 3.28600476e-05, 3.28599947e-05, 3.28599679e-05,
       3.28599543e-05, 3.28599473e-05, 3.28599438e-05, 3.28599420e-05,
       3.28599411e-05, 3.28599407e-05, 3.28599404e-05, 3.28599403e-05,
       3.28599403e-05, 3.28599402e-05, 3.28599402e-05, 3.28599402e-05]), 560: array([1.79853426e-05, 1.79038993e-05, 1.78631776e-05, 1.78428168e-05,
       1.78326363e-05, 1.78275461e-05, 1.78250010e-05, 1.78237285e-05,
       1.78230922e-05, 1.78227740e-05, 1.78226150e-05, 1.78225354e-05,
       1.78224957e-05, 1.78224758e-05, 1.78224658e-05, 1.78224609e-05,
       1.78224584e-05, 1.78224571e-05, 1.78224565e-05, 1.78224562e-05,
       1.78224561e-05, 1.78224560e-05, 1.78224559e-05, 1.78224559e-05,
       1.78224559e-05, 1.78224559e-05, 1.78224559e-05, 1.78224559e-05]), 565: array([7.26077636e-05, 5.60645357e-05, 4.98531863e-05, 4.75210622e-05,
       4.66454388e-05, 4.63166757e-05, 4.61932377e-05, 4.61468915e-05,
       4.61294902e-05, 4.61229567e-05, 4.61205037e-05, 4.61195826e-05,
       4.61192368e-05, 4.61191070e-05, 4.61190582e-05, 4.61190399e-05,
       4.61190330e-05, 4.61190305e-05, 4.61190295e-05, 4.61190291e-05,
       4.61190290e-05, 4.61190289e-05, 4.61190289e-05, 4.61190289e-05,
       4.61190289e-05, 4.61190289e-05, 4.61190289e-05, 4.61190289e-05]), 570: array([2.44870567e-06, 2.44585487e-06, 2.44442947e-06, 2.44371677e-06,
       2.44336042e-06, 2.44318225e-06, 2.44309316e-06, 2.44304862e-06,
       2.44302635e-06, 2.44301521e-06, 2.44300964e-06, 2.44300686e-06,
       2.44300547e-06, 2.44300477e-06, 2.44300442e-06, 2.44300425e-06,
       2.44300416e-06, 2.44300412e-06, 2.44300410e-06, 2.44300409e-06,
       2.44300408e-06, 2.44300408e-06, 2.44300408e-06, 2.44300408e-06,
       2.44300408e-06, 2.44300408e-06, 2.44300407e-06, 2.44300407e-06]), 575: array([1.42638678e-06, 1.42203813e-06, 1.41986381e-06, 1.41877664e-06,
       1.41823306e-06, 1.41796127e-06, 1.41782538e-06, 1.41775743e-06,
       1.41772345e-06, 1.41770647e-06, 1.41769797e-06, 1.41769373e-06,
       1.41769160e-06, 1.41769054e-06, 1.41769001e-06, 1.41768974e-06,
       1.41768961e-06, 1.41768955e-06, 1.41768951e-06, 1.41768950e-06,
       1.41768949e-06, 1.41768948e-06, 1.41768948e-06, 1.41768948e-06,
       1.41768948e-06, 1.41768948e-06, 1.41768948e-06, 1.41768948e-06]), 580: array([1.00584151e-04, 9.12744504e-05, 8.53954277e-05, 8.16828583e-05,
       7.93383919e-05, 7.78578747e-05, 7.69229366e-05, 7.63325284e-05,
       7.59596891e-05, 7.57242431e-05, 7.55755604e-05, 7.54816680e-05,
       7.54223756e-05, 7.53849327e-05, 7.53612878e-05, 7.53463561e-05,
       7.53369269e-05, 7.53309723e-05, 7.53272121e-05, 7.53248375e-05,
       7.53233380e-05, 7.53223910e-05, 7.53217931e-05, 7.53214154e-05,
       7.53211770e-05, 7.53210264e-05, 7.53209313e-05, 7.53208712e-05]), 585: array([1.39998513e-07, 1.40270419e-07, 1.40406372e-07, 1.40474349e-07,
       1.40508337e-07, 1.40525331e-07, 1.40533828e-07, 1.40538076e-07,
       1.40540201e-07, 1.40541263e-07, 1.40541794e-07, 1.40542059e-07,
       1.40542192e-07, 1.40542259e-07, 1.40542292e-07, 1.40542308e-07,
       1.40542317e-07, 1.40542321e-07, 1.40542323e-07, 1.40542324e-07,
       1.40542324e-07, 1.40542325e-07, 1.40542325e-07, 1.40542325e-07,
       1.40542325e-07, 1.40542325e-07, 1.40542325e-07, 1.40542325e-07]), 590: array([2.31907731e-05, 2.31389664e-05, 2.31130631e-05, 2.31001114e-05,
       2.30936356e-05, 2.30903977e-05, 2.30887788e-05, 2.30879693e-05,
       2.30875646e-05, 2.30873622e-05, 2.30872610e-05, 2.30872104e-05,
       2.30871851e-05, 2.30871725e-05, 2.30871662e-05, 2.30871630e-05,
       2.30871614e-05, 2.30871606e-05, 2.30871602e-05, 2.30871600e-05,
       2.30871599e-05, 2.30871599e-05, 2.30871599e-05, 2.30871598e-05,
       2.30871598e-05, 2.30871598e-05, 2.30871598e-05, 2.30871598e-05]), 595: array([4.47490649e-07, 3.83698538e-07, 3.51802481e-07, 3.35854452e-07,
       3.27880437e-07, 3.23893430e-07, 3.21899926e-07, 3.20903174e-07,
       3.20404798e-07, 3.20155610e-07, 3.20031016e-07, 3.19968719e-07,
       3.19937570e-07, 3.19921996e-07, 3.19914209e-07, 3.19910315e-07,
       3.19908369e-07, 3.19907395e-07, 3.19906909e-07, 3.19906665e-07,
       3.19906544e-07, 3.19906483e-07, 3.19906452e-07, 3.19906437e-07,
       3.19906430e-07, 3.19906426e-07, 3.19906424e-07, 3.19906423e-07]), 600: array([6.97787353e-06, 8.12113084e-06, 8.69275795e-06, 8.97857074e-06,
       9.12147675e-06, 9.19292956e-06, 9.22865587e-06, 9.24651898e-06,
       9.25545051e-06, 9.25991626e-06, 9.26214913e-06, 9.26326556e-06,
       9.26382378e-06, 9.26410288e-06, 9.26424244e-06, 9.26431221e-06,
       9.26434710e-06, 9.26436455e-06, 9.26437327e-06, 9.26437763e-06,
       9.26437981e-06, 9.26438090e-06, 9.26438144e-06, 9.26438172e-06,
       9.26438185e-06, 9.26438192e-06, 9.26438196e-06, 9.26438197e-06]), 605: array([2.40637815e-06, 2.41258704e-06, 2.41693325e-06, 2.41997560e-06,
       2.42210525e-06, 2.42359600e-06, 2.42463952e-06, 2.42536999e-06,
       2.42588132e-06, 2.42623925e-06, 2.42648980e-06, 2.42666518e-06,
       2.42678795e-06, 2.42687389e-06, 2.42693405e-06, 2.42697616e-06,
       2.42700563e-06, 2.42702627e-06, 2.42704071e-06, 2.42705082e-06,
       2.42705790e-06, 2.42706285e-06, 2.42706632e-06, 2.42706875e-06,
       2.42707045e-06, 2.42707164e-06, 2.42707247e-06, 2.42707305e-06]), 610: array([2.76201657e-06, 2.74449851e-06, 2.73223587e-06, 2.72365202e-06,
       2.71764332e-06, 2.71343723e-06, 2.71049297e-06, 2.70843198e-06,
       2.70698929e-06, 2.70597941e-06, 2.70527249e-06, 2.70477765e-06,
       2.70443126e-06, 2.70418879e-06, 2.70401906e-06, 2.70390024e-06,
       2.70381708e-06, 2.70375886e-06, 2.70371811e-06, 2.70368958e-06,
       2.70366961e-06, 2.70365563e-06, 2.70364585e-06, 2.70363900e-06,
       2.70363420e-06, 2.70363085e-06, 2.70362850e-06, 2.70362685e-06]), 615: array([3.63492504e-06, 3.63655851e-06, 3.63737525e-06, 3.63778361e-06,
       3.63798780e-06, 3.63808989e-06, 3.63814093e-06, 3.63816646e-06,
       3.63817922e-06, 3.63818560e-06, 3.63818879e-06, 3.63819038e-06,
       3.63819118e-06, 3.63819158e-06, 3.63819178e-06, 3.63819188e-06,
       3.63819193e-06, 3.63819195e-06, 3.63819197e-06, 3.63819197e-06,
       3.63819198e-06, 3.63819198e-06, 3.63819198e-06, 3.63819198e-06,
       3.63819198e-06, 3.63819198e-06, 3.63819198e-06, 3.63819198e-06]), 620: array([6.34411782e-06, 6.36124612e-06, 6.36981026e-06, 6.37409233e-06,
       6.37623336e-06, 6.37730388e-06, 6.37783913e-06, 6.37810676e-06,
       6.37824058e-06, 6.37830748e-06, 6.37834094e-06, 6.37835766e-06,
       6.37836603e-06, 6.37837021e-06, 6.37837230e-06, 6.37837334e-06,
       6.37837387e-06, 6.37837413e-06, 6.37837426e-06, 6.37837432e-06,
       6.37837436e-06, 6.37837437e-06, 6.37837438e-06, 6.37837439e-06,
       6.37837439e-06, 6.37837439e-06, 6.37837439e-06, 6.37837439e-06]), 625: array([1.29398913e-05, 1.01928998e-05, 8.81940270e-06, 8.13265346e-06,
       7.78927849e-06, 7.61759084e-06, 7.53174693e-06, 7.48882493e-06,
       7.46736391e-06, 7.45663339e-06, 7.45126812e-06, 7.44858549e-06,
       7.44724417e-06, 7.44657351e-06, 7.44623818e-06, 7.44607051e-06,
       7.44598668e-06, 7.44594476e-06, 7.44592380e-06, 7.44591332e-06,
       7.44590809e-06, 7.44590547e-06, 7.44590416e-06, 7.44590350e-06,
       7.44590317e-06, 7.44590301e-06, 7.44590293e-06, 7.44590289e-06]), 630: array([7.14826916e-05, 7.15562936e-05, 7.15930943e-05, 7.16114944e-05,
       7.16206943e-05, 7.16252943e-05, 7.16275942e-05, 7.16287442e-05,
       7.16293191e-05, 7.16296066e-05, 7.16297504e-05, 7.16298222e-05,
       7.16298582e-05, 7.16298761e-05, 7.16298851e-05, 7.16298896e-05,
       7.16298919e-05, 7.16298930e-05, 7.16298935e-05, 7.16298938e-05,
       7.16298940e-05, 7.16298940e-05, 7.16298941e-05, 7.16298941e-05,
       7.16298941e-05, 7.16298941e-05, 7.16298941e-05, 7.16298941e-05]), 635: array([6.00982198e-05, 7.04234108e-05, 7.55858879e-05, 7.81670673e-05,
       7.94576275e-05, 8.01028928e-05, 8.04255180e-05, 8.05868269e-05,
       8.06674795e-05, 8.07078049e-05, 8.07279672e-05, 8.07380480e-05,
       8.07430884e-05, 8.07456085e-05, 8.07468685e-05, 8.07474985e-05,
       8.07478135e-05, 8.07479710e-05, 8.07480497e-05, 8.07480891e-05,
       8.07481088e-05, 8.07481186e-05, 8.07481235e-05, 8.07481260e-05,
       8.07481272e-05, 8.07481278e-05, 8.07481282e-05, 8.07481283e-05]), 640: array([1.19475535e-05, 1.01348342e-05, 9.16492674e-06, 8.64597136e-06,
       8.36830085e-06, 8.21973141e-06, 8.14023835e-06, 8.09770507e-06,
       8.07494735e-06, 8.06277068e-06, 8.05625548e-06, 8.05276947e-06,
       8.05090426e-06, 8.04990627e-06, 8.04937229e-06, 8.04908658e-06,
       8.04893371e-06, 8.04885191e-06, 8.04880815e-06, 8.04878473e-06,
       8.04877220e-06, 8.04876550e-06, 8.04876191e-06, 8.04875999e-06,
       8.04875896e-06, 8.04875842e-06, 8.04875812e-06, 8.04875796e-06]), 645: array([6.67534013e-05, 7.03676283e-05, 7.39818554e-05, 7.75960824e-05,
       8.12103095e-05, 8.48245365e-05, 8.84387636e-05, 9.20529906e-05,
       9.56672177e-05, 9.92814448e-05, 1.02895672e-04, 1.06509899e-04,
       1.10124126e-04, 1.13738353e-04, 1.17352580e-04, 1.20966807e-04,
       1.24581034e-04, 1.28195261e-04, 1.31809488e-04, 1.35423715e-04,
       1.39037942e-04, 1.42652169e-04, 1.46266396e-04, 1.49880624e-04,
       1.53494851e-04, 1.57109078e-04, 1.60723305e-04, 1.64337532e-04]), 650: array([5.45612473e-05, 5.48868515e-05, 5.50496503e-05, 5.51310481e-05,
       5.51717462e-05, 5.51920948e-05, 5.52022689e-05, 5.52073559e-05,
       5.52098993e-05, 5.52111710e-05, 5.52118068e-05, 5.52121247e-05,
       5.52122837e-05, 5.52123631e-05, 5.52124029e-05, 5.52124227e-05,
       5.52124327e-05, 5.52124376e-05, 5.52124401e-05, 5.52124414e-05,
       5.52124420e-05, 5.52124423e-05, 5.52124425e-05, 5.52124425e-05,
       5.52124426e-05, 5.52124426e-05, 5.52124426e-05, 5.52124426e-05]), 655: array([4.55350944e-07, 4.54225623e-07, 4.53437898e-07, 4.52886490e-07,
       4.52500505e-07, 4.52230315e-07, 4.52041182e-07, 4.51908789e-07,
       4.51816114e-07, 4.51751241e-07, 4.51705830e-07, 4.51674043e-07,
       4.51651792e-07, 4.51636216e-07, 4.51625312e-07, 4.51617680e-07,
       4.51612338e-07, 4.51608598e-07, 4.51605980e-07, 4.51604148e-07,
       4.51602865e-07, 4.51601967e-07, 4.51601338e-07, 4.51600898e-07,
       4.51600590e-07, 4.51600375e-07, 4.51600224e-07, 4.51600118e-07]), 660: array([1.78555140e-06, 1.78749519e-06, 1.78885584e-06, 1.78980829e-06,
       1.79047501e-06, 1.79094171e-06, 1.79126841e-06, 1.79149709e-06,
       1.79165717e-06, 1.79176923e-06, 1.79184766e-06, 1.79190257e-06,
       1.79194101e-06, 1.79196791e-06, 1.79198674e-06, 1.79199993e-06,
       1.79200916e-06, 1.79201562e-06, 1.79202014e-06, 1.79202330e-06,
       1.79202552e-06, 1.79202707e-06, 1.79202815e-06, 1.79202891e-06,
       1.79202945e-06, 1.79202982e-06, 1.79203008e-06, 1.79203026e-06]), 665: array([7.91468370e-06, 6.69170867e-06, 6.08011721e-06, 5.77426949e-06,
       5.62131964e-06, 5.54483172e-06, 5.50658125e-06, 5.48745277e-06,
       5.47788690e-06, 5.47310316e-06, 5.47071088e-06, 5.46951453e-06,
       5.46891626e-06, 5.46861707e-06, 5.46846745e-06, 5.46839263e-06,
       5.46835521e-06, 5.46833650e-06, 5.46832714e-06, 5.46832246e-06,
       5.46832012e-06, 5.46831895e-06, 5.46831837e-06, 5.46831808e-06,
       5.46831793e-06, 5.46831786e-06, 5.46831782e-06, 5.46831780e-06]), 670: array([1.99827204e-05, 2.33384579e-05, 2.50163174e-05, 2.58552425e-05,
       2.62747028e-05, 2.64844317e-05, 2.65892956e-05, 2.66417273e-05,
       2.66679430e-05, 2.66810507e-05, 2.66876046e-05, 2.66908815e-05,
       2.66925199e-05, 2.66933392e-05, 2.66937488e-05, 2.66939536e-05,
       2.66940560e-05, 2.66941072e-05, 2.66941328e-05, 2.66941456e-05,
       2.66941520e-05, 2.66941552e-05, 2.66941568e-05, 2.66941576e-05,
       2.66941580e-05, 2.66941582e-05, 2.66941583e-05, 2.66941583e-05]), 675: array([1.69814471e-06, 1.69242885e-06, 1.68842774e-06, 1.68562697e-06,
       1.68366643e-06, 1.68229405e-06, 1.68133338e-06, 1.68066092e-06,
       1.68019019e-06, 1.67986068e-06, 1.67963003e-06, 1.67946857e-06,
       1.67935555e-06, 1.67927643e-06, 1.67922105e-06, 1.67918228e-06,
       1.67915515e-06, 1.67913615e-06, 1.67912286e-06, 1.67911355e-06,
       1.67910703e-06, 1.67910247e-06, 1.67909928e-06, 1.67909704e-06,
       1.67909548e-06, 1.67909438e-06, 1.67909362e-06, 1.67909308e-06]), 680: array([1.58907499e-05, 1.57770121e-05, 1.56973955e-05, 1.56416639e-05,
       1.56026517e-05, 1.55753431e-05, 1.55562271e-05, 1.55428459e-05,
       1.55334790e-05, 1.55269222e-05, 1.55223324e-05, 1.55191196e-05,
       1.55168706e-05, 1.55152963e-05, 1.55141943e-05, 1.55134229e-05,
       1.55128829e-05, 1.55125049e-05, 1.55122403e-05, 1.55120551e-05,
       1.55119255e-05, 1.55118347e-05, 1.55117712e-05, 1.55117267e-05,
       1.55116956e-05, 1.55116738e-05, 1.55116585e-05, 1.55116478e-05]), 685: array([0.00012806, 0.00013991, 0.00015176, 0.00016361, 0.00017546,
       0.00018731, 0.00019917, 0.00021102, 0.00022287, 0.00023472,
       0.00024657, 0.00025842, 0.00027027, 0.00028212, 0.00029397,
       0.00030582, 0.00031768, 0.00032953, 0.00034138, 0.00035323,
       0.00036508, 0.00037693, 0.00038878, 0.00040063, 0.00041248,
       0.00042433, 0.00043619, 0.00044804]), 690: array([1.90304668e-06, 1.99764974e-06, 2.04495125e-06, 2.06860200e-06,
       2.08042738e-06, 2.08634006e-06, 2.08929640e-06, 2.09077457e-06,
       2.09151366e-06, 2.09188320e-06, 2.09206797e-06, 2.09216036e-06,
       2.09220655e-06, 2.09222965e-06, 2.09224119e-06, 2.09224697e-06,
       2.09224986e-06, 2.09225130e-06, 2.09225202e-06, 2.09225238e-06,
       2.09225256e-06, 2.09225265e-06, 2.09225270e-06, 2.09225272e-06,
       2.09225273e-06, 2.09225274e-06, 2.09225274e-06, 2.09225274e-06]), 695: array([4.35595462e-06, 4.35688769e-06, 4.35735423e-06, 4.35758750e-06,
       4.35770414e-06, 4.35776246e-06, 4.35779162e-06, 4.35780620e-06,
       4.35781348e-06, 4.35781713e-06, 4.35781895e-06, 4.35781986e-06,
       4.35782032e-06, 4.35782055e-06, 4.35782066e-06, 4.35782072e-06,
       4.35782075e-06, 4.35782076e-06, 4.35782077e-06, 4.35782077e-06,
       4.35782077e-06, 4.35782077e-06, 4.35782077e-06, 4.35782077e-06,
       4.35782077e-06, 4.35782077e-06, 4.35782077e-06, 4.35782077e-06]), 700: array([2.68839055e-06, 2.50200819e-06, 2.40881698e-06, 2.36222136e-06,
       2.33892354e-06, 2.32727463e-06, 2.32145017e-06, 2.31853795e-06,
       2.31708183e-06, 2.31635377e-06, 2.31598974e-06, 2.31580773e-06,
       2.31571672e-06, 2.31567122e-06, 2.31564847e-06, 2.31563709e-06,
       2.31563140e-06, 2.31562856e-06, 2.31562714e-06, 2.31562642e-06,
       2.31562607e-06, 2.31562589e-06, 2.31562580e-06, 2.31562576e-06,
       2.31562574e-06, 2.31562572e-06, 2.31562572e-06, 2.31562572e-06]), 705: array([3.03239449e-07, 3.59464705e-07, 3.87577331e-07, 4.01633644e-07,
       4.08661800e-07, 4.12175877e-07, 4.13932916e-07, 4.14811435e-07,
       4.15250695e-07, 4.15470325e-07, 4.15580140e-07, 4.15635047e-07,
       4.15662501e-07, 4.15676228e-07, 4.15683091e-07, 4.15686523e-07,
       4.15688239e-07, 4.15689097e-07, 4.15689526e-07, 4.15689740e-07,
       4.15689847e-07, 4.15689901e-07, 4.15689928e-07, 4.15689941e-07,
       4.15689948e-07, 4.15689951e-07, 4.15689953e-07, 4.15689954e-07]), 710: array([4.85669014e-06, 4.87504235e-06, 4.88421846e-06, 4.88880652e-06,
       4.89110055e-06, 4.89224756e-06, 4.89282107e-06, 4.89310782e-06,
       4.89325120e-06, 4.89332289e-06, 4.89335873e-06, 4.89337665e-06,
       4.89338561e-06, 4.89339010e-06, 4.89339234e-06, 4.89339346e-06,
       4.89339402e-06, 4.89339430e-06, 4.89339444e-06, 4.89339451e-06,
       4.89339454e-06, 4.89339456e-06, 4.89339457e-06, 4.89339457e-06,
       4.89339457e-06, 4.89339457e-06, 4.89339458e-06, 4.89339458e-06]), 715: array([8.15626364e-06, 7.57961352e-06, 7.29128797e-06, 7.14712496e-06,
       7.07504333e-06, 7.03900246e-06, 7.02098199e-06, 7.01197174e-06,
       7.00746661e-06, 7.00521404e-06, 7.00408775e-06, 7.00352461e-06,
       7.00324303e-06, 7.00310225e-06, 7.00303185e-06, 7.00299666e-06,
       7.00297906e-06, 7.00297026e-06, 7.00296586e-06, 7.00296366e-06,
       7.00296256e-06, 7.00296201e-06, 7.00296174e-06, 7.00296160e-06,
       7.00296153e-06, 7.00296149e-06, 7.00296148e-06, 7.00296147e-06]), 720: array([1.28757092e-06, 1.28633159e-06, 1.28546407e-06, 1.28485680e-06,
       1.28443171e-06, 1.28413415e-06, 1.28392586e-06, 1.28378005e-06,
       1.28367799e-06, 1.28360654e-06, 1.28355653e-06, 1.28352152e-06,
       1.28349702e-06, 1.28347986e-06, 1.28346786e-06, 1.28345945e-06,
       1.28345357e-06, 1.28344945e-06, 1.28344657e-06, 1.28344455e-06,
       1.28344313e-06, 1.28344215e-06, 1.28344145e-06, 1.28344097e-06,
       1.28344063e-06, 1.28344039e-06, 1.28344023e-06, 1.28344011e-06]), 725: array([3.84116309e-06, 3.75350316e-06, 3.70967366e-06, 3.68775914e-06,
       3.67680200e-06, 3.67132348e-06, 3.66858425e-06, 3.66721465e-06,
       3.66652986e-06, 3.66618747e-06, 3.66601627e-06, 3.66593068e-06,
       3.66588788e-06, 3.66586648e-06, 3.66585578e-06, 3.66585043e-06,
       3.66584776e-06, 3.66584642e-06, 3.66584575e-06, 3.66584542e-06,
       3.66584525e-06, 3.66584517e-06, 3.66584512e-06, 3.66584510e-06,
       3.66584509e-06, 3.66584509e-06, 3.66584509e-06, 3.66584508e-06]), 730: array([2.42309591e-05, 2.66018001e-05, 2.77872025e-05, 2.83798946e-05,
       2.86762361e-05, 2.88244046e-05, 2.88984877e-05, 2.89355287e-05,
       2.89540489e-05, 2.89633088e-05, 2.89679387e-05, 2.89702537e-05,
       2.89714111e-05, 2.89719898e-05, 2.89722792e-05, 2.89724238e-05,
       2.89724962e-05, 2.89725323e-05, 2.89725504e-05, 2.89725595e-05,
       2.89725640e-05, 2.89725662e-05, 2.89725674e-05, 2.89725679e-05,
       2.89725682e-05, 2.89725684e-05, 2.89725684e-05, 2.89725685e-05]), 735: array([1.04663296e-05, 1.04802763e-05, 1.04900391e-05, 1.04968730e-05,
       1.05016567e-05, 1.05050053e-05, 1.05073493e-05, 1.05089901e-05,
       1.05101387e-05, 1.05109427e-05, 1.05115054e-05, 1.05118994e-05,
       1.05121752e-05, 1.05123682e-05, 1.05125033e-05, 1.05125979e-05,
       1.05126641e-05, 1.05127105e-05, 1.05127429e-05, 1.05127656e-05,
       1.05127815e-05, 1.05127927e-05, 1.05128005e-05, 1.05128059e-05,
       1.05128097e-05, 1.05128124e-05, 1.05128143e-05, 1.05128156e-05]), 740: array([2.35841336e-05, 2.75070559e-05, 2.94685070e-05, 3.04492275e-05,
       3.09395852e-05, 3.11847628e-05, 3.13073509e-05, 3.13686447e-05,
       3.13992914e-05, 3.14146147e-05, 3.14222763e-05, 3.14261071e-05,
       3.14280225e-05, 3.14289802e-05, 3.14294590e-05, 3.14296984e-05,
       3.14298181e-05, 3.14298780e-05, 3.14299079e-05, 3.14299229e-05,
       3.14299304e-05, 3.14299341e-05, 3.14299360e-05, 3.14299369e-05,
       3.14299374e-05, 3.14299376e-05, 3.14299377e-05, 3.14299378e-05]), 745: array([2.40055057e-06, 2.75666545e-06, 3.00594576e-06, 3.18044190e-06,
       3.30258915e-06, 3.38809218e-06, 3.44794428e-06, 3.48984073e-06,
       3.51916823e-06, 3.53969748e-06, 3.55406794e-06, 3.56412726e-06,
       3.57116878e-06, 3.57609784e-06, 3.57954819e-06, 3.58196342e-06,
       3.58365409e-06, 3.58483756e-06, 3.58566598e-06, 3.58624588e-06,
       3.58665181e-06, 3.58693596e-06, 3.58713486e-06, 3.58727410e-06,
       3.58737156e-06, 3.58743978e-06, 3.58748754e-06, 3.58752097e-06]), 750: array([2.80979395e-05, 2.79153378e-05, 2.77875164e-05, 2.76980413e-05,
       2.76354086e-05, 2.75915657e-05, 2.75608756e-05, 2.75393924e-05,
       2.75243542e-05, 2.75138275e-05, 2.75064587e-05, 2.75013006e-05,
       2.74976899e-05, 2.74951624e-05, 2.74933932e-05, 2.74921547e-05,
       2.74912878e-05, 2.74906809e-05, 2.74902561e-05, 2.74899588e-05,
       2.74897506e-05, 2.74896049e-05, 2.74895029e-05, 2.74894315e-05,
       2.74893815e-05, 2.74893465e-05, 2.74893221e-05, 2.74893049e-05]), 755: array([3.64807060e-05, 3.66932068e-05, 3.67994546e-05, 3.68525771e-05,
       3.68791378e-05, 3.68924177e-05, 3.68990576e-05, 3.69023774e-05,
       3.69040373e-05, 3.69048672e-05, 3.69052821e-05, 3.69054896e-05,
       3.69055933e-05, 3.69056452e-05, 3.69056711e-05, 3.69056841e-05,
       3.69056906e-05, 3.69056938e-05, 3.69056954e-05, 3.69056963e-05,
       3.69056967e-05, 3.69056969e-05, 3.69056970e-05, 3.69056970e-05,
       3.69056970e-05, 3.69056971e-05, 3.69056971e-05, 3.69056971e-05]), 760: array([1.38541289e-05, 1.37518733e-05, 1.36802943e-05, 1.36301890e-05,
       1.35951152e-05, 1.35705636e-05, 1.35533774e-05, 1.35413471e-05,
       1.35329259e-05, 1.35270310e-05, 1.35229046e-05, 1.35200161e-05,
       1.35179942e-05, 1.35165788e-05, 1.35155880e-05, 1.35148945e-05,
       1.35144090e-05, 1.35140692e-05, 1.35138313e-05, 1.35136648e-05,
       1.35135483e-05, 1.35134667e-05, 1.35134095e-05, 1.35133696e-05,
       1.35133416e-05, 1.35133220e-05, 1.35133083e-05, 1.35132987e-05]), 765: array([6.95315184e-06, 8.28785185e-06, 8.95520222e-06, 9.28887760e-06,
       9.45571538e-06, 9.53913431e-06, 9.58084380e-06, 9.60169856e-06,
       9.61212595e-06, 9.61733964e-06, 9.61994649e-06, 9.62124992e-06,
       9.62190163e-06, 9.62222749e-06, 9.62239041e-06, 9.62247188e-06,
       9.62251261e-06, 9.62253298e-06, 9.62254316e-06, 9.62254825e-06,
       9.62255080e-06, 9.62255207e-06, 9.62255271e-06, 9.62255303e-06,
       9.62255318e-06, 9.62255326e-06, 9.62255330e-06, 9.62255332e-06]), 770: array([1.31943789e-06, 1.32000228e-06, 1.32028447e-06, 1.32042557e-06,
       1.32049612e-06, 1.32053139e-06, 1.32054903e-06, 1.32055785e-06,
       1.32056226e-06, 1.32056446e-06, 1.32056556e-06, 1.32056612e-06,
       1.32056639e-06, 1.32056653e-06, 1.32056660e-06, 1.32056663e-06,
       1.32056665e-06, 1.32056666e-06, 1.32056666e-06, 1.32056666e-06,
       1.32056667e-06, 1.32056667e-06, 1.32056667e-06, 1.32056667e-06,
       1.32056667e-06, 1.32056667e-06, 1.32056667e-06, 1.32056667e-06]), 775: array([7.19715671e-06, 7.17611682e-06, 7.16138889e-06, 7.15107933e-06,
       7.14386264e-06, 7.13881096e-06, 7.13527477e-06, 7.13279944e-06,
       7.13106671e-06, 7.12985380e-06, 7.12900476e-06, 7.12841044e-06,
       7.12799441e-06, 7.12770319e-06, 7.12749933e-06, 7.12735663e-06,
       7.12725674e-06, 7.12718682e-06, 7.12713788e-06, 7.12710361e-06,
       7.12707963e-06, 7.12706284e-06, 7.12705109e-06, 7.12704286e-06,
       7.12703711e-06, 7.12703307e-06, 7.12703025e-06, 7.12702828e-06]), 780: array([8.37848783e-07, 8.81670922e-07, 9.03581988e-07, 9.14537520e-07,
       9.20015285e-07, 9.22754167e-07, 9.24123608e-07, 9.24808328e-07,
       9.25150688e-07, 9.25321868e-07, 9.25407458e-07, 9.25450253e-07,
       9.25471651e-07, 9.25482349e-07, 9.25487699e-07, 9.25490373e-07,
       9.25491711e-07, 9.25492379e-07, 9.25492714e-07, 9.25492881e-07,
       9.25492964e-07, 9.25493006e-07, 9.25493027e-07, 9.25493038e-07,
       9.25493043e-07, 9.25493045e-07, 9.25493047e-07, 9.25493047e-07]), 785: array([7.22585046e-07, 7.21486199e-07, 7.20717006e-07, 7.20178571e-07,
       7.19801666e-07, 7.19537833e-07, 7.19353149e-07, 7.19223871e-07,
       7.19133376e-07, 7.19070030e-07, 7.19025687e-07, 7.18994647e-07,
       7.18972920e-07, 7.18957710e-07, 7.18947064e-07, 7.18939611e-07,
       7.18934394e-07, 7.18930742e-07, 7.18928186e-07, 7.18926397e-07,
       7.18925144e-07, 7.18924267e-07, 7.18923654e-07, 7.18923224e-07,
       7.18922923e-07, 7.18922713e-07, 7.18922565e-07, 7.18922462e-07]), 790: array([6.71971493e-05, 6.71703335e-05, 6.71569256e-05, 6.71502216e-05,
       6.71468696e-05, 6.71451936e-05, 6.71443556e-05, 6.71439366e-05,
       6.71437271e-05, 6.71436224e-05, 6.71435700e-05, 6.71435438e-05,
       6.71435307e-05, 6.71435242e-05, 6.71435209e-05, 6.71435192e-05,
       6.71435184e-05, 6.71435180e-05, 6.71435178e-05, 6.71435177e-05,
       6.71435177e-05, 6.71435176e-05, 6.71435176e-05, 6.71435176e-05,
       6.71435176e-05, 6.71435176e-05, 6.71435176e-05, 6.71435176e-05]), 795: array([4.04066574e-06, 4.04767113e-06, 4.05117383e-06, 4.05292518e-06,
       4.05380085e-06, 4.05423868e-06, 4.05445760e-06, 4.05456706e-06,
       4.05462179e-06, 4.05464915e-06, 4.05466284e-06, 4.05466968e-06,
       4.05467310e-06, 4.05467481e-06, 4.05467566e-06, 4.05467609e-06,
       4.05467630e-06, 4.05467641e-06, 4.05467646e-06, 4.05467649e-06,
       4.05467650e-06, 4.05467651e-06, 4.05467651e-06, 4.05467652e-06,
       4.05467652e-06, 4.05467652e-06, 4.05467652e-06, 4.05467652e-06]), 800: array([1.21786905e-06, 1.21591672e-06, 1.21494056e-06, 1.21445247e-06,
       1.21420843e-06, 1.21408641e-06, 1.21402540e-06, 1.21399490e-06,
       1.21397965e-06, 1.21397202e-06, 1.21396821e-06, 1.21396630e-06,
       1.21396535e-06, 1.21396487e-06, 1.21396463e-06, 1.21396451e-06,
       1.21396445e-06, 1.21396442e-06, 1.21396441e-06, 1.21396440e-06,
       1.21396440e-06, 1.21396439e-06, 1.21396439e-06, 1.21396439e-06,
       1.21396439e-06, 1.21396439e-06, 1.21396439e-06, 1.21396439e-06]), 805: array([2.04383546e-06, 2.04055345e-06, 2.03825604e-06, 2.03664785e-06,
       2.03552212e-06, 2.03473411e-06, 2.03418250e-06, 2.03379638e-06,
       2.03352609e-06, 2.03333689e-06, 2.03320444e-06, 2.03311174e-06,
       2.03304684e-06, 2.03300141e-06, 2.03296961e-06, 2.03294735e-06,
       2.03293177e-06, 2.03292087e-06, 2.03291323e-06, 2.03290789e-06,
       2.03290414e-06, 2.03290153e-06, 2.03289969e-06, 2.03289841e-06,
       2.03289751e-06, 2.03289688e-06, 2.03289644e-06, 2.03289613e-06]), 810: array([5.61597386e-07, 6.23718175e-07, 6.54778567e-07, 6.70308762e-07,
       6.78073858e-07, 6.81956406e-07, 6.83897680e-07, 6.84868316e-07,
       6.85353635e-07, 6.85596294e-07, 6.85717623e-07, 6.85778288e-07,
       6.85808621e-07, 6.85823787e-07, 6.85831370e-07, 6.85835161e-07,
       6.85837057e-07, 6.85838005e-07, 6.85838479e-07, 6.85838716e-07,
       6.85838834e-07, 6.85838894e-07, 6.85838923e-07, 6.85838938e-07,
       6.85838946e-07, 6.85838949e-07, 6.85838951e-07, 6.85838952e-07]), 815: array([9.48990053e-06, 9.47694109e-06, 9.46786947e-06, 9.46151934e-06,
       9.45707424e-06, 9.45396267e-06, 9.45178458e-06, 9.45025990e-06,
       9.44919263e-06, 9.44844555e-06, 9.44792258e-06, 9.44755651e-06,
       9.44730026e-06, 9.44712088e-06, 9.44699532e-06, 9.44690742e-06,
       9.44684589e-06, 9.44680283e-06, 9.44677268e-06, 9.44675157e-06,
       9.44673680e-06, 9.44672646e-06, 9.44671922e-06, 9.44671416e-06,
       9.44671061e-06, 9.44670813e-06, 9.44670639e-06, 9.44670517e-06]), 820: array([1.86826139e-06, 1.87238806e-06, 1.87527672e-06, 1.87729878e-06,
       1.87871423e-06, 1.87970504e-06, 1.88039860e-06, 1.88088410e-06,
       1.88122395e-06, 1.88146184e-06, 1.88162837e-06, 1.88174493e-06,
       1.88182653e-06, 1.88188365e-06, 1.88192363e-06, 1.88195162e-06,
       1.88197121e-06, 1.88198493e-06, 1.88199453e-06, 1.88200125e-06,
       1.88200595e-06, 1.88200924e-06, 1.88201155e-06, 1.88201316e-06,
       1.88201429e-06, 1.88201508e-06, 1.88201563e-06, 1.88201602e-06]), 825: array([1.41407132e-05, 1.44334426e-05, 1.45798008e-05, 1.46529766e-05,
       1.46895629e-05, 1.47078553e-05, 1.47170010e-05, 1.47215737e-05,
       1.47238599e-05, 1.47250030e-05, 1.47255745e-05, 1.47258602e-05,
       1.47260031e-05, 1.47260745e-05, 1.47261103e-05, 1.47261281e-05,
       1.47261370e-05, 1.47261415e-05, 1.47261437e-05, 1.47261448e-05,
       1.47261454e-05, 1.47261457e-05, 1.47261458e-05, 1.47261459e-05,
       1.47261459e-05, 1.47261459e-05, 1.47261460e-05, 1.47261460e-05]), 830: array([6.49625094e-06, 6.48141526e-06, 6.47103028e-06, 6.46376079e-06,
       6.45867215e-06, 6.45511010e-06, 6.45261666e-06, 6.45087125e-06,
       6.44964947e-06, 6.44879422e-06, 6.44819554e-06, 6.44777647e-06,
       6.44748312e-06, 6.44727777e-06, 6.44713403e-06, 6.44703341e-06,
       6.44696297e-06, 6.44691367e-06, 6.44687916e-06, 6.44685500e-06,
       6.44683809e-06, 6.44682625e-06, 6.44681796e-06, 6.44681216e-06,
       6.44680810e-06, 6.44680526e-06, 6.44680327e-06, 6.44680188e-06]), 835: array([4.38514066e-06, 5.08294011e-06, 5.43183956e-06, 5.60628915e-06,
       5.69351387e-06, 5.73712619e-06, 5.75893234e-06, 5.76983541e-06,
       5.77528693e-06, 5.77801269e-06, 5.77937557e-06, 5.78005701e-06,
       5.78039773e-06, 5.78056809e-06, 5.78065327e-06, 5.78069586e-06,
       5.78071716e-06, 5.78072780e-06, 5.78073313e-06, 5.78073579e-06,
       5.78073712e-06, 5.78073779e-06, 5.78073812e-06, 5.78073829e-06,
       5.78073837e-06, 5.78073841e-06, 5.78073843e-06, 5.78073844e-06]), 840: array([5.68709946e-06, 5.69803176e-06, 5.70568437e-06, 5.71104118e-06,
       5.71479095e-06, 5.71741578e-06, 5.71925317e-06, 5.72053933e-06,
       5.72143965e-06, 5.72206987e-06, 5.72251102e-06, 5.72281983e-06,
       5.72303600e-06, 5.72318731e-06, 5.72329323e-06, 5.72336738e-06,
       5.72341928e-06, 5.72345561e-06, 5.72348104e-06, 5.72349884e-06,
       5.72351130e-06, 5.72352003e-06, 5.72352613e-06, 5.72353041e-06,
       5.72353340e-06, 5.72353549e-06, 5.72353696e-06, 5.72353798e-06]), 845: array([3.83767778e-05, 3.14818021e-05, 2.78428700e-05, 2.59223663e-05,
       2.49087902e-05, 2.43738595e-05, 2.40915414e-05, 2.39425435e-05,
       2.38639076e-05, 2.38224062e-05, 2.38005032e-05, 2.37889436e-05,
       2.37828428e-05, 2.37796230e-05, 2.37779237e-05, 2.37770269e-05,
       2.37765535e-05, 2.37763037e-05, 2.37761719e-05, 2.37761023e-05,
       2.37760656e-05, 2.37760462e-05, 2.37760360e-05, 2.37760306e-05,
       2.37760277e-05, 2.37760262e-05, 2.37760255e-05, 2.37760250e-05]), 850: array([5.20285097e-06, 5.19827923e-06, 5.19507901e-06, 5.19283885e-06,
       5.19127074e-06, 5.19017307e-06, 5.18940469e-06, 5.18886683e-06,
       5.18849032e-06, 5.18822677e-06, 5.18804229e-06, 5.18791314e-06,
       5.18782275e-06, 5.18775947e-06, 5.18771517e-06, 5.18768416e-06,
       5.18766246e-06, 5.18764727e-06, 5.18763663e-06, 5.18762919e-06,
       5.18762397e-06, 5.18762033e-06, 5.18761777e-06, 5.18761599e-06,
       5.18761473e-06, 5.18761386e-06, 5.18761325e-06, 5.18761282e-06]), 855: array([1.37369086e-05, 1.21838007e-05, 1.14072469e-05, 1.10189701e-05,
       1.08248318e-05, 1.07277626e-05, 1.06792281e-05, 1.06549608e-05,
       1.06428272e-05, 1.06367604e-05, 1.06337270e-05, 1.06322103e-05,
       1.06314519e-05, 1.06310727e-05, 1.06308831e-05, 1.06307883e-05,
       1.06307409e-05, 1.06307173e-05, 1.06307054e-05, 1.06306995e-05,
       1.06306965e-05, 1.06306950e-05, 1.06306943e-05, 1.06306939e-05,
       1.06306937e-05, 1.06306936e-05, 1.06306936e-05, 1.06306936e-05]), 860: array([7.14805175e-07, 7.12051570e-07, 7.10674768e-07, 7.09986367e-07,
       7.09642167e-07, 7.09470066e-07, 7.09384016e-07, 7.09340991e-07,
       7.09319479e-07, 7.09308722e-07, 7.09303344e-07, 7.09300655e-07,
       7.09299311e-07, 7.09298638e-07, 7.09298302e-07, 7.09298134e-07,
       7.09298050e-07, 7.09298008e-07, 7.09297987e-07, 7.09297977e-07,
       7.09297971e-07, 7.09297969e-07, 7.09297967e-07, 7.09297967e-07,
       7.09297966e-07, 7.09297966e-07, 7.09297966e-07, 7.09297966e-07]), 865: array([1.90271598e-06, 1.91251680e-06, 1.91741721e-06, 1.91986742e-06,
       1.92109252e-06, 1.92170508e-06, 1.92201135e-06, 1.92216449e-06,
       1.92224106e-06, 1.92227934e-06, 1.92229849e-06, 1.92230806e-06,
       1.92231284e-06, 1.92231524e-06, 1.92231643e-06, 1.92231703e-06,
       1.92231733e-06, 1.92231748e-06, 1.92231755e-06, 1.92231759e-06,
       1.92231761e-06, 1.92231762e-06, 1.92231762e-06, 1.92231763e-06,
       1.92231763e-06, 1.92231763e-06, 1.92231763e-06, 1.92231763e-06]), 870: array([4.30574800e-06, 4.82202212e-06, 5.08015894e-06, 5.20922723e-06,
       5.27376131e-06, 5.30602832e-06, 5.32216181e-06, 5.33022855e-06,
       5.33426191e-06, 5.33627859e-06, 5.33728693e-06, 5.33779110e-06,
       5.33804319e-06, 5.33816923e-06, 5.33823225e-06, 5.33826376e-06,
       5.33827952e-06, 5.33828739e-06, 5.33829133e-06, 5.33829330e-06,
       5.33829429e-06, 5.33829478e-06, 5.33829502e-06, 5.33829515e-06,
       5.33829521e-06, 5.33829524e-06, 5.33829526e-06, 5.33829526e-06]), 875: array([3.26651323e-06, 3.28126715e-06, 3.28864412e-06, 3.29233260e-06,
       3.29417684e-06, 3.29509896e-06, 3.29556002e-06, 3.29579055e-06,
       3.29590581e-06, 3.29596345e-06, 3.29599226e-06, 3.29600667e-06,
       3.29601387e-06, 3.29601748e-06, 3.29601928e-06, 3.29602018e-06,
       3.29602063e-06, 3.29602085e-06, 3.29602097e-06, 3.29602102e-06,
       3.29602105e-06, 3.29602106e-06, 3.29602107e-06, 3.29602108e-06,
       3.29602108e-06, 3.29602108e-06, 3.29602108e-06, 3.29602108e-06]), 880: array([4.28757419e-06, 4.25949304e-06, 4.23983624e-06, 4.22607646e-06,
       4.21644462e-06, 4.20970232e-06, 4.20498272e-06, 4.20167899e-06,
       4.19936638e-06, 4.19774755e-06, 4.19661437e-06, 4.19582115e-06,
       4.19526589e-06, 4.19487721e-06, 4.19460513e-06, 4.19441468e-06,
       4.19428136e-06, 4.19418804e-06, 4.19412271e-06, 4.19407698e-06,
       4.19404497e-06, 4.19402257e-06, 4.19400688e-06, 4.19399590e-06,
       4.19398822e-06, 4.19398284e-06, 4.19397907e-06, 4.19397643e-06]), 885: array([2.26203030e-06, 2.26931989e-06, 2.27442261e-06, 2.27799450e-06,
       2.28049483e-06, 2.28224506e-06, 2.28347022e-06, 2.28432783e-06,
       2.28492816e-06, 2.28534839e-06, 2.28564255e-06, 2.28584846e-06,
       2.28599260e-06, 2.28609350e-06, 2.28616412e-06, 2.28621356e-06,
       2.28624817e-06, 2.28627240e-06, 2.28628935e-06, 2.28630123e-06,
       2.28630953e-06, 2.28631535e-06, 2.28631942e-06, 2.28632227e-06,
       2.28632427e-06, 2.28632566e-06, 2.28632664e-06, 2.28632733e-06]), 890: array([2.87510611e-06, 2.88944539e-06, 2.89661502e-06, 2.90019984e-06,
       2.90199225e-06, 2.90288845e-06, 2.90333655e-06, 2.90356060e-06,
       2.90367263e-06, 2.90372864e-06, 2.90375665e-06, 2.90377065e-06,
       2.90377765e-06, 2.90378115e-06, 2.90378290e-06, 2.90378378e-06,
       2.90378422e-06, 2.90378443e-06, 2.90378454e-06, 2.90378460e-06,
       2.90378463e-06, 2.90378464e-06, 2.90378465e-06, 2.90378465e-06,
       2.90378465e-06, 2.90378465e-06, 2.90378465e-06, 2.90378465e-06]), 895: array([2.40817625e-06, 2.41323541e-06, 2.41576498e-06, 2.41702977e-06,
       2.41766217e-06, 2.41797837e-06, 2.41813646e-06, 2.41821551e-06,
       2.41825504e-06, 2.41827480e-06, 2.41828468e-06, 2.41828962e-06,
       2.41829209e-06, 2.41829333e-06, 2.41829395e-06, 2.41829425e-06,
       2.41829441e-06, 2.41829449e-06, 2.41829452e-06, 2.41829454e-06,
       2.41829455e-06, 2.41829456e-06, 2.41829456e-06, 2.41829456e-06,
       2.41829456e-06, 2.41829456e-06, 2.41829456e-06, 2.41829456e-06]), 900: array([3.00181770e-05, 3.00630219e-05, 3.00944133e-05, 3.01163872e-05,
       3.01317688e-05, 3.01425359e-05, 3.01500728e-05, 3.01553487e-05,
       3.01590417e-05, 3.01616269e-05, 3.01634365e-05, 3.01647032e-05,
       3.01655899e-05, 3.01662106e-05, 3.01666450e-05, 3.01669492e-05,
       3.01671621e-05, 3.01673111e-05, 3.01674154e-05, 3.01674884e-05,
       3.01675395e-05, 3.01675753e-05, 3.01676004e-05, 3.01676179e-05,
       3.01676302e-05, 3.01676387e-05, 3.01676448e-05, 3.01676490e-05]), 905: array([6.43710417e-06, 7.46180916e-06, 8.17910182e-06, 8.68120609e-06,
       9.03267868e-06, 9.27870921e-06, 9.45093038e-06, 9.57148506e-06,
       9.65587324e-06, 9.71494489e-06, 9.75629500e-06, 9.78524005e-06,
       9.80550156e-06, 9.81968460e-06, 9.82961271e-06, 9.83656238e-06,
       9.84142715e-06, 9.84483248e-06, 9.84721621e-06, 9.84888482e-06,
       9.85005284e-06, 9.85087046e-06, 9.85144279e-06, 9.85184342e-06,
       9.85212386e-06, 9.85232017e-06, 9.85245759e-06, 9.85255378e-06]), 910: array([8.02753553e-06, 7.98868642e-06, 7.96149203e-06, 7.94245595e-06,
       7.92913069e-06, 7.91980300e-06, 7.91327362e-06, 7.90870305e-06,
       7.90550365e-06, 7.90326407e-06, 7.90169636e-06, 7.90059896e-06,
       7.89983078e-06, 7.89929306e-06, 7.89891665e-06, 7.89865317e-06,
       7.89846873e-06, 7.89833962e-06, 7.89824924e-06, 7.89818598e-06,
       7.89814170e-06, 7.89811070e-06, 7.89808900e-06, 7.89807381e-06,
       7.89806318e-06, 7.89805573e-06, 7.89805052e-06, 7.89804688e-06]), 915: array([5.31139577e-06, 6.35794556e-06, 6.88122079e-06, 7.14285858e-06,
       7.27367756e-06, 7.33908710e-06, 7.37179189e-06, 7.38814429e-06,
       7.39632050e-06, 7.40040860e-06, 7.40245266e-06, 7.40347469e-06,
       7.40398570e-06, 7.40424121e-06, 7.40436896e-06, 7.40443284e-06,
       7.40446478e-06, 7.40448075e-06, 7.40448873e-06, 7.40449272e-06,
       7.40449472e-06, 7.40449572e-06, 7.40449622e-06, 7.40449647e-06,
       7.40449659e-06, 7.40449665e-06, 7.40449669e-06, 7.40449670e-06]), 920: array([5.94536055e-07, 5.94513572e-07, 5.94502330e-07, 5.94496709e-07,
       5.94493898e-07, 5.94492493e-07, 5.94491791e-07, 5.94491439e-07,
       5.94491264e-07, 5.94491176e-07, 5.94491132e-07, 5.94491110e-07,
       5.94491099e-07, 5.94491093e-07, 5.94491091e-07, 5.94491089e-07,
       5.94491089e-07, 5.94491088e-07, 5.94491088e-07, 5.94491088e-07,
       5.94491088e-07, 5.94491088e-07, 5.94491088e-07, 5.94491088e-07,
       5.94491088e-07, 5.94491088e-07, 5.94491088e-07, 5.94491088e-07]), 925: array([8.27246865e-05, 6.87421680e-05, 5.91673749e-05, 5.26108547e-05,
       4.81211540e-05, 4.50467468e-05, 4.29414885e-05, 4.14998732e-05,
       4.05126999e-05, 3.98367144e-05, 3.93738206e-05, 3.90568453e-05,
       3.88397905e-05, 3.86911581e-05, 3.85893793e-05, 3.85196844e-05,
       3.84719594e-05, 3.84392789e-05, 3.84169003e-05, 3.84015761e-05,
       3.83910826e-05, 3.83838969e-05, 3.83789764e-05, 3.83756070e-05,
       3.83732997e-05, 3.83717198e-05, 3.83706379e-05, 3.83698971e-05]), 930: array([3.30986462e-06, 3.30550573e-06, 3.30245450e-06, 3.30031864e-06,
       3.29882354e-06, 3.29777697e-06, 3.29704437e-06, 3.29653155e-06,
       3.29617257e-06, 3.29592129e-06, 3.29574539e-06, 3.29562227e-06,
       3.29553608e-06, 3.29547574e-06, 3.29543351e-06, 3.29540395e-06,
       3.29538325e-06, 3.29536877e-06, 3.29535863e-06, 3.29535153e-06,
       3.29534656e-06, 3.29534308e-06, 3.29534065e-06, 3.29533894e-06,
       3.29533775e-06, 3.29533692e-06, 3.29533633e-06, 3.29533592e-06]), 935: array([1.56172504e-06, 1.55207239e-06, 1.54531553e-06, 1.54058573e-06,
       1.53727487e-06, 1.53495726e-06, 1.53333494e-06, 1.53219931e-06,
       1.53140437e-06, 1.53084791e-06, 1.53045839e-06, 1.53018573e-06,
       1.52999486e-06, 1.52986126e-06, 1.52976773e-06, 1.52970227e-06,
       1.52965644e-06, 1.52962436e-06, 1.52960190e-06, 1.52958619e-06,
       1.52957518e-06, 1.52956748e-06, 1.52956209e-06, 1.52955831e-06,
       1.52955567e-06, 1.52955382e-06, 1.52955253e-06, 1.52955162e-06]), 940: array([1.83772235e-06, 1.83833089e-06, 1.83875686e-06, 1.83905505e-06,
       1.83926377e-06, 1.83940988e-06, 1.83951216e-06, 1.83958375e-06,
       1.83963387e-06, 1.83966895e-06, 1.83969351e-06, 1.83971070e-06,
       1.83972273e-06, 1.83973115e-06, 1.83973705e-06, 1.83974117e-06,
       1.83974406e-06, 1.83974609e-06, 1.83974750e-06, 1.83974849e-06,
       1.83974919e-06, 1.83974967e-06, 1.83975001e-06, 1.83975025e-06,
       1.83975042e-06, 1.83975053e-06, 1.83975061e-06, 1.83975067e-06]), 945: array([2.92397914e-07, 2.93033158e-07, 2.93477829e-07, 2.93789098e-07,
       2.94006986e-07, 2.94159508e-07, 2.94266274e-07, 2.94341009e-07,
       2.94393324e-07, 2.94429945e-07, 2.94455579e-07, 2.94473523e-07,
       2.94486084e-07, 2.94494877e-07, 2.94501032e-07, 2.94505340e-07,
       2.94508356e-07, 2.94510467e-07, 2.94511945e-07, 2.94512979e-07,
       2.94513703e-07, 2.94514210e-07, 2.94514565e-07, 2.94514813e-07,
       2.94514987e-07, 2.94515109e-07, 2.94515194e-07, 2.94515254e-07]), 950: array([1.60188365e-06, 1.59829076e-06, 1.59649431e-06, 1.59559609e-06,
       1.59514697e-06, 1.59492242e-06, 1.59481014e-06, 1.59475400e-06,
       1.59472593e-06, 1.59471190e-06, 1.59470488e-06, 1.59470137e-06,
       1.59469962e-06, 1.59469874e-06, 1.59469830e-06, 1.59469808e-06,
       1.59469797e-06, 1.59469792e-06, 1.59469789e-06, 1.59469788e-06,
       1.59469787e-06, 1.59469787e-06, 1.59469786e-06, 1.59469786e-06,
       1.59469786e-06, 1.59469786e-06, 1.59469786e-06, 1.59469786e-06]), 955: array([3.13012581e-07, 3.13172070e-07, 3.13283711e-07, 3.13361861e-07,
       3.13416565e-07, 3.13454858e-07, 3.13481663e-07, 3.13500427e-07,
       3.13513562e-07, 3.13522756e-07, 3.13529192e-07, 3.13533697e-07,
       3.13536851e-07, 3.13539058e-07, 3.13540603e-07, 3.13541685e-07,
       3.13542442e-07, 3.13542972e-07, 3.13543343e-07, 3.13543603e-07,
       3.13543785e-07, 3.13543912e-07, 3.13544001e-07, 3.13544063e-07,
       3.13544107e-07, 3.13544138e-07, 3.13544159e-07, 3.13544174e-07]), 960: array([3.39402594e-06, 3.38409456e-06, 3.37714260e-06, 3.37227622e-06,
       3.36886976e-06, 3.36648523e-06, 3.36481607e-06, 3.36364765e-06,
       3.36282976e-06, 3.36225723e-06, 3.36185646e-06, 3.36157593e-06,
       3.36137955e-06, 3.36124209e-06, 3.36114586e-06, 3.36107851e-06,
       3.36103136e-06, 3.36099835e-06, 3.36097525e-06, 3.36095907e-06,
       3.36094775e-06, 3.36093983e-06, 3.36093428e-06, 3.36093040e-06,
       3.36092768e-06, 3.36092578e-06, 3.36092445e-06, 3.36092351e-06]), 965: array([2.95200218e-06, 2.95983106e-06, 2.96531127e-06, 2.96914741e-06,
       2.97183272e-06, 2.97371243e-06, 2.97502822e-06, 2.97594928e-06,
       2.97659402e-06, 2.97704534e-06, 2.97736126e-06, 2.97758241e-06,
       2.97773721e-06, 2.97784557e-06, 2.97792142e-06, 2.97797452e-06,
       2.97801169e-06, 2.97803770e-06, 2.97805592e-06, 2.97806866e-06,
       2.97807759e-06, 2.97808384e-06, 2.97808821e-06, 2.97809127e-06,
       2.97809341e-06, 2.97809491e-06, 2.97809596e-06, 2.97809670e-06]), 970: array([4.15820827e-06, 3.93230913e-06, 3.81935960e-06, 3.76288486e-06,
       3.73464750e-06, 3.72052883e-06, 3.71346949e-06, 3.70993983e-06,
       3.70817500e-06, 3.70729258e-06, 3.70685137e-06, 3.70663077e-06,
       3.70652047e-06, 3.70646532e-06, 3.70643774e-06, 3.70642395e-06,
       3.70641706e-06, 3.70641361e-06, 3.70641189e-06, 3.70641103e-06,
       3.70641060e-06, 3.70641038e-06, 3.70641027e-06, 3.70641022e-06,
       3.70641019e-06, 3.70641018e-06, 3.70641017e-06, 3.70641017e-06]), 975: array([1.46964832e-05, 1.64405673e-05, 1.73126063e-05, 1.77486242e-05,
       1.79666324e-05, 1.80756361e-05, 1.81301377e-05, 1.81573884e-05,
       1.81710138e-05, 1.81778264e-05, 1.81812327e-05, 1.81829358e-05,
       1.81837874e-05, 1.81842132e-05, 1.81844261e-05, 1.81845325e-05,
       1.81845858e-05, 1.81846124e-05, 1.81846257e-05, 1.81846323e-05,
       1.81846357e-05, 1.81846373e-05, 1.81846381e-05, 1.81846386e-05,
       1.81846388e-05, 1.81846389e-05, 1.81846389e-05, 1.81846390e-05]), 980: array([4.16339180e-06, 4.12710085e-06, 4.10895538e-06, 4.09988264e-06,
       4.09534628e-06, 4.09307810e-06, 4.09194401e-06, 4.09137696e-06,
       4.09109344e-06, 4.09095168e-06, 4.09088080e-06, 4.09084536e-06,
       4.09082764e-06, 4.09081878e-06, 4.09081435e-06, 4.09081213e-06,
       4.09081103e-06, 4.09081047e-06, 4.09081019e-06, 4.09081006e-06,
       4.09080999e-06, 4.09080995e-06, 4.09080994e-06, 4.09080993e-06,
       4.09080992e-06, 4.09080992e-06, 4.09080992e-06, 4.09080992e-06]), 985: array([3.78900159e-05, 3.76453880e-05, 3.75230740e-05, 3.74619170e-05,
       3.74313385e-05, 3.74160492e-05, 3.74084046e-05, 3.74045822e-05,
       3.74026711e-05, 3.74017155e-05, 3.74012377e-05, 3.74009988e-05,
       3.74008794e-05, 3.74008196e-05, 3.74007898e-05, 3.74007749e-05,
       3.74007674e-05, 3.74007637e-05, 3.74007618e-05, 3.74007609e-05,
       3.74007604e-05, 3.74007602e-05, 3.74007600e-05, 3.74007600e-05,
       3.74007600e-05, 3.74007599e-05, 3.74007599e-05, 3.74007599e-05]), 990: array([2.83688486e-05, 2.81220685e-05, 2.79986782e-05, 2.79369830e-05,
       2.79061353e-05, 2.78907115e-05, 2.78829995e-05, 2.78791436e-05,
       2.78772156e-05, 2.78762516e-05, 2.78757696e-05, 2.78755286e-05,
       2.78754081e-05, 2.78753478e-05, 2.78753177e-05, 2.78753026e-05,
       2.78752951e-05, 2.78752913e-05, 2.78752895e-05, 2.78752885e-05,
       2.78752880e-05, 2.78752878e-05, 2.78752877e-05, 2.78752876e-05,
       2.78752876e-05, 2.78752876e-05, 2.78752876e-05, 2.78752876e-05]), 995: array([6.86415900e-07, 6.86459959e-07, 6.86481988e-07, 6.86493003e-07,
       6.86498511e-07, 6.86501264e-07, 6.86502641e-07, 6.86503330e-07,
       6.86503674e-07, 6.86503846e-07, 6.86503932e-07, 6.86503975e-07,
       6.86503996e-07, 6.86504007e-07, 6.86504013e-07, 6.86504015e-07,
       6.86504017e-07, 6.86504017e-07, 6.86504018e-07, 6.86504018e-07,
       6.86504018e-07, 6.86504018e-07, 6.86504018e-07, 6.86504018e-07,
       6.86504018e-07, 6.86504018e-07, 6.86504018e-07, 6.86504018e-07]), 1000: array([1.15804633e-05, 1.01831196e-05, 9.30081046e-06, 8.74370388e-06,
       8.39193630e-06, 8.16982364e-06, 8.02957752e-06, 7.94102349e-06,
       7.88510880e-06, 7.84980322e-06, 7.82751061e-06, 7.81343464e-06,
       7.80454680e-06, 7.79893486e-06, 7.79539137e-06, 7.79315395e-06,
       7.79174119e-06, 7.79084915e-06, 7.79028590e-06, 7.78993026e-06,
       7.78970570e-06, 7.78956390e-06, 7.78947437e-06, 7.78941784e-06,
       7.78938215e-06, 7.78935961e-06, 7.78934538e-06, 7.78933639e-06]), 1005: array([7.98125123e-06, 9.03245759e-06, 9.55806006e-06, 9.82086094e-06,
       9.95226119e-06, 1.00179612e-05, 1.00508112e-05, 1.00672362e-05,
       1.00754486e-05, 1.00795549e-05, 1.00816080e-05, 1.00826345e-05,
       1.00831478e-05, 1.00834045e-05, 1.00835328e-05, 1.00835969e-05,
       1.00836290e-05, 1.00836451e-05, 1.00836531e-05, 1.00836571e-05,
       1.00836591e-05, 1.00836601e-05, 1.00836606e-05, 1.00836608e-05,
       1.00836610e-05, 1.00836610e-05, 1.00836611e-05, 1.00836611e-05]), 1010: array([3.67120814e-06, 3.64565291e-06, 3.62776424e-06, 3.61524217e-06,
       3.60647672e-06, 3.60034091e-06, 3.59604584e-06, 3.59303929e-06,
       3.59093470e-06, 3.58946149e-06, 3.58843024e-06, 3.58770837e-06,
       3.58720306e-06, 3.58684934e-06, 3.58660174e-06, 3.58642841e-06,
       3.58630709e-06, 3.58622216e-06, 3.58616271e-06, 3.58612110e-06,
       3.58609197e-06, 3.58607157e-06, 3.58605730e-06, 3.58604731e-06,
       3.58604031e-06, 3.58603542e-06, 3.58603199e-06, 3.58602959e-06]), 1015: array([5.35999587e-05, 5.93838215e-05, 6.51676842e-05, 7.09515470e-05,
       7.67354098e-05, 8.25192726e-05, 8.83031354e-05, 9.40869982e-05,
       9.98708609e-05, 1.05654724e-04, 1.11438587e-04, 1.17222449e-04,
       1.23006312e-04, 1.28790175e-04, 1.34574038e-04, 1.40357900e-04,
       1.46141763e-04, 1.51925626e-04, 1.57709489e-04, 1.63493352e-04,
       1.69277214e-04, 1.75061077e-04, 1.80844940e-04, 1.86628803e-04,
       1.92412665e-04, 1.98196528e-04, 2.03980391e-04, 2.09764254e-04]), 1020: array([5.29393074e-05, 4.88071922e-05, 4.67417074e-05, 4.57092514e-05,
       4.51931665e-05, 4.49351956e-05, 4.48062460e-05, 4.47417890e-05,
       4.47095695e-05, 4.46934641e-05, 4.46854137e-05, 4.46813896e-05,
       4.46793781e-05, 4.46783727e-05, 4.46778701e-05, 4.46776189e-05,
       4.46774933e-05, 4.46774305e-05, 4.46773991e-05, 4.46773834e-05,
       4.46773756e-05, 4.46773717e-05, 4.46773697e-05, 4.46773687e-05,
       4.46773683e-05, 4.46773680e-05, 4.46773679e-05, 4.46773678e-05]), 1025: array([4.33095312e-05, 4.99193618e-05, 5.32241780e-05, 5.48765365e-05,
       5.57026910e-05, 5.61157558e-05, 5.63222820e-05, 5.64255421e-05,
       5.64771705e-05, 5.65029840e-05, 5.65158903e-05, 5.65223433e-05,
       5.65255697e-05, 5.65271828e-05, 5.65279894e-05, 5.65283926e-05,
       5.65285943e-05, 5.65286951e-05, 5.65287455e-05, 5.65287707e-05,
       5.65287833e-05, 5.65287896e-05, 5.65287927e-05, 5.65287943e-05,
       5.65287951e-05, 5.65287955e-05, 5.65287957e-05, 5.65287958e-05]), 1030: array([1.47315115e-05, 1.34669640e-05, 1.28346892e-05, 1.25185514e-05,
       1.23604823e-05, 1.22814476e-05, 1.22419302e-05, 1.22221715e-05,
       1.22122921e-05, 1.22073524e-05, 1.22048825e-05, 1.22036476e-05,
       1.22030301e-05, 1.22027214e-05, 1.22025670e-05, 1.22024899e-05,
       1.22024513e-05, 1.22024320e-05, 1.22024223e-05, 1.22024175e-05,
       1.22024151e-05, 1.22024139e-05, 1.22024133e-05, 1.22024130e-05,
       1.22024128e-05, 1.22024127e-05, 1.22024127e-05, 1.22024127e-05]), 1035: array([0.00032522, 0.00034846, 0.00037169, 0.00039492, 0.00041814,
       0.00044136, 0.00046458, 0.00048779, 0.000511  , 0.0005342 ,
       0.0005574 , 0.0005806 , 0.0006038 , 0.00062699, 0.00065017,
       0.00067335, 0.00069653, 0.00071971, 0.00074288, 0.00076605,
       0.00078921, 0.00081237, 0.00083553, 0.00085868, 0.00088183,
       0.00090498, 0.00092812, 0.00095126]), 1040: array([9.21988697e-06, 9.26449826e-06, 9.28680388e-06, 9.29795667e-06,
       9.30353306e-06, 9.30632125e-06, 9.30771535e-06, 9.30841239e-06,
       9.30876091e-06, 9.30893518e-06, 9.30902231e-06, 9.30906587e-06,
       9.30908765e-06, 9.30909855e-06, 9.30910399e-06, 9.30910671e-06,
       9.30910807e-06, 9.30910876e-06, 9.30910910e-06, 9.30910927e-06,
       9.30910935e-06, 9.30910939e-06, 9.30910941e-06, 9.30910943e-06,
       9.30910943e-06, 9.30910943e-06, 9.30910943e-06, 9.30910944e-06]), 1045: array([2.15296691e-05, 3.55005114e-05, 4.45948450e-05, 5.05148103e-05,
       5.43684176e-05, 5.68769270e-05, 5.85098436e-05, 5.95727924e-05,
       6.02647199e-05, 6.07151308e-05, 6.10083262e-05, 6.11991820e-05,
       6.13234198e-05, 6.14042925e-05, 6.14569367e-05, 6.14912055e-05,
       6.15135128e-05, 6.15280337e-05, 6.15374861e-05, 6.15436392e-05,
       6.15476446e-05, 6.15502518e-05, 6.15519491e-05, 6.15530539e-05,
       6.15537730e-05, 6.15542412e-05, 6.15545459e-05, 6.15547443e-05]), 1050: array([1.98680714e-06, 1.97623395e-06, 1.96883272e-06, 1.96365186e-06,
       1.96002525e-06, 1.95748663e-06, 1.95570959e-06, 1.95446567e-06,
       1.95359492e-06, 1.95298540e-06, 1.95255873e-06, 1.95226006e-06,
       1.95205100e-06, 1.95190465e-06, 1.95180221e-06, 1.95173050e-06,
       1.95168030e-06, 1.95164516e-06, 1.95162056e-06, 1.95160335e-06,
       1.95159130e-06, 1.95158286e-06, 1.95157695e-06, 1.95157282e-06,
       1.95156993e-06, 1.95156790e-06, 1.95156648e-06, 1.95156549e-06]), 1055: array([9.48542249e-06, 9.24598960e-06, 9.04989208e-06, 8.88928657e-06,
       8.75774933e-06, 8.65001923e-06, 8.56178738e-06, 8.48952477e-06,
       8.43034108e-06, 8.38186915e-06, 8.34217024e-06, 8.30965649e-06,
       8.28302747e-06, 8.26121808e-06, 8.24335600e-06, 8.22872682e-06,
       8.21674539e-06, 8.20693250e-06, 8.19889566e-06, 8.19231343e-06,
       8.18692252e-06, 8.18250732e-06, 8.17889124e-06, 8.17592964e-06,
       8.17350406e-06, 8.17151749e-06, 8.16989048e-06, 8.16855794e-06]), 1060: array([2.03627328e-05, 1.94760704e-05, 1.90742328e-05, 1.88921189e-05,
       1.88095845e-05, 1.87721797e-05, 1.87552277e-05, 1.87475451e-05,
       1.87440633e-05, 1.87424853e-05, 1.87417702e-05, 1.87414461e-05,
       1.87412992e-05, 1.87412326e-05, 1.87412024e-05, 1.87411888e-05,
       1.87411826e-05, 1.87411798e-05, 1.87411785e-05, 1.87411779e-05,
       1.87411776e-05, 1.87411775e-05, 1.87411775e-05, 1.87411774e-05,
       1.87411774e-05, 1.87411774e-05, 1.87411774e-05, 1.87411774e-05]), 1065: array([5.21783884e-07, 5.23342320e-07, 5.24433226e-07, 5.25196860e-07,
       5.25731404e-07, 5.26105584e-07, 5.26367510e-07, 5.26550859e-07,
       5.26679203e-07, 5.26769043e-07, 5.26831932e-07, 5.26875954e-07,
       5.26906769e-07, 5.26928340e-07, 5.26943440e-07, 5.26954009e-07,
       5.26961408e-07, 5.26966587e-07, 5.26970212e-07, 5.26972750e-07,
       5.26974527e-07, 5.26975770e-07, 5.26976641e-07, 5.26977250e-07,
       5.26977676e-07, 5.26977975e-07, 5.26978184e-07, 5.26978330e-07]), 1070: array([5.99863474e-06, 6.52453057e-06, 6.78747796e-06, 6.91895139e-06,
       6.98468798e-06, 7.01755621e-06, 7.03399029e-06, 7.04220731e-06,
       7.04631581e-06, 7.04837006e-06, 7.04939718e-06, 7.04991074e-06,
       7.05016752e-06, 7.05029591e-06, 7.05036011e-06, 7.05039220e-06,
       7.05040825e-06, 7.05041628e-06, 7.05042029e-06, 7.05042229e-06,
       7.05042330e-06, 7.05042380e-06, 7.05042405e-06, 7.05042418e-06,
       7.05042424e-06, 7.05042427e-06, 7.05042429e-06, 7.05042429e-06]), 1075: array([5.21453259e-06, 5.20078643e-06, 5.19116412e-06, 5.18442850e-06,
       5.17971356e-06, 5.17641310e-06, 5.17410278e-06, 5.17248555e-06,
       5.17135349e-06, 5.17056105e-06, 5.17000634e-06, 5.16961805e-06,
       5.16934624e-06, 5.16915597e-06, 5.16902279e-06, 5.16892956e-06,
       5.16886430e-06, 5.16881861e-06, 5.16878663e-06, 5.16876425e-06,
       5.16874858e-06, 5.16873761e-06, 5.16872993e-06, 5.16872456e-06,
       5.16872080e-06, 5.16871816e-06, 5.16871632e-06, 5.16871503e-06]), 1080: array([1.01388708e-05, 1.01175030e-05, 1.01068191e-05, 1.01014772e-05,
       1.00988062e-05, 1.00974707e-05, 1.00968030e-05, 1.00964691e-05,
       1.00963022e-05, 1.00962187e-05, 1.00961770e-05, 1.00961561e-05,
       1.00961457e-05, 1.00961405e-05, 1.00961379e-05, 1.00961366e-05,
       1.00961359e-05, 1.00961356e-05, 1.00961354e-05, 1.00961353e-05,
       1.00961353e-05, 1.00961353e-05, 1.00961353e-05, 1.00961353e-05,
       1.00961353e-05, 1.00961353e-05, 1.00961353e-05, 1.00961353e-05]), 1085: array([6.69244834e-07, 6.68343156e-07, 6.67892154e-07, 6.67666571e-07,
       6.67553739e-07, 6.67497303e-07, 6.67469074e-07, 6.67454955e-07,
       6.67447892e-07, 6.67444360e-07, 6.67442593e-07, 6.67441710e-07,
       6.67441267e-07, 6.67441046e-07, 6.67440936e-07, 6.67440880e-07,
       6.67440853e-07, 6.67440839e-07, 6.67440832e-07, 6.67440829e-07,
       6.67440827e-07, 6.67440826e-07, 6.67440826e-07, 6.67440825e-07,
       6.67440825e-07, 6.67440825e-07, 6.67440825e-07, 6.67440825e-07]), 1090: array([6.28791550e-06, 6.31048481e-06, 6.32176946e-06, 6.32741179e-06,
       6.33023295e-06, 6.33164353e-06, 6.33234882e-06, 6.33270147e-06,
       6.33287779e-06, 6.33296595e-06, 6.33301003e-06, 6.33303207e-06,
       6.33304309e-06, 6.33304860e-06, 6.33305136e-06, 6.33305274e-06,
       6.33305342e-06, 6.33305377e-06, 6.33305394e-06, 6.33305403e-06,
       6.33305407e-06, 6.33305409e-06, 6.33305410e-06, 6.33305411e-06,
       6.33305411e-06, 6.33305411e-06, 6.33305411e-06, 6.33305411e-06]), 1095: array([1.74357932e-06, 1.74641946e-06, 1.74783953e-06, 1.74854956e-06,
       1.74890458e-06, 1.74908209e-06, 1.74917084e-06, 1.74921522e-06,
       1.74923741e-06, 1.74924850e-06, 1.74925405e-06, 1.74925682e-06,
       1.74925821e-06, 1.74925890e-06, 1.74925925e-06, 1.74925942e-06,
       1.74925951e-06, 1.74925955e-06, 1.74925957e-06, 1.74925958e-06,
       1.74925959e-06, 1.74925959e-06, 1.74925959e-06, 1.74925959e-06,
       1.74925959e-06, 1.74925959e-06, 1.74925959e-06, 1.74925959e-06]), 1100: array([2.59037352e-06, 2.30535416e-06, 2.16284445e-06, 2.09158958e-06,
       2.05596214e-06, 2.03814842e-06, 2.02924155e-06, 2.02478812e-06,
       2.02256140e-06, 2.02144804e-06, 2.02089136e-06, 2.02061303e-06,
       2.02047386e-06, 2.02040427e-06, 2.02036948e-06, 2.02035208e-06,
       2.02034338e-06, 2.02033903e-06, 2.02033686e-06, 2.02033577e-06,
       2.02033523e-06, 2.02033496e-06, 2.02033482e-06, 2.02033475e-06,
       2.02033472e-06, 2.02033470e-06, 2.02033469e-06, 2.02033469e-06]), 1105: array([3.74087422e-06, 3.46741861e-06, 3.33069074e-06, 3.26232678e-06,
       3.22814478e-06, 3.21105378e-06, 3.20250827e-06, 3.19823551e-06,
       3.19609913e-06, 3.19503094e-06, 3.19449685e-06, 3.19422980e-06,
       3.19409628e-06, 3.19402952e-06, 3.19399613e-06, 3.19397944e-06,
       3.19397110e-06, 3.19396693e-06, 3.19396484e-06, 3.19396380e-06,
       3.19396328e-06, 3.19396301e-06, 3.19396288e-06, 3.19396282e-06,
       3.19396279e-06, 3.19396277e-06, 3.19396276e-06, 3.19396276e-06]), 1110: array([2.61896543e-05, 2.54776427e-05, 2.51216395e-05, 2.49436391e-05,
       2.48546395e-05, 2.48101401e-05, 2.47878905e-05, 2.47767658e-05,
       2.47712035e-05, 2.47684223e-05, 2.47670318e-05, 2.47663365e-05,
       2.47659888e-05, 2.47658150e-05, 2.47657281e-05, 2.47656847e-05,
       2.47656629e-05, 2.47656521e-05, 2.47656467e-05, 2.47656439e-05,
       2.47656426e-05, 2.47656419e-05, 2.47656416e-05, 2.47656414e-05,
       2.47656413e-05, 2.47656413e-05, 2.47656412e-05, 2.47656412e-05]), 1115: array([7.40771904e-06, 7.39523277e-06, 7.38898963e-06, 7.38586806e-06,
       7.38430727e-06, 7.38352688e-06, 7.38313668e-06, 7.38294158e-06,
       7.38284403e-06, 7.38279526e-06, 7.38277087e-06, 7.38275868e-06,
       7.38275258e-06, 7.38274953e-06, 7.38274801e-06, 7.38274725e-06,
       7.38274687e-06, 7.38274667e-06, 7.38274658e-06, 7.38274653e-06,
       7.38274651e-06, 7.38274650e-06, 7.38274649e-06, 7.38274649e-06,
       7.38274649e-06, 7.38274648e-06, 7.38274648e-06, 7.38274648e-06]), 1120: array([2.16380950e-05, 1.66256254e-05, 1.41193845e-05, 1.28662610e-05,
       1.22396977e-05, 1.19264153e-05, 1.17697737e-05, 1.16914527e-05,
       1.16522921e-05, 1.16327118e-05, 1.16229216e-05, 1.16180265e-05,
       1.16155789e-05, 1.16143551e-05, 1.16137433e-05, 1.16134373e-05,
       1.16132843e-05, 1.16132078e-05, 1.16131696e-05, 1.16131505e-05,
       1.16131409e-05, 1.16131361e-05, 1.16131338e-05, 1.16131326e-05,
       1.16131320e-05, 1.16131317e-05, 1.16131315e-05, 1.16131314e-05]), 1125: array([1.78770183e-05, 1.79363542e-05, 1.79778893e-05, 1.80069638e-05,
       1.80273159e-05, 1.80415624e-05, 1.80515349e-05, 1.80585157e-05,
       1.80634022e-05, 1.80668228e-05, 1.80692171e-05, 1.80708932e-05,
       1.80720665e-05, 1.80728877e-05, 1.80734626e-05, 1.80738651e-05,
       1.80741467e-05, 1.80743439e-05, 1.80744820e-05, 1.80745786e-05,
       1.80746462e-05, 1.80746936e-05, 1.80747267e-05, 1.80747499e-05,
       1.80747661e-05, 1.80747775e-05, 1.80747855e-05, 1.80747910e-05]), 1130: array([1.57539798e-06, 1.37988857e-06, 1.28213385e-06, 1.23325648e-06,
       1.20881780e-06, 1.19659846e-06, 1.19048879e-06, 1.18743395e-06,
       1.18590653e-06, 1.18514282e-06, 1.18476097e-06, 1.18457004e-06,
       1.18447458e-06, 1.18442684e-06, 1.18440298e-06, 1.18439105e-06,
       1.18438508e-06, 1.18438210e-06, 1.18438060e-06, 1.18437986e-06,
       1.18437949e-06, 1.18437930e-06, 1.18437921e-06, 1.18437916e-06,
       1.18437914e-06, 1.18437912e-06, 1.18437912e-06, 1.18437912e-06]), 1135: array([0.00014307, 0.00014821, 0.00015335, 0.00015848, 0.00016362,
       0.00016876, 0.00017389, 0.00017903, 0.00018416, 0.0001893 ,
       0.00019444, 0.00019957, 0.00020471, 0.00020984, 0.00021498,
       0.00022011, 0.00022525, 0.00023038, 0.00023552, 0.00024065,
       0.00024579, 0.00025092, 0.00025605, 0.00026119, 0.00026632,
       0.00027146, 0.00027659, 0.00028172]), 1140: array([9.39479507e-05, 9.59976272e-05, 9.80473037e-05, 1.00096980e-04,
       1.02146657e-04, 1.04196333e-04, 1.06246010e-04, 1.08295686e-04,
       1.10345363e-04, 1.12395039e-04, 1.14444716e-04, 1.16494392e-04,
       1.18544069e-04, 1.20593745e-04, 1.22643422e-04, 1.24693098e-04,
       1.26742775e-04, 1.28792451e-04, 1.30842128e-04, 1.32891804e-04,
       1.34941481e-04, 1.36991157e-04, 1.39040834e-04, 1.41090510e-04,
       1.43140187e-04, 1.45189863e-04, 1.47239540e-04, 1.49289216e-04]), 1145: array([2.41991220e-06, 2.43629840e-06, 2.44449150e-06, 2.44858805e-06,
       2.45063633e-06, 2.45166046e-06, 2.45217253e-06, 2.45242856e-06,
       2.45255658e-06, 2.45262059e-06, 2.45265259e-06, 2.45266860e-06,
       2.45267660e-06, 2.45268060e-06, 2.45268260e-06, 2.45268360e-06,
       2.45268410e-06, 2.45268435e-06, 2.45268447e-06, 2.45268454e-06,
       2.45268457e-06, 2.45268458e-06, 2.45268459e-06, 2.45268459e-06,
       2.45268460e-06, 2.45268460e-06, 2.45268460e-06, 2.45268460e-06]), 1150: array([6.33758460e-06, 6.31721961e-06, 6.30703710e-06, 6.30194584e-06,
       6.29940021e-06, 6.29812739e-06, 6.29749098e-06, 6.29717277e-06,
       6.29701367e-06, 6.29693412e-06, 6.29689435e-06, 6.29687446e-06,
       6.29686451e-06, 6.29685954e-06, 6.29685706e-06, 6.29685581e-06,
       6.29685519e-06, 6.29685488e-06, 6.29685472e-06, 6.29685465e-06,
       6.29685461e-06, 6.29685459e-06, 6.29685458e-06, 6.29685457e-06,
       6.29685457e-06, 6.29685457e-06, 6.29685457e-06, 6.29685457e-06]), 1155: array([2.00668420e-05, 2.01155293e-05, 2.01398730e-05, 2.01520448e-05,
       2.01581307e-05, 2.01611737e-05, 2.01626952e-05, 2.01634559e-05,
       2.01638363e-05, 2.01640265e-05, 2.01641216e-05, 2.01641691e-05,
       2.01641929e-05, 2.01642048e-05, 2.01642107e-05, 2.01642137e-05,
       2.01642152e-05, 2.01642159e-05, 2.01642163e-05, 2.01642165e-05,
       2.01642166e-05, 2.01642166e-05, 2.01642167e-05, 2.01642167e-05,
       2.01642167e-05, 2.01642167e-05, 2.01642167e-05, 2.01642167e-05]), 1160: array([2.85875586e-06, 2.86297374e-06, 2.86508267e-06, 2.86613714e-06,
       2.86666438e-06, 2.86692799e-06, 2.86705980e-06, 2.86712571e-06,
       2.86715866e-06, 2.86717514e-06, 2.86718337e-06, 2.86718749e-06,
       2.86718955e-06, 2.86719058e-06, 2.86719110e-06, 2.86719135e-06,
       2.86719148e-06, 2.86719155e-06, 2.86719158e-06, 2.86719160e-06,
       2.86719160e-06, 2.86719161e-06, 2.86719161e-06, 2.86719161e-06,
       2.86719161e-06, 2.86719161e-06, 2.86719161e-06, 2.86719161e-06]), 1165: array([1.43344895e-04, 1.26447536e-04, 1.14926679e-04, 1.07071597e-04,
       1.01715891e-04, 9.80642955e-05, 9.55745863e-05, 9.38770676e-05,
       9.27196754e-05, 9.19305492e-05, 9.13925118e-05, 9.10256703e-05,
       9.07755527e-05, 9.06050189e-05, 9.04887466e-05, 9.04094705e-05,
       9.03554190e-05, 9.03185659e-05, 9.02934389e-05, 9.02763070e-05,
       9.02646262e-05, 9.02566621e-05, 9.02512320e-05, 9.02475297e-05,
       9.02450055e-05, 9.02432844e-05, 9.02421109e-05, 9.02413108e-05]), 1170: array([4.70146269e-07, 4.71279844e-07, 4.71846631e-07, 4.72130025e-07,
       4.72271721e-07, 4.72342570e-07, 4.72377994e-07, 4.72395706e-07,
       4.72404562e-07, 4.72408990e-07, 4.72411204e-07, 4.72412311e-07,
       4.72412865e-07, 4.72413141e-07, 4.72413280e-07, 4.72413349e-07,
       4.72413383e-07, 4.72413401e-07, 4.72413409e-07, 4.72413414e-07,
       4.72413416e-07, 4.72413417e-07, 4.72413418e-07, 4.72413418e-07,
       4.72413418e-07, 4.72413418e-07, 4.72413418e-07, 4.72413418e-07]), 1175: array([5.52014232e-06, 5.51108378e-06, 5.50474280e-06, 5.50030410e-06,
       5.49719702e-06, 5.49502206e-06, 5.49349959e-06, 5.49243386e-06,
       5.49168784e-06, 5.49116563e-06, 5.49080009e-06, 5.49054421e-06,
       5.49036509e-06, 5.49023970e-06, 5.49015194e-06, 5.49009050e-06,
       5.49004749e-06, 5.49001739e-06, 5.48999632e-06, 5.48998156e-06,
       5.48997124e-06, 5.48996401e-06, 5.48995895e-06, 5.48995541e-06,
       5.48995293e-06, 5.48995119e-06, 5.48994998e-06, 5.48994913e-06]), 1180: array([2.29801866e-06, 2.30406463e-06, 2.30829681e-06, 2.31125933e-06,
       2.31333310e-06, 2.31478473e-06, 2.31580088e-06, 2.31651218e-06,
       2.31701009e-06, 2.31735862e-06, 2.31760260e-06, 2.31777338e-06,
       2.31789293e-06, 2.31797662e-06, 2.31803519e-06, 2.31807620e-06,
       2.31810490e-06, 2.31812499e-06, 2.31813906e-06, 2.31814890e-06,
       2.31815580e-06, 2.31816062e-06, 2.31816400e-06, 2.31816636e-06,
       2.31816802e-06, 2.31816917e-06, 2.31816999e-06, 2.31817055e-06]), 1185: array([1.05438799e-06, 1.05704197e-06, 1.05836897e-06, 1.05903246e-06,
       1.05936421e-06, 1.05953009e-06, 1.05961302e-06, 1.05965449e-06,
       1.05967523e-06, 1.05968559e-06, 1.05969078e-06, 1.05969337e-06,
       1.05969466e-06, 1.05969531e-06, 1.05969564e-06, 1.05969580e-06,
       1.05969588e-06, 1.05969592e-06, 1.05969594e-06, 1.05969595e-06,
       1.05969596e-06, 1.05969596e-06, 1.05969596e-06, 1.05969596e-06,
       1.05969596e-06, 1.05969596e-06, 1.05969596e-06, 1.05969596e-06]), 1190: array([1.61734731e-05, 1.61316018e-05, 1.61022919e-05, 1.60817749e-05,
       1.60674130e-05, 1.60573596e-05, 1.60503223e-05, 1.60453962e-05,
       1.60419479e-05, 1.60395340e-05, 1.60378444e-05, 1.60366616e-05,
       1.60358336e-05, 1.60352541e-05, 1.60348484e-05, 1.60345644e-05,
       1.60343656e-05, 1.60342265e-05, 1.60341291e-05, 1.60340609e-05,
       1.60340131e-05, 1.60339797e-05, 1.60339564e-05, 1.60339400e-05,
       1.60339285e-05, 1.60339205e-05, 1.60339149e-05, 1.60339110e-05]), 1195: array([2.85154774e-05, 2.83707285e-05, 2.82983544e-05, 2.82621674e-05,
       2.82440740e-05, 2.82350273e-05, 2.82305040e-05, 2.82282424e-05,
       2.82271116e-05, 2.82265462e-05, 2.82262635e-05, 2.82261221e-05,
       2.82260514e-05, 2.82260161e-05, 2.82259984e-05, 2.82259896e-05,
       2.82259852e-05, 2.82259830e-05, 2.82259819e-05, 2.82259813e-05,
       2.82259810e-05, 2.82259809e-05, 2.82259808e-05, 2.82259808e-05,
       2.82259808e-05, 2.82259808e-05, 2.82259808e-05, 2.82259808e-05]), 1200: array([5.66996984e-06, 6.70572904e-06, 7.22360814e-06, 7.48254743e-06,
       7.61201695e-06, 7.67675164e-06, 7.70911896e-06, 7.72530260e-06,
       7.73339441e-06, 7.73744032e-06, 7.73946327e-06, 7.74047474e-06,
       7.74098048e-06, 7.74123334e-06, 7.74135978e-06, 7.74142300e-06,
       7.74145460e-06, 7.74147041e-06, 7.74147831e-06, 7.74148226e-06,
       7.74148424e-06, 7.74148522e-06, 7.74148572e-06, 7.74148597e-06,
       7.74148609e-06, 7.74148615e-06, 7.74148618e-06, 7.74148620e-06]), 1205: array([2.55690125e-06, 2.54052249e-06, 2.52905735e-06, 2.52103175e-06,
       2.51541383e-06, 2.51148128e-06, 2.50872850e-06, 2.50680155e-06,
       2.50545269e-06, 2.50450848e-06, 2.50384754e-06, 2.50338488e-06,
       2.50306102e-06, 2.50283431e-06, 2.50267562e-06, 2.50256454e-06,
       2.50248678e-06, 2.50243235e-06, 2.50239424e-06, 2.50236757e-06,
       2.50234890e-06, 2.50233583e-06, 2.50232668e-06, 2.50232028e-06,
       2.50231580e-06, 2.50231266e-06, 2.50231046e-06, 2.50230893e-06]), 1210: array([8.69105947e-05, 6.87879991e-05, 5.85914064e-05, 5.28543417e-05,
       4.96264094e-05, 4.78102285e-05, 4.67883629e-05, 4.62134151e-05,
       4.58899234e-05, 4.57079124e-05, 4.56055047e-05, 4.55478855e-05,
       4.55154663e-05, 4.54972258e-05, 4.54869629e-05, 4.54811885e-05,
       4.54779396e-05, 4.54761116e-05, 4.54750831e-05, 4.54745044e-05,
       4.54741788e-05, 4.54739956e-05, 4.54738925e-05, 4.54738345e-05,
       4.54738019e-05, 4.54737836e-05, 4.54737732e-05, 4.54737674e-05]), 1215: array([4.91507128e-06, 4.90279201e-06, 4.89419652e-06, 4.88817967e-06,
       4.88396788e-06, 4.88101962e-06, 4.87895584e-06, 4.87751119e-06,
       4.87649993e-06, 4.87579206e-06, 4.87529654e-06, 4.87494968e-06,
       4.87470688e-06, 4.87453692e-06, 4.87441794e-06, 4.87433466e-06,
       4.87427636e-06, 4.87423556e-06, 4.87420699e-06, 4.87418700e-06,
       4.87417300e-06, 4.87416320e-06, 4.87415634e-06, 4.87415154e-06,
       4.87414818e-06, 4.87414583e-06, 4.87414418e-06, 4.87414303e-06]), 1220: array([5.40456637e-06, 6.39691633e-06, 6.89309088e-06, 7.14117795e-06,
       7.26522137e-06, 7.32724303e-06, 7.35825383e-06, 7.37375922e-06,
       7.38151191e-06, 7.38538825e-06, 7.38732642e-06, 7.38829550e-06,
       7.38878004e-06, 7.38902231e-06, 7.38914345e-06, 7.38920401e-06,
       7.38923430e-06, 7.38924944e-06, 7.38925701e-06, 7.38926080e-06,
       7.38926269e-06, 7.38926364e-06, 7.38926411e-06, 7.38926435e-06,
       7.38926446e-06, 7.38926452e-06, 7.38926455e-06, 7.38926457e-06]), 1225: array([6.19123223e-07, 6.17205809e-07, 6.15863618e-07, 6.14924085e-07,
       6.14266412e-07, 6.13806041e-07, 6.13483781e-07, 6.13258199e-07,
       6.13100291e-07, 6.12989756e-07, 6.12912382e-07, 6.12858219e-07,
       6.12820306e-07, 6.12793766e-07, 6.12775189e-07, 6.12762184e-07,
       6.12753081e-07, 6.12746709e-07, 6.12742249e-07, 6.12739126e-07,
       6.12736941e-07, 6.12735411e-07, 6.12734340e-07, 6.12733590e-07,
       6.12733065e-07, 6.12732698e-07, 6.12732441e-07, 6.12732261e-07]), 1230: array([3.08067119e-05, 3.06288154e-05, 3.05042876e-05, 3.04171180e-05,
       3.03560992e-05, 3.03133859e-05, 3.02834866e-05, 3.02625570e-05,
       3.02479062e-05, 3.02376507e-05, 3.02304718e-05, 3.02254466e-05,
       3.02219289e-05, 3.02194665e-05, 3.02177429e-05, 3.02165363e-05,
       3.02156917e-05, 3.02151005e-05, 3.02146866e-05, 3.02143969e-05,
       3.02141941e-05, 3.02140522e-05, 3.02139528e-05, 3.02138833e-05,
       3.02138346e-05, 3.02138005e-05, 3.02137766e-05, 3.02137599e-05]), 1235: array([6.67813367e-06, 7.91534348e-06, 8.53394823e-06, 8.84325054e-06,
       8.99790165e-06, 9.07522719e-06, 9.11388995e-06, 9.13322132e-06,
       9.14288701e-06, 9.14771985e-06, 9.15013627e-06, 9.15134448e-06,
       9.15194858e-06, 9.15225064e-06, 9.15240166e-06, 9.15247717e-06,
       9.15251493e-06, 9.15253381e-06, 9.15254325e-06, 9.15254797e-06,
       9.15255033e-06, 9.15255151e-06, 9.15255210e-06, 9.15255239e-06,
       9.15255254e-06, 9.15255261e-06, 9.15255265e-06, 9.15255267e-06]), 1240: array([2.12620568e-06, 2.12178188e-06, 2.11868522e-06, 2.11651756e-06,
       2.11500020e-06, 2.11393804e-06, 2.11319453e-06, 2.11267408e-06,
       2.11230976e-06, 2.11205473e-06, 2.11187622e-06, 2.11175126e-06,
       2.11166378e-06, 2.11160255e-06, 2.11155969e-06, 2.11152969e-06,
       2.11150868e-06, 2.11149398e-06, 2.11148369e-06, 2.11147649e-06,
       2.11147145e-06, 2.11146792e-06, 2.11146544e-06, 2.11146372e-06,
       2.11146250e-06, 2.11146166e-06, 2.11146106e-06, 2.11146065e-06]), 1245: array([9.75909979e-06, 9.68623435e-06, 9.63522851e-06, 9.59952440e-06,
       9.57453151e-06, 9.55703648e-06, 9.54478995e-06, 9.53621737e-06,
       9.53021657e-06, 9.52601600e-06, 9.52307560e-06, 9.52101732e-06,
       9.51957652e-06, 9.51856796e-06, 9.51786197e-06, 9.51736778e-06,
       9.51702184e-06, 9.51677969e-06, 9.51661018e-06, 9.51649152e-06,
       9.51640846e-06, 9.51635032e-06, 9.51630962e-06, 9.51628113e-06,
       9.51626119e-06, 9.51624723e-06, 9.51623746e-06, 9.51623062e-06]), 1250: array([6.06571178e-06, 6.82574984e-06, 7.20576815e-06, 7.39577695e-06,
       7.49078116e-06, 7.53828318e-06, 7.56203415e-06, 7.57390961e-06,
       7.57984732e-06, 7.58281618e-06, 7.58430060e-06, 7.58504281e-06,
       7.58541392e-06, 7.58559947e-06, 7.58569225e-06, 7.58573863e-06,
       7.58576183e-06, 7.58577342e-06, 7.58577922e-06, 7.58578212e-06,
       7.58578357e-06, 7.58578430e-06, 7.58578466e-06, 7.58578484e-06,
       7.58578493e-06, 7.58578498e-06, 7.58578500e-06, 7.58578501e-06]), 1255: array([1.91243366e-07, 1.91813350e-07, 1.92212339e-07, 1.92491632e-07,
       1.92687136e-07, 1.92823990e-07, 1.92919787e-07, 1.92986845e-07,
       1.93033786e-07, 1.93066644e-07, 1.93089645e-07, 1.93105746e-07,
       1.93117016e-07, 1.93124905e-07, 1.93130428e-07, 1.93134294e-07,
       1.93137000e-07, 1.93138894e-07, 1.93140220e-07, 1.93141148e-07,
       1.93141798e-07, 1.93142253e-07, 1.93142571e-07, 1.93142794e-07,
       1.93142950e-07, 1.93143059e-07, 1.93143135e-07, 1.93143189e-07]), 1260: array([6.31072308e-06, 6.29870372e-06, 6.29029016e-06, 6.28440066e-06,
       6.28027802e-06, 6.27739216e-06, 6.27537206e-06, 6.27395799e-06,
       6.27296815e-06, 6.27227525e-06, 6.27179022e-06, 6.27145070e-06,
       6.27121304e-06, 6.27104668e-06, 6.27093022e-06, 6.27084870e-06,
       6.27079164e-06, 6.27075170e-06, 6.27072374e-06, 6.27070416e-06,
       6.27069046e-06, 6.27068087e-06, 6.27067416e-06, 6.27066946e-06,
       6.27066617e-06, 6.27066387e-06, 6.27066225e-06, 6.27066113e-06]), 1265: array([2.96159655e-06, 3.37218351e-06, 3.57747672e-06, 3.68012319e-06,
       3.73144636e-06, 3.75710792e-06, 3.76993868e-06, 3.77635405e-06,
       3.77956173e-06, 3.78116557e-06, 3.78196749e-06, 3.78236844e-06,
       3.78256892e-06, 3.78266916e-06, 3.78271928e-06, 3.78274434e-06,
       3.78275687e-06, 3.78276314e-06, 3.78276627e-06, 3.78276784e-06,
       3.78276862e-06, 3.78276901e-06, 3.78276921e-06, 3.78276930e-06,
       3.78276935e-06, 3.78276938e-06, 3.78276939e-06, 3.78276940e-06]), 1270: array([9.04703497e-07, 8.26014013e-07, 7.86669267e-07, 7.66996891e-07,
       7.57160702e-07, 7.52242607e-07, 7.49783559e-07, 7.48554035e-07,
       7.47939273e-07, 7.47631892e-07, 7.47478201e-07, 7.47401356e-07,
       7.47362933e-07, 7.47343722e-07, 7.47334116e-07, 7.47329313e-07,
       7.47326912e-07, 7.47325711e-07, 7.47325111e-07, 7.47324811e-07,
       7.47324660e-07, 7.47324585e-07, 7.47324548e-07, 7.47324529e-07,
       7.47324520e-07, 7.47324515e-07, 7.47324513e-07, 7.47324512e-07]), 1275: array([1.10691274e-05, 1.10280290e-05, 1.09992601e-05, 1.09791219e-05,
       1.09650251e-05, 1.09551574e-05, 1.09482499e-05, 1.09434147e-05,
       1.09400301e-05, 1.09376609e-05, 1.09360024e-05, 1.09348414e-05,
       1.09340288e-05, 1.09334599e-05, 1.09330617e-05, 1.09327830e-05,
       1.09325879e-05, 1.09324513e-05, 1.09323557e-05, 1.09322887e-05,
       1.09322419e-05, 1.09322091e-05, 1.09321861e-05, 1.09321701e-05,
       1.09321588e-05, 1.09321510e-05, 1.09321454e-05, 1.09321416e-05]), 1280: array([0.00018464, 0.00013978, 0.00012615, 0.00012201, 0.00012075,
       0.00012037, 0.00012026, 0.00012022, 0.00012021, 0.00012021,
       0.00012021, 0.00012021, 0.00012021, 0.00012021, 0.00012021,
       0.00012021, 0.00012021, 0.00012021, 0.00012021, 0.00012021,
       0.00012021, 0.00012021, 0.00012021, 0.00012021, 0.00012021,
       0.00012021, 0.00012021, 0.00012021]), 1285: array([2.85925669e-07, 2.86596780e-07, 2.87066557e-07, 2.87395401e-07,
       2.87625592e-07, 2.87786725e-07, 2.87899519e-07, 2.87978474e-07,
       2.88033743e-07, 2.88072431e-07, 2.88099513e-07, 2.88118470e-07,
       2.88131740e-07, 2.88141029e-07, 2.88147531e-07, 2.88152083e-07,
       2.88155269e-07, 2.88157499e-07, 2.88159061e-07, 2.88160154e-07,
       2.88160919e-07, 2.88161454e-07, 2.88161829e-07, 2.88162091e-07,
       2.88162275e-07, 2.88162403e-07, 2.88162493e-07, 2.88162556e-07]), 1290: array([1.09350751e-07, 1.05103034e-07, 1.02979175e-07, 1.01917246e-07,
       1.01386281e-07, 1.01120799e-07, 1.00988058e-07, 1.00921687e-07,
       1.00888502e-07, 1.00871909e-07, 1.00863613e-07, 1.00859465e-07,
       1.00857391e-07, 1.00856353e-07, 1.00855835e-07, 1.00855576e-07,
       1.00855446e-07, 1.00855381e-07, 1.00855349e-07, 1.00855333e-07,
       1.00855325e-07, 1.00855320e-07, 1.00855318e-07, 1.00855317e-07,
       1.00855317e-07, 1.00855317e-07, 1.00855317e-07, 1.00855317e-07]), 1295: array([0.00018151, 0.00016048, 0.0001471 , 0.0001386 , 0.00013319,
       0.00012975, 0.00012757, 0.00012618, 0.00012529, 0.00012473,
       0.00012437, 0.00012415, 0.000124  , 0.00012391, 0.00012385,
       0.00012381, 0.00012379, 0.00012377, 0.00012377, 0.00012376,
       0.00012376, 0.00012375, 0.00012375, 0.00012375, 0.00012375,
       0.00012375, 0.00012375, 0.00012375]), 1300: array([4.86750872e-07, 5.63815441e-07, 6.02347723e-07, 6.21613862e-07,
       6.31246931e-07, 6.36063466e-07, 6.38471733e-07, 6.39675866e-07,
       6.40277933e-07, 6.40578966e-07, 6.40729483e-07, 6.40804741e-07,
       6.40842370e-07, 6.40861185e-07, 6.40870592e-07, 6.40875296e-07,
       6.40877647e-07, 6.40878823e-07, 6.40879411e-07, 6.40879705e-07,
       6.40879852e-07, 6.40879926e-07, 6.40879962e-07, 6.40879981e-07,
       6.40879990e-07, 6.40879995e-07, 6.40879997e-07, 6.40879998e-07]), 1305: array([6.73322142e-07, 6.73185049e-07, 6.73116502e-07, 6.73082229e-07,
       6.73065093e-07, 6.73056524e-07, 6.73052240e-07, 6.73050098e-07,
       6.73049027e-07, 6.73048491e-07, 6.73048224e-07, 6.73048090e-07,
       6.73048023e-07, 6.73047989e-07, 6.73047973e-07, 6.73047964e-07,
       6.73047960e-07, 6.73047958e-07, 6.73047957e-07, 6.73047956e-07,
       6.73047956e-07, 6.73047956e-07, 6.73047956e-07, 6.73047956e-07,
       6.73047956e-07, 6.73047956e-07, 6.73047956e-07, 6.73047956e-07]), 1310: array([9.03587534e-07, 9.02989827e-07, 9.02690973e-07, 9.02541546e-07,
       9.02466833e-07, 9.02429476e-07, 9.02410798e-07, 9.02401458e-07,
       9.02396789e-07, 9.02394454e-07, 9.02393287e-07, 9.02392703e-07,
       9.02392411e-07, 9.02392265e-07, 9.02392192e-07, 9.02392156e-07,
       9.02392138e-07, 9.02392128e-07, 9.02392124e-07, 9.02392122e-07,
       9.02392120e-07, 9.02392120e-07, 9.02392120e-07, 9.02392119e-07,
       9.02392119e-07, 9.02392119e-07, 9.02392119e-07, 9.02392119e-07]), 1315: array([1.30854302e-05, 1.46200715e-05, 1.53873886e-05, 1.57710455e-05,
       1.59628730e-05, 1.60587863e-05, 1.61067428e-05, 1.61307209e-05,
       1.61427099e-05, 1.61487044e-05, 1.61517016e-05, 1.61532002e-05,
       1.61539495e-05, 1.61543242e-05, 1.61545115e-05, 1.61546051e-05,
       1.61546520e-05, 1.61546754e-05, 1.61546871e-05, 1.61546930e-05,
       1.61546959e-05, 1.61546973e-05, 1.61546981e-05, 1.61546984e-05,
       1.61546986e-05, 1.61546987e-05, 1.61546988e-05, 1.61546988e-05]), 1320: array([1.50979821e-05, 1.51162046e-05, 1.51289603e-05, 1.51378894e-05,
       1.51441397e-05, 1.51485149e-05, 1.51515775e-05, 1.51537214e-05,
       1.51552221e-05, 1.51562725e-05, 1.51570079e-05, 1.51575226e-05,
       1.51578829e-05, 1.51581352e-05, 1.51583117e-05, 1.51584353e-05,
       1.51585218e-05, 1.51585824e-05, 1.51586248e-05, 1.51586544e-05,
       1.51586752e-05, 1.51586897e-05, 1.51586999e-05, 1.51587070e-05,
       1.51587120e-05, 1.51587155e-05, 1.51587180e-05, 1.51587197e-05]), 1325: array([9.70178828e-06, 9.63505713e-06, 9.58834530e-06, 9.55564699e-06,
       9.53275817e-06, 9.51673598e-06, 9.50552045e-06, 9.49766957e-06,
       9.49217395e-06, 9.48832701e-06, 9.48563416e-06, 9.48374916e-06,
       9.48242966e-06, 9.48150600e-06, 9.48085945e-06, 9.48040686e-06,
       9.48009005e-06, 9.47986828e-06, 9.47971304e-06, 9.47960437e-06,
       9.47952830e-06, 9.47947506e-06, 9.47943778e-06, 9.47941169e-06,
       9.47939343e-06, 9.47938065e-06, 9.47937170e-06, 9.47936543e-06]), 1330: array([6.14884592e-06, 7.18075827e-06, 7.69671394e-06, 7.95469151e-06,
       8.08368017e-06, 8.14817443e-06, 8.18042153e-06, 8.19654507e-06,
       8.20460683e-06, 8.20863770e-06, 8.21065314e-06, 8.21166085e-06,
       8.21216471e-06, 8.21241664e-06, 8.21254261e-06, 8.21260559e-06,
       8.21263708e-06, 8.21265282e-06, 8.21266070e-06, 8.21266463e-06,
       8.21266660e-06, 8.21266759e-06, 8.21266808e-06, 8.21266832e-06,
       8.21266845e-06, 8.21266851e-06, 8.21266854e-06, 8.21266855e-06]), 1335: array([1.42323519e-06, 1.70187462e-06, 1.84040689e-06, 1.90928153e-06,
       1.94352421e-06, 1.96054878e-06, 1.96901295e-06, 1.97322111e-06,
       1.97531330e-06, 1.97635349e-06, 1.97687064e-06, 1.97712775e-06,
       1.97725558e-06, 1.97731914e-06, 1.97735073e-06, 1.97736644e-06,
       1.97737425e-06, 1.97737814e-06, 1.97738007e-06, 1.97738103e-06,
       1.97738150e-06, 1.97738174e-06, 1.97738186e-06, 1.97738192e-06,
       1.97738195e-06, 1.97738196e-06, 1.97738197e-06, 1.97738197e-06]), 1340: array([1.65250965e-06, 1.65252111e-06, 1.65252684e-06, 1.65252971e-06,
       1.65253114e-06, 1.65253186e-06, 1.65253222e-06, 1.65253240e-06,
       1.65253249e-06, 1.65253253e-06, 1.65253255e-06, 1.65253256e-06,
       1.65253257e-06, 1.65253257e-06, 1.65253257e-06, 1.65253258e-06,
       1.65253258e-06, 1.65253258e-06, 1.65253258e-06, 1.65253258e-06,
       1.65253258e-06, 1.65253258e-06, 1.65253258e-06, 1.65253258e-06,
       1.65253258e-06, 1.65253258e-06, 1.65253258e-06, 1.65253258e-06]), 1345: array([1.91960618e-07, 1.92022547e-07, 1.92053511e-07, 1.92068993e-07,
       1.92076734e-07, 1.92080605e-07, 1.92082540e-07, 1.92083508e-07,
       1.92083991e-07, 1.92084233e-07, 1.92084354e-07, 1.92084415e-07,
       1.92084445e-07, 1.92084460e-07, 1.92084468e-07, 1.92084471e-07,
       1.92084473e-07, 1.92084474e-07, 1.92084475e-07, 1.92084475e-07,
       1.92084475e-07, 1.92084475e-07, 1.92084475e-07, 1.92084475e-07,
       1.92084475e-07, 1.92084475e-07, 1.92084475e-07, 1.92084475e-07]), 1350: array([5.70843549e-07, 5.68471046e-07, 5.66810293e-07, 5.65647766e-07,
       5.64833997e-07, 5.64264359e-07, 5.63865613e-07, 5.63586490e-07,
       5.63391104e-07, 5.63254334e-07, 5.63158595e-07, 5.63091577e-07,
       5.63044665e-07, 5.63011827e-07, 5.62988840e-07, 5.62972749e-07,
       5.62961485e-07, 5.62953601e-07, 5.62948081e-07, 5.62944218e-07,
       5.62941514e-07, 5.62939621e-07, 5.62938295e-07, 5.62937368e-07,
       5.62936718e-07, 5.62936264e-07, 5.62935946e-07, 5.62935723e-07]), 1355: array([2.19760344e-06, 2.20577676e-06, 2.20986341e-06, 2.21190674e-06,
       2.21292841e-06, 2.21343924e-06, 2.21369465e-06, 2.21382236e-06,
       2.21388622e-06, 2.21391814e-06, 2.21393411e-06, 2.21394209e-06,
       2.21394608e-06, 2.21394807e-06, 2.21394907e-06, 2.21394957e-06,
       2.21394982e-06, 2.21394994e-06, 2.21395001e-06, 2.21395004e-06,
       2.21395005e-06, 2.21395006e-06, 2.21395007e-06, 2.21395007e-06,
       2.21395007e-06, 2.21395007e-06, 2.21395007e-06, 2.21395007e-06]), 1360: array([4.95881197e-08, 4.96531473e-08, 4.96986666e-08, 4.97305301e-08,
       4.97528346e-08, 4.97684477e-08, 4.97793769e-08, 4.97870273e-08,
       4.97923826e-08, 4.97961313e-08, 4.97987554e-08, 4.98005923e-08,
       4.98018781e-08, 4.98027781e-08, 4.98034082e-08, 4.98038492e-08,
       4.98041579e-08, 4.98043740e-08, 4.98045253e-08, 4.98046312e-08,
       4.98047053e-08, 4.98047572e-08, 4.98047935e-08, 4.98048190e-08,
       4.98048368e-08, 4.98048492e-08, 4.98048579e-08, 4.98048640e-08]), 1365: array([1.05974250e-05, 1.05923985e-05, 1.05888799e-05, 1.05864169e-05,
       1.05846928e-05, 1.05834859e-05, 1.05826411e-05, 1.05820498e-05,
       1.05816358e-05, 1.05813460e-05, 1.05811432e-05, 1.05810012e-05,
       1.05809018e-05, 1.05808323e-05, 1.05807835e-05, 1.05807495e-05,
       1.05807256e-05, 1.05807089e-05, 1.05806972e-05, 1.05806890e-05,
       1.05806833e-05, 1.05806793e-05, 1.05806765e-05, 1.05806745e-05,
       1.05806731e-05, 1.05806722e-05, 1.05806715e-05, 1.05806710e-05]), 1370: array([1.25669635e-06, 1.48239083e-06, 1.59523802e-06, 1.65166159e-06,
       1.67987336e-06, 1.69397924e-06, 1.70103218e-06, 1.70455864e-06,
       1.70632188e-06, 1.70720349e-06, 1.70764430e-06, 1.70786470e-06,
       1.70797490e-06, 1.70803001e-06, 1.70805756e-06, 1.70807133e-06,
       1.70807822e-06, 1.70808166e-06, 1.70808338e-06, 1.70808425e-06,
       1.70808468e-06, 1.70808489e-06, 1.70808500e-06, 1.70808505e-06,
       1.70808508e-06, 1.70808509e-06, 1.70808510e-06, 1.70808510e-06]), 1375: array([4.58966753e-05, 4.58105744e-05, 4.57675241e-05, 4.57459990e-05,
       4.57352365e-05, 4.57298553e-05, 4.57271647e-05, 4.57258194e-05,
       4.57251467e-05, 4.57248104e-05, 4.57246422e-05, 4.57245582e-05,
       4.57245161e-05, 4.57244951e-05, 4.57244846e-05, 4.57244793e-05,
       4.57244767e-05, 4.57244754e-05, 4.57244747e-05, 4.57244744e-05,
       4.57244742e-05, 4.57244742e-05, 4.57244741e-05, 4.57244741e-05,
       4.57244741e-05, 4.57244741e-05, 4.57244741e-05, 4.57244741e-05]), 1380: array([1.21267817e-06, 1.21997857e-06, 1.22362877e-06, 1.22545387e-06,
       1.22636642e-06, 1.22682269e-06, 1.22705083e-06, 1.22716490e-06,
       1.22722193e-06, 1.22725045e-06, 1.22726471e-06, 1.22727184e-06,
       1.22727540e-06, 1.22727718e-06, 1.22727808e-06, 1.22727852e-06,
       1.22727874e-06, 1.22727886e-06, 1.22727891e-06, 1.22727894e-06,
       1.22727895e-06, 1.22727896e-06, 1.22727896e-06, 1.22727897e-06,
       1.22727897e-06, 1.22727897e-06, 1.22727897e-06, 1.22727897e-06]), 1385: array([5.92951249e-06, 5.59905495e-06, 5.43382755e-06, 5.35121454e-06,
       5.30990838e-06, 5.28925547e-06, 5.27892910e-06, 5.27376595e-06,
       5.27118441e-06, 5.26989364e-06, 5.26924826e-06, 5.26892558e-06,
       5.26876424e-06, 5.26868357e-06, 5.26864323e-06, 5.26862307e-06,
       5.26861298e-06, 5.26860794e-06, 5.26860542e-06, 5.26860416e-06,
       5.26860353e-06, 5.26860321e-06, 5.26860306e-06, 5.26860298e-06,
       5.26860294e-06, 5.26860292e-06, 5.26860291e-06, 5.26860290e-06]), 1390: array([2.09927386e-05, 2.10294268e-05, 2.10551084e-05, 2.10730854e-05,
       2.10856693e-05, 2.10944780e-05, 2.11006441e-05, 2.11049604e-05,
       2.11079817e-05, 2.11100967e-05, 2.11115771e-05, 2.11126134e-05,
       2.11133389e-05, 2.11138467e-05, 2.11142021e-05, 2.11144509e-05,
       2.11146251e-05, 2.11147470e-05, 2.11148324e-05, 2.11148921e-05,
       2.11149339e-05, 2.11149632e-05, 2.11149837e-05, 2.11149980e-05,
       2.11150081e-05, 2.11150151e-05, 2.11150200e-05, 2.11150235e-05]), 1395: array([1.19893011e-05, 1.18611963e-05, 1.17971440e-05, 1.17651178e-05,
       1.17491047e-05, 1.17410982e-05, 1.17370950e-05, 1.17350933e-05,
       1.17340925e-05, 1.17335921e-05, 1.17333419e-05, 1.17332168e-05,
       1.17331543e-05, 1.17331230e-05, 1.17331073e-05, 1.17330995e-05,
       1.17330956e-05, 1.17330937e-05, 1.17330927e-05, 1.17330922e-05,
       1.17330920e-05, 1.17330918e-05, 1.17330918e-05, 1.17330917e-05,
       1.17330917e-05, 1.17330917e-05, 1.17330917e-05, 1.17330917e-05]), 1400: array([1.21592970e-05, 1.21874965e-05, 1.22015961e-05, 1.22086460e-05,
       1.22121709e-05, 1.22139333e-05, 1.22148146e-05, 1.22152552e-05,
       1.22154755e-05, 1.22155856e-05, 1.22156407e-05, 1.22156683e-05,
       1.22156820e-05, 1.22156889e-05, 1.22156924e-05, 1.22156941e-05,
       1.22156949e-05, 1.22156954e-05, 1.22156956e-05, 1.22156957e-05,
       1.22156957e-05, 1.22156958e-05, 1.22156958e-05, 1.22156958e-05,
       1.22156958e-05, 1.22156958e-05, 1.22156958e-05, 1.22156958e-05]), 1405: array([3.88456962e-06, 3.07768102e-06, 2.67423651e-06, 2.47251415e-06,
       2.37165293e-06, 2.32122229e-06, 2.29600696e-06, 2.28339928e-06,
       2.27709544e-06, 2.27394352e-06, 2.27236756e-06, 2.27157958e-06,
       2.27118559e-06, 2.27098859e-06, 2.27089010e-06, 2.27084085e-06,
       2.27081622e-06, 2.27080391e-06, 2.27079775e-06, 2.27079468e-06,
       2.27079314e-06, 2.27079237e-06, 2.27079198e-06, 2.27079179e-06,
       2.27079169e-06, 2.27079165e-06, 2.27079162e-06, 2.27079161e-06]), 1410: array([2.93466725e-05, 3.02736948e-05, 3.12007171e-05, 3.21277395e-05,
       3.30547618e-05, 3.39817841e-05, 3.49088065e-05, 3.58358288e-05,
       3.67628511e-05, 3.76898734e-05, 3.86168958e-05, 3.95439181e-05,
       4.04709404e-05, 4.13979628e-05, 4.23249851e-05, 4.32520074e-05,
       4.41790298e-05, 4.51060521e-05, 4.60330744e-05, 4.69600967e-05,
       4.78871191e-05, 4.88141414e-05, 4.97411637e-05, 5.06681861e-05,
       5.15952084e-05, 5.25222307e-05, 5.34492531e-05, 5.43762754e-05]), 1415: array([5.09451888e-06, 5.11141056e-06, 5.11985638e-06, 5.12407929e-06,
       5.12619074e-06, 5.12724647e-06, 5.12777433e-06, 5.12803826e-06,
       5.12817023e-06, 5.12823621e-06, 5.12826920e-06, 5.12828570e-06,
       5.12829395e-06, 5.12829807e-06, 5.12830013e-06, 5.12830116e-06,
       5.12830168e-06, 5.12830194e-06, 5.12830206e-06, 5.12830213e-06,
       5.12830216e-06, 5.12830218e-06, 5.12830219e-06, 5.12830219e-06,
       5.12830219e-06, 5.12830219e-06, 5.12830219e-06, 5.12830219e-06]), 1420: array([1.46287005e-05, 1.18139438e-05, 1.04065626e-05, 9.70287052e-06,
       9.35102377e-06, 9.17510003e-06, 9.08713798e-06, 9.04315687e-06,
       9.02116627e-06, 9.01017094e-06, 9.00467327e-06, 9.00192443e-06,
       9.00055000e-06, 8.99986279e-06, 8.99951918e-06, 8.99934738e-06,
       8.99926148e-06, 8.99921853e-06, 8.99919705e-06, 8.99918631e-06,
       8.99918094e-06, 8.99917826e-06, 8.99917692e-06, 8.99917625e-06,
       8.99917591e-06, 8.99917574e-06, 8.99917566e-06, 8.99917562e-06]), 1425: array([1.17030300e-05, 1.17445850e-05, 1.17653625e-05, 1.17757512e-05,
       1.17809456e-05, 1.17835427e-05, 1.17848413e-05, 1.17854906e-05,
       1.17858152e-05, 1.17859776e-05, 1.17860587e-05, 1.17860993e-05,
       1.17861196e-05, 1.17861297e-05, 1.17861348e-05, 1.17861374e-05,
       1.17861386e-05, 1.17861393e-05, 1.17861396e-05, 1.17861397e-05,
       1.17861398e-05, 1.17861398e-05, 1.17861399e-05, 1.17861399e-05,
       1.17861399e-05, 1.17861399e-05, 1.17861399e-05, 1.17861399e-05]), 1430: array([5.87287925e-06, 5.85327189e-06, 5.84346822e-06, 5.83856639e-06,
       5.83611547e-06, 5.83489001e-06, 5.83427728e-06, 5.83397092e-06,
       5.83381774e-06, 5.83374114e-06, 5.83370285e-06, 5.83368370e-06,
       5.83367413e-06, 5.83366934e-06, 5.83366695e-06, 5.83366575e-06,
       5.83366515e-06, 5.83366485e-06, 5.83366470e-06, 5.83366463e-06,
       5.83366459e-06, 5.83366457e-06, 5.83366456e-06, 5.83366456e-06,
       5.83366456e-06, 5.83366455e-06, 5.83366455e-06, 5.83366455e-06]), 1435: array([5.37091747e-06, 5.00254628e-06, 4.81834541e-06, 4.72623732e-06,
       4.68017946e-06, 4.65714862e-06, 4.64563224e-06, 4.63987357e-06,
       4.63699400e-06, 4.63555409e-06, 4.63483408e-06, 4.63447405e-06,
       4.63429401e-06, 4.63420399e-06, 4.63415897e-06, 4.63413646e-06,
       4.63412521e-06, 4.63411958e-06, 4.63411676e-06, 4.63411536e-06,
       4.63411465e-06, 4.63411430e-06, 4.63411413e-06, 4.63411404e-06,
       4.63411399e-06, 4.63411397e-06, 4.63411396e-06, 4.63411396e-06]), 1440: array([1.47498970e-05, 1.64218065e-05, 1.72577560e-05, 1.76757280e-05,
       1.78847127e-05, 1.79892044e-05, 1.80414499e-05, 1.80675725e-05,
       1.80806337e-05, 1.80871643e-05, 1.80904296e-05, 1.80920622e-05,
       1.80928785e-05, 1.80932866e-05, 1.80934907e-05, 1.80935927e-05,
       1.80936438e-05, 1.80936693e-05, 1.80936820e-05, 1.80936884e-05,
       1.80936916e-05, 1.80936932e-05, 1.80936940e-05, 1.80936944e-05,
       1.80936946e-05, 1.80936947e-05, 1.80936947e-05, 1.80936948e-05]), 1445: array([1.05671343e-05, 1.05379066e-05, 1.05174472e-05, 1.05031257e-05,
       1.04931005e-05, 1.04860830e-05, 1.04811707e-05, 1.04777320e-05,
       1.04753250e-05, 1.04736401e-05, 1.04724606e-05, 1.04716350e-05,
       1.04710571e-05, 1.04706525e-05, 1.04703693e-05, 1.04701711e-05,
       1.04700323e-05, 1.04699352e-05, 1.04698672e-05, 1.04698196e-05,
       1.04697863e-05, 1.04697630e-05, 1.04697467e-05, 1.04697352e-05,
       1.04697272e-05, 1.04697216e-05, 1.04697177e-05, 1.04697150e-05]), 1450: array([1.27036457e-05, 1.76316579e-05, 2.08833338e-05, 2.30289040e-05,
       2.44446267e-05, 2.53787704e-05, 2.59951513e-05, 2.64018611e-05,
       2.66702226e-05, 2.68472969e-05, 2.69641368e-05, 2.70412318e-05,
       2.70921019e-05, 2.71256677e-05, 2.71478156e-05, 2.71624296e-05,
       2.71720724e-05, 2.71784351e-05, 2.71826334e-05, 2.71854036e-05,
       2.71872315e-05, 2.71884376e-05, 2.71892334e-05, 2.71897585e-05,
       2.71901050e-05, 2.71903336e-05, 2.71904845e-05, 2.71905840e-05]), 1455: array([0.00625068, 0.00475066, 0.00418496, 0.00397162, 0.00389116,
       0.00386082, 0.00384937, 0.00384506, 0.00384343, 0.00384282,
       0.00384259, 0.0038425 , 0.00384247, 0.00384245, 0.00384245,
       0.00384245, 0.00384245, 0.00384245, 0.00384245, 0.00384245,
       0.00384245, 0.00384245, 0.00384245, 0.00384245, 0.00384245,
       0.00384245, 0.00384245, 0.00384245]), 1460: array([2.50183493e-06, 2.74849607e-06, 2.87182639e-06, 2.93349141e-06,
       2.96432386e-06, 2.97974005e-06, 2.98744813e-06, 2.99130217e-06,
       2.99322918e-06, 2.99419268e-06, 2.99467443e-06, 2.99491531e-06,
       2.99503575e-06, 2.99509596e-06, 2.99512607e-06, 2.99514113e-06,
       2.99514865e-06, 2.99515242e-06, 2.99515430e-06, 2.99515524e-06,
       2.99515571e-06, 2.99515595e-06, 2.99515606e-06, 2.99515612e-06,
       2.99515615e-06, 2.99515617e-06, 2.99515617e-06, 2.99515618e-06]), 1465: array([6.40049655e-06, 7.09822385e-06, 7.44708662e-06, 7.62151757e-06,
       7.70873283e-06, 7.75234035e-06, 7.77414405e-06, 7.78504588e-06,
       7.79049678e-06, 7.79322222e-06, 7.79458494e-06, 7.79526629e-06,
       7.79560697e-06, 7.79577731e-06, 7.79586248e-06, 7.79590506e-06,
       7.79592636e-06, 7.79593700e-06, 7.79594232e-06, 7.79594499e-06,
       7.79594632e-06, 7.79594698e-06, 7.79594731e-06, 7.79594748e-06,
       7.79594756e-06, 7.79594761e-06, 7.79594763e-06, 7.79594764e-06]), 1470: array([0.00637144, 0.00576138, 0.00550838, 0.00540345, 0.00535994,
       0.0053419 , 0.00533441, 0.00533131, 0.00533002, 0.00532949,
       0.00532927, 0.00532918, 0.00532914, 0.00532912, 0.00532912,
       0.00532911, 0.00532911, 0.00532911, 0.00532911, 0.00532911,
       0.00532911, 0.00532911, 0.00532911, 0.00532911, 0.00532911,
       0.00532911, 0.00532911, 0.00532911]), 1475: array([2.30435346e-05, 2.30232117e-05, 2.30130503e-05, 2.30079696e-05,
       2.30054292e-05, 2.30041590e-05, 2.30035239e-05, 2.30032064e-05,
       2.30030476e-05, 2.30029682e-05, 2.30029285e-05, 2.30029087e-05,
       2.30028988e-05, 2.30028938e-05, 2.30028913e-05, 2.30028901e-05,
       2.30028895e-05, 2.30028892e-05, 2.30028890e-05, 2.30028889e-05,
       2.30028889e-05, 2.30028889e-05, 2.30028889e-05, 2.30028889e-05,
       2.30028889e-05, 2.30028889e-05, 2.30028889e-05, 2.30028889e-05]), 1480: array([4.01696409e-06, 4.02508416e-06, 4.03076820e-06, 4.03474703e-06,
       4.03753220e-06, 4.03948182e-06, 4.04084656e-06, 4.04180187e-06,
       4.04247059e-06, 4.04293869e-06, 4.04326636e-06, 4.04349573e-06,
       4.04365629e-06, 4.04376868e-06, 4.04384735e-06, 4.04390242e-06,
       4.04394097e-06, 4.04396796e-06, 4.04398685e-06, 4.04400007e-06,
       4.04400933e-06, 4.04401580e-06, 4.04402034e-06, 4.04402351e-06,
       4.04402574e-06, 4.04402729e-06, 4.04402838e-06, 4.04402914e-06]), 1485: array([1.05978587e-06, 1.06237094e-06, 1.06366348e-06, 1.06430974e-06,
       1.06463288e-06, 1.06479444e-06, 1.06487523e-06, 1.06491562e-06,
       1.06493581e-06, 1.06494591e-06, 1.06495096e-06, 1.06495349e-06,
       1.06495475e-06, 1.06495538e-06, 1.06495569e-06, 1.06495585e-06,
       1.06495593e-06, 1.06495597e-06, 1.06495599e-06, 1.06495600e-06,
       1.06495600e-06, 1.06495601e-06, 1.06495601e-06, 1.06495601e-06,
       1.06495601e-06, 1.06495601e-06, 1.06495601e-06, 1.06495601e-06]), 1490: array([8.12174540e-07, 8.06015394e-07, 8.01703992e-07, 7.98686011e-07,
       7.96573424e-07, 7.95094613e-07, 7.94059445e-07, 7.93334827e-07,
       7.92827595e-07, 7.92472532e-07, 7.92223989e-07, 7.92050008e-07,
       7.91928221e-07, 7.91842971e-07, 7.91783296e-07, 7.91741523e-07,
       7.91712282e-07, 7.91691813e-07, 7.91677485e-07, 7.91667455e-07,
       7.91660435e-07, 7.91655520e-07, 7.91652080e-07, 7.91649672e-07,
       7.91647986e-07, 7.91646806e-07, 7.91645980e-07, 7.91645402e-07]), 1495: array([1.00972207e-05, 1.00810292e-05, 1.00729335e-05, 1.00688857e-05,
       1.00668617e-05, 1.00658498e-05, 1.00653438e-05, 1.00650908e-05,
       1.00649643e-05, 1.00649011e-05, 1.00648695e-05, 1.00648536e-05,
       1.00648457e-05, 1.00648418e-05, 1.00648398e-05, 1.00648388e-05,
       1.00648383e-05, 1.00648381e-05, 1.00648380e-05, 1.00648379e-05,
       1.00648379e-05, 1.00648378e-05, 1.00648378e-05, 1.00648378e-05,
       1.00648378e-05, 1.00648378e-05, 1.00648378e-05, 1.00648378e-05]), 1500: array([1.27579013e-06, 1.28016895e-06, 1.28235836e-06, 1.28345306e-06,
       1.28400041e-06, 1.28427409e-06, 1.28441093e-06, 1.28447935e-06,
       1.28451356e-06, 1.28453066e-06, 1.28453921e-06, 1.28454349e-06,
       1.28454563e-06, 1.28454670e-06, 1.28454723e-06, 1.28454750e-06,
       1.28454763e-06, 1.28454770e-06, 1.28454773e-06, 1.28454775e-06,
       1.28454776e-06, 1.28454776e-06, 1.28454776e-06, 1.28454777e-06,
       1.28454777e-06, 1.28454777e-06, 1.28454777e-06, 1.28454777e-06]), 1505: array([1.35359407e-06, 1.35887160e-06, 1.36151036e-06, 1.36282974e-06,
       1.36348943e-06, 1.36381928e-06, 1.36398420e-06, 1.36406666e-06,
       1.36410789e-06, 1.36412851e-06, 1.36413881e-06, 1.36414397e-06,
       1.36414655e-06, 1.36414783e-06, 1.36414848e-06, 1.36414880e-06,
       1.36414896e-06, 1.36414904e-06, 1.36414908e-06, 1.36414910e-06,
       1.36414911e-06, 1.36414912e-06, 1.36414912e-06, 1.36414912e-06,
       1.36414912e-06, 1.36414912e-06, 1.36414912e-06, 1.36414912e-06]), 1510: array([1.99862553e-07, 2.28509303e-07, 2.42832678e-07, 2.49994365e-07,
       2.53575209e-07, 2.55365630e-07, 2.56260841e-07, 2.56708446e-07,
       2.56932249e-07, 2.57044150e-07, 2.57100101e-07, 2.57128076e-07,
       2.57142064e-07, 2.57149058e-07, 2.57152555e-07, 2.57154303e-07,
       2.57155177e-07, 2.57155615e-07, 2.57155833e-07, 2.57155942e-07,
       2.57155997e-07, 2.57156024e-07, 2.57156038e-07, 2.57156045e-07,
       2.57156048e-07, 2.57156050e-07, 2.57156051e-07, 2.57156051e-07]), 1515: array([3.71655703e-06, 4.06716575e-06, 4.24246995e-06, 4.33012198e-06,
       4.37394795e-06, 4.39586091e-06, 4.40681738e-06, 4.41229562e-06,
       4.41503473e-06, 4.41640428e-06, 4.41708906e-06, 4.41743145e-06,
       4.41760264e-06, 4.41768824e-06, 4.41773104e-06, 4.41775244e-06,
       4.41776314e-06, 4.41776849e-06, 4.41777116e-06, 4.41777250e-06,
       4.41777317e-06, 4.41777350e-06, 4.41777367e-06, 4.41777375e-06,
       4.41777380e-06, 4.41777382e-06, 4.41777383e-06, 4.41777383e-06]), 1520: array([5.94906023e-06, 4.98779490e-06, 4.50715114e-06, 4.26682371e-06,
       4.14665722e-06, 4.08657259e-06, 4.05652958e-06, 4.04150772e-06,
       4.03399663e-06, 4.03024099e-06, 4.02836313e-06, 4.02742417e-06,
       4.02695469e-06, 4.02671994e-06, 4.02660256e-06, 4.02654387e-06,
       4.02651453e-06, 4.02649985e-06, 4.02649252e-06, 4.02648885e-06,
       4.02648701e-06, 4.02648610e-06, 4.02648564e-06, 4.02648541e-06,
       4.02648529e-06, 4.02648524e-06, 4.02648521e-06, 4.02648519e-06]), 1525: array([2.03720544e-06, 2.03235235e-06, 2.02895519e-06, 2.02657718e-06,
       2.02491257e-06, 2.02374734e-06, 2.02293168e-06, 2.02236072e-06,
       2.02196105e-06, 2.02168128e-06, 2.02148544e-06, 2.02134835e-06,
       2.02125239e-06, 2.02118522e-06, 2.02113820e-06, 2.02110528e-06,
       2.02108224e-06, 2.02106611e-06, 2.02105482e-06, 2.02104692e-06,
       2.02104139e-06, 2.02103752e-06, 2.02103481e-06, 2.02103291e-06,
       2.02103158e-06, 2.02103065e-06, 2.02103000e-06, 2.02102954e-06]), 1530: array([8.06714378e-06, 8.00759456e-06, 7.97782000e-06, 7.96293274e-06,
       7.95548912e-06, 7.95176732e-06, 7.94990642e-06, 7.94897598e-06,
       7.94851075e-06, 7.94827814e-06, 7.94816184e-06, 7.94810368e-06,
       7.94807461e-06, 7.94806007e-06, 7.94805280e-06, 7.94804917e-06,
       7.94804735e-06, 7.94804644e-06, 7.94804599e-06, 7.94804576e-06,
       7.94804564e-06, 7.94804559e-06, 7.94804556e-06, 7.94804555e-06,
       7.94804554e-06, 7.94804553e-06, 7.94804553e-06, 7.94804553e-06]), 1535: array([8.28966750e-06, 8.28910391e-06, 8.28882211e-06, 8.28868121e-06,
       8.28861076e-06, 8.28857554e-06, 8.28855793e-06, 8.28854912e-06,
       8.28854472e-06, 8.28854252e-06, 8.28854142e-06, 8.28854087e-06,
       8.28854059e-06, 8.28854045e-06, 8.28854038e-06, 8.28854035e-06,
       8.28854033e-06, 8.28854032e-06, 8.28854032e-06, 8.28854032e-06,
       8.28854032e-06, 8.28854032e-06, 8.28854032e-06, 8.28854031e-06,
       8.28854031e-06, 8.28854031e-06, 8.28854031e-06, 8.28854031e-06]), 1540: array([8.79971724e-05, 8.16103862e-05, 7.66764858e-05, 7.28649645e-05,
       6.99204998e-05, 6.76458511e-05, 6.58886466e-05, 6.45311764e-05,
       6.34825077e-05, 6.26723934e-05, 6.20465665e-05, 6.15631046e-05,
       6.11896221e-05, 6.09011005e-05, 6.06782128e-05, 6.05060282e-05,
       6.03730127e-05, 6.02702560e-05, 6.01908747e-05, 6.01295513e-05,
       6.00821780e-05, 6.00455813e-05, 6.00173097e-05, 5.99954694e-05,
       5.99785974e-05, 5.99655635e-05, 5.99554946e-05, 5.99477162e-05]), 1545: array([1.93507986e-06, 1.94474424e-06, 1.94957642e-06, 1.95199252e-06,
       1.95320056e-06, 1.95380458e-06, 1.95410660e-06, 1.95425760e-06,
       1.95433310e-06, 1.95437086e-06, 1.95438973e-06, 1.95439917e-06,
       1.95440389e-06, 1.95440625e-06, 1.95440743e-06, 1.95440802e-06,
       1.95440831e-06, 1.95440846e-06, 1.95440853e-06, 1.95440857e-06,
       1.95440859e-06, 1.95440860e-06, 1.95440860e-06, 1.95440860e-06,
       1.95440861e-06, 1.95440861e-06, 1.95440861e-06, 1.95440861e-06]), 1550: array([1.93603368e-06, 1.63252419e-06, 1.48076939e-06, 1.40489196e-06,
       1.36695324e-06, 1.34798387e-06, 1.33849918e-06, 1.33375683e-06,
       1.33138566e-06, 1.33020007e-06, 1.32960728e-06, 1.32931088e-06,
       1.32916268e-06, 1.32908858e-06, 1.32905153e-06, 1.32903301e-06,
       1.32902375e-06, 1.32901911e-06, 1.32901680e-06, 1.32901564e-06,
       1.32901506e-06, 1.32901477e-06, 1.32901463e-06, 1.32901456e-06,
       1.32901452e-06, 1.32901450e-06, 1.32901449e-06, 1.32901449e-06]), 1555: array([1.14348767e-04, 9.55627693e-05, 8.37322499e-05, 7.62819566e-05,
       7.15901194e-05, 6.86354256e-05, 6.67747012e-05, 6.56029063e-05,
       6.48649661e-05, 6.44002467e-05, 6.41075888e-05, 6.39232869e-05,
       6.38072224e-05, 6.37341306e-05, 6.36881008e-05, 6.36591135e-05,
       6.36408587e-05, 6.36293627e-05, 6.36221230e-05, 6.36175639e-05,
       6.36146927e-05, 6.36128846e-05, 6.36117459e-05, 6.36110289e-05,
       6.36105773e-05, 6.36102929e-05, 6.36101138e-05, 6.36100010e-05]), 1560: array([9.36348647e-06, 9.32596244e-06, 9.29969561e-06, 9.28130882e-06,
       9.26843806e-06, 9.25942852e-06, 9.25312184e-06, 9.24870716e-06,
       9.24561688e-06, 9.24345369e-06, 9.24193945e-06, 9.24087949e-06,
       9.24013751e-06, 9.23961812e-06, 9.23925456e-06, 9.23900006e-06,
       9.23882191e-06, 9.23869720e-06, 9.23860991e-06, 9.23854881e-06,
       9.23850603e-06, 9.23847609e-06, 9.23845513e-06, 9.23844046e-06,
       9.23843019e-06, 9.23842300e-06, 9.23841797e-06, 9.23841445e-06]), 1565: array([1.45399744e-05, 1.44659168e-05, 1.44288880e-05, 1.44103737e-05,
       1.44011165e-05, 1.43964879e-05, 1.43941736e-05, 1.43930165e-05,
       1.43924379e-05, 1.43921486e-05, 1.43920040e-05, 1.43919317e-05,
       1.43918955e-05, 1.43918774e-05, 1.43918684e-05, 1.43918639e-05,
       1.43918616e-05, 1.43918605e-05, 1.43918599e-05, 1.43918596e-05,
       1.43918595e-05, 1.43918594e-05, 1.43918594e-05, 1.43918594e-05,
       1.43918593e-05, 1.43918593e-05, 1.43918593e-05, 1.43918593e-05]), 1570: array([3.46506166e-06, 3.77608706e-06, 3.93159963e-06, 4.00935584e-06,
       4.04823391e-06, 4.06767292e-06, 4.07739242e-06, 4.08225217e-06,
       4.08468204e-06, 4.08589698e-06, 4.08650444e-06, 4.08680817e-06,
       4.08696004e-06, 4.08703597e-06, 4.08707394e-06, 4.08709292e-06,
       4.08710242e-06, 4.08710716e-06, 4.08710953e-06, 4.08711072e-06,
       4.08711131e-06, 4.08711161e-06, 4.08711176e-06, 4.08711183e-06,
       4.08711187e-06, 4.08711189e-06, 4.08711190e-06, 4.08711190e-06]), 1575: array([9.66645687e-06, 9.60534506e-06, 9.57478914e-06, 9.55951117e-06,
       9.55187218e-06, 9.54805268e-06, 9.54614293e-06, 9.54518806e-06,
       9.54471062e-06, 9.54447190e-06, 9.54435254e-06, 9.54429286e-06,
       9.54426302e-06, 9.54424810e-06, 9.54424064e-06, 9.54423691e-06,
       9.54423505e-06, 9.54423411e-06, 9.54423365e-06, 9.54423341e-06,
       9.54423330e-06, 9.54423324e-06, 9.54423321e-06, 9.54423320e-06,
       9.54423319e-06, 9.54423318e-06, 9.54423318e-06, 9.54423318e-06]), 1580: array([4.24441978e-06, 4.19216283e-06, 4.16603436e-06, 4.15297011e-06,
       4.14643799e-06, 4.14317193e-06, 4.14153890e-06, 4.14072238e-06,
       4.14031412e-06, 4.14010999e-06, 4.14000793e-06, 4.13995690e-06,
       4.13993138e-06, 4.13991862e-06, 4.13991224e-06, 4.13990905e-06,
       4.13990746e-06, 4.13990666e-06, 4.13990626e-06, 4.13990606e-06,
       4.13990596e-06, 4.13990591e-06, 4.13990589e-06, 4.13990588e-06,
       4.13990587e-06, 4.13990587e-06, 4.13990587e-06, 4.13990587e-06]), 1585: array([1.45852366e-06, 1.71803971e-06, 1.84779771e-06, 1.91267669e-06,
       1.94511618e-06, 1.96133592e-06, 1.96944578e-06, 1.97350072e-06,
       1.97552818e-06, 1.97654192e-06, 1.97704878e-06, 1.97730221e-06,
       1.97742893e-06, 1.97749229e-06, 1.97752397e-06, 1.97753981e-06,
       1.97754773e-06, 1.97755169e-06, 1.97755367e-06, 1.97755466e-06,
       1.97755515e-06, 1.97755540e-06, 1.97755552e-06, 1.97755559e-06,
       1.97755562e-06, 1.97755563e-06, 1.97755564e-06, 1.97755564e-06]), 1590: array([7.57860336e-07, 7.00156378e-07, 6.71304397e-07, 6.56878404e-07,
       6.49665407e-07, 6.46058908e-07, 6.44255659e-07, 6.43354034e-07,
       6.42903221e-07, 6.42677815e-07, 6.42565112e-07, 6.42508760e-07,
       6.42480584e-07, 6.42466497e-07, 6.42459453e-07, 6.42455931e-07,
       6.42454170e-07, 6.42453289e-07, 6.42452849e-07, 6.42452629e-07,
       6.42452519e-07, 6.42452464e-07, 6.42452436e-07, 6.42452422e-07,
       6.42452416e-07, 6.42452412e-07, 6.42452410e-07, 6.42452410e-07]), 1595: array([0.00013026, 0.00013003, 0.00012986, 0.00012975, 0.00012967,
       0.00012961, 0.00012957, 0.00012954, 0.00012953, 0.00012951,
       0.0001295 , 0.0001295 , 0.00012949, 0.00012949, 0.00012949,
       0.00012948, 0.00012948, 0.00012948, 0.00012948, 0.00012948,
       0.00012948, 0.00012948, 0.00012948, 0.00012948, 0.00012948,
       0.00012948, 0.00012948, 0.00012948]), 1600: array([5.18648379e-06, 5.22040119e-06, 5.23735988e-06, 5.24583921e-06,
       5.25007888e-06, 5.25219870e-06, 5.25325862e-06, 5.25378857e-06,
       5.25405355e-06, 5.25418604e-06, 5.25425229e-06, 5.25428541e-06,
       5.25430197e-06, 5.25431025e-06, 5.25431439e-06, 5.25431646e-06,
       5.25431749e-06, 5.25431801e-06, 5.25431827e-06, 5.25431840e-06,
       5.25431847e-06, 5.25431850e-06, 5.25431851e-06, 5.25431852e-06,
       5.25431853e-06, 5.25431853e-06, 5.25431853e-06, 5.25431853e-06]), 1605: array([5.75552892e-07, 4.69180261e-07, 4.15993943e-07, 3.89400783e-07,
       3.76104202e-07, 3.69455912e-07, 3.66131766e-07, 3.64469693e-07,
       3.63638657e-07, 3.63223138e-07, 3.63015379e-07, 3.62911500e-07,
       3.62859560e-07, 3.62833590e-07, 3.62820605e-07, 3.62814113e-07,
       3.62810866e-07, 3.62809243e-07, 3.62808432e-07, 3.62808026e-07,
       3.62807823e-07, 3.62807722e-07, 3.62807671e-07, 3.62807646e-07,
       3.62807633e-07, 3.62807626e-07, 3.62807623e-07, 3.62807622e-07]), 1610: array([2.80414590e-05, 4.37804984e-05, 5.95195378e-05, 7.52585772e-05,
       9.09976166e-05, 1.06736656e-04, 1.22475695e-04, 1.38214735e-04,
       1.53953774e-04, 1.69692814e-04, 1.85431853e-04, 2.01170892e-04,
       2.16909932e-04, 2.32648971e-04, 2.48388011e-04, 2.64127050e-04,
       2.79866089e-04, 2.95605129e-04, 3.11344168e-04, 3.27083208e-04,
       3.42822247e-04, 3.58561286e-04, 3.74300326e-04, 3.90039365e-04,
       4.05778405e-04, 4.21517444e-04, 4.37256483e-04, 4.52995523e-04]), 1615: array([6.04777759e-07, 6.98465979e-07, 7.45310083e-07, 7.68732132e-07,
       7.80443156e-07, 7.86298666e-07, 7.89226422e-07, 7.90690299e-07,
       7.91422238e-07, 7.91788207e-07, 7.91971191e-07, 7.92062684e-07,
       7.92108430e-07, 7.92131303e-07, 7.92142739e-07, 7.92148458e-07,
       7.92151317e-07, 7.92152746e-07, 7.92153461e-07, 7.92153819e-07,
       7.92153997e-07, 7.92154087e-07, 7.92154131e-07, 7.92154154e-07,
       7.92154165e-07, 7.92154170e-07, 7.92154173e-07, 7.92154175e-07]), 1620: array([3.50822984e-07, 3.50369227e-07, 3.50051598e-07, 3.49829257e-07,
       3.49673618e-07, 3.49564672e-07, 3.49488409e-07, 3.49435025e-07,
       3.49397656e-07, 3.49371498e-07, 3.49353187e-07, 3.49340369e-07,
       3.49331397e-07, 3.49325117e-07, 3.49320720e-07, 3.49317643e-07,
       3.49315489e-07, 3.49313981e-07, 3.49312925e-07, 3.49312186e-07,
       3.49311669e-07, 3.49311307e-07, 3.49311053e-07, 3.49310876e-07,
       3.49310752e-07, 3.49310665e-07, 3.49310604e-07, 3.49310561e-07]), 1625: array([1.29867405e-04, 1.12001040e-04, 1.02124137e-04, 9.66639771e-05,
       9.36454856e-05, 9.19767999e-05, 9.10543153e-05, 9.05443464e-05,
       9.02624248e-05, 9.01065726e-05, 9.00204142e-05, 8.99727841e-05,
       8.99464531e-05, 8.99318968e-05, 8.99238498e-05, 8.99194012e-05,
       8.99169419e-05, 8.99155824e-05, 8.99148308e-05, 8.99144153e-05,
       8.99141856e-05, 8.99140587e-05, 8.99139885e-05, 8.99139497e-05,
       8.99139282e-05, 8.99139164e-05, 8.99139098e-05, 8.99139062e-05]), 1630: array([4.63976198e-07, 5.46377373e-07, 5.87577956e-07, 6.08178246e-07,
       6.18478389e-07, 6.23628461e-07, 6.26203496e-07, 6.27491014e-07,
       6.28134773e-07, 6.28456652e-07, 6.28617592e-07, 6.28698061e-07,
       6.28738296e-07, 6.28758414e-07, 6.28768472e-07, 6.28773502e-07,
       6.28776016e-07, 6.28777274e-07, 6.28777902e-07, 6.28778217e-07,
       6.28778374e-07, 6.28778453e-07, 6.28778492e-07, 6.28778511e-07,
       6.28778521e-07, 6.28778526e-07, 6.28778529e-07, 6.28778530e-07]), 1635: array([1.42123399e-06, 1.41736497e-06, 1.41543046e-06, 1.41446320e-06,
       1.41397957e-06, 1.41373776e-06, 1.41361685e-06, 1.41355640e-06,
       1.41352617e-06, 1.41351106e-06, 1.41350350e-06, 1.41349972e-06,
       1.41349784e-06, 1.41349689e-06, 1.41349642e-06, 1.41349618e-06,
       1.41349606e-06, 1.41349601e-06, 1.41349598e-06, 1.41349596e-06,
       1.41349595e-06, 1.41349595e-06, 1.41349595e-06, 1.41349595e-06,
       1.41349595e-06, 1.41349595e-06, 1.41349595e-06, 1.41349595e-06]), 1640: array([0.00037526, 0.00037555, 0.0003758 , 0.00037602, 0.00037621,
       0.00037637, 0.00037652, 0.00037665, 0.00037676, 0.00037686,
       0.00037694, 0.00037702, 0.00037708, 0.00037714, 0.00037719,
       0.00037723, 0.00037727, 0.0003773 , 0.00037733, 0.00037736,
       0.00037738, 0.0003774 , 0.00037742, 0.00037743, 0.00037744,
       0.00037745, 0.00037746, 0.00037747]), 1645: array([1.31130360e-06, 1.29793265e-06, 1.29124718e-06, 1.28790444e-06,
       1.28623307e-06, 1.28539739e-06, 1.28497955e-06, 1.28477062e-06,
       1.28466616e-06, 1.28461393e-06, 1.28458782e-06, 1.28457476e-06,
       1.28456823e-06, 1.28456497e-06, 1.28456334e-06, 1.28456252e-06,
       1.28456211e-06, 1.28456191e-06, 1.28456181e-06, 1.28456175e-06,
       1.28456173e-06, 1.28456172e-06, 1.28456171e-06, 1.28456171e-06,
       1.28456170e-06, 1.28456170e-06, 1.28456170e-06, 1.28456170e-06]), 1650: array([1.15792518e-05, 1.29504620e-05, 1.36360588e-05, 1.39788530e-05,
       1.41502481e-05, 1.42359446e-05, 1.42787923e-05, 1.43002159e-05,
       1.43109276e-05, 1.43162834e-05, 1.43189612e-05, 1.43203001e-05,
       1.43209696e-05, 1.43213043e-05, 1.43214717e-05, 1.43215553e-05,
       1.43215972e-05, 1.43216181e-05, 1.43216285e-05, 1.43216338e-05,
       1.43216364e-05, 1.43216377e-05, 1.43216384e-05, 1.43216387e-05,
       1.43216388e-05, 1.43216389e-05, 1.43216390e-05, 1.43216390e-05]), 1655: array([3.72744146e-06, 3.98758184e-06, 4.11765179e-06, 4.18268665e-06,
       4.21520402e-06, 4.23146267e-06, 4.23959198e-06, 4.24365663e-06,
       4.24568895e-06, 4.24670511e-06, 4.24721319e-06, 4.24746723e-06,
       4.24759425e-06, 4.24765776e-06, 4.24768951e-06, 4.24770539e-06,
       4.24771333e-06, 4.24771730e-06, 4.24771928e-06, 4.24772028e-06,
       4.24772077e-06, 4.24772102e-06, 4.24772114e-06, 4.24772121e-06,
       4.24772124e-06, 4.24772125e-06, 4.24772126e-06, 4.24772126e-06]), 1660: array([4.67274463e-06, 4.67438414e-06, 4.67520389e-06, 4.67561377e-06,
       4.67581871e-06, 4.67592118e-06, 4.67597241e-06, 4.67599803e-06,
       4.67601084e-06, 4.67601725e-06, 4.67602045e-06, 4.67602205e-06,
       4.67602285e-06, 4.67602325e-06, 4.67602345e-06, 4.67602355e-06,
       4.67602360e-06, 4.67602362e-06, 4.67602364e-06, 4.67602364e-06,
       4.67602365e-06, 4.67602365e-06, 4.67602365e-06, 4.67602365e-06,
       4.67602365e-06, 4.67602365e-06, 4.67602365e-06, 4.67602365e-06]), 1665: array([3.79788863e-06, 3.77016935e-06, 3.75076585e-06, 3.73718340e-06,
       3.72767568e-06, 3.72102027e-06, 3.71636149e-06, 3.71310034e-06,
       3.71081754e-06, 3.70921957e-06, 3.70810100e-06, 3.70731799e-06,
       3.70676989e-06, 3.70638622e-06, 3.70611765e-06, 3.70592965e-06,
       3.70579805e-06, 3.70570593e-06, 3.70564145e-06, 3.70559631e-06,
       3.70556471e-06, 3.70554259e-06, 3.70552711e-06, 3.70551627e-06,
       3.70550869e-06, 3.70550338e-06, 3.70549966e-06, 3.70549706e-06]), 1670: array([7.77096282e-06, 7.79094445e-06, 7.80093525e-06, 7.80593064e-06,
       7.80842834e-06, 7.80967719e-06, 7.81030161e-06, 7.81061382e-06,
       7.81076992e-06, 7.81084798e-06, 7.81088700e-06, 7.81090652e-06,
       7.81091627e-06, 7.81092115e-06, 7.81092359e-06, 7.81092481e-06,
       7.81092542e-06, 7.81092572e-06, 7.81092588e-06, 7.81092595e-06,
       7.81092599e-06, 7.81092601e-06, 7.81092602e-06, 7.81092602e-06,
       7.81092603e-06, 7.81092603e-06, 7.81092603e-06, 7.81092603e-06]), 1675: array([2.21175252e-06, 2.20498611e-06, 2.20024963e-06, 2.19693408e-06,
       2.19461320e-06, 2.19298859e-06, 2.19185136e-06, 2.19105530e-06,
       2.19049805e-06, 2.19010798e-06, 2.18983493e-06, 2.18964380e-06,
       2.18951000e-06, 2.18941635e-06, 2.18935079e-06, 2.18930490e-06,
       2.18927277e-06, 2.18925029e-06, 2.18923454e-06, 2.18922353e-06,
       2.18921581e-06, 2.18921041e-06, 2.18920663e-06, 2.18920399e-06,
       2.18920214e-06, 2.18920084e-06, 2.18919993e-06, 2.18919930e-06]), 1680: array([1.58078912e-05, 1.23180523e-05, 1.05545332e-05, 9.66337466e-06,
       9.21304581e-06, 8.98548128e-06, 8.87048618e-06, 8.81237574e-06,
       8.78301081e-06, 8.76817184e-06, 8.76067327e-06, 8.75688401e-06,
       8.75496919e-06, 8.75400158e-06, 8.75351261e-06, 8.75326552e-06,
       8.75314066e-06, 8.75307757e-06, 8.75304568e-06, 8.75302957e-06,
       8.75302143e-06, 8.75301731e-06, 8.75301524e-06, 8.75301418e-06,
       8.75301365e-06, 8.75301339e-06, 8.75301325e-06, 8.75301318e-06]), 1685: array([8.09950866e-06, 8.09363239e-06, 8.09069425e-06, 8.08922519e-06,
       8.08849066e-06, 8.08812339e-06, 8.08793976e-06, 8.08784794e-06,
       8.08780203e-06, 8.08777908e-06, 8.08776760e-06, 8.08776186e-06,
       8.08775900e-06, 8.08775756e-06, 8.08775684e-06, 8.08775648e-06,
       8.08775631e-06, 8.08775622e-06, 8.08775617e-06, 8.08775615e-06,
       8.08775614e-06, 8.08775613e-06, 8.08775613e-06, 8.08775613e-06,
       8.08775613e-06, 8.08775613e-06, 8.08775613e-06, 8.08775613e-06]), 1690: array([2.85221894e-06, 2.84683292e-06, 2.84413990e-06, 2.84279340e-06,
       2.84212014e-06, 2.84178352e-06, 2.84161520e-06, 2.84153105e-06,
       2.84148897e-06, 2.84146793e-06, 2.84145741e-06, 2.84145215e-06,
       2.84144952e-06, 2.84144820e-06, 2.84144755e-06, 2.84144722e-06,
       2.84144705e-06, 2.84144697e-06, 2.84144693e-06, 2.84144691e-06,
       2.84144690e-06, 2.84144689e-06, 2.84144689e-06, 2.84144689e-06,
       2.84144689e-06, 2.84144689e-06, 2.84144689e-06, 2.84144689e-06]), 1695: array([0.00024882, 0.00018612, 0.00016084, 0.00015065, 0.00014654,
       0.00014488, 0.00014422, 0.00014395, 0.00014384, 0.00014379,
       0.00014378, 0.00014377, 0.00014377, 0.00014377, 0.00014376,
       0.00014376, 0.00014376, 0.00014376, 0.00014376, 0.00014376,
       0.00014376, 0.00014376, 0.00014376, 0.00014376, 0.00014376,
       0.00014376, 0.00014376, 0.00014376]), 1700: array([1.70850448e-05, 1.81237097e-05, 1.86430389e-05, 1.89027019e-05,
       1.90325325e-05, 1.90974474e-05, 1.91299047e-05, 1.91461332e-05,
       1.91542474e-05, 1.91583045e-05, 1.91603330e-05, 1.91613473e-05,
       1.91618544e-05, 1.91621080e-05, 1.91622348e-05, 1.91622981e-05,
       1.91623298e-05, 1.91623457e-05, 1.91623536e-05, 1.91623576e-05,
       1.91623595e-05, 1.91623605e-05, 1.91623610e-05, 1.91623613e-05,
       1.91623614e-05, 1.91623615e-05, 1.91623615e-05, 1.91623615e-05]), 1705: array([3.03311176e-06, 3.15686785e-06, 3.21874581e-06, 3.24968474e-06,
       3.26515419e-06, 3.27288890e-06, 3.27675625e-06, 3.27868992e-06,
       3.27965675e-06, 3.28014017e-06, 3.28038188e-06, 3.28050273e-06,
       3.28056316e-06, 3.28059337e-06, 3.28060848e-06, 3.28061603e-06,
       3.28061981e-06, 3.28062170e-06, 3.28062264e-06, 3.28062311e-06,
       3.28062335e-06, 3.28062347e-06, 3.28062353e-06, 3.28062356e-06,
       3.28062357e-06, 3.28062358e-06, 3.28062358e-06, 3.28062358e-06]), 1710: array([4.21212413e-05, 4.20279523e-05, 4.19624988e-05, 4.19165752e-05,
       4.18843542e-05, 4.18617473e-05, 4.18458858e-05, 4.18347570e-05,
       4.18269488e-05, 4.18214705e-05, 4.18176267e-05, 4.18149299e-05,
       4.18130377e-05, 4.18117101e-05, 4.18107786e-05, 4.18101251e-05,
       4.18096666e-05, 4.18093449e-05, 4.18091191e-05, 4.18089608e-05,
       4.18088496e-05, 4.18087717e-05, 4.18087170e-05, 4.18086786e-05,
       4.18086517e-05, 4.18086328e-05, 4.18086195e-05, 4.18086102e-05]), 1715: array([0.00019125, 0.00015903, 0.00014057, 0.00012999, 0.00012393,
       0.00012045, 0.00011846, 0.00011732, 0.00011666, 0.00011629,
       0.00011607, 0.00011595, 0.00011588, 0.00011584, 0.00011582,
       0.0001158 , 0.0001158 , 0.00011579, 0.00011579, 0.00011579,
       0.00011579, 0.00011579, 0.00011579, 0.00011579, 0.00011579,
       0.00011579, 0.00011579, 0.00011579]), 1720: array([1.09227793e-06, 1.09007568e-06, 1.08853411e-06, 1.08745501e-06,
       1.08669964e-06, 1.08617088e-06, 1.08580074e-06, 1.08554165e-06,
       1.08536029e-06, 1.08523333e-06, 1.08514446e-06, 1.08508225e-06,
       1.08503871e-06, 1.08500823e-06, 1.08498689e-06, 1.08497195e-06,
       1.08496150e-06, 1.08495418e-06, 1.08494906e-06, 1.08494547e-06,
       1.08494296e-06, 1.08494120e-06, 1.08493997e-06, 1.08493911e-06,
       1.08493851e-06, 1.08493809e-06, 1.08493779e-06, 1.08493758e-06]), 1725: array([7.16878177e-05, 6.44415014e-05, 5.91718585e-05, 5.53396856e-05,
       5.25528651e-05, 5.05262425e-05, 4.90524484e-05, 4.79806807e-05,
       4.72012731e-05, 4.66344749e-05, 4.62222897e-05, 4.59225417e-05,
       4.57045599e-05, 4.55460399e-05, 4.54307615e-05, 4.53469291e-05,
       4.52859647e-05, 4.52416305e-05, 4.52093898e-05, 4.51859439e-05,
       4.51688936e-05, 4.51564944e-05, 4.51474774e-05, 4.51409201e-05,
       4.51361516e-05, 4.51326838e-05, 4.51301620e-05, 4.51283281e-05]), 1730: array([3.75649611e-06, 7.29281870e-06, 1.08291413e-05, 1.43654639e-05,
       1.79017865e-05, 2.14381090e-05, 2.49744316e-05, 2.85107542e-05,
       3.20470768e-05, 3.55833994e-05, 3.91197220e-05, 4.26560446e-05,
       4.61923671e-05, 4.97286897e-05, 5.32650123e-05, 5.68013349e-05,
       6.03376575e-05, 6.38739801e-05, 6.74103027e-05, 7.09466253e-05,
       7.44829478e-05, 7.80192704e-05, 8.15555930e-05, 8.50919156e-05,
       8.86282382e-05, 9.21645608e-05, 9.57008834e-05, 9.92372059e-05]), 1735: array([2.80079269e-06, 3.22535011e-06, 3.43762875e-06, 3.54376803e-06,
       3.59683765e-06, 3.62337245e-06, 3.63663984e-06, 3.64327354e-06,
       3.64659039e-06, 3.64824881e-06, 3.64907802e-06, 3.64949262e-06,
       3.64969993e-06, 3.64980358e-06, 3.64985540e-06, 3.64988132e-06,
       3.64989427e-06, 3.64990075e-06, 3.64990399e-06, 3.64990561e-06,
       3.64990642e-06, 3.64990682e-06, 3.64990703e-06, 3.64990713e-06,
       3.64990718e-06, 3.64990720e-06, 3.64990722e-06, 3.64990722e-06]), 1740: array([1.60408978e-05, 1.81004787e-05, 1.91302623e-05, 1.96451507e-05,
       1.99025932e-05, 2.00313136e-05, 2.00956734e-05, 2.01278531e-05,
       2.01439428e-05, 2.01519876e-05, 2.01560100e-05, 2.01580212e-05,
       2.01590267e-05, 2.01595295e-05, 2.01597809e-05, 2.01599066e-05,
       2.01599695e-05, 2.01600009e-05, 2.01600166e-05, 2.01600244e-05,
       2.01600284e-05, 2.01600303e-05, 2.01600313e-05, 2.01600318e-05,
       2.01600321e-05, 2.01600322e-05, 2.01600322e-05, 2.01600323e-05]), 1745: array([2.92491936e-06, 2.66446205e-06, 2.53423336e-06, 2.46911899e-06,
       2.43656180e-06, 2.42028320e-06, 2.41214390e-06, 2.40807425e-06,
       2.40603942e-06, 2.40502201e-06, 2.40451330e-06, 2.40425895e-06,
       2.40413177e-06, 2.40406818e-06, 2.40403639e-06, 2.40402049e-06,
       2.40401254e-06, 2.40400857e-06, 2.40400658e-06, 2.40400559e-06,
       2.40400509e-06, 2.40400484e-06, 2.40400472e-06, 2.40400465e-06,
       2.40400462e-06, 2.40400461e-06, 2.40400460e-06, 2.40400460e-06]), 1750: array([4.11632606e-06, 4.13582137e-06, 4.14556902e-06, 4.15044284e-06,
       4.15287975e-06, 4.15409820e-06, 4.15470743e-06, 4.15501204e-06,
       4.15516435e-06, 4.15524050e-06, 4.15527857e-06, 4.15529761e-06,
       4.15530713e-06, 4.15531189e-06, 4.15531427e-06, 4.15531546e-06,
       4.15531606e-06, 4.15531635e-06, 4.15531650e-06, 4.15531658e-06,
       4.15531661e-06, 4.15531663e-06, 4.15531664e-06, 4.15531665e-06,
       4.15531665e-06, 4.15531665e-06, 4.15531665e-06, 4.15531665e-06]), 1755: array([2.60562161e-05, 2.60382614e-05, 2.60292840e-05, 2.60247953e-05,
       2.60225510e-05, 2.60214288e-05, 2.60208677e-05, 2.60205872e-05,
       2.60204469e-05, 2.60203768e-05, 2.60203417e-05, 2.60203242e-05,
       2.60203154e-05, 2.60203110e-05, 2.60203088e-05, 2.60203077e-05,
       2.60203072e-05, 2.60203069e-05, 2.60203068e-05, 2.60203067e-05,
       2.60203067e-05, 2.60203066e-05, 2.60203066e-05, 2.60203066e-05,
       2.60203066e-05, 2.60203066e-05, 2.60203066e-05, 2.60203066e-05]), 1760: array([2.20878729e-05, 2.19964260e-05, 2.19324130e-05, 2.18876039e-05,
       2.18562375e-05, 2.18342810e-05, 2.18189114e-05, 2.18081526e-05,
       2.18006215e-05, 2.17953497e-05, 2.17916595e-05, 2.17890763e-05,
       2.17872681e-05, 2.17860023e-05, 2.17851163e-05, 2.17844960e-05,
       2.17840619e-05, 2.17837580e-05, 2.17835452e-05, 2.17833963e-05,
       2.17832921e-05, 2.17832191e-05, 2.17831680e-05, 2.17831323e-05,
       2.17831072e-05, 2.17830897e-05, 2.17830774e-05, 2.17830689e-05]), 1765: array([4.68361563e-06, 5.40900243e-06, 5.77169519e-06, 5.95304124e-06,
       6.04371411e-06, 6.08905046e-06, 6.11171860e-06, 6.12305265e-06,
       6.12871966e-06, 6.13155316e-06, 6.13296991e-06, 6.13367828e-06,
       6.13403247e-06, 6.13420956e-06, 6.13429811e-06, 6.13434238e-06,
       6.13436452e-06, 6.13437559e-06, 6.13438112e-06, 6.13438389e-06,
       6.13438527e-06, 6.13438596e-06, 6.13438631e-06, 6.13438648e-06,
       6.13438657e-06, 6.13438661e-06, 6.13438663e-06, 6.13438664e-06]), 1770: array([4.81577763e-05, 4.30332489e-05, 4.15624285e-05, 4.11402798e-05,
       4.10191165e-05, 4.09843407e-05, 4.09743595e-05, 4.09714947e-05,
       4.09706725e-05, 4.09704365e-05, 4.09703688e-05, 4.09703493e-05,
       4.09703437e-05, 4.09703421e-05, 4.09703417e-05, 4.09703416e-05,
       4.09703415e-05, 4.09703415e-05, 4.09703415e-05, 4.09703415e-05,
       4.09703415e-05, 4.09703415e-05, 4.09703415e-05, 4.09703415e-05,
       4.09703415e-05, 4.09703415e-05, 4.09703415e-05, 4.09703415e-05]), 1775: array([1.32230024e-04, 1.02584445e-04, 9.41779135e-05, 9.17940919e-05,
       9.11181169e-05, 9.09264322e-05, 9.08720765e-05, 9.08566630e-05,
       9.08522923e-05, 9.08510529e-05, 9.08507014e-05, 9.08506017e-05,
       9.08505735e-05, 9.08505655e-05, 9.08505632e-05, 9.08505626e-05,
       9.08505624e-05, 9.08505623e-05, 9.08505623e-05, 9.08505623e-05,
       9.08505623e-05, 9.08505623e-05, 9.08505623e-05, 9.08505623e-05,
       9.08505623e-05, 9.08505623e-05, 9.08505623e-05, 9.08505623e-05]), 1780: array([3.58480335e-06, 3.89387088e-06, 4.04840442e-06, 4.12567107e-06,
       4.16430433e-06, 4.18362094e-06, 4.19327922e-06, 4.19810836e-06,
       4.20052292e-06, 4.20173021e-06, 4.20233384e-06, 4.20263566e-06,
       4.20278657e-06, 4.20286203e-06, 4.20289975e-06, 4.20291862e-06,
       4.20292805e-06, 4.20293277e-06, 4.20293512e-06, 4.20293630e-06,
       4.20293689e-06, 4.20293719e-06, 4.20293733e-06, 4.20293741e-06,
       4.20293745e-06, 4.20293746e-06, 4.20293747e-06, 4.20293748e-06]), 1785: array([3.07676790e-06, 3.08038236e-06, 3.08291248e-06, 3.08468357e-06,
       3.08592333e-06, 3.08679116e-06, 3.08739864e-06, 3.08782388e-06,
       3.08812154e-06, 3.08832991e-06, 3.08847576e-06, 3.08857786e-06,
       3.08864933e-06, 3.08869936e-06, 3.08873438e-06, 3.08875889e-06,
       3.08877605e-06, 3.08878807e-06, 3.08879647e-06, 3.08880236e-06,
       3.08880648e-06, 3.08880936e-06, 3.08881138e-06, 3.08881280e-06,
       3.08881379e-06, 3.08881448e-06, 3.08881496e-06, 3.08881530e-06]), 1790: array([1.71740240e-06, 1.69390473e-06, 1.68215589e-06, 1.67628147e-06,
       1.67334426e-06, 1.67187566e-06, 1.67114135e-06, 1.67077420e-06,
       1.67059063e-06, 1.67049884e-06, 1.67045295e-06, 1.67043000e-06,
       1.67041853e-06, 1.67041279e-06, 1.67040992e-06, 1.67040849e-06,
       1.67040777e-06, 1.67040741e-06, 1.67040723e-06, 1.67040714e-06,
       1.67040710e-06, 1.67040707e-06, 1.67040706e-06, 1.67040706e-06,
       1.67040705e-06, 1.67040705e-06, 1.67040705e-06, 1.67040705e-06]), 1795: array([9.78979917e-07, 1.11831275e-06, 1.18797916e-06, 1.22281236e-06,
       1.24022896e-06, 1.24893726e-06, 1.25329140e-06, 1.25546848e-06,
       1.25655701e-06, 1.25710128e-06, 1.25737342e-06, 1.25750948e-06,
       1.25757752e-06, 1.25761153e-06, 1.25762854e-06, 1.25763705e-06,
       1.25764130e-06, 1.25764342e-06, 1.25764449e-06, 1.25764502e-06,
       1.25764528e-06, 1.25764542e-06, 1.25764548e-06, 1.25764552e-06,
       1.25764553e-06, 1.25764554e-06, 1.25764555e-06, 1.25764555e-06]), 1800: array([0.0001546 , 0.00012018, 0.00010814, 0.00010394, 0.00010247,
       0.00010195, 0.00010177, 0.00010171, 0.00010169, 0.00010168,
       0.00010168, 0.00010168, 0.00010168, 0.00010168, 0.00010168,
       0.00010168, 0.00010168, 0.00010168, 0.00010168, 0.00010168,
       0.00010168, 0.00010168, 0.00010168, 0.00010168, 0.00010168,
       0.00010168, 0.00010168, 0.00010168]), 1805: array([6.81371009e-06, 5.76562030e-06, 5.24155795e-06, 4.97951806e-06,
       4.84849374e-06, 4.78297941e-06, 4.75022115e-06, 4.73384147e-06,
       4.72565136e-06, 4.72155617e-06, 4.71950851e-06, 4.71848464e-06,
       4.71797269e-06, 4.71771671e-06, 4.71758871e-06, 4.71752471e-06,
       4.71749271e-06, 4.71747671e-06, 4.71746871e-06, 4.71746471e-06,
       4.71746271e-06, 4.71746171e-06, 4.71746121e-06, 4.71746096e-06,
       4.71746083e-06, 4.71746077e-06, 4.71746074e-06, 4.71746072e-06]), 1810: array([2.18944799e-07, 2.19182070e-07, 2.19300706e-07, 2.19360024e-07,
       2.19389683e-07, 2.19404512e-07, 2.19411927e-07, 2.19415634e-07,
       2.19417488e-07, 2.19418415e-07, 2.19418878e-07, 2.19419110e-07,
       2.19419226e-07, 2.19419284e-07, 2.19419313e-07, 2.19419327e-07,
       2.19419334e-07, 2.19419338e-07, 2.19419340e-07, 2.19419341e-07,
       2.19419341e-07, 2.19419341e-07, 2.19419342e-07, 2.19419342e-07,
       2.19419342e-07, 2.19419342e-07, 2.19419342e-07, 2.19419342e-07]), 1815: array([0.00032151, 0.00029364, 0.00027641, 0.00026576, 0.00025918,
       0.00025511, 0.0002526 , 0.00025105, 0.00025009, 0.00024949,
       0.00024913, 0.0002489 , 0.00024876, 0.00024867, 0.00024862,
       0.00024859, 0.00024857, 0.00024855, 0.00024855, 0.00024854,
       0.00024854, 0.00024854, 0.00024854, 0.00024854, 0.00024853,
       0.00024853, 0.00024853, 0.00024853]), 1820: array([7.05756886e-07, 7.04021301e-07, 7.02806391e-07, 7.01955954e-07,
       7.01360648e-07, 7.00943934e-07, 7.00652234e-07, 7.00448044e-07,
       7.00305111e-07, 7.00205058e-07, 7.00135021e-07, 7.00085995e-07,
       7.00051677e-07, 7.00027654e-07, 7.00010838e-07, 6.99999067e-07,
       6.99990827e-07, 6.99985059e-07, 6.99981022e-07, 6.99978195e-07,
       6.99976217e-07, 6.99974832e-07, 6.99973863e-07, 6.99973184e-07,
       6.99972709e-07, 6.99972377e-07, 6.99972144e-07, 6.99971981e-07]), 1825: array([3.58160025e-07, 3.58083087e-07, 3.58044618e-07, 3.58025383e-07,
       3.58015766e-07, 3.58010958e-07, 3.58008553e-07, 3.58007351e-07,
       3.58006750e-07, 3.58006449e-07, 3.58006299e-07, 3.58006224e-07,
       3.58006186e-07, 3.58006168e-07, 3.58006158e-07, 3.58006154e-07,
       3.58006151e-07, 3.58006150e-07, 3.58006149e-07, 3.58006149e-07,
       3.58006149e-07, 3.58006149e-07, 3.58006149e-07, 3.58006149e-07,
       3.58006149e-07, 3.58006149e-07, 3.58006149e-07, 3.58006149e-07]), 1830: array([5.91800259e-06, 5.91696221e-06, 5.91602587e-06, 5.91518316e-06,
       5.91442472e-06, 5.91374213e-06, 5.91312779e-06, 5.91257489e-06,
       5.91207728e-06, 5.91162943e-06, 5.91122636e-06, 5.91086361e-06,
       5.91053712e-06, 5.91024329e-06, 5.90997884e-06, 5.90974083e-06,
       5.90952663e-06, 5.90933384e-06, 5.90916033e-06, 5.90900418e-06,
       5.90886364e-06, 5.90873715e-06, 5.90862332e-06, 5.90852086e-06,
       5.90842865e-06, 5.90834567e-06, 5.90827098e-06, 5.90820376e-06]), 1835: array([1.55890539e-07, 1.56757325e-07, 1.57190718e-07, 1.57407415e-07,
       1.57515763e-07, 1.57569937e-07, 1.57597024e-07, 1.57610568e-07,
       1.57617340e-07, 1.57620726e-07, 1.57622419e-07, 1.57623265e-07,
       1.57623688e-07, 1.57623900e-07, 1.57624006e-07, 1.57624059e-07,
       1.57624085e-07, 1.57624098e-07, 1.57624105e-07, 1.57624108e-07,
       1.57624110e-07, 1.57624111e-07, 1.57624111e-07, 1.57624111e-07,
       1.57624111e-07, 1.57624112e-07, 1.57624112e-07, 1.57624112e-07]), 1840: array([4.87757908e-05, 5.48025001e-05, 5.77934730e-05, 5.92778516e-05,
       6.00145282e-05, 6.03801307e-05, 6.05615742e-05, 6.06516221e-05,
       6.06963116e-05, 6.07184904e-05, 6.07294975e-05, 6.07349601e-05,
       6.07376711e-05, 6.07390166e-05, 6.07396843e-05, 6.07400157e-05,
       6.07401802e-05, 6.07402618e-05, 6.07403023e-05, 6.07403224e-05,
       6.07403324e-05, 6.07403373e-05, 6.07403398e-05, 6.07403410e-05,
       6.07403416e-05, 6.07403419e-05, 6.07403420e-05, 6.07403421e-05]), 1845: array([1.84531579e-06, 1.85010682e-06, 1.85250234e-06, 1.85370010e-06,
       1.85429898e-06, 1.85459842e-06, 1.85474814e-06, 1.85482300e-06,
       1.85486043e-06, 1.85487915e-06, 1.85488850e-06, 1.85489318e-06,
       1.85489552e-06, 1.85489669e-06, 1.85489728e-06, 1.85489757e-06,
       1.85489771e-06, 1.85489779e-06, 1.85489782e-06, 1.85489784e-06,
       1.85489785e-06, 1.85489786e-06, 1.85489786e-06, 1.85489786e-06,
       1.85489786e-06, 1.85489786e-06, 1.85489786e-06, 1.85489786e-06]), 1850: array([2.83278365e-05, 2.81127970e-05, 2.79622692e-05, 2.78568995e-05,
       2.77831406e-05, 2.77315093e-05, 2.76953674e-05, 2.76700679e-05,
       2.76523583e-05, 2.76399616e-05, 2.76312838e-05, 2.76252094e-05,
       2.76209573e-05, 2.76179808e-05, 2.76158973e-05, 2.76144388e-05,
       2.76134179e-05, 2.76127032e-05, 2.76122029e-05, 2.76118528e-05,
       2.76116076e-05, 2.76114360e-05, 2.76113159e-05, 2.76112318e-05,
       2.76111730e-05, 2.76111318e-05, 2.76111029e-05, 2.76110828e-05]), 1855: array([1.82425592e-05, 2.16407499e-05, 2.33398408e-05, 2.41893840e-05,
       2.46141545e-05, 2.48265392e-05, 2.49327313e-05, 2.49858272e-05,
       2.50123750e-05, 2.50256489e-05, 2.50322859e-05, 2.50356043e-05,
       2.50372636e-05, 2.50380932e-05, 2.50385080e-05, 2.50387154e-05,
       2.50388191e-05, 2.50388709e-05, 2.50388968e-05, 2.50389098e-05,
       2.50389163e-05, 2.50389195e-05, 2.50389212e-05, 2.50389220e-05,
       2.50389224e-05, 2.50389226e-05, 2.50389227e-05, 2.50389227e-05]), 1860: array([2.95171786e-06, 3.40516261e-06, 3.63188481e-06, 3.74524582e-06,
       3.80192628e-06, 3.83026648e-06, 3.84443658e-06, 3.85152162e-06,
       3.85506414e-06, 3.85683539e-06, 3.85772102e-06, 3.85816383e-06,
       3.85838524e-06, 3.85849594e-06, 3.85855130e-06, 3.85857897e-06,
       3.85859281e-06, 3.85859973e-06, 3.85860319e-06, 3.85860492e-06,
       3.85860578e-06, 3.85860621e-06, 3.85860643e-06, 3.85860654e-06,
       3.85860659e-06, 3.85860662e-06, 3.85860663e-06, 3.85860664e-06]), 1865: array([1.06127809e-06, 1.00023626e-06, 9.69715347e-07, 9.54454888e-07,
       9.46824657e-07, 9.43009542e-07, 9.41101984e-07, 9.40148205e-07,
       9.39671315e-07, 9.39432870e-07, 9.39313648e-07, 9.39254037e-07,
       9.39224231e-07, 9.39209328e-07, 9.39201877e-07, 9.39198151e-07,
       9.39196288e-07, 9.39195357e-07, 9.39194891e-07, 9.39194658e-07,
       9.39194542e-07, 9.39194484e-07, 9.39194454e-07, 9.39194440e-07,
       9.39194433e-07, 9.39194429e-07, 9.39194427e-07, 9.39194426e-07]), 1870: array([2.18927931e-05, 2.49442189e-05, 2.64699229e-05, 2.72327705e-05,
       2.76141921e-05, 2.78049018e-05, 2.79002561e-05, 2.79479330e-05,
       2.79717712e-05, 2.79836903e-05, 2.79896498e-05, 2.79926296e-05,
       2.79941194e-05, 2.79948644e-05, 2.79952368e-05, 2.79954230e-05,
       2.79955162e-05, 2.79955627e-05, 2.79955860e-05, 2.79955976e-05,
       2.79956034e-05, 2.79956064e-05, 2.79956078e-05, 2.79956085e-05,
       2.79956089e-05, 2.79956091e-05, 2.79956092e-05, 2.79956092e-05]), 1875: array([2.44203714e-06, 2.77507065e-06, 2.94158725e-06, 3.02484548e-06,
       3.06647455e-06, 3.08728907e-06, 3.09769632e-06, 3.10289994e-06,
       3.10550175e-06, 3.10680265e-06, 3.10745310e-06, 3.10777833e-06,
       3.10794094e-06, 3.10802225e-06, 3.10806290e-06, 3.10808322e-06,
       3.10809339e-06, 3.10809847e-06, 3.10810101e-06, 3.10810228e-06,
       3.10810292e-06, 3.10810323e-06, 3.10810339e-06, 3.10810347e-06,
       3.10810351e-06, 3.10810353e-06, 3.10810354e-06, 3.10810355e-06]), 1880: array([3.26199254e-06, 3.25869654e-06, 3.25704854e-06, 3.25622454e-06,
       3.25581255e-06, 3.25560655e-06, 3.25550355e-06, 3.25545205e-06,
       3.25542630e-06, 3.25541342e-06, 3.25540698e-06, 3.25540376e-06,
       3.25540215e-06, 3.25540135e-06, 3.25540095e-06, 3.25540075e-06,
       3.25540065e-06, 3.25540060e-06, 3.25540057e-06, 3.25540056e-06,
       3.25540055e-06, 3.25540055e-06, 3.25540055e-06, 3.25540055e-06,
       3.25540055e-06, 3.25540055e-06, 3.25540055e-06, 3.25540055e-06]), 1885: array([3.71178989e-05, 4.02293556e-05, 4.17846435e-05, 4.25620673e-05,
       4.29506691e-05, 4.31449150e-05, 4.32420105e-05, 4.32905445e-05,
       4.33148046e-05, 4.33269313e-05, 4.33329929e-05, 4.33360228e-05,
       4.33375373e-05, 4.33382944e-05, 4.33386728e-05, 4.33388620e-05,
       4.33389565e-05, 4.33390038e-05, 4.33390274e-05, 4.33390392e-05,
       4.33390451e-05, 4.33390481e-05, 4.33390495e-05, 4.33390503e-05,
       4.33390507e-05, 4.33390508e-05, 4.33390509e-05, 4.33390510e-05]), 1890: array([1.15553010e-06, 1.15726577e-06, 1.15813361e-06, 1.15856753e-06,
       1.15878449e-06, 1.15889297e-06, 1.15894721e-06, 1.15897433e-06,
       1.15898789e-06, 1.15899467e-06, 1.15899806e-06, 1.15899976e-06,
       1.15900060e-06, 1.15900103e-06, 1.15900124e-06, 1.15900135e-06,
       1.15900140e-06, 1.15900142e-06, 1.15900144e-06, 1.15900144e-06,
       1.15900145e-06, 1.15900145e-06, 1.15900145e-06, 1.15900145e-06,
       1.15900145e-06, 1.15900145e-06, 1.15900145e-06, 1.15900145e-06]), 1895: array([5.61704616e-06, 5.59862139e-06, 5.58572404e-06, 5.57669589e-06,
       5.57037618e-06, 5.56595239e-06, 5.56285573e-06, 5.56068807e-06,
       5.55917070e-06, 5.55810855e-06, 5.55736504e-06, 5.55684458e-06,
       5.55648026e-06, 5.55622524e-06, 5.55604672e-06, 5.55592176e-06,
       5.55583429e-06, 5.55577305e-06, 5.55573019e-06, 5.55570019e-06,
       5.55567919e-06, 5.55566449e-06, 5.55565419e-06, 5.55564699e-06,
       5.55564195e-06, 5.55563842e-06, 5.55563595e-06, 5.55563422e-06]), 1900: array([5.04949292e-06, 5.92605952e-06, 6.36433613e-06, 6.58347110e-06,
       6.69303691e-06, 6.74781898e-06, 6.77520960e-06, 6.78890470e-06,
       6.79575215e-06, 6.79917582e-06, 6.80088763e-06, 6.80174352e-06,
       6.80217146e-06, 6.80238542e-06, 6.80249241e-06, 6.80254590e-06,
       6.80257264e-06, 6.80258601e-06, 6.80259270e-06, 6.80259604e-06,
       6.80259771e-06, 6.80259855e-06, 6.80259897e-06, 6.80259918e-06,
       6.80259928e-06, 6.80259933e-06, 6.80259936e-06, 6.80259937e-06]), 1905: array([3.06951966e-05, 4.23223096e-05, 5.39494075e-05, 6.55764902e-05,
       7.72035579e-05, 8.88306105e-05, 1.00457648e-04, 1.12084670e-04,
       1.23711678e-04, 1.35338670e-04, 1.46965647e-04, 1.58592609e-04,
       1.70219556e-04, 1.81846487e-04, 1.93473404e-04, 2.05100306e-04,
       2.16727192e-04, 2.28354064e-04, 2.39980920e-04, 2.51607761e-04,
       2.63234587e-04, 2.74861398e-04, 2.86488194e-04, 2.98114975e-04,
       3.09741740e-04, 3.21368491e-04, 3.32995226e-04, 3.44621947e-04]), 1910: array([4.80553445e-06, 4.79557028e-06, 4.79058819e-06, 4.78809714e-06,
       4.78685162e-06, 4.78622886e-06, 4.78591748e-06, 4.78576178e-06,
       4.78568394e-06, 4.78564502e-06, 4.78562555e-06, 4.78561582e-06,
       4.78561096e-06, 4.78560853e-06, 4.78560731e-06, 4.78560670e-06,
       4.78560640e-06, 4.78560625e-06, 4.78560617e-06, 4.78560613e-06,
       4.78560611e-06, 4.78560610e-06, 4.78560610e-06, 4.78560610e-06,
       4.78560609e-06, 4.78560609e-06, 4.78560609e-06, 4.78560609e-06]), 1915: array([4.50048489e-06, 4.48792854e-06, 4.48165037e-06, 4.47851129e-06,
       4.47694175e-06, 4.47615698e-06, 4.47576460e-06, 4.47556841e-06,
       4.47547031e-06, 4.47542126e-06, 4.47539674e-06, 4.47538448e-06,
       4.47537835e-06, 4.47537528e-06, 4.47537375e-06, 4.47537298e-06,
       4.47537260e-06, 4.47537241e-06, 4.47537231e-06, 4.47537226e-06,
       4.47537224e-06, 4.47537223e-06, 4.47537222e-06, 4.47537222e-06,
       4.47537222e-06, 4.47537222e-06, 4.47537222e-06, 4.47537222e-06]), 1920: array([1.97569350e-05, 1.71837023e-05, 1.58970867e-05, 1.52537792e-05,
       1.49321257e-05, 1.47712990e-05, 1.46908857e-05, 1.46506791e-05,
       1.46305758e-05, 1.46205241e-05, 1.46154983e-05, 1.46129854e-05,
       1.46117290e-05, 1.46111007e-05, 1.46107866e-05, 1.46106296e-05,
       1.46105510e-05, 1.46105118e-05, 1.46104921e-05, 1.46104823e-05,
       1.46104774e-05, 1.46104750e-05, 1.46104737e-05, 1.46104731e-05,
       1.46104728e-05, 1.46104727e-05, 1.46104726e-05, 1.46104726e-05]), 1925: array([4.34725780e-05, 3.79504751e-05, 3.51860575e-05, 3.38021636e-05,
       3.31093731e-05, 3.27625555e-05, 3.25889354e-05, 3.25020194e-05,
       3.24585085e-05, 3.24367265e-05, 3.24258222e-05, 3.24203634e-05,
       3.24176307e-05, 3.24162627e-05, 3.24155778e-05, 3.24152350e-05,
       3.24150634e-05, 3.24149774e-05, 3.24149344e-05, 3.24149129e-05,
       3.24149021e-05, 3.24148967e-05, 3.24148940e-05, 3.24148927e-05,
       3.24148920e-05, 3.24148917e-05, 3.24148915e-05, 3.24148914e-05]), 1930: array([2.33183277e-05, 2.16397257e-05, 2.09120991e-05, 2.05966935e-05,
       2.04599740e-05, 2.04007100e-05, 2.03750207e-05, 2.03638852e-05,
       2.03590582e-05, 2.03569658e-05, 2.03560589e-05, 2.03556657e-05,
       2.03554953e-05, 2.03554214e-05, 2.03553894e-05, 2.03553755e-05,
       2.03553695e-05, 2.03553669e-05, 2.03553658e-05, 2.03553653e-05,
       2.03553651e-05, 2.03553650e-05, 2.03553649e-05, 2.03553649e-05,
       2.03553649e-05, 2.03553649e-05, 2.03553649e-05, 2.03553649e-05]), 1935: array([3.18199957e-05, 3.18017280e-05, 3.17889405e-05, 3.17799892e-05,
       3.17737233e-05, 3.17693372e-05, 3.17662668e-05, 3.17641176e-05,
       3.17626131e-05, 3.17615600e-05, 3.17608228e-05, 3.17603067e-05,
       3.17599455e-05, 3.17596927e-05, 3.17595157e-05, 3.17593917e-05,
       3.17593050e-05, 3.17592443e-05, 3.17592018e-05, 3.17591721e-05,
       3.17591512e-05, 3.17591367e-05, 3.17591264e-05, 3.17591193e-05,
       3.17591143e-05, 3.17591108e-05, 3.17591084e-05, 3.17591066e-05]), 1940: array([1.71248584e-05, 1.70976939e-05, 1.70841117e-05, 1.70773206e-05,
       1.70739250e-05, 1.70722273e-05, 1.70713784e-05, 1.70709539e-05,
       1.70707417e-05, 1.70706356e-05, 1.70705825e-05, 1.70705560e-05,
       1.70705427e-05, 1.70705361e-05, 1.70705328e-05, 1.70705311e-05,
       1.70705303e-05, 1.70705299e-05, 1.70705297e-05, 1.70705296e-05,
       1.70705295e-05, 1.70705295e-05, 1.70705295e-05, 1.70705295e-05,
       1.70705295e-05, 1.70705295e-05, 1.70705295e-05, 1.70705295e-05]), 1945: array([1.46390214e-05, 1.44539249e-05, 1.43613769e-05, 1.43151030e-05,
       1.42919662e-05, 1.42803978e-05, 1.42746136e-05, 1.42717215e-05,
       1.42702754e-05, 1.42695524e-05, 1.42691909e-05, 1.42690102e-05,
       1.42689198e-05, 1.42688746e-05, 1.42688520e-05, 1.42688407e-05,
       1.42688351e-05, 1.42688322e-05, 1.42688308e-05, 1.42688301e-05,
       1.42688298e-05, 1.42688296e-05, 1.42688295e-05, 1.42688295e-05,
       1.42688294e-05, 1.42688294e-05, 1.42688294e-05, 1.42688294e-05]), 1950: array([9.86183073e-06, 1.65519669e-05, 2.16004712e-05, 2.54101689e-05,
       2.82850394e-05, 3.04544716e-05, 3.20915665e-05, 3.33269495e-05,
       3.42591931e-05, 3.49626819e-05, 3.54935480e-05, 3.58941497e-05,
       3.61964513e-05, 3.64245739e-05, 3.65967196e-05, 3.67266240e-05,
       3.68246523e-05, 3.68986264e-05, 3.69544486e-05, 3.69965731e-05,
       3.70283611e-05, 3.70523489e-05, 3.70704506e-05, 3.70841104e-05,
       3.70944184e-05, 3.71021970e-05, 3.71080669e-05, 3.71124964e-05]), 1955: array([7.64440766e-05, 8.35498078e-05, 8.71025550e-05, 8.88788694e-05,
       8.97669970e-05, 9.02110460e-05, 9.04330631e-05, 9.05440680e-05,
       9.05995686e-05, 9.06273179e-05, 9.06411922e-05, 9.06481290e-05,
       9.06515974e-05, 9.06533315e-05, 9.06541985e-05, 9.06546320e-05,
       9.06548487e-05, 9.06549571e-05, 9.06550113e-05, 9.06550384e-05,
       9.06550519e-05, 9.06550587e-05, 9.06550621e-05, 9.06550638e-05,
       9.06550646e-05, 9.06550650e-05, 9.06550652e-05, 9.06550653e-05]), 1960: array([6.32382583e-07, 5.54614701e-07, 5.15730757e-07, 4.96288784e-07,
       4.86567797e-07, 4.81707303e-07, 4.79277055e-07, 4.78061932e-07,
       4.77454370e-07, 4.77150589e-07, 4.76998698e-07, 4.76922753e-07,
       4.76884781e-07, 4.76865794e-07, 4.76856301e-07, 4.76851554e-07,
       4.76849181e-07, 4.76847995e-07, 4.76847401e-07, 4.76847105e-07,
       4.76846956e-07, 4.76846882e-07, 4.76846845e-07, 4.76846826e-07,
       4.76846817e-07, 4.76846813e-07, 4.76846810e-07, 4.76846809e-07]), 1965: array([2.18239182e-07, 2.18595936e-07, 2.18774313e-07, 2.18863502e-07,
       2.18908096e-07, 2.18930393e-07, 2.18941542e-07, 2.18947116e-07,
       2.18949903e-07, 2.18951297e-07, 2.18951993e-07, 2.18952342e-07,
       2.18952516e-07, 2.18952603e-07, 2.18952647e-07, 2.18952668e-07,
       2.18952679e-07, 2.18952685e-07, 2.18952687e-07, 2.18952689e-07,
       2.18952689e-07, 2.18952690e-07, 2.18952690e-07, 2.18952690e-07,
       2.18952690e-07, 2.18952690e-07, 2.18952690e-07, 2.18952690e-07]), 1970: array([2.52733068e-05, 2.44700161e-05, 2.38428788e-05, 2.33532662e-05,
       2.29710206e-05, 2.26725975e-05, 2.24396155e-05, 2.22577240e-05,
       2.21157194e-05, 2.20048550e-05, 2.19183020e-05, 2.18507292e-05,
       2.17979744e-05, 2.17567881e-05, 2.17246336e-05, 2.16995303e-05,
       2.16799318e-05, 2.16646311e-05, 2.16526857e-05, 2.16433598e-05,
       2.16360789e-05, 2.16303947e-05, 2.16259569e-05, 2.16224924e-05,
       2.16197875e-05, 2.16176758e-05, 2.16160272e-05, 2.16147401e-05]), 1975: array([1.15441366e-05, 1.21944946e-05, 1.25196626e-05, 1.26822410e-05,
       1.27635275e-05, 1.28041694e-05, 1.28244896e-05, 1.28346494e-05,
       1.28397291e-05, 1.28422689e-05, 1.28435387e-05, 1.28441736e-05,
       1.28444911e-05, 1.28446498e-05, 1.28447291e-05, 1.28447688e-05,
       1.28447887e-05, 1.28447986e-05, 1.28448035e-05, 1.28448060e-05,
       1.28448073e-05, 1.28448079e-05, 1.28448082e-05, 1.28448083e-05,
       1.28448084e-05, 1.28448085e-05, 1.28448085e-05, 1.28448085e-05]), 1980: array([2.23444344e-08, 2.22930108e-08, 2.22570142e-08, 2.22318166e-08,
       2.22141783e-08, 2.22018315e-08, 2.21931887e-08, 2.21871388e-08,
       2.21829038e-08, 2.21799394e-08, 2.21778642e-08, 2.21764117e-08,
       2.21753948e-08, 2.21746831e-08, 2.21741848e-08, 2.21738361e-08,
       2.21735919e-08, 2.21734210e-08, 2.21733014e-08, 2.21732177e-08,
       2.21731591e-08, 2.21731180e-08, 2.21730893e-08, 2.21730692e-08,
       2.21730551e-08, 2.21730453e-08, 2.21730384e-08, 2.21730335e-08]), 1985: array([8.08897486e-06, 8.41830091e-06, 8.58296351e-06, 8.66529460e-06,
       8.70646004e-06, 8.72704271e-06, 8.73733402e-06, 8.74247966e-06,
       8.74505247e-06, 8.74633887e-06, 8.74698207e-06, 8.74730367e-06,
       8.74746447e-06, 8.74754487e-06, 8.74758507e-06, 8.74760517e-06,
       8.74761522e-06, 8.74762025e-06, 8.74762276e-06, 8.74762401e-06,
       8.74762464e-06, 8.74762496e-06, 8.74762511e-06, 8.74762519e-06,
       8.74762523e-06, 8.74762525e-06, 8.74762526e-06, 8.74762527e-06]), 1990: array([4.38843693e-06, 5.21361761e-06, 5.62620740e-06, 5.83250202e-06,
       5.93564919e-06, 5.98722271e-06, 6.01300943e-06, 6.02590277e-06,
       6.03234944e-06, 6.03557277e-06, 6.03718443e-06, 6.03799026e-06,
       6.03839317e-06, 6.03859463e-06, 6.03869536e-06, 6.03874572e-06,
       6.03877090e-06, 6.03878349e-06, 6.03878979e-06, 6.03879294e-06,
       6.03879451e-06, 6.03879530e-06, 6.03879569e-06, 6.03879589e-06,
       6.03879599e-06, 6.03879604e-06, 6.03879606e-06, 6.03879607e-06]), 1995: array([3.72881251e-06, 3.94995132e-06, 4.06052062e-06, 4.11580522e-06,
       4.14344750e-06, 4.15726862e-06, 4.16417918e-06, 4.16763446e-06,
       4.16936209e-06, 4.17022591e-06, 4.17065782e-06, 4.17087377e-06,
       4.17098175e-06, 4.17103574e-06, 4.17106273e-06, 4.17107623e-06,
       4.17108298e-06, 4.17108635e-06, 4.17108804e-06, 4.17108888e-06,
       4.17108930e-06, 4.17108951e-06, 4.17108962e-06, 4.17108967e-06,
       4.17108970e-06, 4.17108971e-06, 4.17108972e-06, 4.17108972e-06]), 2000: array([1.64225628e-06, 1.91488881e-06, 2.05120503e-06, 2.11936312e-06,
       2.15344215e-06, 2.17048166e-06, 2.17900141e-06, 2.18326128e-06,
       2.18539122e-06, 2.18645619e-06, 2.18698867e-06, 2.18725491e-06,
       2.18738803e-06, 2.18745460e-06, 2.18748788e-06, 2.18750452e-06,
       2.18751284e-06, 2.18751700e-06, 2.18751908e-06, 2.18752012e-06,
       2.18752064e-06, 2.18752090e-06, 2.18752103e-06, 2.18752109e-06,
       2.18752112e-06, 2.18752114e-06, 2.18752115e-06, 2.18752115e-06]), 2005: array([1.32406656e-06, 1.27778137e-06, 1.25463878e-06, 1.24306749e-06,
       1.23728184e-06, 1.23438902e-06, 1.23294261e-06, 1.23221940e-06,
       1.23185780e-06, 1.23167700e-06, 1.23158660e-06, 1.23154140e-06,
       1.23151880e-06, 1.23150750e-06, 1.23150185e-06, 1.23149902e-06,
       1.23149761e-06, 1.23149690e-06, 1.23149655e-06, 1.23149637e-06,
       1.23149628e-06, 1.23149624e-06, 1.23149622e-06, 1.23149621e-06,
       1.23149620e-06, 1.23149620e-06, 1.23149620e-06, 1.23149620e-06]), 2010: array([3.91992012e-05, 3.91671969e-05, 3.91447937e-05, 3.91291115e-05,
       3.91181338e-05, 3.91104495e-05, 3.91050704e-05, 3.91013050e-05,
       3.90986692e-05, 3.90968242e-05, 3.90955326e-05, 3.90946285e-05,
       3.90939957e-05, 3.90935527e-05, 3.90932426e-05, 3.90930255e-05,
       3.90928735e-05, 3.90927672e-05, 3.90926927e-05, 3.90926406e-05,
       3.90926041e-05, 3.90925786e-05, 3.90925607e-05, 3.90925482e-05,
       3.90925394e-05, 3.90925333e-05, 3.90925290e-05, 3.90925260e-05]), 2015: array([2.89838362e-07, 2.89887782e-07, 2.89922375e-07, 2.89946590e-07,
       2.89963541e-07, 2.89975407e-07, 2.89983713e-07, 2.89989527e-07,
       2.89993597e-07, 2.89996446e-07, 2.89998440e-07, 2.89999836e-07,
       2.90000813e-07, 2.90001497e-07, 2.90001976e-07, 2.90002311e-07,
       2.90002546e-07, 2.90002710e-07, 2.90002825e-07, 2.90002905e-07,
       2.90002962e-07, 2.90003001e-07, 2.90003029e-07, 2.90003048e-07,
       2.90003062e-07, 2.90003071e-07, 2.90003078e-07, 2.90003082e-07]), 2020: array([5.36161982e-07, 5.37439600e-07, 5.38333932e-07, 5.38959965e-07,
       5.39398188e-07, 5.39704944e-07, 5.39919673e-07, 5.40069984e-07,
       5.40175201e-07, 5.40248853e-07, 5.40300410e-07, 5.40336499e-07,
       5.40361762e-07, 5.40379446e-07, 5.40391824e-07, 5.40400489e-07,
       5.40406555e-07, 5.40410801e-07, 5.40413773e-07, 5.40415853e-07,
       5.40417310e-07, 5.40418329e-07, 5.40419043e-07, 5.40419542e-07,
       5.40419892e-07, 5.40420137e-07, 5.40420308e-07, 5.40420428e-07]), 2025: array([4.47795125e-05, 5.05860314e-05, 5.34892414e-05, 5.49408216e-05,
       5.56665993e-05, 5.60294820e-05, 5.62109202e-05, 5.63016378e-05,
       5.63469958e-05, 5.63696744e-05, 5.63810136e-05, 5.63866830e-05,
       5.63895177e-05, 5.63909350e-05, 5.63916437e-05, 5.63919980e-05,
       5.63921751e-05, 5.63922637e-05, 5.63923080e-05, 5.63923302e-05,
       5.63923412e-05, 5.63923468e-05, 5.63923495e-05, 5.63923509e-05,
       5.63923516e-05, 5.63923519e-05, 5.63923521e-05, 5.63923522e-05]), 2030: array([2.57694076e-06, 2.90418784e-06, 3.06781108e-06, 3.14962256e-06,
       3.19052823e-06, 3.21098102e-06, 3.22120740e-06, 3.22632058e-06,
       3.22887717e-06, 3.23015546e-06, 3.23079461e-06, 3.23111418e-06,
       3.23127396e-06, 3.23135386e-06, 3.23139380e-06, 3.23141377e-06,
       3.23142376e-06, 3.23142875e-06, 3.23143125e-06, 3.23143250e-06,
       3.23143312e-06, 3.23143344e-06, 3.23143359e-06, 3.23143367e-06,
       3.23143371e-06, 3.23143373e-06, 3.23143374e-06, 3.23143374e-06]), 2035: array([1.54527796e-05, 1.28096595e-05, 1.13730528e-05, 1.05922185e-05,
       1.01678141e-05, 9.93713899e-06, 9.81176086e-06, 9.74361449e-06,
       9.70657510e-06, 9.68644320e-06, 9.67550098e-06, 9.66955358e-06,
       9.66632102e-06, 9.66456403e-06, 9.66360906e-06, 9.66309001e-06,
       9.66280789e-06, 9.66265455e-06, 9.66257121e-06, 9.66252591e-06,
       9.66250128e-06, 9.66248790e-06, 9.66248063e-06, 9.66247668e-06,
       9.66247453e-06, 9.66247336e-06, 9.66247272e-06, 9.66247238e-06]), 2040: array([4.74833945e-06, 5.10507063e-06, 5.28343588e-06, 5.37261833e-06,
       5.41720947e-06, 5.43950499e-06, 5.45065274e-06, 5.45622660e-06,
       5.45901352e-06, 5.46040698e-06, 5.46110371e-06, 5.46145207e-06,
       5.46162625e-06, 5.46171334e-06, 5.46175689e-06, 5.46177866e-06,
       5.46178955e-06, 5.46179499e-06, 5.46179771e-06, 5.46179907e-06,
       5.46179975e-06, 5.46180009e-06, 5.46180026e-06, 5.46180035e-06,
       5.46180039e-06, 5.46180041e-06, 5.46180042e-06, 5.46180043e-06]), 2045: array([1.75939527e-06, 1.76390156e-06, 1.76705596e-06, 1.76926405e-06,
       1.77080970e-06, 1.77189166e-06, 1.77264904e-06, 1.77317920e-06,
       1.77355031e-06, 1.77381009e-06, 1.77399193e-06, 1.77411922e-06,
       1.77420833e-06, 1.77427070e-06, 1.77431436e-06, 1.77434492e-06,
       1.77436632e-06, 1.77438129e-06, 1.77439177e-06, 1.77439911e-06,
       1.77440425e-06, 1.77440784e-06, 1.77441036e-06, 1.77441212e-06,
       1.77441336e-06, 1.77441422e-06, 1.77441482e-06, 1.77441525e-06]), 2050: array([9.13903076e-06, 9.08909052e-06, 9.05413233e-06, 9.02966159e-06,
       9.01253206e-06, 9.00054138e-06, 8.99214790e-06, 8.98627246e-06,
       8.98215966e-06, 8.97928069e-06, 8.97726541e-06, 8.97585471e-06,
       8.97486723e-06, 8.97417598e-06, 8.97369212e-06, 8.97335341e-06,
       8.97311631e-06, 8.97295034e-06, 8.97283417e-06, 8.97275284e-06,
       8.97269591e-06, 8.97265607e-06, 8.97262817e-06, 8.97260865e-06,
       8.97259498e-06, 8.97258541e-06, 8.97257871e-06, 8.97257402e-06]), 2055: array([2.09314460e-05, 2.09907808e-05, 2.10323151e-05, 2.10613890e-05,
       2.10817406e-05, 2.10959868e-05, 2.11059590e-05, 2.11129396e-05,
       2.11178260e-05, 2.11212464e-05, 2.11236407e-05, 2.11253168e-05,
       2.11264900e-05, 2.11273112e-05, 2.11278861e-05, 2.11282885e-05,
       2.11285702e-05, 2.11287673e-05, 2.11289054e-05, 2.11290020e-05,
       2.11290696e-05, 2.11291170e-05, 2.11291501e-05, 2.11291733e-05,
       2.11291895e-05, 2.11292009e-05, 2.11292089e-05, 2.11292144e-05]), 2060: array([6.43916492e-07, 6.42371293e-07, 6.41289653e-07, 6.40532505e-07,
       6.40002502e-07, 6.39631499e-07, 6.39371798e-07, 6.39190007e-07,
       6.39062753e-07, 6.38973675e-07, 6.38911321e-07, 6.38867673e-07,
       6.38837119e-07, 6.38815731e-07, 6.38800760e-07, 6.38790280e-07,
       6.38782944e-07, 6.38777809e-07, 6.38774214e-07, 6.38771698e-07,
       6.38769937e-07, 6.38768704e-07, 6.38767841e-07, 6.38767237e-07,
       6.38766814e-07, 6.38766518e-07, 6.38766311e-07, 6.38766165e-07]), 2065: array([1.38591681e-06, 1.38219941e-06, 1.37959723e-06, 1.37777570e-06,
       1.37650063e-06, 1.37560808e-06, 1.37498330e-06, 1.37454595e-06,
       1.37423981e-06, 1.37402550e-06, 1.37387549e-06, 1.37377049e-06,
       1.37369698e-06, 1.37364553e-06, 1.37360951e-06, 1.37358430e-06,
       1.37356665e-06, 1.37355429e-06, 1.37354565e-06, 1.37353959e-06,
       1.37353536e-06, 1.37353239e-06, 1.37353031e-06, 1.37352886e-06,
       1.37352784e-06, 1.37352713e-06, 1.37352663e-06, 1.37352628e-06]), 2070: array([1.49360626e-07, 1.49447885e-07, 1.49508966e-07, 1.49551723e-07,
       1.49581653e-07, 1.49602604e-07, 1.49617269e-07, 1.49627535e-07,
       1.49634721e-07, 1.49639752e-07, 1.49643273e-07, 1.49645738e-07,
       1.49647463e-07, 1.49648671e-07, 1.49649516e-07, 1.49650108e-07,
       1.49650522e-07, 1.49650812e-07, 1.49651015e-07, 1.49651158e-07,
       1.49651257e-07, 1.49651327e-07, 1.49651375e-07, 1.49651409e-07,
       1.49651433e-07, 1.49651450e-07, 1.49651462e-07, 1.49651470e-07]), 2075: array([1.95604707e-05, 1.95713954e-05, 1.95790426e-05, 1.95843957e-05,
       1.95881429e-05, 1.95907659e-05, 1.95926020e-05, 1.95938872e-05,
       1.95947869e-05, 1.95954167e-05, 1.95958576e-05, 1.95961661e-05,
       1.95963822e-05, 1.95965334e-05, 1.95966392e-05, 1.95967133e-05,
       1.95967652e-05, 1.95968015e-05, 1.95968269e-05, 1.95968447e-05,
       1.95968571e-05, 1.95968659e-05, 1.95968720e-05, 1.95968762e-05,
       1.95968792e-05, 1.95968813e-05, 1.95968828e-05, 1.95968838e-05]), 2080: array([7.12045543e-06, 7.13853635e-06, 7.15119298e-06, 7.16005261e-06,
       7.16625435e-06, 7.17059556e-06, 7.17363440e-06, 7.17576159e-06,
       7.17725062e-06, 7.17829295e-06, 7.17902257e-06, 7.17953330e-06,
       7.17989082e-06, 7.18014108e-06, 7.18031626e-06, 7.18043889e-06,
       7.18052473e-06, 7.18058481e-06, 7.18062688e-06, 7.18065632e-06,
       7.18067693e-06, 7.18069136e-06, 7.18070145e-06, 7.18070852e-06,
       7.18071347e-06, 7.18071694e-06, 7.18071936e-06, 7.18072106e-06]), 2085: array([7.46318303e-05, 6.89175011e-05, 6.52420119e-05, 6.28779163e-05,
       6.13573166e-05, 6.03792582e-05, 5.97501654e-05, 5.93455293e-05,
       5.90852651e-05, 5.89178617e-05, 5.88101869e-05, 5.87409298e-05,
       5.86963832e-05, 5.86677307e-05, 5.86493011e-05, 5.86374472e-05,
       5.86298226e-05, 5.86249185e-05, 5.86217641e-05, 5.86197352e-05,
       5.86184302e-05, 5.86175908e-05, 5.86170509e-05, 5.86167036e-05,
       5.86164803e-05, 5.86163366e-05, 5.86162442e-05, 5.86161848e-05]), 2090: array([1.33363610e-06, 1.32440383e-06, 1.31794125e-06, 1.31341744e-06,
       1.31025077e-06, 1.30803410e-06, 1.30648243e-06, 1.30539627e-06,
       1.30463595e-06, 1.30410373e-06, 1.30373117e-06, 1.30347038e-06,
       1.30328783e-06, 1.30316004e-06, 1.30307059e-06, 1.30300798e-06,
       1.30296415e-06, 1.30293347e-06, 1.30291199e-06, 1.30289695e-06,
       1.30288643e-06, 1.30287906e-06, 1.30287391e-06, 1.30287030e-06,
       1.30286777e-06, 1.30286600e-06, 1.30286476e-06, 1.30286390e-06]), 2095: array([1.28845776e-05, 1.28057377e-05, 1.27505498e-05, 1.27119182e-05,
       1.26848761e-05, 1.26659466e-05, 1.26526959e-05, 1.26434205e-05,
       1.26369276e-05, 1.26323826e-05, 1.26292011e-05, 1.26269741e-05,
       1.26254152e-05, 1.26243239e-05, 1.26235600e-05, 1.26230253e-05,
       1.26226510e-05, 1.26223890e-05, 1.26222056e-05, 1.26220772e-05,
       1.26219873e-05, 1.26219244e-05, 1.26218804e-05, 1.26218496e-05,
       1.26218280e-05, 1.26218129e-05, 1.26218023e-05, 1.26217949e-05]), 2100: array([1.39423064e-05, 1.39728073e-05, 1.39941578e-05, 1.40091032e-05,
       1.40195649e-05, 1.40268881e-05, 1.40320143e-05, 1.40356026e-05,
       1.40381145e-05, 1.40398728e-05, 1.40411035e-05, 1.40419651e-05,
       1.40425682e-05, 1.40429903e-05, 1.40432859e-05, 1.40434927e-05,
       1.40436375e-05, 1.40437389e-05, 1.40438098e-05, 1.40438595e-05,
       1.40438943e-05, 1.40439186e-05, 1.40439356e-05, 1.40439476e-05,
       1.40439559e-05, 1.40439617e-05, 1.40439658e-05, 1.40439687e-05]), 2105: array([2.48768959e-06, 2.47489111e-06, 2.46593217e-06, 2.45966092e-06,
       2.45527104e-06, 2.45219812e-06, 2.45004708e-06, 2.44854135e-06,
       2.44748733e-06, 2.44674953e-06, 2.44623306e-06, 2.44587154e-06,
       2.44561847e-06, 2.44544132e-06, 2.44531732e-06, 2.44523051e-06,
       2.44516975e-06, 2.44512722e-06, 2.44509745e-06, 2.44507660e-06,
       2.44506202e-06, 2.44505180e-06, 2.44504465e-06, 2.44503965e-06,
       2.44503615e-06, 2.44503370e-06, 2.44503198e-06, 2.44503078e-06]), 2110: array([1.13222943e-04, 9.75341330e-05, 8.76947055e-05, 8.15237894e-05,
       7.76536246e-05, 7.52264039e-05, 7.37041430e-05, 7.27494386e-05,
       7.21506842e-05, 7.17751682e-05, 7.15396587e-05, 7.13919561e-05,
       7.12993226e-05, 7.12412264e-05, 7.12047907e-05, 7.11819395e-05,
       7.11676082e-05, 7.11586201e-05, 7.11529831e-05, 7.11494478e-05,
       7.11472306e-05, 7.11458401e-05, 7.11449680e-05, 7.11444210e-05,
       7.11440780e-05, 7.11438629e-05, 7.11437279e-05, 7.11436433e-05]), 2115: array([3.13153881e-05, 2.93596824e-05, 2.78860405e-05, 2.67756379e-05,
       2.59389395e-05, 2.53084797e-05, 2.48334225e-05, 2.44754626e-05,
       2.42057365e-05, 2.40024955e-05, 2.38493516e-05, 2.37339562e-05,
       2.36470048e-05, 2.35814861e-05, 2.35321172e-05, 2.34949172e-05,
       2.34668867e-05, 2.34457655e-05, 2.34298505e-05, 2.34178583e-05,
       2.34088222e-05, 2.34020133e-05, 2.33968828e-05, 2.33930169e-05,
       2.33901039e-05, 2.33879090e-05, 2.33862550e-05, 2.33850088e-05]), 2120: array([7.65867935e-07, 7.65258736e-07, 7.64954136e-07, 7.64801836e-07,
       7.64725686e-07, 7.64687612e-07, 7.64668574e-07, 7.64659055e-07,
       7.64654296e-07, 7.64651916e-07, 7.64650726e-07, 7.64650131e-07,
       7.64649834e-07, 7.64649685e-07, 7.64649611e-07, 7.64649574e-07,
       7.64649555e-07, 7.64649546e-07, 7.64649541e-07, 7.64649539e-07,
       7.64649538e-07, 7.64649537e-07, 7.64649537e-07, 7.64649537e-07,
       7.64649537e-07, 7.64649537e-07, 7.64649537e-07, 7.64649537e-07]), 2125: array([5.71579779e-06, 5.70425589e-06, 5.69617655e-06, 5.69052102e-06,
       5.68656214e-06, 5.68379092e-06, 5.68185107e-06, 5.68049318e-06,
       5.67954265e-06, 5.67887728e-06, 5.67841152e-06, 5.67808549e-06,
       5.67785727e-06, 5.67769751e-06, 5.67758568e-06, 5.67750740e-06,
       5.67745261e-06, 5.67741425e-06, 5.67738740e-06, 5.67736860e-06,
       5.67735545e-06, 5.67734624e-06, 5.67733979e-06, 5.67733528e-06,
       5.67733212e-06, 5.67732991e-06, 5.67732836e-06, 5.67732728e-06]), 2130: array([5.49965904e-06, 5.48136487e-06, 5.47221779e-06, 5.46764424e-06,
       5.46535747e-06, 5.46421408e-06, 5.46364239e-06, 5.46335655e-06,
       5.46321362e-06, 5.46314216e-06, 5.46310643e-06, 5.46308856e-06,
       5.46307963e-06, 5.46307516e-06, 5.46307293e-06, 5.46307182e-06,
       5.46307126e-06, 5.46307098e-06, 5.46307084e-06, 5.46307077e-06,
       5.46307073e-06, 5.46307072e-06, 5.46307071e-06, 5.46307070e-06,
       5.46307070e-06, 5.46307070e-06, 5.46307070e-06, 5.46307070e-06]), 2135: array([4.00740908e-06, 4.00469058e-06, 4.00278762e-06, 4.00145556e-06,
       4.00052311e-06, 3.99987040e-06, 3.99941350e-06, 3.99909367e-06,
       3.99886979e-06, 3.99871307e-06, 3.99860337e-06, 3.99852658e-06,
       3.99847283e-06, 3.99843520e-06, 3.99840886e-06, 3.99839042e-06,
       3.99837751e-06, 3.99836848e-06, 3.99836216e-06, 3.99835773e-06,
       3.99835463e-06, 3.99835246e-06, 3.99835094e-06, 3.99834988e-06,
       3.99834914e-06, 3.99834861e-06, 3.99834825e-06, 3.99834800e-06]), 2140: array([2.13549210e-06, 2.00729437e-06, 1.94319271e-06, 1.91114047e-06,
       1.89511366e-06, 1.88709990e-06, 1.88309285e-06, 1.88108924e-06,
       1.88008738e-06, 1.87958644e-06, 1.87933595e-06, 1.87921071e-06,
       1.87914808e-06, 1.87911676e-06, 1.87910111e-06, 1.87909328e-06,
       1.87908936e-06, 1.87908740e-06, 1.87908643e-06, 1.87908594e-06,
       1.87908569e-06, 1.87908557e-06, 1.87908551e-06, 1.87908548e-06,
       1.87908546e-06, 1.87908545e-06, 1.87908545e-06, 1.87908545e-06]), 2145: array([2.58745573e-05, 2.91150370e-05, 3.07331077e-05, 3.15410600e-05,
       3.19444953e-05, 3.21459429e-05, 3.22465318e-05, 3.22967590e-05,
       3.23218389e-05, 3.23343621e-05, 3.23406153e-05, 3.23437377e-05,
       3.23452968e-05, 3.23460754e-05, 3.23464641e-05, 3.23466582e-05,
       3.23467551e-05, 3.23468035e-05, 3.23468277e-05, 3.23468398e-05,
       3.23468458e-05, 3.23468488e-05, 3.23468503e-05, 3.23468510e-05,
       3.23468514e-05, 3.23468516e-05, 3.23468517e-05, 3.23468517e-05]), 2150: array([1.14137284e-06, 1.13737834e-06, 1.13538109e-06, 1.13438247e-06,
       1.13388316e-06, 1.13363350e-06, 1.13350868e-06, 1.13344626e-06,
       1.13341506e-06, 1.13339945e-06, 1.13339165e-06, 1.13338775e-06,
       1.13338580e-06, 1.13338482e-06, 1.13338434e-06, 1.13338409e-06,
       1.13338397e-06, 1.13338391e-06, 1.13338388e-06, 1.13338386e-06,
       1.13338386e-06, 1.13338385e-06, 1.13338385e-06, 1.13338385e-06,
       1.13338385e-06, 1.13338385e-06, 1.13338385e-06, 1.13338385e-06]), 2155: array([8.69153167e-06, 8.65990420e-06, 8.63776497e-06, 8.62226749e-06,
       8.61141925e-06, 8.60382548e-06, 8.59850984e-06, 8.59478889e-06,
       8.59218422e-06, 8.59036096e-06, 8.58908467e-06, 8.58819127e-06,
       8.58756588e-06, 8.58712812e-06, 8.58682168e-06, 8.58660717e-06,
       8.58645702e-06, 8.58635191e-06, 8.58627834e-06, 8.58622683e-06,
       8.58619078e-06, 8.58616554e-06, 8.58614788e-06, 8.58613551e-06,
       8.58612686e-06, 8.58612080e-06, 8.58611656e-06, 8.58611359e-06]), 2160: array([9.69488060e-06, 1.12794419e-05, 1.20717206e-05, 1.24678590e-05,
       1.26659277e-05, 1.27649618e-05, 1.28144787e-05, 1.28392371e-05,
       1.28516163e-05, 1.28578059e-05, 1.28609006e-05, 1.28624480e-05,
       1.28632217e-05, 1.28636085e-05, 1.28638020e-05, 1.28638987e-05,
       1.28639470e-05, 1.28639712e-05, 1.28639833e-05, 1.28639893e-05,
       1.28639924e-05, 1.28639939e-05, 1.28639946e-05, 1.28639950e-05,
       1.28639952e-05, 1.28639953e-05, 1.28639953e-05, 1.28639954e-05]), 2165: array([1.21007064e-05, 1.32320335e-05, 1.37976684e-05, 1.40804715e-05,
       1.42218658e-05, 1.42925594e-05, 1.43279044e-05, 1.43455760e-05,
       1.43544114e-05, 1.43588289e-05, 1.43610375e-05, 1.43621417e-05,
       1.43626938e-05, 1.43629699e-05, 1.43631079e-05, 1.43631769e-05,
       1.43632114e-05, 1.43632286e-05, 1.43632372e-05, 1.43632415e-05,
       1.43632437e-05, 1.43632448e-05, 1.43632453e-05, 1.43632456e-05,
       1.43632457e-05, 1.43632458e-05, 1.43632458e-05, 1.43632458e-05]), 2170: array([3.45957743e-07, 3.47620803e-07, 3.48452333e-07, 3.48868098e-07,
       3.49075981e-07, 3.49179922e-07, 3.49231893e-07, 3.49257878e-07,
       3.49270871e-07, 3.49277367e-07, 3.49280615e-07, 3.49282239e-07,
       3.49283051e-07, 3.49283457e-07, 3.49283660e-07, 3.49283762e-07,
       3.49283813e-07, 3.49283838e-07, 3.49283851e-07, 3.49283857e-07,
       3.49283860e-07, 3.49283862e-07, 3.49283863e-07, 3.49283863e-07,
       3.49283863e-07, 3.49283863e-07, 3.49283863e-07, 3.49283863e-07]), 2175: array([1.29055676e-06, 1.29279434e-06, 1.29391313e-06, 1.29447252e-06,
       1.29475222e-06, 1.29489207e-06, 1.29496199e-06, 1.29499696e-06,
       1.29501444e-06, 1.29502318e-06, 1.29502755e-06, 1.29502973e-06,
       1.29503082e-06, 1.29503137e-06, 1.29503164e-06, 1.29503178e-06,
       1.29503185e-06, 1.29503188e-06, 1.29503190e-06, 1.29503191e-06,
       1.29503191e-06, 1.29503192e-06, 1.29503192e-06, 1.29503192e-06,
       1.29503192e-06, 1.29503192e-06, 1.29503192e-06, 1.29503192e-06]), 2180: array([4.93449244e-06, 4.94471518e-06, 4.95187108e-06, 4.95688021e-06,
       4.96038660e-06, 4.96284107e-06, 4.96455920e-06, 4.96576188e-06,
       4.96660376e-06, 4.96719308e-06, 4.96760560e-06, 4.96789436e-06,
       4.96809650e-06, 4.96823799e-06, 4.96833704e-06, 4.96840637e-06,
       4.96845490e-06, 4.96848887e-06, 4.96851266e-06, 4.96852930e-06,
       4.96854095e-06, 4.96854911e-06, 4.96855482e-06, 4.96855882e-06,
       4.96856162e-06, 4.96856357e-06, 4.96856494e-06, 4.96856590e-06]), 2185: array([1.45979146e-05, 1.46814103e-05, 1.47231582e-05, 1.47440322e-05,
       1.47544692e-05, 1.47596877e-05, 1.47622970e-05, 1.47636016e-05,
       1.47642540e-05, 1.47645801e-05, 1.47647432e-05, 1.47648247e-05,
       1.47648655e-05, 1.47648859e-05, 1.47648961e-05, 1.47649012e-05,
       1.47649037e-05, 1.47649050e-05, 1.47649056e-05, 1.47649060e-05,
       1.47649061e-05, 1.47649062e-05, 1.47649062e-05, 1.47649063e-05,
       1.47649063e-05, 1.47649063e-05, 1.47649063e-05, 1.47649063e-05]), 2190: array([1.80110791e-05, 1.64201053e-05, 1.56661611e-05, 1.53088757e-05,
       1.51395623e-05, 1.50593266e-05, 1.50213038e-05, 1.50032853e-05,
       1.49947465e-05, 1.49907001e-05, 1.49887825e-05, 1.49878738e-05,
       1.49874432e-05, 1.49872391e-05, 1.49871424e-05, 1.49870966e-05,
       1.49870749e-05, 1.49870646e-05, 1.49870597e-05, 1.49870574e-05,
       1.49870563e-05, 1.49870558e-05, 1.49870555e-05, 1.49870554e-05,
       1.49870553e-05, 1.49870553e-05, 1.49870553e-05, 1.49870553e-05]), 2195: array([4.41192340e-06, 4.41987447e-06, 4.42544022e-06, 4.42933624e-06,
       4.43206346e-06, 4.43397252e-06, 4.43530885e-06, 4.43624429e-06,
       4.43689910e-06, 4.43735746e-06, 4.43767831e-06, 4.43790291e-06,
       4.43806013e-06, 4.43817019e-06, 4.43824722e-06, 4.43830115e-06,
       4.43833890e-06, 4.43836532e-06, 4.43838382e-06, 4.43839677e-06,
       4.43840583e-06, 4.43841217e-06, 4.43841661e-06, 4.43841972e-06,
       4.43842190e-06, 4.43842342e-06, 4.43842449e-06, 4.43842524e-06]), 2200: array([8.30449192e-06, 8.27060627e-06, 8.25366342e-06, 8.24519199e-06,
       8.24095627e-06, 8.23883841e-06, 8.23777948e-06, 8.23725001e-06,
       8.23698528e-06, 8.23685291e-06, 8.23678673e-06, 8.23675364e-06,
       8.23673709e-06, 8.23672882e-06, 8.23672468e-06, 8.23672261e-06,
       8.23672158e-06, 8.23672106e-06, 8.23672080e-06, 8.23672067e-06,
       8.23672061e-06, 8.23672058e-06, 8.23672056e-06, 8.23672055e-06,
       8.23672055e-06, 8.23672055e-06, 8.23672054e-06, 8.23672054e-06]), 2205: array([5.39231671e-06, 5.38722313e-06, 5.38467634e-06, 5.38340295e-06,
       5.38276625e-06, 5.38244790e-06, 5.38228873e-06, 5.38220914e-06,
       5.38216935e-06, 5.38214945e-06, 5.38213951e-06, 5.38213453e-06,
       5.38213205e-06, 5.38213080e-06, 5.38213018e-06, 5.38212987e-06,
       5.38212971e-06, 5.38212964e-06, 5.38212960e-06, 5.38212958e-06,
       5.38212957e-06, 5.38212956e-06, 5.38212956e-06, 5.38212956e-06,
       5.38212956e-06, 5.38212956e-06, 5.38212956e-06, 5.38212956e-06]), 2210: array([1.49766562e-05, 1.49811293e-05, 1.49833658e-05, 1.49844841e-05,
       1.49850432e-05, 1.49853228e-05, 1.49854625e-05, 1.49855324e-05,
       1.49855674e-05, 1.49855849e-05, 1.49855936e-05, 1.49855980e-05,
       1.49856001e-05, 1.49856012e-05, 1.49856018e-05, 1.49856021e-05,
       1.49856022e-05, 1.49856023e-05, 1.49856023e-05, 1.49856023e-05,
       1.49856023e-05, 1.49856023e-05, 1.49856023e-05, 1.49856023e-05,
       1.49856023e-05, 1.49856023e-05, 1.49856023e-05, 1.49856023e-05]), 2215: array([1.63879614e-05, 1.67542810e-05, 1.69374401e-05, 1.70290193e-05,
       1.70748088e-05, 1.70977034e-05, 1.71091507e-05, 1.71148744e-05,
       1.71177362e-05, 1.71191671e-05, 1.71198825e-05, 1.71202402e-05,
       1.71204191e-05, 1.71205085e-05, 1.71205532e-05, 1.71205756e-05,
       1.71205868e-05, 1.71205923e-05, 1.71205951e-05, 1.71205965e-05,
       1.71205972e-05, 1.71205976e-05, 1.71205978e-05, 1.71205978e-05,
       1.71205979e-05, 1.71205979e-05, 1.71205979e-05, 1.71205979e-05]), 2220: array([9.20063685e-05, 9.75646811e-05, 1.03122994e-04, 1.08681306e-04,
       1.14239619e-04, 1.19797932e-04, 1.25356244e-04, 1.30914557e-04,
       1.36472869e-04, 1.42031182e-04, 1.47589495e-04, 1.53147807e-04,
       1.58706120e-04, 1.64264433e-04, 1.69822745e-04, 1.75381058e-04,
       1.80939371e-04, 1.86497683e-04, 1.92055996e-04, 1.97614308e-04,
       2.03172621e-04, 2.08730934e-04, 2.14289246e-04, 2.19847559e-04,
       2.25405872e-04, 2.30964184e-04, 2.36522497e-04, 2.42080809e-04]), 2225: array([7.10583302e-05, 7.14788472e-05, 7.16650896e-05, 7.17475744e-05,
       7.17841059e-05, 7.18002854e-05, 7.18074511e-05, 7.18106247e-05,
       7.18120303e-05, 7.18126528e-05, 7.18129285e-05, 7.18130506e-05,
       7.18131047e-05, 7.18131286e-05, 7.18131392e-05, 7.18131439e-05,
       7.18131460e-05, 7.18131469e-05, 7.18131473e-05, 7.18131475e-05,
       7.18131476e-05, 7.18131476e-05, 7.18131476e-05, 7.18131476e-05,
       7.18131476e-05, 7.18131476e-05, 7.18131476e-05, 7.18131476e-05]), 2230: array([9.02851647e-06, 9.03415342e-06, 9.03697189e-06, 9.03838112e-06,
       9.03908574e-06, 9.03943804e-06, 9.03961420e-06, 9.03970227e-06,
       9.03974631e-06, 9.03976833e-06, 9.03977934e-06, 9.03978485e-06,
       9.03978760e-06, 9.03978897e-06, 9.03978966e-06, 9.03979001e-06,
       9.03979018e-06, 9.03979026e-06, 9.03979031e-06, 9.03979033e-06,
       9.03979034e-06, 9.03979035e-06, 9.03979035e-06, 9.03979035e-06,
       9.03979035e-06, 9.03979035e-06, 9.03979035e-06, 9.03979035e-06]), 2235: array([0.00051624, 0.0005466 , 0.00057697, 0.00060733, 0.00063769,
       0.00066806, 0.00069842, 0.00072878, 0.00075914, 0.0007895 ,
       0.00081986, 0.00085021, 0.00088057, 0.00091092, 0.00094128,
       0.00097163, 0.00100199, 0.00103234, 0.00106269, 0.00109304,
       0.00112339, 0.00115374, 0.00118409, 0.00121444, 0.00124479,
       0.00127513, 0.00130548, 0.00133582]), 2240: array([3.47885029e-05, 3.46032676e-05, 3.44736026e-05, 3.43828369e-05,
       3.43193008e-05, 3.42748254e-05, 3.42436926e-05, 3.42218996e-05,
       3.42066445e-05, 3.41959659e-05, 3.41884908e-05, 3.41832583e-05,
       3.41795955e-05, 3.41770315e-05, 3.41752368e-05, 3.41739804e-05,
       3.41731010e-05, 3.41724854e-05, 3.41720544e-05, 3.41717528e-05,
       3.41715416e-05, 3.41713938e-05, 3.41712904e-05, 3.41712179e-05,
       3.41711672e-05, 3.41711317e-05, 3.41711069e-05, 3.41710895e-05]), 2245: array([3.31776918e-05, 3.47130013e-05, 3.54806526e-05, 3.58644766e-05,
       3.60563878e-05, 3.61523430e-05, 3.62003203e-05, 3.62243089e-05,
       3.62363031e-05, 3.62423002e-05, 3.62452988e-05, 3.62467980e-05,
       3.62475477e-05, 3.62479225e-05, 3.62481099e-05, 3.62482036e-05,
       3.62482504e-05, 3.62482739e-05, 3.62482856e-05, 3.62482914e-05,
       3.62482943e-05, 3.62482958e-05, 3.62482965e-05, 3.62482969e-05,
       3.62482971e-05, 3.62482972e-05, 3.62482972e-05, 3.62482973e-05]), 2250: array([1.40699213e-05, 1.39855789e-05, 1.39265391e-05, 1.38852112e-05,
       1.38562817e-05, 1.38360310e-05, 1.38218555e-05, 1.38119327e-05,
       1.38049867e-05, 1.38001245e-05, 1.37967209e-05, 1.37943384e-05,
       1.37926707e-05, 1.37915033e-05, 1.37906861e-05, 1.37901140e-05,
       1.37897136e-05, 1.37894333e-05, 1.37892371e-05, 1.37890998e-05,
       1.37890036e-05, 1.37889363e-05, 1.37888892e-05, 1.37888562e-05,
       1.37888331e-05, 1.37888170e-05, 1.37888057e-05, 1.37887978e-05]), 2255: array([0.00010862, 0.00011778, 0.00012695, 0.00013611, 0.00014527,
       0.00015444, 0.0001636 , 0.00017276, 0.00018193, 0.00019109,
       0.00020026, 0.00020942, 0.00021858, 0.00022775, 0.00023691,
       0.00024607, 0.00025524, 0.0002644 , 0.00027356, 0.00028273,
       0.00029189, 0.00030105, 0.00031022, 0.00031938, 0.00032854,
       0.00033771, 0.00034687, 0.00035603]), 2260: array([7.89196791e-07, 7.45929263e-07, 7.06043868e-07, 6.69276231e-07,
       6.35382643e-07, 6.04138446e-07, 5.75336542e-07, 5.48786024e-07,
       5.24310903e-07, 5.01748952e-07, 4.80950622e-07, 4.61778053e-07,
       4.44104164e-07, 4.27811806e-07, 4.12792988e-07, 3.98948159e-07,
       3.86185552e-07, 3.74420571e-07, 3.63575234e-07, 3.53577654e-07,
       3.44361564e-07, 3.35865877e-07, 3.28034280e-07, 3.20814862e-07,
       3.14159771e-07, 3.08024895e-07, 3.02369569e-07, 2.97156309e-07]), 2265: array([1.09494149e-05, 1.08977642e-05, 1.08719389e-05, 1.08590263e-05,
       1.08525699e-05, 1.08493418e-05, 1.08477277e-05, 1.08469207e-05,
       1.08465172e-05, 1.08463154e-05, 1.08462145e-05, 1.08461641e-05,
       1.08461389e-05, 1.08461262e-05, 1.08461199e-05, 1.08461168e-05,
       1.08461152e-05, 1.08461144e-05, 1.08461140e-05, 1.08461138e-05,
       1.08461137e-05, 1.08461137e-05, 1.08461137e-05, 1.08461137e-05,
       1.08461136e-05, 1.08461136e-05, 1.08461136e-05, 1.08461136e-05]), 2270: array([1.49885233e-05, 1.49322793e-05, 1.48929086e-05, 1.48653490e-05,
       1.48460573e-05, 1.48325531e-05, 1.48231001e-05, 1.48164830e-05,
       1.48118511e-05, 1.48086087e-05, 1.48063390e-05, 1.48047503e-05,
       1.48036381e-05, 1.48028596e-05, 1.48023147e-05, 1.48019332e-05,
       1.48016662e-05, 1.48014793e-05, 1.48013484e-05, 1.48012569e-05,
       1.48011927e-05, 1.48011479e-05, 1.48011164e-05, 1.48010945e-05,
       1.48010791e-05, 1.48010683e-05, 1.48010607e-05, 1.48010555e-05]), 2275: array([2.03136551e-05, 2.01199337e-05, 2.00230730e-05, 1.99746427e-05,
       1.99504275e-05, 1.99383199e-05, 1.99322661e-05, 1.99292392e-05,
       1.99277258e-05, 1.99269691e-05, 1.99265907e-05, 1.99264015e-05,
       1.99263069e-05, 1.99262596e-05, 1.99262360e-05, 1.99262242e-05,
       1.99262182e-05, 1.99262153e-05, 1.99262138e-05, 1.99262131e-05,
       1.99262127e-05, 1.99262125e-05, 1.99262124e-05, 1.99262124e-05,
       1.99262124e-05, 1.99262123e-05, 1.99262123e-05, 1.99262123e-05]), 2280: array([4.04308007e-05, 3.42151891e-05, 3.11042683e-05, 2.95472489e-05,
       2.87679589e-05, 2.83779233e-05, 2.81827101e-05, 2.80850056e-05,
       2.80361044e-05, 2.80116293e-05, 2.79993795e-05, 2.79932485e-05,
       2.79901799e-05, 2.79886440e-05, 2.79878754e-05, 2.79874906e-05,
       2.79872981e-05, 2.79872017e-05, 2.79871535e-05, 2.79871293e-05,
       2.79871172e-05, 2.79871112e-05, 2.79871082e-05, 2.79871066e-05,
       2.79871059e-05, 2.79871055e-05, 2.79871053e-05, 2.79871052e-05]), 2285: array([2.63980069e-05, 3.06550309e-05, 3.36349397e-05, 3.57208702e-05,
       3.71810177e-05, 3.82031182e-05, 3.89185867e-05, 3.94194133e-05,
       3.97699909e-05, 4.00153946e-05, 4.01871768e-05, 4.03074239e-05,
       4.03915967e-05, 4.04505175e-05, 4.04917620e-05, 4.05206330e-05,
       4.05408427e-05, 4.05549894e-05, 4.05648921e-05, 4.05718240e-05,
       4.05766763e-05, 4.05800729e-05, 4.05824505e-05, 4.05841148e-05,
       4.05852798e-05, 4.05860953e-05, 4.05866662e-05, 4.05870658e-05]), 2290: array([3.37113135e-06, 3.35836719e-06, 3.34943228e-06, 3.34317784e-06,
       3.33879973e-06, 3.33573505e-06, 3.33358978e-06, 3.33208809e-06,
       3.33103690e-06, 3.33030107e-06, 3.32978599e-06, 3.32942544e-06,
       3.32917305e-06, 3.32899637e-06, 3.32887270e-06, 3.32878613e-06,
       3.32872554e-06, 3.32868312e-06, 3.32865342e-06, 3.32863264e-06,
       3.32861809e-06, 3.32860790e-06, 3.32860077e-06, 3.32859578e-06,
       3.32859229e-06, 3.32858984e-06, 3.32858813e-06, 3.32858693e-06]), 2295: array([0.00029349, 0.00030562, 0.00031776, 0.0003299 , 0.00034204,
       0.00035417, 0.00036631, 0.00037845, 0.00039059, 0.00040272,
       0.00041486, 0.000427  , 0.00043914, 0.00045127, 0.00046341,
       0.00047555, 0.00048769, 0.00049982, 0.00051196, 0.0005241 ,
       0.00053623, 0.00054837, 0.00056051, 0.00057265, 0.00058478,
       0.00059692, 0.00060906, 0.0006212 ]), 2300: array([2.26784345e-05, 2.43947542e-05, 2.52529113e-05, 2.56819886e-05,
       2.58965266e-05, 2.60037952e-05, 2.60574294e-05, 2.60842464e-05,
       2.60976549e-05, 2.61043591e-05, 2.61077112e-05, 2.61093872e-05,
       2.61102252e-05, 2.61106442e-05, 2.61108537e-05, 2.61109585e-05,
       2.61110109e-05, 2.61110370e-05, 2.61110501e-05, 2.61110567e-05,
       2.61110600e-05, 2.61110616e-05, 2.61110624e-05, 2.61110628e-05,
       2.61110630e-05, 2.61110631e-05, 2.61110632e-05, 2.61110632e-05]), 2305: array([4.47435965e-05, 4.42326678e-05, 4.39772020e-05, 4.38494683e-05,
       4.37856010e-05, 4.37536672e-05, 4.37377002e-05, 4.37297167e-05,
       4.37257249e-05, 4.37237290e-05, 4.37227310e-05, 4.37222320e-05,
       4.37219825e-05, 4.37218578e-05, 4.37217954e-05, 4.37217642e-05,
       4.37217486e-05, 4.37217408e-05, 4.37217369e-05, 4.37217350e-05,
       4.37217340e-05, 4.37217335e-05, 4.37217333e-05, 4.37217331e-05,
       4.37217331e-05, 4.37217331e-05, 4.37217330e-05, 4.37217330e-05]), 2310: array([3.67829015e-05, 3.68937563e-05, 3.69491834e-05, 3.69768968e-05,
       3.69907535e-05, 3.69976817e-05, 3.70011459e-05, 3.70028779e-05,
       3.70037439e-05, 3.70041769e-05, 3.70043934e-05, 3.70045017e-05,
       3.70045558e-05, 3.70045829e-05, 3.70045964e-05, 3.70046032e-05,
       3.70046066e-05, 3.70046083e-05, 3.70046091e-05, 3.70046095e-05,
       3.70046097e-05, 3.70046098e-05, 3.70046099e-05, 3.70046099e-05,
       3.70046099e-05, 3.70046099e-05, 3.70046099e-05, 3.70046099e-05]), 2315: array([1.41438317e-06, 1.41499747e-06, 1.41542748e-06, 1.41572849e-06,
       1.41593919e-06, 1.41608669e-06, 1.41618993e-06, 1.41626220e-06,
       1.41631279e-06, 1.41634821e-06, 1.41637299e-06, 1.41639035e-06,
       1.41640249e-06, 1.41641100e-06, 1.41641695e-06, 1.41642111e-06,
       1.41642403e-06, 1.41642607e-06, 1.41642750e-06, 1.41642850e-06,
       1.41642920e-06, 1.41642969e-06, 1.41643004e-06, 1.41643028e-06,
       1.41643044e-06, 1.41643056e-06, 1.41643064e-06, 1.41643070e-06]), 2320: array([6.09477032e-05, 6.03654725e-05, 5.98855756e-05, 5.94900261e-05,
       5.91639991e-05, 5.88952752e-05, 5.86737826e-05, 5.84912199e-05,
       5.83407447e-05, 5.82167173e-05, 5.81144892e-05, 5.80302288e-05,
       5.79607782e-05, 5.79035343e-05, 5.78563517e-05, 5.78174620e-05,
       5.77854077e-05, 5.77589872e-05, 5.77372105e-05, 5.77192612e-05,
       5.77044668e-05, 5.76922727e-05, 5.76822218e-05, 5.76739375e-05,
       5.76671092e-05, 5.76614811e-05, 5.76568422e-05, 5.76530186e-05]), 2325: array([2.40130384e-05, 2.40593640e-05, 2.40917919e-05, 2.41144913e-05,
       2.41303809e-05, 2.41415035e-05, 2.41492894e-05, 2.41547394e-05,
       2.41585544e-05, 2.41612250e-05, 2.41630943e-05, 2.41644029e-05,
       2.41653188e-05, 2.41659600e-05, 2.41664088e-05, 2.41667230e-05,
       2.41669429e-05, 2.41670969e-05, 2.41672046e-05, 2.41672801e-05,
       2.41673329e-05, 2.41673698e-05, 2.41673957e-05, 2.41674138e-05,
       2.41674265e-05, 2.41674354e-05, 2.41674416e-05, 2.41674459e-05]), 2330: array([2.17532474e-06, 2.43265769e-06, 2.56132413e-06, 2.62565733e-06,
       2.65782392e-06, 2.67390721e-06, 2.68194885e-06, 2.68596967e-06,
       2.68798008e-06, 2.68898528e-06, 2.68948788e-06, 2.68973918e-06,
       2.68986483e-06, 2.68992766e-06, 2.68995907e-06, 2.68997478e-06,
       2.68998263e-06, 2.68998656e-06, 2.68998852e-06, 2.68998950e-06,
       2.68998999e-06, 2.68999024e-06, 2.68999036e-06, 2.68999042e-06,
       2.68999045e-06, 2.68999047e-06, 2.68999048e-06, 2.68999048e-06]), 2335: array([4.36931852e-06, 4.37565602e-06, 4.37882477e-06, 4.38040914e-06,
       4.38120133e-06, 4.38159742e-06, 4.38179547e-06, 4.38189449e-06,
       4.38194401e-06, 4.38196876e-06, 4.38198114e-06, 4.38198733e-06,
       4.38199042e-06, 4.38199197e-06, 4.38199274e-06, 4.38199313e-06,
       4.38199332e-06, 4.38199342e-06, 4.38199347e-06, 4.38199349e-06,
       4.38199351e-06, 4.38199351e-06, 4.38199351e-06, 4.38199352e-06,
       4.38199352e-06, 4.38199352e-06, 4.38199352e-06, 4.38199352e-06]), 2340: array([1.30206657e-05, 1.49999540e-05, 1.59895904e-05, 1.64844047e-05,
       1.67318099e-05, 1.68555116e-05, 1.69173619e-05, 1.69482868e-05,
       1.69637492e-05, 1.69714803e-05, 1.69753458e-05, 1.69772786e-05,
       1.69782449e-05, 1.69787281e-05, 1.69789697e-05, 1.69790905e-05,
       1.69791509e-05, 1.69791811e-05, 1.69791962e-05, 1.69792037e-05,
       1.69792075e-05, 1.69792094e-05, 1.69792103e-05, 1.69792108e-05,
       1.69792110e-05, 1.69792112e-05, 1.69792112e-05, 1.69792112e-05]), 2345: array([2.96453755e-07, 2.97250891e-07, 2.97649460e-07, 2.97848744e-07,
       2.97948386e-07, 2.97998207e-07, 2.98023117e-07, 2.98035573e-07,
       2.98041800e-07, 2.98044914e-07, 2.98046471e-07, 2.98047249e-07,
       2.98047639e-07, 2.98047833e-07, 2.98047931e-07, 2.98047979e-07,
       2.98048003e-07, 2.98048016e-07, 2.98048022e-07, 2.98048025e-07,
       2.98048026e-07, 2.98048027e-07, 2.98048027e-07, 2.98048028e-07,
       2.98048028e-07, 2.98048028e-07, 2.98048028e-07, 2.98048028e-07]), 2350: array([2.43794185e-05, 2.42038591e-05, 2.40809673e-05, 2.39949429e-05,
       2.39347257e-05, 2.38925737e-05, 2.38630672e-05, 2.38424126e-05,
       2.38279543e-05, 2.38178336e-05, 2.38107490e-05, 2.38057898e-05,
       2.38023184e-05, 2.37998884e-05, 2.37981874e-05, 2.37969966e-05,
       2.37961631e-05, 2.37955797e-05, 2.37951713e-05, 2.37948854e-05,
       2.37946853e-05, 2.37945452e-05, 2.37944471e-05, 2.37943785e-05,
       2.37943304e-05, 2.37942968e-05, 2.37942732e-05, 2.37942568e-05]), 2355: array([2.02282418e-05, 2.02512778e-05, 2.02674030e-05, 2.02786906e-05,
       2.02865920e-05, 2.02921229e-05, 2.02959946e-05, 2.02987048e-05,
       2.03006019e-05, 2.03019299e-05, 2.03028594e-05, 2.03035102e-05,
       2.03039656e-05, 2.03042845e-05, 2.03045077e-05, 2.03046639e-05,
       2.03047733e-05, 2.03048498e-05, 2.03049034e-05, 2.03049409e-05,
       2.03049672e-05, 2.03049856e-05, 2.03049985e-05, 2.03050075e-05,
       2.03050138e-05, 2.03050182e-05, 2.03050213e-05, 2.03050234e-05]), 2360: array([3.17958074e-05, 3.15149391e-05, 3.13745050e-05, 3.13042880e-05,
       3.12691795e-05, 3.12516253e-05, 3.12428481e-05, 3.12384596e-05,
       3.12362653e-05, 3.12351682e-05, 3.12346196e-05, 3.12343453e-05,
       3.12342082e-05, 3.12341396e-05, 3.12341053e-05, 3.12340882e-05,
       3.12340796e-05, 3.12340753e-05, 3.12340732e-05, 3.12340721e-05,
       3.12340716e-05, 3.12340713e-05, 3.12340712e-05, 3.12340711e-05,
       3.12340711e-05, 3.12340710e-05, 3.12340710e-05, 3.12340710e-05]), 2365: array([0.00032817, 0.00025586, 0.00023609, 0.00023069, 0.00022921,
       0.00022881, 0.0002287 , 0.00022867, 0.00022866, 0.00022866,
       0.00022866, 0.00022865, 0.00022865, 0.00022865, 0.00022865,
       0.00022865, 0.00022865, 0.00022865, 0.00022865, 0.00022865,
       0.00022865, 0.00022865, 0.00022865, 0.00022865, 0.00022865,
       0.00022865, 0.00022865, 0.00022865]), 2370: array([3.97855041e-06, 3.97862615e-06, 3.97866402e-06, 3.97868295e-06,
       3.97869242e-06, 3.97869716e-06, 3.97869952e-06, 3.97870071e-06,
       3.97870130e-06, 3.97870159e-06, 3.97870174e-06, 3.97870182e-06,
       3.97870185e-06, 3.97870187e-06, 3.97870188e-06, 3.97870188e-06,
       3.97870189e-06, 3.97870189e-06, 3.97870189e-06, 3.97870189e-06,
       3.97870189e-06, 3.97870189e-06, 3.97870189e-06, 3.97870189e-06,
       3.97870189e-06, 3.97870189e-06, 3.97870189e-06, 3.97870189e-06]), 2375: array([3.19003554e-06, 2.81627040e-06, 2.62938748e-06, 2.53594585e-06,
       2.48922495e-06, 2.46586446e-06, 2.45418419e-06, 2.44834405e-06,
       2.44542397e-06, 2.44396393e-06, 2.44323390e-06, 2.44286889e-06,
       2.44268639e-06, 2.44259513e-06, 2.44254951e-06, 2.44252669e-06,
       2.44251529e-06, 2.44250958e-06, 2.44250673e-06, 2.44250530e-06,
       2.44250459e-06, 2.44250424e-06, 2.44250406e-06, 2.44250397e-06,
       2.44250392e-06, 2.44250390e-06, 2.44250389e-06, 2.44250388e-06]), 2380: array([0.00019826, 0.00019785, 0.00019765, 0.00019755, 0.0001975 ,
       0.00019747, 0.00019746, 0.00019745, 0.00019745, 0.00019745,
       0.00019745, 0.00019745, 0.00019745, 0.00019745, 0.00019745,
       0.00019745, 0.00019745, 0.00019745, 0.00019745, 0.00019745,
       0.00019745, 0.00019745, 0.00019745, 0.00019745, 0.00019745,
       0.00019745, 0.00019745, 0.00019745]), 2385: array([3.82692184e-06, 3.81815040e-06, 3.81201040e-06, 3.80771239e-06,
       3.80470379e-06, 3.80259776e-06, 3.80112355e-06, 3.80009160e-06,
       3.79936923e-06, 3.79886357e-06, 3.79850961e-06, 3.79826184e-06,
       3.79808840e-06, 3.79796699e-06, 3.79788201e-06, 3.79782252e-06,
       3.79778087e-06, 3.79775172e-06, 3.79773132e-06, 3.79771704e-06,
       3.79770704e-06, 3.79770004e-06, 3.79769514e-06, 3.79769171e-06,
       3.79768931e-06, 3.79768763e-06, 3.79768645e-06, 3.79768563e-06]), 2390: array([6.36215630e-05, 6.65128988e-05, 6.94004909e-05, 7.22843444e-05,
       7.51644640e-05, 7.80408545e-05, 8.09135209e-05, 8.37824678e-05,
       8.66477002e-05, 8.95092228e-05, 9.23670404e-05, 9.52211579e-05,
       9.80715800e-05, 1.00918311e-04, 1.03761357e-04, 1.06600722e-04,
       1.09436410e-04, 1.12268427e-04, 1.15096777e-04, 1.17921465e-04,
       1.20742496e-04, 1.23559874e-04, 1.26373605e-04, 1.29183692e-04,
       1.31990141e-04, 1.34792957e-04, 1.37592143e-04, 1.40387705e-04]), 2395: array([1.47439144e-05, 1.47319783e-05, 1.47260103e-05, 1.47230262e-05,
       1.47215342e-05, 1.47207882e-05, 1.47204152e-05, 1.47202287e-05,
       1.47201355e-05, 1.47200888e-05, 1.47200655e-05, 1.47200539e-05,
       1.47200480e-05, 1.47200451e-05, 1.47200437e-05, 1.47200429e-05,
       1.47200426e-05, 1.47200424e-05, 1.47200423e-05, 1.47200423e-05,
       1.47200422e-05, 1.47200422e-05, 1.47200422e-05, 1.47200422e-05,
       1.47200422e-05, 1.47200422e-05, 1.47200422e-05, 1.47200422e-05]), 2400: array([1.48772128e-05, 1.48942623e-05, 1.49027871e-05, 1.49070494e-05,
       1.49091806e-05, 1.49102462e-05, 1.49107790e-05, 1.49110454e-05,
       1.49111786e-05, 1.49112452e-05, 1.49112785e-05, 1.49112951e-05,
       1.49113035e-05, 1.49113076e-05, 1.49113097e-05, 1.49113107e-05,
       1.49113113e-05, 1.49113115e-05, 1.49113117e-05, 1.49113117e-05,
       1.49113118e-05, 1.49113118e-05, 1.49113118e-05, 1.49113118e-05,
       1.49113118e-05, 1.49113118e-05, 1.49113118e-05, 1.49113118e-05]), 2405: array([9.91984479e-06, 9.89573328e-06, 9.87885522e-06, 9.86704056e-06,
       9.85877030e-06, 9.85298111e-06, 9.84892868e-06, 9.84609198e-06,
       9.84410628e-06, 9.84271629e-06, 9.84174330e-06, 9.84106221e-06,
       9.84058544e-06, 9.84025171e-06, 9.84001809e-06, 9.83985456e-06,
       9.83974009e-06, 9.83965996e-06, 9.83960387e-06, 9.83956460e-06,
       9.83953712e-06, 9.83951788e-06, 9.83950441e-06, 9.83949498e-06,
       9.83948838e-06, 9.83948376e-06, 9.83948053e-06, 9.83947827e-06]), 2410: array([3.22634713e-06, 3.72712685e-06, 3.97751658e-06, 4.10271139e-06,
       4.16530876e-06, 4.19660742e-06, 4.21225675e-06, 4.22008141e-06,
       4.22399374e-06, 4.22594990e-06, 4.22692798e-06, 4.22741702e-06,
       4.22766154e-06, 4.22778380e-06, 4.22784493e-06, 4.22787550e-06,
       4.22789078e-06, 4.22789842e-06, 4.22790224e-06, 4.22790415e-06,
       4.22790511e-06, 4.22790558e-06, 4.22790582e-06, 4.22790594e-06,
       4.22790600e-06, 4.22790603e-06, 4.22790605e-06, 4.22790605e-06]), 2415: array([4.41103921e-06, 4.37849239e-06, 4.35570960e-06, 4.33976164e-06,
       4.32859807e-06, 4.32078356e-06, 4.31531341e-06, 4.31148430e-06,
       4.30880392e-06, 4.30692765e-06, 4.30561426e-06, 4.30469489e-06,
       4.30405133e-06, 4.30360084e-06, 4.30328550e-06, 4.30306475e-06,
       4.30291023e-06, 4.30280207e-06, 4.30272636e-06, 4.30267336e-06,
       4.30263626e-06, 4.30261029e-06, 4.30259211e-06, 4.30257938e-06,
       4.30257047e-06, 4.30256424e-06, 4.30255987e-06, 4.30255682e-06]), 2420: array([9.22950532e-05, 9.16628794e-05, 9.12203554e-05, 9.09105871e-05,
       9.06937481e-05, 9.05419600e-05, 9.04357077e-05, 9.03613308e-05,
       9.03092667e-05, 9.02728216e-05, 9.02473099e-05, 9.02294516e-05,
       9.02169508e-05, 9.02082001e-05, 9.02020746e-05, 9.01977868e-05,
       9.01947853e-05, 9.01926842e-05, 9.01912134e-05, 9.01901839e-05,
       9.01894632e-05, 9.01889587e-05, 9.01886056e-05, 9.01883584e-05,
       9.01881854e-05, 9.01880642e-05, 9.01879794e-05, 9.01879201e-05]), 2425: array([0.00012695, 0.00012667, 0.00012654, 0.00012647, 0.00012645,
       0.00012643, 0.00012642, 0.00012642, 0.00012642, 0.00012642,
       0.00012642, 0.00012642, 0.00012642, 0.00012642, 0.00012642,
       0.00012642, 0.00012642, 0.00012642, 0.00012642, 0.00012642,
       0.00012642, 0.00012642, 0.00012642, 0.00012642, 0.00012642,
       0.00012642, 0.00012642, 0.00012642]), 2430: array([1.24799078e-05, 1.25656064e-05, 1.26084556e-05, 1.26298801e-05,
       1.26405924e-05, 1.26459485e-05, 1.26486265e-05, 1.26499656e-05,
       1.26506351e-05, 1.26509698e-05, 1.26511372e-05, 1.26512209e-05,
       1.26512627e-05, 1.26512837e-05, 1.26512941e-05, 1.26512994e-05,
       1.26513020e-05, 1.26513033e-05, 1.26513039e-05, 1.26513043e-05,
       1.26513044e-05, 1.26513045e-05, 1.26513045e-05, 1.26513046e-05,
       1.26513046e-05, 1.26513046e-05, 1.26513046e-05, 1.26513046e-05]), 2435: array([0.00020275, 0.00015452, 0.00013873, 0.00013357, 0.00013188,
       0.00013132, 0.00013114, 0.00013108, 0.00013106, 0.00013106,
       0.00013106, 0.00013106, 0.00013106, 0.00013106, 0.00013106,
       0.00013106, 0.00013106, 0.00013106, 0.00013106, 0.00013106,
       0.00013106, 0.00013106, 0.00013106, 0.00013106, 0.00013106,
       0.00013106, 0.00013106, 0.00013106]), 2440: array([0.00016246, 0.00016174, 0.00016139, 0.00016121, 0.00016112,
       0.00016108, 0.00016105, 0.00016104, 0.00016104, 0.00016103,
       0.00016103, 0.00016103, 0.00016103, 0.00016103, 0.00016103,
       0.00016103, 0.00016103, 0.00016103, 0.00016103, 0.00016103,
       0.00016103, 0.00016103, 0.00016103, 0.00016103, 0.00016103,
       0.00016103, 0.00016103, 0.00016103]), 2445: array([3.32248476e-06, 3.31922549e-06, 3.31759586e-06, 3.31678104e-06,
       3.31637363e-06, 3.31616993e-06, 3.31606807e-06, 3.31601715e-06,
       3.31599168e-06, 3.31597895e-06, 3.31597259e-06, 3.31596940e-06,
       3.31596781e-06, 3.31596702e-06, 3.31596662e-06, 3.31596642e-06,
       3.31596632e-06, 3.31596627e-06, 3.31596625e-06, 3.31596623e-06,
       3.31596623e-06, 3.31596622e-06, 3.31596622e-06, 3.31596622e-06,
       3.31596622e-06, 3.31596622e-06, 3.31596622e-06, 3.31596622e-06]), 2450: array([2.02750259e-06, 2.01624150e-06, 2.00835873e-06, 2.00284080e-06,
       1.99897824e-06, 1.99627445e-06, 1.99438180e-06, 1.99305694e-06,
       1.99212954e-06, 1.99148036e-06, 1.99102594e-06, 1.99070784e-06,
       1.99048517e-06, 1.99032930e-06, 1.99022019e-06, 1.99014382e-06,
       1.99009036e-06, 1.99005293e-06, 1.99002673e-06, 1.99000840e-06,
       1.98999556e-06, 1.98998658e-06, 1.98998029e-06, 1.98997588e-06,
       1.98997280e-06, 1.98997064e-06, 1.98996913e-06, 1.98996808e-06]), 2455: array([4.93205062e-06, 4.93737645e-06, 4.94003937e-06, 4.94137082e-06,
       4.94203655e-06, 4.94236941e-06, 4.94253584e-06, 4.94261906e-06,
       4.94266066e-06, 4.94268147e-06, 4.94269187e-06, 4.94269707e-06,
       4.94269967e-06, 4.94270097e-06, 4.94270162e-06, 4.94270195e-06,
       4.94270211e-06, 4.94270219e-06, 4.94270223e-06, 4.94270225e-06,
       4.94270226e-06, 4.94270227e-06, 4.94270227e-06, 4.94270227e-06,
       4.94270227e-06, 4.94270227e-06, 4.94270227e-06, 4.94270227e-06]), 2460: array([4.57689415e-05, 4.54581537e-05, 4.53640730e-05, 4.53355932e-05,
       4.53269719e-05, 4.53243621e-05, 4.53235720e-05, 4.53233329e-05,
       4.53232605e-05, 4.53232386e-05, 4.53232319e-05, 4.53232299e-05,
       4.53232293e-05, 4.53232291e-05, 4.53232291e-05, 4.53232291e-05,
       4.53232291e-05, 4.53232291e-05, 4.53232291e-05, 4.53232291e-05,
       4.53232291e-05, 4.53232291e-05, 4.53232291e-05, 4.53232291e-05,
       4.53232291e-05, 4.53232291e-05, 4.53232291e-05, 4.53232291e-05]), 2465: array([5.44898556e-06, 5.42868117e-06, 5.41446809e-06, 5.40451892e-06,
       5.39755451e-06, 5.39267941e-06, 5.38926685e-06, 5.38687805e-06,
       5.38520589e-06, 5.38403538e-06, 5.38321602e-06, 5.38264247e-06,
       5.38224098e-06, 5.38195994e-06, 5.38176321e-06, 5.38162550e-06,
       5.38152911e-06, 5.38146163e-06, 5.38141439e-06, 5.38138133e-06,
       5.38135818e-06, 5.38134198e-06, 5.38133064e-06, 5.38132270e-06,
       5.38131715e-06, 5.38131326e-06, 5.38131053e-06, 5.38130863e-06]), 2470: array([7.04131672e-06, 6.99842866e-06, 6.96840700e-06, 6.94739184e-06,
       6.93268121e-06, 6.92238377e-06, 6.91517556e-06, 6.91012981e-06,
       6.90659778e-06, 6.90412536e-06, 6.90239467e-06, 6.90118318e-06,
       6.90033514e-06, 6.89974151e-06, 6.89932597e-06, 6.89903509e-06,
       6.89883147e-06, 6.89868894e-06, 6.89858917e-06, 6.89851933e-06,
       6.89847044e-06, 6.89843622e-06, 6.89841227e-06, 6.89839550e-06,
       6.89838376e-06, 6.89837554e-06, 6.89836979e-06, 6.89836577e-06]), 2475: array([4.66200859e-05, 4.68405043e-05, 4.69507128e-05, 4.70058168e-05,
       4.70333687e-05, 4.70471445e-05, 4.70540324e-05, 4.70574763e-05,
       4.70591983e-05, 4.70600593e-05, 4.70604898e-05, 4.70607050e-05,
       4.70608126e-05, 4.70608664e-05, 4.70608933e-05, 4.70609068e-05,
       4.70609135e-05, 4.70609169e-05, 4.70609185e-05, 4.70609194e-05,
       4.70609198e-05, 4.70609200e-05, 4.70609201e-05, 4.70609202e-05,
       4.70609202e-05, 4.70609202e-05, 4.70609202e-05, 4.70609202e-05]), 2480: array([1.59359662e-06, 1.59698364e-06, 1.59935456e-06, 1.60101420e-06,
       1.60217594e-06, 1.60298917e-06, 1.60355842e-06, 1.60395690e-06,
       1.60423584e-06, 1.60443109e-06, 1.60456777e-06, 1.60466344e-06,
       1.60473042e-06, 1.60477730e-06, 1.60481011e-06, 1.60483309e-06,
       1.60484917e-06, 1.60486042e-06, 1.60486830e-06, 1.60487382e-06,
       1.60487768e-06, 1.60488038e-06, 1.60488227e-06, 1.60488360e-06,
       1.60488452e-06, 1.60488517e-06, 1.60488563e-06, 1.60488594e-06]), 2485: array([8.74852024e-07, 8.68596051e-07, 8.64216870e-07, 8.61151442e-07,
       8.59005643e-07, 8.57503584e-07, 8.56452142e-07, 8.55716133e-07,
       8.55200926e-07, 8.54840282e-07, 8.54587831e-07, 8.54411115e-07,
       8.54287414e-07, 8.54200823e-07, 8.54140209e-07, 8.54097780e-07,
       8.54068079e-07, 8.54047289e-07, 8.54032736e-07, 8.54022548e-07,
       8.54015417e-07, 8.54010425e-07, 8.54006931e-07, 8.54004485e-07,
       8.54002773e-07, 8.54001574e-07, 8.54000735e-07, 8.54000148e-07]), 2490: array([2.04399464e-05, 2.04177093e-05, 2.04021434e-05, 2.03912472e-05,
       2.03836198e-05, 2.03782807e-05, 2.03745433e-05, 2.03719271e-05,
       2.03700958e-05, 2.03688138e-05, 2.03679165e-05, 2.03672883e-05,
       2.03668486e-05, 2.03665408e-05, 2.03663254e-05, 2.03661746e-05,
       2.03660690e-05, 2.03659951e-05, 2.03659433e-05, 2.03659071e-05,
       2.03658818e-05, 2.03658640e-05, 2.03658516e-05, 2.03658429e-05,
       2.03658368e-05, 2.03658326e-05, 2.03658296e-05, 2.03658275e-05]), 2495: array([9.03593775e-06, 9.09620766e-06, 9.12634257e-06, 9.14141001e-06,
       9.14894372e-06, 9.15271057e-06, 9.15459399e-06, 9.15553570e-06,
       9.15600656e-06, 9.15624198e-06, 9.15635970e-06, 9.15641855e-06,
       9.15644798e-06, 9.15646270e-06, 9.15647005e-06, 9.15647373e-06,
       9.15647557e-06, 9.15647649e-06, 9.15647695e-06, 9.15647718e-06,
       9.15647730e-06, 9.15647735e-06, 9.15647738e-06, 9.15647740e-06,
       9.15647740e-06, 9.15647741e-06, 9.15647741e-06, 9.15647741e-06]), 2500: array([1.59648431e-06, 1.57740416e-06, 1.56786409e-06, 1.56309405e-06,
       1.56070903e-06, 1.55951652e-06, 1.55892027e-06, 1.55862214e-06,
       1.55847308e-06, 1.55839854e-06, 1.55836128e-06, 1.55834265e-06,
       1.55833333e-06, 1.55832867e-06, 1.55832634e-06, 1.55832518e-06,
       1.55832460e-06, 1.55832430e-06, 1.55832416e-06, 1.55832409e-06,
       1.55832405e-06, 1.55832403e-06, 1.55832402e-06, 1.55832402e-06,
       1.55832402e-06, 1.55832401e-06, 1.55832401e-06, 1.55832401e-06]), 2505: array([7.12727732e-05, 6.32971696e-05, 5.98191695e-05, 5.83024838e-05,
       5.76410876e-05, 5.73526661e-05, 5.72268913e-05, 5.71720434e-05,
       5.71481254e-05, 5.71376952e-05, 5.71331468e-05, 5.71311633e-05,
       5.71302984e-05, 5.71299212e-05, 5.71297567e-05, 5.71296850e-05,
       5.71296537e-05, 5.71296401e-05, 5.71296341e-05, 5.71296315e-05,
       5.71296304e-05, 5.71296299e-05, 5.71296297e-05, 5.71296296e-05,
       5.71296296e-05, 5.71296295e-05, 5.71296295e-05, 5.71296295e-05]), 2510: array([4.23462602e-06, 4.45891454e-06, 4.57105852e-06, 4.62713038e-06,
       4.65516624e-06, 4.66918413e-06, 4.67619306e-06, 4.67969752e-06,
       4.68144974e-06, 4.68232585e-06, 4.68276391e-06, 4.68298293e-06,
       4.68309245e-06, 4.68314720e-06, 4.68317458e-06, 4.68318827e-06,
       4.68319512e-06, 4.68319854e-06, 4.68320025e-06, 4.68320110e-06,
       4.68320153e-06, 4.68320175e-06, 4.68320185e-06, 4.68320191e-06,
       4.68320193e-06, 4.68320195e-06, 4.68320195e-06, 4.68320196e-06]), 2515: array([4.30791838e-06, 3.97957766e-06, 3.81540694e-06, 3.73332140e-06,
       3.69227854e-06, 3.67175706e-06, 3.66149630e-06, 3.65636591e-06,
       3.65380071e-06, 3.65251811e-06, 3.65187680e-06, 3.65155615e-06,
       3.65139583e-06, 3.65131566e-06, 3.65127558e-06, 3.65125554e-06,
       3.65124552e-06, 3.65124051e-06, 3.65123800e-06, 3.65123675e-06,
       3.65123612e-06, 3.65123581e-06, 3.65123565e-06, 3.65123558e-06,
       3.65123554e-06, 3.65123552e-06, 3.65123551e-06, 3.65123550e-06]), 2520: array([8.18682969e-07, 8.18204346e-07, 8.17965034e-07, 8.17845379e-07,
       8.17785551e-07, 8.17755637e-07, 8.17740680e-07, 8.17733201e-07,
       8.17729462e-07, 8.17727593e-07, 8.17726658e-07, 8.17726190e-07,
       8.17725957e-07, 8.17725840e-07, 8.17725781e-07, 8.17725752e-07,
       8.17725738e-07, 8.17725730e-07, 8.17725727e-07, 8.17725725e-07,
       8.17725724e-07, 8.17725723e-07, 8.17725723e-07, 8.17725723e-07,
       8.17725723e-07, 8.17725723e-07, 8.17725723e-07, 8.17725723e-07]), 2525: array([3.29415699e-06, 3.27109284e-06, 3.25494793e-06, 3.24364649e-06,
       3.23573548e-06, 3.23019778e-06, 3.22632138e-06, 3.22360790e-06,
       3.22170847e-06, 3.22037886e-06, 3.21944814e-06, 3.21879663e-06,
       3.21834058e-06, 3.21802134e-06, 3.21779787e-06, 3.21764145e-06,
       3.21753195e-06, 3.21745530e-06, 3.21740165e-06, 3.21736409e-06,
       3.21733780e-06, 3.21731939e-06, 3.21730651e-06, 3.21729749e-06,
       3.21729118e-06, 3.21728676e-06, 3.21728367e-06, 3.21728150e-06]), 2530: array([7.26719477e-06, 7.28379367e-06, 7.29209312e-06, 7.29624284e-06,
       7.29831769e-06, 7.29935512e-06, 7.29987383e-06, 7.30013319e-06,
       7.30026287e-06, 7.30032771e-06, 7.30036013e-06, 7.30037634e-06,
       7.30038444e-06, 7.30038849e-06, 7.30039052e-06, 7.30039153e-06,
       7.30039204e-06, 7.30039229e-06, 7.30039242e-06, 7.30039248e-06,
       7.30039251e-06, 7.30039253e-06, 7.30039254e-06, 7.30039254e-06,
       7.30039254e-06, 7.30039254e-06, 7.30039254e-06, 7.30039254e-06]), 2535: array([4.08770460e-06, 4.06296040e-06, 4.04563945e-06, 4.03351478e-06,
       4.02502751e-06, 4.01908641e-06, 4.01492765e-06, 4.01201651e-06,
       4.00997871e-06, 4.00855225e-06, 4.00755373e-06, 4.00685476e-06,
       4.00636549e-06, 4.00602299e-06, 4.00578325e-06, 4.00561543e-06,
       4.00549795e-06, 4.00541572e-06, 4.00535816e-06, 4.00531786e-06,
       4.00528966e-06, 4.00526991e-06, 4.00525609e-06, 4.00524642e-06,
       4.00523964e-06, 4.00523490e-06, 4.00523158e-06, 4.00522926e-06]), 2540: array([7.64397513e-05, 7.60987907e-05, 7.59283109e-05, 7.58430712e-05,
       7.58004514e-05, 7.57791416e-05, 7.57684867e-05, 7.57631593e-05,
       7.57604956e-05, 7.57591638e-05, 7.57584978e-05, 7.57581649e-05,
       7.57579984e-05, 7.57579152e-05, 7.57578735e-05, 7.57578527e-05,
       7.57578423e-05, 7.57578371e-05, 7.57578345e-05, 7.57578332e-05,
       7.57578326e-05, 7.57578323e-05, 7.57578321e-05, 7.57578320e-05,
       7.57578320e-05, 7.57578319e-05, 7.57578319e-05, 7.57578319e-05]), 2545: array([1.45751049e-04, 1.33314902e-04, 1.23828161e-04, 1.16591334e-04,
       1.11070822e-04, 1.06859577e-04, 1.03647088e-04, 1.01196486e-04,
       9.93270786e-05, 9.79010274e-05, 9.68131841e-05, 9.59833382e-05,
       9.53503019e-05, 9.48673990e-05, 9.44990234e-05, 9.42180132e-05,
       9.40036485e-05, 9.38401234e-05, 9.37153805e-05, 9.36202222e-05,
       9.35476320e-05, 9.34922576e-05, 9.34500160e-05, 9.34177926e-05,
       9.33932115e-05, 9.33744601e-05, 9.33601558e-05, 9.33492440e-05]), 2550: array([4.88665081e-06, 4.89476675e-06, 4.90044790e-06, 4.90442470e-06,
       4.90720846e-06, 4.90915709e-06, 4.91052113e-06, 4.91147596e-06,
       4.91214434e-06, 4.91261220e-06, 4.91293970e-06, 4.91316896e-06,
       4.91332943e-06, 4.91344177e-06, 4.91352040e-06, 4.91357544e-06,
       4.91361397e-06, 4.91364095e-06, 4.91365983e-06, 4.91367304e-06,
       4.91368229e-06, 4.91368877e-06, 4.91369330e-06, 4.91369647e-06,
       4.91369870e-06, 4.91370025e-06, 4.91370134e-06, 4.91370210e-06]), 2555: array([2.36159584e-06, 2.35608597e-06, 2.35222906e-06, 2.34952923e-06,
       2.34763934e-06, 2.34631642e-06, 2.34539037e-06, 2.34474214e-06,
       2.34428838e-06, 2.34397075e-06, 2.34374840e-06, 2.34359276e-06,
       2.34348381e-06, 2.34340755e-06, 2.34335416e-06, 2.34331679e-06,
       2.34329064e-06, 2.34327233e-06, 2.34325951e-06, 2.34325054e-06,
       2.34324425e-06, 2.34323986e-06, 2.34323678e-06, 2.34323463e-06,
       2.34323312e-06, 2.34323206e-06, 2.34323132e-06, 2.34323081e-06]), 2560: array([0.00030214, 0.00031193, 0.00032172, 0.0003315 , 0.00034129,
       0.00035108, 0.00036087, 0.00037065, 0.00038044, 0.00039023,
       0.00040001, 0.0004098 , 0.00041958, 0.00042937, 0.00043916,
       0.00044894, 0.00045873, 0.00046852, 0.0004783 , 0.00048809,
       0.00049787, 0.00050766, 0.00051745, 0.00052723, 0.00053702,
       0.0005468 , 0.00055659, 0.00056637]), 2565: array([3.41827780e-06, 3.38591247e-06, 3.36972981e-06, 3.36163848e-06,
       3.35759282e-06, 3.35556999e-06, 3.35455858e-06, 3.35405287e-06,
       3.35380001e-06, 3.35367359e-06, 3.35361037e-06, 3.35357877e-06,
       3.35356297e-06, 3.35355506e-06, 3.35355111e-06, 3.35354914e-06,
       3.35354815e-06, 3.35354766e-06, 3.35354741e-06, 3.35354729e-06,
       3.35354722e-06, 3.35354719e-06, 3.35354718e-06, 3.35354717e-06,
       3.35354717e-06, 3.35354716e-06, 3.35354716e-06, 3.35354716e-06]), 2570: array([7.47756916e-05, 7.18860203e-05, 6.99989006e-05, 6.87665042e-05,
       6.79616792e-05, 6.74360828e-05, 6.70928384e-05, 6.68686803e-05,
       6.67222923e-05, 6.66266926e-05, 6.65642606e-05, 6.65234889e-05,
       6.64968627e-05, 6.64794743e-05, 6.64681186e-05, 6.64607028e-05,
       6.64558598e-05, 6.64526970e-05, 6.64506316e-05, 6.64492827e-05,
       6.64484018e-05, 6.64478266e-05, 6.64474509e-05, 6.64472055e-05,
       6.64470453e-05, 6.64469407e-05, 6.64468724e-05, 6.64468277e-05]), 2575: array([4.25469340e-07, 4.25317828e-07, 4.25242072e-07, 4.25204194e-07,
       4.25185255e-07, 4.25175785e-07, 4.25171051e-07, 4.25168683e-07,
       4.25167500e-07, 4.25166908e-07, 4.25166612e-07, 4.25166464e-07,
       4.25166390e-07, 4.25166353e-07, 4.25166334e-07, 4.25166325e-07,
       4.25166321e-07, 4.25166318e-07, 4.25166317e-07, 4.25166316e-07,
       4.25166316e-07, 4.25166316e-07, 4.25166316e-07, 4.25166316e-07,
       4.25166316e-07, 4.25166316e-07, 4.25166316e-07, 4.25166316e-07]), 2580: array([1.17413035e-06, 9.97420662e-07, 9.09065810e-07, 8.64888379e-07,
       8.42799662e-07, 8.31755302e-07, 8.26233121e-07, 8.23472031e-07,
       8.22091485e-07, 8.21401212e-07, 8.21056076e-07, 8.20883508e-07,
       8.20797224e-07, 8.20754081e-07, 8.20732510e-07, 8.20721725e-07,
       8.20716332e-07, 8.20713636e-07, 8.20712288e-07, 8.20711613e-07,
       8.20711276e-07, 8.20711108e-07, 8.20711024e-07, 8.20710982e-07,
       8.20710960e-07, 8.20710950e-07, 8.20710945e-07, 8.20710942e-07]), 2585: array([1.61879569e-05, 1.88240061e-05, 2.01420250e-05, 2.08010317e-05,
       2.11305337e-05, 2.12952839e-05, 2.13776587e-05, 2.14188459e-05,
       2.14394395e-05, 2.14497362e-05, 2.14548845e-05, 2.14574587e-05,
       2.14587457e-05, 2.14593893e-05, 2.14597110e-05, 2.14598719e-05,
       2.14599524e-05, 2.14599926e-05, 2.14600127e-05, 2.14600228e-05,
       2.14600278e-05, 2.14600303e-05, 2.14600316e-05, 2.14600322e-05,
       2.14600325e-05, 2.14600327e-05, 2.14600327e-05, 2.14600328e-05]), 2590: array([9.89884974e-07, 9.83183890e-07, 9.78493130e-07, 9.75209599e-07,
       9.72911126e-07, 9.71302196e-07, 9.70175944e-07, 9.69387568e-07,
       9.68835705e-07, 9.68449400e-07, 9.68178987e-07, 9.67989698e-07,
       9.67857196e-07, 9.67764444e-07, 9.67699518e-07, 9.67654069e-07,
       9.67622256e-07, 9.67599986e-07, 9.67584397e-07, 9.67573485e-07,
       9.67565846e-07, 9.67560499e-07, 9.67556757e-07, 9.67554137e-07,
       9.67552303e-07, 9.67551019e-07, 9.67550120e-07, 9.67549491e-07]), 2595: array([2.13419750e-05, 2.11858439e-05, 2.10765520e-05, 2.10000476e-05,
       2.09464944e-05, 2.09090072e-05, 2.08827661e-05, 2.08643973e-05,
       2.08515391e-05, 2.08425384e-05, 2.08362378e-05, 2.08318275e-05,
       2.08287402e-05, 2.08265791e-05, 2.08250663e-05, 2.08240074e-05,
       2.08232662e-05, 2.08227473e-05, 2.08223841e-05, 2.08221298e-05,
       2.08219518e-05, 2.08218272e-05, 2.08217400e-05, 2.08216790e-05,
       2.08216363e-05, 2.08216064e-05, 2.08215854e-05, 2.08215708e-05]), 2600: array([1.16032564e-05, 1.38126198e-05, 1.49172904e-05, 1.54696202e-05,
       1.57457824e-05, 1.58838620e-05, 1.59529012e-05, 1.59874204e-05,
       1.60046799e-05, 1.60133095e-05, 1.60176243e-05, 1.60197816e-05,
       1.60208603e-05, 1.60213996e-05, 1.60216693e-05, 1.60218041e-05,
       1.60218716e-05, 1.60219053e-05, 1.60219221e-05, 1.60219305e-05,
       1.60219347e-05, 1.60219369e-05, 1.60219379e-05, 1.60219384e-05,
       1.60219387e-05, 1.60219388e-05, 1.60219389e-05, 1.60219389e-05]), 2605: array([1.95425600e-05, 1.80056623e-05, 1.72372091e-05, 1.68529804e-05,
       1.66608649e-05, 1.65648067e-05, 1.65167773e-05, 1.64927625e-05,
       1.64807550e-05, 1.64747512e-05, 1.64717493e-05, 1.64702483e-05,
       1.64694979e-05, 1.64691226e-05, 1.64689350e-05, 1.64688412e-05,
       1.64687943e-05, 1.64687708e-05, 1.64687591e-05, 1.64687532e-05,
       1.64687503e-05, 1.64687488e-05, 1.64687481e-05, 1.64687477e-05,
       1.64687475e-05, 1.64687475e-05, 1.64687474e-05, 1.64687474e-05]), 2610: array([7.04944674e-05, 6.99613014e-05, 6.95880836e-05, 6.93268300e-05,
       6.91439517e-05, 6.90159364e-05, 6.89263253e-05, 6.88635972e-05,
       6.88196874e-05, 6.87889504e-05, 6.87674344e-05, 6.87523731e-05,
       6.87418302e-05, 6.87344501e-05, 6.87292840e-05, 6.87256677e-05,
       6.87231363e-05, 6.87213643e-05, 6.87201239e-05, 6.87192557e-05,
       6.87186479e-05, 6.87182224e-05, 6.87179246e-05, 6.87177161e-05,
       6.87175702e-05, 6.87174680e-05, 6.87173965e-05, 6.87173464e-05]), 2615: array([7.84042837e-05, 7.85961533e-05, 7.86920871e-05, 7.87400534e-05,
       7.87640363e-05, 7.87760276e-05, 7.87820232e-05, 7.87850209e-05,
       7.87865198e-05, 7.87872692e-05, 7.87876439e-05, 7.87878312e-05,
       7.87879249e-05, 7.87879718e-05, 7.87879952e-05, 7.87880069e-05,
       7.87880127e-05, 7.87880157e-05, 7.87880171e-05, 7.87880179e-05,
       7.87880182e-05, 7.87880184e-05, 7.87880185e-05, 7.87880185e-05,
       7.87880186e-05, 7.87880186e-05, 7.87880186e-05, 7.87880186e-05]), 2620: array([6.40668640e-05, 6.44297274e-05, 6.46111573e-05, 6.47018714e-05,
       6.47472279e-05, 6.47699060e-05, 6.47812449e-05, 6.47869143e-05,
       6.47897490e-05, 6.47911663e-05, 6.47918749e-05, 6.47922293e-05,
       6.47924064e-05, 6.47924950e-05, 6.47925393e-05, 6.47925614e-05,
       6.47925725e-05, 6.47925780e-05, 6.47925808e-05, 6.47925822e-05,
       6.47925829e-05, 6.47925832e-05, 6.47925834e-05, 6.47925835e-05,
       6.47925835e-05, 6.47925836e-05, 6.47925836e-05, 6.47925836e-05]), 2625: array([3.08450832e-05, 2.64539325e-05, 2.42583421e-05, 2.31605393e-05,
       2.26116342e-05, 2.23371797e-05, 2.21999516e-05, 2.21313370e-05,
       2.20970295e-05, 2.20798756e-05, 2.20712986e-05, 2.20670101e-05,
       2.20648658e-05, 2.20637937e-05, 2.20632576e-05, 2.20629895e-05,
       2.20628555e-05, 2.20627885e-05, 2.20627550e-05, 2.20627383e-05,
       2.20627299e-05, 2.20627257e-05, 2.20627236e-05, 2.20627226e-05,
       2.20627220e-05, 2.20627218e-05, 2.20627216e-05, 2.20627216e-05]), 2630: array([0.00016615, 0.00017535, 0.00018456, 0.00019376, 0.00020297,
       0.00021217, 0.00022138, 0.00023058, 0.00023979, 0.00024899,
       0.0002582 , 0.0002674 , 0.00027661, 0.00028581, 0.00029502,
       0.00030422, 0.00031343, 0.00032263, 0.00033183, 0.00034104,
       0.00035024, 0.00035945, 0.00036865, 0.00037786, 0.00038706,
       0.00039627, 0.00040547, 0.00041468]), 2635: array([0.0001032 , 0.00010393, 0.00010429, 0.00010447, 0.00010456,
       0.00010461, 0.00010463, 0.00010464, 0.00010465, 0.00010465,
       0.00010465, 0.00010465, 0.00010465, 0.00010465, 0.00010465,
       0.00010465, 0.00010465, 0.00010465, 0.00010465, 0.00010465,
       0.00010465, 0.00010465, 0.00010465, 0.00010465, 0.00010465,
       0.00010465, 0.00010465, 0.00010465]), 2640: array([1.59684057e-06, 1.52926939e-06, 1.49548381e-06, 1.47859102e-06,
       1.47014463e-06, 1.46592143e-06, 1.46380983e-06, 1.46275404e-06,
       1.46222614e-06, 1.46196219e-06, 1.46183021e-06, 1.46176423e-06,
       1.46173123e-06, 1.46171474e-06, 1.46170649e-06, 1.46170236e-06,
       1.46170030e-06, 1.46169927e-06, 1.46169875e-06, 1.46169850e-06,
       1.46169837e-06, 1.46169830e-06, 1.46169827e-06, 1.46169825e-06,
       1.46169825e-06, 1.46169824e-06, 1.46169824e-06, 1.46169824e-06]), 2645: array([3.78157053e-05, 3.76965163e-05, 3.76130839e-05, 3.75546810e-05,
       3.75137990e-05, 3.74851814e-05, 3.74651491e-05, 3.74511265e-05,
       3.74413106e-05, 3.74344395e-05, 3.74296297e-05, 3.74262628e-05,
       3.74239060e-05, 3.74222562e-05, 3.74211014e-05, 3.74202930e-05,
       3.74197271e-05, 3.74193310e-05, 3.74190537e-05, 3.74188596e-05,
       3.74187237e-05, 3.74186286e-05, 3.74185621e-05, 3.74185155e-05,
       3.74184828e-05, 3.74184600e-05, 3.74184440e-05, 3.74184328e-05]), 2650: array([2.83237562e-06, 2.86871051e-06, 2.88687795e-06, 2.89596166e-06,
       2.90050352e-06, 2.90277444e-06, 2.90390991e-06, 2.90447764e-06,
       2.90476150e-06, 2.90490344e-06, 2.90497440e-06, 2.90500989e-06,
       2.90502763e-06, 2.90503650e-06, 2.90504093e-06, 2.90504315e-06,
       2.90504426e-06, 2.90504481e-06, 2.90504509e-06, 2.90504523e-06,
       2.90504530e-06, 2.90504533e-06, 2.90504535e-06, 2.90504536e-06,
       2.90504536e-06, 2.90504537e-06, 2.90504537e-06, 2.90504537e-06]), 2655: array([6.37731423e-07, 6.42800619e-07, 6.45335216e-07, 6.46602515e-07,
       6.47236164e-07, 6.47552989e-07, 6.47711401e-07, 6.47790607e-07,
       6.47830210e-07, 6.47850012e-07, 6.47859913e-07, 6.47864863e-07,
       6.47867338e-07, 6.47868576e-07, 6.47869195e-07, 6.47869504e-07,
       6.47869659e-07, 6.47869736e-07, 6.47869775e-07, 6.47869794e-07,
       6.47869804e-07, 6.47869809e-07, 6.47869811e-07, 6.47869812e-07,
       6.47869813e-07, 6.47869813e-07, 6.47869813e-07, 6.47869813e-07]), 2660: array([4.67121087e-07, 4.62130025e-07, 4.59634494e-07, 4.58386729e-07,
       4.57762846e-07, 4.57450904e-07, 4.57294934e-07, 4.57216948e-07,
       4.57177956e-07, 4.57158459e-07, 4.57148711e-07, 4.57143837e-07,
       4.57141400e-07, 4.57140182e-07, 4.57139572e-07, 4.57139268e-07,
       4.57139115e-07, 4.57139039e-07, 4.57139001e-07, 4.57138982e-07,
       4.57138973e-07, 4.57138968e-07, 4.57138965e-07, 4.57138964e-07,
       4.57138964e-07, 4.57138963e-07, 4.57138963e-07, 4.57138963e-07]), 2665: array([8.52410869e-07, 8.56749113e-07, 8.58918236e-07, 8.60002797e-07,
       8.60545078e-07, 8.60816218e-07, 8.60951788e-07, 8.61019573e-07,
       8.61053466e-07, 8.61070412e-07, 8.61078885e-07, 8.61083122e-07,
       8.61085240e-07, 8.61086299e-07, 8.61086829e-07, 8.61087093e-07,
       8.61087226e-07, 8.61087292e-07, 8.61087325e-07, 8.61087342e-07,
       8.61087350e-07, 8.61087354e-07, 8.61087356e-07, 8.61087357e-07,
       8.61087358e-07, 8.61087358e-07, 8.61087358e-07, 8.61087358e-07]), 2670: array([2.16072057e-06, 2.39813400e-06, 2.51684065e-06, 2.57619395e-06,
       2.60587059e-06, 2.62070890e-06, 2.62812805e-06, 2.63183762e-06,
       2.63369241e-06, 2.63461980e-06, 2.63508349e-06, 2.63531534e-06,
       2.63543127e-06, 2.63548923e-06, 2.63551821e-06, 2.63553270e-06,
       2.63553995e-06, 2.63554357e-06, 2.63554538e-06, 2.63554628e-06,
       2.63554674e-06, 2.63554696e-06, 2.63554708e-06, 2.63554713e-06,
       2.63554716e-06, 2.63554718e-06, 2.63554718e-06, 2.63554719e-06]), 2675: array([5.69544378e-08, 5.69006806e-08, 5.68630506e-08, 5.68367096e-08,
       5.68182709e-08, 5.68053638e-08, 5.67963289e-08, 5.67900044e-08,
       5.67855773e-08, 5.67824783e-08, 5.67803090e-08, 5.67787905e-08,
       5.67777275e-08, 5.67769835e-08, 5.67764626e-08, 5.67760980e-08,
       5.67758428e-08, 5.67756642e-08, 5.67755391e-08, 5.67754516e-08,
       5.67753903e-08, 5.67753474e-08, 5.67753174e-08, 5.67752963e-08,
       5.67752816e-08, 5.67752713e-08, 5.67752641e-08, 5.67752591e-08]), 2680: array([1.86784884e-05, 1.86205514e-05, 1.85799954e-05, 1.85516062e-05,
       1.85317337e-05, 1.85178229e-05, 1.85080854e-05, 1.85012691e-05,
       1.84964977e-05, 1.84931577e-05, 1.84908198e-05, 1.84891832e-05,
       1.84880375e-05, 1.84872356e-05, 1.84866743e-05, 1.84862813e-05,
       1.84860062e-05, 1.84858137e-05, 1.84856789e-05, 1.84855846e-05,
       1.84855185e-05, 1.84854723e-05, 1.84854399e-05, 1.84854173e-05,
       1.84854014e-05, 1.84853903e-05, 1.84853826e-05, 1.84853771e-05]), 2685: array([2.85280093e-06, 2.84185298e-06, 2.83637901e-06, 2.83364202e-06,
       2.83227353e-06, 2.83158928e-06, 2.83124716e-06, 2.83107610e-06,
       2.83099057e-06, 2.83094780e-06, 2.83092642e-06, 2.83091573e-06,
       2.83091038e-06, 2.83090771e-06, 2.83090637e-06, 2.83090570e-06,
       2.83090537e-06, 2.83090520e-06, 2.83090512e-06, 2.83090508e-06,
       2.83090506e-06, 2.83090504e-06, 2.83090504e-06, 2.83090504e-06,
       2.83090504e-06, 2.83090503e-06, 2.83090503e-06, 2.83090503e-06]), 2690: array([2.47547900e-07, 2.47778589e-07, 2.47940070e-07, 2.48053108e-07,
       2.48132234e-07, 2.48187622e-07, 2.48226394e-07, 2.48253534e-07,
       2.48272532e-07, 2.48285831e-07, 2.48295140e-07, 2.48301656e-07,
       2.48306218e-07, 2.48309411e-07, 2.48311646e-07, 2.48313210e-07,
       2.48314306e-07, 2.48315072e-07, 2.48315609e-07, 2.48315985e-07,
       2.48316248e-07, 2.48316432e-07, 2.48316560e-07, 2.48316651e-07,
       2.48316714e-07, 2.48316758e-07, 2.48316789e-07, 2.48316811e-07]), 2695: array([4.71834159e-05, 4.78229724e-05, 4.83883550e-05, 4.88881663e-05,
       4.93300110e-05, 4.97206118e-05, 5.00659120e-05, 5.03711652e-05,
       5.06410162e-05, 5.08795706e-05, 5.10904582e-05, 5.12768877e-05,
       5.14416956e-05, 5.15873896e-05, 5.17161865e-05, 5.18300459e-05,
       5.19307003e-05, 5.20196810e-05, 5.20983420e-05, 5.21678802e-05,
       5.22293535e-05, 5.22836974e-05, 5.23317386e-05, 5.23742081e-05,
       5.24117521e-05, 5.24449419e-05, 5.24742825e-05, 5.25002202e-05]), 2700: array([6.18569470e-06, 6.18240900e-06, 6.18076616e-06, 6.17994473e-06,
       6.17953402e-06, 6.17932867e-06, 6.17922599e-06, 6.17917465e-06,
       6.17914898e-06, 6.17913615e-06, 6.17912973e-06, 6.17912652e-06,
       6.17912492e-06, 6.17912412e-06, 6.17912372e-06, 6.17912351e-06,
       6.17912341e-06, 6.17912336e-06, 6.17912334e-06, 6.17912333e-06,
       6.17912332e-06, 6.17912332e-06, 6.17912332e-06, 6.17912331e-06,
       6.17912331e-06, 6.17912331e-06, 6.17912331e-06, 6.17912331e-06]), 2705: array([2.43282249e-06, 2.42572828e-06, 2.42076234e-06, 2.41728618e-06,
       2.41485287e-06, 2.41314955e-06, 2.41195722e-06, 2.41112260e-06,
       2.41053836e-06, 2.41012939e-06, 2.40984311e-06, 2.40964272e-06,
       2.40950244e-06, 2.40940425e-06, 2.40933551e-06, 2.40928740e-06,
       2.40925372e-06, 2.40923014e-06, 2.40921364e-06, 2.40920209e-06,
       2.40919400e-06, 2.40918834e-06, 2.40918438e-06, 2.40918160e-06,
       2.40917966e-06, 2.40917830e-06, 2.40917735e-06, 2.40917669e-06]), 2710: array([1.92933768e-06, 1.94097611e-06, 1.94679532e-06, 1.94970493e-06,
       1.95115973e-06, 1.95188713e-06, 1.95225084e-06, 1.95243269e-06,
       1.95252361e-06, 1.95256907e-06, 1.95259180e-06, 1.95260317e-06,
       1.95260885e-06, 1.95261169e-06, 1.95261312e-06, 1.95261383e-06,
       1.95261418e-06, 1.95261436e-06, 1.95261445e-06, 1.95261449e-06,
       1.95261451e-06, 1.95261452e-06, 1.95261453e-06, 1.95261453e-06,
       1.95261453e-06, 1.95261454e-06, 1.95261454e-06, 1.95261454e-06]), 2715: array([1.66373869e-08, 1.65674447e-08, 1.65184851e-08, 1.64842134e-08,
       1.64602232e-08, 1.64434301e-08, 1.64316749e-08, 1.64234463e-08,
       1.64176862e-08, 1.64136542e-08, 1.64108318e-08, 1.64088561e-08,
       1.64074731e-08, 1.64065050e-08, 1.64058274e-08, 1.64053530e-08,
       1.64050209e-08, 1.64047885e-08, 1.64046258e-08, 1.64045119e-08,
       1.64044322e-08, 1.64043764e-08, 1.64043373e-08, 1.64043100e-08,
       1.64042908e-08, 1.64042774e-08, 1.64042680e-08, 1.64042615e-08]), 2720: array([5.05391521e-06, 5.87043962e-06, 6.27870108e-06, 6.48283144e-06,
       6.58489644e-06, 6.63592884e-06, 6.66144500e-06, 6.67420305e-06,
       6.68058207e-06, 6.68377157e-06, 6.68536632e-06, 6.68616369e-06,
       6.68656238e-06, 6.68676172e-06, 6.68686139e-06, 6.68691123e-06,
       6.68693615e-06, 6.68694860e-06, 6.68695483e-06, 6.68695795e-06,
       6.68695951e-06, 6.68696029e-06, 6.68696067e-06, 6.68696087e-06,
       6.68696097e-06, 6.68696102e-06, 6.68696104e-06, 6.68696105e-06]), 2725: array([1.58932855e-06, 1.69379487e-06, 1.74602799e-06, 1.77214454e-06,
       1.78520280e-06, 1.79173193e-06, 1.79499649e-06, 1.79662877e-06,
       1.79744491e-06, 1.79785298e-06, 1.79805701e-06, 1.79815903e-06,
       1.79821004e-06, 1.79823554e-06, 1.79824829e-06, 1.79825467e-06,
       1.79825786e-06, 1.79825945e-06, 1.79826025e-06, 1.79826065e-06,
       1.79826085e-06, 1.79826095e-06, 1.79826100e-06, 1.79826102e-06,
       1.79826103e-06, 1.79826104e-06, 1.79826104e-06, 1.79826104e-06]), 2730: array([3.42229730e-08, 3.87518619e-08, 4.10163064e-08, 4.21485286e-08,
       4.27146397e-08, 4.29976953e-08, 4.31392230e-08, 4.32099869e-08,
       4.32453689e-08, 4.32630598e-08, 4.32719053e-08, 4.32763281e-08,
       4.32785394e-08, 4.32796451e-08, 4.32801980e-08, 4.32804744e-08,
       4.32806126e-08, 4.32806817e-08, 4.32807163e-08, 4.32807335e-08,
       4.32807422e-08, 4.32807465e-08, 4.32807487e-08, 4.32807497e-08,
       4.32807503e-08, 4.32807506e-08, 4.32807507e-08, 4.32807508e-08]), 2735: array([3.61444383e-06, 3.60951459e-06, 3.60704997e-06, 3.60581766e-06,
       3.60520151e-06, 3.60489343e-06, 3.60473939e-06, 3.60466237e-06,
       3.60462386e-06, 3.60460461e-06, 3.60459498e-06, 3.60459016e-06,
       3.60458776e-06, 3.60458655e-06, 3.60458595e-06, 3.60458565e-06,
       3.60458550e-06, 3.60458543e-06, 3.60458539e-06, 3.60458537e-06,
       3.60458536e-06, 3.60458536e-06, 3.60458535e-06, 3.60458535e-06,
       3.60458535e-06, 3.60458535e-06, 3.60458535e-06, 3.60458535e-06]), 2740: array([3.03953311e-06, 3.02068188e-06, 3.00748602e-06, 2.99824892e-06,
       2.99178294e-06, 2.98725676e-06, 2.98408843e-06, 2.98187060e-06,
       2.98031812e-06, 2.97923138e-06, 2.97847067e-06, 2.97793817e-06,
       2.97756542e-06, 2.97730449e-06, 2.97712184e-06, 2.97699399e-06,
       2.97690449e-06, 2.97684184e-06, 2.97679799e-06, 2.97676729e-06,
       2.97674580e-06, 2.97673076e-06, 2.97672023e-06, 2.97671286e-06,
       2.97670770e-06, 2.97670409e-06, 2.97670156e-06, 2.97669979e-06]), 2745: array([1.43608591e-06, 1.64702513e-06, 1.75249471e-06, 1.80522949e-06,
       1.83159688e-06, 1.84478057e-06, 1.85137241e-06, 1.85466833e-06,
       1.85631629e-06, 1.85714027e-06, 1.85755226e-06, 1.85775826e-06,
       1.85786125e-06, 1.85791275e-06, 1.85793850e-06, 1.85795138e-06,
       1.85795781e-06, 1.85796103e-06, 1.85796264e-06, 1.85796345e-06,
       1.85796385e-06, 1.85796405e-06, 1.85796415e-06, 1.85796420e-06,
       1.85796423e-06, 1.85796424e-06, 1.85796425e-06, 1.85796425e-06]), 2750: array([1.25424651e-06, 1.44572254e-06, 1.54146052e-06, 1.58932951e-06,
       1.61326399e-06, 1.62523123e-06, 1.63121484e-06, 1.63420665e-06,
       1.63570256e-06, 1.63645051e-06, 1.63682448e-06, 1.63701147e-06,
       1.63710496e-06, 1.63715171e-06, 1.63717509e-06, 1.63718677e-06,
       1.63719262e-06, 1.63719554e-06, 1.63719700e-06, 1.63719773e-06,
       1.63719809e-06, 1.63719828e-06, 1.63719837e-06, 1.63719841e-06,
       1.63719844e-06, 1.63719845e-06, 1.63719845e-06, 1.63719846e-06]), 2755: array([7.89599989e-06, 6.64706152e-06, 6.02258557e-06, 5.71034422e-06,
       5.55422186e-06, 5.47615983e-06, 5.43712839e-06, 5.41761246e-06,
       5.40785439e-06, 5.40297530e-06, 5.40053573e-06, 5.39931594e-06,
       5.39870603e-06, 5.39840107e-06, 5.39824859e-06, 5.39817235e-06,
       5.39813423e-06, 5.39811517e-06, 5.39810564e-06, 5.39810088e-06,
       5.39809849e-06, 5.39809730e-06, 5.39809671e-06, 5.39809641e-06,
       5.39809626e-06, 5.39809619e-06, 5.39809615e-06, 5.39809613e-06]), 2760: array([2.89270320e-06, 2.88195734e-06, 2.87443523e-06, 2.86916975e-06,
       2.86548392e-06, 2.86290384e-06, 2.86109778e-06, 2.85983353e-06,
       2.85894857e-06, 2.85832909e-06, 2.85789545e-06, 2.85759191e-06,
       2.85737943e-06, 2.85723069e-06, 2.85712657e-06, 2.85705369e-06,
       2.85700268e-06, 2.85696696e-06, 2.85694197e-06, 2.85692447e-06,
       2.85691222e-06, 2.85690364e-06, 2.85689764e-06, 2.85689344e-06,
       2.85689050e-06, 2.85688844e-06, 2.85688700e-06, 2.85688599e-06]), 2765: array([2.84177930e-07, 3.26780795e-07, 3.48082227e-07, 3.58732942e-07,
       3.64058300e-07, 3.66720978e-07, 3.68052317e-07, 3.68717987e-07,
       3.69050822e-07, 3.69217239e-07, 3.69300448e-07, 3.69342052e-07,
       3.69362854e-07, 3.69373256e-07, 3.69378456e-07, 3.69381056e-07,
       3.69382357e-07, 3.69383007e-07, 3.69383332e-07, 3.69383494e-07,
       3.69383575e-07, 3.69383616e-07, 3.69383636e-07, 3.69383646e-07,
       3.69383652e-07, 3.69383654e-07, 3.69383655e-07, 3.69383656e-07]), 2770: array([2.75999990e-07, 2.74807036e-07, 2.73971968e-07, 2.73387420e-07,
       2.72978236e-07, 2.72691808e-07, 2.72491308e-07, 2.72350958e-07,
       2.72252713e-07, 2.72183942e-07, 2.72135802e-07, 2.72102104e-07,
       2.72078515e-07, 2.72062003e-07, 2.72050445e-07, 2.72042354e-07,
       2.72036690e-07, 2.72032726e-07, 2.72029950e-07, 2.72028008e-07,
       2.72026648e-07, 2.72025696e-07, 2.72025030e-07, 2.72024563e-07,
       2.72024237e-07, 2.72024008e-07, 2.72023848e-07, 2.72023736e-07]), 2775: array([2.78522546e-05, 4.48441564e-05, 5.75167232e-05, 6.69679285e-05,
       7.40166410e-05, 7.92735735e-05, 8.31941958e-05, 8.61181974e-05,
       8.82989189e-05, 8.99253019e-05, 9.11382589e-05, 9.20428827e-05,
       9.27175515e-05, 9.32207198e-05, 9.35959828e-05, 9.38758542e-05,
       9.40845823e-05, 9.42402519e-05, 9.43563503e-05, 9.44429365e-05,
       9.45075125e-05, 9.45556734e-05, 9.45915918e-05, 9.46183797e-05,
       9.46383582e-05, 9.46532581e-05, 9.46643705e-05, 9.46726581e-05]), 2780: array([2.71497012e-09, 2.82457677e-09, 2.87938009e-09, 2.90678175e-09,
       2.92048258e-09, 2.92733299e-09, 2.93075820e-09, 2.93247081e-09,
       2.93332711e-09, 2.93375526e-09, 2.93396933e-09, 2.93407637e-09,
       2.93412989e-09, 2.93415665e-09, 2.93417003e-09, 2.93417672e-09,
       2.93418006e-09, 2.93418174e-09, 2.93418257e-09, 2.93418299e-09,
       2.93418320e-09, 2.93418330e-09, 2.93418336e-09, 2.93418338e-09,
       2.93418340e-09, 2.93418340e-09, 2.93418341e-09, 2.93418341e-09]), 2785: array([1.09252581e-05, 1.08445273e-05, 1.07880158e-05, 1.07484577e-05,
       1.07207670e-05, 1.07013835e-05, 1.06878151e-05, 1.06783172e-05,
       1.06716686e-05, 1.06670146e-05, 1.06637568e-05, 1.06614764e-05,
       1.06598800e-05, 1.06587626e-05, 1.06579804e-05, 1.06574329e-05,
       1.06570496e-05, 1.06567813e-05, 1.06565935e-05, 1.06564620e-05,
       1.06563700e-05, 1.06563056e-05, 1.06562605e-05, 1.06562289e-05,
       1.06562068e-05, 1.06561914e-05, 1.06561805e-05, 1.06561730e-05]), 2790: array([1.15634815e-05, 1.78011989e-05, 2.18747879e-05, 2.45350762e-05,
       2.62723978e-05, 2.74069689e-05, 2.81479092e-05, 2.86317860e-05,
       2.89477854e-05, 2.91541512e-05, 2.92889200e-05, 2.93769317e-05,
       2.94344085e-05, 2.94719441e-05, 2.94964571e-05, 2.95124654e-05,
       2.95229198e-05, 2.95297471e-05, 2.95342057e-05, 2.95371175e-05,
       2.95390190e-05, 2.95402608e-05, 2.95410718e-05, 2.95416014e-05,
       2.95419473e-05, 2.95421731e-05, 2.95423207e-05, 2.95424170e-05]), 2795: array([4.73511045e-06, 4.72536536e-06, 4.72049281e-06, 4.71805654e-06,
       4.71683841e-06, 4.71622934e-06, 4.71592480e-06, 4.71577254e-06,
       4.71569640e-06, 4.71565834e-06, 4.71563930e-06, 4.71562979e-06,
       4.71562503e-06, 4.71562265e-06, 4.71562146e-06, 4.71562086e-06,
       4.71562057e-06, 4.71562042e-06, 4.71562034e-06, 4.71562031e-06,
       4.71562029e-06, 4.71562028e-06, 4.71562027e-06, 4.71562027e-06,
       4.71562027e-06, 4.71562027e-06, 4.71562027e-06, 4.71562027e-06]), 2800: array([2.11576982e-05, 2.11075474e-05, 2.10824720e-05, 2.10699343e-05,
       2.10636655e-05, 2.10605310e-05, 2.10589638e-05, 2.10581802e-05,
       2.10577884e-05, 2.10575925e-05, 2.10574946e-05, 2.10574456e-05,
       2.10574211e-05, 2.10574089e-05, 2.10574027e-05, 2.10573997e-05,
       2.10573982e-05, 2.10573974e-05, 2.10573970e-05, 2.10573968e-05,
       2.10573967e-05, 2.10573967e-05, 2.10573966e-05, 2.10573966e-05,
       2.10573966e-05, 2.10573966e-05, 2.10573966e-05, 2.10573966e-05]), 2805: array([9.54966667e-06, 9.49506274e-06, 9.46776079e-06, 9.45410982e-06,
       9.44728433e-06, 9.44387159e-06, 9.44216522e-06, 9.44131204e-06,
       9.44088545e-06, 9.44067215e-06, 9.44056550e-06, 9.44051218e-06,
       9.44048552e-06, 9.44047219e-06, 9.44046552e-06, 9.44046219e-06,
       9.44046052e-06, 9.44045969e-06, 9.44045927e-06, 9.44045906e-06,
       9.44045896e-06, 9.44045891e-06, 9.44045888e-06, 9.44045887e-06,
       9.44045886e-06, 9.44045886e-06, 9.44045886e-06, 9.44045886e-06]), 2810: array([5.03806668e-06, 5.00734712e-06, 4.99198735e-06, 4.98430746e-06,
       4.98046752e-06, 4.97854755e-06, 4.97758756e-06, 4.97710757e-06,
       4.97686757e-06, 4.97674758e-06, 4.97668758e-06, 4.97665758e-06,
       4.97664258e-06, 4.97663508e-06, 4.97663133e-06, 4.97662945e-06,
       4.97662852e-06, 4.97662805e-06, 4.97662781e-06, 4.97662770e-06,
       4.97662764e-06, 4.97662761e-06, 4.97662759e-06, 4.97662759e-06,
       4.97662758e-06, 4.97662758e-06, 4.97662758e-06, 4.97662758e-06]), 2815: array([0.00019581, 0.00016497, 0.00014419, 0.00013019, 0.00012076,
       0.00011441, 0.00011013, 0.00010724, 0.0001053 , 0.00010399,
       0.00010311, 0.00010252, 0.00010211, 0.00010185, 0.00010166,
       0.00010154, 0.00010146, 0.0001014 , 0.00010137, 0.00010134,
       0.00010132, 0.00010131, 0.0001013 , 0.0001013 , 0.0001013 ,
       0.00010129, 0.00010129, 0.00010129]), 2820: array([4.24004046e-06, 3.71899230e-06, 3.45846799e-06, 3.32820572e-06,
       3.26307453e-06, 3.23050890e-06, 3.21422607e-06, 3.20608465e-06,
       3.20201394e-06, 3.19997858e-06, 3.19896090e-06, 3.19845206e-06,
       3.19819764e-06, 3.19807043e-06, 3.19800682e-06, 3.19797502e-06,
       3.19795912e-06, 3.19795117e-06, 3.19794719e-06, 3.19794521e-06,
       3.19794421e-06, 3.19794371e-06, 3.19794347e-06, 3.19794334e-06,
       3.19794328e-06, 3.19794325e-06, 3.19794323e-06, 3.19794323e-06]), 2825: array([8.74338366e-06, 8.73956689e-06, 8.73765850e-06, 8.73670430e-06,
       8.73622721e-06, 8.73598866e-06, 8.73586938e-06, 8.73580975e-06,
       8.73577993e-06, 8.73576502e-06, 8.73575756e-06, 8.73575384e-06,
       8.73575197e-06, 8.73575104e-06, 8.73575057e-06, 8.73575034e-06,
       8.73575022e-06, 8.73575017e-06, 8.73575014e-06, 8.73575012e-06,
       8.73575012e-06, 8.73575011e-06, 8.73575011e-06, 8.73575011e-06,
       8.73575011e-06, 8.73575011e-06, 8.73575011e-06, 8.73575011e-06]), 2830: array([0.00013077, 0.00013058, 0.00013049, 0.00013044, 0.00013042,
       0.0001304 , 0.0001304 , 0.00013039, 0.00013039, 0.00013039,
       0.00013039, 0.00013039, 0.00013039, 0.00013039, 0.00013039,
       0.00013039, 0.00013039, 0.00013039, 0.00013039, 0.00013039,
       0.00013039, 0.00013039, 0.00013039, 0.00013039, 0.00013039,
       0.00013039, 0.00013039, 0.00013039]), 2835: array([1.13736038e-05, 1.02478818e-05, 9.68501862e-06, 9.40358598e-06,
       9.26286912e-06, 9.19251042e-06, 9.15733094e-06, 9.13974113e-06,
       9.13094619e-06, 9.12654871e-06, 9.12434996e-06, 9.12325058e-06,
       9.12270089e-06, 9.12242604e-06, 9.12228862e-06, 9.12221990e-06,
       9.12218555e-06, 9.12216837e-06, 9.12215978e-06, 9.12215548e-06,
       9.12215334e-06, 9.12215226e-06, 9.12215173e-06, 9.12215146e-06,
       9.12215132e-06, 9.12215126e-06, 9.12215122e-06, 9.12215121e-06]), 2840: array([2.29838584e-05, 2.31292990e-05, 2.32020193e-05, 2.32383795e-05,
       2.32565596e-05, 2.32656497e-05, 2.32701947e-05, 2.32724673e-05,
       2.32736035e-05, 2.32741717e-05, 2.32744557e-05, 2.32745978e-05,
       2.32746688e-05, 2.32747043e-05, 2.32747220e-05, 2.32747309e-05,
       2.32747354e-05, 2.32747376e-05, 2.32747387e-05, 2.32747392e-05,
       2.32747395e-05, 2.32747397e-05, 2.32747397e-05, 2.32747398e-05,
       2.32747398e-05, 2.32747398e-05, 2.32747398e-05, 2.32747398e-05]), 2845: array([3.80435921e-07, 3.81327353e-07, 3.81951355e-07, 3.82388157e-07,
       3.82693918e-07, 3.82907951e-07, 3.83057774e-07, 3.83162650e-07,
       3.83236063e-07, 3.83287452e-07, 3.83323425e-07, 3.83348605e-07,
       3.83366232e-07, 3.83378570e-07, 3.83387207e-07, 3.83393253e-07,
       3.83397485e-07, 3.83400448e-07, 3.83402522e-07, 3.83403973e-07,
       3.83404989e-07, 3.83405701e-07, 3.83406199e-07, 3.83406547e-07,
       3.83406791e-07, 3.83406962e-07, 3.83407081e-07, 3.83407165e-07]), 2850: array([3.24509499e-07, 3.26520008e-07, 3.27525263e-07, 3.28027890e-07,
       3.28279204e-07, 3.28404861e-07, 3.28467689e-07, 3.28499103e-07,
       3.28514810e-07, 3.28522664e-07, 3.28526591e-07, 3.28528554e-07,
       3.28529536e-07, 3.28530027e-07, 3.28530272e-07, 3.28530395e-07,
       3.28530456e-07, 3.28530487e-07, 3.28530502e-07, 3.28530510e-07,
       3.28530514e-07, 3.28530515e-07, 3.28530516e-07, 3.28530517e-07,
       3.28530517e-07, 3.28530517e-07, 3.28530517e-07, 3.28530517e-07]), 2855: array([9.26692970e-05, 9.26964664e-05, 9.27100510e-05, 9.27168432e-05,
       9.27202393e-05, 9.27219374e-05, 9.27227864e-05, 9.27232109e-05,
       9.27234231e-05, 9.27235292e-05, 9.27235823e-05, 9.27236088e-05,
       9.27236221e-05, 9.27236287e-05, 9.27236321e-05, 9.27236337e-05,
       9.27236345e-05, 9.27236350e-05, 9.27236352e-05, 9.27236353e-05,
       9.27236353e-05, 9.27236353e-05, 9.27236354e-05, 9.27236354e-05,
       9.27236354e-05, 9.27236354e-05, 9.27236354e-05, 9.27236354e-05]), 2860: array([1.35667617e-06, 1.34264287e-06, 1.33562622e-06, 1.33211789e-06,
       1.33036373e-06, 1.32948665e-06, 1.32904811e-06, 1.32882884e-06,
       1.32871920e-06, 1.32866439e-06, 1.32863698e-06, 1.32862327e-06,
       1.32861642e-06, 1.32861300e-06, 1.32861128e-06, 1.32861043e-06,
       1.32861000e-06, 1.32860978e-06, 1.32860968e-06, 1.32860962e-06,
       1.32860960e-06, 1.32860958e-06, 1.32860958e-06, 1.32860957e-06,
       1.32860957e-06, 1.32860957e-06, 1.32860957e-06, 1.32860957e-06]), 2865: array([8.59515943e-07, 8.66111209e-07, 8.69408842e-07, 8.71057658e-07,
       8.71882066e-07, 8.72294270e-07, 8.72500372e-07, 8.72603423e-07,
       8.72654949e-07, 8.72680711e-07, 8.72693593e-07, 8.72700033e-07,
       8.72703254e-07, 8.72704864e-07, 8.72705669e-07, 8.72706072e-07,
       8.72706273e-07, 8.72706374e-07, 8.72706424e-07, 8.72706449e-07,
       8.72706462e-07, 8.72706468e-07, 8.72706471e-07, 8.72706473e-07,
       8.72706473e-07, 8.72706474e-07, 8.72706474e-07, 8.72706474e-07]), 2870: array([3.98219695e-06, 3.97109793e-06, 3.96332862e-06, 3.95789009e-06,
       3.95408313e-06, 3.95141825e-06, 3.94955283e-06, 3.94824704e-06,
       3.94733298e-06, 3.94669315e-06, 3.94624526e-06, 3.94593174e-06,
       3.94571227e-06, 3.94555865e-06, 3.94545111e-06, 3.94537583e-06,
       3.94532314e-06, 3.94528625e-06, 3.94526043e-06, 3.94524236e-06,
       3.94522971e-06, 3.94522085e-06, 3.94521465e-06, 3.94521031e-06,
       3.94520728e-06, 3.94520515e-06, 3.94520366e-06, 3.94520262e-06]), 2875: array([1.71103254e-07, 1.71387738e-07, 1.71529980e-07, 1.71601101e-07,
       1.71636661e-07, 1.71654441e-07, 1.71663332e-07, 1.71667777e-07,
       1.71669999e-07, 1.71671110e-07, 1.71671666e-07, 1.71671944e-07,
       1.71672083e-07, 1.71672152e-07, 1.71672187e-07, 1.71672204e-07,
       1.71672213e-07, 1.71672217e-07, 1.71672220e-07, 1.71672221e-07,
       1.71672221e-07, 1.71672221e-07, 1.71672222e-07, 1.71672222e-07,
       1.71672222e-07, 1.71672222e-07, 1.71672222e-07, 1.71672222e-07]), 2880: array([2.55667758e-07, 2.55077082e-07, 2.54663608e-07, 2.54374177e-07,
       2.54171575e-07, 2.54029753e-07, 2.53930478e-07, 2.53860986e-07,
       2.53812341e-07, 2.53778290e-07, 2.53754454e-07, 2.53737768e-07,
       2.53726089e-07, 2.53717913e-07, 2.53712190e-07, 2.53708184e-07,
       2.53705380e-07, 2.53703417e-07, 2.53702043e-07, 2.53701081e-07,
       2.53700407e-07, 2.53699936e-07, 2.53699606e-07, 2.53699375e-07,
       2.53699214e-07, 2.53699100e-07, 2.53699021e-07, 2.53698966e-07]), 2885: array([1.74278626e-05, 1.56638793e-05, 1.47393185e-05, 1.42547262e-05,
       1.40007356e-05, 1.38676109e-05, 1.37978360e-05, 1.37612646e-05,
       1.37420964e-05, 1.37320498e-05, 1.37267840e-05, 1.37240240e-05,
       1.37225774e-05, 1.37218192e-05, 1.37214218e-05, 1.37212135e-05,
       1.37211043e-05, 1.37210471e-05, 1.37210171e-05, 1.37210014e-05,
       1.37209932e-05, 1.37209888e-05, 1.37209866e-05, 1.37209854e-05,
       1.37209848e-05, 1.37209844e-05, 1.37209843e-05, 1.37209842e-05]), 2890: array([9.79814652e-07, 8.08831191e-07, 7.23339451e-07, 6.80593577e-07,
       6.59220637e-07, 6.48534166e-07, 6.43190930e-07, 6.40519312e-07,
       6.39183503e-07, 6.38515598e-07, 6.38181646e-07, 6.38014669e-07,
       6.37931181e-07, 6.37889437e-07, 6.37868565e-07, 6.37858129e-07,
       6.37852911e-07, 6.37850302e-07, 6.37848998e-07, 6.37848345e-07,
       6.37848019e-07, 6.37847856e-07, 6.37847775e-07, 6.37847734e-07,
       6.37847714e-07, 6.37847703e-07, 6.37847698e-07, 6.37847696e-07]), 2895: array([1.17049020e-06, 1.14784636e-06, 1.13652444e-06, 1.13086348e-06,
       1.12803300e-06, 1.12661776e-06, 1.12591014e-06, 1.12555633e-06,
       1.12537943e-06, 1.12529097e-06, 1.12524675e-06, 1.12522464e-06,
       1.12521358e-06, 1.12520805e-06, 1.12520529e-06, 1.12520390e-06,
       1.12520321e-06, 1.12520287e-06, 1.12520269e-06, 1.12520261e-06,
       1.12520257e-06, 1.12520254e-06, 1.12520253e-06, 1.12520253e-06,
       1.12520252e-06, 1.12520252e-06, 1.12520252e-06, 1.12520252e-06]), 2900: array([2.26393869e-06, 2.25591901e-06, 2.25030524e-06, 2.24637560e-06,
       2.24362485e-06, 2.24169933e-06, 2.24035146e-06, 2.23940795e-06,
       2.23874750e-06, 2.23828518e-06, 2.23796155e-06, 2.23773502e-06,
       2.23757644e-06, 2.23746544e-06, 2.23738774e-06, 2.23733335e-06,
       2.23729527e-06, 2.23726862e-06, 2.23724996e-06, 2.23723690e-06,
       2.23722776e-06, 2.23722136e-06, 2.23721688e-06, 2.23721375e-06,
       2.23721155e-06, 2.23721002e-06, 2.23720894e-06, 2.23720819e-06]), 2905: array([3.41957164e-07, 3.66098453e-07, 3.78169096e-07, 3.84204418e-07,
       3.87222079e-07, 3.88730909e-07, 3.89485324e-07, 3.89862532e-07,
       3.90051135e-07, 3.90145437e-07, 3.90192588e-07, 3.90216164e-07,
       3.90227951e-07, 3.90233845e-07, 3.90236792e-07, 3.90238266e-07,
       3.90239002e-07, 3.90239371e-07, 3.90239555e-07, 3.90239647e-07,
       3.90239693e-07, 3.90239716e-07, 3.90239728e-07, 3.90239733e-07,
       3.90239736e-07, 3.90239738e-07, 3.90239738e-07, 3.90239739e-07]), 2910: array([1.63274782e-06, 1.40183904e-06, 1.28638463e-06, 1.22865742e-06,
       1.19979380e-06, 1.18536200e-06, 1.17814609e-06, 1.17453814e-06,
       1.17273416e-06, 1.17183217e-06, 1.17138118e-06, 1.17115568e-06,
       1.17104293e-06, 1.17098656e-06, 1.17095837e-06, 1.17094428e-06,
       1.17093723e-06, 1.17093371e-06, 1.17093195e-06, 1.17093107e-06,
       1.17093063e-06, 1.17093041e-06, 1.17093030e-06, 1.17093024e-06,
       1.17093021e-06, 1.17093020e-06, 1.17093019e-06, 1.17093019e-06]), 2915: array([9.07483053e-07, 9.07262548e-07, 9.07152295e-07, 9.07097169e-07,
       9.07069606e-07, 9.07055824e-07, 9.07048933e-07, 9.07045488e-07,
       9.07043765e-07, 9.07042904e-07, 9.07042473e-07, 9.07042258e-07,
       9.07042150e-07, 9.07042097e-07, 9.07042070e-07, 9.07042056e-07,
       9.07042049e-07, 9.07042046e-07, 9.07042044e-07, 9.07042044e-07,
       9.07042043e-07, 9.07042043e-07, 9.07042043e-07, 9.07042043e-07,
       9.07042043e-07, 9.07042043e-07, 9.07042043e-07, 9.07042043e-07]), 2920: array([8.68492223e-07, 8.65741211e-07, 8.64365706e-07, 8.63677953e-07,
       8.63334077e-07, 8.63162138e-07, 8.63076169e-07, 8.63033185e-07,
       8.63011693e-07, 8.63000946e-07, 8.62995573e-07, 8.62992887e-07,
       8.62991544e-07, 8.62990872e-07, 8.62990536e-07, 8.62990368e-07,
       8.62990284e-07, 8.62990242e-07, 8.62990221e-07, 8.62990211e-07,
       8.62990206e-07, 8.62990203e-07, 8.62990202e-07, 8.62990201e-07,
       8.62990201e-07, 8.62990200e-07, 8.62990200e-07, 8.62990200e-07]), 2925: array([3.40405465e-06, 3.40141648e-06, 3.40009741e-06, 3.39943788e-06,
       3.39910812e-06, 3.39894325e-06, 3.39886081e-06, 3.39881959e-06,
       3.39879898e-06, 3.39878868e-06, 3.39878352e-06, 3.39878095e-06,
       3.39877966e-06, 3.39877902e-06, 3.39877869e-06, 3.39877853e-06,
       3.39877845e-06, 3.39877841e-06, 3.39877839e-06, 3.39877838e-06,
       3.39877838e-06, 3.39877838e-06, 3.39877837e-06, 3.39877837e-06,
       3.39877837e-06, 3.39877837e-06, 3.39877837e-06, 3.39877837e-06]), 2930: array([8.98937147e-08, 9.00261316e-08, 9.01188235e-08, 9.01837078e-08,
       9.02291268e-08, 9.02609201e-08, 9.02831754e-08, 9.02987541e-08,
       9.03096592e-08, 9.03172928e-08, 9.03226363e-08, 9.03263768e-08,
       9.03289951e-08, 9.03308279e-08, 9.03321109e-08, 9.03330090e-08,
       9.03336376e-08, 9.03340777e-08, 9.03343857e-08, 9.03346013e-08,
       9.03347523e-08, 9.03348579e-08, 9.03349319e-08, 9.03349837e-08,
       9.03350199e-08, 9.03350453e-08, 9.03350630e-08, 9.03350755e-08]), 2935: array([1.71938795e-06, 1.72328042e-06, 1.72522666e-06, 1.72619977e-06,
       1.72668633e-06, 1.72692961e-06, 1.72705125e-06, 1.72711207e-06,
       1.72714248e-06, 1.72715769e-06, 1.72716529e-06, 1.72716909e-06,
       1.72717099e-06, 1.72717194e-06, 1.72717242e-06, 1.72717266e-06,
       1.72717277e-06, 1.72717283e-06, 1.72717286e-06, 1.72717288e-06,
       1.72717289e-06, 1.72717289e-06, 1.72717289e-06, 1.72717289e-06,
       1.72717289e-06, 1.72717289e-06, 1.72717289e-06, 1.72717289e-06]), 2940: array([1.30914238e-06, 1.54758532e-06, 1.66680677e-06, 1.72641747e-06,
       1.75622282e-06, 1.77112549e-06, 1.77857682e-06, 1.78230249e-06,
       1.78416532e-06, 1.78509674e-06, 1.78556244e-06, 1.78579530e-06,
       1.78591173e-06, 1.78596994e-06, 1.78599905e-06, 1.78601360e-06,
       1.78602088e-06, 1.78602451e-06, 1.78602633e-06, 1.78602724e-06,
       1.78602770e-06, 1.78602792e-06, 1.78602804e-06, 1.78602810e-06,
       1.78602812e-06, 1.78602814e-06, 1.78602814e-06, 1.78602815e-06]), 2945: array([1.39253745e-06, 1.43025871e-06, 1.44911934e-06, 1.45854965e-06,
       1.46326480e-06, 1.46562238e-06, 1.46680117e-06, 1.46739056e-06,
       1.46768526e-06, 1.46783261e-06, 1.46790628e-06, 1.46794312e-06,
       1.46796154e-06, 1.46797075e-06, 1.46797535e-06, 1.46797765e-06,
       1.46797880e-06, 1.46797938e-06, 1.46797967e-06, 1.46797981e-06,
       1.46797988e-06, 1.46797992e-06, 1.46797994e-06, 1.46797995e-06,
       1.46797995e-06, 1.46797995e-06, 1.46797995e-06, 1.46797996e-06]), 2950: array([4.99217329e-06, 5.23670281e-06, 5.35896741e-06, 5.42009964e-06,
       5.45066571e-06, 5.46594873e-06, 5.47359023e-06, 5.47741097e-06,
       5.47932134e-06, 5.48027653e-06, 5.48075412e-06, 5.48099291e-06,
       5.48111231e-06, 5.48117201e-06, 5.48120186e-06, 5.48121678e-06,
       5.48122425e-06, 5.48122798e-06, 5.48122984e-06, 5.48123077e-06,
       5.48123124e-06, 5.48123147e-06, 5.48123159e-06, 5.48123165e-06,
       5.48123168e-06, 5.48123169e-06, 5.48123170e-06, 5.48123170e-06]), 2955: array([5.77181367e-06, 6.23797045e-06, 6.47104828e-06, 6.58758691e-06,
       6.64585609e-06, 6.67499061e-06, 6.68955783e-06, 6.69684143e-06,
       6.70048321e-06, 6.70230410e-06, 6.70321455e-06, 6.70366977e-06,
       6.70389738e-06, 6.70401118e-06, 6.70406808e-06, 6.70409653e-06,
       6.70411076e-06, 6.70411787e-06, 6.70412143e-06, 6.70412321e-06,
       6.70412410e-06, 6.70412454e-06, 6.70412476e-06, 6.70412487e-06,
       6.70412493e-06, 6.70412496e-06, 6.70412497e-06, 6.70412498e-06]), 2960: array([1.05208292e-06, 9.89337581e-07, 9.57964908e-07, 9.42278569e-07,
       9.34435399e-07, 9.30513813e-07, 9.28553020e-07, 9.27572623e-07,
       9.27082425e-07, 9.26837326e-07, 9.26714776e-07, 9.26653501e-07,
       9.26622864e-07, 9.26607545e-07, 9.26599886e-07, 9.26596056e-07,
       9.26594141e-07, 9.26593184e-07, 9.26592705e-07, 9.26592466e-07,
       9.26592346e-07, 9.26592286e-07, 9.26592256e-07, 9.26592241e-07,
       9.26592234e-07, 9.26592230e-07, 9.26592228e-07, 9.26592227e-07]), 2965: array([8.32697143e-06, 8.27390854e-06, 8.23676450e-06, 8.21076366e-06,
       8.19256307e-06, 8.17982265e-06, 8.17090434e-06, 8.16466153e-06,
       8.16029156e-06, 8.15723258e-06, 8.15509129e-06, 8.15359239e-06,
       8.15254316e-06, 8.15180869e-06, 8.15129457e-06, 8.15093468e-06,
       8.15068276e-06, 8.15050642e-06, 8.15038297e-06, 8.15029656e-06,
       8.15023608e-06, 8.15019374e-06, 8.15016410e-06, 8.15014335e-06,
       8.15012883e-06, 8.15011866e-06, 8.15011155e-06, 8.15010657e-06]), 2970: array([2.07230346e-05, 2.07536018e-05, 2.07749987e-05, 2.07899765e-05,
       2.08004610e-05, 2.08078001e-05, 2.08129375e-05, 2.08165336e-05,
       2.08190509e-05, 2.08208130e-05, 2.08220464e-05, 2.08229099e-05,
       2.08235143e-05, 2.08239373e-05, 2.08242335e-05, 2.08244408e-05,
       2.08245859e-05, 2.08246875e-05, 2.08247586e-05, 2.08248084e-05,
       2.08248432e-05, 2.08248676e-05, 2.08248847e-05, 2.08248966e-05,
       2.08249050e-05, 2.08249108e-05, 2.08249149e-05, 2.08249178e-05]), 2975: array([2.89747594e-06, 3.38988939e-06, 3.77338728e-06, 4.07206033e-06,
       4.30467073e-06, 4.48583068e-06, 4.62692036e-06, 4.73680281e-06,
       4.82238067e-06, 4.88902980e-06, 4.94093699e-06, 4.98136298e-06,
       5.01284725e-06, 5.03736761e-06, 5.05646437e-06, 5.07133718e-06,
       5.08292031e-06, 5.09194140e-06, 5.09896714e-06, 5.10443888e-06,
       5.10870034e-06, 5.11201921e-06, 5.11460400e-06, 5.11661706e-06,
       5.11818486e-06, 5.11940589e-06, 5.12035683e-06, 5.12109744e-06]), 2980: array([2.48236183e-06, 2.47940212e-06, 2.47733033e-06, 2.47588007e-06,
       2.47486489e-06, 2.47415426e-06, 2.47365683e-06, 2.47330862e-06,
       2.47306487e-06, 2.47289425e-06, 2.47277482e-06, 2.47269121e-06,
       2.47263269e-06, 2.47259172e-06, 2.47256305e-06, 2.47254297e-06,
       2.47252892e-06, 2.47251909e-06, 2.47251220e-06, 2.47250738e-06,
       2.47250401e-06, 2.47250165e-06, 2.47249999e-06, 2.47249884e-06,
       2.47249803e-06, 2.47249746e-06, 2.47249706e-06, 2.47249678e-06]), 2985: array([6.58526946e-06, 6.59380339e-06, 6.59977713e-06, 6.60395875e-06,
       6.60688588e-06, 6.60893487e-06, 6.61036916e-06, 6.61137316e-06,
       6.61207596e-06, 6.61256792e-06, 6.61291229e-06, 6.61315335e-06,
       6.61332209e-06, 6.61344021e-06, 6.61352290e-06, 6.61358078e-06,
       6.61362129e-06, 6.61364965e-06, 6.61366950e-06, 6.61368340e-06,
       6.61369313e-06, 6.61369994e-06, 6.61370470e-06, 6.61370804e-06,
       6.61371037e-06, 6.61371201e-06, 6.61371315e-06, 6.61371396e-06]), 2990: array([6.94936600e-07, 1.11542864e-06, 1.37801593e-06, 1.54199545e-06,
       1.64439677e-06, 1.70834396e-06, 1.74827746e-06, 1.77321499e-06,
       1.78878788e-06, 1.79851278e-06, 1.80458575e-06, 1.80837817e-06,
       1.81074645e-06, 1.81222539e-06, 1.81314895e-06, 1.81372569e-06,
       1.81408585e-06, 1.81431076e-06, 1.81445121e-06, 1.81453892e-06,
       1.81459369e-06, 1.81462790e-06, 1.81464926e-06, 1.81466260e-06,
       1.81467093e-06, 1.81467613e-06, 1.81467938e-06, 1.81468140e-06]), 2995: array([2.98220620e-05, 3.34980471e-05, 3.53359751e-05, 3.62549069e-05,
       3.67143566e-05, 3.69440734e-05, 3.70589278e-05, 3.71163530e-05,
       3.71450646e-05, 3.71594199e-05, 3.71665972e-05, 3.71701858e-05,
       3.71719800e-05, 3.71728771e-05, 3.71733256e-05, 3.71735499e-05,
       3.71736620e-05, 3.71737181e-05, 3.71737461e-05, 3.71737601e-05,
       3.71737671e-05, 3.71737706e-05, 3.71737724e-05, 3.71737733e-05,
       3.71737737e-05, 3.71737739e-05, 3.71737740e-05, 3.71737741e-05]), 3000: array([1.56200135e-06, 1.42239871e-06, 1.35259738e-06, 1.31769671e-06,
       1.30024637e-06, 1.29152120e-06, 1.28715861e-06, 1.28497732e-06,
       1.28388667e-06, 1.28334135e-06, 1.28306869e-06, 1.28293236e-06,
       1.28286419e-06, 1.28283011e-06, 1.28281307e-06, 1.28280455e-06,
       1.28280029e-06, 1.28279815e-06, 1.28279709e-06, 1.28279656e-06,
       1.28279629e-06, 1.28279616e-06, 1.28279609e-06, 1.28279606e-06,
       1.28279604e-06, 1.28279603e-06, 1.28279603e-06, 1.28279603e-06]), 3005: array([1.53338442e-06, 1.44562536e-06, 1.40174583e-06, 1.37980606e-06,
       1.36883618e-06, 1.36335123e-06, 1.36060876e-06, 1.35923753e-06,
       1.35855191e-06, 1.35820910e-06, 1.35803769e-06, 1.35795199e-06,
       1.35790914e-06, 1.35788772e-06, 1.35787700e-06, 1.35787165e-06,
       1.35786897e-06, 1.35786763e-06, 1.35786696e-06, 1.35786662e-06,
       1.35786646e-06, 1.35786637e-06, 1.35786633e-06, 1.35786631e-06,
       1.35786630e-06, 1.35786629e-06, 1.35786629e-06, 1.35786629e-06]), 3010: array([9.02188440e-06, 9.04839569e-06, 9.06695358e-06, 9.07994408e-06,
       9.08903742e-06, 9.09540275e-06, 9.09985847e-06, 9.10297748e-06,
       9.10516078e-06, 9.10668908e-06, 9.10775890e-06, 9.10850777e-06,
       9.10903197e-06, 9.10939892e-06, 9.10965578e-06, 9.10983558e-06,
       9.10996144e-06, 9.11004955e-06, 9.11011122e-06, 9.11015439e-06,
       9.11018461e-06, 9.11020576e-06, 9.11022057e-06, 9.11023093e-06,
       9.11023819e-06, 9.11024327e-06, 9.11024682e-06, 9.11024931e-06]), 3015: array([1.41139290e-06, 1.41960781e-06, 1.42371526e-06, 1.42576899e-06,
       1.42679585e-06, 1.42730928e-06, 1.42756600e-06, 1.42769436e-06,
       1.42775854e-06, 1.42779063e-06, 1.42780667e-06, 1.42781469e-06,
       1.42781871e-06, 1.42782071e-06, 1.42782171e-06, 1.42782222e-06,
       1.42782247e-06, 1.42782259e-06, 1.42782265e-06, 1.42782269e-06,
       1.42782270e-06, 1.42782271e-06, 1.42782271e-06, 1.42782271e-06,
       1.42782272e-06, 1.42782272e-06, 1.42782272e-06, 1.42782272e-06]), 3020: array([1.79617687e-06, 1.79614907e-06, 1.79612961e-06, 1.79611598e-06,
       1.79610645e-06, 1.79609977e-06, 1.79609510e-06, 1.79609183e-06,
       1.79608954e-06, 1.79608794e-06, 1.79608681e-06, 1.79608603e-06,
       1.79608548e-06, 1.79608509e-06, 1.79608483e-06, 1.79608464e-06,
       1.79608450e-06, 1.79608441e-06, 1.79608435e-06, 1.79608430e-06,
       1.79608427e-06, 1.79608425e-06, 1.79608423e-06, 1.79608422e-06,
       1.79608421e-06, 1.79608421e-06, 1.79608421e-06, 1.79608420e-06]), 3025: array([4.81213430e-06, 4.82837878e-06, 4.83974991e-06, 4.84770970e-06,
       4.85328154e-06, 4.85718182e-06, 4.85991202e-06, 4.86182316e-06,
       4.86316095e-06, 4.86409741e-06, 4.86475292e-06, 4.86521179e-06,
       4.86553299e-06, 4.86575783e-06, 4.86591522e-06, 4.86602539e-06,
       4.86610251e-06, 4.86615650e-06, 4.86619429e-06, 4.86622074e-06,
       4.86623926e-06, 4.86625222e-06, 4.86626129e-06, 4.86626764e-06,
       4.86627209e-06, 4.86627520e-06, 4.86627738e-06, 4.86627890e-06]), 3030: array([1.45345833e-06, 1.67814320e-06, 1.79048561e-06, 1.84665681e-06,
       1.87474240e-06, 1.88878519e-06, 1.89580659e-06, 1.89931729e-06,
       1.90107263e-06, 1.90195031e-06, 1.90238914e-06, 1.90260856e-06,
       1.90271827e-06, 1.90277313e-06, 1.90280055e-06, 1.90281427e-06,
       1.90282112e-06, 1.90282455e-06, 1.90282627e-06, 1.90282712e-06,
       1.90282755e-06, 1.90282777e-06, 1.90282787e-06, 1.90282793e-06,
       1.90282795e-06, 1.90282797e-06, 1.90282797e-06, 1.90282798e-06]), 3035: array([1.79446242e-06, 1.79924187e-06, 1.80258749e-06, 1.80492942e-06,
       1.80656878e-06, 1.80771632e-06, 1.80851961e-06, 1.80908190e-06,
       1.80947551e-06, 1.80975104e-06, 1.80994390e-06, 1.81007891e-06,
       1.81017342e-06, 1.81023957e-06, 1.81028588e-06, 1.81031829e-06,
       1.81034098e-06, 1.81035687e-06, 1.81036799e-06, 1.81037577e-06,
       1.81038122e-06, 1.81038503e-06, 1.81038770e-06, 1.81038957e-06,
       1.81039088e-06, 1.81039179e-06, 1.81039243e-06, 1.81039288e-06]), 3040: array([0.00012765, 0.0001275 , 0.00012742, 0.00012738, 0.00012736,
       0.00012735, 0.00012735, 0.00012734, 0.00012734, 0.00012734,
       0.00012734, 0.00012734, 0.00012734, 0.00012734, 0.00012734,
       0.00012734, 0.00012734, 0.00012734, 0.00012734, 0.00012734,
       0.00012734, 0.00012734, 0.00012734, 0.00012734, 0.00012734,
       0.00012734, 0.00012734, 0.00012734]), 3045: array([8.65989704e-06, 8.60747587e-06, 8.57078102e-06, 8.54509462e-06,
       8.52711413e-06, 8.51452778e-06, 8.50571733e-06, 8.49955001e-06,
       8.49523289e-06, 8.49221090e-06, 8.49009551e-06, 8.48861473e-06,
       8.48757819e-06, 8.48685261e-06, 8.48634470e-06, 8.48598916e-06,
       8.48574029e-06, 8.48556608e-06, 8.48544413e-06, 8.48535876e-06,
       8.48529901e-06, 8.48525718e-06, 8.48522790e-06, 8.48520740e-06,
       8.48519306e-06, 8.48518301e-06, 8.48517598e-06, 8.48517106e-06]), 3050: array([2.03235565e-05, 2.04488615e-05, 2.05115139e-05, 2.05428399e-05,
       2.05585029e-05, 2.05663344e-05, 2.05702501e-05, 2.05722080e-05,
       2.05731869e-05, 2.05736763e-05, 2.05739211e-05, 2.05740434e-05,
       2.05741046e-05, 2.05741352e-05, 2.05741505e-05, 2.05741581e-05,
       2.05741620e-05, 2.05741639e-05, 2.05741648e-05, 2.05741653e-05,
       2.05741656e-05, 2.05741657e-05, 2.05741657e-05, 2.05741658e-05,
       2.05741658e-05, 2.05741658e-05, 2.05741658e-05, 2.05741658e-05]), 3055: array([1.62481903e-05, 2.26388552e-05, 2.75501237e-05, 3.13244660e-05,
       3.42250732e-05, 3.64542090e-05, 3.81673147e-05, 3.94838478e-05,
       4.04956122e-05, 4.12731599e-05, 4.18707105e-05, 4.23299320e-05,
       4.26828468e-05, 4.29540642e-05, 4.31624966e-05, 4.33226782e-05,
       4.34457789e-05, 4.35403825e-05, 4.36130861e-05, 4.36689593e-05,
       4.37118981e-05, 4.37448970e-05, 4.37702568e-05, 4.37897460e-05,
       4.38047236e-05, 4.38162339e-05, 4.38250797e-05, 4.38318777e-05]), 3060: array([4.87698089e-05, 4.82119379e-05, 4.79330015e-05, 4.77935328e-05,
       4.77237983e-05, 4.76889309e-05, 4.76714972e-05, 4.76627803e-05,
       4.76584218e-05, 4.76562426e-05, 4.76551530e-05, 4.76546082e-05,
       4.76543358e-05, 4.76541996e-05, 4.76541315e-05, 4.76540974e-05,
       4.76540804e-05, 4.76540719e-05, 4.76540676e-05, 4.76540655e-05,
       4.76540644e-05, 4.76540639e-05, 4.76540636e-05, 4.76540635e-05,
       4.76540634e-05, 4.76540634e-05, 4.76540634e-05, 4.76540634e-05]), 3065: array([2.76936408e-05, 2.77656636e-05, 2.78016748e-05, 2.78196804e-05,
       2.78286831e-05, 2.78331845e-05, 2.78354351e-05, 2.78365605e-05,
       2.78371231e-05, 2.78374045e-05, 2.78375451e-05, 2.78376155e-05,
       2.78376506e-05, 2.78376682e-05, 2.78376770e-05, 2.78376814e-05,
       2.78376836e-05, 2.78376847e-05, 2.78376852e-05, 2.78376855e-05,
       2.78376856e-05, 2.78376857e-05, 2.78376857e-05, 2.78376858e-05,
       2.78376858e-05, 2.78376858e-05, 2.78376858e-05, 2.78376858e-05]), 3070: array([4.51931607e-07, 4.85623727e-07, 5.02469786e-07, 5.10892814e-07,
       5.15104328e-07, 5.17210084e-07, 5.18262963e-07, 5.18789402e-07,
       5.19052621e-07, 5.19184231e-07, 5.19250036e-07, 5.19282938e-07,
       5.19299389e-07, 5.19307615e-07, 5.19311728e-07, 5.19313784e-07,
       5.19314812e-07, 5.19315326e-07, 5.19315584e-07, 5.19315712e-07,
       5.19315776e-07, 5.19315808e-07, 5.19315824e-07, 5.19315833e-07,
       5.19315837e-07, 5.19315839e-07, 5.19315840e-07, 5.19315840e-07]), 3075: array([1.62949507e-06, 1.61759684e-06, 1.60926808e-06, 1.60343794e-06,
       1.59935685e-06, 1.59650008e-06, 1.59450034e-06, 1.59310053e-06,
       1.59212065e-06, 1.59143474e-06, 1.59095461e-06, 1.59061851e-06,
       1.59038324e-06, 1.59021856e-06, 1.59010328e-06, 1.59002258e-06,
       1.58996609e-06, 1.58992655e-06, 1.58989887e-06, 1.58987950e-06,
       1.58986593e-06, 1.58985644e-06, 1.58984979e-06, 1.58984514e-06,
       1.58984189e-06, 1.58983961e-06, 1.58983801e-06, 1.58983689e-06]), 3080: array([5.63768420e-06, 5.66223421e-06, 5.67450921e-06, 5.68064670e-06,
       5.68371544e-06, 5.68524981e-06, 5.68601699e-06, 5.68640059e-06,
       5.68659238e-06, 5.68668828e-06, 5.68673623e-06, 5.68676020e-06,
       5.68677219e-06, 5.68677818e-06, 5.68678118e-06, 5.68678268e-06,
       5.68678343e-06, 5.68678380e-06, 5.68678399e-06, 5.68678408e-06,
       5.68678413e-06, 5.68678415e-06, 5.68678416e-06, 5.68678417e-06,
       5.68678417e-06, 5.68678417e-06, 5.68678418e-06, 5.68678418e-06]), 3085: array([8.57204421e-07, 8.84627206e-07, 8.98338595e-07, 9.05194288e-07,
       9.08622133e-07, 9.10336055e-07, 9.11193016e-07, 9.11621497e-07,
       9.11835737e-07, 9.11942857e-07, 9.11996417e-07, 9.12023197e-07,
       9.12036587e-07, 9.12043282e-07, 9.12046629e-07, 9.12048303e-07,
       9.12049140e-07, 9.12049558e-07, 9.12049767e-07, 9.12049872e-07,
       9.12049924e-07, 9.12049951e-07, 9.12049964e-07, 9.12049970e-07,
       9.12049973e-07, 9.12049975e-07, 9.12049976e-07, 9.12049976e-07]), 3090: array([4.71280668e-07, 4.72091410e-07, 4.72496780e-07, 4.72699466e-07,
       4.72800809e-07, 4.72851480e-07, 4.72876816e-07, 4.72889484e-07,
       4.72895817e-07, 4.72898984e-07, 4.72900568e-07, 4.72901360e-07,
       4.72901755e-07, 4.72901953e-07, 4.72902052e-07, 4.72902102e-07,
       4.72902127e-07, 4.72902139e-07, 4.72902145e-07, 4.72902148e-07,
       4.72902150e-07, 4.72902151e-07, 4.72902151e-07, 4.72902151e-07,
       4.72902151e-07, 4.72902151e-07, 4.72902151e-07, 4.72902151e-07]), 3095: array([5.96565335e-07, 5.92817304e-07, 5.90193681e-07, 5.88357145e-07,
       5.87071570e-07, 5.86171668e-07, 5.85541736e-07, 5.85100784e-07,
       5.84792117e-07, 5.84576050e-07, 5.84424804e-07, 5.84318931e-07,
       5.84244820e-07, 5.84192943e-07, 5.84156628e-07, 5.84131208e-07,
       5.84113414e-07, 5.84100958e-07, 5.84092239e-07, 5.84086136e-07,
       5.84081864e-07, 5.84078873e-07, 5.84076780e-07, 5.84075314e-07,
       5.84074288e-07, 5.84073570e-07, 5.84073068e-07, 5.84072716e-07]), 3100: array([8.57689534e-07, 8.58362144e-07, 8.58832970e-07, 8.59162549e-07,
       8.59393254e-07, 8.59554747e-07, 8.59667793e-07, 8.59746924e-07,
       8.59802317e-07, 8.59841091e-07, 8.59868233e-07, 8.59887233e-07,
       8.59900533e-07, 8.59909842e-07, 8.59916359e-07, 8.59920921e-07,
       8.59924114e-07, 8.59926350e-07, 8.59927914e-07, 8.59929010e-07,
       8.59929776e-07, 8.59930313e-07, 8.59930689e-07, 8.59930952e-07,
       8.59931136e-07, 8.59931265e-07, 8.59931355e-07, 8.59931418e-07]), 3105: array([1.57926126e-06, 1.57571067e-06, 1.57322526e-06, 1.57148547e-06,
       1.57026761e-06, 1.56941512e-06, 1.56881837e-06, 1.56840065e-06,
       1.56810824e-06, 1.56790355e-06, 1.56776027e-06, 1.56765998e-06,
       1.56758977e-06, 1.56754063e-06, 1.56750623e-06, 1.56748214e-06,
       1.56746529e-06, 1.56745349e-06, 1.56744523e-06, 1.56743945e-06,
       1.56743540e-06, 1.56743257e-06, 1.56743058e-06, 1.56742920e-06,
       1.56742822e-06, 1.56742754e-06, 1.56742707e-06, 1.56742673e-06]), 3110: array([2.73771935e-07, 2.72065798e-07, 2.70871502e-07, 2.70035495e-07,
       2.69450290e-07, 2.69040647e-07, 2.68753896e-07, 2.68553171e-07,
       2.68412663e-07, 2.68314308e-07, 2.68245459e-07, 2.68197265e-07,
       2.68163529e-07, 2.68139914e-07, 2.68123383e-07, 2.68111812e-07,
       2.68103712e-07, 2.68098042e-07, 2.68094073e-07, 2.68091295e-07,
       2.68089350e-07, 2.68087989e-07, 2.68087036e-07, 2.68086369e-07,
       2.68085902e-07, 2.68085575e-07, 2.68085346e-07, 2.68085186e-07]), 3115: array([2.16864830e-06, 2.16128827e-06, 2.15760825e-06, 2.15576824e-06,
       2.15484824e-06, 2.15438823e-06, 2.15415823e-06, 2.15404323e-06,
       2.15398573e-06, 2.15395698e-06, 2.15394260e-06, 2.15393542e-06,
       2.15393182e-06, 2.15393003e-06, 2.15392913e-06, 2.15392868e-06,
       2.15392845e-06, 2.15392834e-06, 2.15392829e-06, 2.15392826e-06,
       2.15392824e-06, 2.15392824e-06, 2.15392823e-06, 2.15392823e-06,
       2.15392823e-06, 2.15392823e-06, 2.15392823e-06, 2.15392823e-06]), 3120: array([2.17976964e-05, 2.41068278e-05, 2.52613647e-05, 2.58386186e-05,
       2.61272384e-05, 2.62715447e-05, 2.63436960e-05, 2.63797708e-05,
       2.63978077e-05, 2.64068260e-05, 2.64113350e-05, 2.64135894e-05,
       2.64147166e-05, 2.64152802e-05, 2.64155620e-05, 2.64157029e-05,
       2.64157733e-05, 2.64158085e-05, 2.64158262e-05, 2.64158350e-05,
       2.64158394e-05, 2.64158416e-05, 2.64158427e-05, 2.64158432e-05,
       2.64158435e-05, 2.64158436e-05, 2.64158437e-05, 2.64158437e-05]), 3125: array([1.86628411e-05, 2.11044136e-05, 2.23251916e-05, 2.29355765e-05,
       2.32407669e-05, 2.33933611e-05, 2.34696577e-05, 2.35078057e-05,
       2.35268796e-05, 2.35364165e-05, 2.35411849e-05, 2.35435691e-05,
       2.35447612e-05, 2.35453572e-05, 2.35456552e-05, 2.35458042e-05,
       2.35458788e-05, 2.35459160e-05, 2.35459346e-05, 2.35459439e-05,
       2.35459486e-05, 2.35459509e-05, 2.35459521e-05, 2.35459527e-05,
       2.35459530e-05, 2.35459531e-05, 2.35459532e-05, 2.35459532e-05]), 3130: array([9.77840294e-06, 9.66019974e-06, 9.60109810e-06, 9.57154727e-06,
       9.55677185e-06, 9.54938413e-06, 9.54569027e-06, 9.54384334e-06,
       9.54291988e-06, 9.54245814e-06, 9.54222728e-06, 9.54211184e-06,
       9.54205413e-06, 9.54202527e-06, 9.54201084e-06, 9.54200362e-06,
       9.54200002e-06, 9.54199821e-06, 9.54199731e-06, 9.54199686e-06,
       9.54199663e-06, 9.54199652e-06, 9.54199646e-06, 9.54199644e-06,
       9.54199642e-06, 9.54199642e-06, 9.54199641e-06, 9.54199641e-06]), 3135: array([1.56724029e-05, 1.56700181e-05, 1.56683446e-05, 1.56671704e-05,
       1.56663464e-05, 1.56657682e-05, 1.56653625e-05, 1.56650778e-05,
       1.56648780e-05, 1.56647378e-05, 1.56646395e-05, 1.56645704e-05,
       1.56645220e-05, 1.56644880e-05, 1.56644642e-05, 1.56644474e-05,
       1.56644357e-05, 1.56644275e-05, 1.56644217e-05, 1.56644176e-05,
       1.56644148e-05, 1.56644128e-05, 1.56644114e-05, 1.56644104e-05,
       1.56644097e-05, 1.56644092e-05, 1.56644089e-05, 1.56644086e-05]), 3140: array([1.07808471e-05, 1.08554725e-05, 1.08927852e-05, 1.09114415e-05,
       1.09207696e-05, 1.09254337e-05, 1.09277657e-05, 1.09289317e-05,
       1.09295147e-05, 1.09298062e-05, 1.09299520e-05, 1.09300248e-05,
       1.09300613e-05, 1.09300795e-05, 1.09300886e-05, 1.09300932e-05,
       1.09300954e-05, 1.09300966e-05, 1.09300971e-05, 1.09300974e-05,
       1.09300976e-05, 1.09300976e-05, 1.09300977e-05, 1.09300977e-05,
       1.09300977e-05, 1.09300977e-05, 1.09300977e-05, 1.09300977e-05]), 3145: array([4.80816199e-07, 4.79348727e-07, 4.78321497e-07, 4.77602436e-07,
       4.77099093e-07, 4.76746753e-07, 4.76500115e-07, 4.76327468e-07,
       4.76206616e-07, 4.76122019e-07, 4.76062801e-07, 4.76021349e-07,
       4.75992332e-07, 4.75972020e-07, 4.75957802e-07, 4.75947849e-07,
       4.75940882e-07, 4.75936006e-07, 4.75932592e-07, 4.75930202e-07,
       4.75928529e-07, 4.75927358e-07, 4.75926539e-07, 4.75925965e-07,
       4.75925563e-07, 4.75925282e-07, 4.75925085e-07, 4.75924948e-07]), 3150: array([1.19025228e-05, 1.41505372e-05, 1.52745438e-05, 1.58365469e-05,
       1.61175482e-05, 1.62580488e-05, 1.63282991e-05, 1.63634242e-05,
       1.63809867e-05, 1.63897680e-05, 1.63941586e-05, 1.63963540e-05,
       1.63974516e-05, 1.63980004e-05, 1.63982749e-05, 1.63984121e-05,
       1.63984807e-05, 1.63985150e-05, 1.63985321e-05, 1.63985407e-05,
       1.63985450e-05, 1.63985471e-05, 1.63985482e-05, 1.63985487e-05,
       1.63985490e-05, 1.63985491e-05, 1.63985492e-05, 1.63985492e-05]), 3155: array([7.75649299e-07, 7.67106099e-07, 7.62834499e-07, 7.60698699e-07,
       7.59630799e-07, 7.59096849e-07, 7.58829874e-07, 7.58696387e-07,
       7.58629643e-07, 7.58596271e-07, 7.58579585e-07, 7.58571242e-07,
       7.58567071e-07, 7.58564985e-07, 7.58563942e-07, 7.58563421e-07,
       7.58563160e-07, 7.58563029e-07, 7.58562964e-07, 7.58562932e-07,
       7.58562915e-07, 7.58562907e-07, 7.58562903e-07, 7.58562901e-07,
       7.58562900e-07, 7.58562900e-07, 7.58562899e-07, 7.58562899e-07]), 3160: array([1.03673440e-04, 8.55329577e-05, 7.29921127e-05, 6.43223984e-05,
       5.83288672e-05, 5.41854301e-05, 5.13209966e-05, 4.93407616e-05,
       4.79717892e-05, 4.70253936e-05, 4.63711332e-05, 4.59188310e-05,
       4.56061463e-05, 4.53899817e-05, 4.52405431e-05, 4.51372336e-05,
       4.50658138e-05, 4.50164400e-05, 4.49823070e-05, 4.49587102e-05,
       4.49423973e-05, 4.49311199e-05, 4.49233237e-05, 4.49179340e-05,
       4.49142080e-05, 4.49116321e-05, 4.49098514e-05, 4.49086203e-05]), 3165: array([3.80615938e-07, 3.83316505e-07, 3.84666789e-07, 3.85341931e-07,
       3.85679502e-07, 3.85848287e-07, 3.85932680e-07, 3.85974876e-07,
       3.85995974e-07, 3.86006523e-07, 3.86011798e-07, 3.86014435e-07,
       3.86015754e-07, 3.86016413e-07, 3.86016743e-07, 3.86016908e-07,
       3.86016990e-07, 3.86017031e-07, 3.86017052e-07, 3.86017062e-07,
       3.86017067e-07, 3.86017070e-07, 3.86017071e-07, 3.86017072e-07,
       3.86017072e-07, 3.86017072e-07, 3.86017072e-07, 3.86017072e-07]), 3170: array([2.06648257e-07, 2.06970996e-07, 2.07196912e-07, 2.07355054e-07,
       2.07465753e-07, 2.07543243e-07, 2.07597485e-07, 2.07635455e-07,
       2.07662034e-07, 2.07680639e-07, 2.07693663e-07, 2.07702779e-07,
       2.07709161e-07, 2.07713628e-07, 2.07716755e-07, 2.07718944e-07,
       2.07720476e-07, 2.07721549e-07, 2.07722300e-07, 2.07722825e-07,
       2.07723193e-07, 2.07723450e-07, 2.07723631e-07, 2.07723757e-07,
       2.07723845e-07, 2.07723907e-07, 2.07723950e-07, 2.07723981e-07]), 3175: array([3.09313490e-05, 3.08437542e-05, 3.07999568e-05, 3.07780581e-05,
       3.07671088e-05, 3.07616342e-05, 3.07588969e-05, 3.07575282e-05,
       3.07568439e-05, 3.07565017e-05, 3.07563306e-05, 3.07562451e-05,
       3.07562023e-05, 3.07561809e-05, 3.07561702e-05, 3.07561649e-05,
       3.07561622e-05, 3.07561609e-05, 3.07561602e-05, 3.07561599e-05,
       3.07561597e-05, 3.07561596e-05, 3.07561596e-05, 3.07561596e-05,
       3.07561595e-05, 3.07561595e-05, 3.07561595e-05, 3.07561595e-05]), 3180: array([1.35205735e-06, 1.35413052e-06, 1.35516711e-06, 1.35568540e-06,
       1.35594455e-06, 1.35607412e-06, 1.35613891e-06, 1.35617130e-06,
       1.35618750e-06, 1.35619560e-06, 1.35619965e-06, 1.35620167e-06,
       1.35620269e-06, 1.35620319e-06, 1.35620344e-06, 1.35620357e-06,
       1.35620363e-06, 1.35620367e-06, 1.35620368e-06, 1.35620369e-06,
       1.35620369e-06, 1.35620370e-06, 1.35620370e-06, 1.35620370e-06,
       1.35620370e-06, 1.35620370e-06, 1.35620370e-06, 1.35620370e-06]), 3185: array([1.71796271e-06, 1.48471226e-06, 1.36808703e-06, 1.30977441e-06,
       1.28061811e-06, 1.26603995e-06, 1.25875087e-06, 1.25510633e-06,
       1.25328406e-06, 1.25237293e-06, 1.25191736e-06, 1.25168958e-06,
       1.25157568e-06, 1.25151874e-06, 1.25149027e-06, 1.25147603e-06,
       1.25146891e-06, 1.25146535e-06, 1.25146357e-06, 1.25146268e-06,
       1.25146224e-06, 1.25146202e-06, 1.25146190e-06, 1.25146185e-06,
       1.25146182e-06, 1.25146181e-06, 1.25146180e-06, 1.25146180e-06]), 3190: array([1.24204528e-06, 1.33569070e-06, 1.38251340e-06, 1.40592475e-06,
       1.41763042e-06, 1.42348325e-06, 1.42640967e-06, 1.42787288e-06,
       1.42860448e-06, 1.42897028e-06, 1.42915318e-06, 1.42924463e-06,
       1.42929036e-06, 1.42931322e-06, 1.42932465e-06, 1.42933037e-06,
       1.42933322e-06, 1.42933465e-06, 1.42933537e-06, 1.42933573e-06,
       1.42933590e-06, 1.42933599e-06, 1.42933604e-06, 1.42933606e-06,
       1.42933607e-06, 1.42933608e-06, 1.42933608e-06, 1.42933608e-06]), 3195: array([2.60269150e-07, 2.60964294e-07, 2.61450894e-07, 2.61791515e-07,
       2.62029949e-07, 2.62196853e-07, 2.62313686e-07, 2.62395469e-07,
       2.62452717e-07, 2.62492791e-07, 2.62520842e-07, 2.62540479e-07,
       2.62554224e-07, 2.62563845e-07, 2.62570581e-07, 2.62575295e-07,
       2.62578596e-07, 2.62580906e-07, 2.62582523e-07, 2.62583655e-07,
       2.62584447e-07, 2.62585002e-07, 2.62585390e-07, 2.62585662e-07,
       2.62585852e-07, 2.62585985e-07, 2.62586079e-07, 2.62586144e-07]), 3200: array([8.08904237e-06, 8.07092828e-06, 8.05824841e-06, 8.04937249e-06,
       8.04315935e-06, 8.03881014e-06, 8.03576570e-06, 8.03363459e-06,
       8.03214281e-06, 8.03109856e-06, 8.03036759e-06, 8.02985591e-06,
       8.02949773e-06, 8.02924701e-06, 8.02907150e-06, 8.02894865e-06,
       8.02886265e-06, 8.02880245e-06, 8.02876031e-06, 8.02873081e-06,
       8.02871017e-06, 8.02869571e-06, 8.02868560e-06, 8.02867851e-06,
       8.02867356e-06, 8.02867008e-06, 8.02866766e-06, 8.02866596e-06]), 3205: array([2.53589294e-06, 2.55384736e-06, 2.56282456e-06, 2.56731316e-06,
       2.56955746e-06, 2.57067961e-06, 2.57124069e-06, 2.57152122e-06,
       2.57166149e-06, 2.57173163e-06, 2.57176669e-06, 2.57178423e-06,
       2.57179299e-06, 2.57179738e-06, 2.57179957e-06, 2.57180067e-06,
       2.57180121e-06, 2.57180149e-06, 2.57180162e-06, 2.57180169e-06,
       2.57180173e-06, 2.57180174e-06, 2.57180175e-06, 2.57180176e-06,
       2.57180176e-06, 2.57180176e-06, 2.57180176e-06, 2.57180176e-06]), 3210: array([7.26181033e-07, 7.25749875e-07, 7.25448065e-07, 7.25236798e-07,
       7.25088911e-07, 7.24985390e-07, 7.24912925e-07, 7.24862200e-07,
       7.24826692e-07, 7.24801837e-07, 7.24784438e-07, 7.24772259e-07,
       7.24763734e-07, 7.24757766e-07, 7.24753588e-07, 7.24750664e-07,
       7.24748617e-07, 7.24747184e-07, 7.24746181e-07, 7.24745479e-07,
       7.24744988e-07, 7.24744644e-07, 7.24744403e-07, 7.24744234e-07,
       7.24744116e-07, 7.24744034e-07, 7.24743976e-07, 7.24743935e-07]), 3215: array([1.29771210e-06, 1.29484520e-06, 1.29283837e-06, 1.29143359e-06,
       1.29045025e-06, 1.28976190e-06, 1.28928006e-06, 1.28894278e-06,
       1.28870667e-06, 1.28854140e-06, 1.28842571e-06, 1.28834473e-06,
       1.28828804e-06, 1.28824836e-06, 1.28822058e-06, 1.28820114e-06,
       1.28818753e-06, 1.28817800e-06, 1.28817133e-06, 1.28816666e-06,
       1.28816340e-06, 1.28816111e-06, 1.28815951e-06, 1.28815839e-06,
       1.28815760e-06, 1.28815705e-06, 1.28815667e-06, 1.28815640e-06]), 3220: array([5.84251940e-07, 5.83678578e-07, 5.83277224e-07, 5.82996277e-07,
       5.82799614e-07, 5.82661950e-07, 5.82565585e-07, 5.82498129e-07,
       5.82450910e-07, 5.82417857e-07, 5.82394720e-07, 5.82378524e-07,
       5.82367187e-07, 5.82359250e-07, 5.82353695e-07, 5.82349807e-07,
       5.82347084e-07, 5.82345179e-07, 5.82343845e-07, 5.82342912e-07,
       5.82342258e-07, 5.82341800e-07, 5.82341480e-07, 5.82341256e-07,
       5.82341099e-07, 5.82340989e-07, 5.82340912e-07, 5.82340859e-07]), 3225: array([1.52750416e-06, 1.51682267e-06, 1.50934562e-06, 1.50411168e-06,
       1.50044793e-06, 1.49788330e-06, 1.49608806e-06, 1.49483140e-06,
       1.49395173e-06, 1.49333596e-06, 1.49290492e-06, 1.49260320e-06,
       1.49239199e-06, 1.49224414e-06, 1.49214065e-06, 1.49206821e-06,
       1.49201749e-06, 1.49198200e-06, 1.49195715e-06, 1.49193975e-06,
       1.49192758e-06, 1.49191906e-06, 1.49191309e-06, 1.49190891e-06,
       1.49190599e-06, 1.49190394e-06, 1.49190251e-06, 1.49190151e-06]), 3230: array([3.02328021e-06, 3.03533430e-06, 3.04136134e-06, 3.04437486e-06,
       3.04588162e-06, 3.04663500e-06, 3.04701169e-06, 3.04720004e-06,
       3.04729421e-06, 3.04734130e-06, 3.04736484e-06, 3.04737661e-06,
       3.04738250e-06, 3.04738544e-06, 3.04738691e-06, 3.04738765e-06,
       3.04738801e-06, 3.04738820e-06, 3.04738829e-06, 3.04738834e-06,
       3.04738836e-06, 3.04738837e-06, 3.04738838e-06, 3.04738838e-06,
       3.04738838e-06, 3.04738838e-06, 3.04738838e-06, 3.04738838e-06]), 3235: array([5.00616946e-06, 4.97345501e-06, 4.95709779e-06, 4.94891918e-06,
       4.94482987e-06, 4.94278522e-06, 4.94176289e-06, 4.94125173e-06,
       4.94099615e-06, 4.94086836e-06, 4.94080446e-06, 4.94077252e-06,
       4.94075654e-06, 4.94074856e-06, 4.94074456e-06, 4.94074257e-06,
       4.94074157e-06, 4.94074107e-06, 4.94074082e-06, 4.94074069e-06,
       4.94074063e-06, 4.94074060e-06, 4.94074058e-06, 4.94074058e-06,
       4.94074057e-06, 4.94074057e-06, 4.94074057e-06, 4.94074057e-06]), 3240: array([3.61375893e-06, 3.62331218e-06, 3.62999945e-06, 3.63468054e-06,
       3.63795730e-06, 3.64025103e-06, 3.64185664e-06, 3.64298056e-06,
       3.64376731e-06, 3.64431803e-06, 3.64470354e-06, 3.64497339e-06,
       3.64516229e-06, 3.64529452e-06, 3.64538708e-06, 3.64545187e-06,
       3.64549723e-06, 3.64552897e-06, 3.64555120e-06, 3.64556675e-06,
       3.64557764e-06, 3.64558527e-06, 3.64559060e-06, 3.64559434e-06,
       3.64559695e-06, 3.64559878e-06, 3.64560006e-06, 3.64560096e-06]), 3245: array([4.79467479e-07, 4.79888651e-07, 4.80183471e-07, 4.80389844e-07,
       4.80534306e-07, 4.80635429e-07, 4.80706215e-07, 4.80755766e-07,
       4.80790451e-07, 4.80814731e-07, 4.80831726e-07, 4.80843624e-07,
       4.80851951e-07, 4.80857781e-07, 4.80861862e-07, 4.80864718e-07,
       4.80866718e-07, 4.80868117e-07, 4.80869097e-07, 4.80869783e-07,
       4.80870263e-07, 4.80870599e-07, 4.80870834e-07, 4.80870999e-07,
       4.80871114e-07, 4.80871195e-07, 4.80871251e-07, 4.80871291e-07]), 3250: array([5.88769743e-07, 5.90610909e-07, 5.91531493e-07, 5.91991784e-07,
       5.92221930e-07, 5.92337003e-07, 5.92394539e-07, 5.92423308e-07,
       5.92437692e-07, 5.92444884e-07, 5.92448480e-07, 5.92450278e-07,
       5.92451177e-07, 5.92451626e-07, 5.92451851e-07, 5.92451963e-07,
       5.92452020e-07, 5.92452048e-07, 5.92452062e-07, 5.92452069e-07,
       5.92452072e-07, 5.92452074e-07, 5.92452075e-07, 5.92452075e-07,
       5.92452076e-07, 5.92452076e-07, 5.92452076e-07, 5.92452076e-07]), 3255: array([1.89766948e-06, 1.59079062e-06, 1.43735117e-06, 1.36063143e-06,
       1.32227156e-06, 1.30309162e-06, 1.29350165e-06, 1.28870666e-06,
       1.28630917e-06, 1.28511042e-06, 1.28451105e-06, 1.28421136e-06,
       1.28406152e-06, 1.28398660e-06, 1.28394914e-06, 1.28393041e-06,
       1.28392104e-06, 1.28391636e-06, 1.28391402e-06, 1.28391285e-06,
       1.28391226e-06, 1.28391197e-06, 1.28391182e-06, 1.28391175e-06,
       1.28391171e-06, 1.28391169e-06, 1.28391168e-06, 1.28391168e-06]), 3260: array([1.08195978e-06, 1.27607789e-06, 1.37313694e-06, 1.42166645e-06,
       1.44593121e-06, 1.45806359e-06, 1.46412977e-06, 1.46716287e-06,
       1.46867941e-06, 1.46943769e-06, 1.46981682e-06, 1.47000639e-06,
       1.47010118e-06, 1.47014857e-06, 1.47017226e-06, 1.47018411e-06,
       1.47019004e-06, 1.47019300e-06, 1.47019448e-06, 1.47019522e-06,
       1.47019559e-06, 1.47019577e-06, 1.47019587e-06, 1.47019591e-06,
       1.47019594e-06, 1.47019595e-06, 1.47019595e-06, 1.47019596e-06]), 3265: array([2.49162523e-06, 2.50052217e-06, 2.50497065e-06, 2.50719488e-06,
       2.50830700e-06, 2.50886306e-06, 2.50914109e-06, 2.50928011e-06,
       2.50934961e-06, 2.50938437e-06, 2.50940174e-06, 2.50941043e-06,
       2.50941478e-06, 2.50941695e-06, 2.50941803e-06, 2.50941858e-06,
       2.50941885e-06, 2.50941898e-06, 2.50941905e-06, 2.50941909e-06,
       2.50941910e-06, 2.50941911e-06, 2.50941912e-06, 2.50941912e-06,
       2.50941912e-06, 2.50941912e-06, 2.50941912e-06, 2.50941912e-06]), 3270: array([1.49702193e-05, 1.29248229e-05, 1.19021221e-05, 1.13907704e-05,
       1.11350938e-05, 1.10072552e-05, 1.09433358e-05, 1.09113759e-05,
       1.08953960e-05, 1.08874060e-05, 1.08834110e-05, 1.08814135e-05,
       1.08804147e-05, 1.08799153e-05, 1.08796657e-05, 1.08795408e-05,
       1.08794784e-05, 1.08794472e-05, 1.08794316e-05, 1.08794238e-05,
       1.08794199e-05, 1.08794179e-05, 1.08794169e-05, 1.08794165e-05,
       1.08794162e-05, 1.08794161e-05, 1.08794160e-05, 1.08794160e-05]), 3275: array([1.99151237e-05, 1.97640033e-05, 1.96582190e-05, 1.95841698e-05,
       1.95323353e-05, 1.94960511e-05, 1.94706521e-05, 1.94528728e-05,
       1.94404273e-05, 1.94317154e-05, 1.94256171e-05, 1.94213483e-05,
       1.94183601e-05, 1.94162684e-05, 1.94148041e-05, 1.94137792e-05,
       1.94130617e-05, 1.94125595e-05, 1.94122079e-05, 1.94119618e-05,
       1.94117896e-05, 1.94116690e-05, 1.94115846e-05, 1.94115255e-05,
       1.94114841e-05, 1.94114552e-05, 1.94114349e-05, 1.94114207e-05]), 3280: array([1.38430327e-05, 1.63960817e-05, 1.76725998e-05, 1.83108557e-05,
       1.86299820e-05, 1.87895443e-05, 1.88693251e-05, 1.89092153e-05,
       1.89291602e-05, 1.89391327e-05, 1.89441189e-05, 1.89466120e-05,
       1.89478585e-05, 1.89484818e-05, 1.89487934e-05, 1.89489492e-05,
       1.89490271e-05, 1.89490661e-05, 1.89490856e-05, 1.89490953e-05,
       1.89491002e-05, 1.89491026e-05, 1.89491038e-05, 1.89491044e-05,
       1.89491047e-05, 1.89491049e-05, 1.89491050e-05, 1.89491050e-05]), 3285: array([2.02817585e-06, 2.03039573e-06, 2.03150568e-06, 2.03206065e-06,
       2.03233814e-06, 2.03247688e-06, 2.03254625e-06, 2.03258094e-06,
       2.03259828e-06, 2.03260695e-06, 2.03261129e-06, 2.03261345e-06,
       2.03261454e-06, 2.03261508e-06, 2.03261535e-06, 2.03261549e-06,
       2.03261555e-06, 2.03261559e-06, 2.03261560e-06, 2.03261561e-06,
       2.03261562e-06, 2.03261562e-06, 2.03261562e-06, 2.03261562e-06,
       2.03261562e-06, 2.03261562e-06, 2.03261562e-06, 2.03261562e-06]), 3290: array([9.88974010e-05, 7.63782771e-05, 6.68422242e-05, 6.28040430e-05,
       6.10940160e-05, 6.03698800e-05, 6.00632340e-05, 5.99333803e-05,
       5.98783918e-05, 5.98551062e-05, 5.98452455e-05, 5.98410699e-05,
       5.98393016e-05, 5.98385528e-05, 5.98382358e-05, 5.98381015e-05,
       5.98380446e-05, 5.98380205e-05, 5.98380103e-05, 5.98380060e-05,
       5.98380042e-05, 5.98380034e-05, 5.98380031e-05, 5.98380030e-05,
       5.98380029e-05, 5.98380029e-05, 5.98380029e-05, 5.98380029e-05]), 3295: array([4.91845988e-06, 5.01155628e-06, 5.05810433e-06, 5.08137827e-06,
       5.09301521e-06, 5.09883366e-06, 5.10174287e-06, 5.10319747e-06,
       5.10392477e-06, 5.10428842e-06, 5.10447024e-06, 5.10456115e-06,
       5.10460661e-06, 5.10462934e-06, 5.10464070e-06, 5.10464638e-06,
       5.10464922e-06, 5.10465064e-06, 5.10465135e-06, 5.10465171e-06,
       5.10465189e-06, 5.10465198e-06, 5.10465202e-06, 5.10465204e-06,
       5.10465205e-06, 5.10465206e-06, 5.10465206e-06, 5.10465206e-06]), 3300: array([8.60561866e-07, 8.59196723e-07, 8.58241123e-07, 8.57572202e-07,
       8.57103958e-07, 8.56776187e-07, 8.56546747e-07, 8.56386139e-07,
       8.56273714e-07, 8.56195016e-07, 8.56139928e-07, 8.56101366e-07,
       8.56074372e-07, 8.56055477e-07, 8.56042250e-07, 8.56032992e-07,
       8.56026510e-07, 8.56021974e-07, 8.56018798e-07, 8.56016575e-07,
       8.56015019e-07, 8.56013930e-07, 8.56013167e-07, 8.56012633e-07,
       8.56012260e-07, 8.56011998e-07, 8.56011815e-07, 8.56011687e-07]), 3305: array([2.04789220e-06, 1.58501303e-06, 1.35357341e-06, 1.23785359e-06,
       1.17999368e-06, 1.15106371e-06, 1.13659873e-06, 1.12936624e-06,
       1.12574999e-06, 1.12394187e-06, 1.12303781e-06, 1.12258577e-06,
       1.12235976e-06, 1.12224675e-06, 1.12219025e-06, 1.12216200e-06,
       1.12214787e-06, 1.12214081e-06, 1.12213727e-06, 1.12213551e-06,
       1.12213463e-06, 1.12213418e-06, 1.12213396e-06, 1.12213385e-06,
       1.12213380e-06, 1.12213377e-06, 1.12213376e-06, 1.12213375e-06]), 3310: array([1.50276876e-05, 2.86450484e-05, 4.17351117e-05, 5.43182956e-05,
       6.64142277e-05, 7.80417756e-05, 8.92190764e-05, 9.99635647e-05,
       1.10292000e-04, 1.20220493e-04, 1.29764530e-04, 1.38938999e-04,
       1.47758210e-04, 1.56235919e-04, 1.64385351e-04, 1.72219217e-04,
       1.79749736e-04, 1.86988655e-04, 1.93947265e-04, 2.00636421e-04,
       2.07066556e-04, 2.13247701e-04, 2.19189497e-04, 2.24901211e-04,
       2.30391754e-04, 2.35669690e-04, 2.40743251e-04, 2.45620352e-04]), 3315: array([9.19910690e-08, 9.87612256e-08, 1.02146304e-07, 1.03838843e-07,
       1.04685113e-07, 1.05108247e-07, 1.05319815e-07, 1.05425598e-07,
       1.05478490e-07, 1.05504936e-07, 1.05518159e-07, 1.05524771e-07,
       1.05528076e-07, 1.05529729e-07, 1.05530556e-07, 1.05530969e-07,
       1.05531175e-07, 1.05531279e-07, 1.05531330e-07, 1.05531356e-07,
       1.05531369e-07, 1.05531376e-07, 1.05531379e-07, 1.05531380e-07,
       1.05531381e-07, 1.05531382e-07, 1.05531382e-07, 1.05531382e-07]), 3320: array([1.63825622e-05, 1.29239804e-05, 1.11946878e-05, 1.03300407e-05,
       9.89771666e-06, 9.68155443e-06, 9.57347321e-06, 9.51943255e-06,
       9.49241219e-06, 9.47890200e-06, 9.47214690e-06, 9.46876934e-06,
       9.46708056e-06, 9.46623617e-06, 9.46581397e-06, 9.46560288e-06,
       9.46549733e-06, 9.46544455e-06, 9.46541817e-06, 9.46540497e-06,
       9.46539838e-06, 9.46539508e-06, 9.46539343e-06, 9.46539260e-06,
       9.46539219e-06, 9.46539198e-06, 9.46539188e-06, 9.46539183e-06]), 3325: array([3.35881380e-05, 3.37149858e-05, 3.37784094e-05, 3.38101211e-05,
       3.38259769e-05, 3.38339048e-05, 3.38378687e-05, 3.38398507e-05,
       3.38408416e-05, 3.38413371e-05, 3.38415849e-05, 3.38417087e-05,
       3.38417707e-05, 3.38418016e-05, 3.38418171e-05, 3.38418249e-05,
       3.38418287e-05, 3.38418307e-05, 3.38418316e-05, 3.38418321e-05,
       3.38418324e-05, 3.38418325e-05, 3.38418325e-05, 3.38418326e-05,
       3.38418326e-05, 3.38418326e-05, 3.38418326e-05, 3.38418326e-05]), 3330: array([9.74407778e-06, 9.78020103e-06, 9.79826262e-06, 9.80729341e-06,
       9.81180880e-06, 9.81406649e-06, 9.81519533e-06, 9.81575975e-06,
       9.81604196e-06, 9.81618307e-06, 9.81625362e-06, 9.81628889e-06,
       9.81630653e-06, 9.81631535e-06, 9.81631976e-06, 9.81632197e-06,
       9.81632307e-06, 9.81632362e-06, 9.81632390e-06, 9.81632403e-06,
       9.81632410e-06, 9.81632414e-06, 9.81632415e-06, 9.81632416e-06,
       9.81632417e-06, 9.81632417e-06, 9.81632417e-06, 9.81632417e-06]), 3335: array([1.94538854e-06, 1.94978466e-06, 1.95198272e-06, 1.95308175e-06,
       1.95363127e-06, 1.95390603e-06, 1.95404340e-06, 1.95411209e-06,
       1.95414644e-06, 1.95416361e-06, 1.95417220e-06, 1.95417649e-06,
       1.95417864e-06, 1.95417971e-06, 1.95418025e-06, 1.95418051e-06,
       1.95418065e-06, 1.95418072e-06, 1.95418075e-06, 1.95418077e-06,
       1.95418077e-06, 1.95418078e-06, 1.95418078e-06, 1.95418078e-06,
       1.95418078e-06, 1.95418078e-06, 1.95418078e-06, 1.95418078e-06]), 3340: array([0.00133592, 0.00133211, 0.0013302 , 0.00132925, 0.00132877,
       0.00132854, 0.00132842, 0.00132836, 0.00132833, 0.00132831,
       0.0013283 , 0.0013283 , 0.0013283 , 0.0013283 , 0.0013283 ,
       0.0013283 , 0.0013283 , 0.0013283 , 0.0013283 , 0.0013283 ,
       0.0013283 , 0.0013283 , 0.0013283 , 0.0013283 , 0.0013283 ,
       0.0013283 , 0.0013283 , 0.0013283 ]), 3345: array([2.73545548e-06, 2.71353319e-06, 2.70257204e-06, 2.69709147e-06,
       2.69435119e-06, 2.69298105e-06, 2.69229598e-06, 2.69195344e-06,
       2.69178217e-06, 2.69169654e-06, 2.69165372e-06, 2.69163231e-06,
       2.69162161e-06, 2.69161626e-06, 2.69161358e-06, 2.69161224e-06,
       2.69161157e-06, 2.69161124e-06, 2.69161107e-06, 2.69161099e-06,
       2.69161095e-06, 2.69161093e-06, 2.69161091e-06, 2.69161091e-06,
       2.69161091e-06, 2.69161091e-06, 2.69161090e-06, 2.69161090e-06]), 3350: array([5.31719128e-07, 5.32558469e-07, 5.33146007e-07, 5.33557284e-07,
       5.33845178e-07, 5.34046703e-07, 5.34187771e-07, 5.34286519e-07,
       5.34355642e-07, 5.34404028e-07, 5.34437899e-07, 5.34461608e-07,
       5.34478204e-07, 5.34489822e-07, 5.34497954e-07, 5.34503647e-07,
       5.34507632e-07, 5.34510421e-07, 5.34512374e-07, 5.34513740e-07,
       5.34514697e-07, 5.34515367e-07, 5.34515836e-07, 5.34516164e-07,
       5.34516394e-07, 5.34516554e-07, 5.34516667e-07, 5.34516746e-07]), 3355: array([0.00698024, 0.00698021, 0.00698018, 0.00698014, 0.00698011,
       0.00698008, 0.00698004, 0.00698001, 0.00697998, 0.00697994,
       0.00697991, 0.00697988, 0.00697984, 0.00697981, 0.00697978,
       0.00697974, 0.00697971, 0.00697968, 0.00697964, 0.00697961,
       0.00697958, 0.00697954, 0.00697951, 0.00697948, 0.00697944,
       0.00697941, 0.00697938, 0.00697934]), 3360: array([4.10729079e-07, 4.08818438e-07, 4.07480989e-07, 4.06544775e-07,
       4.05889425e-07, 4.05430680e-07, 4.05109558e-07, 4.04884773e-07,
       4.04727423e-07, 4.04617279e-07, 4.04540178e-07, 4.04486207e-07,
       4.04448427e-07, 4.04421981e-07, 4.04403469e-07, 4.04390511e-07,
       4.04381440e-07, 4.04375090e-07, 4.04370646e-07, 4.04367534e-07,
       4.04365356e-07, 4.04363832e-07, 4.04362765e-07, 4.04362018e-07,
       4.04361495e-07, 4.04361129e-07, 4.04360872e-07, 4.04360693e-07]), 3365: array([4.09748607e-05, 4.09851470e-05, 4.09902901e-05, 4.09928617e-05,
       4.09941475e-05, 4.09947903e-05, 4.09951118e-05, 4.09952725e-05,
       4.09953529e-05, 4.09953930e-05, 4.09954131e-05, 4.09954232e-05,
       4.09954282e-05, 4.09954307e-05, 4.09954320e-05, 4.09954326e-05,
       4.09954329e-05, 4.09954331e-05, 4.09954331e-05, 4.09954332e-05,
       4.09954332e-05, 4.09954332e-05, 4.09954332e-05, 4.09954332e-05,
       4.09954332e-05, 4.09954332e-05, 4.09954332e-05, 4.09954332e-05]), 3370: array([1.88496142e-06, 1.89190621e-06, 1.89537861e-06, 1.89711480e-06,
       1.89798290e-06, 1.89841695e-06, 1.89863397e-06, 1.89874249e-06,
       1.89879674e-06, 1.89882387e-06, 1.89883743e-06, 1.89884422e-06,
       1.89884761e-06, 1.89884930e-06, 1.89885015e-06, 1.89885057e-06,
       1.89885079e-06, 1.89885089e-06, 1.89885095e-06, 1.89885097e-06,
       1.89885099e-06, 1.89885099e-06, 1.89885100e-06, 1.89885100e-06,
       1.89885100e-06, 1.89885100e-06, 1.89885100e-06, 1.89885100e-06]), 3375: array([3.11454718e-06, 3.11876902e-06, 3.12087994e-06, 3.12193540e-06,
       3.12246313e-06, 3.12272699e-06, 3.12285893e-06, 3.12292489e-06,
       3.12295787e-06, 3.12297437e-06, 3.12298261e-06, 3.12298673e-06,
       3.12298880e-06, 3.12298983e-06, 3.12299034e-06, 3.12299060e-06,
       3.12299073e-06, 3.12299079e-06, 3.12299082e-06, 3.12299084e-06,
       3.12299085e-06, 3.12299085e-06, 3.12299086e-06, 3.12299086e-06,
       3.12299086e-06, 3.12299086e-06, 3.12299086e-06, 3.12299086e-06]), 3380: array([7.41721411e-06, 7.23387992e-06, 7.14221300e-06, 7.09637963e-06,
       7.07346299e-06, 7.06200469e-06, 7.05627555e-06, 7.05341099e-06,
       7.05197871e-06, 7.05126257e-06, 7.05090451e-06, 7.05072547e-06,
       7.05063596e-06, 7.05059120e-06, 7.05056882e-06, 7.05055763e-06,
       7.05055203e-06, 7.05054924e-06, 7.05054784e-06, 7.05054714e-06,
       7.05054679e-06, 7.05054661e-06, 7.05054653e-06, 7.05054648e-06,
       7.05054646e-06, 7.05054645e-06, 7.05054644e-06, 7.05054644e-06]), 3385: array([1.22992011e-06, 1.43478420e-06, 1.53721620e-06, 1.58843217e-06,
       1.61404015e-06, 1.62684413e-06, 1.63324612e-06, 1.63644711e-06,
       1.63804761e-06, 1.63884785e-06, 1.63924798e-06, 1.63944804e-06,
       1.63954807e-06, 1.63959808e-06, 1.63962309e-06, 1.63963560e-06,
       1.63964185e-06, 1.63964497e-06, 1.63964654e-06, 1.63964732e-06,
       1.63964771e-06, 1.63964790e-06, 1.63964800e-06, 1.63964805e-06,
       1.63964808e-06, 1.63964809e-06, 1.63964809e-06, 1.63964810e-06]), 3390: array([1.24749163e-06, 1.24324503e-06, 1.24027241e-06, 1.23819157e-06,
       1.23673499e-06, 1.23571538e-06, 1.23500165e-06, 1.23450204e-06,
       1.23415232e-06, 1.23390751e-06, 1.23373614e-06, 1.23361619e-06,
       1.23353222e-06, 1.23347344e-06, 1.23343230e-06, 1.23340349e-06,
       1.23338333e-06, 1.23336922e-06, 1.23335934e-06, 1.23335243e-06,
       1.23334759e-06, 1.23334420e-06, 1.23334183e-06, 1.23334017e-06,
       1.23333900e-06, 1.23333819e-06, 1.23333762e-06, 1.23333722e-06]), 3395: array([1.55024634e-05, 1.54694126e-05, 1.54528871e-05, 1.54446244e-05,
       1.54404931e-05, 1.54384274e-05, 1.54373945e-05, 1.54368781e-05,
       1.54366199e-05, 1.54364908e-05, 1.54364263e-05, 1.54363940e-05,
       1.54363779e-05, 1.54363698e-05, 1.54363657e-05, 1.54363637e-05,
       1.54363627e-05, 1.54363622e-05, 1.54363620e-05, 1.54363618e-05,
       1.54363618e-05, 1.54363617e-05, 1.54363617e-05, 1.54363617e-05,
       1.54363617e-05, 1.54363617e-05, 1.54363617e-05, 1.54363617e-05]), 3400: array([1.81681656e-05, 1.81219252e-05, 1.80895569e-05, 1.80668990e-05,
       1.80510385e-05, 1.80399361e-05, 1.80321645e-05, 1.80267243e-05,
       1.80229162e-05, 1.80202505e-05, 1.80183845e-05, 1.80170783e-05,
       1.80161640e-05, 1.80155239e-05, 1.80150759e-05, 1.80147623e-05,
       1.80145427e-05, 1.80143891e-05, 1.80142815e-05, 1.80142062e-05,
       1.80141535e-05, 1.80141166e-05, 1.80140908e-05, 1.80140727e-05,
       1.80140600e-05, 1.80140512e-05, 1.80140450e-05, 1.80140406e-05]), 3405: array([6.48254481e-05, 7.41666683e-05, 7.88106449e-05, 8.11193924e-05,
       8.22671836e-05, 8.28378066e-05, 8.31214911e-05, 8.32625246e-05,
       8.33326392e-05, 8.33674966e-05, 8.33848259e-05, 8.33934412e-05,
       8.33977242e-05, 8.33998535e-05, 8.34009121e-05, 8.34014384e-05,
       8.34017000e-05, 8.34018301e-05, 8.34018948e-05, 8.34019269e-05,
       8.34019429e-05, 8.34019508e-05, 8.34019548e-05, 8.34019568e-05,
       8.34019577e-05, 8.34019582e-05, 8.34019585e-05, 8.34019586e-05]), 3410: array([2.18760060e-06, 2.25884221e-06, 2.29446301e-06, 2.31227341e-06,
       2.32117860e-06, 2.32563120e-06, 2.32785750e-06, 2.32897064e-06,
       2.32952722e-06, 2.32980551e-06, 2.32994465e-06, 2.33001422e-06,
       2.33004901e-06, 2.33006640e-06, 2.33007510e-06, 2.33007944e-06,
       2.33008162e-06, 2.33008271e-06, 2.33008325e-06, 2.33008352e-06,
       2.33008366e-06, 2.33008372e-06, 2.33008376e-06, 2.33008378e-06,
       2.33008378e-06, 2.33008379e-06, 2.33008379e-06, 2.33008379e-06]), 3415: array([7.91133357e-05, 7.86353797e-05, 7.83007867e-05, 7.80665548e-05,
       7.79025808e-05, 7.77877908e-05, 7.77074321e-05, 7.76511769e-05,
       7.76117955e-05, 7.75842266e-05, 7.75649269e-05, 7.75514162e-05,
       7.75419581e-05, 7.75353369e-05, 7.75307017e-05, 7.75274568e-05,
       7.75251853e-05, 7.75235951e-05, 7.75224819e-05, 7.75217026e-05,
       7.75211570e-05, 7.75207751e-05, 7.75205077e-05, 7.75203206e-05,
       7.75201895e-05, 7.75200978e-05, 7.75200336e-05, 7.75199886e-05]), 3420: array([5.23162882e-05, 5.26264343e-05, 5.27815043e-05, 5.28590377e-05,
       5.28978037e-05, 5.29171862e-05, 5.29268773e-05, 5.29317228e-05,
       5.29341455e-05, 5.29353568e-05, 5.29359624e-05, 5.29362652e-05,
       5.29364166e-05, 5.29364923e-05, 5.29365302e-05, 5.29365491e-05,
       5.29365586e-05, 5.29365633e-05, 5.29365657e-05, 5.29365669e-05,
       5.29365675e-05, 5.29365677e-05, 5.29365679e-05, 5.29365680e-05,
       5.29365680e-05, 5.29365680e-05, 5.29365680e-05, 5.29365680e-05]), 3425: array([1.28303079e-06, 1.28664416e-06, 1.28917352e-06, 1.29094407e-06,
       1.29218345e-06, 1.29305102e-06, 1.29365832e-06, 1.29408343e-06,
       1.29438100e-06, 1.29458931e-06, 1.29473512e-06, 1.29483719e-06,
       1.29490864e-06, 1.29495865e-06, 1.29499366e-06, 1.29501817e-06,
       1.29503532e-06, 1.29504733e-06, 1.29505573e-06, 1.29506162e-06,
       1.29506574e-06, 1.29506862e-06, 1.29507064e-06, 1.29507205e-06,
       1.29507304e-06, 1.29507373e-06, 1.29507422e-06, 1.29507456e-06]), 3430: array([1.29602497e-06, 1.29392564e-06, 1.29245610e-06, 1.29142743e-06,
       1.29070736e-06, 1.29020331e-06, 1.28985047e-06, 1.28960349e-06,
       1.28943060e-06, 1.28930957e-06, 1.28922486e-06, 1.28916556e-06,
       1.28912405e-06, 1.28909499e-06, 1.28907465e-06, 1.28906041e-06,
       1.28905044e-06, 1.28904347e-06, 1.28903858e-06, 1.28903516e-06,
       1.28903277e-06, 1.28903110e-06, 1.28902992e-06, 1.28902910e-06,
       1.28902853e-06, 1.28902813e-06, 1.28902785e-06, 1.28902765e-06]), 3435: array([6.58333132e-06, 6.57143057e-06, 6.56310004e-06, 6.55726867e-06,
       6.55318671e-06, 6.55032933e-06, 6.54832917e-06, 6.54692906e-06,
       6.54594898e-06, 6.54526292e-06, 6.54478268e-06, 6.54444651e-06,
       6.54421119e-06, 6.54404647e-06, 6.54393117e-06, 6.54385045e-06,
       6.54379395e-06, 6.54375440e-06, 6.54372672e-06, 6.54370734e-06,
       6.54369377e-06, 6.54368428e-06, 6.54367763e-06, 6.54367298e-06,
       6.54366972e-06, 6.54366744e-06, 6.54366584e-06, 6.54366473e-06]), 3440: array([2.02858064e-05, 2.01703184e-05, 2.00894767e-05, 2.00328875e-05,
       1.99932749e-05, 1.99655461e-05, 1.99461360e-05, 1.99325488e-05,
       1.99230378e-05, 1.99163801e-05, 1.99117197e-05, 1.99084574e-05,
       1.99061738e-05, 1.99045753e-05, 1.99034563e-05, 1.99026730e-05,
       1.99021247e-05, 1.99017409e-05, 1.99014722e-05, 1.99012842e-05,
       1.99011525e-05, 1.99010604e-05, 1.99009959e-05, 1.99009507e-05,
       1.99009191e-05, 1.99008970e-05, 1.99008815e-05, 1.99008706e-05]), 3445: array([8.81994266e-06, 1.04379449e-05, 1.12469439e-05, 1.16514423e-05,
       1.18536910e-05, 1.19548151e-05, 1.20053770e-05, 1.20306579e-05,
       1.20432983e-05, 1.20496185e-05, 1.20527786e-05, 1.20543586e-05,
       1.20551486e-05, 1.20555436e-05, 1.20557411e-05, 1.20558399e-05,
       1.20558893e-05, 1.20559139e-05, 1.20559263e-05, 1.20559325e-05,
       1.20559356e-05, 1.20559371e-05, 1.20559379e-05, 1.20559383e-05,
       1.20559384e-05, 1.20559385e-05, 1.20559386e-05, 1.20559386e-05]), 3450: array([6.78058533e-06, 6.73336635e-06, 6.70031305e-06, 6.67717573e-06,
       6.66097960e-06, 6.64964231e-06, 6.64170620e-06, 6.63615092e-06,
       6.63226222e-06, 6.62954013e-06, 6.62763467e-06, 6.62630084e-06,
       6.62536716e-06, 6.62471359e-06, 6.62425609e-06, 6.62393583e-06,
       6.62371166e-06, 6.62355473e-06, 6.62344489e-06, 6.62336799e-06,
       6.62331417e-06, 6.62327649e-06, 6.62325012e-06, 6.62323166e-06,
       6.62321873e-06, 6.62320969e-06, 6.62320335e-06, 6.62319892e-06]), 3455: array([8.52222717e-06, 8.54459037e-06, 8.56024460e-06, 8.57120254e-06,
       8.57887310e-06, 8.58424248e-06, 8.58800104e-06, 8.59063204e-06,
       8.59247373e-06, 8.59376291e-06, 8.59466534e-06, 8.59529704e-06,
       8.59573923e-06, 8.59604876e-06, 8.59626543e-06, 8.59641710e-06,
       8.59652327e-06, 8.59659759e-06, 8.59664961e-06, 8.59668602e-06,
       8.59671152e-06, 8.59672936e-06, 8.59674185e-06, 8.59675059e-06,
       8.59675671e-06, 8.59676100e-06, 8.59676400e-06, 8.59676610e-06]), 3460: array([6.11169492e-06, 7.24384906e-06, 7.80992492e-06, 8.09296225e-06,
       8.23448062e-06, 8.30523965e-06, 8.34061909e-06, 8.35830877e-06,
       8.36715359e-06, 8.37157600e-06, 8.37378719e-06, 8.37489279e-06,
       8.37544559e-06, 8.37572198e-06, 8.37586018e-06, 8.37592928e-06,
       8.37596383e-06, 8.37598111e-06, 8.37598974e-06, 8.37599406e-06,
       8.37599622e-06, 8.37599730e-06, 8.37599784e-06, 8.37599811e-06,
       8.37599824e-06, 8.37599831e-06, 8.37599835e-06, 8.37599836e-06]), 3465: array([8.59815131e-06, 8.53531948e-06, 8.49133718e-06, 8.46054956e-06,
       8.43899821e-06, 8.42391226e-06, 8.41335209e-06, 8.40595997e-06,
       8.40078548e-06, 8.39716333e-06, 8.39462783e-06, 8.39285298e-06,
       8.39161058e-06, 8.39074090e-06, 8.39013213e-06, 8.38970599e-06,
       8.38940769e-06, 8.38919888e-06, 8.38905271e-06, 8.38895039e-06,
       8.38887877e-06, 8.38882863e-06, 8.38879354e-06, 8.38876897e-06,
       8.38875178e-06, 8.38873974e-06, 8.38873131e-06, 8.38872541e-06]), 3470: array([6.03755731e-05, 5.96264084e-05, 5.92518263e-05, 5.90645353e-05,
       5.89708899e-05, 5.89240672e-05, 5.89006559e-05, 5.88889502e-05,
       5.88830974e-05, 5.88801710e-05, 5.88787078e-05, 5.88779762e-05,
       5.88776104e-05, 5.88774275e-05, 5.88773360e-05, 5.88772903e-05,
       5.88772674e-05, 5.88772560e-05, 5.88772503e-05, 5.88772474e-05,
       5.88772460e-05, 5.88772453e-05, 5.88772449e-05, 5.88772447e-05,
       5.88772446e-05, 5.88772446e-05, 5.88772446e-05, 5.88772446e-05]), 3475: array([2.10785234e-05, 2.11267226e-05, 2.11604619e-05, 2.11840795e-05,
       2.12006117e-05, 2.12121843e-05, 2.12202850e-05, 2.12259556e-05,
       2.12299249e-05, 2.12327035e-05, 2.12346485e-05, 2.12360100e-05,
       2.12369630e-05, 2.12376301e-05, 2.12380971e-05, 2.12384240e-05,
       2.12386528e-05, 2.12388130e-05, 2.12389251e-05, 2.12390036e-05,
       2.12390586e-05, 2.12390970e-05, 2.12391240e-05, 2.12391428e-05,
       2.12391560e-05, 2.12391652e-05, 2.12391717e-05, 2.12391762e-05]), 3480: array([1.72905871e-07, 1.72452308e-07, 1.72134814e-07, 1.71912568e-07,
       1.71756996e-07, 1.71648095e-07, 1.71571865e-07, 1.71518503e-07,
       1.71481151e-07, 1.71455004e-07, 1.71436701e-07, 1.71423889e-07,
       1.71414920e-07, 1.71408642e-07, 1.71404248e-07, 1.71401172e-07,
       1.71399018e-07, 1.71397511e-07, 1.71396456e-07, 1.71395717e-07,
       1.71395200e-07, 1.71394838e-07, 1.71394585e-07, 1.71394408e-07,
       1.71394283e-07, 1.71394197e-07, 1.71394136e-07, 1.71394093e-07]), 3485: array([7.85946816e-06, 7.81695747e-06, 7.78719997e-06, 7.76636972e-06,
       7.75178853e-06, 7.74158169e-06, 7.73443690e-06, 7.72943555e-06,
       7.72593460e-06, 7.72348393e-06, 7.72176847e-06, 7.72056764e-06,
       7.71972706e-06, 7.71913865e-06, 7.71872677e-06, 7.71843845e-06,
       7.71823663e-06, 7.71809535e-06, 7.71799646e-06, 7.71792723e-06,
       7.71787877e-06, 7.71784485e-06, 7.71782111e-06, 7.71780449e-06,
       7.71779285e-06, 7.71778471e-06, 7.71777901e-06, 7.71777502e-06]), 3490: array([4.22598937e-05, 5.18103934e-05, 6.13604974e-05, 7.09102057e-05,
       8.04595184e-05, 9.00084354e-05, 9.95569568e-05, 1.09105083e-04,
       1.18652813e-04, 1.28200147e-04, 1.37747087e-04, 1.47293630e-04,
       1.56839778e-04, 1.66385530e-04, 1.75930887e-04, 1.85475849e-04,
       1.95020415e-04, 2.04564586e-04, 2.14108361e-04, 2.23651740e-04,
       2.33194725e-04, 2.42737314e-04, 2.52279507e-04, 2.61821305e-04,
       2.71362708e-04, 2.80903716e-04, 2.90444328e-04, 2.99984545e-04]), 3495: array([4.86394892e-06, 5.64080955e-06, 6.02923942e-06, 6.22345413e-06,
       6.32056137e-06, 6.36911493e-06, 6.39339169e-06, 6.40553005e-06,
       6.41159923e-06, 6.41463381e-06, 6.41615110e-06, 6.41690975e-06,
       6.41728907e-06, 6.41747873e-06, 6.41757356e-06, 6.41762097e-06,
       6.41764468e-06, 6.41765653e-06, 6.41766246e-06, 6.41766542e-06,
       6.41766691e-06, 6.41766765e-06, 6.41766802e-06, 6.41766820e-06,
       6.41766829e-06, 6.41766834e-06, 6.41766836e-06, 6.41766838e-06]), 3500: array([2.22369356e-05, 1.72957047e-05, 1.48241142e-05, 1.35878313e-05,
       1.29694459e-05, 1.26601311e-05, 1.25054127e-05, 1.24280230e-05,
       1.23893128e-05, 1.23699501e-05, 1.23602650e-05, 1.23554205e-05,
       1.23529973e-05, 1.23517852e-05, 1.23511789e-05, 1.23508756e-05,
       1.23507240e-05, 1.23506481e-05, 1.23506101e-05, 1.23505911e-05,
       1.23505816e-05, 1.23505769e-05, 1.23505745e-05, 1.23505733e-05,
       1.23505727e-05, 1.23505724e-05, 1.23505723e-05, 1.23505722e-05]), 3505: array([3.71420032e-05, 3.70645169e-05, 3.70257739e-05, 3.70064024e-05,
       3.69967168e-05, 3.69918739e-05, 3.69894526e-05, 3.69882419e-05,
       3.69876365e-05, 3.69873338e-05, 3.69871825e-05, 3.69871068e-05,
       3.69870690e-05, 3.69870501e-05, 3.69870406e-05, 3.69870359e-05,
       3.69870335e-05, 3.69870324e-05, 3.69870318e-05, 3.69870315e-05,
       3.69870313e-05, 3.69870312e-05, 3.69870312e-05, 3.69870312e-05,
       3.69870312e-05, 3.69870312e-05, 3.69870312e-05, 3.69870312e-05]), 3510: array([4.88962182e-06, 4.90651200e-06, 4.91495709e-06, 4.91917962e-06,
       4.92129089e-06, 4.92234652e-06, 4.92287434e-06, 4.92313825e-06,
       4.92327020e-06, 4.92333618e-06, 4.92336917e-06, 4.92338566e-06,
       4.92339391e-06, 4.92339803e-06, 4.92340009e-06, 4.92340112e-06,
       4.92340164e-06, 4.92340190e-06, 4.92340202e-06, 4.92340209e-06,
       4.92340212e-06, 4.92340214e-06, 4.92340215e-06, 4.92340215e-06,
       4.92340215e-06, 4.92340215e-06, 4.92340215e-06, 4.92340215e-06]), 3515: array([6.11140165e-07, 6.51079900e-07, 6.71049766e-07, 6.81034698e-07,
       6.86027164e-07, 6.88523396e-07, 6.89771513e-07, 6.90395571e-07,
       6.90707600e-07, 6.90863614e-07, 6.90941621e-07, 6.90980625e-07,
       6.91000127e-07, 6.91009878e-07, 6.91014753e-07, 6.91017191e-07,
       6.91018410e-07, 6.91019019e-07, 6.91019324e-07, 6.91019476e-07,
       6.91019552e-07, 6.91019590e-07, 6.91019609e-07, 6.91019619e-07,
       6.91019624e-07, 6.91019626e-07, 6.91019627e-07, 6.91019628e-07]), 3520: array([1.50800370e-05, 1.17697452e-05, 1.01145752e-05, 9.28697804e-06,
       8.87317343e-06, 8.66626810e-06, 8.56281393e-06, 8.51108609e-06,
       8.48522179e-06, 8.47228945e-06, 8.46582319e-06, 8.46259001e-06,
       8.46097340e-06, 8.46016508e-06, 8.45976091e-06, 8.45955883e-06,
       8.45945778e-06, 8.45940726e-06, 8.45938200e-06, 8.45936937e-06,
       8.45936305e-06, 8.45935989e-06, 8.45935831e-06, 8.45935752e-06,
       8.45935713e-06, 8.45935693e-06, 8.45935683e-06, 8.45935678e-06]), 3525: array([1.42695776e-06, 1.42536303e-06, 1.42456567e-06, 1.42416699e-06,
       1.42396765e-06, 1.42386798e-06, 1.42381814e-06, 1.42379323e-06,
       1.42378077e-06, 1.42377454e-06, 1.42377142e-06, 1.42376987e-06,
       1.42376909e-06, 1.42376870e-06, 1.42376850e-06, 1.42376841e-06,
       1.42376836e-06, 1.42376833e-06, 1.42376832e-06, 1.42376832e-06,
       1.42376831e-06, 1.42376831e-06, 1.42376831e-06, 1.42376831e-06,
       1.42376831e-06, 1.42376831e-06, 1.42376831e-06, 1.42376831e-06]), 3530: array([8.85617999e-07, 8.87763400e-07, 8.89265180e-07, 8.90316427e-07,
       8.91052299e-07, 8.91567409e-07, 8.91927987e-07, 8.92180391e-07,
       8.92357074e-07, 8.92480752e-07, 8.92567326e-07, 8.92627928e-07,
       8.92670350e-07, 8.92700045e-07, 8.92720832e-07, 8.92735382e-07,
       8.92745568e-07, 8.92752697e-07, 8.92757688e-07, 8.92761182e-07,
       8.92763627e-07, 8.92765339e-07, 8.92766537e-07, 8.92767376e-07,
       8.92767963e-07, 8.92768374e-07, 8.92768662e-07, 8.92768864e-07]), 3535: array([2.38895573e-07, 2.39181903e-07, 2.39325067e-07, 2.39396650e-07,
       2.39432441e-07, 2.39450336e-07, 2.39459284e-07, 2.39463758e-07,
       2.39465995e-07, 2.39467113e-07, 2.39467673e-07, 2.39467952e-07,
       2.39468092e-07, 2.39468162e-07, 2.39468197e-07, 2.39468214e-07,
       2.39468223e-07, 2.39468228e-07, 2.39468230e-07, 2.39468231e-07,
       2.39468231e-07, 2.39468232e-07, 2.39468232e-07, 2.39468232e-07,
       2.39468232e-07, 2.39468232e-07, 2.39468232e-07, 2.39468232e-07]), 3540: array([7.42937082e-06, 8.00570574e-06, 8.29387251e-06, 8.43795555e-06,
       8.50999690e-06, 8.54601749e-06, 8.56402775e-06, 8.57303285e-06,
       8.57753539e-06, 8.57978666e-06, 8.58091229e-06, 8.58147510e-06,
       8.58175651e-06, 8.58189721e-06, 8.58196756e-06, 8.58200274e-06,
       8.58202033e-06, 8.58202912e-06, 8.58203352e-06, 8.58203572e-06,
       8.58203681e-06, 8.58203736e-06, 8.58203764e-06, 8.58203778e-06,
       8.58203784e-06, 8.58203788e-06, 8.58203790e-06, 8.58203791e-06]), 3545: array([1.50459041e-06, 1.69319143e-06, 1.78749189e-06, 1.83464210e-06,
       1.85821718e-06, 1.87000472e-06, 1.87589849e-06, 1.87884537e-06,
       1.88031881e-06, 1.88105553e-06, 1.88142389e-06, 1.88160807e-06,
       1.88170016e-06, 1.88174620e-06, 1.88176922e-06, 1.88178074e-06,
       1.88178649e-06, 1.88178937e-06, 1.88179081e-06, 1.88179153e-06,
       1.88179189e-06, 1.88179207e-06, 1.88179216e-06, 1.88179220e-06,
       1.88179222e-06, 1.88179224e-06, 1.88179224e-06, 1.88179224e-06]), 3550: array([1.84420857e-06, 1.83118371e-06, 1.82206631e-06, 1.81568412e-06,
       1.81121659e-06, 1.80808932e-06, 1.80590023e-06, 1.80436787e-06,
       1.80329521e-06, 1.80254436e-06, 1.80201876e-06, 1.80165084e-06,
       1.80139329e-06, 1.80121301e-06, 1.80108681e-06, 1.80099848e-06,
       1.80093664e-06, 1.80089335e-06, 1.80086305e-06, 1.80084184e-06,
       1.80082700e-06, 1.80081660e-06, 1.80080933e-06, 1.80080424e-06,
       1.80080067e-06, 1.80079818e-06, 1.80079643e-06, 1.80079521e-06]), 3555: array([1.11935245e-05, 1.11694309e-05, 1.11525653e-05, 1.11407594e-05,
       1.11324953e-05, 1.11267104e-05, 1.11226609e-05, 1.11198263e-05,
       1.11178421e-05, 1.11164532e-05, 1.11154809e-05, 1.11148003e-05,
       1.11143239e-05, 1.11139904e-05, 1.11137570e-05, 1.11135935e-05,
       1.11134792e-05, 1.11133991e-05, 1.11133430e-05, 1.11133038e-05,
       1.11132763e-05, 1.11132571e-05, 1.11132437e-05, 1.11132342e-05,
       1.11132276e-05, 1.11132230e-05, 1.11132198e-05, 1.11132175e-05]), 3560: array([1.59808851e-07, 1.59716356e-07, 1.59670109e-07, 1.59646986e-07,
       1.59635424e-07, 1.59629643e-07, 1.59626753e-07, 1.59625307e-07,
       1.59624585e-07, 1.59624223e-07, 1.59624043e-07, 1.59623953e-07,
       1.59623907e-07, 1.59623885e-07, 1.59623873e-07, 1.59623868e-07,
       1.59623865e-07, 1.59623864e-07, 1.59623863e-07, 1.59623863e-07,
       1.59623862e-07, 1.59623862e-07, 1.59623862e-07, 1.59623862e-07,
       1.59623862e-07, 1.59623862e-07, 1.59623862e-07, 1.59623862e-07]), 3565: array([4.06721604e-06, 4.06545830e-06, 4.06457943e-06, 4.06413999e-06,
       4.06392028e-06, 4.06381042e-06, 4.06375549e-06, 4.06372802e-06,
       4.06371429e-06, 4.06370743e-06, 4.06370399e-06, 4.06370228e-06,
       4.06370142e-06, 4.06370099e-06, 4.06370077e-06, 4.06370067e-06,
       4.06370061e-06, 4.06370059e-06, 4.06370057e-06, 4.06370057e-06,
       4.06370056e-06, 4.06370056e-06, 4.06370056e-06, 4.06370056e-06,
       4.06370056e-06, 4.06370056e-06, 4.06370056e-06, 4.06370056e-06]), 3570: array([6.70128651e-06, 6.71619920e-06, 6.72365555e-06, 6.72738373e-06,
       6.72924782e-06, 6.73017987e-06, 6.73064590e-06, 6.73087891e-06,
       6.73099541e-06, 6.73105367e-06, 6.73108279e-06, 6.73109736e-06,
       6.73110464e-06, 6.73110828e-06, 6.73111010e-06, 6.73111101e-06,
       6.73111147e-06, 6.73111169e-06, 6.73111181e-06, 6.73111186e-06,
       6.73111189e-06, 6.73111191e-06, 6.73111191e-06, 6.73111192e-06,
       6.73111192e-06, 6.73111192e-06, 6.73111192e-06, 6.73111192e-06]), 3575: array([8.81012010e-06, 9.30886531e-06, 9.55823701e-06, 9.68292240e-06,
       9.74526487e-06, 9.77643600e-06, 9.79202150e-06, 9.79981423e-06,
       9.80371057e-06, 9.80565874e-06, 9.80663282e-06, 9.80711986e-06,
       9.80736338e-06, 9.80748513e-06, 9.80754601e-06, 9.80757645e-06,
       9.80759167e-06, 9.80759928e-06, 9.80760309e-06, 9.80760499e-06,
       9.80760594e-06, 9.80760642e-06, 9.80760665e-06, 9.80760677e-06,
       9.80760683e-06, 9.80760686e-06, 9.80760688e-06, 9.80760689e-06]), 3580: array([4.29762199e-06, 4.29897992e-06, 4.29965888e-06, 4.29999836e-06,
       4.30016810e-06, 4.30025297e-06, 4.30029541e-06, 4.30031663e-06,
       4.30032724e-06, 4.30033254e-06, 4.30033519e-06, 4.30033652e-06,
       4.30033718e-06, 4.30033751e-06, 4.30033768e-06, 4.30033776e-06,
       4.30033780e-06, 4.30033782e-06, 4.30033783e-06, 4.30033784e-06,
       4.30033784e-06, 4.30033784e-06, 4.30033784e-06, 4.30033784e-06,
       4.30033784e-06, 4.30033784e-06, 4.30033784e-06, 4.30033784e-06]), 3585: array([4.54863409e-06, 4.80323937e-06, 4.93054180e-06, 4.99419291e-06,
       5.02601842e-06, 5.04193114e-06, 5.04988749e-06, 5.05386566e-06,
       5.05585474e-06, 5.05684928e-06, 5.05734655e-06, 5.05759519e-06,
       5.05771950e-06, 5.05778166e-06, 5.05781274e-06, 5.05782828e-06,
       5.05783605e-06, 5.05783993e-06, 5.05784188e-06, 5.05784285e-06,
       5.05784333e-06, 5.05784358e-06, 5.05784370e-06, 5.05784376e-06,
       5.05784379e-06, 5.05784380e-06, 5.05784381e-06, 5.05784382e-06]), 3590: array([2.47035984e-06, 2.47130024e-06, 2.47177043e-06, 2.47200553e-06,
       2.47212308e-06, 2.47218186e-06, 2.47221124e-06, 2.47222594e-06,
       2.47223328e-06, 2.47223696e-06, 2.47223879e-06, 2.47223971e-06,
       2.47224017e-06, 2.47224040e-06, 2.47224052e-06, 2.47224057e-06,
       2.47224060e-06, 2.47224062e-06, 2.47224062e-06, 2.47224063e-06,
       2.47224063e-06, 2.47224063e-06, 2.47224063e-06, 2.47224063e-06,
       2.47224063e-06, 2.47224063e-06, 2.47224063e-06, 2.47224063e-06]), 3595: array([1.26777142e-05, 1.49610270e-05, 1.61026788e-05, 1.66735023e-05,
       1.69589129e-05, 1.71016176e-05, 1.71729697e-05, 1.72086456e-05,
       1.72264835e-05, 1.72354024e-05, 1.72398618e-05, 1.72420915e-05,
       1.72432064e-05, 1.72437638e-05, 1.72440425e-05, 1.72441818e-05,
       1.72442515e-05, 1.72442864e-05, 1.72443038e-05, 1.72443125e-05,
       1.72443168e-05, 1.72443190e-05, 1.72443201e-05, 1.72443207e-05,
       1.72443209e-05, 1.72443211e-05, 1.72443211e-05, 1.72443212e-05]), 3600: array([5.06547888e-07, 5.03441058e-07, 5.01887642e-07, 5.01110934e-07,
       5.00722580e-07, 5.00528403e-07, 5.00431315e-07, 5.00382771e-07,
       5.00358499e-07, 5.00346362e-07, 5.00340294e-07, 5.00337260e-07,
       5.00335743e-07, 5.00334985e-07, 5.00334606e-07, 5.00334416e-07,
       5.00334321e-07, 5.00334274e-07, 5.00334250e-07, 5.00334238e-07,
       5.00334232e-07, 5.00334229e-07, 5.00334228e-07, 5.00334227e-07,
       5.00334227e-07, 5.00334227e-07, 5.00334226e-07, 5.00334226e-07]), 3605: array([1.32044694e-05, 1.32241320e-05, 1.32378959e-05, 1.32475306e-05,
       1.32542748e-05, 1.32589958e-05, 1.32623005e-05, 1.32646138e-05,
       1.32662331e-05, 1.32673666e-05, 1.32681600e-05, 1.32687154e-05,
       1.32691042e-05, 1.32693764e-05, 1.32695669e-05, 1.32697002e-05,
       1.32697936e-05, 1.32698589e-05, 1.32699047e-05, 1.32699367e-05,
       1.32699591e-05, 1.32699748e-05, 1.32699858e-05, 1.32699935e-05,
       1.32699988e-05, 1.32700026e-05, 1.32700052e-05, 1.32700071e-05]), 3610: array([3.96175210e-06, 3.94468725e-06, 3.93274185e-06, 3.92438006e-06,
       3.91852681e-06, 3.91442954e-06, 3.91156144e-06, 3.90955378e-06,
       3.90814841e-06, 3.90716466e-06, 3.90647603e-06, 3.90599398e-06,
       3.90565656e-06, 3.90542036e-06, 3.90525502e-06, 3.90513928e-06,
       3.90505826e-06, 3.90500155e-06, 3.90496185e-06, 3.90493406e-06,
       3.90491461e-06, 3.90490099e-06, 3.90489146e-06, 3.90488479e-06,
       3.90488012e-06, 3.90487685e-06, 3.90487456e-06, 3.90487296e-06]), 3615: array([9.08004589e-05, 9.07824256e-05, 9.07734090e-05, 9.07689008e-05,
       9.07666467e-05, 9.07655196e-05, 9.07649561e-05, 9.07646743e-05,
       9.07645335e-05, 9.07644630e-05, 9.07644278e-05, 9.07644102e-05,
       9.07644014e-05, 9.07643970e-05, 9.07643948e-05, 9.07643937e-05,
       9.07643931e-05, 9.07643929e-05, 9.07643927e-05, 9.07643927e-05,
       9.07643926e-05, 9.07643926e-05, 9.07643926e-05, 9.07643926e-05,
       9.07643926e-05, 9.07643926e-05, 9.07643926e-05, 9.07643926e-05]), 3620: array([4.08937278e-06, 7.31261305e-06, 9.95969434e-06, 1.21336059e-05,
       1.39189276e-05, 1.53851204e-05, 1.65892290e-05, 1.75781014e-05,
       1.83902115e-05, 1.90571556e-05, 1.96048825e-05, 2.00547024e-05,
       2.04241163e-05, 2.07274970e-05, 2.09766479e-05, 2.11812627e-05,
       2.13493023e-05, 2.14873046e-05, 2.16006387e-05, 2.16937143e-05,
       2.17701524e-05, 2.18329271e-05, 2.18844807e-05, 2.19268191e-05,
       2.19615894e-05, 2.19901444e-05, 2.20135952e-05, 2.20328542e-05]), 3625: array([2.60616330e-06, 2.59670166e-06, 2.59007841e-06, 2.58544206e-06,
       2.58219657e-06, 2.57992468e-06, 2.57833434e-06, 2.57722108e-06,
       2.57644179e-06, 2.57589627e-06, 2.57551441e-06, 2.57524710e-06,
       2.57505998e-06, 2.57492899e-06, 2.57483730e-06, 2.57477311e-06,
       2.57472818e-06, 2.57469673e-06, 2.57467471e-06, 2.57465930e-06,
       2.57464851e-06, 2.57464096e-06, 2.57463568e-06, 2.57463197e-06,
       2.57462938e-06, 2.57462757e-06, 2.57462630e-06, 2.57462541e-06]), 3630: array([1.98017390e-05, 1.96390306e-05, 1.95576762e-05, 1.95169990e-05,
       1.94966603e-05, 1.94864910e-05, 1.94814063e-05, 1.94788640e-05,
       1.94775928e-05, 1.94769572e-05, 1.94766394e-05, 1.94764805e-05,
       1.94764011e-05, 1.94763613e-05, 1.94763415e-05, 1.94763315e-05,
       1.94763266e-05, 1.94763241e-05, 1.94763229e-05, 1.94763222e-05,
       1.94763219e-05, 1.94763218e-05, 1.94763217e-05, 1.94763217e-05,
       1.94763216e-05, 1.94763216e-05, 1.94763216e-05, 1.94763216e-05]), 3635: array([6.42379957e-06, 6.44324060e-06, 6.45684930e-06, 6.46637538e-06,
       6.47304364e-06, 6.47771141e-06, 6.48097885e-06, 6.48326605e-06,
       6.48486709e-06, 6.48598782e-06, 6.48677233e-06, 6.48732148e-06,
       6.48770589e-06, 6.48797498e-06, 6.48816334e-06, 6.48829519e-06,
       6.48838748e-06, 6.48845209e-06, 6.48849732e-06, 6.48852897e-06,
       6.48855113e-06, 6.48856665e-06, 6.48857750e-06, 6.48858510e-06,
       6.48859043e-06, 6.48859415e-06, 6.48859676e-06, 6.48859858e-06]), 3640: array([9.56390788e-06, 7.60362555e-06, 6.62348297e-06, 6.13341098e-06,
       5.88837463e-06, 5.76585628e-06, 5.70459701e-06, 5.67396734e-06,
       5.65865248e-06, 5.65099504e-06, 5.64716631e-06, 5.64525195e-06,
       5.64429476e-06, 5.64381617e-06, 5.64357687e-06, 5.64345722e-06,
       5.64339740e-06, 5.64336749e-06, 5.64335253e-06, 5.64334505e-06,
       5.64334131e-06, 5.64333944e-06, 5.64333851e-06, 5.64333804e-06,
       5.64333781e-06, 5.64333769e-06, 5.64333763e-06, 5.64333760e-06]), 3645: array([0.00033477, 0.0003536 , 0.00037243, 0.00039127, 0.0004101 ,
       0.00042893, 0.00044776, 0.0004666 , 0.00048543, 0.00050426,
       0.0005231 , 0.00054193, 0.00056076, 0.0005796 , 0.00059843,
       0.00061726, 0.00063609, 0.00065493, 0.00067376, 0.00069259,
       0.00071143, 0.00073026, 0.00074909, 0.00076793, 0.00078676,
       0.00080559, 0.00082442, 0.00084326]), 3650: array([4.22293797e-05, 6.11116052e-05, 7.28099038e-05, 8.00574706e-05,
       8.45476299e-05, 8.73294643e-05, 8.90529226e-05, 9.01206744e-05,
       9.07821896e-05, 9.11920249e-05, 9.14459344e-05, 9.16032415e-05,
       9.17006996e-05, 9.17610788e-05, 9.17984862e-05, 9.18216615e-05,
       9.18360196e-05, 9.18449150e-05, 9.18504261e-05, 9.18538404e-05,
       9.18559557e-05, 9.18572662e-05, 9.18580781e-05, 9.18585811e-05,
       9.18588928e-05, 9.18590859e-05, 9.18592055e-05, 9.18592796e-05]), 3655: array([0.00012603, 0.00012508, 0.00012441, 0.00012394, 0.00012361,
       0.00012338, 0.00012322, 0.0001231 , 0.00012303, 0.00012297,
       0.00012293, 0.0001229 , 0.00012289, 0.00012287, 0.00012286,
       0.00012286, 0.00012285, 0.00012285, 0.00012285, 0.00012284,
       0.00012284, 0.00012284, 0.00012284, 0.00012284, 0.00012284,
       0.00012284, 0.00012284, 0.00012284]), 3660: array([0.00524349, 0.00552249, 0.00580148, 0.00608048, 0.00635948,
       0.00663847, 0.00691747, 0.00719646, 0.00747546, 0.00775446,
       0.00803345, 0.00831245, 0.00859145, 0.00887044, 0.00914944,
       0.00942844, 0.00970743, 0.00998643, 0.01026543, 0.01054442,
       0.01082342, 0.01110242, 0.01138141, 0.01166041, 0.01193941,
       0.0122184 , 0.0124974 , 0.01277639]), 3665: array([2.26207238e-03, 1.81510351e-03, 1.45645243e-03, 1.16866818e-03,
       9.37747989e-04, 7.52455943e-04, 6.03776250e-04, 4.84474578e-04,
       3.88746044e-04, 3.11932769e-04, 2.50297235e-04, 2.00840433e-04,
       1.61155933e-04, 1.29312800e-04, 1.03761637e-04, 8.32591975e-05,
       6.68078901e-05, 5.36072408e-05, 4.30149432e-05, 3.45156063e-05,
       2.76956762e-05, 2.22233144e-05, 1.78322513e-05, 1.43088302e-05,
       1.14816114e-05, 9.21303028e-06, 7.39270424e-06, 5.93206131e-06]), 3670: array([2.67121406e-05, 5.24638230e-05, 7.77796183e-05, 1.02666905e-04,
       1.27132935e-04, 1.51184840e-04, 1.74829629e-04, 1.98074193e-04,
       2.20925307e-04, 2.43389631e-04, 2.65473711e-04, 2.87183984e-04,
       3.08526777e-04, 3.29508310e-04, 3.50134698e-04, 3.70411953e-04,
       3.90345983e-04, 4.09942599e-04, 4.29207512e-04, 4.48146337e-04,
       4.66764593e-04, 4.85067705e-04, 5.03061010e-04, 5.20749750e-04,
       5.38139080e-04, 5.55234069e-04, 5.72039699e-04, 5.88560867e-04]), 3675: array([0.00186101, 0.00145951, 0.00127628, 0.00119266, 0.0011545 ,
       0.00113709, 0.00112914, 0.00112551, 0.00112386, 0.0011231 ,
       0.00112276, 0.0011226 , 0.00112253, 0.0011225 , 0.00112248,
       0.00112247, 0.00112247, 0.00112247, 0.00112247, 0.00112247,
       0.00112247, 0.00112247, 0.00112247, 0.00112247, 0.00112247,
       0.00112247, 0.00112247, 0.00112247]), 3680: array([0.01683758, 0.016841  , 0.0168434 , 0.01684509, 0.01684627,
       0.0168471 , 0.01684769, 0.0168481 , 0.01684838, 0.01684859,
       0.01684873, 0.01684883, 0.0168489 , 0.01684895, 0.01684898,
       0.01684901, 0.01684902, 0.01684904, 0.01684904, 0.01684905,
       0.01684905, 0.01684906, 0.01684906, 0.01684906, 0.01684906,
       0.01684906, 0.01684906, 0.01684906]), 3685: array([0.00015211, 0.0002266 , 0.00030109, 0.00037559, 0.00045008,
       0.00052457, 0.00059906, 0.00067356, 0.00074805, 0.00082254,
       0.00089703, 0.00097152, 0.00104602, 0.00112051, 0.001195  ,
       0.00126949, 0.00134398, 0.00141848, 0.00149297, 0.00156746,
       0.00164195, 0.00171645, 0.00179094, 0.00186543, 0.00193992,
       0.00201441, 0.00208891, 0.0021634 ]), 3690: array([2.19206095e-05, 2.17702165e-05, 2.16950200e-05, 2.16574217e-05,
       2.16386226e-05, 2.16292230e-05, 2.16245233e-05, 2.16221734e-05,
       2.16209984e-05, 2.16204109e-05, 2.16201172e-05, 2.16199703e-05,
       2.16198969e-05, 2.16198602e-05, 2.16198418e-05, 2.16198327e-05,
       2.16198281e-05, 2.16198258e-05, 2.16198246e-05, 2.16198240e-05,
       2.16198238e-05, 2.16198236e-05, 2.16198235e-05, 2.16198235e-05,
       2.16198235e-05, 2.16198235e-05, 2.16198235e-05, 2.16198235e-05]), 3695: array([0.00039578, 0.00033186, 0.00029116, 0.00026524, 0.00024874,
       0.00023823, 0.00023154, 0.00022728, 0.00022457, 0.00022284,
       0.00022174, 0.00022104, 0.0002206 , 0.00022031, 0.00022013,
       0.00022002, 0.00021994, 0.0002199 , 0.00021987, 0.00021985,
       0.00021983, 0.00021983, 0.00021982, 0.00021982, 0.00021982,
       0.00021982, 0.00021982, 0.00021981]), 3700: array([2.09477102e-06, 2.09035352e-06, 2.08726128e-06, 2.08509671e-06,
       2.08358151e-06, 2.08252087e-06, 2.08177842e-06, 2.08125870e-06,
       2.08089490e-06, 2.08064024e-06, 2.08046198e-06, 2.08033720e-06,
       2.08024985e-06, 2.08018871e-06, 2.08014591e-06, 2.08011595e-06,
       2.08009497e-06, 2.08008029e-06, 2.08007002e-06, 2.08006282e-06,
       2.08005779e-06, 2.08005426e-06, 2.08005179e-06, 2.08005007e-06,
       2.08004886e-06, 2.08004801e-06, 2.08004742e-06, 2.08004701e-06]), 3705: array([3.32675224e-06, 3.31984237e-06, 3.31500545e-06, 3.31161961e-06,
       3.30924952e-06, 3.30759046e-06, 3.30642912e-06, 3.30561617e-06,
       3.30504712e-06, 3.30464877e-06, 3.30436994e-06, 3.30417475e-06,
       3.30403812e-06, 3.30394247e-06, 3.30387553e-06, 3.30382866e-06,
       3.30379586e-06, 3.30377289e-06, 3.30375682e-06, 3.30374557e-06,
       3.30373769e-06, 3.30373218e-06, 3.30372832e-06, 3.30372561e-06,
       3.30372372e-06, 3.30372240e-06, 3.30372147e-06, 3.30372082e-06]), 3710: array([7.10080136e-05, 7.05175434e-05, 7.01742129e-05, 6.99338805e-05,
       6.97656470e-05, 6.96478831e-05, 6.95654481e-05, 6.95077432e-05,
       6.94673497e-05, 6.94390741e-05, 6.94192811e-05, 6.94054259e-05,
       6.93957273e-05, 6.93889382e-05, 6.93841858e-05, 6.93808591e-05,
       6.93785305e-05, 6.93769004e-05, 6.93757593e-05, 6.93749606e-05,
       6.93744014e-05, 6.93740100e-05, 6.93737361e-05, 6.93735443e-05,
       6.93734100e-05, 6.93733161e-05, 6.93732503e-05, 6.93732042e-05]), 3715: array([6.71822700e-05, 6.75599107e-05, 6.77487292e-05, 6.78431375e-05,
       6.78903412e-05, 6.79139428e-05, 6.79257435e-05, 6.79316437e-05,
       6.79345939e-05, 6.79360689e-05, 6.79368064e-05, 6.79371752e-05,
       6.79373595e-05, 6.79374517e-05, 6.79374978e-05, 6.79375209e-05,
       6.79375324e-05, 6.79375381e-05, 6.79375410e-05, 6.79375425e-05,
       6.79375432e-05, 6.79375435e-05, 6.79375437e-05, 6.79375438e-05,
       6.79375439e-05, 6.79375439e-05, 6.79375439e-05, 6.79375439e-05]), 3720: array([3.30752981e-06, 3.29937182e-06, 3.29366122e-06, 3.28966380e-06,
       3.28686561e-06, 3.28490687e-06, 3.28353576e-06, 3.28257598e-06,
       3.28190413e-06, 3.28143384e-06, 3.28110463e-06, 3.28087419e-06,
       3.28071288e-06, 3.28059996e-06, 3.28052092e-06, 3.28046559e-06,
       3.28042686e-06, 3.28039975e-06, 3.28038077e-06, 3.28036748e-06,
       3.28035818e-06, 3.28035168e-06, 3.28034712e-06, 3.28034393e-06,
       3.28034170e-06, 3.28034013e-06, 3.28033904e-06, 3.28033827e-06]), 3725: array([8.38090620e-05, 8.43428242e-05, 8.47268844e-05, 8.50032291e-05,
       8.52020685e-05, 8.53451404e-05, 8.54480855e-05, 8.55221581e-05,
       8.55754559e-05, 8.56138054e-05, 8.56413993e-05, 8.56612540e-05,
       8.56755402e-05, 8.56858196e-05, 8.56932159e-05, 8.56985379e-05,
       8.57023672e-05, 8.57051225e-05, 8.57071051e-05, 8.57085316e-05,
       8.57095580e-05, 8.57102966e-05, 8.57108280e-05, 8.57112104e-05,
       8.57114855e-05, 8.57116835e-05, 8.57118259e-05, 8.57119284e-05]), 3730: array([0.00135764, 0.0014257 , 0.00149376, 0.00156183, 0.00162989,
       0.00169795, 0.00176601, 0.00183407, 0.00190213, 0.00197019,
       0.00203825, 0.00210631, 0.00217437, 0.00224243, 0.00231049,
       0.00237855, 0.00244661, 0.00251467, 0.00258273, 0.00265079,
       0.00271885, 0.00278691, 0.00285497, 0.00292303, 0.0029911 ,
       0.00305916, 0.00312722, 0.00319528]), 3735: array([0.00021914, 0.00022005, 0.00022046, 0.00022065, 0.00022074,
       0.00022078, 0.00022079, 0.0002208 , 0.00022081, 0.00022081,
       0.00022081, 0.00022081, 0.00022081, 0.00022081, 0.00022081,
       0.00022081, 0.00022081, 0.00022081, 0.00022081, 0.00022081,
       0.00022081, 0.00022081, 0.00022081, 0.00022081, 0.00022081,
       0.00022081, 0.00022081, 0.00022081]), 3740: array([2.18399619e-05, 2.17536812e-05, 2.16932847e-05, 2.16510070e-05,
       2.16214126e-05, 2.16006965e-05, 2.15861952e-05, 2.15760443e-05,
       2.15689387e-05, 2.15639647e-05, 2.15604829e-05, 2.15580457e-05,
       2.15563396e-05, 2.15551453e-05, 2.15543094e-05, 2.15537242e-05,
       2.15533146e-05, 2.15530278e-05, 2.15528271e-05, 2.15526866e-05,
       2.15525882e-05, 2.15525194e-05, 2.15524712e-05, 2.15524375e-05,
       2.15524138e-05, 2.15523973e-05, 2.15523857e-05, 2.15523776e-05]), 3745: array([0.00014359, 0.00014346, 0.00014339, 0.00014336, 0.00014334,
       0.00014333, 0.00014333, 0.00014333, 0.00014333, 0.00014333,
       0.00014333, 0.00014333, 0.00014333, 0.00014333, 0.00014333,
       0.00014333, 0.00014333, 0.00014333, 0.00014333, 0.00014333,
       0.00014333, 0.00014333, 0.00014333, 0.00014333, 0.00014333,
       0.00014333, 0.00014333, 0.00014333]), 3750: array([1.42881403e-05, 1.42770830e-05, 1.42715543e-05, 1.42687900e-05,
       1.42674078e-05, 1.42667167e-05, 1.42663712e-05, 1.42661984e-05,
       1.42661120e-05, 1.42660688e-05, 1.42660472e-05, 1.42660364e-05,
       1.42660310e-05, 1.42660283e-05, 1.42660270e-05, 1.42660263e-05,
       1.42660260e-05, 1.42660258e-05, 1.42660257e-05, 1.42660257e-05,
       1.42660257e-05, 1.42660257e-05, 1.42660257e-05, 1.42660256e-05,
       1.42660256e-05, 1.42660256e-05, 1.42660256e-05, 1.42660256e-05]), 3755: array([4.38364731e-05, 4.35708501e-05, 4.33849095e-05, 4.32547479e-05,
       4.31636326e-05, 4.30998503e-05, 4.30552016e-05, 4.30239468e-05,
       4.30020679e-05, 4.29867523e-05, 4.29760311e-05, 4.29685261e-05,
       4.29632724e-05, 4.29595948e-05, 4.29570204e-05, 4.29552183e-05,
       4.29539567e-05, 4.29530737e-05, 4.29524555e-05, 4.29520228e-05,
       4.29517198e-05, 4.29515078e-05, 4.29513593e-05, 4.29512554e-05,
       4.29511827e-05, 4.29511318e-05, 4.29510961e-05, 4.29510712e-05]), 3760: array([0.0004366 , 0.00043657, 0.00043653, 0.0004365 , 0.00043647,
       0.00043644, 0.00043641, 0.00043638, 0.00043635, 0.00043632,
       0.00043629, 0.00043626, 0.00043623, 0.0004362 , 0.00043618,
       0.00043615, 0.00043613, 0.0004361 , 0.00043608, 0.00043605,
       0.00043603, 0.00043601, 0.00043598, 0.00043596, 0.00043594,
       0.00043592, 0.0004359 , 0.00043588]), 3765: array([3.80381176e-05, 4.54814616e-05, 4.92031428e-05, 5.10639879e-05,
       5.19944128e-05, 5.24596264e-05, 5.26922338e-05, 5.28085378e-05,
       5.28666899e-05, 5.28957660e-05, 5.29103041e-05, 5.29175732e-05,
       5.29212077e-05, 5.29230250e-05, 5.29239337e-05, 5.29243880e-05,
       5.29246151e-05, 5.29247287e-05, 5.29247855e-05, 5.29248139e-05,
       5.29248281e-05, 5.29248352e-05, 5.29248388e-05, 5.29248405e-05,
       5.29248414e-05, 5.29248419e-05, 5.29248421e-05, 5.29248422e-05]), 3770: array([3.41003326e-06, 3.40203255e-06, 3.39643205e-06, 3.39251170e-06,
       3.38976745e-06, 3.38784648e-06, 3.38650180e-06, 3.38556052e-06,
       3.38490163e-06, 3.38444040e-06, 3.38411754e-06, 3.38389154e-06,
       3.38373334e-06, 3.38362260e-06, 3.38354508e-06, 3.38349082e-06,
       3.38345284e-06, 3.38342625e-06, 3.38340763e-06, 3.38339461e-06,
       3.38338549e-06, 3.38337910e-06, 3.38337463e-06, 3.38337151e-06,
       3.38336932e-06, 3.38336778e-06, 3.38336671e-06, 3.38336596e-06]), 3775: array([0.00373263, 0.00392322, 0.00411382, 0.00430441, 0.00449501,
       0.0046856 , 0.00487619, 0.00506679, 0.00525738, 0.00544798,
       0.00563857, 0.00582917, 0.00601976, 0.00621036, 0.00640095,
       0.00659154, 0.00678214, 0.00697273, 0.00716333, 0.00735392,
       0.00754452, 0.00773511, 0.0079257 , 0.0081163 , 0.00830689,
       0.00849749, 0.00868808, 0.00887868]), 3780: array([8.51661754e-07, 9.36392682e-07, 9.78758140e-07, 9.99940867e-07,
       1.01053223e-06, 1.01582791e-06, 1.01847575e-06, 1.01979967e-06,
       1.02046163e-06, 1.02079261e-06, 1.02095810e-06, 1.02104084e-06,
       1.02108222e-06, 1.02110290e-06, 1.02111325e-06, 1.02111842e-06,
       1.02112100e-06, 1.02112230e-06, 1.02112294e-06, 1.02112327e-06,
       1.02112343e-06, 1.02112351e-06, 1.02112355e-06, 1.02112357e-06,
       1.02112358e-06, 1.02112358e-06, 1.02112359e-06, 1.02112359e-06]), 3785: array([1.60126548e-05, 1.60306134e-05, 1.60431844e-05, 1.60519841e-05,
       1.60581438e-05, 1.60624556e-05, 1.60654739e-05, 1.60675867e-05,
       1.60690657e-05, 1.60701009e-05, 1.60708256e-05, 1.60713329e-05,
       1.60716880e-05, 1.60719365e-05, 1.60721105e-05, 1.60722323e-05,
       1.60723176e-05, 1.60723773e-05, 1.60724191e-05, 1.60724483e-05,
       1.60724688e-05, 1.60724831e-05, 1.60724931e-05, 1.60725001e-05,
       1.60725051e-05, 1.60725085e-05, 1.60725109e-05, 1.60725126e-05]), 3790: array([4.48390761e-06, 4.49008496e-06, 4.49440910e-06, 4.49743599e-06,
       4.49955481e-06, 4.50103799e-06, 4.50207621e-06, 4.50280297e-06,
       4.50331169e-06, 4.50366780e-06, 4.50391708e-06, 4.50409157e-06,
       4.50421372e-06, 4.50429922e-06, 4.50435907e-06, 4.50440096e-06,
       4.50443029e-06, 4.50445082e-06, 4.50446519e-06, 4.50447525e-06,
       4.50448229e-06, 4.50448722e-06, 4.50449067e-06, 4.50449308e-06,
       4.50449478e-06, 4.50449596e-06, 4.50449679e-06, 4.50449737e-06]), 3795: array([2.01071934e-06, 2.02597099e-06, 2.03359682e-06, 2.03740973e-06,
       2.03931618e-06, 2.04026941e-06, 2.04074602e-06, 2.04098433e-06,
       2.04110348e-06, 2.04116306e-06, 2.04119285e-06, 2.04120774e-06,
       2.04121519e-06, 2.04121891e-06, 2.04122078e-06, 2.04122171e-06,
       2.04122217e-06, 2.04122241e-06, 2.04122252e-06, 2.04122258e-06,
       2.04122261e-06, 2.04122262e-06, 2.04122263e-06, 2.04122263e-06,
       2.04122264e-06, 2.04122264e-06, 2.04122264e-06, 2.04122264e-06]), 3800: array([0.00094408, 0.00096092, 0.00097777, 0.00099461, 0.00101146,
       0.0010283 , 0.00104515, 0.00106199, 0.00107884, 0.00109568,
       0.00111253, 0.00112937, 0.00114622, 0.00116306, 0.0011799 ,
       0.00119675, 0.00121359, 0.00123044, 0.00124728, 0.00126413,
       0.00128097, 0.00129782, 0.00131466, 0.00133151, 0.00134835,
       0.0013652 , 0.00138204, 0.00139889]), 3805: array([1.63146226e-05, 1.62256709e-05, 1.61811952e-05, 1.61589573e-05,
       1.61478384e-05, 1.61422789e-05, 1.61394992e-05, 1.61381093e-05,
       1.61374144e-05, 1.61370669e-05, 1.61368932e-05, 1.61368063e-05,
       1.61367629e-05, 1.61367412e-05, 1.61367303e-05, 1.61367249e-05,
       1.61367222e-05, 1.61367208e-05, 1.61367202e-05, 1.61367198e-05,
       1.61367197e-05, 1.61367196e-05, 1.61367195e-05, 1.61367195e-05,
       1.61367195e-05, 1.61367195e-05, 1.61367195e-05, 1.61367195e-05]), 3810: array([4.40973895e-07, 4.16201096e-07, 3.94488217e-07, 3.75457297e-07,
       3.58777064e-07, 3.44157161e-07, 3.31343099e-07, 3.20111821e-07,
       3.10267823e-07, 3.01639749e-07, 2.94077409e-07, 2.87449163e-07,
       2.81639635e-07, 2.76547695e-07, 2.72084708e-07, 2.68172986e-07,
       2.64744437e-07, 2.61739381e-07, 2.59105507e-07, 2.56796967e-07,
       2.54773576e-07, 2.53000114e-07, 2.51445708e-07, 2.50083301e-07,
       2.48889178e-07, 2.47842552e-07, 2.46925205e-07, 2.46121168e-07]), 3815: array([4.23998810e-08, 4.71616117e-08, 4.95424770e-08, 5.07329097e-08,
       5.13281260e-08, 5.16257342e-08, 5.17745382e-08, 5.18489403e-08,
       5.18861413e-08, 5.19047418e-08, 5.19140420e-08, 5.19186922e-08,
       5.19210172e-08, 5.19221798e-08, 5.19227610e-08, 5.19230517e-08,
       5.19231970e-08, 5.19232696e-08, 5.19233060e-08, 5.19233241e-08,
       5.19233332e-08, 5.19233378e-08, 5.19233400e-08, 5.19233412e-08,
       5.19233417e-08, 5.19233420e-08, 5.19233422e-08, 5.19233422e-08]), 3820: array([2.93957413e-06, 2.92034764e-06, 2.90688910e-06, 2.89746811e-06,
       2.89087342e-06, 2.88625714e-06, 2.88302574e-06, 2.88076376e-06,
       2.87918038e-06, 2.87807201e-06, 2.87729615e-06, 2.87675305e-06,
       2.87637288e-06, 2.87610676e-06, 2.87592047e-06, 2.87579007e-06,
       2.87569879e-06, 2.87563490e-06, 2.87559017e-06, 2.87555886e-06,
       2.87553695e-06, 2.87552161e-06, 2.87551087e-06, 2.87550335e-06,
       2.87549809e-06, 2.87549440e-06, 2.87549183e-06, 2.87549002e-06]), 3825: array([4.73406078e-05, 6.78303846e-05, 8.06123970e-05, 8.85861216e-05,
       9.35603215e-05, 9.66633463e-05, 9.85990873e-05, 9.98066487e-05,
       1.00559954e-04, 1.01029884e-04, 1.01323038e-04, 1.01505914e-04,
       1.01619997e-04, 1.01691164e-04, 1.01735560e-04, 1.01763256e-04,
       1.01780532e-04, 1.01791310e-04, 1.01798034e-04, 1.01802228e-04,
       1.01804844e-04, 1.01806477e-04, 1.01807495e-04, 1.01808130e-04,
       1.01808526e-04, 1.01808773e-04, 1.01808928e-04, 1.01809024e-04]), 3830: array([2.58552166e-05, 2.57917894e-05, 2.57473903e-05, 2.57163109e-05,
       2.56945553e-05, 2.56793264e-05, 2.56686661e-05, 2.56612039e-05,
       2.56559803e-05, 2.56523238e-05, 2.56497642e-05, 2.56479726e-05,
       2.56467184e-05, 2.56458404e-05, 2.56452259e-05, 2.56447957e-05,
       2.56444946e-05, 2.56442838e-05, 2.56441362e-05, 2.56440329e-05,
       2.56439606e-05, 2.56439100e-05, 2.56438746e-05, 2.56438498e-05,
       2.56438324e-05, 2.56438203e-05, 2.56438118e-05, 2.56438058e-05]), 3835: array([3.69758449e-05, 3.67157294e-05, 3.65856720e-05, 3.65206434e-05,
       3.64881292e-05, 3.64718721e-05, 3.64637436e-05, 3.64596793e-05,
       3.64576472e-05, 3.64566312e-05, 3.64561231e-05, 3.64558691e-05,
       3.64557421e-05, 3.64556786e-05, 3.64556469e-05, 3.64556310e-05,
       3.64556230e-05, 3.64556191e-05, 3.64556171e-05, 3.64556161e-05,
       3.64556156e-05, 3.64556154e-05, 3.64556152e-05, 3.64556152e-05,
       3.64556151e-05, 3.64556151e-05, 3.64556151e-05, 3.64556151e-05]), 3840: array([9.77747338e-06, 9.78182738e-06, 9.78400438e-06, 9.78509288e-06,
       9.78563713e-06, 9.78590925e-06, 9.78604531e-06, 9.78611334e-06,
       9.78614736e-06, 9.78616437e-06, 9.78617287e-06, 9.78617712e-06,
       9.78617925e-06, 9.78618031e-06, 9.78618084e-06, 9.78618111e-06,
       9.78618124e-06, 9.78618131e-06, 9.78618134e-06, 9.78618136e-06,
       9.78618137e-06, 9.78618137e-06, 9.78618137e-06, 9.78618137e-06,
       9.78618137e-06, 9.78618137e-06, 9.78618137e-06, 9.78618137e-06]), 3845: array([3.44384881e-06, 3.45577710e-06, 3.46174124e-06, 3.46472331e-06,
       3.46621435e-06, 3.46695987e-06, 3.46733263e-06, 3.46751901e-06,
       3.46761220e-06, 3.46765879e-06, 3.46768209e-06, 3.46769374e-06,
       3.46769956e-06, 3.46770247e-06, 3.46770393e-06, 3.46770466e-06,
       3.46770502e-06, 3.46770520e-06, 3.46770529e-06, 3.46770534e-06,
       3.46770536e-06, 3.46770537e-06, 3.46770538e-06, 3.46770538e-06,
       3.46770538e-06, 3.46770538e-06, 3.46770538e-06, 3.46770538e-06]), 3850: array([5.31787392e-05, 4.32119493e-05, 4.04398696e-05, 3.96688665e-05,
       3.94544262e-05, 3.93947835e-05, 3.93781950e-05, 3.93735812e-05,
       3.93722980e-05, 3.93719411e-05, 3.93718418e-05, 3.93718142e-05,
       3.93718065e-05, 3.93718044e-05, 3.93718038e-05, 3.93718036e-05,
       3.93718036e-05, 3.93718036e-05, 3.93718036e-05, 3.93718036e-05,
       3.93718036e-05, 3.93718036e-05, 3.93718036e-05, 3.93718036e-05,
       3.93718036e-05, 3.93718036e-05, 3.93718036e-05, 3.93718036e-05]), 3855: array([6.85003663e-07, 6.83407467e-07, 6.82290130e-07, 6.81507994e-07,
       6.80960498e-07, 6.80577251e-07, 6.80308979e-07, 6.80121188e-07,
       6.79989734e-07, 6.79897717e-07, 6.79833304e-07, 6.79788216e-07,
       6.79756654e-07, 6.79734560e-07, 6.79719095e-07, 6.79708269e-07,
       6.79700691e-07, 6.79695386e-07, 6.79691673e-07, 6.79689074e-07,
       6.79687254e-07, 6.79685981e-07, 6.79685089e-07, 6.79684465e-07,
       6.79684028e-07, 6.79683722e-07, 6.79683508e-07, 6.79683359e-07]), 3860: array([1.87996537e-05, 1.88124647e-05, 1.88214324e-05, 1.88277098e-05,
       1.88321039e-05, 1.88351798e-05, 1.88373329e-05, 1.88388401e-05,
       1.88398952e-05, 1.88406337e-05, 1.88411506e-05, 1.88415125e-05,
       1.88417658e-05, 1.88419431e-05, 1.88420673e-05, 1.88421541e-05,
       1.88422150e-05, 1.88422575e-05, 1.88422873e-05, 1.88423082e-05,
       1.88423228e-05, 1.88423330e-05, 1.88423402e-05, 1.88423452e-05,
       1.88423487e-05, 1.88423511e-05, 1.88423529e-05, 1.88423541e-05]), 3865: array([1.39331212e-06, 1.38510379e-06, 1.38099962e-06, 1.37894754e-06,
       1.37792150e-06, 1.37740848e-06, 1.37715196e-06, 1.37702371e-06,
       1.37695958e-06, 1.37692752e-06, 1.37691149e-06, 1.37690347e-06,
       1.37689946e-06, 1.37689746e-06, 1.37689646e-06, 1.37689595e-06,
       1.37689570e-06, 1.37689558e-06, 1.37689552e-06, 1.37689549e-06,
       1.37689547e-06, 1.37689546e-06, 1.37689546e-06, 1.37689546e-06,
       1.37689545e-06, 1.37689545e-06, 1.37689545e-06, 1.37689545e-06]), 3870: array([3.33519162e-06, 3.33798041e-06, 3.33937481e-06, 3.34007201e-06,
       3.34042060e-06, 3.34059490e-06, 3.34068205e-06, 3.34072563e-06,
       3.34074741e-06, 3.34075831e-06, 3.34076376e-06, 3.34076648e-06,
       3.34076784e-06, 3.34076852e-06, 3.34076886e-06, 3.34076903e-06,
       3.34076912e-06, 3.34076916e-06, 3.34076918e-06, 3.34076919e-06,
       3.34076920e-06, 3.34076920e-06, 3.34076920e-06, 3.34076920e-06,
       3.34076920e-06, 3.34076920e-06, 3.34076920e-06, 3.34076920e-06]), 3875: array([1.34536546e-05, 1.38905676e-05, 1.41090182e-05, 1.42182405e-05,
       1.42728502e-05, 1.43001543e-05, 1.43138060e-05, 1.43206316e-05,
       1.43240444e-05, 1.43257507e-05, 1.43266038e-05, 1.43270304e-05,
       1.43272437e-05, 1.43273503e-05, 1.43274036e-05, 1.43274303e-05,
       1.43274436e-05, 1.43274503e-05, 1.43274536e-05, 1.43274553e-05,
       1.43274561e-05, 1.43274565e-05, 1.43274567e-05, 1.43274568e-05,
       1.43274569e-05, 1.43274569e-05, 1.43274569e-05, 1.43274569e-05]), 3880: array([5.90045403e-07, 5.90100240e-07, 5.90127658e-07, 5.90141367e-07,
       5.90148222e-07, 5.90151649e-07, 5.90153363e-07, 5.90154220e-07,
       5.90154648e-07, 5.90154862e-07, 5.90154969e-07, 5.90155023e-07,
       5.90155050e-07, 5.90155063e-07, 5.90155070e-07, 5.90155073e-07,
       5.90155075e-07, 5.90155076e-07, 5.90155076e-07, 5.90155076e-07,
       5.90155076e-07, 5.90155076e-07, 5.90155076e-07, 5.90155076e-07,
       5.90155076e-07, 5.90155076e-07, 5.90155076e-07, 5.90155076e-07]), 3885: array([2.89990663e-05, 2.90017518e-05, 2.90030946e-05, 2.90037660e-05,
       2.90041017e-05, 2.90042696e-05, 2.90043535e-05, 2.90043954e-05,
       2.90044164e-05, 2.90044269e-05, 2.90044322e-05, 2.90044348e-05,
       2.90044361e-05, 2.90044367e-05, 2.90044371e-05, 2.90044372e-05,
       2.90044373e-05, 2.90044374e-05, 2.90044374e-05, 2.90044374e-05,
       2.90044374e-05, 2.90044374e-05, 2.90044374e-05, 2.90044374e-05,
       2.90044374e-05, 2.90044374e-05, 2.90044374e-05, 2.90044374e-05]), 3890: array([3.38091321e-06, 3.37459229e-06, 3.37016764e-06, 3.36707038e-06,
       3.36490230e-06, 3.36338465e-06, 3.36232229e-06, 3.36157864e-06,
       3.36105808e-06, 3.36069369e-06, 3.36043862e-06, 3.36026007e-06,
       3.36013508e-06, 3.36004759e-06, 3.35998635e-06, 3.35994348e-06,
       3.35991347e-06, 3.35989246e-06, 3.35987776e-06, 3.35986747e-06,
       3.35986026e-06, 3.35985522e-06, 3.35985169e-06, 3.35984922e-06,
       3.35984749e-06, 3.35984628e-06, 3.35984543e-06, 3.35984483e-06]), 3895: array([2.99289281e-05, 3.22391704e-05, 3.33925731e-05, 3.39684165e-05,
       3.42559099e-05, 3.43994427e-05, 3.44711024e-05, 3.45068789e-05,
       3.45247405e-05, 3.45336581e-05, 3.45381102e-05, 3.45403330e-05,
       3.45414427e-05, 3.45419967e-05, 3.45422733e-05, 3.45424114e-05,
       3.45424804e-05, 3.45425148e-05, 3.45425320e-05, 3.45425405e-05,
       3.45425448e-05, 3.45425470e-05, 3.45425480e-05, 3.45425486e-05,
       3.45425488e-05, 3.45425490e-05, 3.45425490e-05, 3.45425491e-05]), 3900: array([0.00016971, 0.00019842, 0.00022713, 0.00025585, 0.00028456,
       0.00031327, 0.00034199, 0.0003707 , 0.00039941, 0.00042812,
       0.00045684, 0.00048555, 0.00051426, 0.00054297, 0.00057169,
       0.0006004 , 0.00062911, 0.00065782, 0.00068654, 0.00071525,
       0.00074396, 0.00077267, 0.00080139, 0.0008301 , 0.00085881,
       0.00088752, 0.00091623, 0.00094495]), 3905: array([1.51570209e-05, 1.50606404e-05, 1.49931739e-05, 1.49459474e-05,
       1.49128888e-05, 1.48897477e-05, 1.48735490e-05, 1.48622099e-05,
       1.48542725e-05, 1.48487163e-05, 1.48448269e-05, 1.48421044e-05,
       1.48401986e-05, 1.48388646e-05, 1.48379307e-05, 1.48372771e-05,
       1.48368195e-05, 1.48364992e-05, 1.48362750e-05, 1.48361180e-05,
       1.48360081e-05, 1.48359312e-05, 1.48358774e-05, 1.48358397e-05,
       1.48358133e-05, 1.48357949e-05, 1.48357820e-05, 1.48357729e-05]), 3910: array([8.25995662e-05, 8.18207254e-05, 8.14313075e-05, 8.12365998e-05,
       8.11392465e-05, 8.10905702e-05, 8.10662322e-05, 8.10540633e-05,
       8.10479789e-05, 8.10449367e-05, 8.10434156e-05, 8.10426551e-05,
       8.10422748e-05, 8.10420847e-05, 8.10419896e-05, 8.10419421e-05,
       8.10419183e-05, 8.10419064e-05, 8.10419005e-05, 8.10418975e-05,
       8.10418960e-05, 8.10418953e-05, 8.10418949e-05, 8.10418947e-05,
       8.10418946e-05, 8.10418946e-05, 8.10418946e-05, 8.10418946e-05]), 3915: array([0.00011871, 0.00011855, 0.00011847, 0.00011843, 0.00011841,
       0.0001184 , 0.00011839, 0.00011839, 0.00011839, 0.00011839,
       0.00011839, 0.00011839, 0.00011839, 0.00011839, 0.00011839,
       0.00011839, 0.00011839, 0.00011839, 0.00011839, 0.00011839,
       0.00011839, 0.00011839, 0.00011839, 0.00011839, 0.00011839,
       0.00011839, 0.00011839, 0.00011839]), 3920: array([3.64611918e-06, 3.65491955e-06, 3.66107981e-06, 3.66539198e-06,
       3.66841051e-06, 3.67052347e-06, 3.67200255e-06, 3.67303790e-06,
       3.67376264e-06, 3.67426997e-06, 3.67462509e-06, 3.67487368e-06,
       3.67504769e-06, 3.67516950e-06, 3.67525476e-06, 3.67531445e-06,
       3.67535623e-06, 3.67538547e-06, 3.67540595e-06, 3.67542028e-06,
       3.67543031e-06, 3.67543733e-06, 3.67544225e-06, 3.67544569e-06,
       3.67544809e-06, 3.67544978e-06, 3.67545096e-06, 3.67545179e-06]), 3925: array([2.44956459e-05, 2.44373909e-05, 2.44082634e-05, 2.43936996e-05,
       2.43864178e-05, 2.43827768e-05, 2.43809564e-05, 2.43800461e-05,
       2.43795910e-05, 2.43793635e-05, 2.43792497e-05, 2.43791928e-05,
       2.43791643e-05, 2.43791501e-05, 2.43791430e-05, 2.43791395e-05,
       2.43791377e-05, 2.43791368e-05, 2.43791363e-05, 2.43791361e-05,
       2.43791360e-05, 2.43791360e-05, 2.43791359e-05, 2.43791359e-05,
       2.43791359e-05, 2.43791359e-05, 2.43791359e-05, 2.43791359e-05]), 3930: array([4.35230670e-06, 4.35878850e-06, 4.36332576e-06, 4.36650183e-06,
       4.36872508e-06, 4.37028135e-06, 4.37137074e-06, 4.37213332e-06,
       4.37266712e-06, 4.37304078e-06, 4.37330234e-06, 4.37348543e-06,
       4.37361360e-06, 4.37370331e-06, 4.37376611e-06, 4.37381007e-06,
       4.37384084e-06, 4.37386238e-06, 4.37387746e-06, 4.37388802e-06,
       4.37389541e-06, 4.37390058e-06, 4.37390420e-06, 4.37390673e-06,
       4.37390851e-06, 4.37390975e-06, 4.37391062e-06, 4.37391123e-06]), 3935: array([6.31285097e-06, 6.26767458e-06, 6.23605109e-06, 6.21391463e-06,
       6.19841911e-06, 6.18757224e-06, 6.17997943e-06, 6.17466445e-06,
       6.17094397e-06, 6.16833963e-06, 6.16651660e-06, 6.16524047e-06,
       6.16434718e-06, 6.16372188e-06, 6.16328417e-06, 6.16297777e-06,
       6.16276329e-06, 6.16261315e-06, 6.16250806e-06, 6.16243449e-06,
       6.16238300e-06, 6.16234695e-06, 6.16232171e-06, 6.16230405e-06,
       6.16229169e-06, 6.16228303e-06, 6.16227697e-06, 6.16227273e-06]), 3940: array([1.20951501e-05, 1.21673101e-05, 1.22033900e-05, 1.22214300e-05,
       1.22304499e-05, 1.22349599e-05, 1.22372149e-05, 1.22383424e-05,
       1.22389061e-05, 1.22391880e-05, 1.22393289e-05, 1.22393994e-05,
       1.22394346e-05, 1.22394522e-05, 1.22394610e-05, 1.22394654e-05,
       1.22394676e-05, 1.22394687e-05, 1.22394693e-05, 1.22394696e-05,
       1.22394697e-05, 1.22394698e-05, 1.22394698e-05, 1.22394698e-05,
       1.22394698e-05, 1.22394698e-05, 1.22394698e-05, 1.22394698e-05]), 3945: array([5.82734586e-06, 5.83180691e-06, 5.83403743e-06, 5.83515269e-06,
       5.83571032e-06, 5.83598914e-06, 5.83612855e-06, 5.83619825e-06,
       5.83623310e-06, 5.83625053e-06, 5.83625924e-06, 5.83626360e-06,
       5.83626578e-06, 5.83626687e-06, 5.83626741e-06, 5.83626768e-06,
       5.83626782e-06, 5.83626789e-06, 5.83626792e-06, 5.83626794e-06,
       5.83626795e-06, 5.83626795e-06, 5.83626795e-06, 5.83626796e-06,
       5.83626796e-06, 5.83626796e-06, 5.83626796e-06, 5.83626796e-06]), 3950: array([9.29572175e-06, 9.28830433e-06, 9.28459562e-06, 9.28274126e-06,
       9.28181408e-06, 9.28135050e-06, 9.28111870e-06, 9.28100280e-06,
       9.28094486e-06, 9.28091588e-06, 9.28090140e-06, 9.28089415e-06,
       9.28089053e-06, 9.28088872e-06, 9.28088781e-06, 9.28088736e-06,
       9.28088713e-06, 9.28088702e-06, 9.28088696e-06, 9.28088694e-06,
       9.28088692e-06, 9.28088692e-06, 9.28088691e-06, 9.28088691e-06,
       9.28088691e-06, 9.28088691e-06, 9.28088691e-06, 9.28088691e-06]), 3955: array([5.24480396e-07, 5.21877785e-07, 5.20055957e-07, 5.18780677e-07,
       5.17887982e-07, 5.17263094e-07, 5.16825674e-07, 5.16519479e-07,
       5.16305143e-07, 5.16155107e-07, 5.16050082e-07, 5.15976565e-07,
       5.15925103e-07, 5.15889079e-07, 5.15863863e-07, 5.15846211e-07,
       5.15833855e-07, 5.15825206e-07, 5.15819152e-07, 5.15814913e-07,
       5.15811947e-07, 5.15809870e-07, 5.15808416e-07, 5.15807399e-07,
       5.15806687e-07, 5.15806188e-07, 5.15805839e-07, 5.15805595e-07]), 3960: array([0.00055156, 0.00058649, 0.00062142, 0.00065635, 0.00069128,
       0.00072621, 0.00076114, 0.00079607, 0.000831  , 0.00086593,
       0.00090085, 0.00093578, 0.00097071, 0.00100564, 0.00104057,
       0.0010755 , 0.00111043, 0.00114536, 0.00118029, 0.00121522,
       0.00125015, 0.00128507, 0.00132   , 0.00135493, 0.00138986,
       0.00142479, 0.00145972, 0.00149465]), 3965: array([8.90596543e-05, 9.61833533e-05, 9.94575330e-05, 1.00962405e-04,
       1.01654071e-04, 1.01971973e-04, 1.02118086e-04, 1.02185242e-04,
       1.02216109e-04, 1.02230295e-04, 1.02236816e-04, 1.02239813e-04,
       1.02241190e-04, 1.02241823e-04, 1.02242114e-04, 1.02242248e-04,
       1.02242309e-04, 1.02242338e-04, 1.02242351e-04, 1.02242357e-04,
       1.02242359e-04, 1.02242361e-04, 1.02242361e-04, 1.02242362e-04,
       1.02242362e-04, 1.02242362e-04, 1.02242362e-04, 1.02242362e-04]), 3970: array([0.00017168, 0.00018066, 0.00018961, 0.00019854, 0.00020744,
       0.00021631, 0.00022516, 0.00023397, 0.00024276, 0.00025153,
       0.00026026, 0.00026897, 0.00027765, 0.00028631, 0.00029493,
       0.00030353, 0.00031211, 0.00032066, 0.00032918, 0.00033767,
       0.00034614, 0.00035459, 0.000363  , 0.00037139, 0.00037976,
       0.00038809, 0.00039641, 0.00040469]), 3975: array([7.37437274e-06, 7.36321697e-06, 7.35540794e-06, 7.34994161e-06,
       7.34611518e-06, 7.34343667e-06, 7.34156172e-06, 7.34024925e-06,
       7.33933052e-06, 7.33868741e-06, 7.33823724e-06, 7.33792211e-06,
       7.33770153e-06, 7.33754711e-06, 7.33743903e-06, 7.33736336e-06,
       7.33731040e-06, 7.33727333e-06, 7.33724738e-06, 7.33722921e-06,
       7.33721649e-06, 7.33720759e-06, 7.33720136e-06, 7.33719700e-06,
       7.33719395e-06, 7.33719181e-06, 7.33719031e-06, 7.33718926e-06]), 3980: array([0.00038359, 0.00037119, 0.00036378, 0.00035935, 0.00035671,
       0.00035512, 0.00035418, 0.00035361, 0.00035328, 0.00035308,
       0.00035295, 0.00035288, 0.00035284, 0.00035281, 0.0003528 ,
       0.00035279, 0.00035278, 0.00035278, 0.00035278, 0.00035278,
       0.00035278, 0.00035278, 0.00035278, 0.00035278, 0.00035278,
       0.00035278, 0.00035278, 0.00035278]), 3985: array([0.00017198, 0.00022297, 0.00026502, 0.00029969, 0.00032828,
       0.00035185, 0.00037129, 0.00038732, 0.00040053, 0.00041143,
       0.00042041, 0.00042782, 0.00043392, 0.00043896, 0.00044311,
       0.00044654, 0.00044936, 0.00045169, 0.00045361, 0.00045519,
       0.00045649, 0.00045757, 0.00045846, 0.00045919, 0.00045979,
       0.00046029, 0.0004607 , 0.00046104]), 3990: array([0.00011424, 0.00011933, 0.00012442, 0.00012951, 0.00013459,
       0.00013968, 0.00014477, 0.00014986, 0.00015495, 0.00016004,
       0.00016512, 0.00017021, 0.0001753 , 0.00018039, 0.00018548,
       0.00019057, 0.00019566, 0.00020074, 0.00020583, 0.00021092,
       0.00021601, 0.0002211 , 0.00022619, 0.00023128, 0.00023636,
       0.00024145, 0.00024654, 0.00025163]), 3995: array([0.00032656, 0.00034377, 0.00036099, 0.00037821, 0.00039543,
       0.00041264, 0.00042986, 0.00044708, 0.00046429, 0.00048151,
       0.00049873, 0.00051595, 0.00053316, 0.00055038, 0.0005676 ,
       0.00058481, 0.00060203, 0.00061925, 0.00063647, 0.00065368,
       0.0006709 , 0.00068812, 0.00070533, 0.00072255, 0.00073977,
       0.00075699, 0.0007742 , 0.00079142]), 4000: array([6.24753972e-05, 8.55215740e-05, 1.09002788e-04, 1.32927252e-04,
       1.57303332e-04, 1.82139553e-04, 2.07444602e-04, 2.33227329e-04,
       2.59496750e-04, 2.86262052e-04, 3.13532597e-04, 3.41317922e-04,
       3.69627744e-04, 3.98471964e-04, 4.27860669e-04, 4.57804138e-04,
       4.88312842e-04, 5.19397453e-04, 5.51068840e-04, 5.83338080e-04,
       6.16216460e-04, 6.49715477e-04, 6.83846847e-04, 7.18622506e-04,
       7.54054618e-04, 7.90155574e-04, 8.26937998e-04, 8.64414756e-04]), 4005: array([1.01997685e-05, 1.20427183e-05, 1.29641916e-05, 1.34249275e-05,
       1.36552950e-05, 1.37704786e-05, 1.38280703e-05, 1.38568661e-05,
       1.38712639e-05, 1.38784629e-05, 1.38820623e-05, 1.38838620e-05,
       1.38847619e-05, 1.38852118e-05, 1.38854368e-05, 1.38855493e-05,
       1.38856055e-05, 1.38856336e-05, 1.38856477e-05, 1.38856547e-05,
       1.38856582e-05, 1.38856600e-05, 1.38856609e-05, 1.38856613e-05,
       1.38856615e-05, 1.38856617e-05, 1.38856617e-05, 1.38856617e-05]), 4010: array([3.45987693e-06, 3.43922844e-06, 3.42477449e-06, 3.41465673e-06,
       3.40757429e-06, 3.40261658e-06, 3.39914619e-06, 3.39671691e-06,
       3.39501642e-06, 3.39382607e-06, 3.39299283e-06, 3.39240956e-06,
       3.39200127e-06, 3.39171547e-06, 3.39151540e-06, 3.39137536e-06,
       3.39127733e-06, 3.39120871e-06, 3.39116067e-06, 3.39112705e-06,
       3.39110351e-06, 3.39108704e-06, 3.39107550e-06, 3.39106743e-06,
       3.39106178e-06, 3.39105782e-06, 3.39105505e-06, 3.39105312e-06]), 4015: array([1.91130275e-05, 1.90629993e-05, 1.90379851e-05, 1.90254780e-05,
       1.90192245e-05, 1.90160977e-05, 1.90145343e-05, 1.90137526e-05,
       1.90133617e-05, 1.90131663e-05, 1.90130686e-05, 1.90130197e-05,
       1.90129953e-05, 1.90129831e-05, 1.90129770e-05, 1.90129739e-05,
       1.90129724e-05, 1.90129716e-05, 1.90129712e-05, 1.90129710e-05,
       1.90129709e-05, 1.90129709e-05, 1.90129709e-05, 1.90129709e-05,
       1.90129709e-05, 1.90129709e-05, 1.90129709e-05, 1.90129708e-05]), 4020: array([2.14089303e-05, 2.01863336e-05, 1.95750370e-05, 1.92693896e-05,
       1.91165663e-05, 1.90401549e-05, 1.90019493e-05, 1.89828465e-05,
       1.89732952e-05, 1.89685195e-05, 1.89661317e-05, 1.89649378e-05,
       1.89643408e-05, 1.89640423e-05, 1.89638931e-05, 1.89638185e-05,
       1.89637812e-05, 1.89637625e-05, 1.89637532e-05, 1.89637485e-05,
       1.89637462e-05, 1.89637450e-05, 1.89637445e-05, 1.89637442e-05,
       1.89637440e-05, 1.89637439e-05, 1.89637439e-05, 1.89637439e-05]), 4025: array([2.08742153e-05, 2.07140210e-05, 2.06018847e-05, 2.05233892e-05,
       2.04684422e-05, 2.04299792e-05, 2.04030551e-05, 2.03842081e-05,
       2.03710152e-05, 2.03617802e-05, 2.03553157e-05, 2.03507905e-05,
       2.03476228e-05, 2.03454055e-05, 2.03438533e-05, 2.03427668e-05,
       2.03420063e-05, 2.03414739e-05, 2.03411012e-05, 2.03408403e-05,
       2.03406577e-05, 2.03405299e-05, 2.03404404e-05, 2.03403778e-05,
       2.03403339e-05, 2.03403033e-05, 2.03402818e-05, 2.03402667e-05]), 4030: array([2.59547918e-05, 2.61501487e-05, 2.62478268e-05, 2.62966656e-05,
       2.63210849e-05, 2.63332945e-05, 2.63393993e-05, 2.63424517e-05,
       2.63439779e-05, 2.63447410e-05, 2.63451225e-05, 2.63453133e-05,
       2.63454087e-05, 2.63454564e-05, 2.63454802e-05, 2.63454921e-05,
       2.63454981e-05, 2.63455011e-05, 2.63455026e-05, 2.63455033e-05,
       2.63455037e-05, 2.63455039e-05, 2.63455040e-05, 2.63455040e-05,
       2.63455040e-05, 2.63455041e-05, 2.63455041e-05, 2.63455041e-05]), 4035: array([2.96867638e-06, 2.97194914e-06, 2.97424008e-06, 2.97584373e-06,
       2.97696629e-06, 2.97775208e-06, 2.97830213e-06, 2.97868717e-06,
       2.97895670e-06, 2.97914537e-06, 2.97927743e-06, 2.97936988e-06,
       2.97943459e-06, 2.97947989e-06, 2.97951160e-06, 2.97953380e-06,
       2.97954934e-06, 2.97956021e-06, 2.97956783e-06, 2.97957316e-06,
       2.97957689e-06, 2.97957950e-06, 2.97958133e-06, 2.97958260e-06,
       2.97958350e-06, 2.97958413e-06, 2.97958457e-06, 2.97958487e-06]), 4040: array([1.87584263e-05, 1.87600960e-05, 1.87609309e-05, 1.87613483e-05,
       1.87615571e-05, 1.87616614e-05, 1.87617136e-05, 1.87617397e-05,
       1.87617527e-05, 1.87617592e-05, 1.87617625e-05, 1.87617641e-05,
       1.87617650e-05, 1.87617654e-05, 1.87617656e-05, 1.87617657e-05,
       1.87617657e-05, 1.87617657e-05, 1.87617658e-05, 1.87617658e-05,
       1.87617658e-05, 1.87617658e-05, 1.87617658e-05, 1.87617658e-05,
       1.87617658e-05, 1.87617658e-05, 1.87617658e-05, 1.87617658e-05]), 4045: array([1.70332175e-07, 1.70409947e-07, 1.70464388e-07, 1.70502496e-07,
       1.70529172e-07, 1.70547845e-07, 1.70560917e-07, 1.70570066e-07,
       1.70576471e-07, 1.70580955e-07, 1.70584093e-07, 1.70586290e-07,
       1.70587828e-07, 1.70588904e-07, 1.70589658e-07, 1.70590185e-07,
       1.70590555e-07, 1.70590813e-07, 1.70590994e-07, 1.70591121e-07,
       1.70591209e-07, 1.70591271e-07, 1.70591315e-07, 1.70591345e-07,
       1.70591366e-07, 1.70591381e-07, 1.70591392e-07, 1.70591399e-07]), 4050: array([3.65764342e-06, 3.65668341e-06, 3.65601141e-06, 3.65554101e-06,
       3.65521173e-06, 3.65498123e-06, 3.65481988e-06, 3.65470694e-06,
       3.65462788e-06, 3.65457254e-06, 3.65453380e-06, 3.65450668e-06,
       3.65448770e-06, 3.65447441e-06, 3.65446511e-06, 3.65445860e-06,
       3.65445404e-06, 3.65445085e-06, 3.65444861e-06, 3.65444705e-06,
       3.65444596e-06, 3.65444519e-06, 3.65444465e-06, 3.65444428e-06,
       3.65444402e-06, 3.65444383e-06, 3.65444370e-06, 3.65444361e-06]), 4055: array([6.51667961e-07, 8.37596048e-07, 9.70786200e-07, 1.06619737e-06,
       1.13454546e-06, 1.18350681e-06, 1.21858043e-06, 1.24370552e-06,
       1.26170396e-06, 1.27459720e-06, 1.28383331e-06, 1.29044962e-06,
       1.29518924e-06, 1.29858448e-06, 1.30101667e-06, 1.30275897e-06,
       1.30400708e-06, 1.30490116e-06, 1.30554164e-06, 1.30600045e-06,
       1.30632912e-06, 1.30656457e-06, 1.30673323e-06, 1.30685405e-06,
       1.30694060e-06, 1.30700260e-06, 1.30704701e-06, 1.30707883e-06]), 4060: array([1.94493178e-06, 1.94295928e-06, 1.94157853e-06, 1.94061200e-06,
       1.93993544e-06, 1.93946184e-06, 1.93913032e-06, 1.93889826e-06,
       1.93873581e-06, 1.93862210e-06, 1.93854250e-06, 1.93848679e-06,
       1.93844778e-06, 1.93842048e-06, 1.93840137e-06, 1.93838799e-06,
       1.93837863e-06, 1.93837207e-06, 1.93836748e-06, 1.93836427e-06,
       1.93836202e-06, 1.93836045e-06, 1.93835935e-06, 1.93835858e-06,
       1.93835804e-06, 1.93835766e-06, 1.93835739e-06, 1.93835721e-06]), 4065: array([4.66865098e-06, 4.66892882e-06, 4.66906774e-06, 4.66913720e-06,
       4.66917193e-06, 4.66918929e-06, 4.66919797e-06, 4.66920231e-06,
       4.66920448e-06, 4.66920557e-06, 4.66920611e-06, 4.66920638e-06,
       4.66920652e-06, 4.66920659e-06, 4.66920662e-06, 4.66920664e-06,
       4.66920665e-06, 4.66920665e-06, 4.66920665e-06, 4.66920665e-06,
       4.66920665e-06, 4.66920665e-06, 4.66920666e-06, 4.66920666e-06,
       4.66920666e-06, 4.66920666e-06, 4.66920666e-06, 4.66920666e-06]), 4070: array([4.55838349e-07, 4.55771254e-07, 4.55737707e-07, 4.55720934e-07,
       4.55712547e-07, 4.55708354e-07, 4.55706257e-07, 4.55705209e-07,
       4.55704684e-07, 4.55704422e-07, 4.55704291e-07, 4.55704226e-07,
       4.55704193e-07, 4.55704177e-07, 4.55704168e-07, 4.55704164e-07,
       4.55704162e-07, 4.55704161e-07, 4.55704161e-07, 4.55704161e-07,
       4.55704160e-07, 4.55704160e-07, 4.55704160e-07, 4.55704160e-07,
       4.55704160e-07, 4.55704160e-07, 4.55704160e-07, 4.55704160e-07]), 4075: array([1.19565919e-05, 1.18228781e-05, 1.17560212e-05, 1.17225927e-05,
       1.17058784e-05, 1.16975212e-05, 1.16933427e-05, 1.16912534e-05,
       1.16902087e-05, 1.16896864e-05, 1.16894253e-05, 1.16892947e-05,
       1.16892294e-05, 1.16891967e-05, 1.16891804e-05, 1.16891723e-05,
       1.16891682e-05, 1.16891661e-05, 1.16891651e-05, 1.16891646e-05,
       1.16891644e-05, 1.16891642e-05, 1.16891642e-05, 1.16891641e-05,
       1.16891641e-05, 1.16891641e-05, 1.16891641e-05, 1.16891641e-05]), 4080: array([4.55578703e-05, 5.07343158e-05, 5.59107612e-05, 6.10872066e-05,
       6.62636520e-05, 7.14400975e-05, 7.66165429e-05, 8.17929883e-05,
       8.69694337e-05, 9.21458792e-05, 9.73223246e-05, 1.02498770e-04,
       1.07675215e-04, 1.12851661e-04, 1.18028106e-04, 1.23204552e-04,
       1.28380997e-04, 1.33557443e-04, 1.38733888e-04, 1.43910333e-04,
       1.49086779e-04, 1.54263224e-04, 1.59439670e-04, 1.64616115e-04,
       1.69792561e-04, 1.74969006e-04, 1.80145451e-04, 1.85321897e-04]), 4085: array([2.17504244e-07, 2.55379200e-07, 2.74316678e-07, 2.83785417e-07,
       2.88519786e-07, 2.90886971e-07, 2.92070563e-07, 2.92662359e-07,
       2.92958257e-07, 2.93106206e-07, 2.93180181e-07, 2.93217168e-07,
       2.93235662e-07, 2.93244908e-07, 2.93249532e-07, 2.93251844e-07,
       2.93252999e-07, 2.93253577e-07, 2.93253866e-07, 2.93254011e-07,
       2.93254083e-07, 2.93254119e-07, 2.93254137e-07, 2.93254146e-07,
       2.93254151e-07, 2.93254153e-07, 2.93254154e-07, 2.93254155e-07]), 4090: array([5.58276130e-07, 5.58341509e-07, 5.58374199e-07, 5.58390544e-07,
       5.58398716e-07, 5.58402802e-07, 5.58404845e-07, 5.58405867e-07,
       5.58406378e-07, 5.58406633e-07, 5.58406761e-07, 5.58406824e-07,
       5.58406856e-07, 5.58406872e-07, 5.58406880e-07, 5.58406884e-07,
       5.58406886e-07, 5.58406887e-07, 5.58406888e-07, 5.58406888e-07,
       5.58406888e-07, 5.58406888e-07, 5.58406888e-07, 5.58406888e-07,
       5.58406888e-07, 5.58406888e-07, 5.58406888e-07, 5.58406888e-07]), 4095: array([7.22297160e-07, 7.20375416e-07, 7.19030196e-07, 7.18088542e-07,
       7.17429384e-07, 7.16967973e-07, 7.16644986e-07, 7.16418895e-07,
       7.16260631e-07, 7.16149846e-07, 7.16072297e-07, 7.16018012e-07,
       7.15980013e-07, 7.15953414e-07, 7.15934794e-07, 7.15921760e-07,
       7.15912637e-07, 7.15906250e-07, 7.15901780e-07, 7.15898650e-07,
       7.15896460e-07, 7.15894926e-07, 7.15893853e-07, 7.15893102e-07,
       7.15892576e-07, 7.15892207e-07, 7.15891950e-07, 7.15891769e-07]), 4100: array([2.60520230e-07, 2.61005669e-07, 2.61345477e-07, 2.61583342e-07,
       2.61749847e-07, 2.61866401e-07, 2.61947989e-07, 2.62005101e-07,
       2.62045079e-07, 2.62073063e-07, 2.62092652e-07, 2.62106365e-07,
       2.62115963e-07, 2.62122683e-07, 2.62127386e-07, 2.62130678e-07,
       2.62132983e-07, 2.62134596e-07, 2.62135725e-07, 2.62136516e-07,
       2.62137069e-07, 2.62137457e-07, 2.62137728e-07, 2.62137918e-07,
       2.62138050e-07, 2.62138143e-07, 2.62138209e-07, 2.62138254e-07]), 4105: array([8.27493289e-08, 9.63387536e-08, 1.03133466e-07, 1.06530822e-07,
       1.08229500e-07, 1.09078839e-07, 1.09503509e-07, 1.09715843e-07,
       1.09822011e-07, 1.09875094e-07, 1.09901636e-07, 1.09914907e-07,
       1.09921543e-07, 1.09924860e-07, 1.09926519e-07, 1.09927349e-07,
       1.09927763e-07, 1.09927971e-07, 1.09928074e-07, 1.09928126e-07,
       1.09928152e-07, 1.09928165e-07, 1.09928172e-07, 1.09928175e-07,
       1.09928176e-07, 1.09928177e-07, 1.09928178e-07, 1.09928178e-07]), 4110: array([1.50555998e-05, 1.25939895e-05, 1.13631813e-05, 1.07477756e-05,
       1.04400720e-05, 1.02862199e-05, 1.02092936e-05, 1.01708303e-05,
       1.01515987e-05, 1.01419828e-05, 1.01371749e-05, 1.01347709e-05,
       1.01335689e-05, 1.01329679e-05, 1.01326674e-05, 1.01325171e-05,
       1.01324420e-05, 1.01324045e-05, 1.01323857e-05, 1.01323763e-05,
       1.01323716e-05, 1.01323692e-05, 1.01323681e-05, 1.01323675e-05,
       1.01323672e-05, 1.01323670e-05, 1.01323670e-05, 1.01323669e-05]), 4115: array([1.36063721e-07, 1.36258002e-07, 1.36393998e-07, 1.36489195e-07,
       1.36555833e-07, 1.36602480e-07, 1.36635132e-07, 1.36657989e-07,
       1.36673989e-07, 1.36685189e-07, 1.36693029e-07, 1.36698517e-07,
       1.36702358e-07, 1.36705047e-07, 1.36706930e-07, 1.36708247e-07,
       1.36709170e-07, 1.36709815e-07, 1.36710267e-07, 1.36710584e-07,
       1.36710805e-07, 1.36710960e-07, 1.36711069e-07, 1.36711145e-07,
       1.36711198e-07, 1.36711235e-07, 1.36711261e-07, 1.36711279e-07]), 4120: array([3.46929403e-07, 3.47702503e-07, 3.48243672e-07, 3.48622491e-07,
       3.48887664e-07, 3.49073285e-07, 3.49203220e-07, 3.49294174e-07,
       3.49357842e-07, 3.49402410e-07, 3.49433607e-07, 3.49455446e-07,
       3.49470732e-07, 3.49481433e-07, 3.49488923e-07, 3.49494167e-07,
       3.49497837e-07, 3.49500406e-07, 3.49502205e-07, 3.49503464e-07,
       3.49504345e-07, 3.49504962e-07, 3.49505394e-07, 3.49505696e-07,
       3.49505908e-07, 3.49506056e-07, 3.49506159e-07, 3.49506232e-07]), 4125: array([2.40267316e-06, 2.41149887e-06, 2.41591172e-06, 2.41811815e-06,
       2.41922137e-06, 2.41977297e-06, 2.42004878e-06, 2.42018668e-06,
       2.42025563e-06, 2.42029011e-06, 2.42030734e-06, 2.42031596e-06,
       2.42032027e-06, 2.42032243e-06, 2.42032351e-06, 2.42032404e-06,
       2.42032431e-06, 2.42032445e-06, 2.42032452e-06, 2.42032455e-06,
       2.42032457e-06, 2.42032457e-06, 2.42032458e-06, 2.42032458e-06,
       2.42032458e-06, 2.42032458e-06, 2.42032458e-06, 2.42032458e-06]), 4130: array([4.91329176e-06, 5.10663016e-06, 5.20329916e-06, 5.25163356e-06,
       5.27580071e-06, 5.28788426e-06, 5.29392602e-06, 5.29694689e-06,
       5.29845733e-06, 5.29921254e-06, 5.29959015e-06, 5.29977895e-06,
       5.29987336e-06, 5.29992056e-06, 5.29994416e-06, 5.29995596e-06,
       5.29996186e-06, 5.29996481e-06, 5.29996628e-06, 5.29996702e-06,
       5.29996739e-06, 5.29996757e-06, 5.29996766e-06, 5.29996771e-06,
       5.29996773e-06, 5.29996774e-06, 5.29996775e-06, 5.29996775e-06]), 4135: array([1.56803915e-06, 1.55846324e-06, 1.55176010e-06, 1.54706791e-06,
       1.54378337e-06, 1.54148420e-06, 1.53987477e-06, 1.53874818e-06,
       1.53795956e-06, 1.53740753e-06, 1.53702110e-06, 1.53675061e-06,
       1.53656126e-06, 1.53642872e-06, 1.53633594e-06, 1.53627099e-06,
       1.53622553e-06, 1.53619371e-06, 1.53617143e-06, 1.53615584e-06,
       1.53614492e-06, 1.53613728e-06, 1.53613193e-06, 1.53612819e-06,
       1.53612557e-06, 1.53612373e-06, 1.53612245e-06, 1.53612155e-06]), 4140: array([2.35763389e-06, 2.36247590e-06, 2.36489690e-06, 2.36610740e-06,
       2.36671265e-06, 2.36701528e-06, 2.36716659e-06, 2.36724225e-06,
       2.36728007e-06, 2.36729899e-06, 2.36730844e-06, 2.36731317e-06,
       2.36731554e-06, 2.36731672e-06, 2.36731731e-06, 2.36731761e-06,
       2.36731775e-06, 2.36731783e-06, 2.36731786e-06, 2.36731788e-06,
       2.36731789e-06, 2.36731790e-06, 2.36731790e-06, 2.36731790e-06,
       2.36731790e-06, 2.36731790e-06, 2.36731790e-06, 2.36731790e-06]), 4145: array([1.07540610e-05, 1.07538623e-05, 1.07537629e-05, 1.07537133e-05,
       1.07536884e-05, 1.07536760e-05, 1.07536698e-05, 1.07536667e-05,
       1.07536652e-05, 1.07536644e-05, 1.07536640e-05, 1.07536638e-05,
       1.07536637e-05, 1.07536637e-05, 1.07536636e-05, 1.07536636e-05,
       1.07536636e-05, 1.07536636e-05, 1.07536636e-05, 1.07536636e-05,
       1.07536636e-05, 1.07536636e-05, 1.07536636e-05, 1.07536636e-05,
       1.07536636e-05, 1.07536636e-05, 1.07536636e-05, 1.07536636e-05]), 4150: array([6.81226453e-05, 5.84335990e-05, 5.21753635e-05, 4.81331172e-05,
       4.55221968e-05, 4.38357815e-05, 4.27465120e-05, 4.20429437e-05,
       4.15885031e-05, 4.12949761e-05, 4.11053846e-05, 4.09829259e-05,
       4.09038288e-05, 4.08527393e-05, 4.08197402e-05, 4.07984258e-05,
       4.07846586e-05, 4.07757663e-05, 4.07700227e-05, 4.07663128e-05,
       4.07639166e-05, 4.07623689e-05, 4.07613692e-05, 4.07607235e-05,
       4.07603064e-05, 4.07600370e-05, 4.07598630e-05, 4.07597506e-05]), 4155: array([1.83491012e-07, 1.83203187e-07, 1.83001710e-07, 1.82860676e-07,
       1.82761952e-07, 1.82692846e-07, 1.82644471e-07, 1.82610609e-07,
       1.82586905e-07, 1.82570313e-07, 1.82558698e-07, 1.82550568e-07,
       1.82544876e-07, 1.82540893e-07, 1.82538104e-07, 1.82536152e-07,
       1.82534785e-07, 1.82533829e-07, 1.82533159e-07, 1.82532691e-07,
       1.82532362e-07, 1.82532133e-07, 1.82531972e-07, 1.82531859e-07,
       1.82531781e-07, 1.82531726e-07, 1.82531687e-07, 1.82531660e-07]), 4160: array([7.27447619e-06, 7.23854952e-06, 7.22058620e-06, 7.21160454e-06,
       7.20711372e-06, 7.20486831e-06, 7.20374561e-06, 7.20318425e-06,
       7.20290358e-06, 7.20276324e-06, 7.20269307e-06, 7.20265799e-06,
       7.20264044e-06, 7.20263167e-06, 7.20262729e-06, 7.20262510e-06,
       7.20262400e-06, 7.20262345e-06, 7.20262318e-06, 7.20262304e-06,
       7.20262297e-06, 7.20262294e-06, 7.20262292e-06, 7.20262291e-06,
       7.20262291e-06, 7.20262290e-06, 7.20262290e-06, 7.20262290e-06]), 4165: array([5.65267474e-05, 5.65222763e-05, 5.65200408e-05, 5.65189231e-05,
       5.65183642e-05, 5.65180848e-05, 5.65179450e-05, 5.65178752e-05,
       5.65178403e-05, 5.65178228e-05, 5.65178141e-05, 5.65178097e-05,
       5.65178075e-05, 5.65178064e-05, 5.65178059e-05, 5.65178056e-05,
       5.65178055e-05, 5.65178054e-05, 5.65178054e-05, 5.65178053e-05,
       5.65178053e-05, 5.65178053e-05, 5.65178053e-05, 5.65178053e-05,
       5.65178053e-05, 5.65178053e-05, 5.65178053e-05, 5.65178053e-05]), 4170: array([1.42063505e-05, 1.51916486e-05, 1.56842944e-05, 1.59306156e-05,
       1.60537754e-05, 1.61153549e-05, 1.61461444e-05, 1.61615391e-05,
       1.61692364e-05, 1.61730850e-05, 1.61750093e-05, 1.61759714e-05,
       1.61764525e-05, 1.61766930e-05, 1.61768133e-05, 1.61768734e-05,
       1.61769035e-05, 1.61769185e-05, 1.61769260e-05, 1.61769298e-05,
       1.61769317e-05, 1.61769326e-05, 1.61769331e-05, 1.61769333e-05,
       1.61769334e-05, 1.61769335e-05, 1.61769335e-05, 1.61769335e-05]), 4175: array([7.60735181e-07, 8.58805646e-07, 9.07840864e-07, 9.32358466e-07,
       9.44617263e-07, 9.50746660e-07, 9.53811357e-07, 9.55343706e-07,
       9.56109880e-07, 9.56492966e-07, 9.56684510e-07, 9.56780281e-07,
       9.56828167e-07, 9.56852110e-07, 9.56864082e-07, 9.56870067e-07,
       9.56873060e-07, 9.56874557e-07, 9.56875305e-07, 9.56875679e-07,
       9.56875866e-07, 9.56875959e-07, 9.56876006e-07, 9.56876030e-07,
       9.56876041e-07, 9.56876047e-07, 9.56876050e-07, 9.56876052e-07]), 4180: array([4.38815714e-08, 4.38562453e-08, 4.38385170e-08, 4.38261072e-08,
       4.38174203e-08, 4.38113395e-08, 4.38070830e-08, 4.38041034e-08,
       4.38020177e-08, 4.38005577e-08, 4.37995357e-08, 4.37988203e-08,
       4.37983195e-08, 4.37979689e-08, 4.37977235e-08, 4.37975518e-08,
       4.37974315e-08, 4.37973474e-08, 4.37972885e-08, 4.37972472e-08,
       4.37972183e-08, 4.37971981e-08, 4.37971840e-08, 4.37971741e-08,
       4.37971672e-08, 4.37971623e-08, 4.37971589e-08, 4.37971565e-08]), 4185: array([9.94530670e-06, 1.16957517e-05, 1.25709706e-05, 1.30085783e-05,
       1.32273812e-05, 1.33367823e-05, 1.33914825e-05, 1.34188326e-05,
       1.34325075e-05, 1.34393450e-05, 1.34427637e-05, 1.34444731e-05,
       1.34453277e-05, 1.34457551e-05, 1.34459687e-05, 1.34460756e-05,
       1.34461290e-05, 1.34461557e-05, 1.34461690e-05, 1.34461757e-05,
       1.34461790e-05, 1.34461807e-05, 1.34461816e-05, 1.34461820e-05,
       1.34461822e-05, 1.34461823e-05, 1.34461823e-05, 1.34461824e-05]), 4190: array([4.96602624e-07, 4.93862679e-07, 4.92492707e-07, 4.91807720e-07,
       4.91465227e-07, 4.91293981e-07, 4.91208358e-07, 4.91165546e-07,
       4.91144140e-07, 4.91133437e-07, 4.91128086e-07, 4.91125410e-07,
       4.91124072e-07, 4.91123403e-07, 4.91123069e-07, 4.91122902e-07,
       4.91122818e-07, 4.91122776e-07, 4.91122755e-07, 4.91122745e-07,
       4.91122740e-07, 4.91122737e-07, 4.91122736e-07, 4.91122735e-07,
       4.91122735e-07, 4.91122735e-07, 4.91122735e-07, 4.91122734e-07]), 4195: array([1.00602068e-07, 1.19839845e-07, 1.29458734e-07, 1.34268178e-07,
       1.36672900e-07, 1.37875261e-07, 1.38476441e-07, 1.38777032e-07,
       1.38927327e-07, 1.39002474e-07, 1.39040048e-07, 1.39058835e-07,
       1.39068228e-07, 1.39072925e-07, 1.39075274e-07, 1.39076448e-07,
       1.39077035e-07, 1.39077328e-07, 1.39077475e-07, 1.39077549e-07,
       1.39077585e-07, 1.39077604e-07, 1.39077613e-07, 1.39077617e-07,
       1.39077620e-07, 1.39077621e-07, 1.39077621e-07, 1.39077622e-07]), 4200: array([2.46672189e-06, 2.32311694e-06, 2.25131444e-06, 2.21541318e-06,
       2.19746255e-06, 2.18848723e-06, 2.18399957e-06, 2.18175573e-06,
       2.18063382e-06, 2.18007286e-06, 2.17979238e-06, 2.17965214e-06,
       2.17958202e-06, 2.17954696e-06, 2.17952943e-06, 2.17952067e-06,
       2.17951628e-06, 2.17951409e-06, 2.17951300e-06, 2.17951245e-06,
       2.17951218e-06, 2.17951204e-06, 2.17951197e-06, 2.17951194e-06,
       2.17951192e-06, 2.17951191e-06, 2.17951191e-06, 2.17951190e-06]), 4205: array([2.14968468e-05, 1.81856678e-05, 1.65300253e-05, 1.57021776e-05,
       1.52882405e-05, 1.50812654e-05, 1.49777745e-05, 1.49260274e-05,
       1.49001530e-05, 1.48872154e-05, 1.48807464e-05, 1.48775118e-05,
       1.48758944e-05, 1.48750857e-05, 1.48746814e-05, 1.48744792e-05,
       1.48743781e-05, 1.48743275e-05, 1.48743022e-05, 1.48742896e-05,
       1.48742833e-05, 1.48742801e-05, 1.48742785e-05, 1.48742777e-05,
       1.48742774e-05, 1.48742772e-05, 1.48742771e-05, 1.48742770e-05]), 4210: array([1.16148238e-07, 1.15872245e-07, 1.15679050e-07, 1.15543814e-07,
       1.15449148e-07, 1.15382882e-07, 1.15336496e-07, 1.15304026e-07,
       1.15281297e-07, 1.15265386e-07, 1.15254249e-07, 1.15246453e-07,
       1.15240996e-07, 1.15237176e-07, 1.15234502e-07, 1.15232630e-07,
       1.15231319e-07, 1.15230402e-07, 1.15229760e-07, 1.15229311e-07,
       1.15228996e-07, 1.15228776e-07, 1.15228622e-07, 1.15228514e-07,
       1.15228438e-07, 1.15228385e-07, 1.15228348e-07, 1.15228323e-07]), 4215: array([0.00021876, 0.00023143, 0.00024409, 0.00025676, 0.00026942,
       0.00028209, 0.00029475, 0.00030741, 0.00032007, 0.00033274,
       0.0003454 , 0.00035806, 0.00037071, 0.00038337, 0.00039603,
       0.00040869, 0.00042134, 0.000434  , 0.00044665, 0.0004593 ,
       0.00047196, 0.00048461, 0.00049726, 0.00050991, 0.00052256,
       0.00053521, 0.00054786, 0.0005605 ]), 4220: array([2.39925845e-05, 3.06901519e-05, 3.53673632e-05, 3.86336695e-05,
       4.09146775e-05, 4.25076076e-05, 4.36200221e-05, 4.43968709e-05,
       4.49393793e-05, 4.53182372e-05, 4.55828106e-05, 4.57675741e-05,
       4.58966028e-05, 4.59867092e-05, 4.60496346e-05, 4.60935782e-05,
       4.61242660e-05, 4.61456967e-05, 4.61606627e-05, 4.61711141e-05,
       4.61784128e-05, 4.61835098e-05, 4.61870693e-05, 4.61895550e-05,
       4.61912909e-05, 4.61925032e-05, 4.61933497e-05, 4.61939409e-05]), 4225: array([1.03585412e-06, 1.04377682e-06, 1.04773817e-06, 1.04971885e-06,
       1.05070919e-06, 1.05120435e-06, 1.05145194e-06, 1.05157573e-06,
       1.05163763e-06, 1.05166857e-06, 1.05168405e-06, 1.05169179e-06,
       1.05169565e-06, 1.05169759e-06, 1.05169856e-06, 1.05169904e-06,
       1.05169928e-06, 1.05169940e-06, 1.05169946e-06, 1.05169949e-06,
       1.05169951e-06, 1.05169951e-06, 1.05169952e-06, 1.05169952e-06,
       1.05169952e-06, 1.05169952e-06, 1.05169952e-06, 1.05169952e-06]), 4230: array([0.00164157, 0.0017348 , 0.00182802, 0.00192124, 0.00201447,
       0.00210769, 0.00220091, 0.00229413, 0.00238736, 0.00248058,
       0.0025738 , 0.00266703, 0.00276025, 0.00285347, 0.0029467 ,
       0.00303992, 0.00313314, 0.00322637, 0.00331959, 0.00341281,
       0.00350604, 0.00359926, 0.00369248, 0.00378571, 0.00387893,
       0.00397215, 0.00406538, 0.0041586 ]), 4235: array([6.27453990e-05, 4.10101807e-05, 2.68041200e-05, 1.75190897e-05,
       1.14504272e-05, 7.48397114e-06, 4.89150971e-06, 3.19708622e-06,
       2.08961711e-06, 1.36577927e-06, 8.92681458e-07, 5.83466425e-07,
       3.81364588e-07, 2.49271553e-07, 1.62936019e-07, 1.06507424e-07,
       6.96258963e-08, 4.55202624e-08, 2.97649065e-08, 1.94672625e-08,
       1.27367592e-08, 8.33772650e-09, 5.46253448e-09, 3.58331929e-09,
       2.35507099e-09, 1.55229230e-09, 1.02759903e-09, 6.84661396e-10]), 4240: array([2.22564272e-06, 2.36294342e-06, 2.43159373e-06, 2.46591886e-06,
       2.48308142e-06, 2.49166270e-06, 2.49595333e-06, 2.49809865e-06,
       2.49917131e-06, 2.49970764e-06, 2.49997580e-06, 2.50010988e-06,
       2.50017692e-06, 2.50021044e-06, 2.50022720e-06, 2.50023558e-06,
       2.50023977e-06, 2.50024187e-06, 2.50024292e-06, 2.50024344e-06,
       2.50024370e-06, 2.50024383e-06, 2.50024390e-06, 2.50024393e-06,
       2.50024395e-06, 2.50024396e-06, 2.50024396e-06, 2.50024396e-06]), 4245: array([3.05703736e-05, 3.16233054e-05, 3.25924570e-05, 3.34844946e-05,
       3.43055541e-05, 3.50612831e-05, 3.57568798e-05, 3.63971290e-05,
       3.69864345e-05, 3.75288498e-05, 3.80281059e-05, 3.84876370e-05,
       3.89106038e-05, 3.92999158e-05, 3.96582508e-05, 3.99880737e-05,
       4.02916530e-05, 4.05710769e-05, 4.08282675e-05, 4.10649939e-05,
       4.12828842e-05, 4.14834374e-05, 4.16680328e-05, 4.18379403e-05,
       4.19943284e-05, 4.21382730e-05, 4.22707641e-05, 4.23927131e-05]), 4250: array([1.03414629e-05, 1.02905423e-05, 1.02548979e-05, 1.02299467e-05,
       1.02124809e-05, 1.02002549e-05, 1.01916966e-05, 1.01857059e-05,
       1.01815123e-05, 1.01785768e-05, 1.01765220e-05, 1.01750836e-05,
       1.01740767e-05, 1.01733719e-05, 1.01728785e-05, 1.01725332e-05,
       1.01722914e-05, 1.01721222e-05, 1.01720037e-05, 1.01719208e-05,
       1.01718628e-05, 1.01718222e-05, 1.01717937e-05, 1.01717738e-05,
       1.01717599e-05, 1.01717501e-05, 1.01717433e-05, 1.01717385e-05]), 4255: array([1.66466608e-05, 1.66568183e-05, 1.66618970e-05, 1.66644363e-05,
       1.66657060e-05, 1.66663408e-05, 1.66666582e-05, 1.66668170e-05,
       1.66668963e-05, 1.66669360e-05, 1.66669558e-05, 1.66669657e-05,
       1.66669707e-05, 1.66669732e-05, 1.66669744e-05, 1.66669750e-05,
       1.66669754e-05, 1.66669755e-05, 1.66669756e-05, 1.66669756e-05,
       1.66669756e-05, 1.66669757e-05, 1.66669757e-05, 1.66669757e-05,
       1.66669757e-05, 1.66669757e-05, 1.66669757e-05, 1.66669757e-05]), 4260: array([1.21675658e-05, 1.21201695e-05, 1.20869920e-05, 1.20637678e-05,
       1.20475108e-05, 1.20361309e-05, 1.20281650e-05, 1.20225888e-05,
       1.20186855e-05, 1.20159532e-05, 1.20140406e-05, 1.20127017e-05,
       1.20117646e-05, 1.20111085e-05, 1.20106493e-05, 1.20103278e-05,
       1.20101028e-05, 1.20099453e-05, 1.20098351e-05, 1.20097579e-05,
       1.20097038e-05, 1.20096660e-05, 1.20096396e-05, 1.20096210e-05,
       1.20096081e-05, 1.20095990e-05, 1.20095926e-05, 1.20095882e-05]), 4265: array([1.08292431e-05, 1.08083037e-05, 1.07978340e-05, 1.07925991e-05,
       1.07899817e-05, 1.07886730e-05, 1.07880186e-05, 1.07876915e-05,
       1.07875279e-05, 1.07874461e-05, 1.07874052e-05, 1.07873847e-05,
       1.07873745e-05, 1.07873694e-05, 1.07873668e-05, 1.07873656e-05,
       1.07873649e-05, 1.07873646e-05, 1.07873644e-05, 1.07873644e-05,
       1.07873643e-05, 1.07873643e-05, 1.07873643e-05, 1.07873643e-05,
       1.07873643e-05, 1.07873643e-05, 1.07873643e-05, 1.07873643e-05]), 4270: array([8.29766114e-06, 8.29816021e-06, 8.29864929e-06, 8.29912859e-06,
       8.29959831e-06, 8.30005863e-06, 8.30050974e-06, 8.30095184e-06,
       8.30138509e-06, 8.30180967e-06, 8.30222577e-06, 8.30263354e-06,
       8.30303316e-06, 8.30342478e-06, 8.30380857e-06, 8.30418469e-06,
       8.30455328e-06, 8.30491450e-06, 8.30526850e-06, 8.30561542e-06,
       8.30595540e-06, 8.30628858e-06, 8.30661509e-06, 8.30693508e-06,
       8.30724867e-06, 8.30755598e-06, 8.30785715e-06, 8.30815229e-06]), 4275: array([5.51967987e-07, 5.52244683e-07, 5.52383031e-07, 5.52452205e-07,
       5.52486792e-07, 5.52504085e-07, 5.52512732e-07, 5.52517056e-07,
       5.52519217e-07, 5.52520298e-07, 5.52520839e-07, 5.52521109e-07,
       5.52521244e-07, 5.52521311e-07, 5.52521345e-07, 5.52521362e-07,
       5.52521371e-07, 5.52521375e-07, 5.52521377e-07, 5.52521378e-07,
       5.52521378e-07, 5.52521379e-07, 5.52521379e-07, 5.52521379e-07,
       5.52521379e-07, 5.52521379e-07, 5.52521379e-07, 5.52521379e-07]), 4280: array([5.49913654e-06, 5.50926672e-06, 5.51635783e-06, 5.52132161e-06,
       5.52479625e-06, 5.52722850e-06, 5.52893107e-06, 5.53012287e-06,
       5.53095713e-06, 5.53154111e-06, 5.53194989e-06, 5.53223604e-06,
       5.53243635e-06, 5.53257656e-06, 5.53267471e-06, 5.53274341e-06,
       5.53279151e-06, 5.53282517e-06, 5.53284874e-06, 5.53286523e-06,
       5.53287678e-06, 5.53288486e-06, 5.53289052e-06, 5.53289448e-06,
       5.53289725e-06, 5.53289919e-06, 5.53290055e-06, 5.53290150e-06]), 4285: array([1.39727270e-05, 1.61527672e-05, 1.72427826e-05, 1.77877879e-05,
       1.80602894e-05, 1.81965395e-05, 1.82646643e-05, 1.82987265e-05,
       1.83157575e-05, 1.83242730e-05, 1.83285308e-05, 1.83306596e-05,
       1.83317240e-05, 1.83322562e-05, 1.83325223e-05, 1.83326554e-05,
       1.83327219e-05, 1.83327552e-05, 1.83327718e-05, 1.83327801e-05,
       1.83327843e-05, 1.83327864e-05, 1.83327874e-05, 1.83327879e-05,
       1.83327882e-05, 1.83327883e-05, 1.83327884e-05, 1.83327884e-05]), 4290: array([1.73168370e-06, 1.72866088e-06, 1.72714948e-06, 1.72639377e-06,
       1.72601592e-06, 1.72582699e-06, 1.72573253e-06, 1.72568530e-06,
       1.72566168e-06, 1.72564988e-06, 1.72564397e-06, 1.72564102e-06,
       1.72563954e-06, 1.72563881e-06, 1.72563844e-06, 1.72563825e-06,
       1.72563816e-06, 1.72563811e-06, 1.72563809e-06, 1.72563808e-06,
       1.72563807e-06, 1.72563807e-06, 1.72563807e-06, 1.72563807e-06,
       1.72563807e-06, 1.72563807e-06, 1.72563807e-06, 1.72563807e-06]), 4295: array([2.39638814e-05, 2.37956044e-05, 2.36778103e-05, 2.35953543e-05,
       2.35376351e-05, 2.34972315e-05, 2.34689490e-05, 2.34491512e-05,
       2.34352928e-05, 2.34255918e-05, 2.34188011e-05, 2.34140477e-05,
       2.34107202e-05, 2.34083910e-05, 2.34067606e-05, 2.34056193e-05,
       2.34048203e-05, 2.34042611e-05, 2.34038696e-05, 2.34035956e-05,
       2.34034038e-05, 2.34032695e-05, 2.34031755e-05, 2.34031097e-05,
       2.34030636e-05, 2.34030314e-05, 2.34030088e-05, 2.34029930e-05]), 4300: array([1.39096735e-05, 1.55888770e-05, 1.64284771e-05, 1.68482762e-05,
       1.70581754e-05, 1.71631248e-05, 1.72155993e-05, 1.72418366e-05,
       1.72549552e-05, 1.72615144e-05, 1.72647941e-05, 1.72664339e-05,
       1.72672538e-05, 1.72676637e-05, 1.72678687e-05, 1.72679712e-05,
       1.72680224e-05, 1.72680481e-05, 1.72680609e-05, 1.72680673e-05,
       1.72680705e-05, 1.72680721e-05, 1.72680729e-05, 1.72680733e-05,
       1.72680735e-05, 1.72680736e-05, 1.72680736e-05, 1.72680737e-05]), 4305: array([3.74338414e-07, 3.75027775e-07, 3.75510328e-07, 3.75848115e-07,
       3.76084566e-07, 3.76250082e-07, 3.76365943e-07, 3.76447045e-07,
       3.76503817e-07, 3.76543558e-07, 3.76571376e-07, 3.76590849e-07,
       3.76604480e-07, 3.76614021e-07, 3.76620700e-07, 3.76625376e-07,
       3.76628649e-07, 3.76630939e-07, 3.76632543e-07, 3.76633666e-07,
       3.76634452e-07, 3.76635002e-07, 3.76635387e-07, 3.76635656e-07,
       3.76635845e-07, 3.76635977e-07, 3.76636069e-07, 3.76636134e-07]), 4310: array([2.96430861e-06, 2.63089721e-06, 2.46419178e-06, 2.38083920e-06,
       2.33916298e-06, 2.31832491e-06, 2.30790589e-06, 2.30269639e-06,
       2.30009164e-06, 2.29878927e-06, 2.29813809e-06, 2.29781249e-06,
       2.29764970e-06, 2.29756830e-06, 2.29752760e-06, 2.29750725e-06,
       2.29749708e-06, 2.29749199e-06, 2.29748945e-06, 2.29748818e-06,
       2.29748754e-06, 2.29748722e-06, 2.29748706e-06, 2.29748698e-06,
       2.29748694e-06, 2.29748692e-06, 2.29748691e-06, 2.29748691e-06]), 4315: array([5.25603705e-07, 5.27165101e-07, 5.28258078e-07, 5.29023163e-07,
       5.29558721e-07, 5.29933612e-07, 5.30196036e-07, 5.30379733e-07,
       5.30508320e-07, 5.30598332e-07, 5.30661340e-07, 5.30705445e-07,
       5.30736319e-07, 5.30757931e-07, 5.30773059e-07, 5.30783649e-07,
       5.30791061e-07, 5.30796250e-07, 5.30799883e-07, 5.30802425e-07,
       5.30804205e-07, 5.30805451e-07, 5.30806323e-07, 5.30806934e-07,
       5.30807361e-07, 5.30807660e-07, 5.30807869e-07, 5.30808016e-07]), 4320: array([1.34405903e-05, 1.43497108e-05, 1.48042685e-05, 1.50315460e-05,
       1.51451842e-05, 1.52020029e-05, 1.52304121e-05, 1.52446166e-05,
       1.52517189e-05, 1.52552700e-05, 1.52570455e-05, 1.52579332e-05,
       1.52583771e-05, 1.52585991e-05, 1.52587100e-05, 1.52587655e-05,
       1.52587933e-05, 1.52588071e-05, 1.52588141e-05, 1.52588175e-05,
       1.52588193e-05, 1.52588201e-05, 1.52588206e-05, 1.52588208e-05,
       1.52588209e-05, 1.52588209e-05, 1.52588210e-05, 1.52588210e-05]), 4325: array([1.20370622e-35, 1.20370622e-35, 1.20370622e-35, 1.20370622e-35,
       1.20370622e-35, 1.20370622e-35, 1.20370622e-35, 1.20370622e-35,
       1.20370622e-35, 1.20370622e-35, 1.20370622e-35, 1.20370622e-35,
       1.20370622e-35, 1.20370622e-35, 1.20370622e-35, 1.20370622e-35,
       1.20370622e-35, 1.20370622e-35, 1.20370622e-35, 1.20370622e-35,
       1.20370622e-35, 1.20370622e-35, 1.20370622e-35, 1.20370622e-35,
       1.20370622e-35, 1.20370622e-35, 1.20370622e-35, 1.20370622e-35]), 4330: array([1.68709035e-06, 1.67488031e-06, 1.66633329e-06, 1.66035037e-06,
       1.65616233e-06, 1.65323070e-06, 1.65117856e-06, 1.64974206e-06,
       1.64873651e-06, 1.64803263e-06, 1.64753991e-06, 1.64719500e-06,
       1.64695357e-06, 1.64678457e-06, 1.64666627e-06, 1.64658346e-06,
       1.64652549e-06, 1.64648491e-06, 1.64645651e-06, 1.64643662e-06,
       1.64642270e-06, 1.64641296e-06, 1.64640614e-06, 1.64640137e-06,
       1.64639803e-06, 1.64639569e-06, 1.64639405e-06, 1.64639290e-06]), 4335: array([9.31135921e-06, 9.32760170e-06, 9.33897144e-06, 9.34693024e-06,
       9.35250140e-06, 9.35640121e-06, 9.35913107e-06, 9.36104197e-06,
       9.36237959e-06, 9.36331593e-06, 9.36397137e-06, 9.36443017e-06,
       9.36475134e-06, 9.36497615e-06, 9.36513352e-06, 9.36524368e-06,
       9.36532079e-06, 9.36537477e-06, 9.36541255e-06, 9.36543900e-06,
       9.36545751e-06, 9.36547047e-06, 9.36547954e-06, 9.36548590e-06,
       9.36549034e-06, 9.36549345e-06, 9.36549563e-06, 9.36549716e-06]), 4340: array([2.51232225e-06, 2.67047830e-06, 2.74955624e-06, 2.78909517e-06,
       2.80886461e-06, 2.81874932e-06, 2.82369167e-06, 2.82616284e-06,
       2.82739843e-06, 2.82801622e-06, 2.82832511e-06, 2.82847956e-06,
       2.82855679e-06, 2.82859540e-06, 2.82861470e-06, 2.82862436e-06,
       2.82862918e-06, 2.82863160e-06, 2.82863280e-06, 2.82863341e-06,
       2.82863371e-06, 2.82863386e-06, 2.82863393e-06, 2.82863397e-06,
       2.82863399e-06, 2.82863400e-06, 2.82863400e-06, 2.82863401e-06]), 4345: array([8.49634263e-08, 8.52765952e-08, 8.54331797e-08, 8.55114719e-08,
       8.55506180e-08, 8.55701911e-08, 8.55799776e-08, 8.55848709e-08,
       8.55873175e-08, 8.55885408e-08, 8.55891525e-08, 8.55894583e-08,
       8.55896112e-08, 8.55896877e-08, 8.55897259e-08, 8.55897450e-08,
       8.55897546e-08, 8.55897594e-08, 8.55897618e-08, 8.55897630e-08,
       8.55897636e-08, 8.55897639e-08, 8.55897640e-08, 8.55897641e-08,
       8.55897641e-08, 8.55897641e-08, 8.55897641e-08, 8.55897641e-08]), 4350: array([3.07005456e-06, 2.80444581e-06, 2.67164139e-06, 2.60523916e-06,
       2.57203803e-06, 2.55543747e-06, 2.54713718e-06, 2.54298704e-06,
       2.54091196e-06, 2.53987443e-06, 2.53935566e-06, 2.53909627e-06,
       2.53896658e-06, 2.53890173e-06, 2.53886931e-06, 2.53885310e-06,
       2.53884499e-06, 2.53884094e-06, 2.53883891e-06, 2.53883790e-06,
       2.53883740e-06, 2.53883714e-06, 2.53883702e-06, 2.53883695e-06,
       2.53883692e-06, 2.53883690e-06, 2.53883690e-06, 2.53883689e-06]), 4355: array([2.01298120e-06, 2.05138191e-06, 2.07058226e-06, 2.08018243e-06,
       2.08498252e-06, 2.08738256e-06, 2.08858258e-06, 2.08918259e-06,
       2.08948260e-06, 2.08963260e-06, 2.08970760e-06, 2.08974510e-06,
       2.08976385e-06, 2.08977323e-06, 2.08977791e-06, 2.08978026e-06,
       2.08978143e-06, 2.08978202e-06, 2.08978231e-06, 2.08978246e-06,
       2.08978253e-06, 2.08978257e-06, 2.08978258e-06, 2.08978259e-06,
       2.08978260e-06, 2.08978260e-06, 2.08978260e-06, 2.08978260e-06]), 4360: array([1.00374589e-06, 1.01076329e-06, 1.01427198e-06, 1.01602633e-06,
       1.01690351e-06, 1.01734210e-06, 1.01756139e-06, 1.01767104e-06,
       1.01772586e-06, 1.01775327e-06, 1.01776698e-06, 1.01777383e-06,
       1.01777726e-06, 1.01777897e-06, 1.01777983e-06, 1.01778025e-06,
       1.01778047e-06, 1.01778058e-06, 1.01778063e-06, 1.01778066e-06,
       1.01778067e-06, 1.01778068e-06, 1.01778068e-06, 1.01778068e-06,
       1.01778068e-06, 1.01778068e-06, 1.01778068e-06, 1.01778068e-06]), 4365: array([2.83521520e-06, 2.46836719e-06, 2.28494308e-06, 2.19323098e-06,
       2.14737490e-06, 2.12444685e-06, 2.11298282e-06, 2.10725080e-06,
       2.10438479e-06, 2.10295179e-06, 2.10223528e-06, 2.10187703e-06,
       2.10169791e-06, 2.10160834e-06, 2.10156356e-06, 2.10154117e-06,
       2.10152997e-06, 2.10152438e-06, 2.10152158e-06, 2.10152018e-06,
       2.10151948e-06, 2.10151913e-06, 2.10151895e-06, 2.10151887e-06,
       2.10151882e-06, 2.10151880e-06, 2.10151879e-06, 2.10151878e-06]), 4370: array([1.61318681e-04, 1.29465369e-04, 1.12252651e-04, 1.02951337e-04,
       9.79251436e-05, 9.52091169e-05, 9.37414453e-05, 9.29483530e-05,
       9.25197862e-05, 9.22881995e-05, 9.21630560e-05, 9.20954317e-05,
       9.20588892e-05, 9.20391426e-05, 9.20284720e-05, 9.20227059e-05,
       9.20195900e-05, 9.20179063e-05, 9.20169965e-05, 9.20165048e-05,
       9.20162391e-05, 9.20160956e-05, 9.20160180e-05, 9.20159761e-05,
       9.20159534e-05, 9.20159412e-05, 9.20159345e-05, 9.20159310e-05]), 4375: array([2.55907384e-06, 2.54043475e-06, 2.52738739e-06, 2.51825424e-06,
       2.51186103e-06, 2.50738578e-06, 2.50425310e-06, 2.50206023e-06,
       2.50052522e-06, 2.49945071e-06, 2.49869856e-06, 2.49817205e-06,
       2.49780349e-06, 2.49754550e-06, 2.49736491e-06, 2.49723850e-06,
       2.49715001e-06, 2.49708806e-06, 2.49704470e-06, 2.49701435e-06,
       2.49699310e-06, 2.49697823e-06, 2.49696782e-06, 2.49696053e-06,
       2.49695543e-06, 2.49695186e-06, 2.49694936e-06, 2.49694761e-06]), 4380: array([2.32305142e-06, 2.33987401e-06, 2.34828530e-06, 2.35249095e-06,
       2.35459377e-06, 2.35564518e-06, 2.35617089e-06, 2.35643374e-06,
       2.35656517e-06, 2.35663088e-06, 2.35666374e-06, 2.35668016e-06,
       2.35668838e-06, 2.35669249e-06, 2.35669454e-06, 2.35669557e-06,
       2.35669608e-06, 2.35669634e-06, 2.35669646e-06, 2.35669653e-06,
       2.35669656e-06, 2.35669658e-06, 2.35669658e-06, 2.35669659e-06,
       2.35669659e-06, 2.35669659e-06, 2.35669659e-06, 2.35669659e-06]), 4385: array([6.66301831e-05, 6.35728877e-05, 6.26422030e-05, 6.23588891e-05,
       6.22726443e-05, 6.22463902e-05, 6.22383980e-05, 6.22359651e-05,
       6.22352245e-05, 6.22349990e-05, 6.22349304e-05, 6.22349095e-05,
       6.22349031e-05, 6.22349012e-05, 6.22349006e-05, 6.22349004e-05,
       6.22349004e-05, 6.22349004e-05, 6.22349004e-05, 6.22349004e-05,
       6.22349004e-05, 6.22349004e-05, 6.22349004e-05, 6.22349004e-05,
       6.22349004e-05, 6.22349004e-05, 6.22349004e-05, 6.22349004e-05]), 4390: array([1.08778197e-05, 9.69758187e-06, 9.10746161e-06, 8.81240082e-06,
       8.66487009e-06, 8.59110456e-06, 8.55422171e-06, 8.53578024e-06,
       8.52655949e-06, 8.52194910e-06, 8.51964390e-06, 8.51849130e-06,
       8.51791500e-06, 8.51762685e-06, 8.51748277e-06, 8.51741073e-06,
       8.51737471e-06, 8.51735670e-06, 8.51734770e-06, 8.51734320e-06,
       8.51734094e-06, 8.51733982e-06, 8.51733926e-06, 8.51733897e-06,
       8.51733883e-06, 8.51733876e-06, 8.51733873e-06, 8.51733871e-06]), 4395: array([9.09906258e-05, 7.06514130e-05, 6.43433559e-05, 6.23869584e-05,
       6.17801961e-05, 6.15920132e-05, 6.15336497e-05, 6.15155487e-05,
       6.15099348e-05, 6.15081937e-05, 6.15076537e-05, 6.15074862e-05,
       6.15074343e-05, 6.15074182e-05, 6.15074132e-05, 6.15074116e-05,
       6.15074111e-05, 6.15074110e-05, 6.15074110e-05, 6.15074109e-05,
       6.15074109e-05, 6.15074109e-05, 6.15074109e-05, 6.15074109e-05,
       6.15074109e-05, 6.15074109e-05, 6.15074109e-05, 6.15074109e-05]), 4400: array([4.79026422e-07, 4.77989594e-07, 4.77263815e-07, 4.76755769e-07,
       4.76400137e-07, 4.76151195e-07, 4.75976935e-07, 4.75854954e-07,
       4.75769566e-07, 4.75709795e-07, 4.75667956e-07, 4.75638668e-07,
       4.75618166e-07, 4.75603815e-07, 4.75593770e-07, 4.75586738e-07,
       4.75581815e-07, 4.75578370e-07, 4.75575958e-07, 4.75574269e-07,
       4.75573087e-07, 4.75572260e-07, 4.75571681e-07, 4.75571275e-07,
       4.75570992e-07, 4.75570793e-07, 4.75570654e-07, 4.75570557e-07]), 4405: array([0.00016033, 0.00016462, 0.00016892, 0.00017321, 0.00017751,
       0.00018181, 0.0001861 , 0.0001904 , 0.0001947 , 0.00019899,
       0.00020329, 0.00020758, 0.00021188, 0.00021618, 0.00022047,
       0.00022477, 0.00022906, 0.00023336, 0.00023766, 0.00024195,
       0.00024625, 0.00025055, 0.00025484, 0.00025914, 0.00026343,
       0.00026773, 0.00027203, 0.00027632]), 4410: array([2.20917867e-05, 2.20797042e-05, 2.20712464e-05, 2.20653260e-05,
       2.20611816e-05, 2.20582806e-05, 2.20562499e-05, 2.20548284e-05,
       2.20538333e-05, 2.20531368e-05, 2.20526492e-05, 2.20523079e-05,
       2.20520690e-05, 2.20519017e-05, 2.20517847e-05, 2.20517027e-05,
       2.20516454e-05, 2.20516052e-05, 2.20515771e-05, 2.20515574e-05,
       2.20515437e-05, 2.20515340e-05, 2.20515273e-05, 2.20515225e-05,
       2.20515192e-05, 2.20515169e-05, 2.20515153e-05, 2.20515142e-05]), 4415: array([3.30616538e-06, 3.30768166e-06, 3.30843980e-06, 3.30881887e-06,
       3.30900840e-06, 3.30910317e-06, 3.30915055e-06, 3.30917424e-06,
       3.30918609e-06, 3.30919201e-06, 3.30919497e-06, 3.30919645e-06,
       3.30919719e-06, 3.30919756e-06, 3.30919775e-06, 3.30919784e-06,
       3.30919789e-06, 3.30919791e-06, 3.30919792e-06, 3.30919793e-06,
       3.30919793e-06, 3.30919793e-06, 3.30919793e-06, 3.30919793e-06,
       3.30919793e-06, 3.30919793e-06, 3.30919793e-06, 3.30919793e-06]), 4420: array([6.09028420e-05, 6.10537947e-05, 6.11292715e-05, 6.11670101e-05,
       6.11858795e-05, 6.11953142e-05, 6.12000316e-05, 6.12023903e-05,
       6.12035697e-05, 6.12041594e-05, 6.12044542e-05, 6.12046017e-05,
       6.12046754e-05, 6.12047122e-05, 6.12047307e-05, 6.12047399e-05,
       6.12047445e-05, 6.12047468e-05, 6.12047479e-05, 6.12047485e-05,
       6.12047488e-05, 6.12047489e-05, 6.12047490e-05, 6.12047490e-05,
       6.12047491e-05, 6.12047491e-05, 6.12047491e-05, 6.12047491e-05]), 4425: array([1.87355577e-05, 1.87570006e-05, 1.87720106e-05, 1.87825175e-05,
       1.87898724e-05, 1.87950208e-05, 1.87986247e-05, 1.88011474e-05,
       1.88029133e-05, 1.88041495e-05, 1.88050148e-05, 1.88056205e-05,
       1.88060444e-05, 1.88063412e-05, 1.88065490e-05, 1.88066944e-05,
       1.88067962e-05, 1.88068675e-05, 1.88069174e-05, 1.88069523e-05,
       1.88069767e-05, 1.88069938e-05, 1.88070058e-05, 1.88070142e-05,
       1.88070201e-05, 1.88070242e-05, 1.88070270e-05, 1.88070291e-05]), 4430: array([3.73409725e-06, 3.72535860e-06, 3.71924154e-06, 3.71495960e-06,
       3.71196224e-06, 3.70986409e-06, 3.70839539e-06, 3.70736729e-06,
       3.70664762e-06, 3.70614386e-06, 3.70579122e-06, 3.70554438e-06,
       3.70537158e-06, 3.70525063e-06, 3.70516596e-06, 3.70510669e-06,
       3.70506521e-06, 3.70503616e-06, 3.70501584e-06, 3.70500160e-06,
       3.70499164e-06, 3.70498467e-06, 3.70497979e-06, 3.70497637e-06,
       3.70497398e-06, 3.70497231e-06, 3.70497114e-06, 3.70497032e-06]), 4435: array([2.48807952e-05, 3.63455574e-05, 4.47190720e-05, 5.08348333e-05,
       5.53015999e-05, 5.85639908e-05, 6.09467422e-05, 6.26870316e-05,
       6.39580862e-05, 6.48864260e-05, 6.55644572e-05, 6.60596706e-05,
       6.64213595e-05, 6.66855261e-05, 6.68784654e-05, 6.70193824e-05,
       6.71223039e-05, 6.71974746e-05, 6.72523770e-05, 6.72924761e-05,
       6.73217633e-05, 6.73431537e-05, 6.73587766e-05, 6.73701872e-05,
       6.73785210e-05, 6.73846079e-05, 6.73890535e-05, 6.73923005e-05]), 4440: array([4.14610594e-05, 4.52515144e-05, 4.90419694e-05, 5.28324244e-05,
       5.66228795e-05, 6.04133345e-05, 6.42037895e-05, 6.79942445e-05,
       7.17846995e-05, 7.55751545e-05, 7.93656095e-05, 8.31560646e-05,
       8.69465196e-05, 9.07369746e-05, 9.45274296e-05, 9.83178846e-05,
       1.02108340e-04, 1.05898795e-04, 1.09689250e-04, 1.13479705e-04,
       1.17270160e-04, 1.21060615e-04, 1.24851070e-04, 1.28641525e-04,
       1.32431980e-04, 1.36222435e-04, 1.40012890e-04, 1.43803345e-04]), 4445: array([5.26035471e-05, 5.25442109e-05, 5.25026753e-05, 5.24736003e-05,
       5.24532476e-05, 5.24390008e-05, 5.24290279e-05, 5.24220469e-05,
       5.24171601e-05, 5.24137394e-05, 5.24113449e-05, 5.24096687e-05,
       5.24084954e-05, 5.24076740e-05, 5.24070991e-05, 5.24066966e-05,
       5.24064149e-05, 5.24062177e-05, 5.24060797e-05, 5.24059830e-05,
       5.24059154e-05, 5.24058680e-05, 5.24058349e-05, 5.24058117e-05,
       5.24057954e-05, 5.24057841e-05, 5.24057761e-05, 5.24057705e-05]), 4450: array([2.45947847e-05, 2.76884709e-05, 2.92353085e-05, 3.00087246e-05,
       3.03954313e-05, 3.05887839e-05, 3.06854599e-05, 3.07337977e-05,
       3.07579665e-05, 3.07700509e-05, 3.07760931e-05, 3.07791142e-05,
       3.07806247e-05, 3.07813799e-05, 3.07817576e-05, 3.07819464e-05,
       3.07820408e-05, 3.07820880e-05, 3.07821116e-05, 3.07821234e-05,
       3.07821293e-05, 3.07821323e-05, 3.07821337e-05, 3.07821345e-05,
       3.07821348e-05, 3.07821350e-05, 3.07821351e-05, 3.07821352e-05]), 4455: array([2.02542775e-05, 2.02496905e-05, 2.02473969e-05, 2.02462502e-05,
       2.02456768e-05, 2.02453901e-05, 2.02452468e-05, 2.02451751e-05,
       2.02451393e-05, 2.02451213e-05, 2.02451124e-05, 2.02451079e-05,
       2.02451057e-05, 2.02451045e-05, 2.02451040e-05, 2.02451037e-05,
       2.02451036e-05, 2.02451035e-05, 2.02451035e-05, 2.02451034e-05,
       2.02451034e-05, 2.02451034e-05, 2.02451034e-05, 2.02451034e-05,
       2.02451034e-05, 2.02451034e-05, 2.02451034e-05, 2.02451034e-05]), 4460: array([8.70672826e-05, 8.71407147e-05, 8.71921166e-05, 8.72280976e-05,
       8.72532840e-05, 8.72709144e-05, 8.72832555e-05, 8.72918942e-05,
       8.72979412e-05, 8.73021741e-05, 8.73051371e-05, 8.73072111e-05,
       8.73086630e-05, 8.73096792e-05, 8.73103906e-05, 8.73108886e-05,
       8.73112372e-05, 8.73114812e-05, 8.73116520e-05, 8.73117715e-05,
       8.73118552e-05, 8.73119138e-05, 8.73119548e-05, 8.73119835e-05,
       8.73120036e-05, 8.73120177e-05, 8.73120275e-05, 8.73120344e-05]), 4465: array([7.81789358e-06, 7.83555526e-06, 7.84791842e-06, 7.85657262e-06,
       7.86263056e-06, 7.86687111e-06, 7.86983949e-06, 7.87191735e-06,
       7.87337186e-06, 7.87439001e-06, 7.87510271e-06, 7.87560161e-06,
       7.87595083e-06, 7.87619529e-06, 7.87636641e-06, 7.87648619e-06,
       7.87657004e-06, 7.87662873e-06, 7.87666982e-06, 7.87669858e-06,
       7.87671871e-06, 7.87673280e-06, 7.87674267e-06, 7.87674957e-06,
       7.87675441e-06, 7.87675779e-06, 7.87676016e-06, 7.87676182e-06]), 4470: array([4.96956147e-06, 4.98611551e-06, 4.99439253e-06, 4.99853103e-06,
       5.00060028e-06, 5.00163490e-06, 5.00215221e-06, 5.00241087e-06,
       5.00254020e-06, 5.00260486e-06, 5.00263719e-06, 5.00265336e-06,
       5.00266144e-06, 5.00266548e-06, 5.00266750e-06, 5.00266851e-06,
       5.00266902e-06, 5.00266927e-06, 5.00266940e-06, 5.00266946e-06,
       5.00266949e-06, 5.00266951e-06, 5.00266952e-06, 5.00266952e-06,
       5.00266952e-06, 5.00266952e-06, 5.00266952e-06, 5.00266953e-06]), 4475: array([9.25414063e-05, 7.82982904e-05, 6.93593369e-05, 6.37492660e-05,
       6.02283957e-05, 5.80187039e-05, 5.66319054e-05, 5.57615532e-05,
       5.52153217e-05, 5.48725079e-05, 5.46573585e-05, 5.45223312e-05,
       5.44375882e-05, 5.43844037e-05, 5.43510252e-05, 5.43300770e-05,
       5.43169299e-05, 5.43086788e-05, 5.43035004e-05, 5.43002505e-05,
       5.42982108e-05, 5.42969307e-05, 5.42961273e-05, 5.42956231e-05,
       5.42953067e-05, 5.42951081e-05, 5.42949835e-05, 5.42949052e-05]), 4480: array([4.05511888e-05, 3.84820637e-05, 3.72525647e-05, 3.65219816e-05,
       3.60878604e-05, 3.58299003e-05, 3.56766173e-05, 3.55855348e-05,
       3.55314124e-05, 3.54992522e-05, 3.54801423e-05, 3.54687869e-05,
       3.54620394e-05, 3.54580300e-05, 3.54556475e-05, 3.54542318e-05,
       3.54533906e-05, 3.54528908e-05, 3.54525937e-05, 3.54524172e-05,
       3.54523124e-05, 3.54522501e-05, 3.54522130e-05, 3.54521910e-05,
       3.54521779e-05, 3.54521702e-05, 3.54521656e-05, 3.54521628e-05]), 4485: array([9.19026860e-06, 9.20838778e-06, 9.22107119e-06, 9.22994957e-06,
       9.23616442e-06, 9.24051482e-06, 9.24356009e-06, 9.24569178e-06,
       9.24718395e-06, 9.24822848e-06, 9.24895964e-06, 9.24947146e-06,
       9.24982973e-06, 9.25008052e-06, 9.25025607e-06, 9.25037896e-06,
       9.25046498e-06, 9.25052519e-06, 9.25056734e-06, 9.25059685e-06,
       9.25061750e-06, 9.25063196e-06, 9.25064208e-06, 9.25064916e-06,
       9.25065412e-06, 9.25065759e-06, 9.25066002e-06, 9.25066172e-06]), 4490: array([1.49864584e-05, 1.48718474e-05, 1.47916196e-05, 1.47354601e-05,
       1.46961485e-05, 1.46686303e-05, 1.46493675e-05, 1.46358836e-05,
       1.46264448e-05, 1.46198377e-05, 1.46152127e-05, 1.46119752e-05,
       1.46097089e-05, 1.46081226e-05, 1.46070121e-05, 1.46062348e-05,
       1.46056906e-05, 1.46053097e-05, 1.46050431e-05, 1.46048565e-05,
       1.46047258e-05, 1.46046344e-05, 1.46045704e-05, 1.46045256e-05,
       1.46044942e-05, 1.46044722e-05, 1.46044569e-05, 1.46044461e-05]), 4495: array([0.00085931, 0.00089228, 0.00092525, 0.00095822, 0.00099119,
       0.00102417, 0.00105714, 0.00109011, 0.00112308, 0.00115606,
       0.00118903, 0.001222  , 0.00125497, 0.00128794, 0.00132092,
       0.00135389, 0.00138686, 0.00141983, 0.00145281, 0.00148578,
       0.00151875, 0.00155172, 0.00158469, 0.00161767, 0.00165064,
       0.00168361, 0.00171658, 0.00174956]), 4500: array([8.59342564e-06, 1.25008112e-05, 1.50857100e-05, 1.67957285e-05,
       1.79269772e-05, 1.86753455e-05, 1.91704223e-05, 1.94979363e-05,
       1.97146006e-05, 1.98579330e-05, 1.99527534e-05, 2.00154810e-05,
       2.00569780e-05, 2.00844299e-05, 2.01025906e-05, 2.01146046e-05,
       2.01225523e-05, 2.01278101e-05, 2.01312884e-05, 2.01335894e-05,
       2.01351116e-05, 2.01361186e-05, 2.01367848e-05, 2.01372255e-05,
       2.01375170e-05, 2.01377099e-05, 2.01378375e-05, 2.01379219e-05]), 4505: array([1.47557387e-05, 1.46776527e-05, 1.46229924e-05, 1.45847301e-05,
       1.45579465e-05, 1.45391980e-05, 1.45260740e-05, 1.45168872e-05,
       1.45104564e-05, 1.45059549e-05, 1.45028038e-05, 1.45005981e-05,
       1.44990540e-05, 1.44979732e-05, 1.44972166e-05, 1.44966870e-05,
       1.44963163e-05, 1.44960568e-05, 1.44958751e-05, 1.44957480e-05,
       1.44956590e-05, 1.44955967e-05, 1.44955530e-05, 1.44955225e-05,
       1.44955011e-05, 1.44954862e-05, 1.44954757e-05, 1.44954684e-05]), 4510: array([0.00136946, 0.00111229, 0.00104963, 0.00103437, 0.00103065,
       0.00102974, 0.00102952, 0.00102947, 0.00102946, 0.00102945,
       0.00102945, 0.00102945, 0.00102945, 0.00102945, 0.00102945,
       0.00102945, 0.00102945, 0.00102945, 0.00102945, 0.00102945,
       0.00102945, 0.00102945, 0.00102945, 0.00102945, 0.00102945,
       0.00102945, 0.00102945, 0.00102945]), 4515: array([3.47374576e-05, 3.47421432e-05, 3.47444860e-05, 3.47456574e-05,
       3.47462431e-05, 3.47465360e-05, 3.47466824e-05, 3.47467556e-05,
       3.47467922e-05, 3.47468105e-05, 3.47468197e-05, 3.47468242e-05,
       3.47468265e-05, 3.47468277e-05, 3.47468282e-05, 3.47468285e-05,
       3.47468287e-05, 3.47468287e-05, 3.47468288e-05, 3.47468288e-05,
       3.47468288e-05, 3.47468288e-05, 3.47468288e-05, 3.47468288e-05,
       3.47468288e-05, 3.47468288e-05, 3.47468288e-05, 3.47468288e-05]), 4520: array([2.10326704e-05, 3.90565070e-05, 5.70803436e-05, 7.51041802e-05,
       9.31280168e-05, 1.11151853e-04, 1.29175690e-04, 1.47199527e-04,
       1.65223363e-04, 1.83247200e-04, 2.01271036e-04, 2.19294873e-04,
       2.37318710e-04, 2.55342546e-04, 2.73366383e-04, 2.91390220e-04,
       3.09414056e-04, 3.27437893e-04, 3.45461729e-04, 3.63485566e-04,
       3.81509403e-04, 3.99533239e-04, 4.17557076e-04, 4.35580912e-04,
       4.53604749e-04, 4.71628586e-04, 4.89652422e-04, 5.07676259e-04]), 4525: array([0.0005022 , 0.00051385, 0.0005255 , 0.00053715, 0.0005488 ,
       0.00056045, 0.0005721 , 0.00058375, 0.0005954 , 0.00060705,
       0.00061871, 0.00063036, 0.00064201, 0.00065366, 0.00066531,
       0.00067696, 0.00068861, 0.00070026, 0.00071191, 0.00072356,
       0.00073521, 0.00074687, 0.00075852, 0.00077017, 0.00078182,
       0.00079347, 0.00080512, 0.00081677]), 4530: array([7.35421749e-05, 7.31143024e-05, 7.28147903e-05, 7.26051309e-05,
       7.24583687e-05, 7.23556348e-05, 7.22837207e-05, 7.22333806e-05,
       7.21981424e-05, 7.21734756e-05, 7.21562087e-05, 7.21441219e-05,
       7.21356610e-05, 7.21297384e-05, 7.21255926e-05, 7.21226905e-05,
       7.21206590e-05, 7.21192369e-05, 7.21182415e-05, 7.21175447e-05,
       7.21170569e-05, 7.21167155e-05, 7.21164765e-05, 7.21163092e-05,
       7.21161920e-05, 7.21161101e-05, 7.21160527e-05, 7.21160125e-05]), 4535: array([0.00017228, 0.0001722 , 0.00017215, 0.00017213, 0.00017212,
       0.00017212, 0.00017211, 0.00017211, 0.00017211, 0.00017211,
       0.00017211, 0.00017211, 0.00017211, 0.00017211, 0.00017211,
       0.00017211, 0.00017211, 0.00017211, 0.00017211, 0.00017211,
       0.00017211, 0.00017211, 0.00017211, 0.00017211, 0.00017211,
       0.00017211, 0.00017211, 0.00017211]), 4540: array([1.12527530e-05, 1.30814780e-05, 1.47958859e-05, 1.64031228e-05,
       1.79098881e-05, 1.93224626e-05, 2.06467343e-05, 2.18882232e-05,
       2.30521041e-05, 2.41432286e-05, 2.51661448e-05, 2.61251164e-05,
       2.70241409e-05, 2.78669655e-05, 2.86571036e-05, 2.93978485e-05,
       3.00922881e-05, 3.07433169e-05, 3.13536485e-05, 3.19258272e-05,
       3.24622378e-05, 3.29651164e-05, 3.34365590e-05, 3.38785309e-05,
       3.42928742e-05, 3.46813161e-05, 3.50454757e-05, 3.53868710e-05]), 4545: array([7.75043440e-06, 7.76631316e-06, 7.77742829e-06, 7.78520887e-06,
       7.79065528e-06, 7.79446776e-06, 7.79713650e-06, 7.79900461e-06,
       7.80031229e-06, 7.80122767e-06, 7.80186843e-06, 7.80231697e-06,
       7.80263094e-06, 7.80285072e-06, 7.80300457e-06, 7.80311226e-06,
       7.80318764e-06, 7.80324041e-06, 7.80327735e-06, 7.80330321e-06,
       7.80332131e-06, 7.80333398e-06, 7.80334285e-06, 7.80334906e-06,
       7.80335340e-06, 7.80335644e-06, 7.80335857e-06, 7.80336006e-06]), 4550: array([2.74069104e-05, 2.72809535e-05, 2.71927834e-05, 2.71310643e-05,
       2.70878609e-05, 2.70576184e-05, 2.70364487e-05, 2.70216298e-05,
       2.70112566e-05, 2.70039953e-05, 2.69989124e-05, 2.69953544e-05,
       2.69928638e-05, 2.69911203e-05, 2.69898999e-05, 2.69890456e-05,
       2.69884476e-05, 2.69880290e-05, 2.69877360e-05, 2.69875309e-05,
       2.69873873e-05, 2.69872868e-05, 2.69872165e-05, 2.69871672e-05,
       2.69871327e-05, 2.69871086e-05, 2.69870917e-05, 2.69870799e-05]), 4555: array([7.22075433e-05, 7.16374143e-05, 7.13523527e-05, 7.12098233e-05,
       7.11385593e-05, 7.11029277e-05, 7.10851120e-05, 7.10762043e-05,
       7.10717505e-05, 7.10695236e-05, 7.10684102e-05, 7.10678535e-05,
       7.10675751e-05, 7.10674359e-05, 7.10673663e-05, 7.10673316e-05,
       7.10673142e-05, 7.10673055e-05, 7.10673011e-05, 7.10672989e-05,
       7.10672978e-05, 7.10672973e-05, 7.10672970e-05, 7.10672969e-05,
       7.10672968e-05, 7.10672968e-05, 7.10672968e-05, 7.10672968e-05]), 4560: array([0.00010982, 0.00010932, 0.00010907, 0.00010894, 0.00010888,
       0.00010885, 0.00010883, 0.00010882, 0.00010882, 0.00010882,
       0.00010882, 0.00010881, 0.00010881, 0.00010881, 0.00010881,
       0.00010881, 0.00010881, 0.00010881, 0.00010881, 0.00010881,
       0.00010881, 0.00010881, 0.00010881, 0.00010881, 0.00010881,
       0.00010881, 0.00010881, 0.00010881]), 4565: array([0.0001045 , 0.00013291, 0.00014766, 0.00015531, 0.00015928,
       0.00016134, 0.00016241, 0.00016297, 0.00016326, 0.00016341,
       0.00016349, 0.00016353, 0.00016355, 0.00016356, 0.00016356,
       0.00016357, 0.00016357, 0.00016357, 0.00016357, 0.00016357,
       0.00016357, 0.00016357, 0.00016357, 0.00016357, 0.00016357,
       0.00016357, 0.00016357, 0.00016357]), 4570: array([1.23162792e-05, 1.22494807e-05, 1.22160815e-05, 1.21993820e-05,
       1.21910323e-05, 1.21868574e-05, 1.21847700e-05, 1.21837263e-05,
       1.21832044e-05, 1.21829435e-05, 1.21828130e-05, 1.21827478e-05,
       1.21827152e-05, 1.21826989e-05, 1.21826907e-05, 1.21826866e-05,
       1.21826846e-05, 1.21826836e-05, 1.21826831e-05, 1.21826828e-05,
       1.21826827e-05, 1.21826826e-05, 1.21826826e-05, 1.21826826e-05,
       1.21826826e-05, 1.21826826e-05, 1.21826826e-05, 1.21826826e-05]), 4575: array([0.0002493 , 0.00026089, 0.00027248, 0.00028407, 0.00029566,
       0.00030725, 0.00031884, 0.00033043, 0.00034202, 0.00035361,
       0.0003652 , 0.00037679, 0.00038838, 0.00039997, 0.00041156,
       0.00042315, 0.00043474, 0.00044633, 0.00045792, 0.00046951,
       0.0004811 , 0.00049269, 0.00050428, 0.00051587, 0.00052746,
       0.00053905, 0.00055064, 0.00056223]), 4580: array([7.87151655e-05, 7.91385709e-05, 7.93502714e-05, 7.94561205e-05,
       7.95090446e-05, 7.95355063e-05, 7.95487370e-05, 7.95553523e-05,
       7.95586599e-05, 7.95603137e-05, 7.95611406e-05, 7.95615540e-05,
       7.95617608e-05, 7.95618641e-05, 7.95619158e-05, 7.95619416e-05,
       7.95619546e-05, 7.95619610e-05, 7.95619642e-05, 7.95619659e-05,
       7.95619667e-05, 7.95619671e-05, 7.95619673e-05, 7.95619674e-05,
       7.95619674e-05, 7.95619674e-05, 7.95619675e-05, 7.95619675e-05]), 4585: array([6.98158341e-07, 7.01149466e-07, 7.02645028e-07, 7.03392810e-07,
       7.03766700e-07, 7.03953646e-07, 7.04047118e-07, 7.04093855e-07,
       7.04117223e-07, 7.04128907e-07, 7.04134749e-07, 7.04137670e-07,
       7.04139131e-07, 7.04139861e-07, 7.04140226e-07, 7.04140409e-07,
       7.04140500e-07, 7.04140545e-07, 7.04140568e-07, 7.04140580e-07,
       7.04140585e-07, 7.04140588e-07, 7.04140590e-07, 7.04140590e-07,
       7.04140591e-07, 7.04140591e-07, 7.04140591e-07, 7.04140591e-07]), 4590: array([0.00075181, 0.00077892, 0.00080602, 0.00083313, 0.00086023,
       0.00088734, 0.00091444, 0.00094155, 0.00096865, 0.00099576,
       0.00102286, 0.00104997, 0.00107708, 0.00110418, 0.00113129,
       0.00115839, 0.0011855 , 0.0012126 , 0.00123971, 0.00126681,
       0.00129392, 0.00132102, 0.00134813, 0.00137523, 0.00140234,
       0.00142944, 0.00145655, 0.00148366]), 4595: array([0.00226669, 0.00238242, 0.00249815, 0.00261388, 0.00272962,
       0.00284535, 0.00296108, 0.00307681, 0.00319254, 0.00330827,
       0.003424  , 0.00353973, 0.00365546, 0.00377119, 0.00388693,
       0.00400266, 0.00411839, 0.00423412, 0.00434985, 0.00446558,
       0.00458131, 0.00469704, 0.00481277, 0.0049285 , 0.00504424,
       0.00515997, 0.0052757 , 0.00539143]), 4600: array([4.99409245e-05, 3.17703269e-05, 2.02109574e-05, 1.28573730e-05,
       8.17933210e-06, 5.20335935e-06, 3.31017073e-06, 2.10580380e-06,
       1.33963625e-06, 8.52232700e-07, 5.42167072e-07, 3.44916369e-07,
       2.19433773e-07, 1.39607027e-07, 8.88246104e-08, 5.65189741e-08,
       3.59674879e-08, 2.28934973e-08, 1.45763747e-08, 9.28537137e-09,
       5.91945770e-09, 3.77820508e-09, 2.41603028e-09, 1.54947199e-09,
       9.98204085e-10, 6.47510641e-10, 4.24414231e-10, 2.82489684e-10]), 4605: array([2.41707995e-06, 2.64664726e-06, 2.76143086e-06, 2.81882262e-06,
       2.84751849e-06, 2.86186642e-06, 2.86904037e-06, 2.87262735e-06,
       2.87442084e-06, 2.87531758e-06, 2.87576596e-06, 2.87599014e-06,
       2.87610223e-06, 2.87615828e-06, 2.87618630e-06, 2.87620031e-06,
       2.87620732e-06, 2.87621082e-06, 2.87621258e-06, 2.87621345e-06,
       2.87621389e-06, 2.87621411e-06, 2.87621422e-06, 2.87621427e-06,
       2.87621430e-06, 2.87621431e-06, 2.87621432e-06, 2.87621432e-06]), 4610: array([0.00195981, 0.00149559, 0.00135362, 0.0013102 , 0.00129692,
       0.00129286, 0.00129162, 0.00129124, 0.00129112, 0.00129109,
       0.00129108, 0.00129107, 0.00129107, 0.00129107, 0.00129107,
       0.00129107, 0.00129107, 0.00129107, 0.00129107, 0.00129107,
       0.00129107, 0.00129107, 0.00129107, 0.00129107, 0.00129107,
       0.00129107, 0.00129107, 0.00129107]), 4615: array([4.18037780e-05, 4.19552596e-05, 4.21067412e-05, 4.22582228e-05,
       4.24097044e-05, 4.25611861e-05, 4.27126677e-05, 4.28641493e-05,
       4.30156309e-05, 4.31671125e-05, 4.33185942e-05, 4.34700758e-05,
       4.36215574e-05, 4.37730390e-05, 4.39245206e-05, 4.40760023e-05,
       4.42274839e-05, 4.43789655e-05, 4.45304471e-05, 4.46819287e-05,
       4.48334104e-05, 4.49848920e-05, 4.51363736e-05, 4.52878552e-05,
       4.54393368e-05, 4.55908184e-05, 4.57423001e-05, 4.58937817e-05]), 4620: array([8.27807629e-07, 9.79929206e-07, 1.05598998e-06, 1.09402037e-06,
       1.11303555e-06, 1.12254315e-06, 1.12729694e-06, 1.12967384e-06,
       1.13086229e-06, 1.13145651e-06, 1.13175362e-06, 1.13190218e-06,
       1.13197646e-06, 1.13201360e-06, 1.13203217e-06, 1.13204145e-06,
       1.13204609e-06, 1.13204842e-06, 1.13204958e-06, 1.13205016e-06,
       1.13205045e-06, 1.13205059e-06, 1.13205066e-06, 1.13205070e-06,
       1.13205072e-06, 1.13205073e-06, 1.13205073e-06, 1.13205073e-06]), 4625: array([6.73167319e-06, 7.01147476e-06, 7.15137522e-06, 7.22132528e-06,
       7.25630022e-06, 7.27378765e-06, 7.28253135e-06, 7.28690319e-06,
       7.28908910e-06, 7.29018205e-06, 7.29072853e-06, 7.29100177e-06,
       7.29113839e-06, 7.29120670e-06, 7.29124085e-06, 7.29125793e-06,
       7.29126647e-06, 7.29127073e-06, 7.29127287e-06, 7.29127394e-06,
       7.29127447e-06, 7.29127474e-06, 7.29127487e-06, 7.29127494e-06,
       7.29127497e-06, 7.29127499e-06, 7.29127500e-06, 7.29127500e-06]), 4630: array([6.33485025e-05, 8.68650641e-05, 1.06290509e-04, 1.22336559e-04,
       1.35591119e-04, 1.46539816e-04, 1.55583797e-04, 1.63054419e-04,
       1.69225396e-04, 1.74322824e-04, 1.78533466e-04, 1.82011593e-04,
       1.84884639e-04, 1.87257868e-04, 1.89218233e-04, 1.90837558e-04,
       1.92175173e-04, 1.93280087e-04, 1.94192782e-04, 1.94946697e-04,
       1.95569456e-04, 1.96083875e-04, 1.96508802e-04, 1.96859805e-04,
       1.97149746e-04, 1.97389246e-04, 1.97587080e-04, 1.97750498e-04]), 4635: array([5.39348875e-07, 5.40737847e-07, 5.41432333e-07, 5.41779576e-07,
       5.41953197e-07, 5.42040008e-07, 5.42083413e-07, 5.42105116e-07,
       5.42115967e-07, 5.42121393e-07, 5.42124105e-07, 5.42125462e-07,
       5.42126140e-07, 5.42126479e-07, 5.42126649e-07, 5.42126734e-07,
       5.42126776e-07, 5.42126797e-07, 5.42126808e-07, 5.42126813e-07,
       5.42126816e-07, 5.42126817e-07, 5.42126818e-07, 5.42126818e-07,
       5.42126818e-07, 5.42126818e-07, 5.42126818e-07, 5.42126818e-07]), 4640: array([3.83837841e-05, 3.80918203e-05, 3.78874447e-05, 3.77443811e-05,
       3.76442362e-05, 3.75741345e-05, 3.75250631e-05, 3.74907129e-05,
       3.74666677e-05, 3.74498360e-05, 3.74380538e-05, 3.74298061e-05,
       3.74240328e-05, 3.74199914e-05, 3.74171625e-05, 3.74151822e-05,
       3.74137960e-05, 3.74128256e-05, 3.74121464e-05, 3.74116709e-05,
       3.74113381e-05, 3.74111051e-05, 3.74109420e-05, 3.74108278e-05,
       3.74107479e-05, 3.74106920e-05, 3.74106528e-05, 3.74106254e-05]), 4645: array([9.04163767e-05, 9.06553025e-05, 9.08225486e-05, 9.09396196e-05,
       9.10215683e-05, 9.10789317e-05, 9.11190856e-05, 9.11471931e-05,
       9.11668680e-05, 9.11806404e-05, 9.11902809e-05, 9.11970292e-05,
       9.12017529e-05, 9.12050595e-05, 9.12073741e-05, 9.12089943e-05,
       9.12101284e-05, 9.12109222e-05, 9.12114779e-05, 9.12118669e-05,
       9.12121392e-05, 9.12123298e-05, 9.12124632e-05, 9.12125566e-05,
       9.12126220e-05, 9.12126678e-05, 9.12126998e-05, 9.12127222e-05]), 4650: array([0.00019119, 0.00018926, 0.00018829, 0.00018781, 0.00018757,
       0.00018745, 0.00018739, 0.00018736, 0.00018734, 0.00018734,
       0.00018733, 0.00018733, 0.00018733, 0.00018733, 0.00018733,
       0.00018733, 0.00018733, 0.00018733, 0.00018733, 0.00018733,
       0.00018733, 0.00018733, 0.00018733, 0.00018733, 0.00018733,
       0.00018733, 0.00018733, 0.00018733]), 4655: array([0.0004881 , 0.00054812, 0.00060814, 0.00066815, 0.00072817,
       0.00078819, 0.00084821, 0.00090822, 0.00096824, 0.00102826,
       0.00108827, 0.00114829, 0.00120831, 0.00126833, 0.00132834,
       0.00138836, 0.00144838, 0.0015084 , 0.00156841, 0.00162843,
       0.00168845, 0.00174846, 0.00180848, 0.0018685 , 0.00192852,
       0.00198853, 0.00204855, 0.00210857]), 4660: array([0.00013981, 0.00013951, 0.00013937, 0.00013929, 0.00013926,
       0.00013924, 0.00013923, 0.00013923, 0.00013922, 0.00013922,
       0.00013922, 0.00013922, 0.00013922, 0.00013922, 0.00013922,
       0.00013922, 0.00013922, 0.00013922, 0.00013922, 0.00013922,
       0.00013922, 0.00013922, 0.00013922, 0.00013922, 0.00013922,
       0.00013922, 0.00013922, 0.00013922]), 4665: array([0.00196185, 0.0020739 , 0.00218594, 0.00229799, 0.00241004,
       0.00252209, 0.00263414, 0.00274619, 0.00285824, 0.00297029,
       0.00308234, 0.00319438, 0.00330643, 0.00341848, 0.00353053,
       0.00364258, 0.00375463, 0.00386668, 0.00397873, 0.00409078,
       0.00420283, 0.00431487, 0.00442692, 0.00453897, 0.00465102,
       0.00476307, 0.00487512, 0.00498717]), 4670: array([4.96218048e-05, 4.11643976e-05, 3.66343379e-05, 3.42078920e-05,
       3.29082095e-05, 3.22120576e-05, 3.18391762e-05, 3.16394490e-05,
       3.15324686e-05, 3.14751665e-05, 3.14444736e-05, 3.14280335e-05,
       3.14192277e-05, 3.14145110e-05, 3.14119846e-05, 3.14106314e-05,
       3.14099065e-05, 3.14095183e-05, 3.14093103e-05, 3.14091990e-05,
       3.14091393e-05, 3.14091073e-05, 3.14090902e-05, 3.14090810e-05,
       3.14090761e-05, 3.14090735e-05, 3.14090721e-05, 3.14090713e-05]), 4675: array([9.61694391e-05, 9.61587781e-05, 9.61516816e-05, 9.61469577e-05,
       9.61438133e-05, 9.61417201e-05, 9.61403269e-05, 9.61393994e-05,
       9.61387820e-05, 9.61383711e-05, 9.61380975e-05, 9.61379154e-05,
       9.61377942e-05, 9.61377135e-05, 9.61376598e-05, 9.61376241e-05,
       9.61376003e-05, 9.61375844e-05, 9.61375739e-05, 9.61375669e-05,
       9.61375622e-05, 9.61375591e-05, 9.61375570e-05, 9.61375556e-05,
       9.61375547e-05, 9.61375541e-05, 9.61375537e-05, 9.61375534e-05]), 4680: array([0.00018771, 0.00019552, 0.00020332, 0.00021113, 0.00021894,
       0.00022674, 0.00023455, 0.00024235, 0.00025016, 0.00025797,
       0.00026577, 0.00027358, 0.00028138, 0.00028919, 0.00029699,
       0.0003048 , 0.00031261, 0.00032041, 0.00032822, 0.00033602,
       0.00034383, 0.00035163, 0.00035944, 0.00036725, 0.00037505,
       0.00038286, 0.00039066, 0.00039847]), 4685: array([0.00033092, 0.00033063, 0.00033048, 0.00033041, 0.00033037,
       0.00033035, 0.00033035, 0.00033034, 0.00033034, 0.00033034,
       0.00033034, 0.00033034, 0.00033034, 0.00033034, 0.00033034,
       0.00033034, 0.00033034, 0.00033034, 0.00033034, 0.00033034,
       0.00033034, 0.00033034, 0.00033034, 0.00033034, 0.00033034,
       0.00033034, 0.00033034, 0.00033034]), 4690: array([9.97446970e-05, 9.94034069e-05, 9.92327628e-05, 9.91474412e-05,
       9.91047807e-05, 9.90834505e-05, 9.90727855e-05, 9.90674530e-05,
       9.90647868e-05, 9.90634537e-05, 9.90627871e-05, 9.90624539e-05,
       9.90622872e-05, 9.90622039e-05, 9.90621623e-05, 9.90621414e-05,
       9.90621310e-05, 9.90621258e-05, 9.90621232e-05, 9.90621219e-05,
       9.90621212e-05, 9.90621209e-05, 9.90621208e-05, 9.90621207e-05,
       9.90621206e-05, 9.90621206e-05, 9.90621206e-05, 9.90621206e-05]), 4695: array([1.07165826e-05, 1.26032866e-05, 1.35466381e-05, 1.40183136e-05,
       1.42541512e-05, 1.43720700e-05, 1.44310293e-05, 1.44605090e-05,
       1.44752488e-05, 1.44826187e-05, 1.44863037e-05, 1.44881461e-05,
       1.44890674e-05, 1.44895280e-05, 1.44897583e-05, 1.44898735e-05,
       1.44899310e-05, 1.44899598e-05, 1.44899742e-05, 1.44899814e-05,
       1.44899850e-05, 1.44899868e-05, 1.44899877e-05, 1.44899882e-05,
       1.44899884e-05, 1.44899885e-05, 1.44899886e-05, 1.44899886e-05]), 4700: array([5.92528593e-06, 4.51614623e-06, 3.46091633e-06, 2.67071068e-06,
       2.07896763e-06, 1.63584267e-06, 1.30400992e-06, 1.05551799e-06,
       8.69435578e-07, 7.30088340e-07, 6.25738591e-07, 5.47596605e-07,
       4.89080220e-07, 4.45260407e-07, 4.12446075e-07, 3.87873164e-07,
       3.69471816e-07, 3.55692023e-07, 3.45373068e-07, 3.37645751e-07,
       3.31859173e-07, 3.27525912e-07, 3.24280963e-07, 3.21850993e-07,
       3.20031317e-07, 3.18668659e-07, 3.17648236e-07, 3.16884096e-07]), 4705: array([2.15655566e-05, 2.15413123e-05, 2.15291901e-05, 2.15231290e-05,
       2.15200985e-05, 2.15185832e-05, 2.15178256e-05, 2.15174468e-05,
       2.15172574e-05, 2.15171627e-05, 2.15171153e-05, 2.15170916e-05,
       2.15170798e-05, 2.15170739e-05, 2.15170709e-05, 2.15170694e-05,
       2.15170687e-05, 2.15170683e-05, 2.15170682e-05, 2.15170681e-05,
       2.15170680e-05, 2.15170680e-05, 2.15170680e-05, 2.15170680e-05,
       2.15170680e-05, 2.15170680e-05, 2.15170680e-05, 2.15170680e-05]), 4710: array([1.95534114e-05, 3.62965625e-05, 5.30397137e-05, 6.97828648e-05,
       8.65260160e-05, 1.03269167e-04, 1.20012318e-04, 1.36755469e-04,
       1.53498621e-04, 1.70241772e-04, 1.86984923e-04, 2.03728074e-04,
       2.20471225e-04, 2.37214376e-04, 2.53957528e-04, 2.70700679e-04,
       2.87443830e-04, 3.04186981e-04, 3.20930132e-04, 3.37673283e-04,
       3.54416434e-04, 3.71159586e-04, 3.87902737e-04, 4.04645888e-04,
       4.21389039e-04, 4.38132190e-04, 4.54875341e-04, 4.71618493e-04]), 4715: array([7.09296304e-06, 7.06562968e-06, 7.05196298e-06, 7.04512961e-06,
       7.04171293e-06, 7.04000458e-06, 7.03915041e-06, 7.03872332e-06,
       7.03850977e-06, 7.03840300e-06, 7.03834961e-06, 7.03832292e-06,
       7.03830957e-06, 7.03830290e-06, 7.03829956e-06, 7.03829790e-06,
       7.03829706e-06, 7.03829664e-06, 7.03829644e-06, 7.03829633e-06,
       7.03829628e-06, 7.03829625e-06, 7.03829624e-06, 7.03829623e-06,
       7.03829623e-06, 7.03829623e-06, 7.03829623e-06, 7.03829623e-06]), 4720: array([1.88639284e-05, 1.96709922e-05, 1.98928432e-05, 1.99538270e-05,
       1.99705906e-05, 1.99751987e-05, 1.99764654e-05, 1.99768136e-05,
       1.99769093e-05, 1.99769357e-05, 1.99769429e-05, 1.99769449e-05,
       1.99769454e-05, 1.99769456e-05, 1.99769456e-05, 1.99769456e-05,
       1.99769456e-05, 1.99769456e-05, 1.99769456e-05, 1.99769456e-05,
       1.99769456e-05, 1.99769456e-05, 1.99769456e-05, 1.99769456e-05,
       1.99769456e-05, 1.99769456e-05, 1.99769456e-05, 1.99769456e-05]), 4725: array([1.43929865e-05, 1.43293445e-05, 1.42847950e-05, 1.42536103e-05,
       1.42317811e-05, 1.42165006e-05, 1.42058042e-05, 1.41983167e-05,
       1.41930755e-05, 1.41894067e-05, 1.41868384e-05, 1.41850407e-05,
       1.41837823e-05, 1.41829014e-05, 1.41822848e-05, 1.41818531e-05,
       1.41815510e-05, 1.41813395e-05, 1.41811914e-05, 1.41810878e-05,
       1.41810152e-05, 1.41809644e-05, 1.41809289e-05, 1.41809040e-05,
       1.41808866e-05, 1.41808744e-05, 1.41808659e-05, 1.41808599e-05]), 4730: array([5.00226917e-05, 5.00499218e-05, 5.00635368e-05, 5.00703442e-05,
       5.00737478e-05, 5.00754497e-05, 5.00763006e-05, 5.00767260e-05,
       5.00769387e-05, 5.00770451e-05, 5.00770983e-05, 5.00771249e-05,
       5.00771381e-05, 5.00771448e-05, 5.00771481e-05, 5.00771498e-05,
       5.00771506e-05, 5.00771510e-05, 5.00771512e-05, 5.00771513e-05,
       5.00771514e-05, 5.00771514e-05, 5.00771514e-05, 5.00771514e-05,
       5.00771514e-05, 5.00771514e-05, 5.00771514e-05, 5.00771514e-05]), 4735: array([3.81355043e-05, 3.14717616e-05, 2.78066867e-05, 2.57908864e-05,
       2.46821913e-05, 2.40724063e-05, 2.37370230e-05, 2.35525613e-05,
       2.34511070e-05, 2.33953068e-05, 2.33646166e-05, 2.33477369e-05,
       2.33384530e-05, 2.33333469e-05, 2.33305385e-05, 2.33289939e-05,
       2.33281443e-05, 2.33276771e-05, 2.33274201e-05, 2.33272787e-05,
       2.33272010e-05, 2.33271582e-05, 2.33271347e-05, 2.33271218e-05,
       2.33271147e-05, 2.33271108e-05, 2.33271086e-05, 2.33271074e-05]), 4740: array([1.15432019e-05, 1.22430557e-05, 1.25929815e-05, 1.27679439e-05,
       1.28554248e-05, 1.28991651e-05, 1.29210352e-05, 1.29319702e-05,
       1.29374376e-05, 1.29401714e-05, 1.29415382e-05, 1.29422217e-05,
       1.29425634e-05, 1.29427342e-05, 1.29428197e-05, 1.29428624e-05,
       1.29428837e-05, 1.29428944e-05, 1.29428998e-05, 1.29429024e-05,
       1.29429038e-05, 1.29429044e-05, 1.29429048e-05, 1.29429049e-05,
       1.29429050e-05, 1.29429051e-05, 1.29429051e-05, 1.29429051e-05]), 4745: array([4.53052574e-05, 4.12317191e-05, 3.92779423e-05, 3.83408593e-05,
       3.78914095e-05, 3.76758415e-05, 3.75724494e-05, 3.75228598e-05,
       3.74990753e-05, 3.74876677e-05, 3.74821963e-05, 3.74795720e-05,
       3.74783134e-05, 3.74777097e-05, 3.74774201e-05, 3.74772813e-05,
       3.74772147e-05, 3.74771827e-05, 3.74771674e-05, 3.74771600e-05,
       3.74771565e-05, 3.74771548e-05, 3.74771540e-05, 3.74771536e-05,
       3.74771534e-05, 3.74771534e-05, 3.74771533e-05, 3.74771533e-05]), 4750: array([0.00017742, 0.00017722, 0.00017712, 0.00017707, 0.00017705,
       0.00017703, 0.00017703, 0.00017702, 0.00017702, 0.00017702,
       0.00017702, 0.00017702, 0.00017702, 0.00017702, 0.00017702,
       0.00017702, 0.00017702, 0.00017702, 0.00017702, 0.00017702,
       0.00017702, 0.00017702, 0.00017702, 0.00017702, 0.00017702,
       0.00017702, 0.00017702, 0.00017702]), 4755: array([0.00027713, 0.00027091, 0.00026765, 0.00026594, 0.00026504,
       0.00026457, 0.00026433, 0.0002642 , 0.00026413, 0.0002641 ,
       0.00026408, 0.00026407, 0.00026406, 0.00026406, 0.00026406,
       0.00026406, 0.00026406, 0.00026406, 0.00026406, 0.00026406,
       0.00026406, 0.00026406, 0.00026406, 0.00026406, 0.00026406,
       0.00026406, 0.00026406, 0.00026406]), 4760: array([0.00031788, 0.00031766, 0.00031756, 0.00031751, 0.00031748,
       0.00031747, 0.00031746, 0.00031746, 0.00031746, 0.00031746,
       0.00031746, 0.00031746, 0.00031746, 0.00031746, 0.00031746,
       0.00031746, 0.00031746, 0.00031746, 0.00031746, 0.00031746,
       0.00031746, 0.00031746, 0.00031746, 0.00031746, 0.00031746,
       0.00031746, 0.00031746, 0.00031746]), 4765: array([4.97765575e-05, 5.11129357e-05, 5.17811081e-05, 5.21151860e-05,
       5.22822207e-05, 5.23657360e-05, 5.24074926e-05, 5.24283704e-05,
       5.24388090e-05, 5.24440282e-05, 5.24466377e-05, 5.24479424e-05,
       5.24485948e-05, 5.24489210e-05, 5.24490840e-05, 5.24491656e-05,
       5.24492063e-05, 5.24492267e-05, 5.24492369e-05, 5.24492420e-05,
       5.24492446e-05, 5.24492458e-05, 5.24492465e-05, 5.24492468e-05,
       5.24492470e-05, 5.24492470e-05, 5.24492471e-05, 5.24492471e-05]), 4770: array([1.07796885e-05, 1.07891483e-05, 1.07938782e-05, 1.07962431e-05,
       1.07974256e-05, 1.07980168e-05, 1.07983124e-05, 1.07984602e-05,
       1.07985341e-05, 1.07985711e-05, 1.07985896e-05, 1.07985988e-05,
       1.07986034e-05, 1.07986057e-05, 1.07986069e-05, 1.07986075e-05,
       1.07986077e-05, 1.07986079e-05, 1.07986080e-05, 1.07986080e-05,
       1.07986080e-05, 1.07986080e-05, 1.07986080e-05, 1.07986080e-05,
       1.07986080e-05, 1.07986080e-05, 1.07986080e-05, 1.07986080e-05]), 4775: array([2.81569468e-05, 2.82211495e-05, 2.82532509e-05, 2.82693017e-05,
       2.82773272e-05, 2.82813399e-05, 2.82833463e-05, 2.82843494e-05,
       2.82848510e-05, 2.82851018e-05, 2.82852272e-05, 2.82852899e-05,
       2.82853213e-05, 2.82853370e-05, 2.82853448e-05, 2.82853487e-05,
       2.82853507e-05, 2.82853517e-05, 2.82853522e-05, 2.82853524e-05,
       2.82853525e-05, 2.82853526e-05, 2.82853526e-05, 2.82853526e-05,
       2.82853526e-05, 2.82853526e-05, 2.82853526e-05, 2.82853526e-05]), 4780: array([3.85553221e-06, 4.49815664e-06, 4.81946874e-06, 4.98012474e-06,
       5.06045272e-06, 5.10061669e-06, 5.12069867e-06, 5.13073966e-06,
       5.13576015e-06, 5.13827039e-06, 5.13952551e-06, 5.14015308e-06,
       5.14046686e-06, 5.14062375e-06, 5.14070219e-06, 5.14074141e-06,
       5.14076102e-06, 5.14077083e-06, 5.14077573e-06, 5.14077818e-06,
       5.14077941e-06, 5.14078002e-06, 5.14078033e-06, 5.14078048e-06,
       5.14078056e-06, 5.14078060e-06, 5.14078062e-06, 5.14078063e-06]), 4785: array([4.92479984e-05, 5.57011874e-05, 5.89277250e-05, 6.05409652e-05,
       6.13475711e-05, 6.17508669e-05, 6.19525112e-05, 6.20533316e-05,
       6.21037409e-05, 6.21289451e-05, 6.21415470e-05, 6.21478479e-05,
       6.21509982e-05, 6.21525734e-05, 6.21533609e-05, 6.21537547e-05,
       6.21539516e-05, 6.21540500e-05, 6.21540992e-05, 6.21541238e-05,
       6.21541362e-05, 6.21541423e-05, 6.21541454e-05, 6.21541469e-05,
       6.21541477e-05, 6.21541481e-05, 6.21541483e-05, 6.21541484e-05]), 4790: array([2.62745650e-05, 2.90555965e-05, 3.04444162e-05, 3.11379790e-05,
       3.14843374e-05, 3.16573054e-05, 3.17436839e-05, 3.17868205e-05,
       3.18083624e-05, 3.18191203e-05, 3.18244926e-05, 3.18271755e-05,
       3.18285154e-05, 3.18291845e-05, 3.18295186e-05, 3.18296855e-05,
       3.18297688e-05, 3.18298104e-05, 3.18298312e-05, 3.18298416e-05,
       3.18298467e-05, 3.18298493e-05, 3.18298506e-05, 3.18298513e-05,
       3.18298516e-05, 3.18298518e-05, 3.18298518e-05, 3.18298519e-05]), 4795: array([0.00016107, 0.00017049, 0.00017991, 0.00018933, 0.00019875,
       0.00020817, 0.00021759, 0.00022701, 0.00023643, 0.00024585,
       0.00025527, 0.00026469, 0.00027411, 0.00028353, 0.00029295,
       0.00030237, 0.00031179, 0.00032121, 0.00033063, 0.00034005,
       0.00034947, 0.00035889, 0.00036831, 0.00037773, 0.00038715,
       0.00039657, 0.00040598, 0.0004154 ]), 4800: array([0.00029141, 0.00029168, 0.00029182, 0.00029189, 0.00029193,
       0.00029194, 0.00029195, 0.00029196, 0.00029196, 0.00029196,
       0.00029196, 0.00029196, 0.00029196, 0.00029196, 0.00029196,
       0.00029196, 0.00029196, 0.00029196, 0.00029196, 0.00029196,
       0.00029196, 0.00029196, 0.00029196, 0.00029196, 0.00029196,
       0.00029196, 0.00029196, 0.00029196]), 4805: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4810: array([0.00071159, 0.00074589, 0.0007802 , 0.0008145 , 0.0008488 ,
       0.00088311, 0.00091741, 0.00095171, 0.00098602, 0.00102032,
       0.00105462, 0.00108892, 0.00112323, 0.00115753, 0.00119183,
       0.00122614, 0.00126044, 0.00129474, 0.00132905, 0.00136335,
       0.00139765, 0.00143196, 0.00146626, 0.00150056, 0.00153487,
       0.00156917, 0.00160347, 0.00163778]), 4815: array([0.00149509, 0.00149081, 0.001488  , 0.00148615, 0.00148494,
       0.00148414, 0.00148362, 0.00148327, 0.00148305, 0.0014829 ,
       0.0014828 , 0.00148273, 0.00148269, 0.00148266, 0.00148265,
       0.00148263, 0.00148263, 0.00148262, 0.00148262, 0.00148261,
       0.00148261, 0.00148261, 0.00148261, 0.00148261, 0.00148261,
       0.00148261, 0.00148261, 0.00148261]), 4820: array([0.00534449, 0.00557618, 0.00580787, 0.00603955, 0.00627124,
       0.00650293, 0.00673462, 0.00696631, 0.007198  , 0.00742969,
       0.00766138, 0.00789307, 0.00812476, 0.00835644, 0.00858813,
       0.00881982, 0.00905151, 0.0092832 , 0.00951489, 0.00974658,
       0.00997827, 0.01020996, 0.01044165, 0.01067333, 0.01090502,
       0.01113671, 0.0113684 , 0.01160009]), 4825: array([0.00189335, 0.00185029, 0.00181751, 0.00179256, 0.00177357,
       0.00175911, 0.00174811, 0.00173973, 0.00173335, 0.0017285 ,
       0.0017248 , 0.00172199, 0.00171985, 0.00171822, 0.00171698,
       0.00171603, 0.00171531, 0.00171476, 0.00171435, 0.00171403,
       0.00171379, 0.00171361, 0.00171347, 0.00171336, 0.00171328,
       0.00171322, 0.00171317, 0.00171313]), 4830: array([0.00053711, 0.00053715, 0.00053716, 0.00053717, 0.00053718,
       0.00053718, 0.00053718, 0.00053718, 0.00053718, 0.00053718,
       0.00053718, 0.00053718, 0.00053718, 0.00053718, 0.00053718,
       0.00053718, 0.00053718, 0.00053718, 0.00053718, 0.00053718,
       0.00053718, 0.00053718, 0.00053718, 0.00053718, 0.00053718,
       0.00053718, 0.00053718, 0.00053718]), 4835: array([0.00059192, 0.00048073, 0.00045453, 0.00044835, 0.0004469 ,
       0.00044655, 0.00044647, 0.00044645, 0.00044645, 0.00044645,
       0.00044645, 0.00044645, 0.00044645, 0.00044645, 0.00044645,
       0.00044645, 0.00044645, 0.00044645, 0.00044645, 0.00044645,
       0.00044645, 0.00044645, 0.00044645, 0.00044645, 0.00044645,
       0.00044645, 0.00044645, 0.00044645]), 4840: array([0.0009148 , 0.00087785, 0.0008424 , 0.00080838, 0.00077573,
       0.00074441, 0.00071434, 0.00068549, 0.00065781, 0.00063125,
       0.00060575, 0.00058129, 0.00055781, 0.00053529, 0.00051367,
       0.00049293, 0.00047302, 0.00045392, 0.00043558, 0.00041799,
       0.00040111, 0.00038491, 0.00036937, 0.00035445, 0.00034014,
       0.0003264 , 0.00031322, 0.00030057]), 4845: array([0.00041455, 0.00041455, 0.00041455, 0.00041455, 0.00041455,
       0.00041455, 0.00041455, 0.00041455, 0.00041455, 0.00041455,
       0.00041455, 0.00041455, 0.00041455, 0.00041455, 0.00041455,
       0.00041455, 0.00041455, 0.00041455, 0.00041455, 0.00041455,
       0.00041455, 0.00041455, 0.00041455, 0.00041455, 0.00041455,
       0.00041455, 0.00041455, 0.00041455]), 4850: array([1.74906195e-06, 2.71521722e-06, 3.37922027e-06, 3.83556518e-06,
       4.14919428e-06, 4.36474005e-06, 4.51287674e-06, 4.61468564e-06,
       4.68465517e-06, 4.73274265e-06, 4.76579142e-06, 4.78850462e-06,
       4.80411457e-06, 4.81484271e-06, 4.82221577e-06, 4.82728300e-06,
       4.83076553e-06, 4.83315894e-06, 4.83480384e-06, 4.83593432e-06,
       4.83671126e-06, 4.83724522e-06, 4.83761219e-06, 4.83786440e-06,
       4.83803773e-06, 4.83815686e-06, 4.83823873e-06, 4.83829499e-06]), 4855: array([0.00088429, 0.00070755, 0.00061573, 0.00056802, 0.00054323,
       0.00053035, 0.00052366, 0.00052018, 0.00051837, 0.00051744,
       0.00051695, 0.0005167 , 0.00051656, 0.0005165 , 0.00051646,
       0.00051644, 0.00051643, 0.00051643, 0.00051642, 0.00051642,
       0.00051642, 0.00051642, 0.00051642, 0.00051642, 0.00051642,
       0.00051642, 0.00051642, 0.00051642]), 4860: array([0.00033916, 0.00035245, 0.00036573, 0.00037902, 0.00039231,
       0.00040559, 0.00041888, 0.00043217, 0.00044545, 0.00045874,
       0.00047203, 0.00048531, 0.0004986 , 0.00051189, 0.00052517,
       0.00053846, 0.00055175, 0.00056503, 0.00057832, 0.00059161,
       0.00060489, 0.00061818, 0.00063147, 0.00064475, 0.00065804,
       0.00067133, 0.00068461, 0.0006979 ]), 4865: array([1.29782633e-05, 2.55167859e-05, 3.80119285e-05, 5.04638413e-05,
       6.28726738e-05, 7.52385751e-05, 8.75616937e-05, 9.98421775e-05,
       1.12080174e-04, 1.24275831e-04, 1.36429293e-04, 1.48540709e-04,
       1.60610221e-04, 1.72637977e-04, 1.84624120e-04, 1.96568793e-04,
       2.08472142e-04, 2.20334308e-04, 2.32155434e-04, 2.43935662e-04,
       2.55675134e-04, 2.67373991e-04, 2.79032372e-04, 2.90650419e-04,
       3.02228270e-04, 3.13766065e-04, 3.25263942e-04, 3.36722040e-04]), 4870: array([5.20246262e-04, 4.69757589e-04, 4.24169130e-04, 3.83005290e-04,
       3.45836637e-04, 3.12275413e-04, 2.81971497e-04, 2.54608749e-04,
       2.29901712e-04, 2.07592634e-04, 1.87448780e-04, 1.69260001e-04,
       1.52836547e-04, 1.38007083e-04, 1.24616903e-04, 1.12526317e-04,
       1.01609190e-04, 9.17516337e-05, 8.28508091e-05, 7.48138603e-05,
       6.75569432e-05, 6.10043513e-05, 5.50877259e-05, 4.97453427e-05,
       4.49214683e-05, 4.05657784e-05, 3.66328331e-05, 3.30816026e-05]), 4875: array([2.14070657e-04, 1.89349443e-04, 1.67483075e-04, 1.48141870e-04,
       1.31034219e-04, 1.15902187e-04, 1.02517627e-04, 9.06787369e-05,
       8.02070212e-05, 7.09445961e-05, 6.27518107e-05, 5.55051415e-05,
       4.90953292e-05, 4.34257325e-05, 3.84108699e-05, 3.39751318e-05,
       3.00516398e-05, 2.65812390e-05, 2.35116057e-05, 2.07964586e-05,
       1.83948611e-05, 1.62706039e-05, 1.43916594e-05, 1.27296984e-05,
       1.12596634e-05, 9.95939038e-06, 8.80927498e-06, 7.79197676e-06]), 4880: array([0.00039209, 0.00040989, 0.0004277 , 0.0004455 , 0.0004633 ,
       0.00048111, 0.00049891, 0.00051671, 0.00053452, 0.00055232,
       0.00057013, 0.00058793, 0.00060573, 0.00062354, 0.00064134,
       0.00065914, 0.00067695, 0.00069475, 0.00071255, 0.00073036,
       0.00074816, 0.00076596, 0.00078377, 0.00080157, 0.00081937,
       0.00083718, 0.00085498, 0.00087278]), 4885: array([2.15651547e-04, 1.62946078e-04, 1.23121886e-04, 9.30307714e-05,
       7.02939597e-05, 5.31140506e-05, 4.01329309e-05, 3.03244117e-05,
       2.29131057e-05, 1.73131314e-05, 1.30817972e-05, 9.88460583e-06,
       7.46881171e-06, 5.64344043e-06, 4.26419197e-06, 3.22203340e-06,
       2.43457958e-06, 1.83958037e-06, 1.38999964e-06, 1.05029695e-06,
       7.93617991e-07, 5.99671660e-07, 4.53126034e-07, 3.42396325e-07,
       2.58729084e-07, 1.95510211e-07, 1.47742104e-07, 1.11648576e-07]), 4890: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4895: array([0.00657364, 0.00597927, 0.00561998, 0.00540278, 0.00527148,
       0.00519212, 0.00514414, 0.00511513, 0.0050976 , 0.005087  ,
       0.0050806 , 0.00507672, 0.00507438, 0.00507297, 0.00507211,
       0.00507159, 0.00507128, 0.00507109, 0.00507098, 0.00507091,
       0.00507087, 0.00507084, 0.00507083, 0.00507082, 0.00507081,
       0.00507081, 0.00507081, 0.0050708 ]), 4900: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4905: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4910: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4915: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4920: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4925: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4930: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4935: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4940: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4945: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])}}
Resultados Modelo Volatilidad_14: {14: {0: {'params': mu          0.039803
omega       0.000011
alpha[1]    0.199991
beta[1]     0.299986
Name: params, dtype: float64, 'loglikelihood': 55.505233260448065, 'aic': -103.01046652089613, 'bic': np.float64(-100.4542372024351)}, 5: {'params': mu          0.038546
omega       0.000003
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 64.18674879578789, 'aic': -120.37349759157578, 'bic': np.float64(-117.81726827311475)}, 10: {'params': mu          0.037023
omega       0.000002
alpha[1]    0.200003
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 57.12200636929658, 'aic': -106.24401273859316, 'bic': np.float64(-103.68778342013212)}, 15: {'params': mu          0.031945
omega       0.000033
alpha[1]    0.200028
beta[1]     0.299990
Name: params, dtype: float64, 'loglikelihood': 48.341142662708805, 'aic': -88.68228532541761, 'bic': np.float64(-86.12605600695657)}, 20: {'params': mu          0.021874
omega       0.000022
alpha[1]    0.199973
beta[1]     0.299882
Name: params, dtype: float64, 'loglikelihood': 50.48330015336254, 'aic': -92.96660030672508, 'bic': np.float64(-90.41037098826405)}, 25: {'params': mu          0.017182
omega       0.000003
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 61.97770998915806, 'aic': -115.95541997831612, 'bic': np.float64(-113.39919065985508)}, 30: {'params': mu          1.625474e-02
omega       1.738549e-07
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 84.22505066695294, 'aic': -160.45010133390588, 'bic': np.float64(-157.89387201544486)}, 35: {'params': mu          1.599373e-02
omega       9.227763e-08
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 85.0899909760854, 'aic': -162.1799819521708, 'bic': np.float64(-159.62375263370978)}, 40: {'params': mu          0.016987
omega       0.000003
alpha[1]    0.200316
beta[1]     0.499802
Name: params, dtype: float64, 'loglikelihood': 62.59037179785257, 'aic': -117.18074359570514, 'bic': np.float64(-114.6245142772441)}, 45: {'params': mu          0.021595
omega       0.000005
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 61.51430696489072, 'aic': -115.02861392978144, 'bic': np.float64(-112.47238461132041)}, 50: {'params': mu          0.024188
omega       0.000003
alpha[1]    0.200162
beta[1]     0.499899
Name: params, dtype: float64, 'loglikelihood': 60.62993768773752, 'aic': -113.25987537547503, 'bic': np.float64(-110.703646057014)}, 55: {'params': mu          0.029393
omega       0.000008
alpha[1]    0.200018
beta[1]     0.299993
Name: params, dtype: float64, 'loglikelihood': 58.22133990883699, 'aic': -108.44267981767398, 'bic': np.float64(-105.88645049921294)}, 60: {'params': mu          0.032355
omega       0.000005
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 61.78272150653541, 'aic': -115.56544301307082, 'bic': np.float64(-113.00921369460978)}, 65: {'params': mu          0.032583
omega       0.000007
alpha[1]    0.478877
beta[1]     0.195421
Name: params, dtype: float64, 'loglikelihood': 57.535754594776186, 'aic': -107.07150918955237, 'bic': np.float64(-104.51527987109134)}, 70: {'params': mu          0.026502
omega       0.000015
alpha[1]    0.200004
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 54.00459942587653, 'aic': -100.00919885175306, 'bic': np.float64(-97.45296953329202)}, 75: {'params': mu          0.021865
omega       0.000006
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 60.27207655443072, 'aic': -112.54415310886144, 'bic': np.float64(-109.9879237904004)}, 80: {'params': mu          0.020930
omega       0.000003
alpha[1]    0.200145
beta[1]     0.299945
Name: params, dtype: float64, 'loglikelihood': 63.92199242580723, 'aic': -119.84398485161447, 'bic': np.float64(-117.28775553315343)}, 85: {'params': mu          0.023611
omega       0.000006
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 59.530391083382185, 'aic': -111.06078216676437, 'bic': np.float64(-108.50455284830333)}, 90: {'params': mu          0.026469
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 63.90661595180368, 'aic': -119.81323190360736, 'bic': np.float64(-117.25700258514632)}, 95: {'params': mu          0.026120
omega       0.000007
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 58.984317614959856, 'aic': -109.96863522991971, 'bic': np.float64(-107.41240591145868)}, 100: {'params': mu          0.021922
omega       0.000005
alpha[1]    0.199999
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 58.56553662828455, 'aic': -109.1310732565691, 'bic': np.float64(-106.57484393810806)}, 105: {'params': mu          0.020840
omega       0.000006
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 61.473847257889105, 'aic': -114.94769451577821, 'bic': np.float64(-112.39146519731717)}, 110: {'params': mu          0.025456
omega       0.000011
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 55.47083158065482, 'aic': -102.94166316130963, 'bic': np.float64(-100.3854338428486)}, 115: {'params': mu          0.027489
omega       0.000003
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 61.036893898363026, 'aic': -114.07378779672605, 'bic': np.float64(-111.51755847826502)}, 120: {'params': mu          0.025654
omega       0.000020
alpha[1]    0.200005
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 52.6119648742816, 'aic': -97.2239297485632, 'bic': np.float64(-94.66770043010216)}, 125: {'params': mu          0.015028
omega       0.000019
alpha[1]    0.288826
beta[1]     0.266688
Name: params, dtype: float64, 'loglikelihood': 51.048162466009686, 'aic': -94.09632493201937, 'bic': np.float64(-91.54009561355834)}, 130: {'params': mu          0.015371
omega       0.000013
alpha[1]    0.208006
beta[1]     0.494996
Name: params, dtype: float64, 'loglikelihood': 50.999272014752506, 'aic': -93.99854402950501, 'bic': np.float64(-91.44231471104398)}, 135: {'params': mu          0.023313
omega       0.000016
alpha[1]    0.200003
beta[1]     0.499992
Name: params, dtype: float64, 'loglikelihood': 50.000917454435445, 'aic': -92.00183490887089, 'bic': np.float64(-89.44560559040985)}, 140: {'params': mu          2.662355e-02
omega       3.619074e-07
alpha[1]    2.000001e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 79.47801829800929, 'aic': -150.95603659601858, 'bic': np.float64(-148.39980727755756)}, 145: {'params': mu          0.024801
omega       0.000002
alpha[1]    0.200003
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 55.85727267583062, 'aic': -103.71454535166124, 'bic': np.float64(-101.15831603320021)}, 150: {'params': mu          0.017777
omega       0.000015
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 54.17458452017191, 'aic': -100.34916904034382, 'bic': np.float64(-97.79293972188279)}, 155: {'params': mu          0.015599
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 71.13199585348241, 'aic': -134.26399170696482, 'bic': np.float64(-131.7077623885038)}, 160: {'params': mu          1.489863e-02
omega       1.319738e-07
alpha[1]    2.000000e-01
beta[1]     7.000000e-01
Name: params, dtype: float64, 'loglikelihood': 76.51683989234422, 'aic': -145.03367978468845, 'bic': np.float64(-142.47745046622742)}, 165: {'params': mu          1.461491e-02
omega       8.861176e-07
alpha[1]    2.000005e-01
beta[1]     4.999997e-01
Name: params, dtype: float64, 'loglikelihood': 70.7362993733323, 'aic': -133.4725987466646, 'bic': np.float64(-130.91636942820358)}, 170: {'params': mu          0.013309
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 66.76891358158153, 'aic': -125.53782716316306, 'bic': np.float64(-122.98159784470202)}, 175: {'params': mu          0.012952
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 69.62699937505366, 'aic': -131.2539987501073, 'bic': np.float64(-128.6977694316463)}, 180: {'params': mu          0.013670
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 67.86771193979322, 'aic': -127.73542387958645, 'bic': np.float64(-125.17919456112541)}, 185: {'params': mu          0.015836
omega       0.000010
alpha[1]    0.200004
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 56.628102868161264, 'aic': -105.25620573632253, 'bic': np.float64(-102.69997641786149)}, 190: {'params': mu          0.021678
omega       0.000005
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 59.26770084667092, 'aic': -110.53540169334184, 'bic': np.float64(-107.9791723748808)}, 195: {'params': mu          0.023462
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 69.41857543142915, 'aic': -130.8371508628583, 'bic': np.float64(-128.28092154439727)}, 200: {'params': mu          0.023117
omega       0.000002
alpha[1]    0.198030
beta[1]     0.296896
Name: params, dtype: float64, 'loglikelihood': 67.31764488198237, 'aic': -126.63528976396475, 'bic': np.float64(-124.07906044550371)}, 205: {'params': mu          0.022747
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 66.54745490414258, 'aic': -125.09490980828517, 'bic': np.float64(-122.53868048982413)}, 210: {'params': mu          0.020609
omega       0.000013
alpha[1]    0.308086
beta[1]     0.435714
Name: params, dtype: float64, 'loglikelihood': 54.478197667862446, 'aic': -100.95639533572489, 'bic': np.float64(-98.40016601726386)}, 215: {'params': mu          0.012697
omega       0.000013
alpha[1]    0.200253
beta[1]     0.499449
Name: params, dtype: float64, 'loglikelihood': 50.79169759107865, 'aic': -93.5833951821573, 'bic': np.float64(-91.02716586369627)}, 220: {'params': mu          0.009943
omega       0.000004
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 60.83439914199056, 'aic': -113.66879828398112, 'bic': np.float64(-111.11256896552008)}, 225: {'params': mu          9.916900e-03
omega       7.742831e-07
alpha[1]    1.000003e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 73.78312745192936, 'aic': -139.56625490385872, 'bic': np.float64(-137.0100255853977)}, 230: {'params': mu          0.010903
omega       0.000002
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 64.64150678462704, 'aic': -121.28301356925408, 'bic': np.float64(-118.72678425079305)}, 235: {'params': mu          0.013694
omega       0.000004
alpha[1]    0.200018
beta[1]     0.299989
Name: params, dtype: float64, 'loglikelihood': 61.7561135272257, 'aic': -115.5122270544514, 'bic': np.float64(-112.95599773599037)}, 240: {'params': mu          0.015785
omega       0.000001
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 68.3122594169046, 'aic': -128.6245188338092, 'bic': np.float64(-126.06828951534816)}, 245: {'params': mu          1.535694e-02
omega       4.376173e-07
alpha[1]    2.000002e-01
beta[1]     6.999998e-01
Name: params, dtype: float64, 'loglikelihood': 67.70826297470407, 'aic': -127.41652594940814, 'bic': np.float64(-124.8602966309471)}, 250: {'params': mu          1.342410e-02
omega       5.541168e-07
alpha[1]    1.999998e-01
beta[1]     6.999994e-01
Name: params, dtype: float64, 'loglikelihood': 65.46034525161842, 'aic': -122.92069050323684, 'bic': np.float64(-120.3644611847758)}, 255: {'params': mu          0.013967
omega       0.000006
alpha[1]    0.200004
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 57.127526254261156, 'aic': -106.25505250852231, 'bic': np.float64(-103.69882319006128)}, 260: {'params': mu          0.020981
omega       0.000006
alpha[1]    0.199999
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 56.79136822238343, 'aic': -105.58273644476687, 'bic': np.float64(-103.02650712630583)}, 265: {'params': mu          2.336848e-02
omega       6.834039e-07
alpha[1]    2.000000e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 74.74278485845062, 'aic': -141.48556971690124, 'bic': np.float64(-138.92934039844022)}, 270: {'params': mu          0.024601
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 71.01977708460504, 'aic': -134.03955416921008, 'bic': np.float64(-131.48332485074906)}, 275: {'params': mu          0.025670
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 71.8106996090667, 'aic': -135.6213992181334, 'bic': np.float64(-133.06516989967238)}, 280: {'params': mu          2.647945e-02
omega       2.051635e-07
alpha[1]    9.999999e-03
beta[1]     8.900000e-01
Name: params, dtype: float64, 'loglikelihood': 71.91564771939515, 'aic': -135.8312954387903, 'bic': np.float64(-133.27506612032929)}, 285: {'params': mu          0.024463
omega       0.000005
alpha[1]    0.200010
beta[1]     0.499995
Name: params, dtype: float64, 'loglikelihood': 57.882671207044915, 'aic': -107.76534241408983, 'bic': np.float64(-105.2091130956288)}, 290: {'params': mu          0.019131
omega       0.000010
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 57.260003760775206, 'aic': -106.52000752155041, 'bic': np.float64(-103.96377820308938)}, 295: {'params': mu          0.017327
omega       0.000002
alpha[1]    0.608986
beta[1]     0.142488
Name: params, dtype: float64, 'loglikelihood': 62.98475593530535, 'aic': -117.9695118706107, 'bic': np.float64(-115.41328255214967)}, 300: {'params': mu          0.013980
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 68.05827997956524, 'aic': -128.11655995913048, 'bic': np.float64(-125.56033064066945)}, 305: {'params': mu          0.014597
omega       0.000003
alpha[1]    0.200059
beta[1]     0.299978
Name: params, dtype: float64, 'loglikelihood': 64.54404176056113, 'aic': -121.08808352112226, 'bic': np.float64(-118.53185420266122)}, 310: {'params': mu          0.018164
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 62.613345451663726, 'aic': -117.22669090332745, 'bic': np.float64(-114.67046158486642)}, 315: {'params': mu          0.020782
omega       0.000004
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 63.891777103945564, 'aic': -119.78355420789113, 'bic': np.float64(-117.2273248894301)}, 320: {'params': mu          0.023746
omega       0.000003
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 63.25474474163168, 'aic': -118.50948948326337, 'bic': np.float64(-115.95326016480233)}, 325: {'params': mu          0.025697
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 69.71119851999823, 'aic': -131.42239703999647, 'bic': np.float64(-128.86616772153545)}, 330: {'params': mu          0.024873
omega       0.000004
alpha[1]    0.200053
beta[1]     0.499968
Name: params, dtype: float64, 'loglikelihood': 59.925500171842565, 'aic': -111.85100034368513, 'bic': np.float64(-109.2947710252241)}, 335: {'params': mu          0.019319
omega       0.000012
alpha[1]    0.200236
beta[1]     0.299910
Name: params, dtype: float64, 'loglikelihood': 55.0474662124126, 'aic': -102.0949324248252, 'bic': np.float64(-99.53870310636417)}, 340: {'params': mu          1.712342e-02
omega       5.141446e-07
alpha[1]    2.000000e-01
beta[1]     6.999998e-01
Name: params, dtype: float64, 'loglikelihood': 66.53712777212797, 'aic': -125.07425554425595, 'bic': np.float64(-122.51802622579491)}, 345: {'params': mu          0.017952
omega       0.000003
alpha[1]    0.200014
beta[1]     0.499991
Name: params, dtype: float64, 'loglikelihood': 61.6498710229409, 'aic': -115.2997420458818, 'bic': np.float64(-112.74351272742076)}, 350: {'params': mu          0.023669
omega       0.000021
alpha[1]    0.201882
beta[1]     0.299294
Name: params, dtype: float64, 'loglikelihood': 51.45293337593689, 'aic': -94.90586675187377, 'bic': np.float64(-92.34963743341274)}, 355: {'params': mu          0.033748
omega       0.000024
alpha[1]    0.280031
beta[1]     0.269989
Name: params, dtype: float64, 'loglikelihood': 49.751744661472934, 'aic': -91.50348932294587, 'bic': np.float64(-88.94726000448483)}, 360: {'params': mu          0.040677
omega       0.000010
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 56.51138452725176, 'aic': -105.02276905450351, 'bic': np.float64(-102.46653973604248)}, 365: {'params': mu          0.041415
omega       0.000004
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 59.683640621046735, 'aic': -111.36728124209347, 'bic': np.float64(-108.81105192363243)}, 370: {'params': mu          0.038890
omega       0.000026
alpha[1]    0.308449
beta[1]     0.432219
Name: params, dtype: float64, 'loglikelihood': 45.97120194680176, 'aic': -83.94240389360353, 'bic': np.float64(-81.38617457514249)}, 375: {'params': mu          0.023075
omega       0.000036
alpha[1]    0.200006
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 48.29812270855755, 'aic': -88.5962454171151, 'bic': np.float64(-86.04001609865406)}, 380: {'params': mu          0.022233
omega       0.000015
alpha[1]    0.200004
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 53.829295206844094, 'aic': -99.65859041368819, 'bic': np.float64(-97.10236109522715)}, 385: {'params': mu          0.029639
omega       0.000011
alpha[1]    0.200000
beta[1]     0.499992
Name: params, dtype: float64, 'loglikelihood': 52.80022131824439, 'aic': -97.60044263648878, 'bic': np.float64(-95.04421331802774)}, 390: {'params': mu          3.235009e-02
omega       4.988610e-07
alpha[1]    9.999999e-03
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 73.31715000083508, 'aic': -138.63430000167017, 'bic': np.float64(-136.07807068320915)}, 395: {'params': mu          0.030282
omega       0.000014
alpha[1]    0.274010
beta[1]     0.275990
Name: params, dtype: float64, 'loglikelihood': 53.00041683400528, 'aic': -98.00083366801056, 'bic': np.float64(-95.44460434954952)}, 400: {'params': mu          0.022618
omega       0.000010
alpha[1]    0.199999
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 53.638027028500225, 'aic': -99.27605405700045, 'bic': np.float64(-96.71982473853942)}, 405: {'params': mu          2.118926e-02
omega       8.861724e-07
alpha[1]    2.000004e-01
beta[1]     6.999996e-01
Name: params, dtype: float64, 'loglikelihood': 62.04488002641117, 'aic': -116.08976005282234, 'bic': np.float64(-113.5335307343613)}, 410: {'params': mu          0.022258
omega       0.000006
alpha[1]    0.207930
beta[1]     0.292516
Name: params, dtype: float64, 'loglikelihood': 59.80653527144492, 'aic': -111.61307054288984, 'bic': np.float64(-109.05684122442881)}, 415: {'params': mu          0.025072
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 63.155795185601775, 'aic': -118.31159037120355, 'bic': np.float64(-115.75536105274251)}, 420: {'params': mu          0.024683
omega       0.000004
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 62.88472685138761, 'aic': -117.76945370277522, 'bic': np.float64(-115.21322438431419)}, 425: {'params': mu          0.022133
omega       0.000014
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 54.49291886718995, 'aic': -100.9858377343799, 'bic': np.float64(-98.42960841591886)}, 430: {'params': mu          0.016491
omega       0.000017
alpha[1]    0.312659
beta[1]     0.279058
Name: params, dtype: float64, 'loglikelihood': 50.678011073819945, 'aic': -93.35602214763989, 'bic': np.float64(-90.79979282917886)}, 435: {'params': mu          0.008209
omega       0.000006
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 57.386633154278286, 'aic': -106.77326630855657, 'bic': np.float64(-104.21703699009554)}, 440: {'params': mu          0.008602
omega       0.000008
alpha[1]    0.200004
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 58.567874864105264, 'aic': -109.13574972821053, 'bic': np.float64(-106.57952040974949)}, 445: {'params': mu          0.014907
omega       0.000012
alpha[1]    0.200008
beta[1]     0.299995
Name: params, dtype: float64, 'loglikelihood': 55.00285278771066, 'aic': -102.00570557542132, 'bic': np.float64(-99.44947625696028)}, 450: {'params': mu          0.018669
omega       0.000002
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 65.66202803748874, 'aic': -123.32405607497748, 'bic': np.float64(-120.76782675651644)}, 455: {'params': mu          0.018689
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 67.88209054244624, 'aic': -127.76418108489247, 'bic': np.float64(-125.20795176643144)}, 460: {'params': mu          0.016661
omega       0.000001
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 68.2208354488165, 'aic': -128.441670897633, 'bic': np.float64(-125.88544157917197)}, 465: {'params': mu          0.016384
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 68.70346837573197, 'aic': -129.40693675146395, 'bic': np.float64(-126.85070743300291)}, 470: {'params': mu          0.017812
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 68.74854390913434, 'aic': -129.49708781826868, 'bic': np.float64(-126.94085849980765)}, 475: {'params': mu          0.020548
omega       0.000051
alpha[1]    0.200009
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 46.170253056626855, 'aic': -84.34050611325371, 'bic': np.float64(-81.78427679479267)}, 480: {'params': mu          1.897266e-02
omega       2.901208e-05
alpha[1]    1.000000e+00
beta[1]     1.442778e-14
Name: params, dtype: float64, 'loglikelihood': 38.57364786927103, 'aic': -69.14729573854206, 'bic': np.float64(-66.59106642008102)}, 485: {'params': mu          0.058113
omega       0.000069
alpha[1]    0.199788
beta[1]     0.499468
Name: params, dtype: float64, 'loglikelihood': 41.00778449921152, 'aic': -74.01556899842303, 'bic': np.float64(-71.459339679962)}, 490: {'params': mu          0.060096
omega       0.000042
alpha[1]    0.200018
beta[1]     0.499989
Name: params, dtype: float64, 'loglikelihood': 44.663328725006416, 'aic': -81.32665745001283, 'bic': np.float64(-78.7704281315518)}, 495: {'params': mu          0.043243
omega       0.000199
alpha[1]    0.200065
beta[1]     0.299991
Name: params, dtype: float64, 'loglikelihood': 35.03010573971955, 'aic': -62.060211479439104, 'bic': np.float64(-59.50398216097807)}, 500: {'params': mu          0.022083
omega       0.000061
alpha[1]    0.199884
beta[1]     0.499711
Name: params, dtype: float64, 'loglikelihood': 41.90711561264219, 'aic': -75.81423122528437, 'bic': np.float64(-73.25800190682334)}, 505: {'params': mu          0.017455
omega       0.000004
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 63.39717662113347, 'aic': -118.79435324226694, 'bic': np.float64(-116.2381239238059)}, 510: {'params': mu          0.013243
omega       0.000006
alpha[1]    0.200003
beta[1]     0.299990
Name: params, dtype: float64, 'loglikelihood': 59.598048214907934, 'aic': -111.19609642981587, 'bic': np.float64(-108.63986711135483)}, 515: {'params': mu          0.013052
omega       0.000004
alpha[1]    0.100000
beta[1]     0.400000
Name: params, dtype: float64, 'loglikelihood': 62.42995446488874, 'aic': -116.85990892977748, 'bic': np.float64(-114.30367961131644)}, 520: {'params': mu          0.015723
omega       0.000002
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 63.67859780442909, 'aic': -119.35719560885818, 'bic': np.float64(-116.80096629039714)}, 525: {'params': mu          0.017352
omega       0.000001
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 69.21734368686684, 'aic': -130.43468737373368, 'bic': np.float64(-127.87845805527265)}, 530: {'params': mu          0.020293
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 64.2119773135247, 'aic': -120.4239546270494, 'bic': np.float64(-117.86772530858836)}, 535: {'params': mu          0.024130
omega       0.000015
alpha[1]    0.204291
beta[1]     0.497318
Name: params, dtype: float64, 'loglikelihood': 50.76775099508923, 'aic': -93.53550199017846, 'bic': np.float64(-90.97927267171742)}, 540: {'params': mu          0.036993
omega       0.000051
alpha[1]    0.315770
beta[1]     0.256586
Name: params, dtype: float64, 'loglikelihood': 45.44317203500014, 'aic': -82.88634407000028, 'bic': np.float64(-80.33011475153924)}, 545: {'params': mu          0.044257
omega       0.000005
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 59.53076060269169, 'aic': -111.06152120538339, 'bic': np.float64(-108.50529188692235)}, 550: {'params': mu          0.043585
omega       0.000015
alpha[1]    0.906548
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 52.82073728732325, 'aic': -97.6414745746465, 'bic': np.float64(-95.08524525618546)}, 555: {'params': mu          0.032055
omega       0.000028
alpha[1]    0.330182
beta[1]     0.251053
Name: params, dtype: float64, 'loglikelihood': 48.404013711070526, 'aic': -88.80802742214105, 'bic': np.float64(-86.25179810368002)}, 560: {'params': mu          0.030887
omega       0.000010
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 52.5242535662994, 'aic': -97.0485071325988, 'bic': np.float64(-94.49227781413776)}, 565: {'params': mu          0.033005
omega       0.000010
alpha[1]    0.200000
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 53.23448067726469, 'aic': -98.46896135452938, 'bic': np.float64(-95.91273203606835)}, 570: {'params': mu          0.035333
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 69.18993103776079, 'aic': -130.37986207552157, 'bic': np.float64(-127.82363275706054)}, 575: {'params': mu          0.031301
omega       0.000016
alpha[1]    0.201086
beta[1]     0.499321
Name: params, dtype: float64, 'loglikelihood': 49.80555215505244, 'aic': -91.61110431010488, 'bic': np.float64(-89.05487499164384)}, 580: {'params': mu          0.022457
omega       0.000016
alpha[1]    0.199998
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 50.317366557790464, 'aic': -92.63473311558093, 'bic': np.float64(-90.0785037971199)}, 585: {'params': mu          0.022256
omega       0.000013
alpha[1]    0.200021
beta[1]     0.299993
Name: params, dtype: float64, 'loglikelihood': 54.437528191250195, 'aic': -100.87505638250039, 'bic': np.float64(-98.31882706403935)}, 590: {'params': mu          0.029270
omega       0.000015
alpha[1]    0.200004
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 53.960657391700565, 'aic': -99.92131478340113, 'bic': np.float64(-97.3650854649401)}, 595: {'params': mu          0.033224
omega       0.000005
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 60.774153921568846, 'aic': -113.54830784313769, 'bic': np.float64(-110.99207852467666)}, 600: {'params': mu          3.462811e-02
omega       5.461371e-07
alpha[1]    1.999999e-01
beta[1]     6.999998e-01
Name: params, dtype: float64, 'loglikelihood': 66.10146189540515, 'aic': -124.2029237908103, 'bic': np.float64(-121.64669447234927)}, 605: {'params': mu          0.034034
omega       0.000003
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 65.64859470906906, 'aic': -123.29718941813812, 'bic': np.float64(-120.74096009967708)}, 610: {'params': mu          0.031452
omega       0.000005
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 60.84761760723224, 'aic': -113.69523521446447, 'bic': np.float64(-111.13900589600344)}, 615: {'params': mu          0.027740
omega       0.000005
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 60.560853701366355, 'aic': -113.12170740273271, 'bic': np.float64(-110.56547808427167)}, 620: {'params': mu          0.026753
omega       0.000006
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 56.642905781846366, 'aic': -105.28581156369273, 'bic': np.float64(-102.7295822452317)}, 625: {'params': mu          0.030087
omega       0.000073
alpha[1]    0.480191
beta[1]     0.195218
Name: params, dtype: float64, 'loglikelihood': 41.20634561431003, 'aic': -74.41269122862006, 'bic': np.float64(-71.85646191015903)}, 630: {'params': mu          0.063760
omega       0.000015
alpha[1]    0.805454
beta[1]     0.000001
Name: params, dtype: float64, 'loglikelihood': 42.70304902028053, 'aic': -77.40609804056106, 'bic': np.float64(-74.84986872210003)}, 635: {'params': mu          0.061091
omega       0.000014
alpha[1]    0.199998
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 51.37708125299515, 'aic': -94.7541625059903, 'bic': np.float64(-92.19793318752926)}, 640: {'params': mu          0.063220
omega       0.000003
alpha[1]    0.987504
beta[1]     0.004686
Name: params, dtype: float64, 'loglikelihood': 48.54352397930118, 'aic': -89.08704795860235, 'bic': np.float64(-86.53081864014132)}, 645: {'params': mu          0.041014
omega       0.000038
alpha[1]    0.195706
beta[1]     0.489236
Name: params, dtype: float64, 'loglikelihood': 43.1965807546286, 'aic': -78.3931615092572, 'bic': np.float64(-75.83693219079616)}, 650: {'params': mu          0.035050
omega       0.000010
alpha[1]    0.199999
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 54.20679542214992, 'aic': -100.41359084429985, 'bic': np.float64(-97.85736152583881)}, 655: {'params': mu          0.034431
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 71.52500706454846, 'aic': -135.05001412909692, 'bic': np.float64(-132.4937848106359)}, 660: {'params': mu          0.036707
omega       0.000017
alpha[1]    0.200006
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 53.49953279863297, 'aic': -98.99906559726594, 'bic': np.float64(-96.4428362788049)}, 665: {'params': mu          0.044909
omega       0.000030
alpha[1]    0.199998
beta[1]     0.299995
Name: params, dtype: float64, 'loglikelihood': 48.244524796081826, 'aic': -88.48904959216365, 'bic': np.float64(-85.93282027370262)}, 670: {'params': mu          0.049464
omega       0.000005
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 59.37690166813817, 'aic': -110.75380333627633, 'bic': np.float64(-108.1975740178153)}, 675: {'params': mu          0.048082
omega       0.000016
alpha[1]    0.200004
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 54.21948639471982, 'aic': -100.43897278943965, 'bic': np.float64(-97.88274347097861)}, 680: {'params': mu          0.039560
omega       0.000045
alpha[1]    0.223433
beta[1]     0.291212
Name: params, dtype: float64, 'loglikelihood': 46.18190065981585, 'aic': -84.3638013196317, 'bic': np.float64(-81.80757200117067)}, 685: {'params': mu          0.028497
omega       0.000014
alpha[1]    0.199998
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 50.55073788537026, 'aic': -93.10147577074052, 'bic': np.float64(-90.54524645227949)}, 690: {'params': mu          0.025176
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 67.20644874050097, 'aic': -126.41289748100195, 'bic': np.float64(-123.85666816254091)}, 695: {'params': mu          0.025795
omega       0.000003
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 64.8886676020869, 'aic': -121.7773352041738, 'bic': np.float64(-119.22110588571276)}, 700: {'params': mu          2.706428e-02
omega       4.849961e-07
alpha[1]    9.999999e-03
beta[1]     6.899999e-01
Name: params, dtype: float64, 'loglikelihood': 73.50259504647026, 'aic': -139.00519009294052, 'bic': np.float64(-136.4489607744795)}, 705: {'params': mu          0.026592
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 66.63880154023346, 'aic': -125.27760308046692, 'bic': np.float64(-122.72137376200588)}, 710: {'params': mu          0.023882
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 62.12911608196363, 'aic': -116.25823216392726, 'bic': np.float64(-113.70200284546623)}, 715: {'params': mu          0.021453
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 65.14710127383387, 'aic': -122.29420254766774, 'bic': np.float64(-119.7379732292067)}, 720: {'params': mu          0.021824
omega       0.000010
alpha[1]    0.200013
beta[1]     0.299995
Name: params, dtype: float64, 'loglikelihood': 57.50047098140805, 'aic': -107.0009419628161, 'bic': np.float64(-104.44471264435506)}, 725: {'params': mu          0.022518
omega       0.000007
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 50.43351044344573, 'aic': -92.86702088689147, 'bic': np.float64(-90.31079156843043)}, 730: {'params': mu          0.037557
omega       0.000034
alpha[1]    0.305315
beta[1]     0.260507
Name: params, dtype: float64, 'loglikelihood': 47.62199503305783, 'aic': -87.24399006611566, 'bic': np.float64(-84.68776074765462)}, 735: {'params': mu          0.046312
omega       0.000025
alpha[1]    0.199976
beta[1]     0.299870
Name: params, dtype: float64, 'loglikelihood': 49.90499055711163, 'aic': -91.80998111422326, 'bic': np.float64(-89.25375179576223)}, 740: {'params': mu          0.049476
omega       0.000005
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 58.01332919761974, 'aic': -108.02665839523948, 'bic': np.float64(-105.47042907677844)}, 745: {'params': mu          0.047925
omega       0.000013
alpha[1]    0.200137
beta[1]     0.499915
Name: params, dtype: float64, 'loglikelihood': 52.13427892075891, 'aic': -96.26855784151782, 'bic': np.float64(-93.71232852305678)}, 750: {'params': mu          0.037245
omega       0.000030
alpha[1]    0.297904
beta[1]     0.244880
Name: params, dtype: float64, 'loglikelihood': 47.38068815386226, 'aic': -86.76137630772452, 'bic': np.float64(-84.20514698926348)}, 755: {'params': mu          0.034466
omega       0.000008
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 53.94665876417694, 'aic': -99.89331752835388, 'bic': np.float64(-97.33708820989284)}, 760: {'params': mu          0.033967
omega       0.000004
alpha[1]    0.215817
beta[1]     0.294172
Name: params, dtype: float64, 'loglikelihood': 62.39749506230272, 'aic': -116.79499012460543, 'bic': np.float64(-114.2387608061444)}, 765: {'params': mu          0.033822
omega       0.000002
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 64.56104139273236, 'aic': -121.12208278546473, 'bic': np.float64(-118.56585346700369)}, 770: {'params': mu          0.034208
omega       0.000001
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 66.36055082252781, 'aic': -124.72110164505563, 'bic': np.float64(-122.16487232659459)}, 775: {'params': mu          3.556846e-02
omega       4.371705e-07
alpha[1]    1.999999e-01
beta[1]     6.999998e-01
Name: params, dtype: float64, 'loglikelihood': 67.78261906566071, 'aic': -127.56523813132142, 'bic': np.float64(-125.00900881286039)}, 780: {'params': mu          3.635289e-02
omega       5.395722e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 76.640096940108, 'aic': -145.280193880216, 'bic': np.float64(-142.72396456175497)}, 785: {'params': mu          0.032413
omega       0.000026
alpha[1]    0.270101
beta[1]     0.265476
Name: params, dtype: float64, 'loglikelihood': 49.538294931573844, 'aic': -91.07658986314769, 'bic': np.float64(-88.52036054468665)}, 790: {'params': mu          0.024935
omega       0.000004
alpha[1]    0.199999
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 52.39286888884161, 'aic': -96.78573777768322, 'bic': np.float64(-94.22950845922219)}, 795: {'params': mu          0.024064
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 66.96012881167593, 'aic': -125.92025762335186, 'bic': np.float64(-123.36402830489082)}, 800: {'params': mu          0.026165
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 69.24042198751724, 'aic': -130.48084397503447, 'bic': np.float64(-127.92461465657344)}, 805: {'params': mu          2.686237e-02
omega       8.804917e-07
alpha[1]    9.999998e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 69.36505198826103, 'aic': -130.73010397652206, 'bic': np.float64(-128.17387465806104)}, 810: {'params': mu          2.890106e-02
omega       9.581575e-07
alpha[1]    9.999982e-03
beta[1]     8.900002e-01
Name: params, dtype: float64, 'loglikelihood': 61.161254739831115, 'aic': -114.32250947966223, 'bic': np.float64(-111.7662801612012)}, 815: {'params': mu          0.031662
omega       0.000008
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 57.0164999214952, 'aic': -106.0329998429904, 'bic': np.float64(-103.47677052452937)}, 820: {'params': mu          0.035375
omega       0.000006
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 59.377467448817484, 'aic': -110.75493489763497, 'bic': np.float64(-108.19870557917393)}, 825: {'params': mu          0.038763
omega       0.000006
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 59.76502294825543, 'aic': -111.53004589651086, 'bic': np.float64(-108.97381657804982)}, 830: {'params': mu          0.040033
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 62.571995317277654, 'aic': -117.14399063455531, 'bic': np.float64(-114.58776131609427)}, 835: {'params': mu          0.040542
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 64.35437720302299, 'aic': -120.70875440604598, 'bic': np.float64(-118.15252508758495)}, 840: {'params': mu          0.038272
omega       0.000008
alpha[1]    0.200083
beta[1]     0.499948
Name: params, dtype: float64, 'loglikelihood': 54.722029546563874, 'aic': -101.44405909312775, 'bic': np.float64(-98.88782977466671)}, 845: {'params': mu          0.033293
omega       0.000012
alpha[1]    0.200004
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 55.37037141846451, 'aic': -102.74074283692902, 'bic': np.float64(-100.18451351846798)}, 850: {'params': mu          0.029417
omega       0.000005
alpha[1]    0.200009
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 61.483418301132964, 'aic': -114.96683660226593, 'bic': np.float64(-112.4106072838049)}, 855: {'params': mu          0.027742
omega       0.000005
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 61.75607701938357, 'aic': -115.51215403876714, 'bic': np.float64(-112.9559247203061)}, 860: {'params': mu          0.026795
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 66.64748542924603, 'aic': -125.29497085849206, 'bic': np.float64(-122.73874154003103)}, 865: {'params': mu          0.029387
omega       0.000003
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 61.53657455309439, 'aic': -115.07314910618878, 'bic': np.float64(-112.51691978772774)}, 870: {'params': mu          0.032105
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 63.446995211117674, 'aic': -118.89399042223535, 'bic': np.float64(-116.33776110377431)}, 875: {'params': mu          0.032521
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 67.33104446482636, 'aic': -126.66208892965273, 'bic': np.float64(-124.10585961119169)}, 880: {'params': mu          0.032502
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490002
Name: params, dtype: float64, 'loglikelihood': 68.8636248920178, 'aic': -129.7272497840356, 'bic': np.float64(-127.17102046557456)}, 885: {'params': mu          0.033459
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 64.10921538373523, 'aic': -120.21843076747047, 'bic': np.float64(-117.66220144900943)}, 890: {'params': mu          0.036235
omega       0.000009
alpha[1]    0.258266
beta[1]     0.340648
Name: params, dtype: float64, 'loglikelihood': 56.41763239304776, 'aic': -104.83526478609552, 'bic': np.float64(-102.27903546763449)}, 895: {'params': mu          0.040836
omega       0.000015
alpha[1]    0.200000
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 53.38165652683786, 'aic': -98.76331305367572, 'bic': np.float64(-96.20708373521468)}, 900: {'params': mu          0.044015
omega       0.000005
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 58.30574868868395, 'aic': -108.6114973773679, 'bic': np.float64(-106.05526805890686)}, 905: {'params': mu          0.043330
omega       0.000005
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 60.894008289031156, 'aic': -113.78801657806231, 'bic': np.float64(-111.23178725960128)}, 910: {'params': mu          0.042111
omega       0.000002
alpha[1]    0.192039
beta[1]     0.288058
Name: params, dtype: float64, 'loglikelihood': 66.1961202229906, 'aic': -124.3922404459812, 'bic': np.float64(-121.83601112752017)}, 915: {'params': mu          0.041565
omega       0.000001
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 68.60261751942608, 'aic': -129.20523503885215, 'bic': np.float64(-126.64900572039112)}, 920: {'params': mu          0.039473
omega       0.000004
alpha[1]    0.200221
beta[1]     0.699809
Name: params, dtype: float64, 'loglikelihood': 52.654052609701786, 'aic': -97.30810521940357, 'bic': np.float64(-94.75187590094254)}, 925: {'params': mu          0.032572
omega       0.000011
alpha[1]    0.200000
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 52.17022523895802, 'aic': -96.34045047791604, 'bic': np.float64(-93.784221159455)}, 930: {'params': mu          0.031062
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 66.51532401912777, 'aic': -125.03064803825555, 'bic': np.float64(-122.47441871979451)}, 935: {'params': mu          3.242847e-02
omega       6.351186e-07
alpha[1]    9.999998e-03
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 71.61992080786425, 'aic': -135.2398416157285, 'bic': np.float64(-132.68361229726747)}, 940: {'params': mu          0.033549
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 71.09250940760911, 'aic': -134.18501881521823, 'bic': np.float64(-131.6287894967572)}, 945: {'params': mu          3.421531e-02
omega       5.952645e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 75.83230190370527, 'aic': -143.66460380741054, 'bic': np.float64(-141.10837448894952)}, 950: {'params': mu          3.395006e-02
omega       7.533334e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 74.167522169942, 'aic': -140.335044339884, 'bic': np.float64(-137.778815021423)}, 955: {'params': mu          3.382069e-02
omega       6.175775e-07
alpha[1]    2.000001e-01
beta[1]     4.999999e-01
Name: params, dtype: float64, 'loglikelihood': 72.88819519234612, 'aic': -137.77639038469223, 'bic': np.float64(-135.2201610662312)}, 960: {'params': mu          0.033625
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 71.0634754470201, 'aic': -134.1269508940402, 'bic': np.float64(-131.57072157557917)}, 965: {'params': mu          0.032070
omega       0.000004
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 57.912702353455046, 'aic': -107.82540470691009, 'bic': np.float64(-105.26917538844906)}, 970: {'params': mu          0.027973
omega       0.000012
alpha[1]    0.199990
beta[1]     0.299969
Name: params, dtype: float64, 'loglikelihood': 54.78195510611809, 'aic': -101.56391021223618, 'bic': np.float64(-99.00768089377515)}, 975: {'params': mu          0.026304
omega       0.000007
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 58.60585777265334, 'aic': -109.21171554530667, 'bic': np.float64(-106.65548622684564)}, 980: {'params': mu          0.029213
omega       0.000030
alpha[1]    0.208256
beta[1]     0.296904
Name: params, dtype: float64, 'loglikelihood': 48.95732881228396, 'aic': -89.91465762456792, 'bic': np.float64(-87.35842830610689)}, 985: {'params': mu          0.044008
omega       0.000041
alpha[1]    0.988117
beta[1]     0.000007
Name: params, dtype: float64, 'loglikelihood': 45.25555580490882, 'aic': -82.51111160981765, 'bic': np.float64(-79.95488229135661)}, 990: {'params': mu          0.052833
omega       0.000016
alpha[1]    0.200005
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 53.93082256889835, 'aic': -99.8616451377967, 'bic': np.float64(-97.30541581933566)}, 995: {'params': mu          0.054961
omega       0.000002
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 65.07959446218291, 'aic': -122.15918892436582, 'bic': np.float64(-119.60295960590479)}, 1000: {'params': mu          0.054685
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 63.50890107537817, 'aic': -119.01780215075634, 'bic': np.float64(-116.4615728322953)}, 1005: {'params': mu          0.053033
omega       0.000006
alpha[1]    0.200044
beta[1]     0.299969
Name: params, dtype: float64, 'loglikelihood': 60.15151811875369, 'aic': -112.30303623750738, 'bic': np.float64(-109.74680691904635)}, 1010: {'params': mu          0.050051
omega       0.000009
alpha[1]    0.100000
beta[1]     0.399999
Name: params, dtype: float64, 'loglikelihood': 56.45265478333312, 'aic': -104.90530956666623, 'bic': np.float64(-102.3490802482052)}, 1015: {'params': mu          0.049462
omega       0.000043
alpha[1]    0.611279
beta[1]     0.145770
Name: params, dtype: float64, 'loglikelihood': 47.400776236024896, 'aic': -86.80155247204979, 'bic': np.float64(-84.24532315358876)}, 1020: {'params': mu          0.064556
omega       0.000124
alpha[1]    0.403547
beta[1]     0.000107
Name: params, dtype: float64, 'loglikelihood': 41.72353987108622, 'aic': -75.44707974217243, 'bic': np.float64(-72.8908504237114)}, 1025: {'params': mu          0.072059
omega       0.000021
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 52.03382601695944, 'aic': -96.06765203391888, 'bic': np.float64(-93.51142271545784)}, 1030: {'params': mu          0.071667
omega       0.000024
alpha[1]    0.555147
beta[1]     0.166820
Name: params, dtype: float64, 'loglikelihood': 48.37155585823253, 'aic': -88.74311171646507, 'bic': np.float64(-86.18688239800403)}, 1035: {'params': mu          0.058608
omega       0.000037
alpha[1]    0.010000
beta[1]     0.689984
Name: params, dtype: float64, 'loglikelihood': 43.26200902001714, 'aic': -78.52401804003428, 'bic': np.float64(-75.96778872157324)}, 1040: {'params': mu          0.048711
omega       0.000023
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 50.42022153708164, 'aic': -92.84044307416328, 'bic': np.float64(-90.28421375570224)}, 1045: {'params': mu          0.043242
omega       0.000008
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 55.381043938812894, 'aic': -102.76208787762579, 'bic': np.float64(-100.20585855916475)}, 1050: {'params': mu          0.041965
omega       0.000003
alpha[1]    0.200017
beta[1]     0.299994
Name: params, dtype: float64, 'loglikelihood': 65.7806244850454, 'aic': -123.56124897009079, 'bic': np.float64(-121.00501965162975)}, 1055: {'params': mu          0.038252
omega       0.000012
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 55.01702910482159, 'aic': -102.03405820964318, 'bic': np.float64(-99.47782889118214)}, 1060: {'params': mu          0.032510
omega       0.000009
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 57.04329632509186, 'aic': -106.08659265018372, 'bic': np.float64(-103.53036333172268)}, 1065: {'params': mu          0.029656
omega       0.000006
alpha[1]    0.353770
beta[1]     0.242557
Name: params, dtype: float64, 'loglikelihood': 58.32883783194258, 'aic': -108.65767566388516, 'bic': np.float64(-106.10144634542412)}, 1070: {'params': mu          0.025869
omega       0.000005
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 60.842256965153986, 'aic': -113.68451393030797, 'bic': np.float64(-111.12828461184694)}, 1075: {'params': mu          0.026617
omega       0.000006
alpha[1]    0.050000
beta[1]     0.450000
Name: params, dtype: float64, 'loglikelihood': 59.052935386320364, 'aic': -110.10587077264073, 'bic': np.float64(-107.54964145417969)}, 1080: {'params': mu          0.030362
omega       0.000004
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 59.81500607673788, 'aic': -111.63001215347576, 'bic': np.float64(-109.07378283501473)}, 1085: {'params': mu          0.033947
omega       0.000004
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 62.07287181085189, 'aic': -116.14574362170379, 'bic': np.float64(-113.58951430324275)}, 1090: {'params': mu          0.035150
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 67.09266729183646, 'aic': -126.18533458367293, 'bic': np.float64(-123.62910526521189)}, 1095: {'params': mu          3.556861e-02
omega       9.134202e-07
alpha[1]    9.999999e-03
beta[1]     4.900001e-01
Name: params, dtype: float64, 'loglikelihood': 72.62608749311745, 'aic': -137.2521749862349, 'bic': np.float64(-134.69594566777388)}, 1100: {'params': mu          0.036792
omega       0.000011
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 56.819214166816884, 'aic': -105.63842833363377, 'bic': np.float64(-103.08219901517273)}, 1105: {'params': mu          0.043690
omega       0.000025
alpha[1]    0.200005
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 49.508992813012, 'aic': -91.017985626024, 'bic': np.float64(-88.46175630756296)}, 1110: {'params': mu          0.049071
omega       0.000010
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 56.95604727027089, 'aic': -105.91209454054179, 'bic': np.float64(-103.35586522208075)}, 1115: {'params': mu          0.049794
omega       0.000007
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 58.36684476519946, 'aic': -108.73368953039892, 'bic': np.float64(-106.17746021193788)}, 1120: {'params': mu          0.049113
omega       0.000005
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 60.886268698434534, 'aic': -113.77253739686907, 'bic': np.float64(-111.21630807840803)}, 1125: {'params': mu          0.050572
omega       0.000003
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 60.303799176192555, 'aic': -112.60759835238511, 'bic': np.float64(-110.05136903392408)}, 1130: {'params': mu          0.050801
omega       0.000003
alpha[1]    0.288034
beta[1]     0.622970
Name: params, dtype: float64, 'loglikelihood': 57.06849306099472, 'aic': -106.13698612198944, 'bic': np.float64(-103.5807568035284)}, 1135: {'params': mu          0.052441
omega       0.000025
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 50.312862067486414, 'aic': -92.62572413497283, 'bic': np.float64(-90.06949481651179)}, 1140: {'params': mu          0.054359
omega       0.000017
alpha[1]    0.199994
beta[1]     0.499982
Name: params, dtype: float64, 'loglikelihood': 49.796448076803756, 'aic': -91.59289615360751, 'bic': np.float64(-89.03666683514648)}, 1145: {'params': mu          0.058272
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 65.64460115903965, 'aic': -123.2892023180793, 'bic': np.float64(-120.73297299961827)}, 1150: {'params': mu          0.056485
omega       0.000003
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 59.717944353770356, 'aic': -111.43588870754071, 'bic': np.float64(-108.87965938907968)}, 1155: {'params': mu          0.054915
omega       0.000008
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 57.47375706440876, 'aic': -106.94751412881752, 'bic': np.float64(-104.39128481035648)}, 1160: {'params': mu          0.051748
omega       0.000034
alpha[1]    0.345388
beta[1]     0.245479
Name: params, dtype: float64, 'loglikelihood': 47.358453502644295, 'aic': -86.71690700528859, 'bic': np.float64(-84.16067768682755)}, 1165: {'params': mu          0.036874
omega       0.000034
alpha[1]    0.200006
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 48.538307594570924, 'aic': -89.07661518914185, 'bic': np.float64(-86.52038587068081)}, 1170: {'params': mu          0.033858
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 67.24587282138721, 'aic': -126.49174564277442, 'bic': np.float64(-123.93551632431338)}, 1175: {'params': mu          0.034127
omega       0.000002
alpha[1]    0.199998
beta[1]     0.299994
Name: params, dtype: float64, 'loglikelihood': 66.34830585378381, 'aic': -124.69661170756763, 'bic': np.float64(-122.14038238910659)}, 1180: {'params': mu          3.517814e-02
omega       5.963841e-07
alpha[1]    9.999999e-03
beta[1]     6.899999e-01
Name: params, dtype: float64, 'loglikelihood': 72.12377530098914, 'aic': -136.24755060197828, 'bic': np.float64(-133.69132128351725)}, 1185: {'params': mu          0.033940
omega       0.000003
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 60.83216443400521, 'aic': -113.66432886801041, 'bic': np.float64(-111.10809954954938)}, 1190: {'params': mu          0.035218
omega       0.000012
alpha[1]    0.199999
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 54.78895807868144, 'aic': -101.57791615736288, 'bic': np.float64(-99.02168683890184)}, 1195: {'params': mu          0.039315
omega       0.000016
alpha[1]    0.199999
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 53.20946729715836, 'aic': -98.41893459431672, 'bic': np.float64(-95.86270527585569)}, 1200: {'params': mu          0.041012
omega       0.000003
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 63.74927847593128, 'aic': -119.49855695186255, 'bic': np.float64(-116.94232763340152)}, 1205: {'params': mu          0.037758
omega       0.000026
alpha[1]    0.200008
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 50.31052810765949, 'aic': -92.62105621531899, 'bic': np.float64(-90.06482689685795)}, 1210: {'params': mu          0.032131
omega       0.000018
alpha[1]    0.199975
beta[1]     0.299927
Name: params, dtype: float64, 'loglikelihood': 51.799174852481286, 'aic': -95.59834970496257, 'bic': np.float64(-93.04212038650154)}, 1215: {'params': mu          0.031280
omega       0.000010
alpha[1]    0.200002
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 55.80428852892439, 'aic': -103.60857705784878, 'bic': np.float64(-101.05234773938774)}, 1220: {'params': mu          0.033745
omega       0.000001
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 69.00549825905723, 'aic': -130.01099651811447, 'bic': np.float64(-127.45476719965343)}, 1225: {'params': mu          0.030913
omega       0.000002
alpha[1]    0.010000
beta[1]     0.890000
Name: params, dtype: float64, 'loglikelihood': 54.88457088212895, 'aic': -101.7691417642579, 'bic': np.float64(-99.21291244579686)}, 1230: {'params': mu          0.026237
omega       0.000008
alpha[1]    0.100000
beta[1]     0.599997
Name: params, dtype: float64, 'loglikelihood': 54.03153925471942, 'aic': -100.06307850943884, 'bic': np.float64(-97.5068491909778)}, 1235: {'params': mu          0.022725
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 64.13314453543992, 'aic': -120.26628907087985, 'bic': np.float64(-117.71005975241881)}, 1240: {'params': mu          0.020214
omega       0.000009
alpha[1]    0.272922
beta[1]     0.272654
Name: params, dtype: float64, 'loglikelihood': 58.07343183372068, 'aic': -108.14686366744137, 'bic': np.float64(-105.59063434898033)}, 1245: {'params': mu          0.014691
omega       0.000004
alpha[1]    0.199999
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 58.33523314725092, 'aic': -108.67046629450184, 'bic': np.float64(-106.1142369760408)}, 1250: {'params': mu          0.012729
omega       0.000001
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 68.63494823860708, 'aic': -129.26989647721416, 'bic': np.float64(-126.71366715875313)}, 1255: {'params': mu          0.013400
omega       0.000004
alpha[1]    0.200126
beta[1]     0.499921
Name: params, dtype: float64, 'loglikelihood': 61.03027619117464, 'aic': -114.06055238234929, 'bic': np.float64(-111.50432306388825)}, 1260: {'params': mu          0.019133
omega       0.000009
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 57.178941997389344, 'aic': -106.35788399477869, 'bic': np.float64(-103.80165467631765)}, 1265: {'params': mu          0.022004
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 68.69113780809504, 'aic': -129.38227561619007, 'bic': np.float64(-126.82604629772904)}, 1270: {'params': mu          0.021369
omega       0.000005
alpha[1]    0.200022
beta[1]     0.299992
Name: params, dtype: float64, 'loglikelihood': 60.94370117830226, 'aic': -113.88740235660453, 'bic': np.float64(-111.33117303814349)}, 1275: {'params': mu          0.024246
omega       0.000014
alpha[1]    0.999969
beta[1]     0.000033
Name: params, dtype: float64, 'loglikelihood': 47.41583721390109, 'aic': -86.83167442780218, 'bic': np.float64(-84.27544510934115)}, 1280: {'params': mu          0.035562
omega       0.000037
alpha[1]    0.200004
beta[1]     0.499988
Name: params, dtype: float64, 'loglikelihood': 44.25041756882488, 'aic': -80.50083513764976, 'bic': np.float64(-77.94460581918872)}, 1285: {'params': mu          3.978458e-02
omega       1.209635e-07
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 83.19315695116481, 'aic': -158.38631390232962, 'bic': np.float64(-155.8300845838686)}, 1290: {'params': mu          0.036688
omega       0.000028
alpha[1]    0.200358
beta[1]     0.499777
Name: params, dtype: float64, 'loglikelihood': 45.996308559332526, 'aic': -83.99261711866505, 'bic': np.float64(-81.43638780020402)}, 1295: {'params': mu          0.022564
omega       0.000024
alpha[1]    0.199998
beta[1]     0.499994
Name: params, dtype: float64, 'loglikelihood': 47.91090247765149, 'aic': -87.82180495530298, 'bic': np.float64(-85.26557563684194)}, 1300: {'params': mu          2.017700e-02
omega       4.604405e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 77.92594639903243, 'aic': -147.85189279806485, 'bic': np.float64(-145.29566347960383)}, 1305: {'params': mu          0.021524
omega       0.000003
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 63.38705023893523, 'aic': -118.77410047787046, 'bic': np.float64(-116.21787115940943)}, 1310: {'params': mu          0.025735
omega       0.000008
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 54.149211762003226, 'aic': -100.29842352400645, 'bic': np.float64(-97.74219420554542)}, 1315: {'params': mu          0.031474
omega       0.000015
alpha[1]    0.200417
beta[1]     0.299689
Name: params, dtype: float64, 'loglikelihood': 53.858486332833024, 'aic': -99.71697266566605, 'bic': np.float64(-97.16074334720501)}, 1320: {'params': mu          3.316760e-02
omega       9.666483e-06
alpha[1]    4.737322e-01
beta[1]     2.752518e-09
Name: params, dtype: float64, 'loglikelihood': 57.25753071348073, 'aic': -106.51506142696147, 'bic': np.float64(-103.95883210850043)}, 1325: {'params': mu          0.033816
omega       0.000021
alpha[1]    0.999646
beta[1]     0.000133
Name: params, dtype: float64, 'loglikelihood': 48.66098758622272, 'aic': -89.32197517244543, 'bic': np.float64(-86.7657458539844)}, 1330: {'params': mu          1.835495e-02
omega       8.880647e-13
alpha[1]    4.801731e-06
beta[1]     9.784747e-01
Name: params, dtype: float64, 'loglikelihood': 45.50222354717679, 'aic': -83.00444709435358, 'bic': np.float64(-80.44821777589254)}, 1335: {'params': mu          0.012307
omega       0.000003
alpha[1]    0.199999
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 54.498996904851325, 'aic': -100.99799380970265, 'bic': np.float64(-98.44176449124161)}, 1340: {'params': mu          1.228533e-02
omega       6.731646e-07
alpha[1]    2.000000e-01
beta[1]     4.999999e-01
Name: params, dtype: float64, 'loglikelihood': 71.55131364469234, 'aic': -135.10262728938469, 'bic': np.float64(-132.54639797092366)}, 1345: {'params': mu          1.339765e-02
omega       5.793785e-07
alpha[1]    2.000003e-01
beta[1]     4.999998e-01
Name: params, dtype: float64, 'loglikelihood': 73.23584326462723, 'aic': -138.47168652925447, 'bic': np.float64(-135.91545721079345)}, 1350: {'params': mu          0.015332
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 69.59023276987875, 'aic': -131.1804655397575, 'bic': np.float64(-128.62423622129648)}, 1355: {'params': mu          2.009513e+02
omega       3.824796e-07
alpha[1]    2.000003e-01
beta[1]     4.999998e-01
Name: params, dtype: float64, 'loglikelihood': -12928522971.705177, 'aic': 25857045951.410355, 'bic': np.float64(25857045953.966583)}, 1360: {'params': mu          0.018340
omega       0.000003
alpha[1]    0.206985
beta[1]     0.291087
Name: params, dtype: float64, 'loglikelihood': 63.68894592691639, 'aic': -119.37789185383278, 'bic': np.float64(-116.82166253537174)}, 1365: {'params': mu          0.020483
omega       0.000005
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 61.1152792937193, 'aic': -114.2305585874386, 'bic': np.float64(-111.67432926897756)}, 1370: {'params': mu          0.024246
omega       0.000022
alpha[1]    0.205977
beta[1]     0.297760
Name: params, dtype: float64, 'loglikelihood': 50.885387393656956, 'aic': -93.77077478731391, 'bic': np.float64(-91.21454546885288)}, 1375: {'params': mu          0.033156
omega       0.000011
alpha[1]    0.199999
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 53.22396710047615, 'aic': -98.4479342009523, 'bic': np.float64(-95.89170488249127)}, 1380: {'params': mu          0.035136
omega       0.000002
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 63.175295932394654, 'aic': -118.35059186478931, 'bic': np.float64(-115.79436254632827)}, 1385: {'params': mu          0.034399
omega       0.000007
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 59.0119498653745, 'aic': -110.023899730749, 'bic': np.float64(-107.46767041228796)}, 1390: {'params': mu          0.035123
omega       0.000010
alpha[1]    0.217900
beta[1]     0.284588
Name: params, dtype: float64, 'loglikelihood': 56.15148197080333, 'aic': -104.30296394160666, 'bic': np.float64(-101.74673462314563)}, 1395: {'params': mu          0.039384
omega       0.000016
alpha[1]    0.200000
beta[1]     0.299996
Name: params, dtype: float64, 'loglikelihood': 52.847436769894486, 'aic': -97.69487353978897, 'bic': np.float64(-95.13864422132794)}, 1400: {'params': mu          0.043697
omega       0.000007
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 59.275463890214525, 'aic': -110.55092778042905, 'bic': np.float64(-107.99469846196801)}, 1405: {'params': mu          0.043932
omega       0.000007
alpha[1]    0.200281
beta[1]     0.499824
Name: params, dtype: float64, 'loglikelihood': 56.009071142733916, 'aic': -104.01814228546783, 'bic': np.float64(-101.4619129670068)}, 1410: {'params': mu          0.038558
omega       0.000016
alpha[1]    0.200000
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 52.98875501652009, 'aic': -97.97751003304018, 'bic': np.float64(-95.42128071457914)}, 1415: {'params': mu          0.035371
omega       0.000003
alpha[1]    0.200010
beta[1]     0.499994
Name: params, dtype: float64, 'loglikelihood': 60.85923446873965, 'aic': -113.7184689374793, 'bic': np.float64(-111.16223961901827)}, 1420: {'params': mu          0.033417
omega       0.000006
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 59.661975003944406, 'aic': -111.32395000788881, 'bic': np.float64(-108.76772068942778)}, 1425: {'params': mu          0.033229
omega       0.000003
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 61.34389236967076, 'aic': -114.68778473934152, 'bic': np.float64(-112.13155542088049)}, 1430: {'params': mu          0.033851
omega       0.000005
alpha[1]    0.200247
beta[1]     0.299954
Name: params, dtype: float64, 'loglikelihood': 61.41836293667944, 'aic': -114.83672587335889, 'bic': np.float64(-112.28049655489785)}, 1435: {'params': mu          0.037441
omega       0.000007
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 58.69531780952, 'aic': -109.39063561904, 'bic': np.float64(-106.83440630057896)}, 1440: {'params': mu          0.041724
omega       0.000021
alpha[1]    0.284041
beta[1]     0.268485
Name: params, dtype: float64, 'loglikelihood': 51.089220046719255, 'aic': -94.17844009343851, 'bic': np.float64(-91.62221077497748)}, 1445: {'params': mu          0.050610
omega       0.000031
alpha[1]    0.200005
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 48.22510309016087, 'aic': -88.45020618032174, 'bic': np.float64(-85.89397686186071)}, 1450: {'params': mu          0.070589
omega       0.001650
alpha[1]    0.574666
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 21.53275057545645, 'aic': -35.0655011509129, 'bic': np.float64(-32.509271832451866)}, 1455: {'params': mu          0.186163
omega       0.000138
alpha[1]    0.999883
beta[1]     0.000037
Name: params, dtype: float64, 'loglikelihood': 31.47282768681229, 'aic': -54.94565537362458, 'bic': np.float64(-52.38942605516355)}, 1460: {'params': mu          0.184099
omega       0.000012
alpha[1]    0.200002
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 54.84754670703076, 'aic': -101.69509341406152, 'bic': np.float64(-99.13886409560048)}, 1465: {'params': mu          0.159220
omega       0.002101
alpha[1]    0.638943
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 18.7783730596274, 'aic': -29.556746119254797, 'bic': np.float64(-27.00051680079376)}, 1470: {'params': mu          0.029697
omega       0.000021
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 37.46467300351908, 'aic': -66.92934600703816, 'bic': np.float64(-64.37311668857713)}, 1475: {'params': mu          0.030408
omega       0.000001
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 60.59965849819472, 'aic': -113.19931699638944, 'bic': np.float64(-110.6430876779284)}, 1480: {'params': mu          2.927884e-02
omega       2.618215e-07
alpha[1]    2.000000e-01
beta[1]     6.999999e-01
Name: params, dtype: float64, 'loglikelihood': 70.64410743494031, 'aic': -133.28821486988062, 'bic': np.float64(-130.7319855514196)}, 1485: {'params': mu          0.028962
omega       0.000002
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 67.49932324196463, 'aic': -126.99864648392926, 'bic': np.float64(-124.44241716546823)}, 1490: {'params': mu          0.025796
omega       0.000007
alpha[1]    0.218080
beta[1]     0.294134
Name: params, dtype: float64, 'loglikelihood': 58.53978491240888, 'aic': -109.07956982481775, 'bic': np.float64(-106.52334050635672)}, 1495: {'params': mu          2.232260e-02
omega       6.569400e-07
alpha[1]    1.999999e-01
beta[1]     6.999998e-01
Name: params, dtype: float64, 'loglikelihood': 64.77666656270002, 'aic': -121.55333312540003, 'bic': np.float64(-118.997103806939)}, 1500: {'params': mu          2.214357e-02
omega       6.855252e-07
alpha[1]    9.999999e-03
beta[1]     6.899999e-01
Name: params, dtype: float64, 'loglikelihood': 71.10012063621409, 'aic': -134.20024127242817, 'bic': np.float64(-131.64401195396715)}, 1505: {'params': mu          0.023441
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 69.5782733794941, 'aic': -131.1565467589882, 'bic': np.float64(-128.6003174405272)}, 1510: {'params': mu          0.025059
omega       0.000003
alpha[1]    0.202012
beta[1]     0.299246
Name: params, dtype: float64, 'loglikelihood': 64.17532016521251, 'aic': -120.35064033042502, 'bic': np.float64(-117.79441101196399)}, 1515: {'params': mu          0.028602
omega       0.000005
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 61.76142287969568, 'aic': -115.52284575939136, 'bic': np.float64(-112.96661644093032)}, 1520: {'params': mu          0.031161
omega       0.000003
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 64.47780501269938, 'aic': -120.95561002539876, 'bic': np.float64(-118.39938070693772)}, 1525: {'params': mu          0.031197
omega       0.000004
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 62.17244563558373, 'aic': -116.34489127116746, 'bic': np.float64(-113.78866195270642)}, 1530: {'params': mu          0.026710
omega       0.000012
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 54.91937162790719, 'aic': -101.83874325581438, 'bic': np.float64(-99.28251393735334)}, 1535: {'params': mu          0.025054
omega       0.000008
alpha[1]    0.200004
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 54.49763578898428, 'aic': -100.99527157796857, 'bic': np.float64(-98.43904225950753)}, 1540: {'params': mu          0.030234
omega       0.000021
alpha[1]    0.200003
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 51.10943407161072, 'aic': -94.21886814322144, 'bic': np.float64(-91.6626388247604)}, 1545: {'params': mu          3.287808e-02
omega       4.912644e-07
alpha[1]    1.000000e-02
beta[1]     6.899999e-01
Name: params, dtype: float64, 'loglikelihood': 73.49840761445279, 'aic': -138.99681522890558, 'bic': np.float64(-136.44058591044455)}, 1550: {'params': mu          0.029944
omega       0.000021
alpha[1]    0.208541
beta[1]     0.494959
Name: params, dtype: float64, 'loglikelihood': 48.47948037584858, 'aic': -88.95896075169716, 'bic': np.float64(-86.40273143323613)}, 1555: {'params': mu          0.021592
omega       0.000004
alpha[1]    0.199999
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 51.50745142187033, 'aic': -95.01490284374066, 'bic': np.float64(-92.45867352527962)}, 1560: {'params': mu          0.022562
omega       0.000022
alpha[1]    0.200004
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 51.11101207792608, 'aic': -94.22202415585215, 'bic': np.float64(-91.66579483739112)}, 1565: {'params': mu          0.030406
omega       0.000012
alpha[1]    0.200071
beta[1]     0.299949
Name: params, dtype: float64, 'loglikelihood': 54.9435259771317, 'aic': -101.8870519542634, 'bic': np.float64(-99.33082263580236)}, 1570: {'params': mu          0.031226
omega       0.000006
alpha[1]    0.200021
beta[1]     0.299992
Name: params, dtype: float64, 'loglikelihood': 59.710462945829136, 'aic': -111.42092589165827, 'bic': np.float64(-108.86469657319724)}, 1575: {'params': mu          0.026233
omega       0.000013
alpha[1]    0.200005
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 54.932011948655294, 'aic': -101.86402389731059, 'bic': np.float64(-99.30779457884955)}, 1580: {'params': mu          0.021866
omega       0.000003
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 64.76516823741471, 'aic': -121.53033647482943, 'bic': np.float64(-118.97410715636839)}, 1585: {'params': mu          2.174621e-02
omega       5.317887e-07
alpha[1]    9.999997e-03
beta[1]     8.900000e-01
Name: params, dtype: float64, 'loglikelihood': 65.16914304330808, 'aic': -122.33828608661616, 'bic': np.float64(-119.78205676815513)}, 1590: {'params': mu          0.020548
omega       0.000003
alpha[1]    0.859182
beta[1]     0.052577
Name: params, dtype: float64, 'loglikelihood': 47.37767051307089, 'aic': -86.75534102614178, 'bic': np.float64(-84.19911170768074)}, 1595: {'params': mu          0.046102
omega       0.000069
alpha[1]    0.211929
beta[1]     0.295525
Name: params, dtype: float64, 'loglikelihood': 43.73843424255617, 'aic': -79.47686848511233, 'bic': np.float64(-76.9206391666513)}, 1600: {'params': mu          0.048171
omega       0.000004
alpha[1]    0.010000
beta[1]     0.890000
Name: params, dtype: float64, 'loglikelihood': 50.56842116259185, 'aic': -93.1368423251837, 'bic': np.float64(-90.58061300672266)}, 1605: {'params': mu          4.571319e-02
omega       7.628974e-05
alpha[1]    6.268842e-01
beta[1]     2.712100e-17
Name: params, dtype: float64, 'loglikelihood': 41.30120872221742, 'aic': -74.60241744443483, 'bic': np.float64(-72.0461881259738)}, 1610: {'params': mu          0.025425
omega       0.000034
alpha[1]    0.199996
beta[1]     0.499991
Name: params, dtype: float64, 'loglikelihood': 45.92728378998146, 'aic': -83.85456757996292, 'bic': np.float64(-81.29833826150188)}, 1615: {'params': mu          2.304294e-02
omega       5.822348e-07
alpha[1]    2.000001e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 76.37416932904522, 'aic': -144.74833865809043, 'bic': np.float64(-142.1921093396294)}, 1620: {'params': mu          0.026065
omega       0.000021
alpha[1]    0.217175
beta[1]     0.489265
Name: params, dtype: float64, 'loglikelihood': 48.762724008951636, 'aic': -89.52544801790327, 'bic': np.float64(-86.96921869944224)}, 1625: {'params': mu          0.037006
omega       0.000021
alpha[1]    0.200478
beta[1]     0.499601
Name: params, dtype: float64, 'loglikelihood': 48.196577982219225, 'aic': -88.39315596443845, 'bic': np.float64(-85.83692664597741)}, 1630: {'params': mu          3.971470e-02
omega       8.683169e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 73.01637244586871, 'aic': -138.03274489173742, 'bic': np.float64(-135.4765155732764)}, 1635: {'params': mu          3.499995e-02
omega       5.244801e-05
alpha[1]    7.574068e-01
beta[1]     3.233016e-08
Name: params, dtype: float64, 'loglikelihood': 43.17307391765511, 'aic': -78.34614783531022, 'bic': np.float64(-75.78991851684918)}, 1640: {'params': mu          0.018516
omega       0.000013
alpha[1]    0.199992
beta[1]     0.699973
Name: params, dtype: float64, 'loglikelihood': 43.977237232957734, 'aic': -79.95447446591547, 'bic': np.float64(-77.39824514745443)}, 1645: {'params': mu          0.017460
omega       0.000015
alpha[1]    0.200003
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 53.013184755375086, 'aic': -98.02636951075017, 'bic': np.float64(-95.47014019228914)}, 1650: {'params': mu          0.023517
omega       0.000010
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 56.94066286756848, 'aic': -105.88132573513695, 'bic': np.float64(-103.32509641667592)}, 1655: {'params': mu          0.027359
omega       0.000005
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 61.91866819285782, 'aic': -115.83733638571564, 'bic': np.float64(-113.28110706725461)}, 1660: {'params': mu          0.030335
omega       0.000006
alpha[1]    0.202587
beta[1]     0.299030
Name: params, dtype: float64, 'loglikelihood': 60.76532314032777, 'aic': -113.53064628065555, 'bic': np.float64(-110.97441696219451)}, 1665: {'params': mu          0.035055
omega       0.000008
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 57.82666585634891, 'aic': -107.65333171269782, 'bic': np.float64(-105.09710239423679)}, 1670: {'params': mu          0.038985
omega       0.000004
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 60.17685066351972, 'aic': -112.35370132703945, 'bic': np.float64(-109.79747200857841)}, 1675: {'params': mu          4.002795e-02
omega       8.181445e-07
alpha[1]    2.000004e-01
beta[1]     6.999996e-01
Name: params, dtype: float64, 'loglikelihood': 63.06481076472768, 'aic': -118.12962152945536, 'bic': np.float64(-115.57339221099433)}, 1680: {'params': mu          0.036361
omega       0.000013
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 54.16598936379848, 'aic': -100.33197872759696, 'bic': np.float64(-97.77574940913593)}, 1685: {'params': mu          0.031908
omega       0.000006
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 60.039679513333795, 'aic': -112.07935902666759, 'bic': np.float64(-109.52312970820655)}, 1690: {'params': mu          0.032761
omega       0.000060
alpha[1]    0.442553
beta[1]     0.348404
Name: params, dtype: float64, 'loglikelihood': 43.565178313002555, 'aic': -79.13035662600511, 'bic': np.float64(-76.57412730754407)}, 1695: {'params': mu          0.057836
omega       0.000107
alpha[1]    0.330814
beta[1]     0.249236
Name: params, dtype: float64, 'loglikelihood': 39.53355856543434, 'aic': -71.06711713086868, 'bic': np.float64(-68.51088781240765)}, 1700: {'params': mu          0.065523
omega       0.000011
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 55.99262805323616, 'aic': -103.98525610647232, 'bic': np.float64(-101.42902678801129)}, 1705: {'params': mu          0.065326
omega       0.000010
alpha[1]    0.200842
beta[1]     0.499474
Name: params, dtype: float64, 'loglikelihood': 53.236894556170235, 'aic': -98.47378911234047, 'bic': np.float64(-95.91755979387943)}, 1710: {'params': mu          0.066865
omega       0.000018
alpha[1]    0.768956
beta[1]     0.013161
Name: params, dtype: float64, 'loglikelihood': 48.723343744691476, 'aic': -89.44668748938295, 'bic': np.float64(-86.89045817092192)}, 1715: {'params': mu          0.071812
omega       0.000022
alpha[1]    0.199995
beta[1]     0.499986
Name: params, dtype: float64, 'loglikelihood': 48.11589088535302, 'aic': -88.23178177070604, 'bic': np.float64(-85.675552452245)}, 1720: {'params': mu          0.073230
omega       0.000060
alpha[1]    0.320820
beta[1]     0.230595
Name: params, dtype: float64, 'loglikelihood': 43.91494067193422, 'aic': -79.82988134386844, 'bic': np.float64(-77.2736520254074)}, 1725: {'params': mu          0.070372
omega       0.000035
alpha[1]    0.999939
beta[1]     0.000048
Name: params, dtype: float64, 'loglikelihood': 35.89614416555262, 'aic': -63.79228833110524, 'bic': np.float64(-61.236059012644205)}, 1730: {'params': mu          0.031256
omega       0.000061
alpha[1]    0.199671
beta[1]     0.499176
Name: params, dtype: float64, 'loglikelihood': 41.66370899224342, 'aic': -75.32741798448684, 'bic': np.float64(-72.77118866602581)}, 1735: {'params': mu          0.030745
omega       0.000011
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 55.172766141629566, 'aic': -102.34553228325913, 'bic': np.float64(-99.7893029647981)}, 1740: {'params': mu          0.034807
omega       0.000005
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 59.522414669462236, 'aic': -111.04482933892447, 'bic': np.float64(-108.48860002046344)}, 1745: {'params': mu          0.035905
omega       0.000002
alpha[1]    0.100001
beta[1]     0.599999
Name: params, dtype: float64, 'loglikelihood': 63.45177711150773, 'aic': -118.90355422301546, 'bic': np.float64(-116.34732490455443)}, 1750: {'params': mu          0.039370
omega       0.000002
alpha[1]    0.010000
beta[1]     0.890000
Name: params, dtype: float64, 'loglikelihood': 54.97081871298988, 'aic': -101.94163742597976, 'bic': np.float64(-99.38540810751873)}, 1755: {'params': mu          0.045938
omega       0.000026
alpha[1]    0.416207
beta[1]     0.218922
Name: params, dtype: float64, 'loglikelihood': 48.30752283519153, 'aic': -88.61504567038305, 'bic': np.float64(-86.05881635192202)}, 1760: {'params': mu          0.052298
omega       0.000013
alpha[1]    0.199999
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 54.4039282646162, 'aic': -100.8078565292324, 'bic': np.float64(-98.25162721077136)}, 1765: {'params': mu          5.520040e-02
omega       1.166475e-05
alpha[1]    9.999975e-01
beta[1]     9.475029e-07
Name: params, dtype: float64, 'loglikelihood': 49.98764027524799, 'aic': -91.97528055049598, 'bic': np.float64(-89.41905123203495)}, 1770: {'params': mu          0.038193
omega       0.000077
alpha[1]    0.280021
beta[1]     0.269992
Name: params, dtype: float64, 'loglikelihood': 41.783272719833555, 'aic': -75.56654543966711, 'bic': np.float64(-73.01031612120607)}, 1775: {'params': mu          0.023493
omega       0.000020
alpha[1]    0.199999
beta[1]     0.499995
Name: params, dtype: float64, 'loglikelihood': 48.903693834546175, 'aic': -89.80738766909235, 'bic': np.float64(-87.25115835063131)}, 1780: {'params': mu          1.970145e-02
omega       9.265739e-07
alpha[1]    1.999999e-01
beta[1]     4.999998e-01
Name: params, dtype: float64, 'loglikelihood': 69.25913338520519, 'aic': -130.51826677041038, 'bic': np.float64(-127.96203745194934)}, 1785: {'params': mu          0.020459
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 69.74809269654469, 'aic': -131.49618539308938, 'bic': np.float64(-128.93995607462836)}, 1790: {'params': mu          0.021573
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 69.03783245191632, 'aic': -130.07566490383263, 'bic': np.float64(-127.5194355853716)}, 1795: {'params': mu          0.025149
omega       0.000045
alpha[1]    0.575984
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 46.7033334026944, 'aic': -85.4066668053888, 'bic': np.float64(-82.85043748692776)}, 1800: {'params': mu          0.037661
omega       0.000009
alpha[1]    0.199984
beta[1]     0.699944
Name: params, dtype: float64, 'loglikelihood': 46.67071310566896, 'aic': -85.34142621133792, 'bic': np.float64(-82.78519689287688)}, 1805: {'params': mu          4.075030e-02
omega       5.020024e-07
alpha[1]    1.999998e-01
beta[1]     6.999995e-01
Name: params, dtype: float64, 'loglikelihood': 66.45322095652439, 'aic': -124.90644191304878, 'bic': np.float64(-122.35021259458775)}, 1810: {'params': mu          3.498284e-02
omega       5.918505e-05
alpha[1]    8.183726e-01
beta[1]     6.048602e-14
Name: params, dtype: float64, 'loglikelihood': 42.07445057668586, 'aic': -76.14890115337172, 'bic': np.float64(-73.59267183491069)}, 1815: {'params': mu          0.014361
omega       0.000054
alpha[1]    0.200097
beta[1]     0.499859
Name: params, dtype: float64, 'loglikelihood': 42.08364297202294, 'aic': -76.16728594404589, 'bic': np.float64(-73.61105662558485)}, 1820: {'params': mu          1.049185e-02
omega       3.654784e-07
alpha[1]    9.999999e-03
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 75.5307211887569, 'aic': -143.0614423775138, 'bic': np.float64(-140.50521305905278)}, 1825: {'params': mu          0.011211
omega       0.000003
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 64.657790847912, 'aic': -121.315581695824, 'bic': np.float64(-118.75935237736296)}, 1830: {'params': mu          0.014962
omega       0.000021
alpha[1]    0.212290
beta[1]     0.297378
Name: params, dtype: float64, 'loglikelihood': 52.05949663907258, 'aic': -96.11899327814515, 'bic': np.float64(-93.56276395968412)}, 1835: {'params': mu          0.023190
omega       0.000023
alpha[1]    0.010001
beta[1]     0.690002
Name: params, dtype: float64, 'loglikelihood': 46.41308037253687, 'aic': -84.82616074507374, 'bic': np.float64(-82.2699314266127)}, 1840: {'params': mu          0.031858
omega       0.000013
alpha[1]    0.199999
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 52.690258273437976, 'aic': -97.38051654687595, 'bic': np.float64(-94.82428722841492)}, 1845: {'params': mu          0.031764
omega       0.000010
alpha[1]    0.211307
beta[1]     0.492933
Name: params, dtype: float64, 'loglikelihood': 54.05882976480197, 'aic': -100.11765952960394, 'bic': np.float64(-97.5614302111429)}, 1850: {'params': mu          0.026646
omega       0.000020
alpha[1]    0.200004
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 51.47983498200656, 'aic': -94.95966996401312, 'bic': np.float64(-92.40344064555208)}, 1855: {'params': mu          0.022690
omega       0.000001
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 59.499948255917, 'aic': -110.999896511834, 'bic': np.float64(-108.44366719337296)}, 1860: {'params': mu          0.021389
omega       0.000005
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 58.86609710886615, 'aic': -109.7321942177323, 'bic': np.float64(-107.17596489927126)}, 1865: {'params': mu          0.018092
omega       0.000012
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 54.6239252815136, 'aic': -101.2478505630272, 'bic': np.float64(-98.69162124456616)}, 1870: {'params': mu          0.015705
omega       0.000001
alpha[1]    0.200000
beta[1]     0.700000
Name: params, dtype: float64, 'loglikelihood': 59.90382616846229, 'aic': -111.80765233692458, 'bic': np.float64(-109.25142301846354)}, 1875: {'params': mu          0.017593
omega       0.000022
alpha[1]    0.200005
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 51.69674302769167, 'aic': -95.39348605538333, 'bic': np.float64(-92.8372567369223)}, 1880: {'params': mu          3.431546e-02
omega       2.022298e-06
alpha[1]    1.000000e+00
beta[1]     2.559567e-10
Name: params, dtype: float64, 'loglikelihood': 52.224750448987145, 'aic': -96.44950089797429, 'bic': np.float64(-93.89327157951325)}, 1885: {'params': mu          0.034467
omega       0.000015
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 55.03302166787122, 'aic': -102.06604333574244, 'bic': np.float64(-99.5098140172814)}, 1890: {'params': mu          3.679114e-02
omega       4.969355e-07
alpha[1]    9.999997e-03
beta[1]     8.900000e-01
Name: params, dtype: float64, 'loglikelihood': 65.60389858478658, 'aic': -123.20779716957315, 'bic': np.float64(-120.65156785111212)}, 1895: {'params': mu          0.038904
omega       0.000004
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 58.7562369034634, 'aic': -109.5124738069268, 'bic': np.float64(-106.95624448846577)}, 1900: {'params': mu          0.042636
omega       0.000013
alpha[1]    0.228583
beta[1]     0.441631
Name: params, dtype: float64, 'loglikelihood': 51.72503509364472, 'aic': -95.45007018728944, 'bic': np.float64(-92.8938408688284)}, 1905: {'params': mu          0.046771
omega       0.000011
alpha[1]    0.199998
beta[1]     0.299996
Name: params, dtype: float64, 'loglikelihood': 55.97467726528293, 'aic': -103.94935453056586, 'bic': np.float64(-101.39312521210482)}, 1910: {'params': mu          0.045366
omega       0.000009
alpha[1]    0.200010
beta[1]     0.299996
Name: params, dtype: float64, 'loglikelihood': 56.86457129154812, 'aic': -105.72914258309623, 'bic': np.float64(-103.1729132646352)}, 1915: {'params': mu          0.040894
omega       0.000010
alpha[1]    0.200378
beta[1]     0.298983
Name: params, dtype: float64, 'loglikelihood': 56.41910242070168, 'aic': -104.83820484140335, 'bic': np.float64(-102.28197552294232)}, 1920: {'params': mu          0.040420
omega       0.000014
alpha[1]    0.200004
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 53.88957664890958, 'aic': -99.77915329781916, 'bic': np.float64(-97.22292397935813)}, 1925: {'params': mu          0.047864
omega       0.000044
alpha[1]    0.200016
beta[1]     0.299994
Name: params, dtype: float64, 'loglikelihood': 46.06406941841519, 'aic': -84.12813883683037, 'bic': np.float64(-81.57190951836934)}, 1930: {'params': mu          0.058381
omega       0.000031
alpha[1]    0.200003
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 48.30227835572119, 'aic': -88.60455671144238, 'bic': np.float64(-86.04832739298135)}, 1935: {'params': mu          6.037828e-02
omega       1.865769e-05
alpha[1]    3.482439e-01
beta[1]     3.301157e-07
Name: params, dtype: float64, 'loglikelihood': 53.945655528595466, 'aic': -99.89131105719093, 'bic': np.float64(-97.3350817387299)}, 1940: {'params': mu          0.063492
omega       0.000009
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 46.55952390812388, 'aic': -85.11904781624776, 'bic': np.float64(-82.56281849778672)}, 1945: {'params': mu          0.049964
omega       0.000079
alpha[1]    0.990312
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 39.59464987063441, 'aic': -71.18929974126883, 'bic': np.float64(-68.63307042280779)}, 1950: {'params': mu          0.010187
omega       0.000006
alpha[1]    0.942172
beta[1]     0.034382
Name: params, dtype: float64, 'loglikelihood': 43.73601725157344, 'aic': -79.47203450314689, 'bic': np.float64(-76.91580518468585)}, 1955: {'params': mu          0.010757
omega       0.000019
alpha[1]    0.199999
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 50.14166485451622, 'aic': -92.28332970903244, 'bic': np.float64(-89.72710039057141)}, 1960: {'params': mu          8.551211e-03
omega       4.045365e-07
alpha[1]    2.000001e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 78.92400941393642, 'aic': -149.84801882787283, 'bic': np.float64(-147.2917895094118)}, 1965: {'params': mu          0.009948
omega       0.000008
alpha[1]    0.200004
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 55.11980021840069, 'aic': -102.23960043680138, 'bic': np.float64(-99.68337111834035)}, 1970: {'params': mu          0.018294
omega       0.000021
alpha[1]    0.200080
beta[1]     0.299968
Name: params, dtype: float64, 'loglikelihood': 51.172287780076985, 'aic': -94.34457556015397, 'bic': np.float64(-91.78834624169293)}, 1975: {'params': mu          0.022442
omega       0.000005
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 61.813505870528125, 'aic': -115.62701174105625, 'bic': np.float64(-113.07078242259522)}, 1980: {'params': mu          0.021431
omega       0.000010
alpha[1]    0.200004
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 56.482160626476634, 'aic': -104.96432125295327, 'bic': np.float64(-102.40809193449223)}, 1985: {'params': mu          0.016044
omega       0.000009
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 57.164367877161965, 'aic': -106.32873575432393, 'bic': np.float64(-103.7725064358629)}, 1990: {'params': mu          0.015851
omega       0.000005
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 60.83541547058186, 'aic': -113.67083094116371, 'bic': np.float64(-111.11460162270268)}, 1995: {'params': mu          0.018694
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 63.618044578462225, 'aic': -119.23608915692445, 'bic': np.float64(-116.67985983846341)}, 2000: {'params': mu          1.940300e-02
omega       8.650294e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 73.33744640727849, 'aic': -138.67489281455698, 'bic': np.float64(-136.11866349609596)}, 2005: {'params': mu          0.022034
omega       0.000011
alpha[1]    0.200007
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 52.507755788145836, 'aic': -97.01551157629167, 'bic': np.float64(-94.45928225783064)}, 2010: {'params': mu          0.030063
omega       0.000010
alpha[1]    0.199999
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 53.63158426819744, 'aic': -99.26316853639489, 'bic': np.float64(-96.70693921793385)}, 2015: {'params': mu          0.030891
omega       0.000002
alpha[1]    0.010000
beta[1]     0.890000
Name: params, dtype: float64, 'loglikelihood': 56.22669892315098, 'aic': -104.45339784630195, 'bic': np.float64(-101.89716852784092)}, 2020: {'params': mu          2.748659e-02
omega       2.793512e-05
alpha[1]    3.552710e-01
beta[1]     3.079512e-11
Name: params, dtype: float64, 'loglikelihood': 50.49804353782284, 'aic': -92.99608707564568, 'bic': np.float64(-90.43985775718464)}, 2025: {'params': mu          0.023221
omega       0.000003
alpha[1]    0.200000
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 55.57898196501427, 'aic': -103.15796393002854, 'bic': np.float64(-100.60173461156751)}, 2030: {'params': mu          0.024157
omega       0.000011
alpha[1]    0.200012
beta[1]     0.299996
Name: params, dtype: float64, 'loglikelihood': 56.567664708283175, 'aic': -105.13532941656635, 'bic': np.float64(-102.57910009810531)}, 2035: {'params': mu          0.030575
omega       0.000011
alpha[1]    0.200001
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 55.13886973190816, 'aic': -102.27773946381632, 'bic': np.float64(-99.72151014535528)}, 2040: {'params': mu          3.233182e-02
omega       3.284139e-07
alpha[1]    2.000000e-01
beta[1]     6.999999e-01
Name: params, dtype: float64, 'loglikelihood': 69.26503753703875, 'aic': -130.5300750740775, 'bic': np.float64(-127.97384575561647)}, 2045: {'params': mu          0.032001
omega       0.000003
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 62.24539536161211, 'aic': -116.49079072322422, 'bic': np.float64(-113.93456140476319)}, 2050: {'params': mu          0.032804
omega       0.000006
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 60.7091547174636, 'aic': -113.4183094349272, 'bic': np.float64(-110.86208011646616)}, 2055: {'params': mu          0.034530
omega       0.000004
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 61.41497905588511, 'aic': -114.82995811177022, 'bic': np.float64(-112.27372879330919)}, 2060: {'params': mu          3.429782e-02
omega       3.811013e-07
alpha[1]    2.000000e-01
beta[1]     5.000000e-01
Name: params, dtype: float64, 'loglikelihood': 75.47755229288288, 'aic': -142.95510458576575, 'bic': np.float64(-140.39887526730473)}, 2065: {'params': mu          0.033322
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 63.57717625435413, 'aic': -119.15435250870826, 'bic': np.float64(-116.59812319024722)}, 2070: {'params': mu          0.030696
omega       0.000008
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 57.931504786061026, 'aic': -107.86300957212205, 'bic': np.float64(-105.30678025366102)}, 2075: {'params': mu          0.027324
omega       0.000001
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 60.85059425609185, 'aic': -113.7011885121837, 'bic': np.float64(-111.14495919372267)}, 2080: {'params': mu          0.030148
omega       0.000024
alpha[1]    0.209880
beta[1]     0.296295
Name: params, dtype: float64, 'loglikelihood': 50.45240718936126, 'aic': -92.90481437872252, 'bic': np.float64(-90.34858506026148)}, 2085: {'params': mu          0.037851
omega       0.000011
alpha[1]    0.200000
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 53.088402801636036, 'aic': -98.17680560327207, 'bic': np.float64(-95.62057628481104)}, 2090: {'params': mu          0.040951
omega       0.000005
alpha[1]    0.102055
beta[1]     0.399087
Name: params, dtype: float64, 'loglikelihood': 61.0890085198689, 'aic': -114.1780170397378, 'bic': np.float64(-111.62178772127676)}, 2095: {'params': mu          0.040717
omega       0.000005
alpha[1]    0.098055
beta[1]     0.391621
Name: params, dtype: float64, 'loglikelihood': 60.30018864102954, 'aic': -112.60037728205909, 'bic': np.float64(-110.04414796359805)}, 2100: {'params': mu          0.039641
omega       0.000008
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 57.923151452073085, 'aic': -107.84630290414617, 'bic': np.float64(-105.29007358568514)}, 2105: {'params': mu          0.034841
omega       0.000031
alpha[1]    0.200008
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 48.98315249605866, 'aic': -89.96630499211732, 'bic': np.float64(-87.41007567365628)}, 2110: {'params': mu          0.029132
omega       0.000011
alpha[1]    0.199999
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 52.09347359208556, 'aic': -96.18694718417112, 'bic': np.float64(-93.63071786571008)}, 2115: {'params': mu          0.027968
omega       0.000008
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 57.84291722621335, 'aic': -107.6858344524267, 'bic': np.float64(-105.12960513396567)}, 2120: {'params': mu          0.030047
omega       0.000001
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 67.92888446891833, 'aic': -127.85776893783665, 'bic': np.float64(-125.30153961937562)}, 2125: {'params': mu          0.029116
omega       0.000003
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 64.52782893178966, 'aic': -121.05565786357931, 'bic': np.float64(-118.49942854511828)}, 2130: {'params': mu          0.029691
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 66.03341778797405, 'aic': -124.06683557594809, 'bic': np.float64(-121.51060625748705)}, 2135: {'params': mu          0.030246
omega       0.000009
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 57.98982631061739, 'aic': -107.97965262123478, 'bic': np.float64(-105.42342330277374)}, 2140: {'params': mu          0.035795
omega       0.000010
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 52.36454343131513, 'aic': -96.72908686263025, 'bic': np.float64(-94.17285754416922)}, 2145: {'params': mu          0.041532
omega       0.000013
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 56.004254054867744, 'aic': -104.00850810973549, 'bic': np.float64(-101.45227879127445)}, 2150: {'params': mu          0.043037
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 63.411681704700676, 'aic': -118.82336340940135, 'bic': np.float64(-116.26713409094032)}, 2155: {'params': mu          0.043215
omega       0.000005
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 60.9509261531814, 'aic': -113.9018523063628, 'bic': np.float64(-111.34562298790176)}, 2160: {'params': mu          0.045054
omega       0.000005
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 56.97197503112556, 'aic': -105.94395006225112, 'bic': np.float64(-103.38772074379008)}, 2165: {'params': mu          0.047727
omega       0.000003
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 63.227459524298766, 'aic': -118.45491904859753, 'bic': np.float64(-115.8986897301365)}, 2170: {'params': mu          0.047395
omega       0.000003
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 65.2295859338317, 'aic': -122.4591718676634, 'bic': np.float64(-119.90294254920236)}, 2175: {'params': mu          0.044576
omega       0.000005
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 57.66756668001809, 'aic': -107.33513336003618, 'bic': np.float64(-104.77890404157515)}, 2180: {'params': mu          0.043977
omega       0.000005
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 57.563550875086314, 'aic': -107.12710175017263, 'bic': np.float64(-104.57087243171159)}, 2185: {'params': mu          0.047226
omega       0.000015
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 52.84964034717464, 'aic': -97.69928069434928, 'bic': np.float64(-95.14305137588825)}, 2190: {'params': mu          0.050734
omega       0.000007
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 59.381214758378775, 'aic': -110.76242951675755, 'bic': np.float64(-108.20620019829651)}, 2195: {'params': mu          0.050509
omega       0.000005
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 60.7431867945392, 'aic': -113.4863735890784, 'bic': np.float64(-110.93014427061736)}, 2200: {'params': mu          0.048490
omega       0.000003
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 61.15988780753619, 'aic': -114.31977561507237, 'bic': np.float64(-111.76354629661134)}, 2205: {'params': mu          0.049177
omega       0.000014
alpha[1]    0.244680
beta[1]     0.283245
Name: params, dtype: float64, 'loglikelihood': 55.23770812424475, 'aic': -102.4754162484895, 'bic': np.float64(-99.91918693002846)}, 2210: {'params': mu          0.056643
omega       0.000024
alpha[1]    0.200035
beta[1]     0.299987
Name: params, dtype: float64, 'loglikelihood': 50.22857533808342, 'aic': -92.45715067616683, 'bic': np.float64(-89.9009213577058)}, 2215: {'params': mu          0.063363
omega       0.000036
alpha[1]    0.200006
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 45.041237886080715, 'aic': -82.08247577216143, 'bic': np.float64(-79.5262464537004)}, 2220: {'params': mu          7.683294e-02
omega       4.418512e-12
alpha[1]    2.664253e-07
beta[1]     9.794875e-01
Name: params, dtype: float64, 'loglikelihood': 41.75939265446874, 'aic': -75.51878530893748, 'bic': np.float64(-72.96255599047645)}, 2225: {'params': mu          0.083116
omega       0.000015
alpha[1]    0.199999
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 50.13015305608607, 'aic': -92.26030611217215, 'bic': np.float64(-89.70407679371111)}, 2230: {'params': mu          0.080324
omega       0.000052
alpha[1]    0.424066
beta[1]     0.215972
Name: params, dtype: float64, 'loglikelihood': 44.762714398299586, 'aic': -81.52542879659917, 'bic': np.float64(-78.96919947813814)}, 2235: {'params': mu          0.069907
omega       0.000026
alpha[1]    0.009992
beta[1]     0.689464
Name: params, dtype: float64, 'loglikelihood': 45.78050216510508, 'aic': -83.56100433021015, 'bic': np.float64(-81.00477501174912)}, 2240: {'params': mu          0.069077
omega       0.000019
alpha[1]    0.010000
beta[1]     0.689997
Name: params, dtype: float64, 'loglikelihood': 47.99334791321401, 'aic': -87.98669582642802, 'bic': np.float64(-85.43046650796698)}, 2245: {'params': mu          0.073665
omega       0.000007
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 54.75375865249312, 'aic': -101.50751730498624, 'bic': np.float64(-98.9512879865252)}, 2250: {'params': mu          0.072755
omega       0.000029
alpha[1]    0.238454
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 51.57969248902552, 'aic': -95.15938497805104, 'bic': np.float64(-92.60315565959)}, 2255: {'params': mu          7.202889e-02
omega       2.488775e-05
alpha[1]    2.720922e-01
beta[1]     5.245931e-15
Name: params, dtype: float64, 'loglikelihood': 52.275994517369114, 'aic': -96.55198903473823, 'bic': np.float64(-93.99575971627719)}, 2260: {'params': mu          0.074759
omega       0.000026
alpha[1]    0.200007
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 50.267439344514884, 'aic': -92.53487868902977, 'bic': np.float64(-89.97864937056873)}, 2265: {'params': mu          0.076131
omega       0.000012
alpha[1]    0.361817
beta[1]     0.000003
Name: params, dtype: float64, 'loglikelihood': 57.15812144230622, 'aic': -106.31624288461244, 'bic': np.float64(-103.7600135661514)}, 2270: {'params': mu          0.074255
omega       0.000016
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 52.59112589185023, 'aic': -97.18225178370047, 'bic': np.float64(-94.62602246523943)}, 2275: {'params': mu          0.071978
omega       0.000003
alpha[1]    0.010000
beta[1]     0.890000
Name: params, dtype: float64, 'loglikelihood': 52.396144865939455, 'aic': -96.79228973187891, 'bic': np.float64(-94.23606041341787)}, 2280: {'params': mu          0.072842
omega       0.000010
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 52.45204551847267, 'aic': -96.90409103694535, 'bic': np.float64(-94.34786171848431)}, 2285: {'params': mu          0.072993
omega       0.000010
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 52.98605055749281, 'aic': -97.97210111498562, 'bic': np.float64(-95.41587179652458)}, 2290: {'params': mu          0.069605
omega       0.000116
alpha[1]    0.547977
beta[1]     0.169509
Name: params, dtype: float64, 'loglikelihood': 40.160266366660665, 'aic': -72.32053273332133, 'bic': np.float64(-69.7643034148603)}, 2295: {'params': mu          0.032432
omega       0.000117
alpha[1]    0.994275
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 39.87573739169136, 'aic': -71.75147478338272, 'bic': np.float64(-69.19524546492168)}, 2300: {'params': mu          0.036105
omega       0.000036
alpha[1]    0.235562
beta[1]     0.286664
Name: params, dtype: float64, 'loglikelihood': 47.602815006742176, 'aic': -87.20563001348435, 'bic': np.float64(-84.64940069502332)}, 2305: {'params': mu          5.726144e-02
omega       1.572918e-11
alpha[1]    1.000000e+00
beta[1]     1.022127e-08
Name: params, dtype: float64, 'loglikelihood': 36.17948680225832, 'aic': -64.35897360451663, 'bic': np.float64(-61.8027442860556)}, 2310: {'params': mu          0.056787
omega       0.000015
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 53.94605208346351, 'aic': -99.89210416692703, 'bic': np.float64(-97.33587484846599)}, 2315: {'params': mu          0.055303
omega       0.000038
alpha[1]    0.205939
beta[1]     0.297773
Name: params, dtype: float64, 'loglikelihood': 47.744178643332894, 'aic': -87.48835728666579, 'bic': np.float64(-84.93212796820475)}, 2320: {'params': mu          0.042766
omega       0.000042
alpha[1]    0.204501
beta[1]     0.295089
Name: params, dtype: float64, 'loglikelihood': 46.29230774509578, 'aic': -84.58461549019157, 'bic': np.float64(-82.02838617173053)}, 2325: {'params': mu          0.037006
omega       0.000004
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 59.88119702310041, 'aic': -111.76239404620082, 'bic': np.float64(-109.20616472773979)}, 2330: {'params': mu          0.036553
omega       0.000004
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 60.44679685685899, 'aic': -112.89359371371798, 'bic': np.float64(-110.33736439525694)}, 2335: {'params': mu          0.035609
omega       0.000006
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 60.78142407787502, 'aic': -113.56284815575005, 'bic': np.float64(-111.00661883728901)}, 2340: {'params': mu          0.035361
omega       0.000003
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 61.981836592504926, 'aic': -115.96367318500985, 'bic': np.float64(-113.40744386654882)}, 2345: {'params': mu          0.032472
omega       0.000002
alpha[1]    0.010000
beta[1]     0.890000
Name: params, dtype: float64, 'loglikelihood': 56.83617585614461, 'aic': -105.67235171228921, 'bic': np.float64(-103.11612239382818)}, 2350: {'params': mu          0.032334
omega       0.000011
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 55.29747279698411, 'aic': -102.59494559396822, 'bic': np.float64(-100.03871627550718)}, 2355: {'params': mu          0.032215
omega       0.000016
alpha[1]    0.700716
beta[1]     0.279940
Name: params, dtype: float64, 'loglikelihood': 47.19412989070865, 'aic': -86.3882597814173, 'bic': np.float64(-83.83203046295627)}, 2360: {'params': mu          0.045169
omega       0.000105
alpha[1]    0.477283
beta[1]     0.196026
Name: params, dtype: float64, 'loglikelihood': 38.363812374964894, 'aic': -68.72762474992979, 'bic': np.float64(-66.17139543146875)}, 2365: {'params': mu          0.072344
omega       0.000058
alpha[1]    0.199395
beta[1]     0.498485
Name: params, dtype: float64, 'loglikelihood': 41.18638598969666, 'aic': -74.37277197939332, 'bic': np.float64(-71.81654266093229)}, 2370: {'params': mu          0.076141
omega       0.000008
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 57.36700987982641, 'aic': -106.73401975965282, 'bic': np.float64(-104.17779044119179)}, 2375: {'params': mu          0.070602
omega       0.000091
alpha[1]    0.334374
beta[1]     0.249612
Name: params, dtype: float64, 'loglikelihood': 40.23856206604572, 'aic': -72.47712413209145, 'bic': np.float64(-69.92089481363041)}, 2380: {'params': mu          0.046241
omega       0.000056
alpha[1]    0.200001
beta[1]     0.499984
Name: params, dtype: float64, 'loglikelihood': 41.90695034937216, 'aic': -75.81390069874432, 'bic': np.float64(-73.25767138028328)}, 2385: {'params': mu          0.039401
omega       0.000028
alpha[1]    0.316855
beta[1]     0.256180
Name: params, dtype: float64, 'loglikelihood': 48.7742030720962, 'aic': -89.5484061441924, 'bic': np.float64(-86.99217682573136)}, 2390: {'params': mu          0.031584
omega       0.000019
alpha[1]    0.099969
beta[1]     0.399877
Name: params, dtype: float64, 'loglikelihood': 51.476122327808426, 'aic': -94.95224465561685, 'bic': np.float64(-92.39601533715582)}, 2395: {'params': mu          0.032540
omega       0.000023
alpha[1]    0.131747
beta[1]     0.277894
Name: params, dtype: float64, 'loglikelihood': 51.13864360908136, 'aic': -94.27728721816273, 'bic': np.float64(-91.72105789970169)}, 2400: {'params': mu          0.038872
omega       0.000011
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 55.61678183867499, 'aic': -103.23356367734998, 'bic': np.float64(-100.67733435888894)}, 2405: {'params': mu          0.041779
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 65.3396588483917, 'aic': -122.67931769678339, 'bic': np.float64(-120.12308837832235)}, 2410: {'params': mu          0.043232
omega       0.000002
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 64.36248380441543, 'aic': -120.72496760883087, 'bic': np.float64(-118.16873829036983)}, 2415: {'params': mu          0.046468
omega       0.000033
alpha[1]    0.602435
beta[1]     0.319976
Name: params, dtype: float64, 'loglikelihood': 45.51814345257988, 'aic': -83.03628690515976, 'bic': np.float64(-80.48005758669872)}, 2420: {'params': mu          0.070311
omega       0.000019
alpha[1]    0.971736
beta[1]     0.001792
Name: params, dtype: float64, 'loglikelihood': 38.808660238560854, 'aic': -69.61732047712171, 'bic': np.float64(-67.06109115866067)}, 2425: {'params': mu          0.081539
omega       0.000046
alpha[1]    0.199996
beta[1]     0.499989
Name: params, dtype: float64, 'loglikelihood': 42.52869448356019, 'aic': -77.05738896712037, 'bic': np.float64(-74.50115964865934)}, 2430: {'params': mu          8.442455e-02
omega       6.151846e-05
alpha[1]    9.415935e-01
beta[1]     4.134852e-08
Name: params, dtype: float64, 'loglikelihood': 43.384114492769086, 'aic': -78.76822898553817, 'bic': np.float64(-76.21199966707714)}, 2435: {'params': mu          0.057827
omega       0.000097
alpha[1]    0.922005
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.38993786377834, 'aic': -60.779875727556686, 'bic': np.float64(-58.22364640909565)}, 2440: {'params': mu          0.035263
omega       0.000082
alpha[1]    0.226679
beta[1]     0.289993
Name: params, dtype: float64, 'loglikelihood': 42.39327046349673, 'aic': -76.78654092699345, 'bic': np.float64(-74.23031160853242)}, 2445: {'params': mu          0.030956
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 67.98215819006812, 'aic': -127.96431638013624, 'bic': np.float64(-125.4080870616752)}, 2450: {'params': mu          0.032851
omega       0.000015
alpha[1]    0.228519
beta[1]     0.289305
Name: params, dtype: float64, 'loglikelihood': 54.664545218882914, 'aic': -101.32909043776583, 'bic': np.float64(-98.77286111930479)}, 2455: {'params': mu          0.038528
omega       0.000040
alpha[1]    0.634818
beta[1]     0.136943
Name: params, dtype: float64, 'loglikelihood': 46.97404136397659, 'aic': -85.94808272795318, 'bic': np.float64(-83.39185340949214)}, 2460: {'params': mu          0.052478
omega       0.000027
alpha[1]    0.200011
beta[1]     0.299996
Name: params, dtype: float64, 'loglikelihood': 50.24536670182069, 'aic': -92.49073340364139, 'bic': np.float64(-89.93450408518035)}, 2465: {'params': mu          0.053808
omega       0.000003
alpha[1]    0.010000
beta[1]     0.890000
Name: params, dtype: float64, 'loglikelihood': 54.065852292338576, 'aic': -100.13170458467715, 'bic': np.float64(-97.57547526621612)}, 2470: {'params': mu          0.052800
omega       0.000033
alpha[1]    0.170693
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 51.16554030003151, 'aic': -94.33108060006302, 'bic': np.float64(-91.77485128160198)}, 2475: {'params': mu          0.050391
omega       0.000014
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 54.10806162880838, 'aic': -100.21612325761676, 'bic': np.float64(-97.65989393915572)}, 2480: {'params': mu          5.106530e-02
omega       9.641983e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 72.2284566437191, 'aic': -136.4569132874382, 'bic': np.float64(-133.90068396897718)}, 2485: {'params': mu          0.051232
omega       0.000006
alpha[1]    0.998353
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 53.91853510119918, 'aic': -99.83707020239837, 'bic': np.float64(-97.28084088393733)}, 2490: {'params': mu          0.040342
omega       0.000016
alpha[1]    0.200002
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 53.3267776208893, 'aic': -98.6535552417786, 'bic': np.float64(-96.09732592331757)}, 2495: {'params': mu          0.036702
omega       0.000003
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 62.06350719298835, 'aic': -116.1270143859767, 'bic': np.float64(-113.57078506751566)}, 2500: {'params': mu          3.641198e-02
omega       1.250724e-05
alpha[1]    1.000000e+00
beta[1]     1.149643e-09
Name: params, dtype: float64, 'loglikelihood': 49.00068210710986, 'aic': -90.00136421421972, 'bic': np.float64(-87.44513489575868)}, 2505: {'params': mu          0.019223
omega       0.000033
alpha[1]    0.200054
beta[1]     0.299978
Name: params, dtype: float64, 'loglikelihood': 48.6796850559619, 'aic': -89.3593701119238, 'bic': np.float64(-86.80314079346276)}, 2510: {'params': mu          0.014312
omega       0.000005
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 62.16059550893431, 'aic': -116.32119101786861, 'bic': np.float64(-113.76496169940758)}, 2515: {'params': mu          1.242148e-02
omega       7.983595e-07
alpha[1]    2.000000e-01
beta[1]     4.999999e-01
Name: params, dtype: float64, 'loglikelihood': 70.74105506538655, 'aic': -133.4821101307731, 'bic': np.float64(-130.92588081231207)}, 2520: {'params': mu          0.012602
omega       0.000004
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 64.48482678566255, 'aic': -120.9696535713251, 'bic': np.float64(-118.41342425286406)}, 2525: {'params': mu          0.016871
omega       0.000007
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 58.11779456380513, 'aic': -108.23558912761025, 'bic': np.float64(-105.67935980914922)}, 2530: {'params': mu          0.020610
omega       0.000006
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 60.27326950241543, 'aic': -112.54653900483086, 'bic': np.float64(-109.99030968636983)}, 2535: {'params': mu          0.025380
omega       0.000060
alpha[1]    0.507281
beta[1]     0.175430
Name: params, dtype: float64, 'loglikelihood': 45.30006581091392, 'aic': -82.60013162182784, 'bic': np.float64(-80.0439023033668)}, 2540: {'params': mu          0.044874
omega       0.000058
alpha[1]    0.999972
beta[1]     0.000011
Name: params, dtype: float64, 'loglikelihood': 42.3052789252382, 'aic': -76.6105578504764, 'bic': np.float64(-74.05432853201536)}, 2545: {'params': mu          0.056965
omega       0.000018
alpha[1]    0.199996
beta[1]     0.499990
Name: params, dtype: float64, 'loglikelihood': 48.95294096719009, 'aic': -89.90588193438018, 'bic': np.float64(-87.34965261591914)}, 2550: {'params': mu          0.059544
omega       0.000004
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 63.2626072983921, 'aic': -118.5252145967842, 'bic': np.float64(-115.96898527832316)}, 2555: {'params': mu          0.054979
omega       0.000037
alpha[1]    0.204005
beta[1]     0.298498
Name: params, dtype: float64, 'loglikelihood': 47.67322990587775, 'aic': -87.3464598117555, 'bic': np.float64(-84.79023049329446)}, 2560: {'params': mu          0.041668
omega       0.000045
alpha[1]    0.216468
beta[1]     0.293825
Name: params, dtype: float64, 'loglikelihood': 46.382801518748764, 'aic': -84.76560303749753, 'bic': np.float64(-82.20937371903649)}, 2565: {'params': mu          0.033514
omega       0.000037
alpha[1]    0.280021
beta[1]     0.270020
Name: params, dtype: float64, 'loglikelihood': 46.66325346359132, 'aic': -85.32650692718263, 'bic': np.float64(-82.7702776087216)}, 2570: {'params': mu          0.020726
omega       0.000015
alpha[1]    0.199999
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 51.04791385794021, 'aic': -94.09582771588042, 'bic': np.float64(-91.53959839741938)}, 2575: {'params': mu          0.019115
omega       0.000001
alpha[1]    0.200000
beta[1]     0.700000
Name: params, dtype: float64, 'loglikelihood': 62.38486557349491, 'aic': -116.76973114698983, 'bic': np.float64(-114.21350182852879)}, 2580: {'params': mu          0.021738
omega       0.000010
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 56.00874850477494, 'aic': -104.01749700954988, 'bic': np.float64(-101.46126769108885)}, 2585: {'params': mu          0.025813
omega       0.000004
alpha[1]    0.199999
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 60.21323188597206, 'aic': -112.42646377194411, 'bic': np.float64(-109.87023445348308)}, 2590: {'params': mu          0.025255
omega       0.000006
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 57.19328166071809, 'aic': -106.38656332143618, 'bic': np.float64(-103.83033400297515)}, 2595: {'params': mu          0.020586
omega       0.000008
alpha[1]    0.200000
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 54.111216207301375, 'aic': -100.22243241460275, 'bic': np.float64(-97.66620309614171)}, 2600: {'params': mu          0.020790
omega       0.000012
alpha[1]    0.200211
beta[1]     0.299920
Name: params, dtype: float64, 'loglikelihood': 55.14116254992745, 'aic': -102.2823250998549, 'bic': np.float64(-99.72609578139387)}, 2605: {'params': mu          0.026915
omega       0.000074
alpha[1]    0.497621
beta[1]     0.000008
Name: params, dtype: float64, 'loglikelihood': 43.93664793851032, 'aic': -79.87329587702064, 'bic': np.float64(-77.3170665585596)}, 2610: {'params': mu          0.050244
omega       0.000047
alpha[1]    0.985122
beta[1]     0.005579
Name: params, dtype: float64, 'loglikelihood': 40.85292604873779, 'aic': -73.70585209747559, 'bic': np.float64(-71.14962277901455)}, 2615: {'params': mu          0.060330
omega       0.000051
alpha[1]    0.010000
beta[1]     0.689992
Name: params, dtype: float64, 'loglikelihood': 41.09180083810319, 'aic': -74.18360167620638, 'bic': np.float64(-71.62737235774534)}, 2620: {'params': mu          0.066065
omega       0.000014
alpha[1]    0.099998
beta[1]     0.599986
Name: params, dtype: float64, 'loglikelihood': 50.35588206783111, 'aic': -92.71176413566222, 'bic': np.float64(-90.15553481720119)}, 2625: {'params': mu          0.067305
omega       0.000021
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 42.84209889401609, 'aic': -77.68419778803218, 'bic': np.float64(-75.12796846957114)}, 2630: {'params': mu          0.026986
omega       0.000088
alpha[1]    0.971977
beta[1]     0.010507
Name: params, dtype: float64, 'loglikelihood': 39.84698854085978, 'aic': -71.69397708171957, 'bic': np.float64(-69.13774776325853)}, 2635: {'params': mu          0.024891
omega       0.000021
alpha[1]    0.199999
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 48.93470566076915, 'aic': -89.8694113215383, 'bic': np.float64(-87.31318200307726)}, 2640: {'params': mu          0.020067
omega       0.000026
alpha[1]    0.200028
beta[1]     0.299989
Name: params, dtype: float64, 'loglikelihood': 50.31243118692583, 'aic': -92.62486237385166, 'bic': np.float64(-90.06863305539062)}, 2645: {'params': mu          0.010607
omega       0.000011
alpha[1]    0.199999
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 52.90236464723797, 'aic': -97.80472929447593, 'bic': np.float64(-95.2484999760149)}, 2650: {'params': mu          0.009405
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 69.8171431762471, 'aic': -131.6342863524942, 'bic': np.float64(-129.07805703403318)}, 2655: {'params': mu          1.055977e-02
omega       7.669474e-07
alpha[1]    2.000001e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 73.97609135360169, 'aic': -139.95218270720338, 'bic': np.float64(-137.39595338874236)}, 2660: {'params': mu          0.012023
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 68.90641962206486, 'aic': -129.81283924412972, 'bic': np.float64(-127.25660992566868)}, 2665: {'params': mu          0.014084
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 68.00283188939537, 'aic': -128.00566377879073, 'bic': np.float64(-125.4494344603297)}, 2670: {'params': mu          1.515552e-02
omega       9.953165e-07
alpha[1]    2.000002e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 72.80782936053245, 'aic': -137.6156587210649, 'bic': np.float64(-135.05942940260388)}, 2675: {'params': mu          0.016940
omega       0.000002
alpha[1]    0.200002
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 58.24484117750912, 'aic': -108.48968235501825, 'bic': np.float64(-105.93345303655721)}, 2680: {'params': mu          0.023220
omega       0.000017
alpha[1]    0.200006
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 52.9374358719958, 'aic': -97.8748717439916, 'bic': np.float64(-95.31864242553057)}, 2685: {'params': mu          0.027548
omega       0.000002
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 67.0412725691024, 'aic': -126.08254513820481, 'bic': np.float64(-123.52631581974377)}, 2690: {'params': mu          0.026547
omega       0.000002
alpha[1]    0.200005
beta[1]     0.699995
Name: params, dtype: float64, 'loglikelihood': 56.79094408992602, 'aic': -105.58188817985204, 'bic': np.float64(-103.02565886139101)}, 2695: {'params': mu          0.018906
omega       0.000019
alpha[1]    0.200007
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 51.99180733465366, 'aic': -95.98361466930731, 'bic': np.float64(-93.42738535084628)}, 2700: {'params': mu          0.014336
omega       0.000005
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 61.80858940935957, 'aic': -115.61717881871914, 'bic': np.float64(-113.0609495002581)}, 2705: {'params': mu          0.011832
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 68.34853659248053, 'aic': -128.69707318496106, 'bic': np.float64(-126.14084386650002)}, 2710: {'params': mu          0.010298
omega       0.000003
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 65.1145836233628, 'aic': -122.22916724672561, 'bic': np.float64(-119.67293792826457)}, 2715: {'params': mu          0.007890
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 62.76584471278861, 'aic': -117.53168942557723, 'bic': np.float64(-114.97546010711619)}, 2720: {'params': mu          6.889962e-03
omega       3.902151e-07
alpha[1]    2.000000e-01
beta[1]     6.999998e-01
Name: params, dtype: float64, 'loglikelihood': 68.64018103244662, 'aic': -129.28036206489324, 'bic': np.float64(-126.7241327464322)}, 2725: {'params': mu          0.007349
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 72.32883522824913, 'aic': -136.65767045649827, 'bic': np.float64(-134.10144113803725)}, 2730: {'params': mu          8.591684e-03
omega       9.380972e-07
alpha[1]    1.000003e-01
beta[1]     5.999999e-01
Name: params, dtype: float64, 'loglikelihood': 68.97783327676397, 'aic': -129.95566655352795, 'bic': np.float64(-127.39943723506691)}, 2735: {'params': mu          0.010931
omega       0.000004
alpha[1]    0.200008
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 63.283904820593456, 'aic': -118.56780964118691, 'bic': np.float64(-116.01158032272588)}, 2740: {'params': mu          0.013340
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 65.52523092568985, 'aic': -123.05046185137971, 'bic': np.float64(-120.49423253291867)}, 2745: {'params': mu          1.392020e-02
omega       5.818595e-07
alpha[1]    2.000000e-01
beta[1]     4.999999e-01
Name: params, dtype: float64, 'loglikelihood': 72.70935072956898, 'aic': -137.41870145913796, 'bic': np.float64(-134.86247214067694)}, 2750: {'params': mu          0.012708
omega       0.000004
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 64.03121124613833, 'aic': -120.06242249227665, 'bic': np.float64(-117.50619317381562)}, 2755: {'params': mu          0.011472
omega       0.000002
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 67.03736442548848, 'aic': -126.07472885097695, 'bic': np.float64(-123.51849953251592)}, 2760: {'params': mu          0.011414
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 69.970551733372, 'aic': -131.941103466744, 'bic': np.float64(-129.384874148283)}, 2765: {'params': mu          0.012335
omega       0.000041
alpha[1]    0.581192
beta[1]     0.157053
Name: params, dtype: float64, 'loglikelihood': 47.48422543804536, 'aic': -86.96845087609071, 'bic': np.float64(-84.41222155762968)}, 2770: {'params': mu          1.331868e-02
omega       5.698709e-05
alpha[1]    1.000000e+00
beta[1]     1.976190e-12
Name: params, dtype: float64, 'loglikelihood': 36.573782785309355, 'aic': -65.14756557061871, 'bic': np.float64(-62.591336252157674)}, 2775: {'params': mu          0.054719
omega       0.000086
alpha[1]    0.199991
beta[1]     0.499974
Name: params, dtype: float64, 'loglikelihood': 39.56874564223564, 'aic': -71.13749128447128, 'bic': np.float64(-68.58126196601025)}, 2780: {'params': mu          0.059212
omega       0.000060
alpha[1]    0.572863
beta[1]     0.160177
Name: params, dtype: float64, 'loglikelihood': 42.84898358542623, 'aic': -77.69796717085246, 'bic': np.float64(-75.14173785239143)}, 2785: {'params': mu          0.011342
omega       0.000004
alpha[1]    0.998406
beta[1]     0.001594
Name: params, dtype: float64, 'loglikelihood': 41.856299449015545, 'aic': -75.71259889803109, 'bic': np.float64(-73.15636957957005)}, 2790: {'params': mu          0.016142
omega       0.000062
alpha[1]    0.199382
beta[1]     0.498456
Name: params, dtype: float64, 'loglikelihood': 41.8865915614365, 'aic': -75.773183122873, 'bic': np.float64(-73.21695380441196)}, 2795: {'params': mu          0.016724
omega       0.000021
alpha[1]    0.200005
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 51.39237254540274, 'aic': -94.78474509080549, 'bic': np.float64(-92.22851577234445)}, 2800: {'params': mu          0.026118
omega       0.000022
alpha[1]    0.200119
beta[1]     0.299955
Name: params, dtype: float64, 'loglikelihood': 51.25170200188762, 'aic': -94.50340400377524, 'bic': np.float64(-91.94717468531421)}, 2805: {'params': mu          0.032193
omega       0.000009
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 57.156655149763594, 'aic': -106.31331029952719, 'bic': np.float64(-103.75708098106615)}, 2810: {'params': mu          0.039088
omega       0.000055
alpha[1]    0.200173
beta[1]     0.299935
Name: params, dtype: float64, 'loglikelihood': 44.72627338583868, 'aic': -81.45254677167736, 'bic': np.float64(-78.89631745321633)}, 2815: {'params': mu          0.054738
omega       0.000028
alpha[1]    0.200003
beta[1]     0.499989
Name: params, dtype: float64, 'loglikelihood': 46.300950768876056, 'aic': -84.60190153775211, 'bic': np.float64(-82.04567221929108)}, 2820: {'params': mu          0.059382
omega       0.000009
alpha[1]    0.200016
beta[1]     0.299994
Name: params, dtype: float64, 'loglikelihood': 56.91593959554953, 'aic': -105.83187919109906, 'bic': np.float64(-103.27564987263803)}, 2825: {'params': mu          0.059310
omega       0.000065
alpha[1]    0.451657
beta[1]     0.205609
Name: params, dtype: float64, 'loglikelihood': 44.349138380177614, 'aic': -80.69827676035523, 'bic': np.float64(-78.14204744189419)}, 2830: {'params': mu          0.040686
omega       0.000093
alpha[1]    0.200023
beta[1]     0.299992
Name: params, dtype: float64, 'loglikelihood': 41.353950905768535, 'aic': -74.70790181153707, 'bic': np.float64(-72.15167249307603)}, 2835: {'params': mu          0.032928
omega       0.000016
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 52.4086255211488, 'aic': -96.8172510422976, 'bic': np.float64(-94.26102172383656)}, 2840: {'params': mu          0.029001
omega       0.000001
alpha[1]    0.200000
beta[1]     0.700000
Name: params, dtype: float64, 'loglikelihood': 60.39184778039163, 'aic': -112.78369556078326, 'bic': np.float64(-110.22746624232222)}, 2845: {'params': mu          0.028625
omega       0.000001
alpha[1]    0.010000
beta[1]     0.890000
Name: params, dtype: float64, 'loglikelihood': 58.394994728688054, 'aic': -108.78998945737611, 'bic': np.float64(-106.23376013891507)}, 2850: {'params': mu          0.025888
omega       0.000027
alpha[1]    0.316217
beta[1]     0.427366
Name: params, dtype: float64, 'loglikelihood': 46.17923228359787, 'aic': -84.35846456719574, 'bic': np.float64(-81.8022352487347)}, 2855: {'params': mu          0.012414
omega       0.000019
alpha[1]    0.199999
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 50.08388165109796, 'aic': -92.16776330219592, 'bic': np.float64(-89.61153398373489)}, 2860: {'params': mu          1.113431e-02
omega       9.984539e-07
alpha[1]    2.000001e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 72.49615274997296, 'aic': -136.99230549994593, 'bic': np.float64(-134.4360761814849)}, 2865: {'params': mu          0.013062
omega       0.000003
alpha[1]    0.200099
beta[1]     0.299963
Name: params, dtype: float64, 'loglikelihood': 64.09229667197916, 'aic': -120.18459334395831, 'bic': np.float64(-117.62836402549728)}, 2870: {'params': mu          0.016397
omega       0.000001
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 67.82704793234988, 'aic': -127.65409586469977, 'bic': np.float64(-125.09786654623873)}, 2875: {'params': mu          1.697240e-02
omega       2.053474e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 83.47894447004973, 'aic': -158.95788894009945, 'bic': np.float64(-156.40165962163843)}, 2880: {'params': mu          0.014915
omega       0.000004
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 58.96364830994956, 'aic': -109.92729661989912, 'bic': np.float64(-107.37106730143809)}, 2885: {'params': mu          0.009146
omega       0.000008
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 58.684912128855444, 'aic': -109.36982425771089, 'bic': np.float64(-106.81359493924985)}, 2890: {'params': mu          0.006288
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 69.10297893049417, 'aic': -130.20595786098835, 'bic': np.float64(-127.64972854252731)}, 2895: {'params': mu          0.005999
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 71.33890392596231, 'aic': -134.67780785192463, 'bic': np.float64(-132.1215785334636)}, 2900: {'params': mu          0.007723
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 69.55030863758189, 'aic': -131.10061727516378, 'bic': np.float64(-128.54438795670276)}, 2905: {'params': mu          8.924440e-03
omega       7.283311e-07
alpha[1]    2.000001e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 74.72829832100226, 'aic': -141.4565966420045, 'bic': np.float64(-138.9003673235435)}, 2910: {'params': mu          9.747856e-03
omega       4.854919e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 77.05371312489518, 'aic': -146.10742624979036, 'bic': np.float64(-143.55119693132934)}, 2915: {'params': mu          1.062822e-02
omega       9.740925e-07
alpha[1]    2.000001e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 72.88792583630232, 'aic': -137.77585167260463, 'bic': np.float64(-135.2196223541436)}, 2920: {'params': mu          0.012255
omega       0.000003
alpha[1]    0.200004
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 64.55076191598727, 'aic': -121.10152383197453, 'bic': np.float64(-118.5452945135135)}, 2925: {'params': mu          1.476584e-02
omega       8.013480e-07
alpha[1]    2.000000e-01
beta[1]     4.999999e-01
Name: params, dtype: float64, 'loglikelihood': 71.68320377607083, 'aic': -135.36640755214165, 'bic': np.float64(-132.81017823368063)}, 2930: {'params': mu          1.622477e-02
omega       8.910167e-07
alpha[1]    1.000001e-01
beta[1]     6.000000e-01
Name: params, dtype: float64, 'loglikelihood': 69.54087028982936, 'aic': -131.0817405796587, 'bic': np.float64(-128.5255112611977)}, 2935: {'params': mu          0.018190
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 66.66552440344412, 'aic': -125.33104880688825, 'bic': np.float64(-122.77481948842721)}, 2940: {'params': mu          0.019561
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 68.40220359552461, 'aic': -128.80440719104922, 'bic': np.float64(-126.24817787258819)}, 2945: {'params': mu          0.019726
omega       0.000001
alpha[1]    0.205149
beta[1]     0.496782
Name: params, dtype: float64, 'loglikelihood': 67.07550323655595, 'aic': -126.15100647311189, 'bic': np.float64(-123.59477715465086)}, 2950: {'params': mu          0.020485
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 65.32083812164876, 'aic': -122.64167624329752, 'bic': np.float64(-120.08544692483649)}, 2955: {'params': mu          0.021627
omega       0.000002
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 67.01118240271427, 'aic': -126.02236480542854, 'bic': np.float64(-123.4661354869675)}, 2960: {'params': mu          0.024434
omega       0.000002
alpha[1]    0.010000
beta[1]     0.890000
Name: params, dtype: float64, 'loglikelihood': 57.11913189031004, 'aic': -106.23826378062007, 'bic': np.float64(-103.68203446215904)}, 2965: {'params': mu          3.012981e-02
omega       3.034162e-06
alpha[1]    3.589245e-10
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 47.04860141418806, 'aic': -86.09720282837613, 'bic': np.float64(-83.54097350991509)}, 2970: {'params': mu          0.040014
omega       0.000057
alpha[1]    0.466486
beta[1]     0.111498
Name: params, dtype: float64, 'loglikelihood': 43.373983258597036, 'aic': -78.74796651719407, 'bic': np.float64(-76.19173719873304)}, 2975: {'params': mu          0.050011
omega       0.000015
alpha[1]    0.199999
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 51.036448621233575, 'aic': -94.07289724246715, 'bic': np.float64(-91.51666792400611)}, 2980: {'params': mu          0.052176
omega       0.000038
alpha[1]    0.999087
beta[1]     0.000342
Name: params, dtype: float64, 'loglikelihood': 45.8303890751339, 'aic': -83.6607781502678, 'bic': np.float64(-81.10454883180677)}, 2985: {'params': mu          3.503481e-02
omega       1.169983e-04
alpha[1]    3.922319e-01
beta[1]     6.111261e-17
Name: params, dtype: float64, 'loglikelihood': 39.78849343854693, 'aic': -71.57698687709386, 'bic': np.float64(-69.02075755863282)}, 2990: {'params': mu          0.027060
omega       0.000009
alpha[1]    0.199999
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 47.09295490479534, 'aic': -86.18590980959068, 'bic': np.float64(-83.62968049112965)}, 2995: {'params': mu          0.028729
omega       0.000008
alpha[1]    0.199999
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 56.21016669436273, 'aic': -104.42033338872545, 'bic': np.float64(-101.86410407026442)}, 3000: {'params': mu          0.029734
omega       0.000002
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 65.3663402928102, 'aic': -122.73268058562039, 'bic': np.float64(-120.17645126715935)}, 3005: {'params': mu          0.030783
omega       0.000003
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 64.9992294698381, 'aic': -121.9984589396762, 'bic': np.float64(-119.44222962121516)}, 3010: {'params': mu          0.030884
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 64.90373561720178, 'aic': -121.80747123440355, 'bic': np.float64(-119.25124191594251)}, 3015: {'params': mu          3.118481e-02
omega       3.948100e-07
alpha[1]    9.999997e-03
beta[1]     8.900000e-01
Name: params, dtype: float64, 'loglikelihood': 67.32140625899862, 'aic': -126.64281251799724, 'bic': np.float64(-124.08658319953621)}, 3020: {'params': mu          0.031073
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 67.04142782820286, 'aic': -126.08285565640571, 'bic': np.float64(-123.52662633794468)}, 3025: {'params': mu          0.029854
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 65.91901592736914, 'aic': -123.83803185473829, 'bic': np.float64(-121.28180253627725)}, 3030: {'params': mu          0.030591
omega       0.000001
alpha[1]    0.010000
beta[1]     0.890000
Name: params, dtype: float64, 'loglikelihood': 58.85242046812183, 'aic': -109.70484093624366, 'bic': np.float64(-107.14861161778262)}, 3035: {'params': mu          0.034019
omega       0.000066
alpha[1]    0.307972
beta[1]     0.259513
Name: params, dtype: float64, 'loglikelihood': 42.61205124133644, 'aic': -77.22410248267288, 'bic': np.float64(-74.66787316421184)}, 3040: {'params': mu          0.054666
omega       0.000086
alpha[1]    0.200020
beta[1]     0.299993
Name: params, dtype: float64, 'loglikelihood': 42.1641944007959, 'aic': -76.3283888015918, 'bic': np.float64(-73.77215948313076)}, 3045: {'params': mu          0.061490
omega       0.000005
alpha[1]    0.010000
beta[1]     0.890001
Name: params, dtype: float64, 'loglikelihood': 49.261538412200366, 'aic': -90.52307682440073, 'bic': np.float64(-87.9668475059397)}, 3050: {'params': mu          0.061247
omega       0.000018
alpha[1]    0.473616
beta[1]     0.526384
Name: params, dtype: float64, 'loglikelihood': 42.88302809079411, 'aic': -77.76605618158823, 'bic': np.float64(-75.20982686312719)}, 3055: {'params': mu          0.043066
omega       0.000101
alpha[1]    0.280029
beta[1]     0.269989
Name: params, dtype: float64, 'loglikelihood': 40.35932249771321, 'aic': -72.71864499542642, 'bic': np.float64(-70.16241567696538)}, 3060: {'params': mu          0.027110
omega       0.000059
alpha[1]    0.200015
beta[1]     0.299991
Name: params, dtype: float64, 'loglikelihood': 43.9971403894823, 'aic': -79.9942807789646, 'bic': np.float64(-77.43805146050356)}, 3065: {'params': mu          0.018541
omega       0.000007
alpha[1]    0.199999
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 56.03322855788043, 'aic': -104.06645711576085, 'bic': np.float64(-101.51022779729982)}, 3070: {'params': mu          0.016293
omega       0.000002
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 66.58552920444286, 'aic': -125.17105840888573, 'bic': np.float64(-122.61482909042469)}, 3075: {'params': mu          0.012967
omega       0.000004
alpha[1]    0.199998
beta[1]     0.299996
Name: params, dtype: float64, 'loglikelihood': 61.80205345217707, 'aic': -115.60410690435414, 'bic': np.float64(-113.0478775858931)}, 3080: {'params': mu          1.120844e-02
omega       2.982679e-07
alpha[1]    2.000000e-01
beta[1]     6.999999e-01
Name: params, dtype: float64, 'loglikelihood': 70.3465265243969, 'aic': -132.6930530487938, 'bic': np.float64(-130.13682373033276)}, 3085: {'params': mu          1.148180e-02
omega       5.002674e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 77.4048959571021, 'aic': -146.8097919142042, 'bic': np.float64(-144.25356259574318)}, 3090: {'params': mu          1.197982e-02
omega       3.486889e-07
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 79.34133358174022, 'aic': -150.68266716348043, 'bic': np.float64(-148.1264378450194)}, 3095: {'params': mu          1.252691e-02
omega       2.677408e-07
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 81.16900562567268, 'aic': -154.33801125134536, 'bic': np.float64(-151.78178193288434)}, 3100: {'params': mu          0.013294
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 71.40273613414595, 'aic': -134.8054722682919, 'bic': np.float64(-132.2492429498309)}, 3105: {'params': mu          1.461397e-02
omega       5.220936e-07
alpha[1]    9.999999e-03
beta[1]     6.899999e-01
Name: params, dtype: float64, 'loglikelihood': 73.00263187474503, 'aic': -138.00526374949007, 'bic': np.float64(-135.44903443102905)}, 3110: {'params': mu          0.016549
omega       0.000010
alpha[1]    0.200376
beta[1]     0.299859
Name: params, dtype: float64, 'loglikelihood': 57.32771168029789, 'aic': -106.65542336059578, 'bic': np.float64(-104.09919404213474)}, 3115: {'params': mu          0.019795
omega       0.000022
alpha[1]    0.861332
beta[1]     0.010510
Name: params, dtype: float64, 'loglikelihood': 48.257209330401245, 'aic': -88.51441866080249, 'bic': np.float64(-85.95818934234146)}, 3120: {'params': mu          0.032470
omega       0.000030
alpha[1]    0.199942
beta[1]     0.299914
Name: params, dtype: float64, 'loglikelihood': 48.91301811902265, 'aic': -89.8260362380453, 'bic': np.float64(-87.26980691958427)}, 3125: {'params': mu          0.035184
omega       0.000008
alpha[1]    0.199998
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 57.62575156430268, 'aic': -107.25150312860536, 'bic': np.float64(-104.69527381014433)}, 3130: {'params': mu          0.033339
omega       0.000014
alpha[1]    0.202576
beta[1]     0.299706
Name: params, dtype: float64, 'loglikelihood': 54.10301773725704, 'aic': -100.20603547451408, 'bic': np.float64(-97.64980615605305)}, 3135: {'params': mu          0.026350
omega       0.000013
alpha[1]    0.200000
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 54.21636518591258, 'aic': -100.43273037182516, 'bic': np.float64(-97.87650105336412)}, 3140: {'params': mu          0.022078
omega       0.000012
alpha[1]    0.050065
beta[1]     0.449762
Name: params, dtype: float64, 'loglikelihood': 54.49993471426164, 'aic': -100.99986942852328, 'bic': np.float64(-98.44364011006225)}, 3145: {'params': mu          0.018255
omega       0.000009
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 56.33147363332057, 'aic': -104.66294726664114, 'bic': np.float64(-102.1067179481801)}, 3150: {'params': mu          0.016057
omega       0.000003
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 64.01481391506637, 'aic': -120.02962783013274, 'bic': np.float64(-117.4733985116717)}, 3155: {'params': mu          0.018603
omega       0.000015
alpha[1]    0.200007
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 50.80021673213068, 'aic': -93.60043346426136, 'bic': np.float64(-91.04420414580032)}, 3160: {'params': mu          0.029642
omega       0.000014
alpha[1]    0.199999
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 51.29236244964444, 'aic': -94.58472489928889, 'bic': np.float64(-92.02849558082785)}, 3165: {'params': mu          3.175856e-02
omega       4.247284e-07
alpha[1]    9.999999e-03
beta[1]     8.900000e-01
Name: params, dtype: float64, 'loglikelihood': 67.07584143685808, 'aic': -126.15168287371617, 'bic': np.float64(-123.59545355525513)}, 3170: {'params': mu          0.029840
omega       0.000011
alpha[1]    0.201089
beta[1]     0.499320
Name: params, dtype: float64, 'loglikelihood': 52.61356651808877, 'aic': -97.22713303617753, 'bic': np.float64(-94.6709037177165)}, 3175: {'params': mu          0.021084
omega       0.000015
alpha[1]    0.200004
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 54.60180699171661, 'aic': -101.20361398343321, 'bic': np.float64(-98.64738466497218)}, 3180: {'params': mu          1.900588e-02
omega       7.716114e-07
alpha[1]    9.999999e-03
beta[1]     4.899999e-01
Name: params, dtype: float64, 'loglikelihood': 73.8928922076451, 'aic': -139.7857844152902, 'bic': np.float64(-137.2295550968292)}, 3185: {'params': mu          1.791791e-02
omega       7.574667e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 73.91858290032671, 'aic': -139.83716580065342, 'bic': np.float64(-137.2809364821924)}, 3190: {'params': mu          1.691203e-02
omega       9.881928e-07
alpha[1]    4.999999e-02
beta[1]     4.499999e-01
Name: params, dtype: float64, 'loglikelihood': 72.16177626966295, 'aic': -136.3235525393259, 'bic': np.float64(-133.76732322086488)}, 3195: {'params': mu          0.014701
omega       0.000003
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 63.93370630406228, 'aic': -119.86741260812455, 'bic': np.float64(-117.31118328966352)}, 3200: {'params': mu          0.012623
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 66.15904894773533, 'aic': -124.31809789547066, 'bic': np.float64(-121.76186857700962)}, 3205: {'params': mu          1.198480e-02
omega       5.614425e-07
alpha[1]    1.000000e-02
beta[1]     6.899999e-01
Name: params, dtype: float64, 'loglikelihood': 72.78143885454935, 'aic': -137.5628777090987, 'bic': np.float64(-135.00664839063768)}, 3210: {'params': mu          1.178611e-02
omega       8.468055e-07
alpha[1]    2.000002e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 73.57106985002909, 'aic': -139.14213970005818, 'bic': np.float64(-136.58591038159716)}, 3215: {'params': mu          1.103273e-02
omega       8.804845e-07
alpha[1]    2.000002e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 73.24343851131772, 'aic': -138.48687702263544, 'bic': np.float64(-135.93064770417442)}, 3220: {'params': mu          0.010979
omega       0.000002
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 68.0770606534991, 'aic': -128.1541213069982, 'bic': np.float64(-125.59789198853717)}, 3225: {'params': mu          1.541118e-02
omega       8.567574e-07
alpha[1]    9.812282e-01
beta[1]     1.396838e-02
Name: params, dtype: float64, 'loglikelihood': 62.298782021375786, 'aic': -116.59756404275157, 'bic': np.float64(-114.04133472429054)}, 3230: {'params': mu          0.017697
omega       0.000008
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 58.285548436263646, 'aic': -108.57109687252729, 'bic': np.float64(-106.01486755406626)}, 3235: {'params': mu          0.022624
omega       0.000006
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 60.29562010251699, 'aic': -112.59124020503398, 'bic': np.float64(-110.03501088657295)}, 3240: {'params': mu          2.434162e-02
omega       6.594947e-07
alpha[1]    2.000000e-01
beta[1]     4.999999e-01
Name: params, dtype: float64, 'loglikelihood': 72.2104427145377, 'aic': -136.4208854290754, 'bic': np.float64(-133.8646561106144)}, 3245: {'params': mu          2.451217e-02
omega       2.763594e-07
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 80.96770795889722, 'aic': -153.93541591779444, 'bic': np.float64(-151.37918659933342)}, 3250: {'params': mu          2.453921e-02
omega       5.934189e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 75.94693382797145, 'aic': -143.8938676559429, 'bic': np.float64(-141.33763833748188)}, 3255: {'params': mu          2.428074e-02
omega       5.841468e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 76.10879161253375, 'aic': -144.2175832250675, 'bic': np.float64(-141.66135390660648)}, 3260: {'params': mu          0.022940
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 68.86728926999426, 'aic': -129.73457853998852, 'bic': np.float64(-127.17834922152748)}, 3265: {'params': mu          0.023038
omega       0.000003
alpha[1]    0.201332
beta[1]     0.499168
Name: params, dtype: float64, 'loglikelihood': 61.47129873790706, 'aic': -114.94259747581413, 'bic': np.float64(-112.38636815735309)}, 3270: {'params': mu          0.027166
omega       0.000026
alpha[1]    0.200004
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 49.96019318920537, 'aic': -91.92038637841074, 'bic': np.float64(-89.3641570599497)}, 3275: {'params': mu          0.036371
omega       0.000011
alpha[1]    0.200004
beta[1]     0.499983
Name: params, dtype: float64, 'loglikelihood': 52.25789593157183, 'aic': -96.51579186314366, 'bic': np.float64(-93.95956254468263)}, 3280: {'params': mu          0.038123
omega       0.000003
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 61.86560095405815, 'aic': -115.7312019081163, 'bic': np.float64(-113.17497258965527)}, 3285: {'params': mu          0.035649
omega       0.000022
alpha[1]    0.208005
beta[1]     0.296998
Name: params, dtype: float64, 'loglikelihood': 51.23804895868849, 'aic': -94.47609791737698, 'bic': np.float64(-91.91986859891594)}, 3290: {'params': mu          0.028757
omega       0.000004
alpha[1]    0.199999
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 52.749466797403954, 'aic': -97.49893359480791, 'bic': np.float64(-94.94270427634687)}, 3295: {'params': mu          0.027049
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 66.31709346680047, 'aic': -124.63418693360094, 'bic': np.float64(-122.07795761513991)}, 3300: {'params': mu          0.029137
omega       0.000009
alpha[1]    0.200110
beta[1]     0.499931
Name: params, dtype: float64, 'loglikelihood': 55.30299573129889, 'aic': -102.60599146259779, 'bic': np.float64(-100.04976214413675)}, 3305: {'params': mu          0.036779
omega       0.000007
alpha[1]    0.010000
beta[1]     0.890001
Name: params, dtype: float64, 'loglikelihood': 46.75890459059583, 'aic': -85.51780918119167, 'bic': np.float64(-82.96157986273063)}, 3310: {'params': mu          0.044747
omega       0.000013
alpha[1]    0.200007
beta[1]     0.499829
Name: params, dtype: float64, 'loglikelihood': 53.0664393386607, 'aic': -98.1328786773214, 'bic': np.float64(-95.57664935886037)}, 3315: {'params': mu          0.045630
omega       0.000002
alpha[1]    0.200002
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 59.334509506156664, 'aic': -110.66901901231333, 'bic': np.float64(-108.11278969385229)}, 3320: {'params': mu          0.045105
omega       0.000015
alpha[1]    0.208710
beta[1]     0.296734
Name: params, dtype: float64, 'loglikelihood': 53.83115699105556, 'aic': -99.66231398211112, 'bic': np.float64(-97.10608466365008)}, 3325: {'params': mu          0.047217
omega       0.000025
alpha[1]    0.200011
beta[1]     0.299995
Name: params, dtype: float64, 'loglikelihood': 50.0003653814382, 'aic': -92.0007307628764, 'bic': np.float64(-89.44450144441537)}, 3330: {'params': mu          0.051805
omega       0.000015
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 49.61801756914199, 'aic': -91.23603513828398, 'bic': np.float64(-88.67980581982295)}, 3335: {'params': mu          5.401083e-02
omega       5.157339e-05
alpha[1]    1.000000e+00
beta[1]     2.760617e-09
Name: params, dtype: float64, 'loglikelihood': 33.3399341212891, 'aic': -58.679868242578195, 'bic': np.float64(-56.12363892411716)}, 3340: {'params': mu          0.128588
omega       0.000038
alpha[1]    0.282876
beta[1]     0.000085
Name: params, dtype: float64, 'loglikelihood': 37.580757132991344, 'aic': -67.16151426598269, 'bic': np.float64(-64.60528494752165)}, 3345: {'params': mu          0.128114
omega       0.000040
alpha[1]    0.999863
beta[1]     0.000051
Name: params, dtype: float64, 'loglikelihood': 46.094632000217, 'aic': -84.189264000434, 'bic': np.float64(-81.63303468197296)}, 3350: {'params': mu          0.126280
omega       0.000053
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 30.999169262189994, 'aic': -53.99833852437999, 'bic': np.float64(-51.44210920591895)}, 3355: {'params': mu          4.147415e-02
omega       1.934431e-05
alpha[1]    6.612395e-01
beta[1]     4.134230e-11
Name: params, dtype: float64, 'loglikelihood': 44.480246588395794, 'aic': -80.96049317679159, 'bic': np.float64(-78.40426385833055)}, 3360: {'params': mu          0.038731
omega       0.000020
alpha[1]    0.295576
beta[1]     0.264158
Name: params, dtype: float64, 'loglikelihood': 50.9748280463386, 'aic': -93.9496560926772, 'bic': np.float64(-91.39342677421617)}, 3365: {'params': mu          0.029734
omega       0.000008
alpha[1]    0.199999
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 55.37039702840016, 'aic': -102.74079405680033, 'bic': np.float64(-100.18456473833929)}, 3370: {'params': mu          0.026917
omega       0.000003
alpha[1]    0.200009
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 64.06962898506758, 'aic': -120.13925797013516, 'bic': np.float64(-117.58302865167413)}, 3375: {'params': mu          0.023780
omega       0.000009
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 57.30593989498779, 'aic': -106.61187978997557, 'bic': np.float64(-104.05565047151454)}, 3380: {'params': mu          0.018803
omega       0.000005
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 61.46800265645805, 'aic': -114.9360053129161, 'bic': np.float64(-112.37977599445506)}, 3385: {'params': mu          1.774085e-02
omega       9.053524e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 72.74933198400824, 'aic': -137.49866396801647, 'bic': np.float64(-134.94243464955545)}, 3390: {'params': mu          0.020087
omega       0.000010
alpha[1]    0.200005
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 56.59230704994742, 'aic': -105.18461409989484, 'bic': np.float64(-102.62838478143381)}, 3395: {'params': mu          0.026151
omega       0.000088
alpha[1]    0.603257
beta[1]     0.148779
Name: params, dtype: float64, 'loglikelihood': 43.844002456950754, 'aic': -79.68800491390151, 'bic': np.float64(-77.13177559544047)}, 3400: {'params': mu          6.200730e-02
omega       6.369052e-08
alpha[1]    7.093603e-01
beta[1]     2.581751e-06
Name: params, dtype: float64, 'loglikelihood': 35.832209605585916, 'aic': -63.66441921117183, 'bic': np.float64(-61.1081898927108)}, 3405: {'params': mu          0.053637
omega       0.000005
alpha[1]    0.200000
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 52.58035056854379, 'aic': -97.16070113708759, 'bic': np.float64(-94.60447181862655)}, 3410: {'params': mu          0.052303
omega       0.000052
alpha[1]    0.318364
beta[1]     0.255613
Name: params, dtype: float64, 'loglikelihood': 45.289499050415465, 'aic': -82.57899810083093, 'bic': np.float64(-80.0227687823699)}, 3415: {'params': mu          0.031510
omega       0.000070
alpha[1]    0.317788
beta[1]     0.255824
Name: params, dtype: float64, 'loglikelihood': 42.10009878021232, 'aic': -76.20019756042464, 'bic': np.float64(-73.6439682419636)}, 3420: {'params': mu          0.026259
omega       0.000009
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 54.78382893395748, 'aic': -101.56765786791496, 'bic': np.float64(-99.01142854945392)}, 3425: {'params': mu          2.507015e-02
omega       6.792774e-07
alpha[1]    9.999990e-03
beta[1]     6.900003e-01
Name: params, dtype: float64, 'loglikelihood': 71.14856385860219, 'aic': -134.29712771720438, 'bic': np.float64(-131.74089839874335)}, 3430: {'params': mu          0.024789
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 68.54824948705318, 'aic': -129.09649897410637, 'bic': np.float64(-126.54026965564533)}, 3435: {'params': mu          0.026512
omega       0.000014
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 54.885361983619724, 'aic': -101.77072396723945, 'bic': np.float64(-99.21449464877841)}, 3440: {'params': mu          0.032351
omega       0.000011
alpha[1]    0.100000
beta[1]     0.599998
Name: params, dtype: float64, 'loglikelihood': 51.78951098736555, 'aic': -95.5790219747311, 'bic': np.float64(-93.02279265627007)}, 3445: {'params': mu          0.035543
omega       0.000005
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 60.817403392349576, 'aic': -113.63480678469915, 'bic': np.float64(-111.07857746623812)}, 3450: {'params': mu          0.036575
omega       0.000003
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 61.38931065626521, 'aic': -114.77862131253042, 'bic': np.float64(-112.22239199406938)}, 3455: {'params': mu          0.037776
omega       0.000003
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 60.131983501360146, 'aic': -112.26396700272029, 'bic': np.float64(-109.70773768425926)}, 3460: {'params': mu          0.037883
omega       0.000008
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 58.3823179296983, 'aic': -108.7646358593966, 'bic': np.float64(-106.20840654093557)}, 3465: {'params': mu          0.032416
omega       0.000061
alpha[1]    0.231824
beta[1]     0.288066
Name: params, dtype: float64, 'loglikelihood': 44.84119655257776, 'aic': -81.68239310515553, 'bic': np.float64(-79.12616378669449)}, 3470: {'params': mu          0.019621
omega       0.000040
alpha[1]    0.199998
beta[1]     0.299996
Name: params, dtype: float64, 'loglikelihood': 46.54835197760227, 'aic': -85.09670395520455, 'bic': np.float64(-82.54047463674351)}, 3475: {'params': mu          0.017007
omega       0.000004
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 59.30879786535916, 'aic': -110.61759573071832, 'bic': np.float64(-108.06136641225729)}, 3480: {'params': mu          0.019349
omega       0.000012
alpha[1]    0.200041
beta[1]     0.299985
Name: params, dtype: float64, 'loglikelihood': 56.254993409238295, 'aic': -104.50998681847659, 'bic': np.float64(-101.95375750001556)}, 3485: {'params': mu          0.025769
omega       0.000037
alpha[1]    0.356464
beta[1]     0.241327
Name: params, dtype: float64, 'loglikelihood': 46.24720866395734, 'aic': -84.49441732791468, 'bic': np.float64(-81.93818800945364)}, 3490: {'params': mu          0.039263
omega       0.000029
alpha[1]    0.200291
beta[1]     0.299859
Name: params, dtype: float64, 'loglikelihood': 49.429598362241315, 'aic': -90.85919672448263, 'bic': np.float64(-88.3029674060216)}, 3495: {'params': mu          0.041439
omega       0.000007
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 55.864787169957616, 'aic': -103.72957433991523, 'bic': np.float64(-101.1733450214542)}, 3500: {'params': mu          0.033427
omega       0.000047
alpha[1]    0.200026
beta[1]     0.299990
Name: params, dtype: float64, 'loglikelihood': 45.467024004592716, 'aic': -82.93404800918543, 'bic': np.float64(-80.3778186907244)}, 3505: {'params': mu          0.021812
omega       0.000023
alpha[1]    0.200004
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 51.08153654685695, 'aic': -94.1630730937139, 'bic': np.float64(-91.60684377525287)}, 3510: {'params': mu         -8.025823e-01
omega       2.710063e-07
alpha[1]    2.000004e-01
beta[1]     6.999996e-01
Name: params, dtype: float64, 'loglikelihood': -97536.0674264824, 'aic': 195080.1348529648, 'bic': np.float64(195082.69108228327)}, 3515: {'params': mu          0.017754
omega       0.000003
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 62.914660701678756, 'aic': -117.82932140335751, 'bic': np.float64(-115.27309208489648)}, 3520: {'params': mu          0.013516
omega       0.000003
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 60.35242307619001, 'aic': -112.70484615238001, 'bic': np.float64(-110.14861683391898)}, 3525: {'params': mu          1.233647e-02
omega       5.842572e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 75.79223984202214, 'aic': -143.58447968404428, 'bic': np.float64(-141.02825036558326)}, 3530: {'params': mu          0.013213
omega       0.000003
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 64.99721594854122, 'aic': -121.99443189708245, 'bic': np.float64(-119.43820257862141)}, 3535: {'params': mu          0.016232
omega       0.000007
alpha[1]    0.280003
beta[1]     0.269999
Name: params, dtype: float64, 'loglikelihood': 57.72398695851827, 'aic': -107.44797391703653, 'bic': np.float64(-104.8917445985755)}, 3540: {'params': mu          0.021261
omega       0.000006
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 60.910744714537806, 'aic': -113.82148942907561, 'bic': np.float64(-111.26526011061458)}, 3545: {'params': mu          0.022356
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 70.942845916728, 'aic': -133.885691833456, 'bic': np.float64(-131.329462514995)}, 3550: {'params': mu          0.023476
omega       0.000003
alpha[1]    0.200060
beta[1]     0.499963
Name: params, dtype: float64, 'loglikelihood': 62.43859392684784, 'aic': -116.87718785369567, 'bic': np.float64(-114.32095853523464)}, 3555: {'params': mu          0.026878
omega       0.000007
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 59.38814143943029, 'aic': -110.77628287886058, 'bic': np.float64(-108.22005356039955)}, 3560: {'params': mu          3.000941e-02
omega       7.818187e-07
alpha[1]    9.999995e-03
beta[1]     8.900001e-01
Name: params, dtype: float64, 'loglikelihood': 62.52473831976153, 'aic': -117.04947663952306, 'bic': np.float64(-114.49324732106203)}, 3565: {'params': mu          0.031272
omega       0.000004
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 62.29560718977898, 'aic': -116.59121437955795, 'bic': np.float64(-114.03498506109692)}, 3570: {'params': mu          0.033209
omega       0.000004
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 62.14850076614325, 'aic': -116.2970015322865, 'bic': np.float64(-113.74077221382547)}, 3575: {'params': mu          0.034695
omega       0.000004
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 62.48366905118055, 'aic': -116.9673381023611, 'bic': np.float64(-114.41110878390006)}, 3580: {'params': mu          0.034053
omega       0.000003
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 63.47672057361279, 'aic': -118.95344114722558, 'bic': np.float64(-116.39721182876454)}, 3585: {'params': mu          0.031015
omega       0.000016
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 53.58435918194514, 'aic': -99.16871836389028, 'bic': np.float64(-96.61248904542924)}, 3590: {'params': mu          0.024743
omega       0.000014
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 53.851772651881795, 'aic': -99.70354530376359, 'bic': np.float64(-97.14731598530255)}, 3595: {'params': mu          0.021845
omega       0.000003
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 60.83835019997533, 'aic': -113.67670039995066, 'bic': np.float64(-111.12047108148963)}, 3600: {'params': mu          0.023111
omega       0.000005
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 60.893757527567764, 'aic': -113.78751505513553, 'bic': np.float64(-111.2312857366745)}, 3605: {'params': mu          0.027363
omega       0.000015
alpha[1]    0.280007
beta[1]     0.269998
Name: params, dtype: float64, 'loglikelihood': 53.50099599889933, 'aic': -99.00199199779865, 'bic': np.float64(-96.44576267933762)}, 3610: {'params': mu          0.032999
omega       0.000085
alpha[1]    0.387804
beta[1]     0.229580
Name: params, dtype: float64, 'loglikelihood': 40.57232362385891, 'aic': -73.14464724771781, 'bic': np.float64(-70.58841792925678)}, 3615: {'params': mu          0.059153
omega       0.000107
alpha[1]    0.663150
beta[1]     0.000001
Name: params, dtype: float64, 'loglikelihood': 37.22656928861847, 'aic': -66.45313857723694, 'bic': np.float64(-63.896909258775906)}, 3620: {'params': mu          0.073657
omega       0.000029
alpha[1]    0.199721
beta[1]     0.499302
Name: params, dtype: float64, 'loglikelihood': 46.95722325696418, 'aic': -85.91444651392835, 'bic': np.float64(-83.35821719546732)}, 3625: {'params': mu          0.073452
omega       0.000005
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 56.6940921841402, 'aic': -105.3881843682804, 'bic': np.float64(-102.83195504981937)}, 3630: {'params': mu          0.070937
omega       0.000003
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 60.79656988453618, 'aic': -113.59313976907237, 'bic': np.float64(-111.03691045061133)}, 3635: {'params': mu          0.068530
omega       0.000005
alpha[1]    0.200242
beta[1]     0.299909
Name: params, dtype: float64, 'loglikelihood': 61.356774077857686, 'aic': -114.71354815571537, 'bic': np.float64(-112.15731883725434)}, 3640: {'params': mu          0.070905
omega       0.000003
alpha[1]    0.974836
beta[1]     0.025164
Name: params, dtype: float64, 'loglikelihood': 39.263223581556986, 'aic': -70.52644716311397, 'bic': np.float64(-67.97021784465294)}, 3645: {'params': mu          0.026792
omega       0.000084
alpha[1]    0.394849
beta[1]     0.317340
Name: params, dtype: float64, 'loglikelihood': 36.289705341846364, 'aic': -64.57941068369273, 'bic': np.float64(-62.02318136523169)}, 3650: {'params': mu          0.026402
omega       0.000054
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.802087657617164, 'aic': -73.60417531523433, 'bic': np.float64(-71.0479459967733)}, 3655: {'params': mu          0.037079
omega       0.002651
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 17.624540140811764, 'aic': -27.249080281623527, 'bic': np.float64(-24.692850963162492)}, 3660: {'params': mu          9.424512e-02
omega       2.494262e-03
alpha[1]    9.999997e-01
beta[1]     1.216850e-07
Name: params, dtype: float64, 'loglikelihood': 7.641733004742908, 'aic': -7.2834660094858155, 'bic': np.float64(-4.727236691024782)}, 3665: {'params': mu          5.108320e-01
omega       2.188305e-05
alpha[1]    9.811254e-01
beta[1]     7.949246e-10
Name: params, dtype: float64, 'loglikelihood': 24.242801211309153, 'aic': -40.48560242261831, 'bic': np.float64(-37.92937310415727)}, 3670: {'params': mu          0.497039
omega       0.000479
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.628532063945055, 'aic': -37.25706412789011, 'bic': np.float64(-34.700834809429075)}, 3675: {'params': mu          0.496269
omega       0.001588
alpha[1]    0.891976
beta[1]     0.037160
Name: params, dtype: float64, 'loglikelihood': 11.138181653815822, 'aic': -14.276363307631645, 'bic': np.float64(-11.720133989170611)}, 3680: {'params': mu          0.075517
omega       0.000016
alpha[1]    0.999779
beta[1]     0.000221
Name: params, dtype: float64, 'loglikelihood': 22.20223661108821, 'aic': -36.40447322217642, 'bic': np.float64(-33.848243903715385)}, 3685: {'params': mu          0.067608
omega       0.000133
alpha[1]    0.999679
beta[1]     0.000321
Name: params, dtype: float64, 'loglikelihood': 34.92465225642789, 'aic': -61.84930451285578, 'bic': np.float64(-59.293075194394746)}, 3690: {'params': mu          0.057813
omega       0.000063
alpha[1]    0.835361
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.273179999618364, 'aic': -72.54635999923673, 'bic': np.float64(-69.99013068077569)}, 3695: {'params': mu          0.035992
omega       0.000018
alpha[1]    0.199969
beta[1]     0.699891
Name: params, dtype: float64, 'loglikelihood': 42.100224305258784, 'aic': -76.20044861051757, 'bic': np.float64(-73.64421929205653)}, 3700: {'params': mu          0.030995
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 68.54554095458752, 'aic': -129.09108190917505, 'bic': np.float64(-126.53485259071401)}, 3705: {'params': mu          3.145491e-02
omega       2.958082e-05
alpha[1]    1.000000e+00
beta[1]     1.781661e-14
Name: params, dtype: float64, 'loglikelihood': 48.05867832802733, 'aic': -88.11735665605465, 'bic': np.float64(-85.56112733759362)}, 3710: {'params': mu          1.743327e-01
omega       3.720867e-08
alpha[1]    9.224368e-01
beta[1]     7.785875e-02
Name: params, dtype: float64, 'loglikelihood': -43.513093101560244, 'aic': 95.02618620312049, 'bic': np.float64(97.58241552158152)}, 3715: {'params': mu          0.057875
omega       0.000013
alpha[1]    0.199999
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 51.8472352248967, 'aic': -95.6944704497934, 'bic': np.float64(-93.13824113133236)}, 3720: {'params': mu          0.057029
omega       0.000015
alpha[1]    0.200353
beta[1]     0.499779
Name: params, dtype: float64, 'loglikelihood': 50.74486085294296, 'aic': -93.48972170588593, 'bic': np.float64(-90.93349238742489)}, 3725: {'params': mu          5.389019e-02
omega       1.589722e-04
alpha[1]    1.000000e+00
beta[1]     6.772152e-07
Name: params, dtype: float64, 'loglikelihood': 33.49552406254283, 'aic': -58.991048125085655, 'bic': np.float64(-56.43481880662462)}, 3730: {'params': mu          1.390011e-01
omega       1.587519e-06
alpha[1]    9.944296e-01
beta[1]     9.416706e-07
Name: params, dtype: float64, 'loglikelihood': 37.82926652769422, 'aic': -67.65853305538845, 'bic': np.float64(-65.10230373692741)}, 3735: {'params': mu          1.397409e-01
omega       3.715240e-06
alpha[1]    1.000000e+00
beta[1]     8.291556e-13
Name: params, dtype: float64, 'loglikelihood': 45.67400837936348, 'aic': -83.34801675872696, 'bic': np.float64(-80.79178744026592)}, 3740: {'params': mu          0.141711
omega       0.000051
alpha[1]    0.298958
beta[1]     0.262891
Name: params, dtype: float64, 'loglikelihood': 44.61989177966562, 'aic': -81.23978355933124, 'bic': np.float64(-78.68355424087021)}, 3745: {'params': mu          0.144286
omega       0.000011
alpha[1]    0.948912
beta[1]     0.047200
Name: params, dtype: float64, 'loglikelihood': 48.33327276592637, 'aic': -88.66654553185273, 'bic': np.float64(-86.1103162133917)}, 3750: {'params': mu          0.141410
omega       0.000136
alpha[1]    0.625799
beta[1]     0.140326
Name: params, dtype: float64, 'loglikelihood': 39.89953382723472, 'aic': -71.79906765446944, 'bic': np.float64(-69.2428383360084)}, 3755: {'params': mu          1.298409e-01
omega       2.689548e-04
alpha[1]    3.337742e-01
beta[1]     1.099121e-17
Name: params, dtype: float64, 'loglikelihood': 34.9321449961959, 'aic': -61.864289992391804, 'bic': np.float64(-59.30806067393077)}, 3760: {'params': mu          0.119500
omega       0.000073
alpha[1]    0.200006
beta[1]     0.499985
Name: params, dtype: float64, 'loglikelihood': 39.57435931684654, 'aic': -71.14871863369308, 'bic': np.float64(-68.59248931523204)}, 3765: {'params': mu          0.124082
omega       0.000009
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 55.875951576365466, 'aic': -103.75190315273093, 'bic': np.float64(-101.1956738342699)}, 3770: {'params': mu          0.120731
omega       0.000071
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 36.92804171570096, 'aic': -65.85608343140191, 'bic': np.float64(-63.29985411294088)}, 3775: {'params': mu          0.061361
omega       0.000028
alpha[1]    0.988899
beta[1]     0.017760
Name: params, dtype: float64, 'loglikelihood': 40.65266574232488, 'aic': -73.30533148464976, 'bic': np.float64(-70.74910216618872)}, 3780: {'params': mu          0.059198
omega       0.000007
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 58.26300699411386, 'aic': -108.52601398822772, 'bic': np.float64(-105.96978466976668)}, 3785: {'params': mu          0.057757
omega       0.000003
alpha[1]    0.200001
beta[1]     0.499991
Name: params, dtype: float64, 'loglikelihood': 61.03174952931842, 'aic': -114.06349905863684, 'bic': np.float64(-111.5072697401758)}, 3790: {'params': mu          0.057989
omega       0.000003
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 64.06670196561521, 'aic': -120.13340393123042, 'bic': np.float64(-117.57717461276938)}, 3795: {'params': mu          0.057364
omega       0.000055
alpha[1]    0.461014
beta[1]     0.202120
Name: params, dtype: float64, 'loglikelihood': 44.22380932986299, 'aic': -80.44761865972598, 'bic': np.float64(-77.89138934126494)}, 3800: {'params': mu          0.031554
omega       0.000021
alpha[1]    0.998108
beta[1]     0.001322
Name: params, dtype: float64, 'loglikelihood': 42.31825730441247, 'aic': -76.63651460882494, 'bic': np.float64(-74.0802852903639)}, 3805: {'params': mu          0.033008
omega       0.000043
alpha[1]    0.440051
beta[1]     0.210323
Name: params, dtype: float64, 'loglikelihood': 45.71821851532283, 'aic': -83.43643703064566, 'bic': np.float64(-80.88020771218463)}, 3810: {'params': mu          0.043848
omega       0.000025
alpha[1]    0.200001
beta[1]     0.499990
Name: params, dtype: float64, 'loglikelihood': 48.32650866779377, 'aic': -88.65301733558753, 'bic': np.float64(-86.0967880171265)}, 3815: {'params': mu          0.043258
omega       0.000053
alpha[1]    0.200014
beta[1]     0.299995
Name: params, dtype: float64, 'loglikelihood': 45.808883984599305, 'aic': -83.61776796919861, 'bic': np.float64(-81.06153865073757)}, 3820: {'params': mu          0.016358
omega       0.000017
alpha[1]    0.904946
beta[1]     0.058400
Name: params, dtype: float64, 'loglikelihood': 43.51398790968598, 'aic': -79.02797581937196, 'bic': np.float64(-76.47174650091092)}, 3825: {'params': mu          0.023297
omega       0.000027
alpha[1]    0.199996
beta[1]     0.499990
Name: params, dtype: float64, 'loglikelihood': 46.25879559729555, 'aic': -84.5175911945911, 'bic': np.float64(-81.96136187613007)}, 3830: {'params': mu          0.028452
omega       0.000048
alpha[1]    0.280006
beta[1]     0.269998
Name: params, dtype: float64, 'loglikelihood': 44.940328525211974, 'aic': -81.88065705042395, 'bic': np.float64(-79.32442773196291)}, 3835: {'params': mu          0.040402
omega       0.000028
alpha[1]    0.202161
beta[1]     0.299070
Name: params, dtype: float64, 'loglikelihood': 49.694737338541756, 'aic': -91.38947467708351, 'bic': np.float64(-88.83324535862248)}, 3840: {'params': mu          0.044646
omega       0.000003
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 61.03066833883666, 'aic': -114.06133667767332, 'bic': np.float64(-111.50510735921229)}, 3845: {'params': mu          0.043499
omega       0.000020
alpha[1]    0.202246
beta[1]     0.299158
Name: params, dtype: float64, 'loglikelihood': 51.638310195904054, 'aic': -95.27662039180811, 'bic': np.float64(-92.72039107334707)}, 3850: {'params': mu          0.034012
omega       0.000027
alpha[1]    0.200088
beta[1]     0.299967
Name: params, dtype: float64, 'loglikelihood': 49.64278983408312, 'aic': -91.28557966816624, 'bic': np.float64(-88.7293503497052)}, 3855: {'params': mu          0.028539
omega       0.000008
alpha[1]    0.200005
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 54.03587331121635, 'aic': -100.0717466224327, 'bic': np.float64(-97.51551730397166)}, 3860: {'params': mu          0.021404
omega       0.000010
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 57.39758594097337, 'aic': -106.79517188194674, 'bic': np.float64(-104.23894256348571)}, 3865: {'params': mu          0.019631
omega       0.000003
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 65.6643375626266, 'aic': -123.3286751252532, 'bic': np.float64(-120.77244580679216)}, 3870: {'params': mu          2.024327e-02
omega       5.765176e-06
alpha[1]    5.133450e-01
beta[1]     3.401691e-19
Name: params, dtype: float64, 'loglikelihood': 59.95105464610294, 'aic': -111.90210929220588, 'bic': np.float64(-109.34587997374484)}, 3875: {'params': mu          0.024145
omega       0.000006
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 60.81296748312295, 'aic': -113.6259349662459, 'bic': np.float64(-111.06970564778486)}, 3880: {'params': mu          0.027957
omega       0.000014
alpha[1]    0.280002
beta[1]     0.270000
Name: params, dtype: float64, 'loglikelihood': 53.09024342015327, 'aic': -98.18048684030654, 'bic': np.float64(-95.62425752184551)}, 3885: {'params': mu          0.036400
omega       0.000032
alpha[1]    0.200004
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 48.660957822765106, 'aic': -89.32191564553021, 'bic': np.float64(-86.76568632706918)}, 3890: {'params': mu          0.039972
omega       0.000032
alpha[1]    0.998582
beta[1]     0.001418
Name: params, dtype: float64, 'loglikelihood': 44.239698602366175, 'aic': -80.47939720473235, 'bic': np.float64(-77.92316788627132)}, 3895: {'params': mu          0.058304
omega       0.000073
alpha[1]    0.747874
beta[1]     0.057426
Name: params, dtype: float64, 'loglikelihood': 38.718115564368745, 'aic': -69.43623112873749, 'bic': np.float64(-66.88000181027645)}, 3900: {'params': mu          0.076679
omega       0.000047
alpha[1]    0.206466
beta[1]     0.296242
Name: params, dtype: float64, 'loglikelihood': 46.03437521655276, 'aic': -84.06875043310552, 'bic': np.float64(-81.51252111464449)}, 3905: {'params': mu          0.076361
omega       0.000071
alpha[1]    0.392916
beta[1]     0.227657
Name: params, dtype: float64, 'loglikelihood': 42.26340058477895, 'aic': -76.5268011695579, 'bic': np.float64(-73.97057185109686)}, 3910: {'params': mu          0.050024
omega       0.000063
alpha[1]    0.941745
beta[1]     0.000158
Name: params, dtype: float64, 'loglikelihood': 37.310267034687406, 'aic': -66.62053406937481, 'bic': np.float64(-64.06430475091378)}, 3915: {'params': mu          0.034993
omega       0.000035
alpha[1]    0.199995
beta[1]     0.499989
Name: params, dtype: float64, 'loglikelihood': 44.59994399069687, 'aic': -81.19988798139374, 'bic': np.float64(-78.64365866293271)}, 3920: {'params': mu          0.032170
omega       0.000009
alpha[1]    0.297526
beta[1]     0.310343
Name: params, dtype: float64, 'loglikelihood': 55.65302777532067, 'aic': -103.30605555064135, 'bic': np.float64(-100.74982623218031)}, 3925: {'params': mu          0.036706
omega       0.000001
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 59.473009224862835, 'aic': -110.94601844972567, 'bic': np.float64(-108.38978913126464)}, 3930: {'params': mu          0.036589
omega       0.000010
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 57.15008373864257, 'aic': -106.30016747728514, 'bic': np.float64(-103.74393815882411)}, 3935: {'params': mu          0.029994
omega       0.000013
alpha[1]    0.200058
beta[1]     0.299965
Name: params, dtype: float64, 'loglikelihood': 53.94464767524381, 'aic': -99.88929535048761, 'bic': np.float64(-97.33306603202658)}, 3940: {'params': mu          0.025312
omega       0.000008
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 58.41006560272447, 'aic': -108.82013120544894, 'bic': np.float64(-106.26390188698791)}, 3945: {'params': mu          0.025243
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 62.690679522551925, 'aic': -117.38135904510385, 'bic': np.float64(-114.82512972664281)}, 3950: {'params': mu          0.027260
omega       0.000003
alpha[1]    0.200000
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 61.067305932170946, 'aic': -114.13461186434189, 'bic': np.float64(-111.57838254588086)}, 3955: {'params': mu          0.032363
omega       0.000184
alpha[1]    0.484919
beta[1]     0.193155
Name: params, dtype: float64, 'loglikelihood': 39.07801048793028, 'aic': -70.15602097586056, 'bic': np.float64(-67.59979165739952)}, 3960: {'params': mu          0.078968
omega       0.000013
alpha[1]    0.999998
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 40.9800563791847, 'aic': -73.9601127583694, 'bic': np.float64(-71.40388343990837)}, 3965: {'params': mu          0.081031
omega       0.000069
alpha[1]    0.212167
beta[1]     0.295437
Name: params, dtype: float64, 'loglikelihood': 43.527293567648805, 'aic': -79.05458713529761, 'bic': np.float64(-76.49835781683657)}, 3970: {'params': mu          0.088028
omega       0.000021
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 45.767059058028785, 'aic': -83.53411811605757, 'bic': np.float64(-80.97788879759653)}, 3975: {'params': mu          0.097515
omega       0.000150
alpha[1]    0.747816
beta[1]     0.094569
Name: params, dtype: float64, 'loglikelihood': 33.972625200233146, 'aic': -59.94525040046629, 'bic': np.float64(-57.38902108200526)}, 3980: {'params': mu          0.125669
omega       0.000130
alpha[1]    0.999908
beta[1]     0.000064
Name: params, dtype: float64, 'loglikelihood': 26.582844871695908, 'aic': -45.165689743391816, 'bic': np.float64(-42.60946042493078)}, 3985: {'params': mu          0.186828
omega       0.000124
alpha[1]    0.199993
beta[1]     0.499984
Name: params, dtype: float64, 'loglikelihood': 36.21254094985513, 'aic': -64.42508189971026, 'bic': np.float64(-61.86885258124923)}, 3990: {'params': mu          1.876044e-01
omega       8.960257e-05
alpha[1]    9.999988e-01
beta[1]     4.373699e-07
Name: params, dtype: float64, 'loglikelihood': 32.15736771274764, 'aic': -56.314735425495286, 'bic': np.float64(-53.75850610703425)}, 3995: {'params': mu          6.561409e-02
omega       2.258248e-08
alpha[1]    9.942681e-01
beta[1]     6.096063e-03
Name: params, dtype: float64, 'loglikelihood': 31.12270641439094, 'aic': -54.24541282878188, 'bic': np.float64(-51.689183510320845)}, 4000: {'params': mu          0.065098
omega       0.000210
alpha[1]    0.336780
beta[1]     0.311350
Name: params, dtype: float64, 'loglikelihood': 33.569291227903214, 'aic': -59.13858245580643, 'bic': np.float64(-56.58235313734539)}, 4005: {'params': mu          0.062276
omega       0.000006
alpha[1]    0.200004
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 60.228968409416616, 'aic': -112.45793681883323, 'bic': np.float64(-109.9017075003722)}, 4010: {'params': mu          0.061278
omega       0.000006
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 56.914250016083045, 'aic': -105.82850003216609, 'bic': np.float64(-103.27227071370505)}, 4015: {'params': mu          5.450364e-02
omega       3.260069e-05
alpha[1]    4.490186e-01
beta[1]     2.994919e-13
Name: params, dtype: float64, 'loglikelihood': 48.874650708627826, 'aic': -89.74930141725565, 'bic': np.float64(-87.19307209879462)}, 4020: {'params': mu          0.046434
omega       0.000029
alpha[1]    0.241170
beta[1]     0.284561
Name: params, dtype: float64, 'loglikelihood': 49.46165671792034, 'aic': -90.92331343584068, 'bic': np.float64(-88.36708411737965)}, 4025: {'params': mu          0.035838
omega       0.000022
alpha[1]    0.281032
beta[1]     0.269613
Name: params, dtype: float64, 'loglikelihood': 50.07731669304516, 'aic': -92.15463338609032, 'bic': np.float64(-89.59840406762929)}, 4030: {'params': mu          0.032417
omega       0.000010
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 56.51107078365318, 'aic': -105.02214156730636, 'bic': np.float64(-102.46591224884533)}, 4035: {'params': mu          0.033112
omega       0.000008
alpha[1]    0.200862
beta[1]     0.299677
Name: params, dtype: float64, 'loglikelihood': 57.695508854307626, 'aic': -107.39101770861525, 'bic': np.float64(-104.83478839015422)}, 4040: {'params': mu          0.036543
omega       0.000004
alpha[1]    0.199999
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 60.49211223861762, 'aic': -112.98422447723524, 'bic': np.float64(-110.42799515877421)}, 4045: {'params': mu          0.036489
omega       0.000005
alpha[1]    0.200234
beta[1]     0.499854
Name: params, dtype: float64, 'loglikelihood': 58.35123067078004, 'aic': -108.70246134156008, 'bic': np.float64(-106.14623202309905)}, 4050: {'params': mu          0.031453
omega       0.000015
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 53.08728576186075, 'aic': -98.1745715237215, 'bic': np.float64(-95.61834220526046)}, 4055: {'params': mu          0.029096
omega       0.000002
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 58.10203074225806, 'aic': -108.20406148451612, 'bic': np.float64(-105.64783216605508)}, 4060: {'params': mu          0.027389
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 68.78553493724412, 'aic': -129.57106987448824, 'bic': np.float64(-127.01484055602721)}, 4065: {'params': mu          0.026418
omega       0.000003
alpha[1]    0.200140
beta[1]     0.299947
Name: params, dtype: float64, 'loglikelihood': 64.01057969321194, 'aic': -120.02115938642388, 'bic': np.float64(-117.46493006796284)}, 4070: {'params': mu          0.023726
omega       0.000009
alpha[1]    0.200028
beta[1]     0.299989
Name: params, dtype: float64, 'loglikelihood': 57.434324568495725, 'aic': -106.86864913699145, 'bic': np.float64(-104.31241981853042)}, 4075: {'params': mu          0.016919
omega       0.000018
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 52.28074343531617, 'aic': -96.56148687063234, 'bic': np.float64(-94.0052575521713)}, 4080: {'params': mu          0.010589
omega       0.000005
alpha[1]    0.199999
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 58.315327237702995, 'aic': -108.63065447540599, 'bic': np.float64(-106.07442515694495)}, 4085: {'params': mu          8.237962e-03
omega       5.217475e-07
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 76.55496620850059, 'aic': -145.10993241700118, 'bic': np.float64(-142.55370309854015)}, 4090: {'params': mu          7.867062e-03
omega       3.528678e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 79.27842770306557, 'aic': -150.55685540613115, 'bic': np.float64(-148.00062608767013)}, 4095: {'params': mu          8.381488e-03
omega       6.009038e-07
alpha[1]    2.000001e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 75.74864099109296, 'aic': -143.4972819821859, 'bic': np.float64(-140.9410526637249)}, 4100: {'params': mu          9.388622e-03
omega       2.477926e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 82.0334198424888, 'aic': -156.0668396849776, 'bic': np.float64(-153.51061036651657)}, 4105: {'params': mu          0.010691
omega       0.000003
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 62.527851270302655, 'aic': -117.05570254060531, 'bic': np.float64(-114.49947322214427)}, 4110: {'params': mu          0.014877
omega       0.000003
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 61.360656362021075, 'aic': -114.72131272404215, 'bic': np.float64(-112.16508340558111)}, 4115: {'params': mu          1.676653e-02
omega       8.596770e-07
alpha[1]    2.000002e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 73.92772422452308, 'aic': -139.85544844904615, 'bic': np.float64(-137.29921913058513)}, 4120: {'params': mu          1.732606e-02
omega       2.502969e-07
alpha[1]    9.999998e-03
beta[1]     8.900000e-01
Name: params, dtype: float64, 'loglikelihood': 70.43837269104722, 'aic': -132.87674538209444, 'bic': np.float64(-130.32051606363342)}, 4125: {'params': mu          0.018918
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 66.60884483972107, 'aic': -125.21768967944215, 'bic': np.float64(-122.66146036098111)}, 4130: {'params': mu          0.019304
omega       0.000001
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 67.61303384199503, 'aic': -127.22606768399007, 'bic': np.float64(-124.66983836552903)}, 4135: {'params': mu          0.018107
omega       0.000004
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 62.14047685946983, 'aic': -116.28095371893966, 'bic': np.float64(-113.72472440047862)}, 4140: {'params': mu          0.018207
omega       0.000003
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 61.01051448481809, 'aic': -114.02102896963618, 'bic': np.float64(-111.46479965117514)}, 4145: {'params': mu          0.022144
omega       0.000028
alpha[1]    0.280033
beta[1]     0.269988
Name: params, dtype: float64, 'loglikelihood': 48.818333179417365, 'aic': -89.63666635883473, 'bic': np.float64(-87.0804370403737)}, 4150: {'params': mu          0.031130
omega       0.000008
alpha[1]    0.199999
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 54.76097313971634, 'aic': -101.52194627943268, 'bic': np.float64(-98.96571696097165)}, 4155: {'params': mu          0.031323
omega       0.000010
alpha[1]    0.200020
beta[1]     0.299992
Name: params, dtype: float64, 'loglikelihood': 56.55458659468541, 'aic': -105.10917318937082, 'bic': np.float64(-102.55294387090979)}, 4160: {'params': mu          0.024768
omega       0.000034
alpha[1]    0.280016
beta[1]     0.269991
Name: params, dtype: float64, 'loglikelihood': 47.035149787226935, 'aic': -86.07029957445387, 'bic': np.float64(-83.51407025599283)}, 4165: {'params': mu          0.017903
omega       0.000010
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 53.14483985405179, 'aic': -98.28967970810358, 'bic': np.float64(-95.73345038964254)}, 4170: {'params': mu          0.018810
omega       0.000007
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 59.703016258781005, 'aic': -111.40603251756201, 'bic': np.float64(-108.84980319910098)}, 4175: {'params': mu          0.019165
omega       0.000004
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 62.96388933933611, 'aic': -117.92777867867223, 'bic': np.float64(-115.37154936021119)}, 4180: {'params': mu          0.016630
omega       0.000007
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 58.18405269168298, 'aic': -108.36810538336596, 'bic': np.float64(-105.81187606490492)}, 4185: {'params': mu          1.472549e-02
omega       6.936637e-07
alpha[1]    1.999999e-01
beta[1]     6.999998e-01
Name: params, dtype: float64, 'loglikelihood': 65.38188499710952, 'aic': -122.76376999421905, 'bic': np.float64(-120.20754067575801)}, 4190: {'params': mu          1.488035e-02
omega       1.881638e-07
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 80.2180400134561, 'aic': -152.4360800269122, 'bic': np.float64(-149.8798507084512)}, 4195: {'params': mu          1.547578e-02
omega       5.819599e-07
alpha[1]    2.000004e-01
beta[1]     4.999998e-01
Name: params, dtype: float64, 'loglikelihood': 73.42236838698024, 'aic': -138.84473677396048, 'bic': np.float64(-136.28850745549946)}, 4200: {'params': mu          0.018107
omega       0.000012
alpha[1]    0.200004
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 55.53230288053018, 'aic': -103.06460576106036, 'bic': np.float64(-100.50837644259933)}, 4205: {'params': mu          0.025329
omega       0.000010
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 56.565994809712365, 'aic': -105.13198961942473, 'bic': np.float64(-102.5757603009637)}, 4210: {'params': mu          0.027817
omega       0.000201
alpha[1]    0.824968
beta[1]     0.065637
Name: params, dtype: float64, 'loglikelihood': 33.84184024591926, 'aic': -59.683680491838516, 'bic': np.float64(-57.12745117337748)}, 4215: {'params': mu          3.694235e-02
omega       3.161462e-11
alpha[1]    9.999912e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': 17.820479853197384, 'aic': -27.640959706394767, 'bic': np.float64(-25.084730387933732)}, 4220: {'params': mu          1.448594e-01
omega       1.467609e-04
alpha[1]    1.000000e+00
beta[1]     5.548573e-08
Name: params, dtype: float64, 'loglikelihood': 38.93649644886696, 'aic': -69.87299289773392, 'bic': np.float64(-67.31676357927289)}, 4225: {'params': mu          0.149916
omega       0.000084
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.956779213126993, 'aic': -51.913558426253985, 'bic': np.float64(-49.35732910779295)}, 4230: {'params': mu          2.532813e-02
omega       3.130626e-11
alpha[1]    9.435510e-01
beta[1]     5.602929e-02
Name: params, dtype: float64, 'loglikelihood': -48.03647222247848, 'aic': 104.07294444495696, 'bic': np.float64(106.629173763418)}, 4235: {'params': mu          0.028229
omega       0.000142
alpha[1]    0.521269
beta[1]     0.251898
Name: params, dtype: float64, 'loglikelihood': 36.06077912543438, 'aic': -64.12155825086876, 'bic': np.float64(-61.56532893240772)}, 4240: {'params': mu          0.028426
omega       0.000007
alpha[1]    0.200005
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 59.287264256318714, 'aic': -110.57452851263743, 'bic': np.float64(-108.0182991941764)}, 4245: {'params': mu          0.033303
omega       0.000013
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 54.50880126229186, 'aic': -101.01760252458372, 'bic': np.float64(-98.46137320612269)}, 4250: {'params': mu          0.039464
omega       0.000014
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 53.70407325413067, 'aic': -99.40814650826134, 'bic': np.float64(-96.8519171898003)}, 4255: {'params': mu          0.040758
omega       0.000010
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 56.24616284978124, 'aic': -104.49232569956249, 'bic': np.float64(-101.93609638110145)}, 4260: {'params': mu          0.037979
omega       0.000016
alpha[1]    0.200006
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 52.83333743537672, 'aic': -97.66667487075344, 'bic': np.float64(-95.1104455522924)}, 4265: {'params': mu          0.031774
omega       0.000013
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 54.005927946824606, 'aic': -100.01185589364921, 'bic': np.float64(-97.45562657518818)}, 4270: {'params': mu          0.027291
omega       0.000004
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 63.397321437070225, 'aic': -118.79464287414045, 'bic': np.float64(-116.23841355567941)}, 4275: {'params': mu          0.026784
omega       0.000001
alpha[1]    0.200000
beta[1]     0.700000
Name: params, dtype: float64, 'loglikelihood': 61.57200039702331, 'aic': -115.14400079404662, 'bic': np.float64(-112.58777147558558)}, 4280: {'params': mu          0.029386
omega       0.000009
alpha[1]    0.200001
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 56.65350724854453, 'aic': -105.30701449708906, 'bic': np.float64(-102.75078517862802)}, 4285: {'params': mu          3.047556e-02
omega       9.839690e-07
alpha[1]    1.999999e-01
beta[1]     6.999997e-01
Name: params, dtype: float64, 'loglikelihood': 62.76060931706931, 'aic': -117.52121863413862, 'bic': np.float64(-114.96498931567758)}, 4290: {'params': mu          0.028736
omega       0.000020
alpha[1]    0.200005
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 52.51165308554778, 'aic': -97.02330617109556, 'bic': np.float64(-94.46707685263452)}, 4295: {'params': mu          0.019331
omega       0.000014
alpha[1]    0.199994
beta[1]     0.499981
Name: params, dtype: float64, 'loglikelihood': 50.605611560053354, 'aic': -93.21122312010671, 'bic': np.float64(-90.65499380164567)}, 4300: {'params': mu          0.015688
omega       0.000003
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 62.06478241394579, 'aic': -116.12956482789158, 'bic': np.float64(-113.57333550943055)}, 4305: {'params': mu          0.014023
omega       0.000002
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 66.85662096416308, 'aic': -125.71324192832617, 'bic': np.float64(-123.15701260986513)}, 4310: {'params': mu          1.265001e-02
omega       6.168539e-07
alpha[1]    9.999996e-03
beta[1]     8.900000e-01
Name: params, dtype: float64, 'loglikelihood': 64.16445814628788, 'aic': -120.32891629257577, 'bic': np.float64(-117.77268697411473)}, 4315: {'params': mu          0.010987
omega       0.000004
alpha[1]    0.925088
beta[1]     0.000008
Name: params, dtype: float64, 'loglikelihood': 58.708844738537735, 'aic': -109.41768947707547, 'bic': np.float64(-106.86146015861443)}, 4320: {'params': mu          0.018762
omega       0.000003
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 62.46294175794925, 'aic': -116.9258835158985, 'bic': np.float64(-114.36965419743747)}, 4325: {'params': mu          0.019136
omega       0.000002
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 64.73422691060641, 'aic': -121.46845382121282, 'bic': np.float64(-118.91222450275178)}, 4330: {'params': mu          0.017989
omega       0.000005
alpha[1]    0.200004
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 61.343462475983614, 'aic': -114.68692495196723, 'bic': np.float64(-112.13069563350619)}, 4335: {'params': mu          0.018253
omega       0.000006
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 60.41628680340103, 'aic': -112.83257360680206, 'bic': np.float64(-110.27634428834102)}, 4340: {'params': mu          2.009554e-02
omega       6.487679e-07
alpha[1]    1.999999e-01
beta[1]     4.999998e-01
Name: params, dtype: float64, 'loglikelihood': 73.37370335760187, 'aic': -138.74740671520374, 'bic': np.float64(-136.19117739674272)}, 4345: {'params': mu          2.014063e-02
omega       7.027652e-07
alpha[1]    2.000001e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 75.88612788174922, 'aic': -143.77225576349844, 'bic': np.float64(-141.21602644503741)}, 4350: {'params': mu          2.005402e-02
omega       9.921856e-07
alpha[1]    2.000001e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 72.44179739549341, 'aic': -136.88359479098682, 'bic': np.float64(-134.3273654725258)}, 4355: {'params': mu          2.090876e-02
omega       8.635827e-07
alpha[1]    9.999999e-03
beta[1]     6.899999e-01
Name: params, dtype: float64, 'loglikelihood': 69.55428039181429, 'aic': -131.10856078362858, 'bic': np.float64(-128.55233146516755)}, 4360: {'params': mu          2.137914e-02
omega       8.252287e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 73.40859716417742, 'aic': -138.81719432835484, 'bic': np.float64(-136.26096500989382)}, 4365: {'params': mu          0.023877
omega       0.000012
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 51.00368408060428, 'aic': -94.00736816120856, 'bic': np.float64(-91.45113884274753)}, 4370: {'params': mu          0.035984
omega       0.000029
alpha[1]    0.199998
beta[1]     0.499994
Name: params, dtype: float64, 'loglikelihood': 45.57835543961133, 'aic': -83.15671087922266, 'bic': np.float64(-80.60048156076162)}, 4375: {'params': mu          0.042035
omega       0.000003
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 65.2114633051122, 'aic': -122.42292661022441, 'bic': np.float64(-119.86669729176337)}, 4380: {'params': mu          0.040080
omega       0.000022
alpha[1]    0.503198
beta[1]     0.084859
Name: params, dtype: float64, 'loglikelihood': 50.68872271724655, 'aic': -93.3774454344931, 'bic': np.float64(-90.82121611603206)}, 4385: {'params': mu          0.030385
omega       0.000029
alpha[1]    0.200007
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 49.460814035246884, 'aic': -90.92162807049377, 'bic': np.float64(-88.36539875203273)}, 4390: {'params': mu          0.030187
omega       0.000014
alpha[1]    0.200085
beta[1]     0.499947
Name: params, dtype: float64, 'loglikelihood': 51.05117471503363, 'aic': -94.10234943006726, 'bic': np.float64(-91.54612011160623)}, 4395: {'params': mu          0.038588
omega       0.000020
alpha[1]    0.200120
beta[1]     0.499805
Name: params, dtype: float64, 'loglikelihood': 48.33133739188389, 'aic': -88.66267478376778, 'bic': np.float64(-86.10644546530675)}, 4400: {'params': mu          4.525797e-02
omega       5.802803e-05
alpha[1]    6.034094e-01
beta[1]     2.040531e-18
Name: params, dtype: float64, 'loglikelihood': 44.18733298699052, 'aic': -80.37466597398104, 'bic': np.float64(-77.81843665552)}, 4405: {'params': mu          0.057300
omega       0.000009
alpha[1]    0.199999
beta[1]     0.699996
Name: params, dtype: float64, 'loglikelihood': 46.80056843258328, 'aic': -85.60113686516657, 'bic': np.float64(-83.04490754670553)}, 4410: {'params': mu          0.057107
omega       0.000018
alpha[1]    0.283794
beta[1]     0.268577
Name: params, dtype: float64, 'loglikelihood': 51.78653059803904, 'aic': -95.57306119607809, 'bic': np.float64(-93.01683187761705)}, 4415: {'params': mu          0.053910
omega       0.000022
alpha[1]    0.329902
beta[1]     0.315716
Name: params, dtype: float64, 'loglikelihood': 49.65644211491424, 'aic': -91.31288422982848, 'bic': np.float64(-88.75665491136745)}, 4420: {'params': mu          0.049029
omega       0.000004
alpha[1]    0.200000
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 52.22533348029498, 'aic': -96.45066696058996, 'bic': np.float64(-93.89443764212892)}, 4425: {'params': mu          5.204958e-02
omega       4.737454e-05
alpha[1]    4.814328e-01
beta[1]     7.454863e-16
Name: params, dtype: float64, 'loglikelihood': 47.51301916962845, 'aic': -87.0260383392569, 'bic': np.float64(-84.46980902079586)}, 4430: {'params': mu          0.061644
omega       0.000058
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 43.52100326651494, 'aic': -79.04200653302988, 'bic': np.float64(-76.48577721456884)}, 4435: {'params': mu          0.072742
omega       0.000034
alpha[1]    0.200004
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 48.957044386559794, 'aic': -89.91408877311959, 'bic': np.float64(-87.35785945465855)}, 4440: {'params': mu          0.079392
omega       0.000034
alpha[1]    0.441597
beta[1]     0.000055
Name: params, dtype: float64, 'loglikelihood': 49.196588730184516, 'aic': -90.39317746036903, 'bic': np.float64(-87.836948141908)}, 4445: {'params': mu          0.082784
omega       0.000014
alpha[1]    0.200215
beta[1]     0.299958
Name: params, dtype: float64, 'loglikelihood': 54.18763231204076, 'aic': -100.37526462408152, 'bic': np.float64(-97.81903530562049)}, 4450: {'params': mu          0.081203
omega       0.000031
alpha[1]    0.430823
beta[1]     0.214387
Name: params, dtype: float64, 'loglikelihood': 46.88962248064561, 'aic': -85.77924496129123, 'bic': np.float64(-83.22301564283019)}, 4455: {'params': mu          0.070545
omega       0.000045
alpha[1]    0.830044
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 42.42893334734055, 'aic': -76.8578666946811, 'bic': np.float64(-74.30163737622007)}, 4460: {'params': mu          0.052738
omega       0.000043
alpha[1]    0.200156
beta[1]     0.299941
Name: params, dtype: float64, 'loglikelihood': 47.30322495220702, 'aic': -86.60644990441403, 'bic': np.float64(-84.050220585953)}, 4465: {'params': mu          0.051644
omega       0.000003
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 64.30588813011046, 'aic': -120.61177626022092, 'bic': np.float64(-118.05554694175989)}, 4470: {'params': mu          0.049519
omega       0.000014
alpha[1]    0.200004
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 54.217095287433125, 'aic': -100.43419057486625, 'bic': np.float64(-97.87796125640521)}, 4475: {'params': mu          0.049575
omega       0.000015
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 53.579373324491954, 'aic': -99.15874664898391, 'bic': np.float64(-96.60251733052287)}, 4480: {'params': mu          0.047970
omega       0.000011
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 56.503107884176956, 'aic': -105.00621576835391, 'bic': np.float64(-102.44998644989288)}, 4485: {'params': mu          0.049324
omega       0.000018
alpha[1]    0.200005
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 50.009364100848444, 'aic': -92.01872820169689, 'bic': np.float64(-89.46249888323585)}, 4490: {'params': mu          0.047517
omega       0.000158
alpha[1]    0.702875
beta[1]     0.113653
Name: params, dtype: float64, 'loglikelihood': 32.78536194604135, 'aic': -57.5707238920827, 'bic': np.float64(-55.01449457362166)}, 4495: {'params': mu          1.239712e-01
omega       1.518045e-05
alpha[1]    8.558916e-01
beta[1]     9.958732e-08
Name: params, dtype: float64, 'loglikelihood': 40.52327987889151, 'aic': -73.04655975778302, 'bic': np.float64(-70.49033043932198)}, 4500: {'params': mu          0.117823
omega       0.000057
alpha[1]    0.199998
beta[1]     0.499994
Name: params, dtype: float64, 'loglikelihood': 41.08577899933353, 'aic': -74.17155799866705, 'bic': np.float64(-71.61532868020602)}, 4505: {'params': mu          0.124357
omega       0.000037
alpha[1]    0.983417
beta[1]     0.000008
Name: params, dtype: float64, 'loglikelihood': 32.95396711740623, 'aic': -57.90793423481246, 'bic': np.float64(-55.35170491635142)}, 4510: {'params': mu          0.071620
omega       0.000202
alpha[1]    0.578689
beta[1]     0.153316
Name: params, dtype: float64, 'loglikelihood': 30.052804730499904, 'aic': -52.10560946099981, 'bic': np.float64(-49.54938014253877)}, 4515: {'params': mu          6.393910e-02
omega       2.884864e-04
alpha[1]    7.389023e-01
beta[1]     5.089032e-18
Name: params, dtype: float64, 'loglikelihood': 29.9054147587459, 'aic': -51.8108295174918, 'bic': np.float64(-49.25460019903076)}, 4520: {'params': mu          0.117081
omega       0.000328
alpha[1]    0.731136
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.84893111460647, 'aic': -51.69786222921294, 'bic': np.float64(-49.1416329107519)}, 4525: {'params': mu          0.141660
omega       0.000087
alpha[1]    0.850044
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 37.30683238542536, 'aic': -66.61366477085072, 'bic': np.float64(-64.05743545238968)}, 4530: {'params': mu          1.265414e-01
omega       3.125353e-05
alpha[1]    2.547603e-08
beta[1]     9.999992e-01
Name: params, dtype: float64, 'loglikelihood': 29.637617249527672, 'aic': -51.275234499055344, 'bic': np.float64(-48.71900518059431)}, 4535: {'params': mu          0.092644
omega       0.000527
alpha[1]    0.687423
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 26.630325406305808, 'aic': -45.260650812611615, 'bic': np.float64(-42.70442149415058)}, 4540: {'params': mu          0.042364
omega       0.000166
alpha[1]    0.622563
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 38.45909799724963, 'aic': -68.91819599449926, 'bic': np.float64(-66.36196667603822)}, 4545: {'params': mu          0.041657
omega       0.000004
alpha[1]    0.200010
beta[1]     0.699991
Name: params, dtype: float64, 'loglikelihood': 51.57460269731845, 'aic': -95.1492053946369, 'bic': np.float64(-92.59297607617586)}, 4550: {'params': mu          0.055513
omega       0.000046
alpha[1]    0.767331
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 42.075757000068776, 'aic': -76.15151400013755, 'bic': np.float64(-73.59528468167652)}, 4555: {'params': mu          0.056689
omega       0.000044
alpha[1]    0.991790
beta[1]     0.003079
Name: params, dtype: float64, 'loglikelihood': 37.38120710572292, 'aic': -66.76241421144584, 'bic': np.float64(-64.20618489298481)}, 4560: {'params': mu          1.116550e-01
omega       2.020333e-08
alpha[1]    6.548879e-01
beta[1]     1.766716e-01
Name: params, dtype: float64, 'loglikelihood': 37.67494784283897, 'aic': -67.34989568567794, 'bic': np.float64(-64.7936663672169)}, 4565: {'params': mu          0.109624
omega       0.000011
alpha[1]    0.199999
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 46.35252395604191, 'aic': -84.70504791208381, 'bic': np.float64(-82.14881859362278)}, 4570: {'params': mu          0.107307
omega       0.000116
alpha[1]    0.483090
beta[1]     0.193841
Name: params, dtype: float64, 'loglikelihood': 39.77064186355409, 'aic': -71.54128372710818, 'bic': np.float64(-68.98505440864714)}, 4575: {'params': mu          0.074696
omega       0.000127
alpha[1]    0.352059
beta[1]     0.242973
Name: params, dtype: float64, 'loglikelihood': 37.892792401398694, 'aic': -67.78558480279739, 'bic': np.float64(-65.22935548433635)}, 4580: {'params': mu          0.068253
omega       0.000014
alpha[1]    0.199999
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 51.608565223015574, 'aic': -95.21713044603115, 'bic': np.float64(-92.66090112757011)}, 4585: {'params': mu          0.064127
omega       0.000037
alpha[1]    0.200017
beta[1]     0.499990
Name: params, dtype: float64, 'loglikelihood': 44.99949475388618, 'aic': -81.99898950777236, 'bic': np.float64(-79.44276018931133)}, 4590: {'params': mu          0.060911
omega       0.000680
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 26.54339312575369, 'aic': -45.08678625150738, 'bic': np.float64(-42.53055693304634)}, 4595: {'params': mu          0.182916
omega       0.000002
alpha[1]    0.998387
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 32.01065788415177, 'aic': -56.02131576830354, 'bic': np.float64(-53.4650864498425)}, 4600: {'params': mu          0.177763
omega       0.000094
alpha[1]    0.999977
beta[1]     0.000013
Name: params, dtype: float64, 'loglikelihood': 38.15794207306716, 'aic': -68.31588414613432, 'bic': np.float64(-65.75965482767329)}, 4605: {'params': mu          0.179425
omega       0.000215
alpha[1]    0.750812
beta[1]     0.148852
Name: params, dtype: float64, 'loglikelihood': 28.639159920918182, 'aic': -49.278319841836364, 'bic': np.float64(-46.72209052337533)}, 4610: {'params': mu          1.800407e-02
omega       4.074247e-07
alpha[1]    9.999994e-01
beta[1]     4.354328e-07
Name: params, dtype: float64, 'loglikelihood': 30.775614340738404, 'aic': -53.55122868147681, 'bic': np.float64(-50.99499936301577)}, 4615: {'params': mu          1.900232e-02
omega       6.912998e-07
alpha[1]    1.000000e+00
beta[1]     5.779860e-16
Name: params, dtype: float64, 'loglikelihood': 52.94838958514863, 'aic': -97.89677917029726, 'bic': np.float64(-95.34054985183623)}, 4620: {'params': mu          0.021879
omega       0.000043
alpha[1]    0.200008
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 47.39534217937377, 'aic': -86.79068435874754, 'bic': np.float64(-84.2344550402865)}, 4625: {'params': mu          0.030043
omega       0.000088
alpha[1]    0.380545
beta[1]     0.229470
Name: params, dtype: float64, 'loglikelihood': 38.94980171507058, 'aic': -69.89960343014116, 'bic': np.float64(-67.34337411168012)}, 4630: {'params': mu          0.052663
omega       0.000035
alpha[1]    0.199996
beta[1]     0.499991
Name: params, dtype: float64, 'loglikelihood': 45.787662970327276, 'aic': -83.57532594065455, 'bic': np.float64(-81.01909662219352)}, 4635: {'params': mu          0.053526
omega       0.000029
alpha[1]    0.200008
beta[1]     0.499995
Name: params, dtype: float64, 'loglikelihood': 47.346875886254566, 'aic': -86.69375177250913, 'bic': np.float64(-84.1375224540481)}, 4640: {'params': mu          0.049666
omega       0.000067
alpha[1]    0.339561
beta[1]     0.247660
Name: params, dtype: float64, 'loglikelihood': 42.95703252053393, 'aic': -77.91406504106786, 'bic': np.float64(-75.35783572260682)}, 4645: {'params': mu          0.035982
omega       0.000283
alpha[1]    0.881330
beta[1]     0.044506
Name: params, dtype: float64, 'loglikelihood': 27.710165650972993, 'aic': -47.420331301945986, 'bic': np.float64(-44.86410198348495)}, 4650: {'params': mu          1.004013e+03
omega       3.591092e-07
alpha[1]    9.999951e-01
beta[1]     4.745548e-10
Name: params, dtype: float64, 'loglikelihood': -80825318.70979181, 'aic': 161650645.41958362, 'bic': np.float64(161650647.97581294)}, 4655: {'params': mu          0.223941
omega       0.000041
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 30.91598647975876, 'aic': -53.83197295951752, 'bic': np.float64(-51.275743641056486)}, 4660: {'params': mu          2.143346e-01
omega       3.204642e-04
alpha[1]    1.000000e+00
beta[1]     1.170400e-15
Name: params, dtype: float64, 'loglikelihood': 27.53672146069263, 'aic': -47.07344292138526, 'bic': np.float64(-44.51721360292422)}, 4665: {'params': mu          0.114581
omega       0.000060
alpha[1]    0.999067
beta[1]     0.000359
Name: params, dtype: float64, 'loglikelihood': 24.099739932028523, 'aic': -40.19947986405705, 'bic': np.float64(-37.64325054559601)}, 4670: {'params': mu          0.092253
omega       0.000150
alpha[1]    0.556003
beta[1]     0.209214
Name: params, dtype: float64, 'loglikelihood': 30.457486499406674, 'aic': -52.91497299881335, 'bic': np.float64(-50.35874368035231)}, 4675: {'params': mu          0.083901
omega       0.000012
alpha[1]    0.975650
beta[1]     0.024350
Name: params, dtype: float64, 'loglikelihood': 40.84017753818235, 'aic': -73.6803550763647, 'bic': np.float64(-71.12412575790367)}, 4680: {'params': mu          1.209125e-01
omega       2.563498e-04
alpha[1]    5.694772e-01
beta[1]     3.596808e-12
Name: params, dtype: float64, 'loglikelihood': 32.12677259323142, 'aic': -56.253545186462844, 'bic': np.float64(-53.69731586800181)}, 4685: {'params': mu          0.131396
omega       0.000060
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 40.36477050272647, 'aic': -72.72954100545294, 'bic': np.float64(-70.17331168699191)}, 4690: {'params': mu          0.131882
omega       0.000065
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 42.14830828672743, 'aic': -76.29661657345486, 'bic': np.float64(-73.74038725499382)}, 4695: {'params': mu          0.117681
omega       0.000084
alpha[1]    0.050044
beta[1]     0.449995
Name: params, dtype: float64, 'loglikelihood': 41.0426116475555, 'aic': -74.085223295111, 'bic': np.float64(-71.52899397664997)}, 4700: {'params': mu          0.108362
omega       0.000070
alpha[1]    0.200016
beta[1]     0.299994
Name: params, dtype: float64, 'loglikelihood': 43.188562488052376, 'aic': -78.37712497610475, 'bic': np.float64(-75.82089565764372)}, 4705: {'params': mu          0.103883
omega       0.000078
alpha[1]    0.417123
beta[1]     0.218582
Name: params, dtype: float64, 'loglikelihood': 39.92903989109714, 'aic': -71.85807978219428, 'bic': np.float64(-69.30185046373325)}, 4710: {'params': mu          0.082127
omega       0.000054
alpha[1]    0.199481
beta[1]     0.498702
Name: params, dtype: float64, 'loglikelihood': 42.581354543400586, 'aic': -77.16270908680117, 'bic': np.float64(-74.60647976834014)}, 4715: {'params': mu          7.868856e-02
omega       5.388046e-06
alpha[1]    8.394640e-01
beta[1]     6.139443e-07
Name: params, dtype: float64, 'loglikelihood': 57.97185185139829, 'aic': -107.94370370279658, 'bic': np.float64(-105.38747438433555)}, 4720: {'params': mu          0.078834
omega       0.000011
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 51.94330912807073, 'aic': -95.88661825614146, 'bic': np.float64(-93.33038893768042)}, 4725: {'params': mu          6.743205e-02
omega       1.022300e-05
alpha[1]    1.000000e+00
beta[1]     2.350283e-13
Name: params, dtype: float64, 'loglikelihood': 45.05301378318059, 'aic': -82.10602756636118, 'bic': np.float64(-79.54979824790014)}, 4730: {'params': mu          0.067111
omega       0.000025
alpha[1]    0.010000
beta[1]     0.489998
Name: params, dtype: float64, 'loglikelihood': 49.604960943197234, 'aic': -91.20992188639447, 'bic': np.float64(-88.65369256793343)}, 4735: {'params': mu          0.071976
omega       0.000007
alpha[1]    0.455665
beta[1]     0.005110
Name: params, dtype: float64, 'loglikelihood': 50.07906849404902, 'aic': -92.15813698809804, 'bic': np.float64(-89.601907669637)}, 4740: {'params': mu          7.158819e-02
omega       1.838649e-05
alpha[1]    1.000000e+00
beta[1]     4.542897e-10
Name: params, dtype: float64, 'loglikelihood': 50.284924191922485, 'aic': -92.56984838384497, 'bic': np.float64(-90.01361906538393)}, 4745: {'params': mu          0.065481
omega       0.000100
alpha[1]    0.751337
beta[1]     0.093249
Name: params, dtype: float64, 'loglikelihood': 35.963132323445976, 'aic': -63.92626464689195, 'bic': np.float64(-61.370035328430916)}, 4750: {'params': mu          3.456485e-02
omega       2.713128e-04
alpha[1]    4.677392e-01
beta[1]     2.049551e-19
Name: params, dtype: float64, 'loglikelihood': 33.5778949462014, 'aic': -59.155789892402794, 'bic': np.float64(-56.59956057394176)}, 4755: {'params': mu          4.025351e-02
omega       3.890990e-04
alpha[1]    4.900607e-01
beta[1]     2.486962e-10
Name: params, dtype: float64, 'loglikelihood': 31.22395304833394, 'aic': -54.44790609666788, 'bic': np.float64(-51.89167677820684)}, 4760: {'params': mu          0.076504
omega       0.000005
alpha[1]    0.993882
beta[1]     0.004162
Name: params, dtype: float64, 'loglikelihood': 40.48546595106609, 'aic': -72.97093190213218, 'bic': np.float64(-70.41470258367114)}, 4765: {'params': mu          0.078972
omega       0.000029
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 49.24687735174765, 'aic': -90.4937547034953, 'bic': np.float64(-87.93752538503426)}, 4770: {'params': mu          0.084723
omega       0.000011
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 55.22806211461069, 'aic': -102.45612422922137, 'bic': np.float64(-99.89989491076034)}, 4775: {'params': mu          0.088447
omega       0.000044
alpha[1]    0.320484
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 48.83908022586414, 'aic': -89.67816045172827, 'bic': np.float64(-87.12193113326724)}, 4780: {'params': mu          0.093683
omega       0.000042
alpha[1]    0.408466
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 47.04255566667394, 'aic': -86.08511133334788, 'bic': np.float64(-83.52888201488685)}, 4785: {'params': mu          0.095843
omega       0.000014
alpha[1]    0.199999
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 50.36782118808452, 'aic': -92.73564237616904, 'bic': np.float64(-90.179413057708)}, 4790: {'params': mu          0.095274
omega       0.000007
alpha[1]    0.993019
beta[1]     0.004363
Name: params, dtype: float64, 'loglikelihood': 47.309038787677466, 'aic': -86.61807757535493, 'bic': np.float64(-84.0618482568939)}, 4795: {'params': mu          0.111094
omega       0.000173
alpha[1]    0.009996
beta[1]     0.490036
Name: params, dtype: float64, 'loglikelihood': 35.96746929462266, 'aic': -63.93493858924532, 'bic': np.float64(-61.378709270784285)}, 4800: {'params': mu          0.127920
omega       0.000065
alpha[1]    0.214955
beta[1]     0.478986
Name: params, dtype: float64, 'loglikelihood': 39.863261530216015, 'aic': -71.72652306043203, 'bic': np.float64(-69.170293741971)}, 4805: {'params': mu          0.132057
omega       0.000188
alpha[1]    0.576971
beta[1]     0.158700
Name: params, dtype: float64, 'loglikelihood': 33.813084793849995, 'aic': -59.62616958769999, 'bic': np.float64(-57.069940269238955)}, 4810: {'params': mu          7.513931e-02
omega       1.488481e-03
alpha[1]    5.215643e-01
beta[1]     6.816727e-10
Name: params, dtype: float64, 'loglikelihood': 21.23089684249691, 'aic': -34.46179368499382, 'bic': np.float64(-31.905564366532786)}, 4815: {'params': mu          0.039957
omega       0.000741
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 19.474028411889662, 'aic': -30.948056823779325, 'bic': np.float64(-28.39182750531829)}, 4820: {'params': mu          0.202665
omega       0.000774
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 14.12169535452713, 'aic': -20.24339070905426, 'bic': np.float64(-17.687161390593225)}, 4825: {'params': mu          0.29611
omega       0.00001
alpha[1]    1.00000
beta[1]     0.00000
Name: params, dtype: float64, 'loglikelihood': 24.855907609096555, 'aic': -41.71181521819311, 'bic': np.float64(-39.155585899732074)}, 4830: {'params': mu          0.277091
omega       0.000273
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 30.000758359276453, 'aic': -52.00151671855291, 'bic': np.float64(-49.44528740009187)}, 4835: {'params': mu          2.766924e-01
omega       2.861423e-04
alpha[1]    1.000000e+00
beta[1]     3.179924e-11
Name: params, dtype: float64, 'loglikelihood': 21.97447846490053, 'aic': -35.94895692980106, 'bic': np.float64(-33.39272761134002)}, 4840: {'params': mu          0.188758
omega       0.000056
alpha[1]    0.817563
beta[1]     0.160904
Name: params, dtype: float64, 'loglikelihood': 29.460232062362266, 'aic': -50.92046412472453, 'bic': np.float64(-48.3642348062635)}, 4845: {'params': mu          0.206201
omega       0.000087
alpha[1]    0.445199
beta[1]     0.293687
Name: params, dtype: float64, 'loglikelihood': 35.56619444056053, 'aic': -63.13238888112106, 'bic': np.float64(-60.576159562660024)}, 4850: {'params': mu          0.202365
omega       0.000155
alpha[1]    0.898782
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.96972624850135, 'aic': -61.939452497002705, 'bic': np.float64(-59.38322317854167)}, 4855: {'params': mu          1.853644e-01
omega       2.741092e-11
alpha[1]    2.863311e-01
beta[1]     6.622161e-01
Name: params, dtype: float64, 'loglikelihood': 33.95382878274875, 'aic': -59.9076575654975, 'bic': np.float64(-57.351428247036466)}, 4860: {'params': mu          0.182876
omega       0.000400
alpha[1]    0.496948
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 32.38693261713304, 'aic': -56.77386523426608, 'bic': np.float64(-54.21763591580505)}, 4865: {'params': mu          0.197762
omega       0.000379
alpha[1]    0.999991
beta[1]     0.000005
Name: params, dtype: float64, 'loglikelihood': 26.646952723353312, 'aic': -45.293905446706624, 'bic': np.float64(-42.73767612824559)}, 4870: {'params': mu          0.217485
omega       0.000060
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 32.80142642773007, 'aic': -57.60285285546014, 'bic': np.float64(-55.04662353699911)}, 4875: {'params': mu          0.220563
omega       0.000210
alpha[1]    0.711253
beta[1]     0.105322
Name: params, dtype: float64, 'loglikelihood': 30.10322648388443, 'aic': -52.20645296776886, 'bic': np.float64(-49.650223649307826)}, 4880: {'params': mu          1.768882e-01
omega       1.503231e-03
alpha[1]    8.819810e-18
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': 25.60239934709207, 'aic': -43.20479869418414, 'bic': np.float64(-40.648569375723106)}, 4885: {'params': mu          0.134245
omega       0.000028
alpha[1]    0.489281
beta[1]     0.016710
Name: params, dtype: float64, 'loglikelihood': 41.58917891120586, 'aic': -75.17835782241173, 'bic': np.float64(-72.62212850395069)}, 4890: {'params': mu          0.112214
omega       0.001406
alpha[1]    0.756086
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.471691685571308, 'aic': -32.943383371142616, 'bic': np.float64(-30.38715405268158)}, 4895: {'params': mu          3.891308e-05
omega       3.644315e-11
alpha[1]    8.899080e-01
beta[1]     8.119242e-05
Name: params, dtype: float64, 'loglikelihood': 76.6494167987414, 'aic': -145.2988335974828, 'bic': np.float64(-142.74260427902178)}, 4900: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4905: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4910: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4915: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4920: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4925: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4930: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4935: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4940: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}}, 28: {0: {'params': mu          0.038271
omega       0.000005
alpha[1]    0.200002
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 103.85758698407872, 'aic': -199.71517396815744, 'bic': np.float64(-194.38635592745663)}, 5: {'params': mu          0.034979
omega       0.000024
alpha[1]    0.200006
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 96.13394513480145, 'aic': -184.2678902696029, 'bic': np.float64(-178.9390722289021)}, 10: {'params': mu          0.029179
omega       0.000026
alpha[1]    0.280025
beta[1]     0.449984
Name: params, dtype: float64, 'loglikelihood': 90.94595858883339, 'aic': -173.89191717766678, 'bic': np.float64(-168.56309913696597)}, 15: {'params': mu          0.019553
omega       0.000027
alpha[1]    0.200008
beta[1]     0.499992
Name: params, dtype: float64, 'loglikelihood': 94.71143508135336, 'aic': -181.42287016270672, 'bic': np.float64(-176.0940521220059)}, 20: {'params': mu          0.016883
omega       0.000003
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 113.55938638869775, 'aic': -219.1187727773955, 'bic': np.float64(-213.78995473669468)}, 25: {'params': mu          0.016964
omega       0.000003
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 126.90064903887745, 'aic': -245.8012980777549, 'bic': np.float64(-240.47248003705408)}, 30: {'params': mu          1.684316e-02
omega       1.906685e-07
alpha[1]    2.000003e-01
beta[1]     7.799997e-01
Name: params, dtype: float64, 'loglikelihood': 129.86799969464855, 'aic': -251.7359993892971, 'bic': np.float64(-246.40718134859628)}, 35: {'params': mu          0.018462
omega       0.000006
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 113.43484043730815, 'aic': -218.8696808746163, 'bic': np.float64(-213.5408628339155)}, 40: {'params': mu          0.022046
omega       0.000004
alpha[1]    0.200004
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 105.89386349127203, 'aic': -203.78772698254406, 'bic': np.float64(-198.45890894184325)}, 45: {'params': mu          0.025620
omega       0.000004
alpha[1]    0.200003
beta[1]     0.699993
Name: params, dtype: float64, 'loglikelihood': 103.37476787732001, 'aic': -198.74953575464002, 'bic': np.float64(-193.4207177139392)}, 50: {'params': mu          0.028314
omega       0.000012
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 110.62027773507775, 'aic': -213.2405554701555, 'bic': np.float64(-207.9117374294547)}, 55: {'params': mu          0.028236
omega       0.000011
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 111.4761197462524, 'aic': -214.9522394925048, 'bic': np.float64(-209.62342145180398)}, 60: {'params': mu          0.028671
omega       0.000010
alpha[1]    0.200021
beta[1]     0.499987
Name: params, dtype: float64, 'loglikelihood': 106.41830456664472, 'aic': -204.83660913328944, 'bic': np.float64(-199.50779109258863)}, 65: {'params': mu          0.024463
omega       0.000011
alpha[1]    0.200004
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 105.09136973125469, 'aic': -202.18273946250937, 'bic': np.float64(-196.85392142180856)}, 70: {'params': mu          0.024072
omega       0.000008
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 111.8046187055066, 'aic': -215.6092374110132, 'bic': np.float64(-210.2804193703124)}, 75: {'params': mu          0.024527
omega       0.000007
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 118.53010353611376, 'aic': -229.0602070722275, 'bic': np.float64(-223.7313890315267)}, 80: {'params': mu          0.023376
omega       0.000007
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 117.11573358449893, 'aic': -226.23146716899785, 'bic': np.float64(-220.90264912829704)}, 85: {'params': mu          0.022986
omega       0.000007
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 116.87782195832708, 'aic': -225.75564391665415, 'bic': np.float64(-220.42682587595334)}, 90: {'params': mu          0.023982
omega       0.000007
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 117.1969031959054, 'aic': -226.3938063918108, 'bic': np.float64(-221.06498835111)}, 95: {'params': mu          0.025763
omega       0.000005
alpha[1]    0.200162
beta[1]     0.499899
Name: params, dtype: float64, 'loglikelihood': 113.8271539301551, 'aic': -219.6543078603102, 'bic': np.float64(-214.3254898196094)}, 100: {'params': mu          0.025399
omega       0.000009
alpha[1]    0.200018
beta[1]     0.299993
Name: params, dtype: float64, 'loglikelihood': 113.4497049021698, 'aic': -218.8994098043396, 'bic': np.float64(-213.5705917636388)}, 105: {'params': mu          0.022905
omega       0.000012
alpha[1]    0.200024
beta[1]     0.299991
Name: params, dtype: float64, 'loglikelihood': 110.6777692832528, 'aic': -213.3555385665056, 'bic': np.float64(-208.0267205258048)}, 110: {'params': mu          0.023730
omega       0.000005
alpha[1]    0.201811
beta[1]     0.698415
Name: params, dtype: float64, 'loglikelihood': 103.18618616353335, 'aic': -198.3723723270667, 'bic': np.float64(-193.0435542863659)}, 115: {'params': mu          0.024390
omega       0.000017
alpha[1]    0.200005
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 99.53588487489573, 'aic': -191.07176974979146, 'bic': np.float64(-185.74295170909065)}, 120: {'params': mu          0.024383
omega       0.000016
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 101.04476185206661, 'aic': -194.08952370413323, 'bic': np.float64(-188.76070566343242)}, 125: {'params': mu          0.024116
omega       0.000014
alpha[1]    0.200027
beta[1]     0.499983
Name: params, dtype: float64, 'loglikelihood': 103.42922703445585, 'aic': -198.8584540689117, 'bic': np.float64(-193.5296360282109)}, 130: {'params': mu          0.021851
omega       0.000023
alpha[1]    0.200006
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 101.04260818538802, 'aic': -194.08521637077604, 'bic': np.float64(-188.75639833007523)}, 135: {'params': mu          0.021390
omega       0.000013
alpha[1]    0.199999
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 101.93395842279472, 'aic': -195.86791684558943, 'bic': np.float64(-190.53909880488862)}, 140: {'params': mu          0.025830
omega       0.000003
alpha[1]    0.984226
beta[1]     0.001557
Name: params, dtype: float64, 'loglikelihood': 113.27232846603634, 'aic': -218.54465693207268, 'bic': np.float64(-213.21583889137187)}, 145: {'params': mu          0.016732
omega       0.000009
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 109.54637409809612, 'aic': -211.09274819619225, 'bic': np.float64(-205.76393015549144)}, 150: {'params': mu          0.015262
omega       0.000002
alpha[1]    0.200000
beta[1]     0.700000
Name: params, dtype: float64, 'loglikelihood': 119.25466546091889, 'aic': -230.50933092183777, 'bic': np.float64(-225.18051288113696)}, 155: {'params': mu          1.476010e-02
omega       4.991437e-07
alpha[1]    2.000001e-01
beta[1]     6.999999e-01
Name: params, dtype: float64, 'loglikelihood': 134.22391987523918, 'aic': -260.44783975047835, 'bic': np.float64(-255.11902170977754)}, 160: {'params': mu          0.014253
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 138.50009857064163, 'aic': -269.00019714128325, 'bic': np.float64(-263.67137910058244)}, 165: {'params': mu          1.384941e-02
omega       8.835994e-07
alpha[1]    2.000002e-01
beta[1]     4.999999e-01
Name: params, dtype: float64, 'loglikelihood': 141.75891480810327, 'aic': -275.51782961620654, 'bic': np.float64(-270.18901157550573)}, 170: {'params': mu          0.013777
omega       0.000001
alpha[1]    0.200002
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 123.49907831606532, 'aic': -238.99815663213064, 'bic': np.float64(-233.66933859142983)}, 175: {'params': mu          0.014197
omega       0.000007
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 112.73475689892759, 'aic': -217.46951379785517, 'bic': np.float64(-212.14069575715436)}, 180: {'params': mu          0.018572
omega       0.000013
alpha[1]    0.200022
beta[1]     0.299979
Name: params, dtype: float64, 'loglikelihood': 108.3371239641514, 'aic': -208.6742479283028, 'bic': np.float64(-203.345429887602)}, 185: {'params': mu          0.022037
omega       0.000006
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 113.89341843341438, 'aic': -219.78683686682876, 'bic': np.float64(-214.45801882612795)}, 190: {'params': mu          0.022490
omega       0.000004
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 124.38587700746999, 'aic': -240.77175401493997, 'bic': np.float64(-235.44293597423916)}, 195: {'params': mu          0.022403
omega       0.000009
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 117.95170693333917, 'aic': -227.90341386667833, 'bic': np.float64(-222.57459582597753)}, 200: {'params': mu          0.021622
omega       0.000012
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 106.66643075833885, 'aic': -205.3328615166777, 'bic': np.float64(-200.00404347597689)}, 205: {'params': mu          0.018667
omega       0.000025
alpha[1]    0.200149
beta[1]     0.299944
Name: params, dtype: float64, 'loglikelihood': 99.48359740605268, 'aic': -190.96719481210536, 'bic': np.float64(-185.63837677140455)}, 210: {'params': mu          1.138333e-02
omega       7.661540e-07
alpha[1]    1.999990e-01
beta[1]     7.799960e-01
Name: params, dtype: float64, 'loglikelihood': 106.79449994691521, 'aic': -205.58899989383042, 'bic': np.float64(-200.2601818531296)}, 215: {'params': mu          0.010972
omega       0.000003
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 114.01209653608804, 'aic': -220.02419307217608, 'bic': np.float64(-214.69537503147527)}, 220: {'params': mu          0.010972
omega       0.000004
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 120.69011973857934, 'aic': -233.38023947715868, 'bic': np.float64(-228.05142143645787)}, 225: {'params': mu          0.011808
omega       0.000005
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 121.63130537887811, 'aic': -235.26261075775622, 'bic': np.float64(-229.9337927170554)}, 230: {'params': mu          0.013467
omega       0.000005
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 122.46474258106298, 'aic': -236.92948516212596, 'bic': np.float64(-231.60066712142515)}, 235: {'params': mu          0.014045
omega       0.000002
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 126.42028405627855, 'aic': -244.8405681125571, 'bic': np.float64(-239.51175007185628)}, 240: {'params': mu          0.015311
omega       0.000001
alpha[1]    0.200000
beta[1]     0.700000
Name: params, dtype: float64, 'loglikelihood': 123.90151588395739, 'aic': -239.80303176791477, 'bic': np.float64(-234.47421372721396)}, 245: {'params': mu          0.015770
omega       0.000002
alpha[1]    0.200001
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 118.31025253196648, 'aic': -228.62050506393297, 'bic': np.float64(-223.29168702323216)}, 250: {'params': mu          0.018869
omega       0.000007
alpha[1]    0.200004
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 110.01134987817338, 'aic': -212.02269975634675, 'bic': np.float64(-206.69388171564594)}, 255: {'params': mu          0.022804
omega       0.000003
alpha[1]    0.199999
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 109.56552112586633, 'aic': -211.13104225173265, 'bic': np.float64(-205.80222421103184)}, 260: {'params': mu          0.023821
omega       0.000006
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 118.42355455439878, 'aic': -228.84710910879755, 'bic': np.float64(-223.51829106809674)}, 265: {'params': mu          0.024930
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 134.88577957730783, 'aic': -261.77155915461566, 'bic': np.float64(-256.44274111391485)}, 270: {'params': mu          2.482742e-02
omega       8.593334e-07
alpha[1]    2.000002e-01
beta[1]     6.999998e-01
Name: params, dtype: float64, 'loglikelihood': 128.77567169500495, 'aic': -249.5513433900099, 'bic': np.float64(-244.22252534930908)}, 275: {'params': mu          0.025143
omega       0.000002
alpha[1]    0.200001
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 119.09538839558887, 'aic': -230.19077679117774, 'bic': np.float64(-224.86195875047693)}, 280: {'params': mu          0.022641
omega       0.000009
alpha[1]    0.200006
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 106.92868150321408, 'aic': -205.85736300642816, 'bic': np.float64(-200.52854496572735)}, 285: {'params': mu          0.017452
omega       0.000009
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 108.18160401955653, 'aic': -208.36320803911306, 'bic': np.float64(-203.03438999841225)}, 290: {'params': mu          0.016448
omega       0.000006
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 116.05767924114028, 'aic': -224.11535848228056, 'bic': np.float64(-218.78654044157975)}, 295: {'params': mu          0.016957
omega       0.000003
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 124.04441120824141, 'aic': -240.08882241648283, 'bic': np.float64(-234.76000437578202)}, 300: {'params': mu          0.016789
omega       0.000004
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 117.40451532910754, 'aic': -226.80903065821508, 'bic': np.float64(-221.48021261751427)}, 305: {'params': mu          0.019207
omega       0.000002
alpha[1]    0.200000
beta[1]     0.700000
Name: params, dtype: float64, 'loglikelihood': 111.31436218501139, 'aic': -214.62872437002278, 'bic': np.float64(-209.29990632932197)}, 310: {'params': mu          0.021952
omega       0.000006
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 114.47752437734253, 'aic': -220.95504875468507, 'bic': np.float64(-215.62623071398426)}, 315: {'params': mu          0.023021
omega       0.000006
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 120.34584123077924, 'aic': -232.69168246155849, 'bic': np.float64(-227.36286442085768)}, 320: {'params': mu          0.023605
omega       0.000002
alpha[1]    0.231798
beta[1]     0.672177
Name: params, dtype: float64, 'loglikelihood': 116.72625260837985, 'aic': -225.4525052167597, 'bic': np.float64(-220.1236871760589)}, 325: {'params': mu          0.022815
omega       0.000011
alpha[1]    0.200004
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 111.3999083746811, 'aic': -214.7998167493622, 'bic': np.float64(-209.4709987086614)}, 330: {'params': mu          0.021153
omega       0.000009
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 113.15079261555148, 'aic': -218.30158523110296, 'bic': np.float64(-212.97276719040215)}, 335: {'params': mu          0.021089
omega       0.000016
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 106.7301273563535, 'aic': -205.460254712707, 'bic': np.float64(-200.1314366720062)}, 340: {'params': mu          0.019394
omega       0.000007
alpha[1]    0.200007
beta[1]     0.699994
Name: params, dtype: float64, 'loglikelihood': 99.13736849140997, 'aic': -190.27473698281995, 'bic': np.float64(-184.94591894211914)}, 345: {'params': mu          0.023978
omega       0.000012
alpha[1]    0.200888
beta[1]     0.699223
Name: params, dtype: float64, 'loglikelihood': 89.44585822222463, 'aic': -170.89171644444926, 'bic': np.float64(-165.56289840374845)}, 350: {'params': mu          0.036738
omega       0.000029
alpha[1]    0.201406
beta[1]     0.499118
Name: params, dtype: float64, 'loglikelihood': 92.1005513601186, 'aic': -176.2011027202372, 'bic': np.float64(-170.8722846795364)}, 355: {'params': mu          0.036040
omega       0.000022
alpha[1]    0.200153
beta[1]     0.499904
Name: params, dtype: float64, 'loglikelihood': 95.07995593042266, 'aic': -182.1599118608453, 'bic': np.float64(-176.8310938201445)}, 360: {'params': mu          0.037961
omega       0.000009
alpha[1]    0.200803
beta[1]     0.699297
Name: params, dtype: float64, 'loglikelihood': 94.26743867140915, 'aic': -180.5348773428183, 'bic': np.float64(-175.2060593021175)}, 365: {'params': mu          0.033481
omega       0.000052
alpha[1]    0.200025
beta[1]     0.299991
Name: params, dtype: float64, 'loglikelihood': 89.46128086100116, 'aic': -170.9225617220023, 'bic': np.float64(-165.5937436813015)}, 370: {'params': mu          0.029689
omega       0.000008
alpha[1]    0.199999
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 94.11495317874626, 'aic': -180.22990635749252, 'bic': np.float64(-174.90108831679171)}, 375: {'params': mu          0.030721
omega       0.000005
alpha[1]    0.199999
beta[1]     0.699996
Name: params, dtype: float64, 'loglikelihood': 101.50108246403337, 'aic': -195.00216492806675, 'bic': np.float64(-189.67334688736594)}, 380: {'params': mu          0.026796
omega       0.000025
alpha[1]    0.331721
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 102.8910284330235, 'aic': -197.782056866047, 'bic': np.float64(-192.45323882534618)}, 385: {'params': mu          0.026188
omega       0.000019
alpha[1]    0.200011
beta[1]     0.299992
Name: params, dtype: float64, 'loglikelihood': 103.07390604829033, 'aic': -198.14781209658065, 'bic': np.float64(-192.81899405587984)}, 390: {'params': mu          0.027309
omega       0.000017
alpha[1]    0.246983
beta[1]     0.270075
Name: params, dtype: float64, 'loglikelihood': 103.20335369546056, 'aic': -198.40670739092113, 'bic': np.float64(-193.07788935022032)}, 395: {'params': mu          0.023521
omega       0.000010
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 107.1216835078284, 'aic': -206.2433670156568, 'bic': np.float64(-200.91454897495598)}, 400: {'params': mu          0.023867
omega       0.000007
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 113.14641391050712, 'aic': -218.29282782101424, 'bic': np.float64(-212.96400978031343)}, 405: {'params': mu          0.023169
omega       0.000005
alpha[1]    0.200010
beta[1]     0.299996
Name: params, dtype: float64, 'loglikelihood': 121.38757422275185, 'aic': -234.7751484455037, 'bic': np.float64(-229.4463304048029)}, 410: {'params': mu          0.022425
omega       0.000007
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 117.05016983273588, 'aic': -226.10033966547175, 'bic': np.float64(-220.77152162477094)}, 415: {'params': mu          0.022890
omega       0.000015
alpha[1]    0.200037
beta[1]     0.499977
Name: params, dtype: float64, 'loglikelihood': 104.17474885553445, 'aic': -200.3494977110689, 'bic': np.float64(-195.02067967036808)}, 420: {'params': mu          0.020293
omega       0.000021
alpha[1]    0.200009
beta[1]     0.499995
Name: params, dtype: float64, 'loglikelihood': 96.25063810483897, 'aic': -184.50127620967794, 'bic': np.float64(-179.17245816897713)}, 425: {'params': mu          0.013458
omega       0.000018
alpha[1]    0.200000
beta[1]     0.499975
Name: params, dtype: float64, 'loglikelihood': 98.12972287064079, 'aic': -188.25944574128158, 'bic': np.float64(-182.93062770058077)}, 430: {'params': mu          0.014345
omega       0.000011
alpha[1]    0.199999
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 104.56247171446533, 'aic': -201.12494342893066, 'bic': np.float64(-195.79612538822985)}, 435: {'params': mu          0.014191
omega       0.000016
alpha[1]    0.200005
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 105.97624051897057, 'aic': -203.95248103794114, 'bic': np.float64(-198.62366299724033)}, 440: {'params': mu          0.016209
omega       0.000009
alpha[1]    0.200001
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 108.74874760854446, 'aic': -209.49749521708893, 'bic': np.float64(-204.16867717638812)}, 445: {'params': mu          1.674620e-02
omega       3.398027e-07
alpha[1]    1.999999e-01
beta[1]     7.799996e-01
Name: params, dtype: float64, 'loglikelihood': 120.04275297967378, 'aic': -232.08550595934756, 'bic': np.float64(-226.75668791864675)}, 450: {'params': mu          0.017473
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 131.32560383852743, 'aic': -254.65120767705486, 'bic': np.float64(-249.32238963635405)}, 455: {'params': mu          0.018268
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 135.41081649575906, 'aic': -262.82163299151813, 'bic': np.float64(-257.4928149508173)}, 460: {'params': mu          0.018527
omega       0.000001
alpha[1]    0.010000
beta[1]     0.890000
Name: params, dtype: float64, 'loglikelihood': 117.98536695740181, 'aic': -227.97073391480362, 'bic': np.float64(-222.6419158741028)}, 465: {'params': mu          0.018630
omega       0.000028
alpha[1]    0.200305
beta[1]     0.699733
Name: params, dtype: float64, 'loglikelihood': 86.38458012854613, 'aic': -164.76916025709227, 'bic': np.float64(-159.44034221639146)}, 470: {'params': mu          0.022022
omega       0.000042
alpha[1]    0.201159
beta[1]     0.698986
Name: params, dtype: float64, 'loglikelihood': 74.56679905972233, 'aic': -141.13359811944466, 'bic': np.float64(-135.80478007874385)}, 475: {'params': mu          0.055602
omega       0.000144
alpha[1]    0.643126
beta[1]     0.133906
Name: params, dtype: float64, 'loglikelihood': 71.88301304017283, 'aic': -135.76602608034565, 'bic': np.float64(-130.43720803964484)}, 480: {'params': mu          0.059955
omega       0.000040
alpha[1]    0.741423
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 76.60481533238206, 'aic': -145.20963066476412, 'bic': np.float64(-139.8808126240633)}, 485: {'params': mu          0.053888
omega       0.000135
alpha[1]    0.472943
beta[1]     0.197903
Name: params, dtype: float64, 'loglikelihood': 71.13309484745409, 'aic': -134.26618969490818, 'bic': np.float64(-128.93737165420737)}, 490: {'params': mu          0.024530
omega       0.000121
alpha[1]    0.297398
beta[1]     0.439109
Name: params, dtype: float64, 'loglikelihood': 70.73852172494942, 'aic': -133.47704344989884, 'bic': np.float64(-128.14822540919803)}, 495: {'params': mu          0.018368
omega       0.000039
alpha[1]    0.199995
beta[1]     0.699983
Name: params, dtype: float64, 'loglikelihood': 77.38071643714152, 'aic': -146.76143287428303, 'bic': np.float64(-141.43261483358222)}, 500: {'params': mu          0.015781
omega       0.000014
alpha[1]    0.199999
beta[1]     0.699996
Name: params, dtype: float64, 'loglikelihood': 93.42281453442723, 'aic': -178.84562906885446, 'bic': np.float64(-173.51681102815365)}, 505: {'params': mu          0.016481
omega       0.000003
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 124.11105497068493, 'aic': -240.22210994136987, 'bic': np.float64(-234.89329190066906)}, 510: {'params': mu          0.016485
omega       0.000003
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 123.50568512860107, 'aic': -239.01137025720215, 'bic': np.float64(-233.68255221650134)}, 515: {'params': mu          0.016551
omega       0.000002
alpha[1]    0.200001
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 116.49910151228454, 'aic': -224.99820302456908, 'bic': np.float64(-219.66938498386827)}, 520: {'params': mu          0.017469
omega       0.000005
alpha[1]    0.200001
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 105.16803996344998, 'aic': -202.33607992689997, 'bic': np.float64(-197.00726188619916)}, 525: {'params': mu          0.020377
omega       0.000011
alpha[1]    0.200008
beta[1]     0.699993
Name: params, dtype: float64, 'loglikelihood': 95.34927044644552, 'aic': -182.69854089289103, 'bic': np.float64(-177.36972285219022)}, 530: {'params': mu          0.026145
omega       0.000041
alpha[1]    0.202556
beta[1]     0.498403
Name: params, dtype: float64, 'loglikelihood': 86.31215510979105, 'aic': -164.6243102195821, 'bic': np.float64(-159.2954921788813)}, 535: {'params': mu          0.036538
omega       0.000031
alpha[1]    0.199995
beta[1]     0.499985
Name: params, dtype: float64, 'loglikelihood': 90.13842916972115, 'aic': -172.2768583394423, 'bic': np.float64(-166.9480402987415)}, 540: {'params': mu          0.033685
omega       0.000016
alpha[1]    0.874945
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 94.49687688025047, 'aic': -180.99375376050094, 'bic': np.float64(-175.66493571980013)}, 545: {'params': mu          0.037859
omega       0.000031
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 97.37361219327434, 'aic': -186.74722438654868, 'bic': np.float64(-181.41840634584787)}, 550: {'params': mu          0.035800
omega       0.000018
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 98.42156238674981, 'aic': -188.84312477349962, 'bic': np.float64(-183.51430673279881)}, 555: {'params': mu          3.419991e-02
omega       8.004188e-07
alpha[1]    1.999997e-01
beta[1]     7.799990e-01
Name: params, dtype: float64, 'loglikelihood': 105.95972691701046, 'aic': -203.9194538340209, 'bic': np.float64(-198.5906357933201)}, 560: {'params': mu          0.031732
omega       0.000012
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 103.68796182381041, 'aic': -199.37592364762082, 'bic': np.float64(-194.04710560692)}, 565: {'params': mu          0.029863
omega       0.000017
alpha[1]    0.200007
beta[1]     0.499995
Name: params, dtype: float64, 'loglikelihood': 97.92191687572429, 'aic': -187.84383375144859, 'bic': np.float64(-182.51501571074778)}, 570: {'params': mu          0.031196
omega       0.000016
alpha[1]    0.200003
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 99.7680534994081, 'aic': -191.5361069988162, 'bic': np.float64(-186.20728895811538)}, 575: {'params': mu          0.029814
omega       0.000013
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 103.04992117400387, 'aic': -198.09984234800774, 'bic': np.float64(-192.77102430730693)}, 580: {'params': mu          0.029833
omega       0.000015
alpha[1]    0.200004
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 100.77699681994544, 'aic': -193.55399363989088, 'bic': np.float64(-188.22517559919007)}, 585: {'params': mu          0.031109
omega       0.000014
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 103.17966189501176, 'aic': -198.35932379002352, 'bic': np.float64(-193.0305057493227)}, 590: {'params': mu          0.032748
omega       0.000008
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 112.48137656210208, 'aic': -216.96275312420417, 'bic': np.float64(-211.63393508350336)}, 595: {'params': mu          0.032618
omega       0.000005
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 123.52204042297855, 'aic': -239.0440808459571, 'bic': np.float64(-233.7152628052563)}, 600: {'params': mu          0.032819
omega       0.000006
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 114.7514005363768, 'aic': -221.5028010727536, 'bic': np.float64(-216.1739830320528)}, 605: {'params': mu          0.031629
omega       0.000006
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 112.46786781553081, 'aic': -216.93573563106162, 'bic': np.float64(-211.6069175903608)}, 610: {'params': mu          0.030404
omega       0.000002
alpha[1]    0.200002
beta[1]     0.779998
Name: params, dtype: float64, 'loglikelihood': 99.32007209513434, 'aic': -190.64014419026867, 'bic': np.float64(-185.31132614956786)}, 615: {'params': mu          0.031542
omega       0.000075
alpha[1]    0.200376
beta[1]     0.499765
Name: params, dtype: float64, 'loglikelihood': 81.41459280456891, 'aic': -154.82918560913782, 'bic': np.float64(-149.500367568437)}, 620: {'params': mu          0.026919
omega       0.000035
alpha[1]    0.999994
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 80.84390357951344, 'aic': -153.68780715902687, 'bic': np.float64(-148.35898911832606)}, 625: {'params': mu          0.051747
omega       0.000075
alpha[1]    0.199999
beta[1]     0.499985
Name: params, dtype: float64, 'loglikelihood': 78.18383051067552, 'aic': -148.36766102135104, 'bic': np.float64(-143.03884298065023)}, 630: {'params': mu          0.053481
omega       0.000048
alpha[1]    0.836614
beta[1]     0.000003
Name: params, dtype: float64, 'loglikelihood': 82.13674532981601, 'aic': -156.27349065963202, 'bic': np.float64(-150.9446726189312)}, 635: {'params': mu          0.052095
omega       0.000084
alpha[1]    0.280045
beta[1]     0.269983
Name: params, dtype: float64, 'loglikelihood': 81.26020550965906, 'aic': -154.52041101931812, 'bic': np.float64(-149.1915929786173)}, 640: {'params': mu          0.037504
omega       0.000016
alpha[1]    0.199997
beta[1]     0.699988
Name: params, dtype: float64, 'loglikelihood': 86.81635373694374, 'aic': -165.63270747388748, 'bic': np.float64(-160.30388943318667)}, 645: {'params': mu          0.036907
omega       0.000009
alpha[1]    0.199998
beta[1]     0.699994
Name: params, dtype: float64, 'loglikelihood': 96.67692799846324, 'aic': -185.35385599692648, 'bic': np.float64(-180.02503795622567)}, 650: {'params': mu          0.036872
omega       0.000017
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 99.6307598504359, 'aic': -191.2615197008718, 'bic': np.float64(-185.93270166017098)}, 655: {'params': mu          0.038703
omega       0.000031
alpha[1]    0.200006
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 97.2098362546434, 'aic': -186.4196725092868, 'bic': np.float64(-181.090854468586)}, 660: {'params': mu          0.043524
omega       0.000026
alpha[1]    0.200003
beta[1]     0.299993
Name: params, dtype: float64, 'loglikelihood': 98.60109057745451, 'aic': -189.20218115490903, 'bic': np.float64(-183.87336311420822)}, 665: {'params': mu          4.446804e-02
omega       7.480946e-13
alpha[1]    9.999998e-01
beta[1]     2.127738e-07
Name: params, dtype: float64, 'loglikelihood': 95.55640653860438, 'aic': -183.11281307720876, 'bic': np.float64(-177.78399503650795)}, 670: {'params': mu          0.044717
omega       0.000034
alpha[1]    0.200452
beta[1]     0.499717
Name: params, dtype: float64, 'loglikelihood': 89.87094584186983, 'aic': -171.74189168373965, 'bic': np.float64(-166.41307364303884)}, 675: {'params': mu          0.032811
omega       0.000039
alpha[1]    0.200120
beta[1]     0.499919
Name: params, dtype: float64, 'loglikelihood': 86.58902954338281, 'aic': -165.17805908676561, 'bic': np.float64(-159.8492410460648)}, 680: {'params': mu          0.027521
omega       0.000009
alpha[1]    0.199999
beta[1]     0.699995
Name: params, dtype: float64, 'loglikelihood': 97.19276013433463, 'aic': -186.38552026866927, 'bic': np.float64(-181.05670222796846)}, 685: {'params': mu          2.722694e-02
omega       6.016717e-07
alpha[1]    1.999999e-01
beta[1]     7.799996e-01
Name: params, dtype: float64, 'loglikelihood': 113.97214714898828, 'aic': -219.94429429797657, 'bic': np.float64(-214.61547625727576)}, 690: {'params': mu          0.025894
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 132.25998150452193, 'aic': -256.51996300904386, 'bic': np.float64(-251.19114496834305)}, 695: {'params': mu          0.025120
omega       0.000004
alpha[1]    0.100000
beta[1]     0.400000
Name: params, dtype: float64, 'loglikelihood': 125.30849802704677, 'aic': -242.61699605409353, 'bic': np.float64(-237.28817801339272)}, 700: {'params': mu          0.024934
omega       0.000005
alpha[1]    0.200005
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 121.75622418636867, 'aic': -235.51244837273734, 'bic': np.float64(-230.18363033203653)}, 705: {'params': mu          0.024303
omega       0.000006
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 119.81325060499559, 'aic': -231.62650120999118, 'bic': np.float64(-226.29768316929037)}, 710: {'params': mu          0.023917
omega       0.000004
alpha[1]    0.202466
beta[1]     0.697843
Name: params, dtype: float64, 'loglikelihood': 110.27157086158675, 'aic': -212.5431417231735, 'bic': np.float64(-207.2143236824727)}, 715: {'params': mu          0.023743
omega       0.000009
alpha[1]    0.200007
beta[1]     0.699994
Name: params, dtype: float64, 'loglikelihood': 97.09878168737757, 'aic': -186.19756337475513, 'bic': np.float64(-180.86874533405432)}, 720: {'params': mu          0.027952
omega       0.000015
alpha[1]    0.220119
beta[1]     0.682396
Name: params, dtype: float64, 'loglikelihood': 85.72460381962307, 'aic': -163.44920763924614, 'bic': np.float64(-158.12038959854533)}, 725: {'params': mu          0.041607
omega       0.000043
alpha[1]    0.200001
beta[1]     0.499990
Name: params, dtype: float64, 'loglikelihood': 86.5897276212396, 'aic': -165.1794552424792, 'bic': np.float64(-159.8506372017784)}, 730: {'params': mu          0.045004
omega       0.000024
alpha[1]    0.199995
beta[1]     0.499987
Name: params, dtype: float64, 'loglikelihood': 94.29968409017326, 'aic': -180.59936818034652, 'bic': np.float64(-175.2705501396457)}, 735: {'params': mu          0.044649
omega       0.000032
alpha[1]    0.200007
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 96.40807055977875, 'aic': -184.8161411195575, 'bic': np.float64(-179.4873230788567)}, 740: {'params': mu          0.044177
omega       0.000039
alpha[1]    0.208821
beta[1]     0.296691
Name: params, dtype: float64, 'loglikelihood': 93.18468282410925, 'aic': -178.3693656482185, 'bic': np.float64(-173.04054760751768)}, 745: {'params': mu          0.036314
omega       0.000007
alpha[1]    0.199998
beta[1]     0.699992
Name: params, dtype: float64, 'loglikelihood': 96.75145520633724, 'aic': -185.50291041267448, 'bic': np.float64(-180.17409237197367)}, 750: {'params': mu          0.034372
omega       0.000005
alpha[1]    0.199999
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 105.90565718999494, 'aic': -203.81131437998988, 'bic': np.float64(-198.48249633928907)}, 755: {'params': mu          0.034316
omega       0.000002
alpha[1]    0.200000
beta[1]     0.700000
Name: params, dtype: float64, 'loglikelihood': 117.27961319837357, 'aic': -226.55922639674714, 'bic': np.float64(-221.23040835604633)}, 760: {'params': mu          0.034447
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 127.4359543073567, 'aic': -246.8719086147134, 'bic': np.float64(-241.54309057401258)}, 765: {'params': mu          0.035393
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 131.7095460034953, 'aic': -255.41909200699058, 'bic': np.float64(-250.09027396628977)}, 770: {'params': mu          0.033607
omega       0.000003
alpha[1]    0.200001
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 112.11970400813233, 'aic': -216.23940801626466, 'bic': np.float64(-210.91058997556385)}, 775: {'params': mu          0.033361
omega       0.000012
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 104.1918928602602, 'aic': -200.3837857205204, 'bic': np.float64(-195.05496767981958)}, 780: {'params': mu          0.029700
omega       0.000023
alpha[1]    0.200000
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 100.71224815154584, 'aic': -193.42449630309167, 'bic': np.float64(-188.09567826239086)}, 785: {'params': mu          2.659396e-02
omega       6.937202e-07
alpha[1]    1.999998e-01
beta[1]     7.799991e-01
Name: params, dtype: float64, 'loglikelihood': 109.87091791408999, 'aic': -211.74183582817997, 'bic': np.float64(-206.41301778747916)}, 790: {'params': mu          2.688803e-02
omega       4.404043e-07
alpha[1]    1.999999e-01
beta[1]     7.799998e-01
Name: params, dtype: float64, 'loglikelihood': 119.54227014865684, 'aic': -231.08454029731368, 'bic': np.float64(-225.75572225661287)}, 795: {'params': mu          0.026192
omega       0.000001
alpha[1]    0.200000
beta[1]     0.700000
Name: params, dtype: float64, 'loglikelihood': 123.14558696149854, 'aic': -238.29117392299707, 'bic': np.float64(-232.96235588229627)}, 800: {'params': mu          0.027261
omega       0.000004
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 120.88056143502021, 'aic': -233.76112287004042, 'bic': np.float64(-228.4323048293396)}, 805: {'params': mu          0.029816
omega       0.000014
alpha[1]    0.200004
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 109.21019217396501, 'aic': -210.42038434793002, 'bic': np.float64(-205.09156630722921)}, 810: {'params': mu          0.033479
omega       0.000016
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 106.33626298659861, 'aic': -204.67252597319722, 'bic': np.float64(-199.34370793249641)}, 815: {'params': mu          0.037252
omega       0.000009
alpha[1]    0.200001
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 107.6460841465193, 'aic': -207.2921682930386, 'bic': np.float64(-201.9633502523378)}, 820: {'params': mu          0.038856
omega       0.000004
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 117.56352221960631, 'aic': -227.12704443921263, 'bic': np.float64(-221.79822639851182)}, 825: {'params': mu          0.038831
omega       0.000009
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 115.46161547635577, 'aic': -222.92323095271155, 'bic': np.float64(-217.59441291201074)}, 830: {'params': mu          0.038505
omega       0.000011
alpha[1]    0.200118
beta[1]     0.299956
Name: params, dtype: float64, 'loglikelihood': 112.75366824734382, 'aic': -217.50733649468765, 'bic': np.float64(-212.17851845398684)}, 835: {'params': mu          0.036106
omega       0.000018
alpha[1]    0.200004
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 104.22720638332908, 'aic': -200.45441276665815, 'bic': np.float64(-195.12559472595734)}, 840: {'params': mu          0.031680
omega       0.000011
alpha[1]    0.200001
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 104.92671225071469, 'aic': -201.85342450142937, 'bic': np.float64(-196.52460646072856)}, 845: {'params': mu          0.029029
omega       0.000008
alpha[1]    0.200000
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 111.1520823341689, 'aic': -214.3041646683378, 'bic': np.float64(-208.97534662763698)}, 850: {'params': mu          0.029031
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 125.2777322245447, 'aic': -242.5554644490894, 'bic': np.float64(-237.2266464083886)}, 855: {'params': mu          0.029766
omega       0.000006
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 119.55317872113835, 'aic': -231.1063574422767, 'bic': np.float64(-225.7775394015759)}, 860: {'params': mu          0.029841
omega       0.000006
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 119.56765507142251, 'aic': -231.13531014284501, 'bic': np.float64(-225.8064921021442)}, 865: {'params': mu          0.031486
omega       0.000004
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 125.53259539746306, 'aic': -243.0651907949261, 'bic': np.float64(-237.7363727542253)}, 870: {'params': mu          0.032538
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 127.78819038943817, 'aic': -247.57638077887634, 'bic': np.float64(-242.24756273817553)}, 875: {'params': mu          0.033738
omega       0.000005
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 124.32108735195207, 'aic': -240.64217470390415, 'bic': np.float64(-235.31335666320334)}, 880: {'params': mu          0.034707
omega       0.000011
alpha[1]    0.200011
beta[1]     0.499993
Name: params, dtype: float64, 'loglikelihood': 107.68454991253394, 'aic': -207.36909982506788, 'bic': np.float64(-202.04028178436707)}, 885: {'params': mu          0.037981
omega       0.000020
alpha[1]    0.200011
beta[1]     0.299996
Name: params, dtype: float64, 'loglikelihood': 103.86453520608688, 'aic': -199.72907041217377, 'bic': np.float64(-194.40025237147296)}, 890: {'params': mu          0.040891
omega       0.000014
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 108.15248473091927, 'aic': -208.30496946183854, 'bic': np.float64(-202.97615142113773)}, 895: {'params': mu          4.238553e-02
omega       3.545616e-07
alpha[1]    1.999999e-01
beta[1]     7.799997e-01
Name: params, dtype: float64, 'loglikelihood': 115.83427156410372, 'aic': -223.66854312820743, 'bic': np.float64(-218.33972508750662)}, 900: {'params': mu          0.042438
omega       0.000004
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 121.69256442693451, 'aic': -235.38512885386902, 'bic': np.float64(-230.0563108131682)}, 905: {'params': mu          0.041771
omega       0.000008
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 112.45480480846427, 'aic': -216.90960961692855, 'bic': np.float64(-211.58079157622774)}, 910: {'params': mu          0.040690
omega       0.000004
alpha[1]    0.200002
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 108.09445576262272, 'aic': -208.18891152524543, 'bic': np.float64(-202.86009348454462)}, 915: {'params': mu          0.037768
omega       0.000018
alpha[1]    0.200002
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 104.00886107255498, 'aic': -200.01772214510996, 'bic': np.float64(-194.68890410440915)}, 920: {'params': mu          3.304409e-02
omega       5.930785e-07
alpha[1]    1.999994e-01
beta[1]     7.799977e-01
Name: params, dtype: float64, 'loglikelihood': 110.69423304089665, 'aic': -213.3884660817933, 'bic': np.float64(-208.0596480410925)}, 925: {'params': mu          3.318252e-02
omega       4.051383e-07
alpha[1]    1.999999e-01
beta[1]     7.799995e-01
Name: params, dtype: float64, 'loglikelihood': 120.25078919573215, 'aic': -232.5015783914643, 'bic': np.float64(-227.1727603507635)}, 930: {'params': mu          0.032704
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 130.36481563984054, 'aic': -252.7296312796811, 'bic': np.float64(-247.40081323898028)}, 935: {'params': mu          0.033366
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 141.85994785679782, 'aic': -275.71989571359563, 'bic': np.float64(-270.3910776728948)}, 940: {'params': mu          0.033864
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 141.85819081004237, 'aic': -275.71638162008475, 'bic': np.float64(-270.38756357938394)}, 945: {'params': mu          3.402421e-02
omega       8.720863e-07
alpha[1]    2.000008e-01
beta[1]     2.999997e-01
Name: params, dtype: float64, 'loglikelihood': 147.1308505343916, 'aic': -286.2617010687832, 'bic': np.float64(-280.9328830280824)}, 950: {'params': mu          0.033735
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 137.1931156672237, 'aic': -266.3862313344474, 'bic': np.float64(-261.0574132937466)}, 955: {'params': mu          0.032942
omega       0.000006
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 116.04146508989723, 'aic': -224.08293017979446, 'bic': np.float64(-218.75411213909365)}, 960: {'params': mu          0.030893
omega       0.000011
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 111.74968833734884, 'aic': -215.4993766746977, 'bic': np.float64(-210.17055863399688)}, 965: {'params': mu          0.031030
omega       0.000018
alpha[1]    0.200005
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 105.2332685320707, 'aic': -202.4665370641414, 'bic': np.float64(-197.13771902344058)}, 970: {'params': mu          0.029711
omega       0.000010
alpha[1]    0.200017
beta[1]     0.699985
Name: params, dtype: float64, 'loglikelihood': 94.05181886707351, 'aic': -180.10363773414701, 'bic': np.float64(-174.7748196934462)}, 975: {'params': mu          0.031779
omega       0.000045
alpha[1]    0.280042
beta[1]     0.449974
Name: params, dtype: float64, 'loglikelihood': 84.24264448411968, 'aic': -160.48528896823936, 'bic': np.float64(-155.15647092753855)}, 980: {'params': mu          0.048397
omega       0.000052
alpha[1]    0.200010
beta[1]     0.499989
Name: params, dtype: float64, 'loglikelihood': 83.88687843764994, 'aic': -159.77375687529988, 'bic': np.float64(-154.44493883459907)}, 985: {'params': mu          0.052306
omega       0.000029
alpha[1]    0.200001
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 95.14232531457863, 'aic': -182.28465062915726, 'bic': np.float64(-176.95583258845645)}, 990: {'params': mu          0.053292
omega       0.000007
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 114.01081134112357, 'aic': -220.02162268224714, 'bic': np.float64(-214.69280464154633)}, 995: {'params': mu          0.053582
omega       0.000006
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 114.93654439127909, 'aic': -221.87308878255817, 'bic': np.float64(-216.54427074185736)}, 1000: {'params': mu          0.054062
omega       0.000004
alpha[1]    0.199999
beta[1]     0.700001
Name: params, dtype: float64, 'loglikelihood': 104.73327878746494, 'aic': -201.46655757492988, 'bic': np.float64(-196.13773953422907)}, 1005: {'params': mu          0.053300
omega       0.000010
alpha[1]    0.200819
beta[1]     0.699284
Name: params, dtype: float64, 'loglikelihood': 94.63547158242794, 'aic': -181.27094316485588, 'bic': np.float64(-175.94212512415507)}, 1010: {'params': mu          0.056845
omega       0.000072
alpha[1]    0.200024
beta[1]     0.299991
Name: params, dtype: float64, 'loglikelihood': 85.16365300741901, 'aic': -162.32730601483803, 'bic': np.float64(-156.99848797413722)}, 1015: {'params': mu          0.069269
omega       0.000051
alpha[1]    0.727986
beta[1]     0.000004
Name: params, dtype: float64, 'loglikelihood': 86.07379395822554, 'aic': -164.14758791645107, 'bic': np.float64(-158.81876987575026)}, 1020: {'params': mu          0.061707
omega       0.000068
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 85.69736345378291, 'aic': -163.39472690756583, 'bic': np.float64(-158.06590886686502)}, 1025: {'params': mu          0.071360
omega       0.000021
alpha[1]    0.785395
beta[1]     0.091253
Name: params, dtype: float64, 'loglikelihood': 86.0825851870459, 'aic': -164.1651703740918, 'bic': np.float64(-158.83635233339098)}, 1030: {'params': mu          0.051787
omega       0.000057
alpha[1]    0.200019
beta[1]     0.499988
Name: params, dtype: float64, 'loglikelihood': 82.23618642836614, 'aic': -156.47237285673228, 'bic': np.float64(-151.14355481603147)}, 1035: {'params': mu          0.046296
omega       0.000042
alpha[1]    0.199998
beta[1]     0.499995
Name: params, dtype: float64, 'loglikelihood': 88.79811192653578, 'aic': -169.59622385307156, 'bic': np.float64(-164.26740581237075)}, 1040: {'params': mu          0.042413
omega       0.000006
alpha[1]    0.200000
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 99.54769779253944, 'aic': -191.09539558507888, 'bic': np.float64(-185.76657754437807)}, 1045: {'params': mu          0.039809
omega       0.000015
alpha[1]    0.200004
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 101.28205607160594, 'aic': -194.56411214321187, 'bic': np.float64(-189.23529410251106)}, 1050: {'params': mu          0.037032
omega       0.000005
alpha[1]    0.200016
beta[1]     0.699986
Name: params, dtype: float64, 'loglikelihood': 100.39823457440647, 'aic': -192.79646914881295, 'bic': np.float64(-187.46765110811214)}, 1055: {'params': mu          0.030974
omega       0.000005
alpha[1]    0.199999
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 101.04355036354802, 'aic': -194.08710072709604, 'bic': np.float64(-188.75828268639523)}, 1060: {'params': mu          0.029392
omega       0.000008
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 109.97062124178024, 'aic': -211.94124248356047, 'bic': np.float64(-206.61242444285966)}, 1065: {'params': mu          0.029692
omega       0.000007
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 118.02691650615297, 'aic': -228.05383301230594, 'bic': np.float64(-222.72501497160513)}, 1070: {'params': mu          0.029506
omega       0.000007
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 111.51596181538427, 'aic': -215.03192363076855, 'bic': np.float64(-209.70310559006774)}, 1075: {'params': mu          0.031898
omega       0.000008
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 110.57820195973717, 'aic': -213.15640391947434, 'bic': np.float64(-207.82758587877353)}, 1080: {'params': mu          0.034125
omega       0.000005
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 117.07478041594719, 'aic': -226.14956083189438, 'bic': np.float64(-220.82074279119357)}, 1085: {'params': mu          0.035261
omega       0.000004
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 120.14048958705077, 'aic': -232.28097917410153, 'bic': np.float64(-226.95216113340072)}, 1090: {'params': mu          0.036179
omega       0.000004
alpha[1]    0.200001
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 110.58564578059853, 'aic': -213.17129156119705, 'bic': np.float64(-207.84247352049624)}, 1095: {'params': mu          0.038157
omega       0.000016
alpha[1]    0.200006
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 100.61523782510596, 'aic': -193.23047565021193, 'bic': np.float64(-187.90165760951112)}, 1100: {'params': mu          0.044743
omega       0.000026
alpha[1]    0.200246
beta[1]     0.299907
Name: params, dtype: float64, 'loglikelihood': 99.09072881194953, 'aic': -190.18145762389906, 'bic': np.float64(-184.85263958319825)}, 1105: {'params': mu          0.048368
omega       0.000012
alpha[1]    0.200000
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 105.6359044904278, 'aic': -203.2718089808556, 'bic': np.float64(-197.9429909401548)}, 1110: {'params': mu          0.049636
omega       0.000008
alpha[1]    0.199996
beta[1]     0.299994
Name: params, dtype: float64, 'loglikelihood': 116.26879819053565, 'aic': -224.5375963810713, 'bic': np.float64(-219.2087783403705)}, 1115: {'params': mu          0.050248
omega       0.000009
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 114.91904296613812, 'aic': -221.83808593227624, 'bic': np.float64(-216.50926789157543)}, 1120: {'params': mu          0.050066
omega       0.000009
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 109.17444343413304, 'aic': -210.34888686826608, 'bic': np.float64(-205.02006882756527)}, 1125: {'params': mu          0.051510
omega       0.000010
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 106.26194459924932, 'aic': -204.52388919849864, 'bic': np.float64(-199.19507115779783)}, 1130: {'params': mu          0.053909
omega       0.000019
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 105.76647161144177, 'aic': -203.53294322288355, 'bic': np.float64(-198.20412518218274)}, 1135: {'params': mu          0.054841
omega       0.000018
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 106.17901959251012, 'aic': -204.35803918502023, 'bic': np.float64(-199.02922114431942)}, 1140: {'params': mu          0.055274
omega       0.000004
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 107.47283297429105, 'aic': -206.9456659485821, 'bic': np.float64(-201.6168479078813)}, 1145: {'params': mu          0.056215
omega       0.000006
alpha[1]    0.200002
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 104.17755629864253, 'aic': -200.35511259728506, 'bic': np.float64(-195.02629455658425)}, 1150: {'params': mu          0.053378
omega       0.000031
alpha[1]    0.200095
beta[1]     0.499941
Name: params, dtype: float64, 'loglikelihood': 92.03720096148427, 'aic': -176.07440192296855, 'bic': np.float64(-170.74558388226774)}, 1155: {'params': mu          0.044247
omega       0.000062
alpha[1]    0.200005
beta[1]     0.299995
Name: params, dtype: float64, 'loglikelihood': 86.68435409148175, 'aic': -165.3687081829635, 'bic': np.float64(-160.0398901422627)}, 1160: {'params': mu          0.035873
omega       0.000009
alpha[1]    0.199999
beta[1]     0.699996
Name: params, dtype: float64, 'loglikelihood': 96.62087212516818, 'aic': -185.24174425033635, 'bic': np.float64(-179.91292620963554)}, 1165: {'params': mu          3.503391e-02
omega       8.369370e-07
alpha[1]    1.999998e-01
beta[1]     7.799991e-01
Name: params, dtype: float64, 'loglikelihood': 112.16024711301651, 'aic': -216.32049422603302, 'bic': np.float64(-210.9916761853322)}, 1170: {'params': mu          3.386132e-02
omega       7.264775e-07
alpha[1]    9.999998e-03
beta[1]     8.900000e-01
Name: params, dtype: float64, 'loglikelihood': 126.56980959956368, 'aic': -245.13961919912737, 'bic': np.float64(-239.81080115842656)}, 1175: {'params': mu          0.034520
omega       0.000006
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 119.00637674164116, 'aic': -230.01275348328232, 'bic': np.float64(-224.68393544258151)}, 1180: {'params': mu          0.035691
omega       0.000009
alpha[1]    0.200013
beta[1]     0.299995
Name: params, dtype: float64, 'loglikelihood': 114.33750779667345, 'aic': -220.6750155933469, 'bic': np.float64(-215.3461975526461)}, 1185: {'params': mu          0.036861
omega       0.000009
alpha[1]    0.574601
beta[1]     0.004152
Name: params, dtype: float64, 'loglikelihood': 112.8744703162861, 'aic': -217.7489406325722, 'bic': np.float64(-212.42012259187138)}, 1190: {'params': mu          0.036829
omega       0.000017
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 105.38914163950923, 'aic': -202.77828327901847, 'bic': np.float64(-197.44946523831766)}, 1195: {'params': mu          0.036260
omega       0.000023
alpha[1]    0.200005
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 101.06226499149933, 'aic': -194.12452998299867, 'bic': np.float64(-188.79571194229786)}, 1200: {'params': mu          0.036790
omega       0.000021
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 103.63747243628251, 'aic': -199.27494487256502, 'bic': np.float64(-193.9461268318642)}, 1205: {'params': mu          3.367005e-02
omega       6.603726e-07
alpha[1]    1.999999e-01
beta[1]     7.799995e-01
Name: params, dtype: float64, 'loglikelihood': 108.71527189855757, 'aic': -209.43054379711515, 'bic': np.float64(-204.10172575641434)}, 1210: {'params': mu          0.032527
omega       0.000014
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 107.5994310065764, 'aic': -207.1988620131528, 'bic': np.float64(-201.87004397245198)}, 1215: {'params': mu          0.029009
omega       0.000003
alpha[1]    0.010000
beta[1]     0.890001
Name: params, dtype: float64, 'loglikelihood': 108.07727875569455, 'aic': -208.1545575113891, 'bic': np.float64(-202.8257394706883)}, 1220: {'params': mu          0.028473
omega       0.000010
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 104.63470555225086, 'aic': -201.26941110450173, 'bic': np.float64(-195.94059306380092)}, 1225: {'params': mu          0.024011
omega       0.000005
alpha[1]    0.200003
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 102.38603842909885, 'aic': -196.7720768581977, 'bic': np.float64(-191.44325881749688)}, 1230: {'params': mu          0.021699
omega       0.000005
alpha[1]    0.200000
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 102.39943575249715, 'aic': -196.7988715049943, 'bic': np.float64(-191.4700534642935)}, 1235: {'params': mu          0.018805
omega       0.000008
alpha[1]    0.200000
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 107.51094059040585, 'aic': -207.0218811808117, 'bic': np.float64(-201.6930631401109)}, 1240: {'params': mu          0.016054
omega       0.000010
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 112.47704807583573, 'aic': -216.95409615167145, 'bic': np.float64(-211.62527811097064)}, 1245: {'params': mu          0.016082
omega       0.000009
alpha[1]    0.201259
beta[1]     0.299528
Name: params, dtype: float64, 'loglikelihood': 113.98054905512325, 'aic': -219.9610981102465, 'bic': np.float64(-214.6322800695457)}, 1250: {'params': mu          0.015493
omega       0.000007
alpha[1]    0.200005
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 110.4719346827044, 'aic': -212.9438693654088, 'bic': np.float64(-207.615051324708)}, 1255: {'params': mu          0.018213
omega       0.000010
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 111.84446758953462, 'aic': -215.68893517906923, 'bic': np.float64(-210.36011713836842)}, 1260: {'params': mu          0.021287
omega       0.000006
alpha[1]    0.200013
beta[1]     0.699989
Name: params, dtype: float64, 'loglikelihood': 102.54794382301435, 'aic': -197.0958876460287, 'bic': np.float64(-191.7670696053279)}, 1265: {'params': mu          0.022741
omega       0.000002
alpha[1]    0.200005
beta[1]     0.779995
Name: params, dtype: float64, 'loglikelihood': 99.56154378862804, 'aic': -191.1230875772561, 'bic': np.float64(-185.79426953655528)}, 1270: {'params': mu          0.026689
omega       0.000030
alpha[1]    0.200024
beta[1]     0.499985
Name: params, dtype: float64, 'loglikelihood': 90.154233906526, 'aic': -172.308467813052, 'bic': np.float64(-166.9796497723512)}, 1275: {'params': mu          0.037936
omega       0.000020
alpha[1]    0.827873
beta[1]     0.000009
Name: params, dtype: float64, 'loglikelihood': 90.20342552910698, 'aic': -172.40685105821396, 'bic': np.float64(-167.07803301751315)}, 1280: {'params': mu          0.028465
omega       0.000011
alpha[1]    0.199278
beta[1]     0.696047
Name: params, dtype: float64, 'loglikelihood': 87.63556475310298, 'aic': -167.27112950620597, 'bic': np.float64(-161.94231146550516)}, 1285: {'params': mu          0.029817
omega       0.000048
alpha[1]    0.199960
beta[1]     0.299746
Name: params, dtype: float64, 'loglikelihood': 89.80051583890682, 'aic': -171.60103167781364, 'bic': np.float64(-166.27221363711283)}, 1290: {'params': mu          0.022796
omega       0.000002
alpha[1]    0.199999
beta[1]     0.779998
Name: params, dtype: float64, 'loglikelihood': 98.6220654161887, 'aic': -189.2441308323774, 'bic': np.float64(-183.9153127916766)}, 1295: {'params': mu          0.023108
omega       0.000005
alpha[1]    0.200000
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 104.60309984923262, 'aic': -201.20619969846524, 'bic': np.float64(-195.87738165776443)}, 1300: {'params': mu          0.021678
omega       0.000004
alpha[1]    0.200002
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 107.4358624759795, 'aic': -206.871724951959, 'bic': np.float64(-201.5429069112582)}, 1305: {'params': mu          0.026816
omega       0.000021
alpha[1]    0.210492
beta[1]     0.296059
Name: params, dtype: float64, 'loglikelihood': 102.29522372187361, 'aic': -196.59044744374722, 'bic': np.float64(-191.2616294030464)}, 1310: {'params': mu          0.027795
omega       0.000021
alpha[1]    0.100000
beta[1]     0.400000
Name: params, dtype: float64, 'loglikelihood': 101.47917508830373, 'aic': -194.95835017660747, 'bic': np.float64(-189.62953213590666)}, 1315: {'params': mu          0.028457
omega       0.000027
alpha[1]    0.200006
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 94.33001901264412, 'aic': -180.66003802528823, 'bic': np.float64(-175.33121998458742)}, 1320: {'params': mu          0.025578
omega       0.000058
alpha[1]    0.200016
beta[1]     0.299994
Name: params, dtype: float64, 'loglikelihood': 88.04262973967023, 'aic': -168.08525947934046, 'bic': np.float64(-162.75644143863965)}, 1325: {'params': mu          0.014476
omega       0.000011
alpha[1]    0.199998
beta[1]     0.699992
Name: params, dtype: float64, 'loglikelihood': 92.46954078963792, 'aic': -176.93908157927584, 'bic': np.float64(-171.61026353857503)}, 1330: {'params': mu          0.013751
omega       0.000001
alpha[1]    0.200000
beta[1]     0.779999
Name: params, dtype: float64, 'loglikelihood': 108.0909694512319, 'aic': -208.1819389024638, 'bic': np.float64(-202.853120861763)}, 1335: {'params': mu          0.013952
omega       0.000002
alpha[1]    0.200000
beta[1]     0.700000
Name: params, dtype: float64, 'loglikelihood': 119.2615033009693, 'aic': -230.5230066019386, 'bic': np.float64(-225.19418856123778)}, 1340: {'params': mu          1.391680e-02
omega       6.392883e-07
alpha[1]    1.999994e-01
beta[1]     6.999979e-01
Name: params, dtype: float64, 'loglikelihood': 129.6998564983748, 'aic': -251.3997129967496, 'bic': np.float64(-246.0708949560488)}, 1345: {'params': mu          0.015713
omega       0.000003
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 123.49951644906027, 'aic': -238.99903289812053, 'bic': np.float64(-233.67021485741972)}, 1350: {'params': mu          0.017385
omega       0.000005
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 124.2064725610734, 'aic': -240.4129451221468, 'bic': np.float64(-235.08412708144598)}, 1355: {'params': mu          0.018574
omega       0.000004
alpha[1]    0.200002
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 108.55236143712197, 'aic': -209.10472287424395, 'bic': np.float64(-203.77590483354314)}, 1360: {'params': mu          0.020758
omega       0.000006
alpha[1]    0.200010
beta[1]     0.699992
Name: params, dtype: float64, 'loglikelihood': 100.93589058644903, 'aic': -193.87178117289807, 'bic': np.float64(-188.54296313219726)}, 1365: {'params': mu          0.029851
omega       0.000030
alpha[1]    0.271416
beta[1]     0.269371
Name: params, dtype: float64, 'loglikelihood': 95.53310400769854, 'aic': -183.06620801539708, 'bic': np.float64(-177.73738997469627)}, 1370: {'params': mu          0.032478
omega       0.000013
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 103.25229112353769, 'aic': -198.50458224707538, 'bic': np.float64(-193.17576420637457)}, 1375: {'params': mu          0.034145
omega       0.000009
alpha[1]    0.199998
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 109.7585536654767, 'aic': -211.5171073309534, 'bic': np.float64(-206.18828929025258)}, 1380: {'params': mu          0.035501
omega       0.000002
alpha[1]    0.200237
beta[1]     0.699792
Name: params, dtype: float64, 'loglikelihood': 113.34770269328564, 'aic': -218.69540538657128, 'bic': np.float64(-213.36658734587047)}, 1385: {'params': mu          0.038589
omega       0.000015
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 106.56490254411523, 'aic': -205.12980508823046, 'bic': np.float64(-199.80098704752965)}, 1390: {'params': mu          0.040558
omega       0.000018
alpha[1]    0.200104
beta[1]     0.299961
Name: params, dtype: float64, 'loglikelihood': 104.57745939205725, 'aic': -201.1549187841145, 'bic': np.float64(-195.8261007434137)}, 1395: {'params': mu          0.039678
omega       0.000017
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 105.32095839072572, 'aic': -202.64191678145144, 'bic': np.float64(-197.31309874075063)}, 1400: {'params': mu          0.039985
omega       0.000015
alpha[1]    0.200002
beta[1]     0.299996
Name: params, dtype: float64, 'loglikelihood': 106.66097248937591, 'aic': -205.32194497875182, 'bic': np.float64(-199.993126938051)}, 1405: {'params': mu          0.037562
omega       0.000019
alpha[1]    0.200083
beta[1]     0.299969
Name: params, dtype: float64, 'loglikelihood': 103.57238114554097, 'aic': -199.14476229108195, 'bic': np.float64(-193.81594425038114)}, 1410: {'params': mu          0.035036
omega       0.000009
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 108.7214310172605, 'aic': -209.442862034521, 'bic': np.float64(-204.1140439938202)}, 1415: {'params': mu          0.034266
omega       0.000005
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 123.28491121954143, 'aic': -238.56982243908286, 'bic': np.float64(-233.24100439838205)}, 1420: {'params': mu          0.034741
omega       0.000005
alpha[1]    0.200159
beta[1]     0.499902
Name: params, dtype: float64, 'loglikelihood': 116.60060082847384, 'aic': -225.2012016569477, 'bic': np.float64(-219.87238361624688)}, 1425: {'params': mu          0.035073
omega       0.000010
alpha[1]    0.200002
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 106.60958026389692, 'aic': -205.21916052779383, 'bic': np.float64(-199.89034248709302)}, 1430: {'params': mu          0.037236
omega       0.000009
alpha[1]    0.200006
beta[1]     0.699995
Name: params, dtype: float64, 'loglikelihood': 95.94266000348712, 'aic': -183.88532000697424, 'bic': np.float64(-178.55650196627343)}, 1435: {'params': mu          3.789012e-02
omega       1.363831e-04
alpha[1]    1.000000e+00
beta[1]     1.505144e-12
Name: params, dtype: float64, 'loglikelihood': 67.94985846502838, 'aic': -127.89971693005677, 'bic': np.float64(-122.57089888935596)}, 1440: {'params': mu          3.926407e-02
omega       8.092804e-06
alpha[1]    9.999996e-01
beta[1]     3.112218e-07
Name: params, dtype: float64, 'loglikelihood': 57.904854885513004, 'aic': -107.80970977102601, 'bic': np.float64(-102.4808917303252)}, 1445: {'params': mu          6.166919e-02
omega       1.266097e-03
alpha[1]    7.833551e-01
beta[1]     5.522526e-09
Name: params, dtype: float64, 'loglikelihood': 38.196505977599735, 'aic': -68.39301195519947, 'bic': np.float64(-63.06419391449865)}, 1450: {'params': mu          8.628909e-02
omega       1.596903e-03
alpha[1]    6.443227e-01
beta[1]     9.288591e-13
Name: params, dtype: float64, 'loglikelihood': 36.26739248845136, 'aic': -64.53478497690271, 'bic': np.float64(-59.2059669362019)}, 1455: {'params': mu          1.531632e-01
omega       1.670894e-03
alpha[1]    7.263991e-01
beta[1]     4.962800e-15
Name: params, dtype: float64, 'loglikelihood': 34.899417613194636, 'aic': -61.79883522638927, 'bic': np.float64(-56.470017185688455)}, 1460: {'params': mu          0.020665
omega       0.000010
alpha[1]    0.877373
beta[1]     0.014952
Name: params, dtype: float64, 'loglikelihood': 46.21111912850226, 'aic': -84.42223825700452, 'bic': np.float64(-79.09342021630371)}, 1465: {'params': mu          0.031183
omega       0.000217
alpha[1]    0.405834
beta[1]     0.275783
Name: params, dtype: float64, 'loglikelihood': 57.29404082938252, 'aic': -106.58808165876503, 'bic': np.float64(-101.25926361806422)}, 1470: {'params': mu          0.032236
omega       0.000055
alpha[1]    0.199982
beta[1]     0.779930
Name: params, dtype: float64, 'loglikelihood': 57.20252250892595, 'aic': -106.4050450178519, 'bic': np.float64(-101.0762269771511)}, 1475: {'params': mu          0.029102
omega       0.000002
alpha[1]    0.200000
beta[1]     0.700000
Name: params, dtype: float64, 'loglikelihood': 117.47695917612222, 'aic': -226.95391835224444, 'bic': np.float64(-221.62510031154363)}, 1480: {'params': mu          0.027391
omega       0.000007
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 117.16096998231822, 'aic': -226.32193996463644, 'bic': np.float64(-220.99312192393563)}, 1485: {'params': mu          0.024529
omega       0.000007
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 117.76982305201965, 'aic': -227.5396461040393, 'bic': np.float64(-222.21082806333848)}, 1490: {'params': mu          2.318996e-02
omega       1.735229e-07
alpha[1]    2.000047e-01
beta[1]     7.799946e-01
Name: params, dtype: float64, 'loglikelihood': 129.94507199461756, 'aic': -251.89014398923513, 'bic': np.float64(-246.56132594853432)}, 1495: {'params': mu          0.023601
omega       0.000002
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 127.19575035156767, 'aic': -246.39150070313534, 'bic': np.float64(-241.06268266243453)}, 1500: {'params': mu          0.023571
omega       0.000001
alpha[1]    0.200003
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 121.05125359302987, 'aic': -234.10250718605974, 'bic': np.float64(-228.77368914535893)}, 1505: {'params': mu          0.025215
omega       0.000002
alpha[1]    0.200004
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 115.2361149984489, 'aic': -222.4722299968978, 'bic': np.float64(-217.14341195619699)}, 1510: {'params': mu          0.028412
omega       0.000004
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 118.10640900984127, 'aic': -228.21281801968254, 'bic': np.float64(-222.88399997898173)}, 1515: {'params': mu          0.028314
omega       0.000008
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 116.89702611273749, 'aic': -225.79405222547499, 'bic': np.float64(-220.46523418477418)}, 1520: {'params': mu          0.029362
omega       0.000007
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 112.38650222173439, 'aic': -216.77300444346878, 'bic': np.float64(-211.44418640276797)}, 1525: {'params': mu          0.030902
omega       0.000008
alpha[1]    0.200004
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 110.07506262876967, 'aic': -212.15012525753934, 'bic': np.float64(-206.82130721683853)}, 1530: {'params': mu          0.030941
omega       0.000008
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 109.74650630134705, 'aic': -211.4930126026941, 'bic': np.float64(-206.1641945619933)}, 1535: {'params': mu          0.027704
omega       0.000013
alpha[1]    0.200006
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 101.7572903909095, 'aic': -195.514580781819, 'bic': np.float64(-190.1857627411182)}, 1540: {'params': mu          0.026598
omega       0.000024
alpha[1]    0.258089
beta[1]     0.270072
Name: params, dtype: float64, 'loglikelihood': 98.65668541355467, 'aic': -189.31337082710934, 'bic': np.float64(-183.98455278640853)}, 1545: {'params': mu          0.029582
omega       0.000024
alpha[1]    0.200017
beta[1]     0.299994
Name: params, dtype: float64, 'loglikelihood': 102.1000571414797, 'aic': -196.2001142829594, 'bic': np.float64(-190.87129624225858)}, 1550: {'params': mu          0.029862
omega       0.000025
alpha[1]    0.200008
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 101.42458944749396, 'aic': -194.84917889498792, 'bic': np.float64(-189.5203608542871)}, 1555: {'params': mu          0.028081
omega       0.000022
alpha[1]    0.200010
beta[1]     0.299996
Name: params, dtype: float64, 'loglikelihood': 103.03188382168814, 'aic': -198.06376764337628, 'bic': np.float64(-192.73494960267547)}, 1560: {'params': mu          0.025529
omega       0.000012
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 104.35675049036155, 'aic': -200.7135009807231, 'bic': np.float64(-195.3846829400223)}, 1565: {'params': mu          0.025133
omega       0.000014
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 108.99045188215348, 'aic': -209.98090376430696, 'bic': np.float64(-204.65208572360615)}, 1570: {'params': mu          0.023784
omega       0.000008
alpha[1]    0.200004
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 109.39537938114799, 'aic': -210.79075876229598, 'bic': np.float64(-205.46194072159517)}, 1575: {'params': mu          2.233855e-02
omega       1.433454e-05
alpha[1]    1.000000e+00
beta[1]     7.123389e-11
Name: params, dtype: float64, 'loglikelihood': 103.7337355237938, 'aic': -199.4674710475876, 'bic': np.float64(-194.13865300688678)}, 1580: {'params': mu          0.024146
omega       0.000016
alpha[1]    0.200011
beta[1]     0.699990
Name: params, dtype: float64, 'loglikelihood': 89.10224683537506, 'aic': -170.2044936707501, 'bic': np.float64(-164.8756756300493)}, 1585: {'params': mu          0.035703
omega       0.000099
alpha[1]    0.200024
beta[1]     0.299970
Name: params, dtype: float64, 'loglikelihood': 79.77512516509275, 'aic': -151.5502503301855, 'bic': np.float64(-146.22143228948468)}, 1590: {'params': mu          0.035927
omega       0.000094
alpha[1]    0.200004
beta[1]     0.299993
Name: params, dtype: float64, 'loglikelihood': 80.54598001407814, 'aic': -153.09196002815628, 'bic': np.float64(-147.76314198745547)}, 1595: {'params': mu          0.029079
omega       0.000061
alpha[1]    0.421164
beta[1]     0.210436
Name: params, dtype: float64, 'loglikelihood': 82.09098989348816, 'aic': -156.1819797869763, 'bic': np.float64(-150.8531617462755)}, 1600: {'params': mu          0.029383
omega       0.000054
alpha[1]    0.200190
beta[1]     0.499879
Name: params, dtype: float64, 'loglikelihood': 81.72955484677712, 'aic': -155.45910969355424, 'bic': np.float64(-150.13029165285343)}, 1605: {'params': mu          0.027916
omega       0.000015
alpha[1]    0.199993
beta[1]     0.699976
Name: params, dtype: float64, 'loglikelihood': 86.44647462036001, 'aic': -164.89294924072001, 'bic': np.float64(-159.5641312000192)}, 1610: {'params': mu          0.028185
omega       0.000030
alpha[1]    0.200010
beta[1]     0.499987
Name: params, dtype: float64, 'loglikelihood': 90.67525658318417, 'aic': -173.35051316636833, 'bic': np.float64(-168.02169512566752)}, 1615: {'params': mu          0.028484
omega       0.000035
alpha[1]    0.238860
beta[1]     0.285704
Name: params, dtype: float64, 'loglikelihood': 94.13325805854284, 'aic': -180.26651611708567, 'bic': np.float64(-174.93769807638486)}, 1620: {'params': mu          0.027253
omega       0.000019
alpha[1]    0.894140
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 90.10203181536542, 'aic': -172.20406363073084, 'bic': np.float64(-166.87524559003003)}, 1625: {'params': mu          0.031199
omega       0.000044
alpha[1]    0.200019
beta[1]     0.499988
Name: params, dtype: float64, 'loglikelihood': 85.19463677414053, 'aic': -162.38927354828107, 'bic': np.float64(-157.06045550758026)}, 1630: {'params': mu          0.030229
omega       0.000044
alpha[1]    0.200002
beta[1]     0.499980
Name: params, dtype: float64, 'loglikelihood': 84.67168497308374, 'aic': -161.34336994616748, 'bic': np.float64(-156.01455190546667)}, 1635: {'params': mu          0.024012
omega       0.000002
alpha[1]    0.199999
beta[1]     0.779998
Name: params, dtype: float64, 'loglikelihood': 92.16809276240141, 'aic': -176.33618552480283, 'bic': np.float64(-171.00736748410202)}, 1640: {'params': mu          0.025101
omega       0.000008
alpha[1]    0.199999
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 97.4606804072729, 'aic': -186.9213608145458, 'bic': np.float64(-181.592542773845)}, 1645: {'params': mu          0.026249
omega       0.000006
alpha[1]    0.199999
beta[1]     0.699996
Name: params, dtype: float64, 'loglikelihood': 100.21424282925346, 'aic': -192.42848565850693, 'bic': np.float64(-187.09966761780612)}, 1650: {'params': mu          0.028528
omega       0.000005
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 103.2367976294833, 'aic': -198.4735952589666, 'bic': np.float64(-193.1447772182658)}, 1655: {'params': mu          0.030744
omega       0.000004
alpha[1]    0.200004
beta[1]     0.699996
Name: params, dtype: float64, 'loglikelihood': 104.66834359755785, 'aic': -201.3366871951157, 'bic': np.float64(-196.0078691544149)}, 1660: {'params': mu          0.036118
omega       0.000009
alpha[1]    0.199999
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 107.2062352668009, 'aic': -206.4124705336018, 'bic': np.float64(-201.083652492901)}, 1665: {'params': mu          0.035935
omega       0.000011
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 111.2638671867085, 'aic': -214.527734373417, 'bic': np.float64(-209.19891633271618)}, 1670: {'params': mu          0.036240
omega       0.000008
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 109.74086223630768, 'aic': -211.48172447261535, 'bic': np.float64(-206.15290643191454)}, 1675: {'params': mu          0.039150
omega       0.000001
alpha[1]    0.200001
beta[1]     0.779999
Name: params, dtype: float64, 'loglikelihood': 100.30248773531699, 'aic': -192.60497547063397, 'bic': np.float64(-187.27615742993316)}, 1680: {'params': mu          0.037764
omega       0.000004
alpha[1]    0.200976
beta[1]     0.779048
Name: params, dtype: float64, 'loglikelihood': 87.71331555346394, 'aic': -167.42663110692789, 'bic': np.float64(-162.09781306622708)}, 1685: {'params': mu          0.039257
omega       0.000079
alpha[1]    0.222509
beta[1]     0.485932
Name: params, dtype: float64, 'loglikelihood': 76.79786443607455, 'aic': -145.5957288721491, 'bic': np.float64(-140.26691083144829)}, 1690: {'params': mu          0.057830
omega       0.000077
alpha[1]    0.200006
beta[1]     0.499985
Name: params, dtype: float64, 'loglikelihood': 78.36408209509369, 'aic': -148.72816419018739, 'bic': np.float64(-143.39934614948658)}, 1695: {'params': mu          0.062784
omega       0.000062
alpha[1]    0.200033
beta[1]     0.499975
Name: params, dtype: float64, 'loglikelihood': 84.30247798723988, 'aic': -160.60495597447976, 'bic': np.float64(-155.27613793377895)}, 1700: {'params': mu          0.065675
omega       0.000005
alpha[1]    0.200214
beta[1]     0.699815
Name: params, dtype: float64, 'loglikelihood': 99.52829483602002, 'aic': -191.05658967204005, 'bic': np.float64(-185.72777163133924)}, 1705: {'params': mu          0.067762
omega       0.000014
alpha[1]    0.200014
beta[1]     0.499992
Name: params, dtype: float64, 'loglikelihood': 101.89255089648974, 'aic': -195.78510179297948, 'bic': np.float64(-190.45628375227867)}, 1710: {'params': mu          0.072695
omega       0.000057
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 84.01182573191122, 'aic': -160.02365146382243, 'bic': np.float64(-154.69483342312162)}, 1715: {'params': mu          0.068842
omega       0.000121
alpha[1]    0.744336
beta[1]     0.007035
Name: params, dtype: float64, 'loglikelihood': 73.55997271283495, 'aic': -139.1199454256699, 'bic': np.float64(-133.7911273849691)}, 1720: {'params': mu          0.035763
omega       0.000131
alpha[1]    0.315977
beta[1]     0.427477
Name: params, dtype: float64, 'loglikelihood': 70.13763428548468, 'aic': -132.27526857096936, 'bic': np.float64(-126.94645053026855)}, 1725: {'params': mu          0.035352
omega       0.000006
alpha[1]    0.199998
beta[1]     0.779992
Name: params, dtype: float64, 'loglikelihood': 82.28750198129045, 'aic': -156.5750039625809, 'bic': np.float64(-151.24618592188008)}, 1730: {'params': mu          0.035062
omega       0.000002
alpha[1]    0.200000
beta[1]     0.779999
Name: params, dtype: float64, 'loglikelihood': 98.62148840375743, 'aic': -189.24297680751485, 'bic': np.float64(-183.91415876681404)}, 1735: {'params': mu          0.035120
omega       0.000004
alpha[1]    0.200001
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 106.4189804449883, 'aic': -204.8379608899766, 'bic': np.float64(-199.5091428492758)}, 1740: {'params': mu          0.036433
omega       0.000007
alpha[1]    0.200003
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 100.6377715049999, 'aic': -193.2755430099998, 'bic': np.float64(-187.946724969299)}, 1745: {'params': mu          0.041217
omega       0.000039
alpha[1]    0.200023
beta[1]     0.299991
Name: params, dtype: float64, 'loglikelihood': 94.45107883837332, 'aic': -180.90215767674664, 'bic': np.float64(-175.57333963604583)}, 1750: {'params': mu          0.043405
omega       0.000034
alpha[1]    0.200005
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 96.22648415508446, 'aic': -184.45296831016893, 'bic': np.float64(-179.12415026946812)}, 1755: {'params': mu          0.044217
omega       0.000041
alpha[1]    0.200028
beta[1]     0.499983
Name: params, dtype: float64, 'loglikelihood': 87.8955207505064, 'aic': -167.7910415010128, 'bic': np.float64(-162.462223460312)}, 1760: {'params': mu          0.044265
omega       0.000059
alpha[1]    0.202387
beta[1]     0.498508
Name: params, dtype: float64, 'loglikelihood': 81.86719275793185, 'aic': -155.7343855158637, 'bic': np.float64(-150.40556747516288)}, 1765: {'params': mu          0.028888
omega       0.000073
alpha[1]    0.200027
beta[1]     0.499977
Name: params, dtype: float64, 'loglikelihood': 78.84193472045544, 'aic': -149.68386944091088, 'bic': np.float64(-144.35505140021007)}, 1770: {'params': mu          0.022412
omega       0.000015
alpha[1]    0.199981
beta[1]     0.699934
Name: params, dtype: float64, 'loglikelihood': 90.7192531930967, 'aic': -173.4385063861934, 'bic': np.float64(-168.1096883454926)}, 1775: {'params': mu          2.165025e-02
omega       8.263051e-07
alpha[1]    1.999999e-01
beta[1]     7.799995e-01
Name: params, dtype: float64, 'loglikelihood': 112.4433400489993, 'aic': -216.8866800979986, 'bic': np.float64(-211.5578620572978)}, 1780: {'params': mu          0.021387
omega       0.000017
alpha[1]    0.200002
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 103.77111095084376, 'aic': -199.54222190168753, 'bic': np.float64(-194.21340386098672)}, 1785: {'params': mu          0.023294
omega       0.000029
alpha[1]    0.200098
beta[1]     0.499939
Name: params, dtype: float64, 'loglikelihood': 94.13732170865973, 'aic': -180.27464341731945, 'bic': np.float64(-174.94582537661864)}, 1790: {'params': mu          0.028227
omega       0.000046
alpha[1]    0.280016
beta[1]     0.269991
Name: params, dtype: float64, 'loglikelihood': 89.29647736996289, 'aic': -170.59295473992577, 'bic': np.float64(-165.26413669922496)}, 1795: {'params': mu          0.030350
omega       0.000042
alpha[1]    0.200018
beta[1]     0.499989
Name: params, dtype: float64, 'loglikelihood': 85.80511392323194, 'aic': -163.61022784646389, 'bic': np.float64(-158.28140980576308)}, 1800: {'params': mu          0.033161
omega       0.000056
alpha[1]    0.237551
beta[1]     0.476531
Name: params, dtype: float64, 'loglikelihood': 81.36406425005225, 'aic': -154.7281285001045, 'bic': np.float64(-149.3993104594037)}, 1805: {'params': mu          0.017808
omega       0.000065
alpha[1]    0.241239
beta[1]     0.439774
Name: params, dtype: float64, 'loglikelihood': 77.2019991164438, 'aic': -146.4039982328876, 'bic': np.float64(-141.0751801921868)}, 1810: {'params': mu          0.013946
omega       0.000004
alpha[1]    0.199998
beta[1]     0.779992
Name: params, dtype: float64, 'loglikelihood': 87.97807969127597, 'aic': -167.95615938255193, 'bic': np.float64(-162.62734134185112)}, 1815: {'params': mu          0.014005
omega       0.000011
alpha[1]    0.199999
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 95.17612473544655, 'aic': -182.3522494708931, 'bic': np.float64(-177.0234314301923)}, 1820: {'params': mu          0.012271
omega       0.000007
alpha[1]    0.200200
beta[1]     0.699825
Name: params, dtype: float64, 'loglikelihood': 101.70262496664384, 'aic': -195.40524993328768, 'bic': np.float64(-190.07643189258687)}, 1825: {'params': mu          0.015131
omega       0.000011
alpha[1]    0.200091
beta[1]     0.699920
Name: params, dtype: float64, 'loglikelihood': 91.77190629123116, 'aic': -175.54381258246232, 'bic': np.float64(-170.2149945417615)}, 1830: {'params': mu          0.026653
omega       0.000039
alpha[1]    0.295727
beta[1]     0.243534
Name: params, dtype: float64, 'loglikelihood': 90.42356552289671, 'aic': -172.84713104579342, 'bic': np.float64(-167.5183130050926)}, 1835: {'params': mu          0.026867
omega       0.000006
alpha[1]    0.199999
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 96.7836559215182, 'aic': -185.5673118430364, 'bic': np.float64(-180.2384938023356)}, 1840: {'params': mu          0.026812
omega       0.000022
alpha[1]    0.200006
beta[1]     0.299995
Name: params, dtype: float64, 'loglikelihood': 101.58375205525677, 'aic': -195.16750411051353, 'bic': np.float64(-189.83868606981272)}, 1845: {'params': mu          0.024828
omega       0.000020
alpha[1]    0.200005
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 102.78949682420577, 'aic': -197.57899364841154, 'bic': np.float64(-192.25017560771073)}, 1850: {'params': mu          0.022145
omega       0.000005
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 101.60945324630754, 'aic': -195.21890649261508, 'bic': np.float64(-189.89008845191427)}, 1855: {'params': mu          0.020487
omega       0.000009
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 108.03055711145272, 'aic': -208.06111422290545, 'bic': np.float64(-202.73229618220464)}, 1860: {'params': mu          2.023813e-02
omega       1.827968e-05
alpha[1]    3.813008e-01
beta[1]     2.464424e-11
Name: params, dtype: float64, 'loglikelihood': 108.54581880838822, 'aic': -209.09163761677644, 'bic': np.float64(-203.76281957607563)}, 1865: {'params': mu          0.019516
omega       0.000018
alpha[1]    0.200004
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 99.54135421762429, 'aic': -191.08270843524858, 'bic': np.float64(-185.75389039454777)}, 1870: {'params': mu          0.020372
omega       0.000028
alpha[1]    0.200039
beta[1]     0.499976
Name: params, dtype: float64, 'loglikelihood': 91.38714894723955, 'aic': -174.7742978944791, 'bic': np.float64(-169.4454798537783)}, 1875: {'params': mu          0.031840
omega       0.000030
alpha[1]    0.200007
beta[1]     0.499989
Name: params, dtype: float64, 'loglikelihood': 90.91107354806594, 'aic': -173.82214709613189, 'bic': np.float64(-168.49332905543108)}, 1880: {'params': mu          0.036063
omega       0.000007
alpha[1]    0.199999
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 100.11098759242068, 'aic': -192.22197518484137, 'bic': np.float64(-186.89315714414056)}, 1885: {'params': mu          0.037298
omega       0.000006
alpha[1]    0.200003
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 102.10281057546823, 'aic': -196.20562115093645, 'bic': np.float64(-190.87680311023564)}, 1890: {'params': mu          0.039656
omega       0.000018
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 105.50320740614295, 'aic': -203.0064148122859, 'bic': np.float64(-197.6775967715851)}, 1895: {'params': mu          0.041797
omega       0.000009
alpha[1]    0.200001
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 107.97726779526369, 'aic': -207.95453559052737, 'bic': np.float64(-202.62571754982656)}, 1900: {'params': mu          0.041974
omega       0.000016
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 106.83860556599988, 'aic': -205.67721113199977, 'bic': np.float64(-200.34839309129896)}, 1905: {'params': mu          0.043682
omega       0.000016
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 106.71490552988436, 'aic': -205.42981105976872, 'bic': np.float64(-200.10099301906791)}, 1910: {'params': mu          0.045797
omega       0.000015
alpha[1]    0.200002
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 101.08836734436888, 'aic': -194.17673468873775, 'bic': np.float64(-188.84791664803694)}, 1915: {'params': mu          0.045117
omega       0.000035
alpha[1]    0.200038
beta[1]     0.499976
Name: params, dtype: float64, 'loglikelihood': 90.68568953814979, 'aic': -173.37137907629958, 'bic': np.float64(-168.04256103559877)}, 1920: {'params': mu          0.052130
omega       0.000064
alpha[1]    0.217855
beta[1]     0.293305
Name: params, dtype: float64, 'loglikelihood': 86.8149795433153, 'aic': -165.6299590866306, 'bic': np.float64(-160.3011410459298)}, 1925: {'params': mu          0.054329
omega       0.000033
alpha[1]    0.199974
beta[1]     0.499936
Name: params, dtype: float64, 'loglikelihood': 91.2848616068066, 'aic': -174.5697232136132, 'bic': np.float64(-169.2409051729124)}, 1930: {'params': mu          0.054552
omega       0.000049
alpha[1]    0.204036
beta[1]     0.497477
Name: params, dtype: float64, 'loglikelihood': 86.26450976375453, 'aic': -164.52901952750906, 'bic': np.float64(-159.20020148680825)}, 1935: {'params': mu          0.060414
omega       0.000036
alpha[1]    0.418661
beta[1]     0.508806
Name: params, dtype: float64, 'loglikelihood': 76.465660312039, 'aic': -144.931320624078, 'bic': np.float64(-139.6025025833772)}, 1940: {'params': mu          0.016970
omega       0.000067
alpha[1]    0.514548
beta[1]     0.260586
Name: params, dtype: float64, 'loglikelihood': 69.16852674375423, 'aic': -130.33705348750846, 'bic': np.float64(-125.00823544680765)}, 1945: {'params': mu          0.016483
omega       0.000115
alpha[1]    0.200654
beta[1]     0.499602
Name: params, dtype: float64, 'loglikelihood': 73.98422398888182, 'aic': -139.96844797776365, 'bic': np.float64(-134.63962993706284)}, 1950: {'params': mu          0.012365
omega       0.000004
alpha[1]    0.199999
beta[1]     0.779995
Name: params, dtype: float64, 'loglikelihood': 89.87439647154797, 'aic': -171.74879294309594, 'bic': np.float64(-166.41997490239513)}, 1955: {'params': mu          0.012397
omega       0.000017
alpha[1]    0.200003
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 99.34215816274614, 'aic': -190.6843163254923, 'bic': np.float64(-185.35549828479148)}, 1960: {'params': mu          0.012339
omega       0.000014
alpha[1]    0.200022
beta[1]     0.499986
Name: params, dtype: float64, 'loglikelihood': 100.8814929890655, 'aic': -193.762985978131, 'bic': np.float64(-188.4341679374302)}, 1965: {'params': mu          0.017360
omega       0.000021
alpha[1]    0.200005
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 102.26548369076481, 'aic': -196.53096738152962, 'bic': np.float64(-191.2021493408288)}, 1970: {'params': mu          0.017325
omega       0.000016
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 106.39267370844209, 'aic': -204.78534741688418, 'bic': np.float64(-199.45652937618337)}, 1975: {'params': mu          0.018756
omega       0.000009
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 113.89353111726072, 'aic': -219.78706223452144, 'bic': np.float64(-214.45824419382063)}, 1980: {'params': mu          0.019440
omega       0.000008
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 116.00692693356625, 'aic': -224.0138538671325, 'bic': np.float64(-218.6850358264317)}, 1985: {'params': mu          0.018524
omega       0.000006
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 121.42885525039732, 'aic': -234.85771050079464, 'bic': np.float64(-229.52889246009383)}, 1990: {'params': mu          0.018787
omega       0.000010
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 108.95744067407584, 'aic': -209.91488134815168, 'bic': np.float64(-204.58606330745087)}, 1995: {'params': mu          0.020372
omega       0.000004
alpha[1]    0.200002
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 104.99931865520122, 'aic': -201.99863731040244, 'bic': np.float64(-196.66981926970163)}, 2000: {'params': mu          0.025684
omega       0.000020
alpha[1]    0.200000
beta[1]     0.299994
Name: params, dtype: float64, 'loglikelihood': 101.79123932468345, 'aic': -195.5824786493669, 'bic': np.float64(-190.25366060866608)}, 2005: {'params': mu          0.024325
omega       0.000027
alpha[1]    0.428776
beta[1]     0.000004
Name: params, dtype: float64, 'loglikelihood': 100.71572290692654, 'aic': -193.4314458138531, 'bic': np.float64(-188.10262777315228)}, 2010: {'params': mu          0.025959
omega       0.000011
alpha[1]    0.199999
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 103.46535633348078, 'aic': -198.93071266696157, 'bic': np.float64(-193.60189462626076)}, 2015: {'params': mu          0.027993
omega       0.000016
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 106.1551262650966, 'aic': -204.3102525301932, 'bic': np.float64(-198.9814344894924)}, 2020: {'params': mu          0.028129
omega       0.000018
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 104.34843452065513, 'aic': -200.69686904131026, 'bic': np.float64(-195.36805100060946)}, 2025: {'params': mu          0.028074
omega       0.000018
alpha[1]    0.200001
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 104.5745236579365, 'aic': -201.149047315873, 'bic': np.float64(-195.82022927517218)}, 2030: {'params': mu          0.029530
omega       0.000012
alpha[1]    0.200082
beta[1]     0.299969
Name: params, dtype: float64, 'loglikelihood': 109.59509049658216, 'aic': -211.19018099316432, 'bic': np.float64(-205.8613629524635)}, 2035: {'params': mu          0.031869
omega       0.000006
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 115.12096461602403, 'aic': -222.24192923204805, 'bic': np.float64(-216.91311119134724)}, 2040: {'params': mu          0.033227
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 126.33426736083044, 'aic': -244.66853472166088, 'bic': np.float64(-239.33971668096007)}, 2045: {'params': mu          0.033572
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 128.33589079708872, 'aic': -248.67178159417745, 'bic': np.float64(-243.34296355347664)}, 2050: {'params': mu          0.033553
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 129.8305040838633, 'aic': -251.6610081677266, 'bic': np.float64(-246.3321901270258)}, 2055: {'params': mu          0.033170
omega       0.000006
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 115.748711734124, 'aic': -223.497423468248, 'bic': np.float64(-218.1686054275472)}, 2060: {'params': mu          0.032274
omega       0.000008
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 116.44701500805635, 'aic': -224.8940300161127, 'bic': np.float64(-219.5652119754119)}, 2065: {'params': mu          0.032558
omega       0.000003
alpha[1]    0.201553
beta[1]     0.698641
Name: params, dtype: float64, 'loglikelihood': 109.70157280880889, 'aic': -211.40314561761778, 'bic': np.float64(-206.07432757691697)}, 2070: {'params': mu          0.031986
omega       0.000011
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 105.63627847993794, 'aic': -203.27255695987589, 'bic': np.float64(-197.94373891917508)}, 2075: {'params': mu          0.034841
omega       0.000029
alpha[1]    0.200004
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 97.92072468842272, 'aic': -187.84144937684545, 'bic': np.float64(-182.51263133614464)}, 2080: {'params': mu          0.038648
omega       0.000015
alpha[1]    0.200001
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 101.21956095456684, 'aic': -194.4391219091337, 'bic': np.float64(-189.11030386843288)}, 2085: {'params': mu          0.039251
omega       0.000009
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 110.3806797691125, 'aic': -212.761359538225, 'bic': np.float64(-207.4325414975242)}, 2090: {'params': mu          0.039447
omega       0.000013
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 106.06481467097359, 'aic': -204.12962934194718, 'bic': np.float64(-198.80081130124637)}, 2095: {'params': mu          0.037122
omega       0.000029
alpha[1]    0.200004
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 99.42583127024196, 'aic': -190.85166254048391, 'bic': np.float64(-185.5228444997831)}, 2100: {'params': mu          0.033601
omega       0.000029
alpha[1]    0.200027
beta[1]     0.299990
Name: params, dtype: float64, 'loglikelihood': 98.64529246272416, 'aic': -189.29058492544831, 'bic': np.float64(-183.9617668847475)}, 2105: {'params': mu          0.030083
omega       0.000004
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 107.11739709473291, 'aic': -206.23479418946582, 'bic': np.float64(-200.905976148765)}, 2110: {'params': mu          0.029358
omega       0.000002
alpha[1]    0.200000
beta[1]     0.700000
Name: params, dtype: float64, 'loglikelihood': 115.53539197282993, 'aic': -223.07078394565985, 'bic': np.float64(-217.74196590495905)}, 2115: {'params': mu          0.029060
omega       0.000004
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 122.0037506464576, 'aic': -236.0075012929152, 'bic': np.float64(-230.6786832522144)}, 2120: {'params': mu          2.990708e-02
omega       5.951709e-07
alpha[1]    9.999998e-03
beta[1]     8.900000e-01
Name: params, dtype: float64, 'loglikelihood': 129.10489086205885, 'aic': -250.2097817241177, 'bic': np.float64(-244.8809636834169)}, 2125: {'params': mu          0.030211
omega       0.000003
alpha[1]    0.200001
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 113.61080742733691, 'aic': -219.22161485467382, 'bic': np.float64(-213.892796813973)}, 2130: {'params': mu          0.031997
omega       0.000012
alpha[1]    0.200004
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 103.85520633691225, 'aic': -199.7104126738245, 'bic': np.float64(-194.38159463312368)}, 2135: {'params': mu          0.037238
omega       0.000015
alpha[1]    0.050000
beta[1]     0.649998
Name: params, dtype: float64, 'loglikelihood': 99.07601176984579, 'aic': -190.15202353969158, 'bic': np.float64(-184.82320549899077)}, 2140: {'params': mu          0.041387
omega       0.000010
alpha[1]    0.200002
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 108.54568186165362, 'aic': -209.09136372330724, 'bic': np.float64(-203.76254568260643)}, 2145: {'params': mu          0.042971
omega       0.000008
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 112.07228190594945, 'aic': -216.1445638118989, 'bic': np.float64(-210.8157457711981)}, 2150: {'params': mu          0.044473
omega       0.000004
alpha[1]    0.245976
beta[1]     0.471550
Name: params, dtype: float64, 'loglikelihood': 119.17965639559165, 'aic': -230.3593127911833, 'bic': np.float64(-225.0304947504825)}, 2155: {'params': mu          0.045906
omega       0.000003
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 120.71974569719131, 'aic': -233.43949139438263, 'bic': np.float64(-228.11067335368182)}, 2160: {'params': mu          0.045507
omega       0.000001
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 120.12313283795658, 'aic': -232.24626567591315, 'bic': np.float64(-226.91744763521234)}, 2165: {'params': mu          0.045264
omega       0.000007
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 116.80683659114094, 'aic': -225.61367318228187, 'bic': np.float64(-220.28485514158106)}, 2170: {'params': mu          0.046779
omega       0.000002
alpha[1]    0.010000
beta[1]     0.890000
Name: params, dtype: float64, 'loglikelihood': 113.50090260407583, 'aic': -219.00180520815167, 'bic': np.float64(-213.67298716745086)}, 2175: {'params': mu          0.047180
omega       0.000002
alpha[1]    0.010000
beta[1]     0.890000
Name: params, dtype: float64, 'loglikelihood': 110.08414075168604, 'aic': -212.16828150337207, 'bic': np.float64(-206.83946346267126)}, 2180: {'params': mu          0.047359
omega       0.000012
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 109.39824399566595, 'aic': -210.7964879913319, 'bic': np.float64(-205.4676699506311)}, 2185: {'params': mu          0.047930
omega       0.000002
alpha[1]    0.010000
beta[1]     0.889999
Name: params, dtype: float64, 'loglikelihood': 111.93216943668054, 'aic': -215.86433887336108, 'bic': np.float64(-210.53552083266027)}, 2190: {'params': mu          0.049916
omega       0.000007
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 116.00709908048285, 'aic': -224.0141981609657, 'bic': np.float64(-218.68538012026488)}, 2195: {'params': mu          0.051014
omega       0.000004
alpha[1]    0.200002
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 108.11402622964926, 'aic': -208.2280524592985, 'bic': np.float64(-202.8992344185977)}, 2200: {'params': mu          0.053921
omega       0.000053
alpha[1]    0.200004
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 91.40284806452622, 'aic': -174.80569612905245, 'bic': np.float64(-169.47687808835164)}, 2205: {'params': mu          0.051853
omega       0.000017
alpha[1]    0.453346
beta[1]     0.498949
Name: params, dtype: float64, 'loglikelihood': 83.2205739424752, 'aic': -158.4411478849504, 'bic': np.float64(-153.1123298442496)}, 2210: {'params': mu          0.065574
omega       0.000068
alpha[1]    0.216765
beta[1]     0.489517
Name: params, dtype: float64, 'loglikelihood': 79.24059582029884, 'aic': -150.48119164059767, 'bic': np.float64(-145.15237359989686)}, 2215: {'params': mu          0.066808
omega       0.000057
alpha[1]    0.416819
beta[1]     0.218691
Name: params, dtype: float64, 'loglikelihood': 84.3474495013508, 'aic': -160.6948990027016, 'bic': np.float64(-155.36608096200078)}, 2220: {'params': mu          0.066512
omega       0.000029
alpha[1]    0.835367
beta[1]     0.000016
Name: params, dtype: float64, 'loglikelihood': 86.23330257889347, 'aic': -164.46660515778694, 'bic': np.float64(-159.13778711708613)}, 2225: {'params': mu          0.077991
omega       0.000050
alpha[1]    0.241813
beta[1]     0.284320
Name: params, dtype: float64, 'loglikelihood': 89.77781442090564, 'aic': -171.55562884181128, 'bic': np.float64(-166.22681080111047)}, 2230: {'params': mu          0.074006
omega       0.000008
alpha[1]    0.199999
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 93.96641224209401, 'aic': -179.93282448418802, 'bic': np.float64(-174.6040064434872)}, 2235: {'params': mu          0.071714
omega       0.000019
alpha[1]    0.199999
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 96.43951098358633, 'aic': -184.87902196717266, 'bic': np.float64(-179.55020392647185)}, 2240: {'params': mu          0.071596
omega       0.000026
alpha[1]    0.200029
beta[1]     0.299989
Name: params, dtype: float64, 'loglikelihood': 99.46925667324466, 'aic': -190.93851334648932, 'bic': np.float64(-185.6096953057885)}, 2245: {'params': mu          0.073695
omega       0.000018
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 104.43929611988112, 'aic': -200.87859223976224, 'bic': np.float64(-195.54977419906143)}, 2250: {'params': mu          0.074624
omega       0.000016
alpha[1]    0.192360
beta[1]     0.288540
Name: params, dtype: float64, 'loglikelihood': 106.08101367575371, 'aic': -204.16202735150742, 'bic': np.float64(-198.8332093108066)}, 2255: {'params': mu          0.072903
omega       0.000019
alpha[1]    0.196103
beta[1]     0.294155
Name: params, dtype: float64, 'loglikelihood': 104.29957496728838, 'aic': -200.59914993457676, 'bic': np.float64(-195.27033189387595)}, 2260: {'params': mu          0.072933
omega       0.000022
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 101.39922948773702, 'aic': -194.79845897547403, 'bic': np.float64(-189.46964093477322)}, 2265: {'params': mu          0.074439
omega       0.000008
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 106.93883649811212, 'aic': -205.87767299622425, 'bic': np.float64(-200.54885495552344)}, 2270: {'params': mu          0.073640
omega       0.000013
alpha[1]    0.117895
beta[1]     0.397700
Name: params, dtype: float64, 'loglikelihood': 107.06892732931476, 'aic': -206.13785465862952, 'bic': np.float64(-200.8090366179287)}, 2275: {'params': mu          0.071710
omega       0.000016
alpha[1]    0.200004
beta[1]     0.699996
Name: params, dtype: float64, 'loglikelihood': 91.48755771748093, 'aic': -174.97511543496185, 'bic': np.float64(-169.64629739426104)}, 2280: {'params': mu          0.070105
omega       0.000034
alpha[1]    0.200124
beta[1]     0.699892
Name: params, dtype: float64, 'loglikelihood': 78.48668058340081, 'aic': -148.97336116680162, 'bic': np.float64(-143.6445431261008)}, 2285: {'params': mu          0.066383
omega       0.000136
alpha[1]    0.402218
beta[1]     0.224167
Name: params, dtype: float64, 'loglikelihood': 72.99424775063324, 'aic': -137.98849550126647, 'bic': np.float64(-132.65967746056566)}, 2290: {'params': mu          0.051549
omega       0.000027
alpha[1]    0.198855
beta[1]     0.687822
Name: params, dtype: float64, 'loglikelihood': 76.76238004799285, 'aic': -145.5247600959857, 'bic': np.float64(-140.1959420552849)}, 2295: {'params': mu          0.053325
omega       0.000020
alpha[1]    0.199936
beta[1]     0.699777
Name: params, dtype: float64, 'loglikelihood': 82.14994654255801, 'aic': -156.29989308511603, 'bic': np.float64(-150.97107504441522)}, 2300: {'params': mu          0.048043
omega       0.000039
alpha[1]    0.200828
beta[1]     0.499036
Name: params, dtype: float64, 'loglikelihood': 86.4054714559695, 'aic': -164.810942911939, 'bic': np.float64(-159.4821248712382)}, 2305: {'params': mu          0.046563
omega       0.000059
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 87.76760196395657, 'aic': -167.53520392791313, 'bic': np.float64(-162.20638588721232)}, 2310: {'params': mu          0.046485
omega       0.000050
alpha[1]    0.314992
beta[1]     0.258560
Name: params, dtype: float64, 'loglikelihood': 89.91936528060232, 'aic': -171.83873056120464, 'bic': np.float64(-166.50991252050383)}, 2315: {'params': mu          0.039591
omega       0.000034
alpha[1]    0.200012
beta[1]     0.499988
Name: params, dtype: float64, 'loglikelihood': 90.19894380003954, 'aic': -172.3978876000791, 'bic': np.float64(-167.06906955937828)}, 2320: {'params': mu          0.037307
omega       0.000007
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 101.49620281192115, 'aic': -194.9924056238423, 'bic': np.float64(-189.6635875831415)}, 2325: {'params': mu          0.036137
omega       0.000004
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 119.48401543574494, 'aic': -230.96803087148987, 'bic': np.float64(-225.63921283078906)}, 2330: {'params': mu          0.035023
omega       0.000009
alpha[1]    0.102309
beta[1]     0.398974
Name: params, dtype: float64, 'loglikelihood': 114.11146819401971, 'aic': -220.22293638803941, 'bic': np.float64(-214.8941183473386)}, 2335: {'params': mu          0.033936
omega       0.000009
alpha[1]    0.099034
beta[1]     0.396022
Name: params, dtype: float64, 'loglikelihood': 114.08777272519545, 'aic': -220.1755454503909, 'bic': np.float64(-214.8467274096901)}, 2340: {'params': mu          0.034878
omega       0.000019
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 105.02070081750746, 'aic': -202.04140163501492, 'bic': np.float64(-196.7125835943141)}, 2345: {'params': mu          0.034400
omega       0.000024
alpha[1]    0.200017
beta[1]     0.699985
Name: params, dtype: float64, 'loglikelihood': 86.35589747615441, 'aic': -164.71179495230882, 'bic': np.float64(-159.382976911608)}, 2350: {'params': mu          0.039651
omega       0.000115
alpha[1]    0.230409
beta[1]     0.480995
Name: params, dtype: float64, 'loglikelihood': 73.47453308169669, 'aic': -138.94906616339338, 'bic': np.float64(-133.62024812269257)}, 2355: {'params': mu          0.062632
omega       0.000130
alpha[1]    0.200020
beta[1]     0.499925
Name: params, dtype: float64, 'loglikelihood': 69.73896110356155, 'aic': -131.4779222071231, 'bic': np.float64(-126.14910416642229)}, 2360: {'params': mu          0.071954
omega       0.000082
alpha[1]    0.555162
beta[1]     0.140988
Name: params, dtype: float64, 'loglikelihood': 75.9392891771562, 'aic': -143.8785783543124, 'bic': np.float64(-138.54976031361159)}, 2365: {'params': mu          0.075202
omega       0.000031
alpha[1]    1.000000
beta[1]     0.000167
Name: params, dtype: float64, 'loglikelihood': 81.26115541869638, 'aic': -154.52231083739275, 'bic': np.float64(-149.19349279669194)}, 2370: {'params': mu          0.073623
omega       0.000038
alpha[1]    0.341575
beta[1]     0.512407
Name: params, dtype: float64, 'loglikelihood': 72.98045244035707, 'aic': -137.96090488071414, 'bic': np.float64(-132.63208684001333)}, 2375: {'params': mu          0.040247
omega       0.000204
alpha[1]    0.899972
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 75.21013169452796, 'aic': -142.42026338905592, 'bic': np.float64(-137.0914453483551)}, 2380: {'params': mu          0.037829
omega       0.000060
alpha[1]    0.199997
beta[1]     0.499991
Name: params, dtype: float64, 'loglikelihood': 85.03747699280449, 'aic': -162.07495398560897, 'bic': np.float64(-156.74613594490816)}, 2385: {'params': mu          0.038573
omega       0.000024
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 101.95605443246183, 'aic': -195.91210886492365, 'bic': np.float64(-190.58329082422284)}, 2390: {'params': mu          0.038425
omega       0.000022
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 103.14774553021017, 'aic': -198.29549106042035, 'bic': np.float64(-192.96667301971954)}, 2395: {'params': mu          0.040276
omega       0.000015
alpha[1]    0.200005
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 102.77939978247491, 'aic': -197.55879956494982, 'bic': np.float64(-192.229981524249)}, 2400: {'params': mu          0.041965
omega       0.000023
alpha[1]    0.207403
beta[1]     0.496453
Name: params, dtype: float64, 'loglikelihood': 96.84657639937979, 'aic': -185.69315279875957, 'bic': np.float64(-180.36433475805876)}, 2405: {'params': mu          0.044129
omega       0.000031
alpha[1]    0.202121
beta[1]     0.698144
Name: params, dtype: float64, 'loglikelihood': 85.48126916672697, 'aic': -162.96253833345395, 'bic': np.float64(-157.63372029275314)}, 2410: {'params': mu          0.047476
omega       0.000038
alpha[1]    0.200640
beta[1]     0.699440
Name: params, dtype: float64, 'loglikelihood': 75.12302297119929, 'aic': -142.24604594239858, 'bic': np.float64(-136.91722790169777)}, 2415: {'params': mu          0.070441
omega       0.000009
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 75.83347192287846, 'aic': -143.66694384575692, 'bic': np.float64(-138.3381258050561)}, 2420: {'params': mu          7.301834e-02
omega       4.109003e-05
alpha[1]    1.000000e+00
beta[1]     3.989952e-14
Name: params, dtype: float64, 'loglikelihood': 72.79137920283584, 'aic': -137.58275840567168, 'bic': np.float64(-132.25394036497087)}, 2425: {'params': mu          0.077488
omega       0.000040
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 71.24424940618854, 'aic': -134.4884988123771, 'bic': np.float64(-129.15968077167628)}, 2430: {'params': mu          3.126005e-02
omega       8.463640e-07
alpha[1]    4.002439e-01
beta[1]     5.566611e-01
Name: params, dtype: float64, 'loglikelihood': 78.5999303226182, 'aic': -149.1998606452364, 'bic': np.float64(-143.8710426045356)}, 2435: {'params': mu          0.036192
omega       0.000045
alpha[1]    0.199993
beta[1]     0.699975
Name: params, dtype: float64, 'loglikelihood': 75.84242401552895, 'aic': -143.6848480310579, 'bic': np.float64(-138.3560299903571)}, 2440: {'params': mu          0.036673
omega       0.000037
alpha[1]    0.200027
beta[1]     0.499975
Name: params, dtype: float64, 'loglikelihood': 88.91767946583671, 'aic': -169.83535893167343, 'bic': np.float64(-164.50654089097262)}, 2445: {'params': mu          0.033705
omega       0.000012
alpha[1]    0.200012
beta[1]     0.699990
Name: params, dtype: float64, 'loglikelihood': 91.51243372845119, 'aic': -175.02486745690237, 'bic': np.float64(-169.69604941620156)}, 2450: {'params': mu          0.047898
omega       0.000038
alpha[1]    0.200156
beta[1]     0.499888
Name: params, dtype: float64, 'loglikelihood': 87.20899053774608, 'aic': -166.41798107549215, 'bic': np.float64(-161.08916303479134)}, 2455: {'params': mu          0.049488
omega       0.000026
alpha[1]    0.199998
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 93.30694070116952, 'aic': -178.61388140233905, 'bic': np.float64(-173.28506336163824)}, 2460: {'params': mu          0.051518
omega       0.000021
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 103.31151473567196, 'aic': -198.62302947134393, 'bic': np.float64(-193.29421143064312)}, 2465: {'params': mu          0.052086
omega       0.000011
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 111.88614687023504, 'aic': -215.77229374047008, 'bic': np.float64(-210.44347569976927)}, 2470: {'params': mu          0.050168
omega       0.000011
alpha[1]    0.201335
beta[1]     0.499165
Name: params, dtype: float64, 'loglikelihood': 104.21049679808527, 'aic': -200.42099359617055, 'bic': np.float64(-195.09217555546974)}, 2475: {'params': mu          0.047953
omega       0.000014
alpha[1]    0.200005
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 101.49309306505343, 'aic': -194.98618613010686, 'bic': np.float64(-189.65736808940605)}, 2480: {'params': mu          0.046085
omega       0.000017
alpha[1]    0.218430
beta[1]     0.488481
Name: params, dtype: float64, 'loglikelihood': 98.83277940701953, 'aic': -189.66555881403906, 'bic': np.float64(-184.33674077333825)}, 2485: {'params': mu          0.039473
omega       0.000011
alpha[1]    0.200021
beta[1]     0.699981
Name: params, dtype: float64, 'loglikelihood': 92.18723584973407, 'aic': -176.37447169946813, 'bic': np.float64(-171.04565365876732)}, 2490: {'params': mu          0.036091
omega       0.000014
alpha[1]    0.200008
beta[1]     0.699992
Name: params, dtype: float64, 'loglikelihood': 88.76771254612363, 'aic': -169.53542509224727, 'bic': np.float64(-164.20660705154646)}, 2495: {'params': mu          0.030965
omega       0.000013
alpha[1]    0.200796
beta[1]     0.699262
Name: params, dtype: float64, 'loglikelihood': 86.72662864391572, 'aic': -165.45325728783143, 'bic': np.float64(-160.12443924713062)}, 2500: {'params': mu          0.015528
omega       0.000011
alpha[1]    0.199998
beta[1]     0.699992
Name: params, dtype: float64, 'loglikelihood': 93.39583881749238, 'aic': -178.79167763498475, 'bic': np.float64(-173.46285959428394)}, 2505: {'params': mu          0.014676
omega       0.000016
alpha[1]    0.200000
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 104.71284374907717, 'aic': -201.42568749815433, 'bic': np.float64(-196.09686945745352)}, 2510: {'params': mu          0.014562
omega       0.000004
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 119.75385445544114, 'aic': -231.5077089108823, 'bic': np.float64(-226.17889087018148)}, 2515: {'params': mu          0.014598
omega       0.000006
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 113.31319815173381, 'aic': -218.62639630346763, 'bic': np.float64(-213.29757826276682)}, 2520: {'params': mu          0.016757
omega       0.000011
alpha[1]    0.200007
beta[1]     0.699994
Name: params, dtype: float64, 'loglikelihood': 95.61522210043567, 'aic': -183.23044420087135, 'bic': np.float64(-177.90162616017054)}, 2525: {'params': mu          0.020909
omega       0.000024
alpha[1]    0.200039
beta[1]     0.699966
Name: params, dtype: float64, 'loglikelihood': 83.8279921571544, 'aic': -159.6559843143088, 'bic': np.float64(-154.327166273608)}, 2530: {'params': mu          0.025957
omega       0.000030
alpha[1]    0.232267
beta[1]     0.671766
Name: params, dtype: float64, 'loglikelihood': 76.79124047292404, 'aic': -145.5824809458481, 'bic': np.float64(-140.25366290514728)}, 2535: {'params': mu          0.051223
omega       0.000080
alpha[1]    0.212411
beta[1]     0.492237
Name: params, dtype: float64, 'loglikelihood': 77.8884922911368, 'aic': -147.7769845822736, 'bic': np.float64(-142.4481665415728)}, 2540: {'params': mu          0.051978
omega       0.000048
alpha[1]    0.199976
beta[1]     0.499940
Name: params, dtype: float64, 'loglikelihood': 85.72582822478913, 'aic': -163.45165644957825, 'bic': np.float64(-158.12283840887744)}, 2545: {'params': mu          0.052738
omega       0.000026
alpha[1]    0.310287
beta[1]     0.431463
Name: params, dtype: float64, 'loglikelihood': 91.1293017747025, 'aic': -174.258603549405, 'bic': np.float64(-168.92978550870419)}, 2550: {'params': mu          0.054335
omega       0.000022
alpha[1]    0.200951
beta[1]     0.699168
Name: params, dtype: float64, 'loglikelihood': 82.04792223455094, 'aic': -156.09584446910188, 'bic': np.float64(-150.76702642840107)}, 2555: {'params': mu          0.038977
omega       0.000025
alpha[1]    0.260853
beta[1]     0.642229
Name: params, dtype: float64, 'loglikelihood': 78.71320740317341, 'aic': -149.42641480634683, 'bic': np.float64(-144.09759676564602)}, 2560: {'params': mu          0.026530
omega       0.000059
alpha[1]    0.197955
beta[1]     0.494874
Name: params, dtype: float64, 'loglikelihood': 82.58023530537672, 'aic': -157.16047061075344, 'bic': np.float64(-151.83165257005263)}, 2565: {'params': mu          0.023390
omega       0.000001
alpha[1]    0.199999
beta[1]     0.779996
Name: params, dtype: float64, 'loglikelihood': 97.34307934300847, 'aic': -186.68615868601694, 'bic': np.float64(-181.35734064531613)}, 2570: {'params': mu          0.024233
omega       0.000003
alpha[1]    0.199999
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 106.67149654740761, 'aic': -205.34299309481523, 'bic': np.float64(-200.01417505411442)}, 2575: {'params': mu          0.021582
omega       0.000007
alpha[1]    0.200004
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 110.36481519990073, 'aic': -212.72963039980147, 'bic': np.float64(-207.40081235910066)}, 2580: {'params': mu          0.021883
omega       0.000012
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 109.64645627803604, 'aic': -211.29291255607208, 'bic': np.float64(-205.96409451537127)}, 2585: {'params': mu          0.024079
omega       0.000007
alpha[1]    0.200006
beta[1]     0.499994
Name: params, dtype: float64, 'loglikelihood': 110.92818424430311, 'aic': -213.85636848860622, 'bic': np.float64(-208.5275504479054)}, 2590: {'params': mu          2.392087e-02
omega       2.665485e-05
alpha[1]    1.000000e+00
beta[1]     1.472364e-12
Name: params, dtype: float64, 'loglikelihood': 98.46170850961076, 'aic': -188.92341701922152, 'bic': np.float64(-183.5945989785207)}, 2595: {'params': mu          0.022215
omega       0.000015
alpha[1]    0.373852
beta[1]     0.550520
Name: params, dtype: float64, 'loglikelihood': 86.09169707346285, 'aic': -164.1833941469257, 'bic': np.float64(-158.8545761062249)}, 2600: {'params': mu          0.027690
omega       0.000044
alpha[1]    0.200131
beta[1]     0.699885
Name: params, dtype: float64, 'loglikelihood': 72.57357216899965, 'aic': -137.1471443379993, 'bic': np.float64(-131.81832629729848)}, 2605: {'params': mu          0.051959
omega       0.000125
alpha[1]    0.200030
beta[1]     0.499954
Name: params, dtype: float64, 'loglikelihood': 70.64950211442299, 'aic': -133.29900422884597, 'bic': np.float64(-127.97018618814516)}, 2610: {'params': mu          0.055195
omega       0.000146
alpha[1]    0.200026
beta[1]     0.299990
Name: params, dtype: float64, 'loglikelihood': 75.80834454333494, 'aic': -143.61668908666988, 'bic': np.float64(-138.28787104596907)}, 2615: {'params': mu          0.058803
omega       0.000082
alpha[1]    0.344931
beta[1]     0.409418
Name: params, dtype: float64, 'loglikelihood': 76.10003229068329, 'aic': -144.20006458136658, 'bic': np.float64(-138.87124654066577)}, 2620: {'params': mu          0.062052
omega       0.000091
alpha[1]    0.497695
beta[1]     0.297839
Name: params, dtype: float64, 'loglikelihood': 72.18728653486667, 'aic': -136.37457306973334, 'bic': np.float64(-131.04575502903253)}, 2625: {'params': mu          0.027705
omega       0.000052
alpha[1]    0.199929
beta[1]     0.699753
Name: params, dtype: float64, 'loglikelihood': 69.65903416656704, 'aic': -131.31806833313408, 'bic': np.float64(-125.98925029243327)}, 2630: {'params': mu          0.020446
omega       0.000035
alpha[1]    0.199992
beta[1]     0.699974
Name: params, dtype: float64, 'loglikelihood': 77.45811853001508, 'aic': -146.91623706003017, 'bic': np.float64(-141.58741901932936)}, 2635: {'params': mu          0.016507
omega       0.000032
alpha[1]    0.199992
beta[1]     0.499980
Name: params, dtype: float64, 'loglikelihood': 90.38918388278252, 'aic': -172.77836776556504, 'bic': np.float64(-167.44954972486423)}, 2640: {'params': mu          1.112273e-02
omega       8.152376e-07
alpha[1]    1.999997e-01
beta[1]     7.799988e-01
Name: params, dtype: float64, 'loglikelihood': 109.45112364667034, 'aic': -210.90224729334068, 'bic': np.float64(-205.57342925263987)}, 2645: {'params': mu          1.161625e-02
omega       3.906269e-07
alpha[1]    1.999999e-01
beta[1]     7.799994e-01
Name: params, dtype: float64, 'loglikelihood': 119.72042457259856, 'aic': -231.44084914519712, 'bic': np.float64(-226.1120311044963)}, 2650: {'params': mu          1.087789e-02
omega       8.718415e-07
alpha[1]    2.000006e-01
beta[1]     6.999994e-01
Name: params, dtype: float64, 'loglikelihood': 126.57577728173118, 'aic': -245.15155456346235, 'bic': np.float64(-239.82273652276155)}, 2655: {'params': mu          0.012413
omega       0.000002
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 129.0584957606837, 'aic': -250.11699152136742, 'bic': np.float64(-244.78817348066661)}, 2660: {'params': mu          0.014471
omega       0.000004
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 118.8728602126448, 'aic': -229.7457204252896, 'bic': np.float64(-224.41690238458878)}, 2665: {'params': mu          0.015595
omega       0.000003
alpha[1]    0.200002
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 112.61009290257799, 'aic': -217.22018580515598, 'bic': np.float64(-211.89136776445517)}, 2670: {'params': mu          0.017922
omega       0.000012
alpha[1]    0.200006
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 104.04191643658214, 'aic': -200.08383287316428, 'bic': np.float64(-194.75501483246347)}, 2675: {'params': mu          0.022029
omega       0.000016
alpha[1]    0.200291
beta[1]     0.299891
Name: params, dtype: float64, 'loglikelihood': 105.50302389564187, 'aic': -203.00604779128375, 'bic': np.float64(-197.67722975058294)}, 2680: {'params': mu          0.021771
omega       0.000019
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 103.76274169725184, 'aic': -199.52548339450368, 'bic': np.float64(-194.19666535380287)}, 2685: {'params': mu          0.023172
omega       0.000012
alpha[1]    0.200010
beta[1]     0.499994
Name: params, dtype: float64, 'loglikelihood': 103.0507279444878, 'aic': -198.1014558889756, 'bic': np.float64(-192.7726378482748)}, 2690: {'params': mu          0.016044
omega       0.000016
alpha[1]    0.200005
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 100.36049904904056, 'aic': -192.7209980980811, 'bic': np.float64(-187.3921800573803)}, 2695: {'params': mu          0.012717
omega       0.000004
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 106.79725675024758, 'aic': -205.59451350049517, 'bic': np.float64(-200.26569545979436)}, 2700: {'params': mu          0.011360
omega       0.000002
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 115.09431403053784, 'aic': -222.1886280610757, 'bic': np.float64(-216.85981002037488)}, 2705: {'params': mu          0.009694
omega       0.000003
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 122.43352752954522, 'aic': -236.86705505909043, 'bic': np.float64(-231.53823701838962)}, 2710: {'params': mu          7.599768e-03
omega       6.505664e-07
alpha[1]    1.999999e-01
beta[1]     6.999995e-01
Name: params, dtype: float64, 'loglikelihood': 130.19025719210006, 'aic': -252.38051438420013, 'bic': np.float64(-247.05169634349932)}, 2715: {'params': mu          0.008054
omega       0.000002
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 131.824338030042, 'aic': -255.64867606008397, 'bic': np.float64(-250.31985801938316)}, 2720: {'params': mu          0.008011
omega       0.000003
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 125.40268875856977, 'aic': -242.80537751713953, 'bic': np.float64(-237.47655947643872)}, 2725: {'params': mu          0.009130
omega       0.000004
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 120.56269552980848, 'aic': -233.12539105961696, 'bic': np.float64(-227.79657301891615)}, 2730: {'params': mu          0.011832
omega       0.000003
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 123.45358764272235, 'aic': -238.9071752854447, 'bic': np.float64(-233.5783572447439)}, 2735: {'params': mu          0.012017
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 125.95750959749893, 'aic': -243.91501919499785, 'bic': np.float64(-238.58620115429704)}, 2740: {'params': mu          0.012351
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 130.49740877085927, 'aic': -252.99481754171853, 'bic': np.float64(-247.66599950101772)}, 2745: {'params': mu          0.012696
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 132.71280970476022, 'aic': -257.42561940952044, 'bic': np.float64(-252.09680136881963)}, 2750: {'params': mu          0.012795
omega       0.000001
alpha[1]    0.010000
beta[1]     0.890000
Name: params, dtype: float64, 'loglikelihood': 119.0600908168058, 'aic': -230.1201816336116, 'bic': np.float64(-224.79136359291078)}, 2755: {'params': mu          0.012616
omega       0.000035
alpha[1]    0.200847
beta[1]     0.699259
Name: params, dtype: float64, 'loglikelihood': 82.96768863456494, 'aic': -157.93537726912987, 'bic': np.float64(-152.60655922842906)}, 2760: {'params': mu          0.014406
omega       0.000048
alpha[1]    0.242399
beta[1]     0.662901
Name: params, dtype: float64, 'loglikelihood': 72.36227303786903, 'aic': -136.72454607573806, 'bic': np.float64(-131.39572803503725)}, 2765: {'params': mu          0.053538
omega       0.000178
alpha[1]    0.726043
beta[1]     0.000991
Name: params, dtype: float64, 'loglikelihood': 67.84337988783473, 'aic': -127.68675977566946, 'bic': np.float64(-122.35794173496865)}, 2770: {'params': mu          0.048916
omega       0.000165
alpha[1]    0.471455
beta[1]     0.196542
Name: params, dtype: float64, 'loglikelihood': 67.12243536556987, 'aic': -126.24487073113974, 'bic': np.float64(-120.91605269043893)}, 2775: {'params': mu          0.059306
omega       0.000004
alpha[1]    0.918666
beta[1]     0.010088
Name: params, dtype: float64, 'loglikelihood': 75.05489584856629, 'aic': -142.10979169713258, 'bic': np.float64(-136.78097365643177)}, 2780: {'params': mu          0.023780
omega       0.000009
alpha[1]    0.199988
beta[1]     0.779952
Name: params, dtype: float64, 'loglikelihood': 71.35960525568369, 'aic': -134.71921051136738, 'bic': np.float64(-129.39039247066657)}, 2785: {'params': mu          0.025678
omega       0.000006
alpha[1]    0.199997
beta[1]     0.779988
Name: params, dtype: float64, 'loglikelihood': 79.71880764932249, 'aic': -151.43761529864497, 'bic': np.float64(-146.10879725794416)}, 2790: {'params': mu          0.027247
omega       0.000015
alpha[1]    0.199994
beta[1]     0.699978
Name: params, dtype: float64, 'loglikelihood': 87.43034067578529, 'aic': -166.86068135157058, 'bic': np.float64(-161.53186331086977)}, 2795: {'params': mu          0.027210
omega       0.000020
alpha[1]    0.200338
beta[1]     0.699704
Name: params, dtype: float64, 'loglikelihood': 84.07573504151948, 'aic': -160.15147008303896, 'bic': np.float64(-154.82265204233815)}, 2800: {'params': mu          0.032506
omega       0.000023
alpha[1]    0.200017
beta[1]     0.699985
Name: params, dtype: float64, 'loglikelihood': 81.71565754363648, 'aic': -155.43131508727296, 'bic': np.float64(-150.10249704657215)}, 2805: {'params': mu          0.038668
omega       0.000021
alpha[1]    0.240599
beta[1]     0.664582
Name: params, dtype: float64, 'loglikelihood': 79.81632327854966, 'aic': -151.63264655709932, 'bic': np.float64(-146.3038285163985)}, 2810: {'params': mu          0.050463
omega       0.000045
alpha[1]    0.199157
beta[1]     0.497847
Name: params, dtype: float64, 'loglikelihood': 84.37148474602301, 'aic': -160.74296949204603, 'bic': np.float64(-155.41415145134522)}, 2815: {'params': mu          0.051230
omega       0.000056
alpha[1]    0.358308
beta[1]     0.240516
Name: params, dtype: float64, 'loglikelihood': 85.64109390321858, 'aic': -163.28218780643715, 'bic': np.float64(-157.95336976573634)}, 2820: {'params': mu          0.054214
omega       0.000051
alpha[1]    0.314379
beta[1]     0.428513
Name: params, dtype: float64, 'loglikelihood': 81.51480975230716, 'aic': -155.02961950461432, 'bic': np.float64(-149.7008014639135)}, 2825: {'params': mu          0.036175
omega       0.000066
alpha[1]    0.201227
beta[1]     0.499231
Name: params, dtype: float64, 'loglikelihood': 81.51881234024444, 'aic': -155.03762468048888, 'bic': np.float64(-149.70880663978807)}, 2830: {'params': mu          0.032260
omega       0.000042
alpha[1]    0.200001
beta[1]     0.499995
Name: params, dtype: float64, 'loglikelihood': 91.11091919928198, 'aic': -174.22183839856396, 'bic': np.float64(-168.89302035786315)}, 2835: {'params': mu          0.029274
omega       0.000008
alpha[1]    0.200001
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 97.20896074400667, 'aic': -186.41792148801335, 'bic': np.float64(-181.08910344731254)}, 2840: {'params': mu          0.027414
omega       0.000009
alpha[1]    0.200005
beta[1]     0.699995
Name: params, dtype: float64, 'loglikelihood': 94.86108178367463, 'aic': -181.72216356734927, 'bic': np.float64(-176.39334552664846)}, 2845: {'params': mu          0.014558
omega       0.000002
alpha[1]    0.199996
beta[1]     0.779982
Name: params, dtype: float64, 'loglikelihood': 92.71584280314818, 'aic': -177.43168560629636, 'bic': np.float64(-172.10286756559555)}, 2850: {'params': mu          0.014240
omega       0.000001
alpha[1]    0.200000
beta[1]     0.779999
Name: params, dtype: float64, 'loglikelihood': 101.7919315460332, 'aic': -195.5838630920664, 'bic': np.float64(-190.25504505136558)}, 2855: {'params': mu          1.509291e-02
omega       6.750405e-07
alpha[1]    1.999998e-01
beta[1]     7.799993e-01
Name: params, dtype: float64, 'loglikelihood': 111.72384094667851, 'aic': -215.44768189335701, 'bic': np.float64(-210.1188638526562)}, 2860: {'params': mu          0.014604
omega       0.000003
alpha[1]    0.199999
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 123.59985219510199, 'aic': -239.19970439020398, 'bic': np.float64(-233.87088634950317)}, 2865: {'params': mu          0.014243
omega       0.000003
alpha[1]    0.200080
beta[1]     0.499951
Name: params, dtype: float64, 'loglikelihood': 122.48322810425718, 'aic': -236.96645620851436, 'bic': np.float64(-231.63763816781355)}, 2870: {'params': mu          0.014938
omega       0.000002
alpha[1]    0.200004
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 118.1254864408254, 'aic': -228.2509728816508, 'bic': np.float64(-222.92215484095)}, 2875: {'params': mu          0.014650
omega       0.000003
alpha[1]    0.200011
beta[1]     0.699991
Name: params, dtype: float64, 'loglikelihood': 109.08643168507457, 'aic': -210.17286337014914, 'bic': np.float64(-204.84404532944833)}, 2880: {'params': mu          0.008129
omega       0.000007
alpha[1]    0.200006
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 113.06271686294986, 'aic': -218.1254337258997, 'bic': np.float64(-212.7966156851989)}, 2885: {'params': mu          0.007721
omega       0.000004
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 124.20957744810343, 'aic': -240.41915489620686, 'bic': np.float64(-235.09033685550605)}, 2890: {'params': mu          0.008084
omega       0.000001
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 137.09884422293544, 'aic': -266.1976884458709, 'bic': np.float64(-260.86887040517007)}, 2895: {'params': mu          0.008343
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 134.29586871634152, 'aic': -260.59173743268303, 'bic': np.float64(-255.26291939198222)}, 2900: {'params': mu          0.009333
omega       0.000001
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 135.7963076919828, 'aic': -263.5926153839656, 'bic': np.float64(-258.2637973432648)}, 2905: {'params': mu          9.809666e-03
omega       5.770727e-07
alpha[1]    2.000003e-01
beta[1]     6.999998e-01
Name: params, dtype: float64, 'loglikelihood': 134.93762649459538, 'aic': -261.87525298919076, 'bic': np.float64(-256.54643494848995)}, 2910: {'params': mu          0.010881
omega       0.000002
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 128.75603604392222, 'aic': -249.51207208784444, 'bic': np.float64(-244.18325404714363)}, 2915: {'params': mu          0.013930
omega       0.000003
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 123.77713406745757, 'aic': -239.55426813491513, 'bic': np.float64(-234.22545009421432)}, 2920: {'params': mu          0.015419
omega       0.000001
alpha[1]    0.200000
beta[1]     0.700000
Name: params, dtype: float64, 'loglikelihood': 123.21018668781745, 'aic': -238.4203733756349, 'bic': np.float64(-233.0915553349341)}, 2925: {'params': mu          0.016689
omega       0.000003
alpha[1]    0.200004
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 123.62060655257034, 'aic': -239.24121310514067, 'bic': np.float64(-233.91239506443986)}, 2930: {'params': mu          0.017649
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 131.0711647334499, 'aic': -254.1423294668998, 'bic': np.float64(-248.813511426199)}, 2935: {'params': mu          0.019241
omega       0.000002
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 129.0953034305038, 'aic': -250.1906068610076, 'bic': np.float64(-244.8617888203068)}, 2940: {'params': mu          0.020332
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 132.46598454840998, 'aic': -256.93196909681996, 'bic': np.float64(-251.60315105611915)}, 2945: {'params': mu          0.021116
omega       0.000003
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 124.05628589672328, 'aic': -240.11257179344656, 'bic': np.float64(-234.78375375274575)}, 2950: {'params': mu          0.021806
omega       0.000004
alpha[1]    0.200002
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 108.65133298332346, 'aic': -209.3026659666469, 'bic': np.float64(-203.9738479259461)}, 2955: {'params': mu          0.024175
omega       0.000016
alpha[1]    0.200006
beta[1]     0.699995
Name: params, dtype: float64, 'loglikelihood': 90.01459969439232, 'aic': -172.02919938878463, 'bic': np.float64(-166.70038134808382)}, 2960: {'params': mu          0.032034
omega       0.000052
alpha[1]    0.200827
beta[1]     0.499483
Name: params, dtype: float64, 'loglikelihood': 82.85926703060426, 'aic': -157.71853406120852, 'bic': np.float64(-152.3897160205077)}, 2965: {'params': mu          0.039525
omega       0.000078
alpha[1]    0.455360
beta[1]     0.038194
Name: params, dtype: float64, 'loglikelihood': 84.49183494891234, 'aic': -160.98366989782468, 'bic': np.float64(-155.65485185712387)}, 2970: {'params': mu          0.040450
omega       0.000078
alpha[1]    0.569235
beta[1]     0.005491
Name: params, dtype: float64, 'loglikelihood': 82.89426048891575, 'aic': -157.7885209778315, 'bic': np.float64(-152.4597029371307)}, 2975: {'params': mu          0.041345
omega       0.000087
alpha[1]    0.497899
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 82.35974714245802, 'aic': -156.71949428491604, 'bic': np.float64(-151.39067624421523)}, 2980: {'params': mu          0.031020
omega       0.000017
alpha[1]    0.199996
beta[1]     0.699986
Name: params, dtype: float64, 'loglikelihood': 84.73824016456265, 'aic': -161.4764803291253, 'bic': np.float64(-156.1476622884245)}, 2985: {'params': mu          0.030018
omega       0.000002
alpha[1]    0.200000
beta[1]     0.779999
Name: params, dtype: float64, 'loglikelihood': 95.52207318745728, 'aic': -183.04414637491456, 'bic': np.float64(-177.71532833421375)}, 2990: {'params': mu          2.996397e-02
omega       9.891567e-07
alpha[1]    1.999990e-01
beta[1]     7.799961e-01
Name: params, dtype: float64, 'loglikelihood': 106.79112053173839, 'aic': -205.58224106347677, 'bic': np.float64(-200.25342302277596)}, 2995: {'params': mu          0.030026
omega       0.000006
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 118.89475358877525, 'aic': -229.7895071775505, 'bic': np.float64(-224.46068913684968)}, 3000: {'params': mu          0.030410
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 130.92973809950186, 'aic': -253.85947619900372, 'bic': np.float64(-248.5306581583029)}, 3005: {'params': mu          0.031042
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 132.88229121528113, 'aic': -257.76458243056226, 'bic': np.float64(-252.43576438986145)}, 3010: {'params': mu          0.030581
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 129.9999468915764, 'aic': -251.9998937831528, 'bic': np.float64(-246.671075742452)}, 3015: {'params': mu          0.030479
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 135.10277620264756, 'aic': -262.2055524052951, 'bic': np.float64(-256.8767343645943)}, 3020: {'params': mu          0.031034
omega       0.000008
alpha[1]    0.200266
beta[1]     0.699768
Name: params, dtype: float64, 'loglikelihood': 102.87088873361026, 'aic': -197.74177746722052, 'bic': np.float64(-192.4129594265197)}, 3025: {'params': mu          0.031834
omega       0.000019
alpha[1]    0.200012
beta[1]     0.699990
Name: params, dtype: float64, 'loglikelihood': 87.49024806712671, 'aic': -166.98049613425343, 'bic': np.float64(-161.65167809355262)}, 3030: {'params': mu          0.036172
omega       0.000073
alpha[1]    0.333666
beta[1]     0.406815
Name: params, dtype: float64, 'loglikelihood': 76.95475555312505, 'aic': -145.9095111062501, 'bic': np.float64(-140.5806930655493)}, 3035: {'params': mu          0.051534
omega       0.000065
alpha[1]    0.208019
beta[1]     0.494986
Name: params, dtype: float64, 'loglikelihood': 80.3115133177301, 'aic': -152.6230266354602, 'bic': np.float64(-147.2942085947594)}, 3040: {'params': mu          0.050103
omega       0.000102
alpha[1]    0.200010
beta[1]     0.299996
Name: params, dtype: float64, 'loglikelihood': 80.98268809201731, 'aic': -153.96537618403462, 'bic': np.float64(-148.63655814333381)}, 3045: {'params': mu          0.050935
omega       0.000097
alpha[1]    0.200114
beta[1]     0.499929
Name: params, dtype: float64, 'loglikelihood': 75.47097326061333, 'aic': -142.94194652122667, 'bic': np.float64(-137.61312848052586)}, 3050: {'params': mu          0.031245
omega       0.000104
alpha[1]    0.332423
beta[1]     0.417224
Name: params, dtype: float64, 'loglikelihood': 72.73977916862637, 'aic': -137.47955833725274, 'bic': np.float64(-132.15074029655193)}, 3055: {'params': mu          0.021162
omega       0.000030
alpha[1]    0.199994
beta[1]     0.699979
Name: params, dtype: float64, 'loglikelihood': 79.6714100279433, 'aic': -151.3428200558866, 'bic': np.float64(-146.01400201518578)}, 3060: {'params': mu          0.016794
omega       0.000012
alpha[1]    0.199996
beta[1]     0.699985
Name: params, dtype: float64, 'loglikelihood': 93.53805712211839, 'aic': -179.07611424423678, 'bic': np.float64(-173.74729620353597)}, 3065: {'params': mu          0.014603
omega       0.000003
alpha[1]    0.199999
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 110.16463897630338, 'aic': -212.32927795260676, 'bic': np.float64(-207.00045991190595)}, 3070: {'params': mu          1.207204e-02
omega       8.477968e-07
alpha[1]    1.999998e-01
beta[1]     6.999994e-01
Name: params, dtype: float64, 'loglikelihood': 126.82977848657133, 'aic': -245.65955697314266, 'bic': np.float64(-240.33073893244185)}, 3075: {'params': mu          1.191535e-02
omega       9.974523e-08
alpha[1]    2.000009e-01
beta[1]     7.799988e-01
Name: params, dtype: float64, 'loglikelihood': 137.5442875142653, 'aic': -267.0885750285306, 'bic': np.float64(-261.7597569878298)}, 3080: {'params': mu          1.199131e-02
omega       2.132075e-07
alpha[1]    2.000000e-01
beta[1]     6.999998e-01
Name: params, dtype: float64, 'loglikelihood': 145.59830232931793, 'aic': -283.19660465863586, 'bic': np.float64(-277.86778661793505)}, 3085: {'params': mu          1.214702e-02
omega       7.336855e-07
alpha[1]    2.000003e-01
beta[1]     4.999998e-01
Name: params, dtype: float64, 'loglikelihood': 144.0472011521707, 'aic': -280.0944023043414, 'bic': np.float64(-274.76558426364056)}, 3090: {'params': mu          0.012812
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 142.6258430254145, 'aic': -277.251686050829, 'bic': np.float64(-271.9228680101282)}, 3095: {'params': mu          0.013631
omega       0.000003
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 124.01098162333778, 'aic': -240.02196324667557, 'bic': np.float64(-234.69314520597476)}, 3100: {'params': mu          0.014783
omega       0.000005
alpha[1]    0.200002
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 108.86039752290617, 'aic': -209.72079504581234, 'bic': np.float64(-204.39197700511153)}, 3105: {'params': mu          0.016843
omega       0.000010
alpha[1]    0.200005
beta[1]     0.699996
Name: params, dtype: float64, 'loglikelihood': 95.73899825519298, 'aic': -183.47799651038596, 'bic': np.float64(-178.14917846968515)}, 3110: {'params': mu          0.026011
omega       0.000046
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 91.26910964681379, 'aic': -174.53821929362758, 'bic': np.float64(-169.20940125292677)}, 3115: {'params': mu          0.030980
omega       0.000022
alpha[1]    0.200001
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 96.08958677574041, 'aic': -184.17917355148083, 'bic': np.float64(-178.85035551078002)}, 3120: {'params': mu          0.030035
omega       0.000023
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 100.9193293611098, 'aic': -193.8386587222196, 'bic': np.float64(-188.5098406815188)}, 3125: {'params': mu          0.031360
omega       0.000016
alpha[1]    0.280013
beta[1]     0.449992
Name: params, dtype: float64, 'loglikelihood': 98.03341137335326, 'aic': -188.06682274670652, 'bic': np.float64(-182.7380047060057)}, 3130: {'params': mu          0.024715
omega       0.000022
alpha[1]    0.200012
beta[1]     0.499992
Name: params, dtype: float64, 'loglikelihood': 95.47697546342012, 'aic': -182.95395092684024, 'bic': np.float64(-177.62513288613943)}, 3135: {'params': mu          0.020239
omega       0.000014
alpha[1]    0.199999
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 102.0270812584387, 'aic': -196.0541625168774, 'bic': np.float64(-190.7253444761766)}, 3140: {'params': mu          0.020534
omega       0.000017
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 105.12127076214855, 'aic': -202.2425415242971, 'bic': np.float64(-196.9137234835963)}, 3145: {'params': mu          0.020006
omega       0.000015
alpha[1]    0.200038
beta[1]     0.499976
Name: params, dtype: float64, 'loglikelihood': 100.83937895304061, 'aic': -193.67875790608122, 'bic': np.float64(-188.3499398653804)}, 3150: {'params': mu          0.024051
omega       0.000020
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 94.8514920156099, 'aic': -181.7029840312198, 'bic': np.float64(-176.374165990519)}, 3155: {'params': mu          0.026310
omega       0.000016
alpha[1]    0.200004
beta[1]     0.499926
Name: params, dtype: float64, 'loglikelihood': 98.4634873822393, 'aic': -188.9269747644786, 'bic': np.float64(-183.59815672377778)}, 3160: {'params': mu          0.025505
omega       0.000022
alpha[1]    0.200001
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 100.9732991188745, 'aic': -193.946598237749, 'bic': np.float64(-188.61778019704818)}, 3165: {'params': mu          0.024965
omega       0.000021
alpha[1]    0.200015
beta[1]     0.299992
Name: params, dtype: float64, 'loglikelihood': 101.35392409376611, 'aic': -194.70784818753222, 'bic': np.float64(-189.3790301468314)}, 3170: {'params': mu          0.019586
omega       0.000004
alpha[1]    0.199999
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 107.63107224455575, 'aic': -207.2621444891115, 'bic': np.float64(-201.9333264484107)}, 3175: {'params': mu          0.018260
omega       0.000002
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 118.282079038562, 'aic': -228.564158077124, 'bic': np.float64(-223.2353400364232)}, 3180: {'params': mu          0.017644
omega       0.000004
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 126.67616663323638, 'aic': -245.35233326647275, 'bic': np.float64(-240.02351522577194)}, 3185: {'params': mu          0.015986
omega       0.000004
alpha[1]    0.100000
beta[1]     0.400000
Name: params, dtype: float64, 'loglikelihood': 124.62187387076715, 'aic': -241.2437477415343, 'bic': np.float64(-235.91492970083348)}, 3190: {'params': mu          0.014445
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 124.41460906385275, 'aic': -240.8292181277055, 'bic': np.float64(-235.5004000870047)}, 3195: {'params': mu          0.012559
omega       0.000002
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 131.2137089456289, 'aic': -254.4274178912578, 'bic': np.float64(-249.09859985055698)}, 3200: {'params': mu          1.188169e-02
omega       4.175508e-07
alpha[1]    1.999999e-01
beta[1]     6.999998e-01
Name: params, dtype: float64, 'loglikelihood': 137.05544324230317, 'aic': -266.11088648460634, 'bic': np.float64(-260.78206844390553)}, 3205: {'params': mu          0.011581
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 141.17784329883705, 'aic': -274.3556865976741, 'bic': np.float64(-269.0268685569733)}, 3210: {'params': mu          1.188994e-02
omega       5.290165e-07
alpha[1]    2.000030e-01
beta[1]     6.999974e-01
Name: params, dtype: float64, 'loglikelihood': 134.8265021916751, 'aic': -261.6530043833502, 'bic': np.float64(-256.3241863426494)}, 3215: {'params': mu          0.012192
omega       0.000002
alpha[1]    0.200001
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 119.19107399784984, 'aic': -230.38214799569968, 'bic': np.float64(-225.05332995499887)}, 3220: {'params': mu          0.014121
omega       0.000003
alpha[1]    0.200005
beta[1]     0.699996
Name: params, dtype: float64, 'loglikelihood': 107.98844481192153, 'aic': -207.97688962384305, 'bic': np.float64(-202.64807158314224)}, 3225: {'params': mu          0.020143
omega       0.000009
alpha[1]    0.200003
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 107.65808475081631, 'aic': -207.31616950163263, 'bic': np.float64(-201.98735146093182)}, 3230: {'params': mu          0.023635
omega       0.000002
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 118.48718763291872, 'aic': -228.97437526583744, 'bic': np.float64(-223.64555722513663)}, 3235: {'params': mu          2.422144e-02
omega       7.875994e-07
alpha[1]    1.999999e-01
beta[1]     6.999998e-01
Name: params, dtype: float64, 'loglikelihood': 132.00655159122152, 'aic': -256.01310318244305, 'bic': np.float64(-250.68428514174224)}, 3240: {'params': mu          2.437267e-02
omega       4.900047e-07
alpha[1]    2.000000e-01
beta[1]     5.000000e-01
Name: params, dtype: float64, 'loglikelihood': 148.57960592743666, 'aic': -289.1592118548733, 'bic': np.float64(-283.8303938141725)}, 3245: {'params': mu          2.397345e-02
omega       2.188078e-07
alpha[1]    1.000003e-02
beta[1]     8.900000e-01
Name: params, dtype: float64, 'loglikelihood': 143.2917745470859, 'aic': -278.5835490941718, 'bic': np.float64(-273.254731053471)}, 3250: {'params': mu          2.418146e-02
omega       5.168559e-07
alpha[1]    2.000001e-01
beta[1]     6.999999e-01
Name: params, dtype: float64, 'loglikelihood': 134.56914604813187, 'aic': -261.13829209626374, 'bic': np.float64(-255.80947405556293)}, 3255: {'params': mu          0.023784
omega       0.000002
alpha[1]    0.200000
beta[1]     0.700000
Name: params, dtype: float64, 'loglikelihood': 115.65932191440166, 'aic': -223.31864382880332, 'bic': np.float64(-217.9898257881025)}, 3260: {'params': mu          0.025222
omega       0.000016
alpha[1]    0.200017
beta[1]     0.499989
Name: params, dtype: float64, 'loglikelihood': 101.78719346616379, 'aic': -195.57438693232757, 'bic': np.float64(-190.24556889162676)}, 3265: {'params': mu          0.030088
omega       0.000028
alpha[1]    0.279940
beta[1]     0.270022
Name: params, dtype: float64, 'loglikelihood': 96.71007967834579, 'aic': -185.42015935669158, 'bic': np.float64(-180.09134131599077)}, 3270: {'params': mu          0.032440
omega       0.000029
alpha[1]    0.200005
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 97.2390581502687, 'aic': -186.4781163005374, 'bic': np.float64(-181.1492982598366)}, 3275: {'params': mu          0.032218
omega       0.000019
alpha[1]    0.290007
beta[1]     0.260392
Name: params, dtype: float64, 'loglikelihood': 102.0465455264989, 'aic': -196.0930910529978, 'bic': np.float64(-190.764273012297)}, 3280: {'params': mu          0.032446
omega       0.000021
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 101.90999463512969, 'aic': -195.81998927025938, 'bic': np.float64(-190.49117122955857)}, 3285: {'params': mu          0.029905
omega       0.000011
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 105.55142084112022, 'aic': -203.10284168224044, 'bic': np.float64(-197.77402364153963)}, 3290: {'params': mu          0.030182
omega       0.000019
alpha[1]    0.200019
beta[1]     0.499988
Name: params, dtype: float64, 'loglikelihood': 98.99248721422721, 'aic': -189.98497442845442, 'bic': np.float64(-184.6561563877536)}, 3295: {'params': mu          0.029219
omega       0.000009
alpha[1]    0.200007
beta[1]     0.699994
Name: params, dtype: float64, 'loglikelihood': 95.2557825744357, 'aic': -182.5115651488714, 'bic': np.float64(-177.1827471081706)}, 3300: {'params': mu          0.038047
omega       0.000008
alpha[1]    0.010000
beta[1]     0.889997
Name: params, dtype: float64, 'loglikelihood': 92.72596143462741, 'aic': -177.45192286925482, 'bic': np.float64(-172.123104828554)}, 3305: {'params': mu          0.042631
omega       0.000006
alpha[1]    0.199999
beta[1]     0.699996
Name: params, dtype: float64, 'loglikelihood': 98.18025394437419, 'aic': -188.36050788874837, 'bic': np.float64(-183.03168984804756)}, 3310: {'params': mu          0.045321
omega       0.000014
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 103.00758413903534, 'aic': -198.0151682780707, 'bic': np.float64(-192.68635023736988)}, 3315: {'params': mu          0.047328
omega       0.000009
alpha[1]    0.200009
beta[1]     0.499994
Name: params, dtype: float64, 'loglikelihood': 110.10837278070484, 'aic': -212.21674556140968, 'bic': np.float64(-206.88792752070887)}, 3320: {'params': mu          0.047527
omega       0.000075
alpha[1]    0.295958
beta[1]     0.616037
Name: params, dtype: float64, 'loglikelihood': 73.1534820796015, 'aic': -138.306964159203, 'bic': np.float64(-132.9781461185022)}, 3325: {'params': mu          0.050782
omega       0.000196
alpha[1]    0.352721
beta[1]     0.439955
Name: params, dtype: float64, 'loglikelihood': 60.94232849921622, 'aic': -113.88465699843243, 'bic': np.float64(-108.55583895773162)}, 3330: {'params': mu          1.262852e-01
omega       3.035432e-05
alpha[1]    9.999920e-01
beta[1]     7.566240e-10
Name: params, dtype: float64, 'loglikelihood': 64.70711690625855, 'aic': -121.4142338125171, 'bic': np.float64(-116.08541577181629)}, 3335: {'params': mu          0.090378
omega       0.000745
alpha[1]    0.200070
beta[1]     0.299960
Name: params, dtype: float64, 'loglikelihood': 51.5777877608652, 'aic': -95.1555755217304, 'bic': np.float64(-89.82675748102959)}, 3340: {'params': mu          0.127619
omega       0.000073
alpha[1]    0.988817
beta[1]     0.004177
Name: params, dtype: float64, 'loglikelihood': 60.72578416245822, 'aic': -113.45156832491644, 'bic': np.float64(-108.12275028421563)}, 3345: {'params': mu          0.041518
omega       0.000008
alpha[1]    0.563924
beta[1]     0.009041
Name: params, dtype: float64, 'loglikelihood': 65.60935126328539, 'aic': -123.21870252657078, 'bic': np.float64(-117.88988448586997)}, 3350: {'params': mu          0.040389
omega       0.000185
alpha[1]    0.197223
beta[1]     0.690279
Name: params, dtype: float64, 'loglikelihood': 56.104427159420936, 'aic': -104.20885431884187, 'bic': np.float64(-98.88003627814106)}, 3355: {'params': mu          0.033058
omega       0.000083
alpha[1]    0.199986
beta[1]     0.699950
Name: params, dtype: float64, 'loglikelihood': 69.95243848536583, 'aic': -131.90487697073166, 'bic': np.float64(-126.57605893003085)}, 3360: {'params': mu          0.028146
omega       0.000007
alpha[1]    0.199999
beta[1]     0.699996
Name: params, dtype: float64, 'loglikelihood': 99.30484868114826, 'aic': -190.60969736229652, 'bic': np.float64(-185.2808793215957)}, 3365: {'params': mu          0.025855
omega       0.000005
alpha[1]    0.199999
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 102.43330912837217, 'aic': -196.86661825674435, 'bic': np.float64(-191.53780021604354)}, 3370: {'params': mu          0.020812
omega       0.000007
alpha[1]    0.200004
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 110.4664030821013, 'aic': -212.9328061642026, 'bic': np.float64(-207.60398812350178)}, 3375: {'params': mu          0.021405
omega       0.000010
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 112.80608992955932, 'aic': -217.61217985911864, 'bic': np.float64(-212.28336181841783)}, 3380: {'params': mu          0.020051
omega       0.000007
alpha[1]    0.200004
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 101.43848789103025, 'aic': -194.8769757820605, 'bic': np.float64(-189.5481577413597)}, 3385: {'params': mu          0.021278
omega       0.000024
alpha[1]    0.200091
beta[1]     0.699920
Name: params, dtype: float64, 'loglikelihood': 84.74037569339828, 'aic': -161.48075138679656, 'bic': np.float64(-156.15193334609575)}, 3390: {'params': mu          0.023636
omega       0.000046
alpha[1]    0.678606
beta[1]     0.064923
Name: params, dtype: float64, 'loglikelihood': 80.80987025915417, 'aic': -153.61974051830833, 'bic': np.float64(-148.29092247760752)}, 3395: {'params': mu          0.055070
omega       0.000008
alpha[1]    0.923820
beta[1]     0.011910
Name: params, dtype: float64, 'loglikelihood': 85.550121871717, 'aic': -163.100243743434, 'bic': np.float64(-157.77142570273318)}, 3400: {'params': mu          0.045392
omega       0.000077
alpha[1]    0.580347
beta[1]     0.000480
Name: params, dtype: float64, 'loglikelihood': 81.56112102377593, 'aic': -155.12224204755185, 'bic': np.float64(-149.79342400685104)}, 3405: {'params': mu          0.045786
omega       0.000079
alpha[1]    0.352047
beta[1]     0.242983
Name: params, dtype: float64, 'loglikelihood': 80.51855276232418, 'aic': -153.03710552464835, 'bic': np.float64(-147.70828748394754)}, 3410: {'params': mu          0.028243
omega       0.000019
alpha[1]    0.199997
beta[1]     0.699991
Name: params, dtype: float64, 'loglikelihood': 84.35376626992131, 'aic': -160.70753253984262, 'bic': np.float64(-155.3787144991418)}, 3415: {'params': mu          0.026359
omega       0.000012
alpha[1]    0.199999
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 96.42900830589475, 'aic': -184.8580166117895, 'bic': np.float64(-179.5291985710887)}, 3420: {'params': mu          0.026107
omega       0.000008
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 111.0843088583203, 'aic': -214.1686177166406, 'bic': np.float64(-208.8397996759398)}, 3425: {'params': mu          0.025868
omega       0.000003
alpha[1]    0.200001
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 113.27747322332722, 'aic': -218.55494644665444, 'bic': np.float64(-213.22612840595363)}, 3430: {'params': mu          0.029605
omega       0.000003
alpha[1]    0.010000
beta[1]     0.890000
Name: params, dtype: float64, 'loglikelihood': 104.43870708092001, 'aic': -200.87741416184002, 'bic': np.float64(-195.5485961211392)}, 3435: {'params': mu          0.033514
omega       0.000018
alpha[1]    0.200003
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 104.38002309585721, 'aic': -200.76004619171442, 'bic': np.float64(-195.4312281510136)}, 3440: {'params': mu          0.036054
omega       0.000010
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 109.12638061094866, 'aic': -210.25276122189732, 'bic': np.float64(-204.9239431811965)}, 3445: {'params': mu          0.036575
omega       0.000006
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 118.60493305719177, 'aic': -229.20986611438354, 'bic': np.float64(-223.88104807368273)}, 3450: {'params': mu          0.036676
omega       0.000006
alpha[1]    0.200002
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 105.61143401705735, 'aic': -203.2228680341147, 'bic': np.float64(-197.8940499934139)}, 3455: {'params': mu          0.034689
omega       0.000033
alpha[1]    0.200015
beta[1]     0.499990
Name: params, dtype: float64, 'loglikelihood': 91.69648314493209, 'aic': -175.39296628986418, 'bic': np.float64(-170.06414824916337)}, 3460: {'params': mu          3.702298e-02
omega       2.328020e-05
alpha[1]    9.999974e-01
beta[1]     4.159724e-11
Name: params, dtype: float64, 'loglikelihood': 90.08411079950257, 'aic': -172.16822159900514, 'bic': np.float64(-166.83940355830433)}, 3465: {'params': mu          0.021271
omega       0.000002
alpha[1]    0.199999
beta[1]     0.779995
Name: params, dtype: float64, 'loglikelihood': 93.71471895371349, 'aic': -179.42943790742697, 'bic': np.float64(-174.10061986672616)}, 3470: {'params': mu          0.021876
omega       0.000027
alpha[1]    0.200406
beta[1]     0.499746
Name: params, dtype: float64, 'loglikelihood': 92.76971282781722, 'aic': -177.53942565563443, 'bic': np.float64(-172.21060761493362)}, 3475: {'params': mu          0.019834
omega       0.000014
alpha[1]    0.200019
beta[1]     0.699983
Name: params, dtype: float64, 'loglikelihood': 88.79942672153581, 'aic': -169.59885344307162, 'bic': np.float64(-164.2700354023708)}, 3480: {'params': mu          0.032876
omega       0.000036
alpha[1]    0.200042
beta[1]     0.499792
Name: params, dtype: float64, 'loglikelihood': 87.83960951240208, 'aic': -167.67921902480415, 'bic': np.float64(-162.35040098410335)}, 3485: {'params': mu          0.031778
omega       0.000048
alpha[1]    0.200008
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 90.71463260278219, 'aic': -173.42926520556438, 'bic': np.float64(-168.10044716486357)}, 3490: {'params': mu          0.032301
omega       0.000031
alpha[1]    0.200017
beta[1]     0.499989
Name: params, dtype: float64, 'loglikelihood': 89.96452698037331, 'aic': -171.92905396074661, 'bic': np.float64(-166.6002359200458)}, 3495: {'params': mu          0.025324
omega       0.000036
alpha[1]    0.200138
beta[1]     0.499913
Name: params, dtype: float64, 'loglikelihood': 87.91922339270396, 'aic': -167.8384467854079, 'bic': np.float64(-162.5096287447071)}, 3500: {'params': mu          0.019961
omega       0.000011
alpha[1]    0.199999
beta[1]     0.699995
Name: params, dtype: float64, 'loglikelihood': 94.35517659333004, 'aic': -180.7103531866601, 'bic': np.float64(-175.38153514595928)}, 3505: {'params': mu          0.018100
omega       0.000005
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 105.82751702439124, 'aic': -203.65503404878248, 'bic': np.float64(-198.32621600808167)}, 3510: {'params': mu          0.016422
omega       0.000007
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 117.72059428205819, 'aic': -227.44118856411637, 'bic': np.float64(-222.11237052341556)}, 3515: {'params': mu          0.014229
omega       0.000005
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 122.15346315772152, 'aic': -236.30692631544304, 'bic': np.float64(-230.97810827474223)}, 3520: {'params': mu          0.014218
omega       0.000004
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 118.3611694336122, 'aic': -228.7223388672244, 'bic': np.float64(-223.3935208265236)}, 3525: {'params': mu          0.013452
omega       0.000002
alpha[1]    0.200002
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 114.95252655526048, 'aic': -221.90505311052095, 'bic': np.float64(-216.57623506982014)}, 3530: {'params': mu          0.018938
omega       0.000007
alpha[1]    0.200001
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 111.18524736914196, 'aic': -214.37049473828392, 'bic': np.float64(-209.0416766975831)}, 3535: {'params': mu          0.021536
omega       0.000007
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 113.18115426935026, 'aic': -218.36230853870052, 'bic': np.float64(-213.0334904979997)}, 3540: {'params': mu          0.022759
omega       0.000002
alpha[1]    0.200000
beta[1]     0.700000
Name: params, dtype: float64, 'loglikelihood': 117.146967664344, 'aic': -226.293935328688, 'bic': np.float64(-220.9651172879872)}, 3545: {'params': mu          0.024883
omega       0.000008
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 116.32875608075852, 'aic': -224.65751216151705, 'bic': np.float64(-219.32869412081624)}, 3550: {'params': mu          0.027790
omega       0.000006
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 113.78271057990747, 'aic': -219.56542115981495, 'bic': np.float64(-214.23660311911414)}, 3555: {'params': mu          0.030294
omega       0.000007
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 112.20387175283463, 'aic': -216.40774350566926, 'bic': np.float64(-211.07892546496845)}, 3560: {'params': mu          0.032234
omega       0.000006
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 118.39554473379962, 'aic': -228.79108946759925, 'bic': np.float64(-223.46227142689844)}, 3565: {'params': mu          0.032939
omega       0.000005
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 122.8198072240859, 'aic': -237.6396144481718, 'bic': np.float64(-232.310796407471)}, 3570: {'params': mu          0.033053
omega       0.000008
alpha[1]    0.227798
beta[1]     0.289870
Name: params, dtype: float64, 'loglikelihood': 115.68602742738943, 'aic': -223.37205485477887, 'bic': np.float64(-218.04323681407806)}, 3575: {'params': mu          0.032188
omega       0.000011
alpha[1]    0.200004
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 106.34848839857933, 'aic': -204.69697679715867, 'bic': np.float64(-199.36815875645786)}, 3580: {'params': mu          0.028758
omega       0.000023
alpha[1]    0.200007
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 100.97704491865748, 'aic': -193.95408983731497, 'bic': np.float64(-188.62527179661416)}, 3585: {'params': mu          0.025887
omega       0.000010
alpha[1]    0.199999
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 105.74379562616508, 'aic': -203.48759125233016, 'bic': np.float64(-198.15877321162935)}, 3590: {'params': mu          0.026171
omega       0.000011
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 110.81721490965215, 'aic': -213.6344298193043, 'bic': np.float64(-208.3056117786035)}, 3595: {'params': mu          0.024564
omega       0.000012
alpha[1]    0.200245
beta[1]     0.699786
Name: params, dtype: float64, 'loglikelihood': 94.70760218948675, 'aic': -181.4152043789735, 'bic': np.float64(-176.0863863382727)}, 3600: {'params': mu          0.028082
omega       0.000042
alpha[1]    0.208028
beta[1]     0.692976
Name: params, dtype: float64, 'loglikelihood': 76.88718242451908, 'aic': -145.77436484903816, 'bic': np.float64(-140.44554680833735)}, 3605: {'params': mu          0.034805
omega       0.000119
alpha[1]    0.381231
beta[1]     0.386731
Name: params, dtype: float64, 'loglikelihood': 69.51121609793687, 'aic': -131.02243219587373, 'bic': np.float64(-125.69361415517292)}, 3610: {'params': mu          0.067297
omega       0.000109
alpha[1]    0.280031
beta[1]     0.449962
Name: params, dtype: float64, 'loglikelihood': 73.54631580840254, 'aic': -139.09263161680508, 'bic': np.float64(-133.76381357610427)}, 3615: {'params': mu          0.070128
omega       0.000004
alpha[1]    0.199999
beta[1]     0.779996
Name: params, dtype: float64, 'loglikelihood': 88.09671843288436, 'aic': -168.19343686576872, 'bic': np.float64(-162.8646188250679)}, 3620: {'params': mu          0.069633
omega       0.000001
alpha[1]    0.200000
beta[1]     0.779999
Name: params, dtype: float64, 'loglikelihood': 104.62961025670054, 'aic': -201.2592205134011, 'bic': np.float64(-195.93040247270028)}, 3625: {'params': mu          0.070646
omega       0.000053
alpha[1]    0.200004
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 86.84918649207103, 'aic': -165.69837298414205, 'bic': np.float64(-160.36955494344124)}, 3630: {'params': mu          0.067475
omega       0.000042
alpha[1]    0.200036
beta[1]     0.699968
Name: params, dtype: float64, 'loglikelihood': 76.14182913264703, 'aic': -144.28365826529406, 'bic': np.float64(-138.95484022459326)}, 3635: {'params': mu          0.069406
omega       0.000051
alpha[1]    0.999971
beta[1]     0.000004
Name: params, dtype: float64, 'loglikelihood': 73.78718848476743, 'aic': -139.57437696953485, 'bic': np.float64(-134.24555892883404)}, 3640: {'params': mu          0.055792
omega       0.001404
alpha[1]    0.381974
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 49.52373015748485, 'aic': -91.0474603149697, 'bic': np.float64(-85.71864227426889)}, 3645: {'params': mu          1.650006e-02
omega       3.315193e-04
alpha[1]    1.000000e+00
beta[1]     5.876014e-10
Name: params, dtype: float64, 'loglikelihood': 36.61350553813992, 'aic': -65.22701107627984, 'bic': np.float64(-59.89819303557902)}, 3650: {'params': mu          0.020635
omega       0.000841
alpha[1]    0.949493
beta[1]     0.022063
Name: params, dtype: float64, 'loglikelihood': 23.21689861668805, 'aic': -38.4337972333761, 'bic': np.float64(-33.10497919267528)}, 3655: {'params': mu          4.951164e-01
omega       4.147803e-04
alpha[1]    9.999978e-01
beta[1]     5.532252e-07
Name: params, dtype: float64, 'loglikelihood': 14.502083150035583, 'aic': -21.004166300071166, 'bic': np.float64(-15.67534825937035)}, 3660: {'params': mu          4.962357e-01
omega       4.542357e-04
alpha[1]    1.000000e+00
beta[1]     8.745385e-09
Name: params, dtype: float64, 'loglikelihood': 16.021830058573528, 'aic': -24.043660117147056, 'bic': np.float64(-18.71484207644624)}, 3665: {'params': mu          0.495793
omega       0.000457
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 15.646568408871147, 'aic': -23.293136817742294, 'bic': np.float64(-17.964318777041477)}, 3670: {'params': mu          0.497891
omega       0.000472
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 15.375350854722495, 'aic': -22.75070170944499, 'bic': np.float64(-17.421883668744172)}, 3675: {'params': mu          0.064560
omega       0.000288
alpha[1]    0.960641
beta[1]     0.008165
Name: params, dtype: float64, 'loglikelihood': 37.28158568884706, 'aic': -66.56317137769412, 'bic': np.float64(-61.2343533369933)}, 3680: {'params': mu          5.816285e-02
omega       6.284927e-05
alpha[1]    9.999995e-01
beta[1]     1.395581e-07
Name: params, dtype: float64, 'loglikelihood': 53.30741060655771, 'aic': -98.61482121311542, 'bic': np.float64(-93.28600317241461)}, 3685: {'params': mu          0.045957
omega       0.000383
alpha[1]    0.162264
beta[1]     0.567926
Name: params, dtype: float64, 'loglikelihood': 52.655723578179966, 'aic': -97.31144715635993, 'bic': np.float64(-91.98262911565912)}, 3690: {'params': mu          0.037389
omega       0.000024
alpha[1]    0.199992
beta[1]     0.699971
Name: params, dtype: float64, 'loglikelihood': 80.2684827186964, 'aic': -152.5369654373928, 'bic': np.float64(-147.208147396692)}, 3695: {'params': mu          0.037643
omega       0.000055
alpha[1]    0.201034
beta[1]     0.499349
Name: params, dtype: float64, 'loglikelihood': 82.0874257165851, 'aic': -156.1748514331702, 'bic': np.float64(-150.8460333924694)}, 3700: {'params': mu          0.036320
omega       0.000054
alpha[1]    0.203563
beta[1]     0.497770
Name: params, dtype: float64, 'loglikelihood': 82.7473937748236, 'aic': -157.4947875496472, 'bic': np.float64(-152.1659695089464)}, 3705: {'params': mu          0.055575
omega       0.000082
alpha[1]    0.999934
beta[1]     0.000008
Name: params, dtype: float64, 'loglikelihood': 84.20556063079712, 'aic': -160.41112126159425, 'bic': np.float64(-155.08230322089344)}, 3710: {'params': mu          0.054769
omega       0.000058
alpha[1]    0.200012
beta[1]     0.699989
Name: params, dtype: float64, 'loglikelihood': 71.42782690378087, 'aic': -134.85565380756174, 'bic': np.float64(-129.52683576686093)}, 3715: {'params': mu          5.764127e-02
omega       2.351836e-04
alpha[1]    9.999995e-01
beta[1]     9.719303e-08
Name: params, dtype: float64, 'loglikelihood': 69.13577675148602, 'aic': -130.27155350297204, 'bic': np.float64(-124.94273546227123)}, 3720: {'params': mu          0.058973
omega       0.000110
alpha[1]    0.999999
beta[1]     0.000001
Name: params, dtype: float64, 'loglikelihood': 59.898197994105075, 'aic': -111.79639598821015, 'bic': np.float64(-106.46757794750934)}, 3725: {'params': mu          0.138716
omega       0.000252
alpha[1]    0.947794
beta[1]     0.007212
Name: params, dtype: float64, 'loglikelihood': 60.47169111948345, 'aic': -112.9433822389669, 'bic': np.float64(-107.6145641982661)}, 3730: {'params': mu          0.139997
omega       0.000204
alpha[1]    0.169998
beta[1]     0.594940
Name: params, dtype: float64, 'loglikelihood': 61.88124974860948, 'aic': -115.76249949721895, 'bic': np.float64(-110.43368145651814)}, 3735: {'params': mu          0.140432
omega       0.000155
alpha[1]    0.436006
beta[1]     0.211498
Name: params, dtype: float64, 'loglikelihood': 77.80393960963733, 'aic': -147.60787921927465, 'bic': np.float64(-142.27906117857384)}, 3740: {'params': mu          0.140471
omega       0.000144
alpha[1]    0.378977
beta[1]     0.232884
Name: params, dtype: float64, 'loglikelihood': 76.69386267401656, 'aic': -145.38772534803311, 'bic': np.float64(-140.0589073073323)}, 3745: {'params': mu          0.139495
omega       0.000116
alpha[1]    0.636410
beta[1]     0.017775
Name: params, dtype: float64, 'loglikelihood': 74.77541403640915, 'aic': -141.5508280728183, 'bic': np.float64(-136.22201003211748)}, 3750: {'params': mu          0.126965
omega       0.000076
alpha[1]    0.200036
beta[1]     0.499977
Name: params, dtype: float64, 'loglikelihood': 78.9895056148723, 'aic': -149.9790112297446, 'bic': np.float64(-144.6501931890438)}, 3755: {'params': mu          0.120769
omega       0.000047
alpha[1]    0.786376
beta[1]     0.213624
Name: params, dtype: float64, 'loglikelihood': 73.53199136779422, 'aic': -139.06398273558844, 'bic': np.float64(-133.73516469488763)}, 3760: {'params': mu          0.120002
omega       0.000130
alpha[1]    0.667749
beta[1]     0.254813
Name: params, dtype: float64, 'loglikelihood': 67.25635490186575, 'aic': -126.5127098037315, 'bic': np.float64(-121.18389176303069)}, 3765: {'params': mu          0.121196
omega       0.000050
alpha[1]    0.978215
beta[1]     0.021785
Name: params, dtype: float64, 'loglikelihood': 65.85909753460737, 'aic': -123.71819506921474, 'bic': np.float64(-118.38937702851393)}, 3770: {'params': mu          0.061945
omega       0.000081
alpha[1]    0.207016
beta[1]     0.608037
Name: params, dtype: float64, 'loglikelihood': 66.8460454486817, 'aic': -125.69209089736341, 'bic': np.float64(-120.3632728566626)}, 3775: {'params': mu          0.060196
omega       0.000011
alpha[1]    0.199997
beta[1]     0.779989
Name: params, dtype: float64, 'loglikelihood': 77.83393168365089, 'aic': -147.66786336730178, 'bic': np.float64(-142.33904532660097)}, 3780: {'params': mu          0.058526
omega       0.000009
alpha[1]    0.200002
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 100.34425147765096, 'aic': -192.6885029553019, 'bic': np.float64(-187.3596849146011)}, 3785: {'params': mu          0.056351
omega       0.000019
alpha[1]    0.200009
beta[1]     0.699992
Name: params, dtype: float64, 'loglikelihood': 87.63242090108949, 'aic': -167.26484180217898, 'bic': np.float64(-161.93602376147817)}, 3790: {'params': mu          0.050927
omega       0.000086
alpha[1]    0.200019
beta[1]     0.299993
Name: params, dtype: float64, 'loglikelihood': 83.71993540271404, 'aic': -159.4398708054281, 'bic': np.float64(-154.11105276472728)}, 3795: {'params': mu          0.045079
omega       0.000015
alpha[1]    0.200000
beta[1]     0.700000
Name: params, dtype: float64, 'loglikelihood': 85.85704459094649, 'aic': -163.71408918189297, 'bic': np.float64(-158.38527114119216)}, 3800: {'params': mu          0.046270
omega       0.000022
alpha[1]    0.918327
beta[1]     0.029756
Name: params, dtype: float64, 'loglikelihood': 90.17464559494638, 'aic': -172.34929118989277, 'bic': np.float64(-167.02047314919196)}, 3805: {'params': mu          0.031661
omega       0.000017
alpha[1]    0.831952
beta[1]     0.127038
Name: params, dtype: float64, 'loglikelihood': 85.43844808855238, 'aic': -162.87689617710475, 'bic': np.float64(-157.54807813640394)}, 3810: {'params': mu          0.036217
omega       0.000079
alpha[1]    0.476318
beta[1]     0.024517
Name: params, dtype: float64, 'loglikelihood': 82.66673873041039, 'aic': -157.33347746082077, 'bic': np.float64(-152.00465942011996)}, 3815: {'params': mu          0.037653
omega       0.000039
alpha[1]    0.340694
beta[1]     0.412043
Name: params, dtype: float64, 'loglikelihood': 85.5078444638268, 'aic': -163.0156889276536, 'bic': np.float64(-157.6868708869528)}, 3820: {'params': mu          0.036936
omega       0.000046
alpha[1]    0.200011
beta[1]     0.499993
Name: params, dtype: float64, 'loglikelihood': 85.14424570330375, 'aic': -162.2884914066075, 'bic': np.float64(-156.9596733659067)}, 3825: {'params': mu          0.037452
omega       0.000047
alpha[1]    0.200018
beta[1]     0.499989
Name: params, dtype: float64, 'loglikelihood': 84.65116600028924, 'aic': -161.30233200057847, 'bic': np.float64(-155.97351395987766)}, 3830: {'params': mu          0.039208
omega       0.000035
alpha[1]    0.199998
beta[1]     0.499992
Name: params, dtype: float64, 'loglikelihood': 90.32175258995377, 'aic': -172.64350517990755, 'bic': np.float64(-167.31468713920674)}, 3835: {'params': mu          0.038167
omega       0.000027
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 98.56913405267493, 'aic': -189.13826810534985, 'bic': np.float64(-183.80945006464904)}, 3840: {'params': mu          0.039196
omega       0.000026
alpha[1]    0.200092
beta[1]     0.499942
Name: params, dtype: float64, 'loglikelihood': 93.26652947694642, 'aic': -178.53305895389283, 'bic': np.float64(-173.20424091319202)}, 3845: {'params': mu          0.030607
omega       0.000011
alpha[1]    0.199996
beta[1]     0.699985
Name: params, dtype: float64, 'loglikelihood': 89.45938748620131, 'aic': -170.91877497240262, 'bic': np.float64(-165.5899569317018)}, 3850: {'params': mu          0.024609
omega       0.000029
alpha[1]    0.199995
beta[1]     0.499973
Name: params, dtype: float64, 'loglikelihood': 93.1408151907059, 'aic': -178.2816303814118, 'bic': np.float64(-172.95281234071098)}, 3855: {'params': mu          0.022303
omega       0.000009
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 108.50506776321262, 'aic': -209.01013552642524, 'bic': np.float64(-203.68131748572443)}, 3860: {'params': mu          0.022543
omega       0.000009
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 116.10457538522247, 'aic': -224.20915077044495, 'bic': np.float64(-218.88033272974414)}, 3865: {'params': mu          0.022325
omega       0.000012
alpha[1]    0.200004
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 106.59682461383076, 'aic': -205.19364922766152, 'bic': np.float64(-199.8648311869607)}, 3870: {'params': mu          0.024188
omega       0.000008
alpha[1]    0.200006
beta[1]     0.699995
Name: params, dtype: float64, 'loglikelihood': 95.9016491904233, 'aic': -183.8032983808466, 'bic': np.float64(-178.4744803401458)}, 3875: {'params': mu          0.028806
omega       0.000019
alpha[1]    0.200022
beta[1]     0.699980
Name: params, dtype: float64, 'loglikelihood': 85.80288466744396, 'aic': -163.60576933488792, 'bic': np.float64(-158.2769512941871)}, 3880: {'params': mu          0.036182
omega       0.000040
alpha[1]    0.200304
beta[1]     0.699734
Name: params, dtype: float64, 'loglikelihood': 75.89857922299474, 'aic': -143.79715844598948, 'bic': np.float64(-138.46834040528867)}, 3885: {'params': mu          0.045226
omega       0.000137
alpha[1]    0.516256
beta[1]     0.284392
Name: params, dtype: float64, 'loglikelihood': 71.70370174771128, 'aic': -135.40740349542256, 'bic': np.float64(-130.07858545472175)}, 3890: {'params': mu          0.059501
omega       0.000051
alpha[1]    0.737621
beta[1]     0.047631
Name: params, dtype: float64, 'loglikelihood': 77.26040969141845, 'aic': -146.5208193828369, 'bic': np.float64(-141.19200134213608)}, 3895: {'params': mu          0.060250
omega       0.000082
alpha[1]    0.749263
beta[1]     0.018064
Name: params, dtype: float64, 'loglikelihood': 76.25703538162446, 'aic': -144.51407076324892, 'bic': np.float64(-139.1852527225481)}, 3900: {'params': mu          0.072380
omega       0.000022
alpha[1]    0.999999
beta[1]     0.000004
Name: params, dtype: float64, 'loglikelihood': 74.99737106573426, 'aic': -141.9947421314685, 'bic': np.float64(-136.6659240907677)}, 3905: {'params': mu          0.044430
omega       0.000132
alpha[1]    0.200027
beta[1]     0.499965
Name: params, dtype: float64, 'loglikelihood': 70.823252726624, 'aic': -133.646505453248, 'bic': np.float64(-128.3176874125472)}, 3910: {'params': mu          0.037789
omega       0.000005
alpha[1]    0.199998
beta[1]     0.779993
Name: params, dtype: float64, 'loglikelihood': 85.14673530399631, 'aic': -162.29347060799262, 'bic': np.float64(-156.9646525672918)}, 3915: {'params': mu          0.036165
omega       0.000007
alpha[1]    0.199999
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 100.64013318533787, 'aic': -193.28026637067575, 'bic': np.float64(-187.95144832997494)}, 3920: {'params': mu          0.032782
omega       0.000013
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 109.39644501881301, 'aic': -210.79289003762602, 'bic': np.float64(-205.4640719969252)}, 3925: {'params': mu          0.031787
omega       0.000021
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 102.52123493348327, 'aic': -197.04246986696654, 'bic': np.float64(-191.71365182626573)}, 3930: {'params': mu          0.028489
omega       0.000013
alpha[1]    0.199999
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 102.66268092134612, 'aic': -197.32536184269225, 'bic': np.float64(-191.99654380199144)}, 3935: {'params': mu          0.027319
omega       0.000008
alpha[1]    0.200002
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 111.98089186679358, 'aic': -215.96178373358717, 'bic': np.float64(-210.63296569288636)}, 3940: {'params': mu          0.026895
omega       0.000015
alpha[1]    0.200004
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 94.89161747293399, 'aic': -181.78323494586797, 'bic': np.float64(-176.45441690516716)}, 3945: {'params': mu          0.028492
omega       0.000048
alpha[1]    0.200029
beta[1]     0.699975
Name: params, dtype: float64, 'loglikelihood': 76.29103174552624, 'aic': -144.58206349105248, 'bic': np.float64(-139.25324545035167)}, 3950: {'params': mu          0.030189
omega       0.000094
alpha[1]    0.579346
beta[1]     0.368070
Name: params, dtype: float64, 'loglikelihood': 69.20018989756112, 'aic': -130.40037979512223, 'bic': np.float64(-125.07156175442142)}, 3955: {'params': mu          0.077084
omega       0.000164
alpha[1]    0.268134
beta[1]     0.579667
Name: params, dtype: float64, 'loglikelihood': 62.802527256425044, 'aic': -117.60505451285009, 'bic': np.float64(-112.27623647214928)}, 3960: {'params': mu          0.084053
omega       0.000085
alpha[1]    0.755692
beta[1]     0.161571
Name: params, dtype: float64, 'loglikelihood': 69.29567185841199, 'aic': -130.59134371682399, 'bic': np.float64(-125.26252567612318)}, 3965: {'params': mu          8.768580e-02
omega       2.029411e-04
alpha[1]    9.999944e-01
beta[1]     9.955619e-12
Name: params, dtype: float64, 'loglikelihood': 63.79937944787355, 'aic': -119.5987588957471, 'bic': np.float64(-114.26994085504629)}, 3970: {'params': mu          0.093362
omega       0.000149
alpha[1]    0.826697
beta[1]     0.108341
Name: params, dtype: float64, 'loglikelihood': 56.04981333385251, 'aic': -104.09962666770502, 'bic': np.float64(-98.77080862700421)}, 3975: {'params': mu          0.184469
omega       0.000076
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 53.177666921748326, 'aic': -98.35533384349665, 'bic': np.float64(-93.02651580279584)}, 3980: {'params': mu          0.184450
omega       0.000242
alpha[1]    0.999999
beta[1]     0.000057
Name: params, dtype: float64, 'loglikelihood': 50.703425189191606, 'aic': -93.40685037838321, 'bic': np.float64(-88.0780323376824)}, 3985: {'params': mu          0.188417
omega       0.000077
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 50.21435374471388, 'aic': -92.42870748942777, 'bic': np.float64(-87.09988944872696)}, 3990: {'params': mu          0.062136
omega       0.000062
alpha[1]    0.806044
beta[1]     0.003540
Name: params, dtype: float64, 'loglikelihood': 65.19700744637086, 'aic': -122.39401489274172, 'bic': np.float64(-117.06519685204091)}, 3995: {'params': mu          0.067463
omega       0.000240
alpha[1]    0.199980
beta[1]     0.699931
Name: params, dtype: float64, 'loglikelihood': 53.85661476405158, 'aic': -99.71322952810316, 'bic': np.float64(-94.38441148740235)}, 4000: {'params': mu          0.060478
omega       0.000067
alpha[1]    0.199928
beta[1]     0.699746
Name: params, dtype: float64, 'loglikelihood': 72.82250449148718, 'aic': -137.64500898297436, 'bic': np.float64(-132.31619094227355)}, 4005: {'params': mu          0.059079
omega       0.000027
alpha[1]    0.200015
beta[1]     0.499990
Name: params, dtype: float64, 'loglikelihood': 93.33879568648084, 'aic': -178.67759137296167, 'bic': np.float64(-173.34877333226086)}, 4010: {'params': mu          0.051778
omega       0.000043
alpha[1]    0.200018
beta[1]     0.499989
Name: params, dtype: float64, 'loglikelihood': 86.20947977534517, 'aic': -164.41895955069035, 'bic': np.float64(-159.09014150998954)}, 4015: {'params': mu          0.042259
omega       0.000047
alpha[1]    0.209307
beta[1]     0.494183
Name: params, dtype: float64, 'loglikelihood': 85.14536747964507, 'aic': -162.29073495929015, 'bic': np.float64(-156.96191691858934)}, 4020: {'params': mu          0.037358
omega       0.000023
alpha[1]    0.199990
beta[1]     0.499975
Name: params, dtype: float64, 'loglikelihood': 95.35505831332206, 'aic': -182.71011662664412, 'bic': np.float64(-177.3812985859433)}, 4025: {'params': mu          3.629360e-02
omega       6.858116e-07
alpha[1]    1.999996e-01
beta[1]     7.799983e-01
Name: params, dtype: float64, 'loglikelihood': 107.55699773093885, 'aic': -207.1139954618777, 'bic': np.float64(-201.78517742117688)}, 4030: {'params': mu          0.035096
omega       0.000009
alpha[1]    0.200003
beta[1]     0.299991
Name: params, dtype: float64, 'loglikelihood': 113.7384815194815, 'aic': -219.476963038963, 'bic': np.float64(-214.14814499826218)}, 4035: {'params': mu          0.033600
omega       0.000007
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 110.62393726086673, 'aic': -213.24787452173345, 'bic': np.float64(-207.91905648103264)}, 4040: {'params': mu          0.033131
omega       0.000013
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 108.91741262020207, 'aic': -209.83482524040414, 'bic': np.float64(-204.50600719970333)}, 4045: {'params': mu          0.030192
omega       0.000008
alpha[1]    0.200002
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 108.08077024975486, 'aic': -208.16154049950973, 'bic': np.float64(-202.83272245880892)}, 4050: {'params': mu          0.027906
omega       0.000002
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 115.45019377700734, 'aic': -222.90038755401469, 'bic': np.float64(-217.57156951331388)}, 4055: {'params': mu          0.027079
omega       0.000003
alpha[1]    0.200001
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 112.66746522639954, 'aic': -217.33493045279909, 'bic': np.float64(-212.00611241209828)}, 4060: {'params': mu          0.026101
omega       0.000004
alpha[1]    0.200003
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 107.93470440799015, 'aic': -207.8694088159803, 'bic': np.float64(-202.5405907752795)}, 4065: {'params': mu          0.023541
omega       0.000006
alpha[1]    0.200010
beta[1]     0.699991
Name: params, dtype: float64, 'loglikelihood': 98.31960585217256, 'aic': -188.63921170434512, 'bic': np.float64(-183.3103936636443)}, 4070: {'params': mu          0.013056
omega       0.000018
alpha[1]    0.200015
beta[1]     0.499991
Name: params, dtype: float64, 'loglikelihood': 98.64987059178759, 'aic': -189.29974118357518, 'bic': np.float64(-183.97092314287437)}, 4075: {'params': mu          0.009238
omega       0.000004
alpha[1]    0.199999
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 109.14008775542453, 'aic': -210.28017551084906, 'bic': np.float64(-204.95135747014825)}, 4080: {'params': mu          8.626579e-03
omega       2.268596e-07
alpha[1]    2.000116e-01
beta[1]     7.799885e-01
Name: params, dtype: float64, 'loglikelihood': 128.7981062263812, 'aic': -249.59621245276242, 'bic': np.float64(-244.2673944120616)}, 4085: {'params': mu          8.900106e-03
omega       5.615391e-07
alpha[1]    2.000002e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 153.5365723037838, 'aic': -299.0731446075676, 'bic': np.float64(-293.7443265668668)}, 4090: {'params': mu          0.008923
omega       0.000002
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 131.75003754522734, 'aic': -255.5000750904547, 'bic': np.float64(-250.17125704975388)}, 4095: {'params': mu          0.009497
omega       0.000001
alpha[1]    0.200001
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 123.17489338045058, 'aic': -238.34978676090117, 'bic': np.float64(-233.02096872020036)}, 4100: {'params': mu          0.011392
omega       0.000004
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 116.92794048183293, 'aic': -225.85588096366587, 'bic': np.float64(-220.52706292296506)}, 4105: {'params': mu          0.015666
omega       0.000004
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 119.90421068475155, 'aic': -231.8084213695031, 'bic': np.float64(-226.47960332880228)}, 4110: {'params': mu          0.016895
omega       0.000004
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 121.86492086896602, 'aic': -235.72984173793205, 'bic': np.float64(-230.40102369723124)}, 4115: {'params': mu          0.017622
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 135.07940011069482, 'aic': -262.15880022138964, 'bic': np.float64(-256.82998218068883)}, 4120: {'params': mu          0.017699
omega       0.000003
alpha[1]    0.280000
beta[1]     0.270000
Name: params, dtype: float64, 'loglikelihood': 129.90183710572182, 'aic': -251.80367421144365, 'bic': np.float64(-246.47485617074284)}, 4125: {'params': mu          1.847104e-02
omega       6.555755e-07
alpha[1]    9.999999e-03
beta[1]     8.900000e-01
Name: params, dtype: float64, 'loglikelihood': 127.51552207725945, 'aic': -247.0310441545189, 'bic': np.float64(-241.70222611381809)}, 4130: {'params': mu          0.019170
omega       0.000003
alpha[1]    0.200002
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 111.87280327118484, 'aic': -215.74560654236967, 'bic': np.float64(-210.41678850166886)}, 4135: {'params': mu          0.020772
omega       0.000015
alpha[1]    0.200006
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 101.79911987017013, 'aic': -195.59823974034026, 'bic': np.float64(-190.26942169963945)}, 4140: {'params': mu          0.024625
omega       0.000025
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 99.62086861824659, 'aic': -191.24173723649318, 'bic': np.float64(-185.91291919579237)}, 4145: {'params': mu          0.024382
omega       0.000033
alpha[1]    0.279971
beta[1]     0.270092
Name: params, dtype: float64, 'loglikelihood': 95.26898021045562, 'aic': -182.53796042091125, 'bic': np.float64(-177.20914238021044)}, 4150: {'params': mu          0.024679
omega       0.000032
alpha[1]    0.200004
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 96.87038893236593, 'aic': -185.74077786473185, 'bic': np.float64(-180.41195982403104)}, 4155: {'params': mu          0.022930
omega       0.000032
alpha[1]    0.200004
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 97.15544032242501, 'aic': -186.31088064485002, 'bic': np.float64(-180.9820626041492)}, 4160: {'params': mu          0.019344
omega       0.000004
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 105.81240267149506, 'aic': -203.62480534299013, 'bic': np.float64(-198.29598730228932)}, 4165: {'params': mu          0.017871
omega       0.000002
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 111.01765218500557, 'aic': -214.03530437001115, 'bic': np.float64(-208.70648632931034)}, 4170: {'params': mu          0.016157
omega       0.000004
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 118.06852864807495, 'aic': -228.1370572961499, 'bic': np.float64(-222.80823925544908)}, 4175: {'params': mu          1.556026e-02
omega       9.879221e-07
alpha[1]    1.999998e-01
beta[1]     6.999993e-01
Name: params, dtype: float64, 'loglikelihood': 124.64222725140584, 'aic': -241.28445450281168, 'bic': np.float64(-235.95563646211087)}, 4180: {'params': mu          1.535168e-02
omega       8.414759e-07
alpha[1]    1.999999e-01
beta[1]     6.999995e-01
Name: params, dtype: float64, 'loglikelihood': 128.94705458260603, 'aic': -249.89410916521206, 'bic': np.float64(-244.56529112451125)}, 4185: {'params': mu          0.015515
omega       0.000005
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 118.90315753147607, 'aic': -229.80631506295214, 'bic': np.float64(-224.47749702225133)}, 4190: {'params': mu          0.015785
omega       0.000003
alpha[1]    0.200002
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 112.92942996119066, 'aic': -217.85885992238133, 'bic': np.float64(-212.53004188168052)}, 4195: {'params': mu          0.020512
omega       0.000166
alpha[1]    0.200034
beta[1]     0.499979
Name: params, dtype: float64, 'loglikelihood': 71.60568629700079, 'aic': -135.21137259400157, 'bic': np.float64(-129.88255455330076)}, 4200: {'params': mu          0.016368
omega       0.000016
alpha[1]    0.934551
beta[1]     0.002045
Name: params, dtype: float64, 'loglikelihood': 72.37776831279369, 'aic': -136.75553662558738, 'bic': np.float64(-131.42671858488657)}, 4205: {'params': mu          0.026693
omega       0.000098
alpha[1]    0.999977
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 57.35943707177624, 'aic': -106.71887414355248, 'bic': np.float64(-101.39005610285167)}, 4210: {'params': mu          1.484660e-01
omega       1.255125e-04
alpha[1]    1.000000e+00
beta[1]     2.463270e-08
Name: params, dtype: float64, 'loglikelihood': 45.538770660072764, 'aic': -83.07754132014553, 'bic': np.float64(-77.74872327944472)}, 4215: {'params': mu          0.148291
omega       0.000040
alpha[1]    0.999985
beta[1]     0.000009
Name: params, dtype: float64, 'loglikelihood': 46.006561463473666, 'aic': -84.01312292694733, 'bic': np.float64(-78.68430488624652)}, 4220: {'params': mu          0.139628
omega       0.000712
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 43.56303611719416, 'aic': -79.12607223438832, 'bic': np.float64(-73.79725419368751)}, 4225: {'params': mu          0.033321
omega       0.000336
alpha[1]    0.376831
beta[1]     0.340809
Name: params, dtype: float64, 'loglikelihood': 51.81726474287156, 'aic': -95.63452948574312, 'bic': np.float64(-90.3057114450423)}, 4230: {'params': mu          0.036010
omega       0.000043
alpha[1]    0.198994
beta[1]     0.776075
Name: params, dtype: float64, 'loglikelihood': 58.122565062402636, 'aic': -108.24513012480527, 'bic': np.float64(-102.91631208410446)}, 4235: {'params': mu          0.036943
omega       0.000008
alpha[1]    0.199991
beta[1]     0.779961
Name: params, dtype: float64, 'loglikelihood': 79.5057497589685, 'aic': -151.011499517937, 'bic': np.float64(-145.6826814772362)}, 4240: {'params': mu          0.034078
omega       0.000015
alpha[1]    0.200005
beta[1]     0.499993
Name: params, dtype: float64, 'loglikelihood': 100.41554420034653, 'aic': -192.83108840069306, 'bic': np.float64(-187.50227035999225)}, 4245: {'params': mu          0.035940
omega       0.000018
alpha[1]    0.200005
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 105.07843689738017, 'aic': -202.15687379476034, 'bic': np.float64(-196.82805575405953)}, 4250: {'params': mu          0.036164
omega       0.000012
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 104.07105640938951, 'aic': -200.14211281877903, 'bic': np.float64(-194.81329477807822)}, 4255: {'params': mu          0.034656
omega       0.000025
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 99.75035265010486, 'aic': -191.50070530020972, 'bic': np.float64(-186.1718872595089)}, 4260: {'params': mu          0.029930
omega       0.000017
alpha[1]    0.200000
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 99.60675323396265, 'aic': -191.2135064679253, 'bic': np.float64(-185.8846884272245)}, 4265: {'params': mu          0.029888
omega       0.000012
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 109.54515010680426, 'aic': -211.09030021360851, 'bic': np.float64(-205.7614821729077)}, 4270: {'params': mu          0.028973
omega       0.000006
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 120.16912930981073, 'aic': -232.33825861962146, 'bic': np.float64(-227.00944057892065)}, 4275: {'params': mu          0.027792
omega       0.000011
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 112.51528054665741, 'aic': -217.03056109331482, 'bic': np.float64(-211.701743052614)}, 4280: {'params': mu          0.027297
omega       0.000013
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 103.20309210041714, 'aic': -198.40618420083428, 'bic': np.float64(-193.07736616013347)}, 4285: {'params': mu          0.025949
omega       0.000028
alpha[1]    0.287222
beta[1]     0.259572
Name: params, dtype: float64, 'loglikelihood': 97.18913285090876, 'aic': -186.37826570181753, 'bic': np.float64(-181.04944766111672)}, 4290: {'params': mu          0.016498
omega       0.000006
alpha[1]    0.199998
beta[1]     0.699994
Name: params, dtype: float64, 'loglikelihood': 99.14108263975871, 'aic': -190.28216527951741, 'bic': np.float64(-184.9533472388166)}, 4295: {'params': mu          0.014332
omega       0.000004
alpha[1]    0.199999
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 107.46220566278922, 'aic': -206.92441132557843, 'bic': np.float64(-201.59559328487762)}, 4300: {'params': mu          0.015182
omega       0.000004
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 118.03859770773894, 'aic': -228.0771954154779, 'bic': np.float64(-222.74837737477708)}, 4305: {'params': mu          0.014951
omega       0.000001
alpha[1]    0.200004
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 121.0614774879378, 'aic': -234.1229549758756, 'bic': np.float64(-228.79413693517478)}, 4310: {'params': mu          0.016380
omega       0.000008
alpha[1]    0.200017
beta[1]     0.299994
Name: params, dtype: float64, 'loglikelihood': 116.49715325237784, 'aic': -224.99430650475568, 'bic': np.float64(-219.66548846405487)}, 4315: {'params': mu          0.016962
omega       0.000005
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 116.29825155741788, 'aic': -224.59650311483577, 'bic': np.float64(-219.26768507413496)}, 4320: {'params': mu          0.018554
omega       0.000006
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 122.69671618535828, 'aic': -237.39343237071657, 'bic': np.float64(-232.06461433001576)}, 4325: {'params': mu          0.019496
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 131.86566304693451, 'aic': -255.73132609386903, 'bic': np.float64(-250.40250805316822)}, 4330: {'params': mu          0.019503
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 129.58620843303996, 'aic': -251.1724168660799, 'bic': np.float64(-245.8435988253791)}, 4335: {'params': mu          0.019622
omega       0.000002
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 129.11988437643967, 'aic': -250.23976875287934, 'bic': np.float64(-244.91095071217853)}, 4340: {'params': mu          0.020211
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 141.0864568356272, 'aic': -274.1729136712544, 'bic': np.float64(-268.84409563055357)}, 4345: {'params': mu          0.020531
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 144.9168880111064, 'aic': -281.8337760222128, 'bic': np.float64(-276.504957981512)}, 4350: {'params': mu          0.021904
omega       0.000003
alpha[1]    0.200001
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 111.01115622199407, 'aic': -214.02231244398814, 'bic': np.float64(-208.69349440328733)}, 4355: {'params': mu          0.022472
omega       0.000008
alpha[1]    0.200010
beta[1]     0.699991
Name: params, dtype: float64, 'loglikelihood': 100.02386240716855, 'aic': -192.0477248143371, 'bic': np.float64(-186.7189067736363)}, 4360: {'params': mu          0.026221
omega       0.000031
alpha[1]    0.200144
beta[1]     0.499910
Name: params, dtype: float64, 'loglikelihood': 89.84347010813433, 'aic': -171.68694021626865, 'bic': np.float64(-166.35812217556784)}, 4365: {'params': mu          0.033452
omega       0.000046
alpha[1]    0.200016
beta[1]     0.299994
Name: params, dtype: float64, 'loglikelihood': 91.12260825395958, 'aic': -174.24521650791917, 'bic': np.float64(-168.91639846721836)}, 4370: {'params': mu          0.033535
omega       0.000022
alpha[1]    0.215167
beta[1]     0.481680
Name: params, dtype: float64, 'loglikelihood': 93.45695130650651, 'aic': -178.91390261301302, 'bic': np.float64(-173.5850845723122)}, 4375: {'params': mu          0.037857
omega       0.000016
alpha[1]    0.200005
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 99.57517396040878, 'aic': -191.15034792081755, 'bic': np.float64(-185.82152988011674)}, 4380: {'params': mu          0.038543
omega       0.000029
alpha[1]    0.200005
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 98.0928767693352, 'aic': -188.1857535386704, 'bic': np.float64(-182.8569354979696)}, 4385: {'params': mu          0.037708
omega       0.000049
alpha[1]    0.200024
beta[1]     0.499985
Name: params, dtype: float64, 'loglikelihood': 85.62169642394335, 'aic': -163.2433928478867, 'bic': np.float64(-157.9145748071859)}, 4390: {'params': mu          4.029594e-02
omega       5.436530e-05
alpha[1]    8.093119e-01
beta[1]     2.899215e-12
Name: params, dtype: float64, 'loglikelihood': 82.45719245874028, 'aic': -156.91438491748056, 'bic': np.float64(-151.58556687677975)}, 4395: {'params': mu          0.051250
omega       0.000057
alpha[1]    0.199988
beta[1]     0.499969
Name: params, dtype: float64, 'loglikelihood': 82.64472216991207, 'aic': -157.28944433982414, 'bic': np.float64(-151.96062629912333)}, 4400: {'params': mu          0.051188
omega       0.000041
alpha[1]    0.271234
beta[1]     0.269987
Name: params, dtype: float64, 'loglikelihood': 91.24060865668031, 'aic': -174.48121731336062, 'bic': np.float64(-169.1523992726598)}, 4405: {'params': mu          0.052820
omega       0.000022
alpha[1]    0.200005
beta[1]     0.499990
Name: params, dtype: float64, 'loglikelihood': 94.98409086507753, 'aic': -181.96818173015507, 'bic': np.float64(-176.63936368945426)}, 4410: {'params': mu          0.054707
omega       0.000033
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 96.53337518404261, 'aic': -185.06675036808522, 'bic': np.float64(-179.7379323273844)}, 4415: {'params': mu          0.054029
omega       0.000031
alpha[1]    0.200364
beta[1]     0.499773
Name: params, dtype: float64, 'loglikelihood': 91.88636637377836, 'aic': -175.77273274755672, 'bic': np.float64(-170.4439147068559)}, 4420: {'params': mu          0.056570
omega       0.000084
alpha[1]    0.200024
beta[1]     0.299991
Name: params, dtype: float64, 'loglikelihood': 83.05183505602184, 'aic': -158.1036701120437, 'bic': np.float64(-152.77485207134288)}, 4425: {'params': mu          0.068497
omega       0.000066
alpha[1]    0.287180
beta[1]     0.445510
Name: params, dtype: float64, 'loglikelihood': 78.56794325479768, 'aic': -149.13588650959537, 'bic': np.float64(-143.80706846889456)}, 4430: {'params': mu          0.075778
omega       0.000057
alpha[1]    0.200394
beta[1]     0.499753
Name: params, dtype: float64, 'loglikelihood': 83.65974740726529, 'aic': -159.31949481453057, 'bic': np.float64(-153.99067677382976)}, 4435: {'params': mu          0.076554
omega       0.000043
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 94.11641093481018, 'aic': -180.23282186962035, 'bic': np.float64(-174.90400382891954)}, 4440: {'params': mu          0.076692
omega       0.000041
alpha[1]    0.200005
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 88.31000358435234, 'aic': -168.6200071687047, 'bic': np.float64(-163.29118912800388)}, 4445: {'params': mu          0.075560
omega       0.000072
alpha[1]    0.200031
beta[1]     0.499981
Name: params, dtype: float64, 'loglikelihood': 79.06715781938985, 'aic': -150.1343156387797, 'bic': np.float64(-144.8054975980789)}, 4450: {'params': mu          0.059574
omega       0.000070
alpha[1]    0.200067
beta[1]     0.499854
Name: params, dtype: float64, 'loglikelihood': 78.69358176266203, 'aic': -149.38716352532407, 'bic': np.float64(-144.05834548462326)}, 4455: {'params': mu          0.052082
omega       0.000018
alpha[1]    0.199995
beta[1]     0.699982
Name: params, dtype: float64, 'loglikelihood': 86.74099261066554, 'aic': -165.4819852213311, 'bic': np.float64(-160.15316718063028)}, 4460: {'params': mu          0.050881
omega       0.000021
alpha[1]    0.199999
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 99.58081594142885, 'aic': -191.1616318828577, 'bic': np.float64(-185.8328138421569)}, 4465: {'params': mu          0.049580
omega       0.000009
alpha[1]    0.200010
beta[1]     0.299996
Name: params, dtype: float64, 'loglikelihood': 115.0446075131203, 'aic': -222.0892150262406, 'bic': np.float64(-216.76039698553978)}, 4470: {'params': mu          0.048950
omega       0.000013
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 109.47244191665675, 'aic': -210.9448838333135, 'bic': np.float64(-205.6160657926127)}, 4475: {'params': mu          0.048825
omega       0.000042
alpha[1]    0.200019
beta[1]     0.699983
Name: params, dtype: float64, 'loglikelihood': 79.79852828830268, 'aic': -151.59705657660535, 'bic': np.float64(-146.26823853590454)}, 4480: {'params': mu          0.047140
omega       0.000011
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 81.24392543121556, 'aic': -154.48785086243112, 'bic': np.float64(-149.1590328217303)}, 4485: {'params': mu          0.050728
omega       0.000145
alpha[1]    0.826019
beta[1]     0.065250
Name: params, dtype: float64, 'loglikelihood': 60.87014643620799, 'aic': -113.74029287241598, 'bic': np.float64(-108.41147483171517)}, 4490: {'params': mu          0.085007
omega       0.000557
alpha[1]    0.529205
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 55.037088876433515, 'aic': -102.07417775286703, 'bic': np.float64(-96.74535971216622)}, 4495: {'params': mu          0.089395
omega       0.000633
alpha[1]    0.399807
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 56.260808000082456, 'aic': -104.52161600016491, 'bic': np.float64(-99.1927979594641)}, 4500: {'params': mu          0.123509
omega       0.000008
alpha[1]    0.999983
beta[1]     0.000007
Name: params, dtype: float64, 'loglikelihood': 73.413636126668, 'aic': -138.827272253336, 'bic': np.float64(-133.49845421263518)}, 4505: {'params': mu          0.126003
omega       0.000029
alpha[1]    0.980895
beta[1]     0.007164
Name: params, dtype: float64, 'loglikelihood': 60.91397210065724, 'aic': -113.82794420131448, 'bic': np.float64(-108.49912616061367)}, 4510: {'params': mu          1.279201e-01
omega       1.356185e-11
alpha[1]    9.999864e-01
beta[1]     3.457837e-06
Name: params, dtype: float64, 'loglikelihood': 57.98426401228212, 'aic': -107.96852802456424, 'bic': np.float64(-102.63970998386343)}, 4515: {'params': mu          0.104216
omega       0.000090
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 60.636727067752105, 'aic': -113.27345413550421, 'bic': np.float64(-107.9446360948034)}, 4520: {'params': mu          0.110420
omega       0.000532
alpha[1]    0.649720
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 55.52749009713938, 'aic': -103.05498019427876, 'bic': np.float64(-97.72616215357795)}, 4525: {'params': mu          1.315721e-01
omega       1.683704e-04
alpha[1]    1.000000e+00
beta[1]     1.649233e-10
Name: params, dtype: float64, 'loglikelihood': 51.65324170684449, 'aic': -95.30648341368898, 'bic': np.float64(-89.97766537298817)}, 4530: {'params': mu          0.042813
omega       0.000181
alpha[1]    0.999958
beta[1]     0.000042
Name: params, dtype: float64, 'loglikelihood': 60.12444272353799, 'aic': -112.24888544707598, 'bic': np.float64(-106.92006740637517)}, 4535: {'params': mu          0.054141
omega       0.000023
alpha[1]    0.199991
beta[1]     0.779963
Name: params, dtype: float64, 'loglikelihood': 61.87416791293271, 'aic': -115.74833582586542, 'bic': np.float64(-110.41951778516462)}, 4540: {'params': mu          0.049004
omega       0.000120
alpha[1]    0.457363
beta[1]     0.339148
Name: params, dtype: float64, 'loglikelihood': 70.16580574885018, 'aic': -132.33161149770035, 'bic': np.float64(-127.00279345699954)}, 4545: {'params': mu          0.050461
omega       0.000090
alpha[1]    0.200060
beta[1]     0.699948
Name: params, dtype: float64, 'loglikelihood': 64.23198549716989, 'aic': -120.46397099433977, 'bic': np.float64(-115.13515295363896)}, 4550: {'params': mu          0.064177
omega       0.000187
alpha[1]    0.489666
beta[1]     0.318956
Name: params, dtype: float64, 'loglikelihood': 60.34197450224241, 'aic': -112.68394900448482, 'bic': np.float64(-107.355130963784)}, 4555: {'params': mu          0.101591
omega       0.000116
alpha[1]    0.451432
beta[1]     0.300411
Name: params, dtype: float64, 'loglikelihood': 65.77038246342724, 'aic': -123.54076492685448, 'bic': np.float64(-118.21194688615367)}, 4560: {'params': mu          0.087719
omega       0.000255
alpha[1]    0.446504
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 68.36118807340593, 'aic': -128.72237614681185, 'bic': np.float64(-123.39355810611104)}, 4565: {'params': mu          0.110606
omega       0.000033
alpha[1]    1.000000
beta[1]     0.000003
Name: params, dtype: float64, 'loglikelihood': 71.08931901567185, 'aic': -134.1786380313437, 'bic': np.float64(-128.84981999064289)}, 4570: {'params': mu          0.071787
omega       0.000056
alpha[1]    0.199143
beta[1]     0.696940
Name: params, dtype: float64, 'loglikelihood': 68.4729097701169, 'aic': -128.9458195402338, 'bic': np.float64(-123.61700149953299)}, 4575: {'params': mu          0.076585
omega       0.000066
alpha[1]    0.330033
beta[1]     0.669967
Name: params, dtype: float64, 'loglikelihood': 63.769627630156165, 'aic': -119.53925526031233, 'bic': np.float64(-114.21043721961152)}, 4580: {'params': mu          0.070758
omega       0.000126
alpha[1]    0.420135
beta[1]     0.579865
Name: params, dtype: float64, 'loglikelihood': 56.78002676289276, 'aic': -105.56005352578552, 'bic': np.float64(-100.23123548508471)}, 4585: {'params': mu          0.063629
omega       0.000406
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 46.92725709924329, 'aic': -85.85451419848658, 'bic': np.float64(-80.52569615778577)}, 4590: {'params': mu          0.178804
omega       0.000037
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 50.26501685543869, 'aic': -92.53003371087738, 'bic': np.float64(-87.20121567017657)}, 4595: {'params': mu          0.178893
omega       0.000044
alpha[1]    0.999904
beta[1]     0.000036
Name: params, dtype: float64, 'loglikelihood': 48.002003558722045, 'aic': -88.00400711744409, 'bic': np.float64(-82.67518907674328)}, 4600: {'params': mu          0.177494
omega       0.000187
alpha[1]    0.999992
beta[1]     0.000005
Name: params, dtype: float64, 'loglikelihood': 45.22659317174091, 'aic': -82.45318634348182, 'bic': np.float64(-77.12436830278101)}, 4605: {'params': mu          0.018654
omega       0.000018
alpha[1]    0.852118
beta[1]     0.013069
Name: params, dtype: float64, 'loglikelihood': 60.65789443787853, 'aic': -113.31578887575706, 'bic': np.float64(-107.98697083505625)}, 4610: {'params': mu          1.880710e-02
omega       1.988043e-05
alpha[1]    1.000000e+00
beta[1]     2.982852e-09
Name: params, dtype: float64, 'loglikelihood': 68.64409845929613, 'aic': -129.28819691859226, 'bic': np.float64(-123.95937887789145)}, 4615: {'params': mu          0.045907
omega       0.000049
alpha[1]    0.184842
beta[1]     0.622348
Name: params, dtype: float64, 'loglikelihood': 69.81192291006653, 'aic': -131.62384582013306, 'bic': np.float64(-126.29502777943225)}, 4620: {'params': mu          0.043440
omega       0.000081
alpha[1]    0.199995
beta[1]     0.499968
Name: params, dtype: float64, 'loglikelihood': 75.97552849810587, 'aic': -143.95105699621175, 'bic': np.float64(-138.62223895551094)}, 4625: {'params': mu          0.044699
omega       0.000063
alpha[1]    0.199993
beta[1]     0.499984
Name: params, dtype: float64, 'loglikelihood': 79.79802111787464, 'aic': -151.59604223574928, 'bic': np.float64(-146.26722419504847)}, 4630: {'params': mu          0.046738
omega       0.000198
alpha[1]    0.638975
beta[1]     0.135384
Name: params, dtype: float64, 'loglikelihood': 68.446517934561, 'aic': -128.893035869122, 'bic': np.float64(-123.56421782842119)}, 4635: {'params': mu          5.130567e-02
omega       5.209708e-05
alpha[1]    9.999992e-01
beta[1]     8.378553e-07
Name: params, dtype: float64, 'loglikelihood': 61.40261567422981, 'aic': -114.80523134845961, 'bic': np.float64(-109.4764133077588)}, 4640: {'params': mu          4.658692e-02
omega       1.014762e-04
alpha[1]    1.000000e+00
beta[1]     5.785630e-13
Name: params, dtype: float64, 'loglikelihood': 44.67289795331249, 'aic': -81.34579590662499, 'bic': np.float64(-76.01697786592418)}, 4645: {'params': mu          0.205681
omega       0.000184
alpha[1]    0.891142
beta[1]     0.035610
Name: params, dtype: float64, 'loglikelihood': 37.73324325203994, 'aic': -67.46648650407988, 'bic': np.float64(-62.137668463379065)}, 4650: {'params': mu          1.991189e-01
omega       5.353648e-05
alpha[1]    1.000000e+00
beta[1]     2.357915e-11
Name: params, dtype: float64, 'loglikelihood': 40.84585861734373, 'aic': -73.69171723468746, 'bic': np.float64(-68.36289919398665)}, 4655: {'params': mu          0.115884
omega       0.000059
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 42.45795520517113, 'aic': -76.91591041034226, 'bic': np.float64(-71.58709236964145)}, 4660: {'params': mu          0.103836
omega       0.000110
alpha[1]    0.869466
beta[1]     0.000141
Name: params, dtype: float64, 'loglikelihood': 51.92637693433125, 'aic': -95.8527538686625, 'bic': np.float64(-90.5239358279617)}, 4665: {'params': mu          1.042964e-01
omega       1.204514e-04
alpha[1]    9.999997e-01
beta[1]     4.045322e-07
Name: params, dtype: float64, 'loglikelihood': 55.442071846093235, 'aic': -102.88414369218647, 'bic': np.float64(-97.55532565148566)}, 4670: {'params': mu          0.129377
omega       0.000028
alpha[1]    0.969687
beta[1]     0.002203
Name: params, dtype: float64, 'loglikelihood': 65.14401352160553, 'aic': -122.28802704321106, 'bic': np.float64(-116.95920900251025)}, 4675: {'params': mu          0.128970
omega       0.000060
alpha[1]    0.759991
beta[1]     0.028360
Name: params, dtype: float64, 'loglikelihood': 74.93856181436026, 'aic': -141.8771236287205, 'bic': np.float64(-136.5483055880197)}, 4680: {'params': mu          0.125077
omega       0.000126
alpha[1]    0.669435
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 72.7809488171638, 'aic': -137.5618976343276, 'bic': np.float64(-132.2330795936268)}, 4685: {'params': mu          0.120887
omega       0.000169
alpha[1]    0.337611
beta[1]     0.000048
Name: params, dtype: float64, 'loglikelihood': 77.0368091137796, 'aic': -146.0736182275592, 'bic': np.float64(-140.74480018685838)}, 4690: {'params': mu          1.112515e-01
omega       9.435873e-05
alpha[1]    8.380681e-01
beta[1]     6.466491e-12
Name: params, dtype: float64, 'loglikelihood': 73.05653766900816, 'aic': -138.11307533801633, 'bic': np.float64(-132.78425729731552)}, 4695: {'params': mu          0.106055
omega       0.000107
alpha[1]    0.280137
beta[1]     0.449915
Name: params, dtype: float64, 'loglikelihood': 72.19290926482819, 'aic': -136.38581852965638, 'bic': np.float64(-131.05700048895557)}, 4700: {'params': mu          0.087299
omega       0.000118
alpha[1]    0.357918
beta[1]     0.236052
Name: params, dtype: float64, 'loglikelihood': 76.12850629211235, 'aic': -144.2570125842247, 'bic': np.float64(-138.9281945435239)}, 4705: {'params': mu          0.081937
omega       0.000059
alpha[1]    0.200017
beta[1]     0.499989
Name: params, dtype: float64, 'loglikelihood': 83.92735815940993, 'aic': -159.85471631881987, 'bic': np.float64(-154.52589827811906)}, 4710: {'params': mu          0.079433
omega       0.000017
alpha[1]    0.199998
beta[1]     0.699994
Name: params, dtype: float64, 'loglikelihood': 86.81084174551833, 'aic': -165.62168349103666, 'bic': np.float64(-160.29286545033585)}, 4715: {'params': mu          0.075859
omega       0.000037
alpha[1]    0.200023
beta[1]     0.299991
Name: params, dtype: float64, 'loglikelihood': 94.78605565673982, 'aic': -181.57211131347964, 'bic': np.float64(-176.24329327277883)}, 4720: {'params': mu          0.074911
omega       0.000037
alpha[1]    0.200007
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 94.80316036167683, 'aic': -181.60632072335366, 'bic': np.float64(-176.27750268265285)}, 4725: {'params': mu          0.070263
omega       0.000023
alpha[1]    0.199999
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 94.62730109896931, 'aic': -181.25460219793862, 'bic': np.float64(-175.9257841572378)}, 4730: {'params': mu          0.067138
omega       0.000030
alpha[1]    0.200012
beta[1]     0.699989
Name: params, dtype: float64, 'loglikelihood': 81.85613120088334, 'aic': -155.71226240176668, 'bic': np.float64(-150.38344436106587)}, 4735: {'params': mu          0.065289
omega       0.000144
alpha[1]    0.397523
beta[1]     0.376548
Name: params, dtype: float64, 'loglikelihood': 71.35477746370056, 'aic': -134.70955492740111, 'bic': np.float64(-129.3807368867003)}, 4740: {'params': mu          7.026342e-02
omega       1.959197e-05
alpha[1]    9.999987e-01
beta[1]     2.571265e-07
Name: params, dtype: float64, 'loglikelihood': 77.70592732359555, 'aic': -147.4118546471911, 'bic': np.float64(-142.08303660649028)}, 4745: {'params': mu          0.069166
omega       0.000070
alpha[1]    0.747674
beta[1]     0.006397
Name: params, dtype: float64, 'loglikelihood': 74.16620352742831, 'aic': -140.33240705485662, 'bic': np.float64(-135.0035890141558)}, 4750: {'params': mu          0.077325
omega       0.000050
alpha[1]    0.837325
beta[1]     0.014213
Name: params, dtype: float64, 'loglikelihood': 71.7055030066074, 'aic': -135.4110060132148, 'bic': np.float64(-130.082187972514)}, 4755: {'params': mu          0.079553
omega       0.000296
alpha[1]    0.897941
beta[1]     0.000038
Name: params, dtype: float64, 'loglikelihood': 68.15714985839783, 'aic': -128.31429971679566, 'bic': np.float64(-122.98548167609485)}, 4760: {'params': mu          0.082417
omega       0.000047
alpha[1]    0.199986
beta[1]     0.699923
Name: params, dtype: float64, 'loglikelihood': 74.97196557822811, 'aic': -141.94393115645622, 'bic': np.float64(-136.6151131157554)}, 4765: {'params': mu          0.085652
omega       0.000034
alpha[1]    0.251706
beta[1]     0.464598
Name: params, dtype: float64, 'loglikelihood': 88.39540227002736, 'aic': -168.79080454005472, 'bic': np.float64(-163.4619864993539)}, 4770: {'params': mu          0.089449
omega       0.000036
alpha[1]    0.200004
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 95.77600680882666, 'aic': -183.55201361765333, 'bic': np.float64(-178.22319557695252)}, 4775: {'params': mu          0.094236
omega       0.000034
alpha[1]    0.200004
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 88.69461494131352, 'aic': -169.38922988262703, 'bic': np.float64(-164.06041184192622)}, 4780: {'params': mu          0.097453
omega       0.000024
alpha[1]    0.200010
beta[1]     0.699991
Name: params, dtype: float64, 'loglikelihood': 82.00210172513326, 'aic': -156.00420345026652, 'bic': np.float64(-150.6753854095657)}, 4785: {'params': mu          0.100452
omega       0.000095
alpha[1]    0.468242
beta[1]     0.315659
Name: params, dtype: float64, 'loglikelihood': 76.37071124233452, 'aic': -144.74142248466904, 'bic': np.float64(-139.41260444396823)}, 4790: {'params': mu          0.103047
omega       0.000170
alpha[1]    0.352019
beta[1]     0.243002
Name: params, dtype: float64, 'loglikelihood': 70.4160552581823, 'aic': -132.8321105163646, 'bic': np.float64(-127.50329247566378)}, 4795: {'params': mu          0.107463
omega       0.000287
alpha[1]    0.957618
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 57.80017918110082, 'aic': -107.60035836220165, 'bic': np.float64(-102.27154032150084)}, 4800: {'params': mu          0.132402
omega       0.000095
alpha[1]    0.955615
beta[1]     0.044374
Name: params, dtype: float64, 'loglikelihood': 55.50461439974579, 'aic': -103.00922879949158, 'bic': np.float64(-97.68041075879077)}, 4805: {'params': mu          0.132990
omega       0.000228
alpha[1]    0.999895
beta[1]     0.000084
Name: params, dtype: float64, 'loglikelihood': 46.35018376827534, 'aic': -84.70036753655069, 'bic': np.float64(-79.37154949584988)}, 4810: {'params': mu          0.122625
omega       0.000639
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 32.04929650563183, 'aic': -56.09859301126366, 'bic': np.float64(-50.76977497056284)}, 4815: {'params': mu          2.578425e-01
omega       2.414628e-04
alpha[1]    8.877266e-01
beta[1]     1.085440e-07
Name: params, dtype: float64, 'loglikelihood': 34.98392847842276, 'aic': -61.96785695684552, 'bic': np.float64(-56.639038916144706)}, 4820: {'params': mu          2.584099e-01
omega       3.536799e-04
alpha[1]    9.999999e-01
beta[1]     1.153405e-07
Name: params, dtype: float64, 'loglikelihood': 36.377477088531826, 'aic': -64.75495417706365, 'bic': np.float64(-59.426136136362835)}, 4825: {'params': mu          1.938773e-01
omega       5.755962e-04
alpha[1]    7.953026e-01
beta[1]     2.615046e-08
Name: params, dtype: float64, 'loglikelihood': 44.02345537339642, 'aic': -80.04691074679285, 'bic': np.float64(-74.71809270609204)}, 4830: {'params': mu          0.213603
omega       0.000810
alpha[1]    0.417386
beta[1]     0.218480
Name: params, dtype: float64, 'loglikelihood': 48.63943677509775, 'aic': -89.2788735501955, 'bic': np.float64(-83.95005550949469)}, 4835: {'params': mu          0.199830
omega       0.000119
alpha[1]    0.627738
beta[1]     0.261251
Name: params, dtype: float64, 'loglikelihood': 55.467420386091, 'aic': -102.934840772182, 'bic': np.float64(-97.60602273148119)}, 4840: {'params': mu          0.189266
omega       0.000021
alpha[1]    0.815332
beta[1]     0.184668
Name: params, dtype: float64, 'loglikelihood': 62.53689894837518, 'aic': -117.07379789675036, 'bic': np.float64(-111.74497985604955)}, 4845: {'params': mu          0.189742
omega       0.000244
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 67.01489874882724, 'aic': -126.02979749765447, 'bic': np.float64(-120.70097945695366)}, 4850: {'params': mu          0.198864
omega       0.000240
alpha[1]    0.808193
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 61.59795388979533, 'aic': -115.19590777959066, 'bic': np.float64(-109.86708973888985)}, 4855: {'params': mu          0.200041
omega       0.000308
alpha[1]    0.657448
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 59.89973756946504, 'aic': -111.79947513893008, 'bic': np.float64(-106.47065709822927)}, 4860: {'params': mu          0.200087
omega       0.000503
alpha[1]    0.494445
beta[1]     0.058439
Name: params, dtype: float64, 'loglikelihood': 56.70336896552775, 'aic': -105.4067379310555, 'bic': np.float64(-100.07791989035469)}, 4865: {'params': mu          0.217207
omega       0.000103
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 54.051441562681845, 'aic': -100.10288312536369, 'bic': np.float64(-94.77406508466288)}, 4870: {'params': mu          0.217796
omega       0.000307
alpha[1]    0.813277
beta[1]     0.058197
Name: params, dtype: float64, 'loglikelihood': 49.64757796446663, 'aic': -91.29515592893326, 'bic': np.float64(-85.96633788823245)}, 4875: {'params': mu          0.218636
omega       0.000085
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.25096888128779, 'aic': -72.50193776257558, 'bic': np.float64(-67.17311972187477)}, 4880: {'params': mu          1.294703e-01
omega       1.506954e-03
alpha[1]    8.018883e-01
beta[1]     2.465190e-32
Name: params, dtype: float64, 'loglikelihood': 35.50805130318513, 'aic': -63.016102606370254, 'bic': np.float64(-57.68728456566944)}, 4885: {'params': mu         -0.003122
omega       0.000002
alpha[1]    0.401671
beta[1]     0.503046
Name: params, dtype: float64, 'loglikelihood': 47.13462243339427, 'aic': -86.26924486678854, 'bic': np.float64(-80.94042682608773)}, 4890: {'params': mu         -5.005759e-05
omega       6.728952e-08
alpha[1]    6.011486e-01
beta[1]     2.198079e-02
Name: params, dtype: float64, 'loglikelihood': 129.35523334991987, 'aic': -250.71046669983974, 'bic': np.float64(-245.38164865913893)}, 4895: {'params': mu          0.000940
omega       0.000043
alpha[1]    0.197300
beta[1]     0.769472
Name: params, dtype: float64, 'loglikelihood': 61.779618972673546, 'aic': -115.55923794534709, 'bic': np.float64(-110.23041990464628)}, 4900: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4905: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4910: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4915: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4920: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4925: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}}, 21: {0: {'params': mu          0.039395
omega       0.000008
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 86.9219786041567, 'aic': -165.8439572083134, 'bic': np.float64(-161.66586745741972)}, 5: {'params': mu          0.037151
omega       0.000002
alpha[1]    0.200004
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 86.17118332775497, 'aic': -164.34236665550995, 'bic': np.float64(-160.16427690461626)}, 10: {'params': mu          0.033944
omega       0.000023
alpha[1]    0.200123
beta[1]     0.499923
Name: params, dtype: float64, 'loglikelihood': 71.9950633628891, 'aic': -135.9901267257782, 'bic': np.float64(-131.8120369748845)}, 15: {'params': mu          0.024464
omega       0.000028
alpha[1]    0.199993
beta[1]     0.499939
Name: params, dtype: float64, 'loglikelihood': 68.62839290051899, 'aic': -129.25678580103798, 'bic': np.float64(-125.07869605014429)}, 20: {'params': mu          0.017897
omega       0.000004
alpha[1]    0.199999
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 80.61949048213587, 'aic': -153.23898096427175, 'bic': np.float64(-149.06089121337806)}, 25: {'params': mu          1.648838e-02
omega       8.199547e-07
alpha[1]    1.999997e-01
beta[1]     6.999995e-01
Name: params, dtype: float64, 'loglikelihood': 98.6720679529519, 'aic': -189.3441359059038, 'bic': np.float64(-185.16604615501012)}, 30: {'params': mu          1.664557e-02
omega       2.742324e-07
alpha[1]    2.000000e-01
beta[1]     7.000000e-01
Name: params, dtype: float64, 'loglikelihood': 108.58458449127878, 'aic': -209.16916898255755, 'bic': np.float64(-204.99107923166386)}, 35: {'params': mu          1.675335e-02
omega       9.431592e-07
alpha[1]    2.000004e-01
beta[1]     6.999996e-01
Name: params, dtype: float64, 'loglikelihood': 95.6126960744387, 'aic': -183.2253921488774, 'bic': np.float64(-179.0473023979837)}, 40: {'params': mu          0.020216
omega       0.000009
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 85.46017418751362, 'aic': -162.92034837502723, 'bic': np.float64(-158.74225862413354)}, 45: {'params': mu          0.023527
omega       0.000008
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 82.3383239372462, 'aic': -156.6766478744924, 'bic': np.float64(-152.4985581235987)}, 50: {'params': mu          0.027499
omega       0.000008
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 82.36462463952898, 'aic': -156.72924927905797, 'bic': np.float64(-152.55115952816428)}, 55: {'params': mu          0.030473
omega       0.000009
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 85.90140228304807, 'aic': -163.80280456609614, 'bic': np.float64(-159.62471481520245)}, 60: {'params': mu          0.030437
omega       0.000008
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 86.54642852087483, 'aic': -165.09285704174965, 'bic': np.float64(-160.91476729085596)}, 65: {'params': mu          0.027940
omega       0.000018
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 78.55372087520479, 'aic': -149.10744175040958, 'bic': np.float64(-144.9293519995159)}, 70: {'params': mu          0.022955
omega       0.000010
alpha[1]    0.199999
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 80.69625855100804, 'aic': -153.3925171020161, 'bic': np.float64(-149.2144273511224)}, 75: {'params': mu          0.022909
omega       0.000005
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 90.90512879254713, 'aic': -173.81025758509426, 'bic': np.float64(-169.63216783420057)}, 80: {'params': mu          0.023030
omega       0.000007
alpha[1]    0.201775
beta[1]     0.299334
Name: params, dtype: float64, 'loglikelihood': 88.49146045402651, 'aic': -168.98292090805302, 'bic': np.float64(-164.80483115715933)}, 85: {'params': mu          0.025032
omega       0.000004
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 88.38574021662247, 'aic': -168.77148043324493, 'bic': np.float64(-164.59339068235124)}, 90: {'params': mu          0.025011
omega       0.000004
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 88.2553680370913, 'aic': -168.5107360741826, 'bic': np.float64(-164.3326463232889)}, 95: {'params': mu          0.022958
omega       0.000008
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 86.62099788640802, 'aic': -165.24199577281604, 'bic': np.float64(-161.06390602192235)}, 100: {'params': mu          0.023325
omega       0.000009
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 84.87933780670507, 'aic': -161.75867561341013, 'bic': np.float64(-157.58058586251644)}, 105: {'params': mu          0.022949
omega       0.000011
alpha[1]    0.200003
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 83.48269329101139, 'aic': -158.96538658202277, 'bic': np.float64(-154.78729683112908)}, 110: {'params': mu          0.025560
omega       0.000005
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 87.22464708286266, 'aic': -166.44929416572532, 'bic': np.float64(-162.27120441483163)}, 115: {'params': mu          0.025694
omega       0.000014
alpha[1]    0.200004
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 77.58297093680345, 'aic': -147.1659418736069, 'bic': np.float64(-142.9878521227132)}, 120: {'params': mu          0.021999
omega       0.000019
alpha[1]    0.200011
beta[1]     0.499990
Name: params, dtype: float64, 'loglikelihood': 72.602300998455, 'aic': -137.20460199691, 'bic': np.float64(-133.0265122460163)}, 125: {'params': mu          0.021261
omega       0.000014
alpha[1]    0.200005
beta[1]     0.499995
Name: params, dtype: float64, 'loglikelihood': 75.44764943208246, 'aic': -142.89529886416491, 'bic': np.float64(-138.71720911327122)}, 130: {'params': mu          0.021731
omega       0.000026
alpha[1]    0.200122
beta[1]     0.299953
Name: params, dtype: float64, 'loglikelihood': 74.38535289359801, 'aic': -140.77070578719602, 'bic': np.float64(-136.59261603630233)}, 135: {'params': mu          0.024343
omega       0.000014
alpha[1]    0.200000
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 77.83541259081763, 'aic': -147.67082518163525, 'bic': np.float64(-143.49273543074156)}, 140: {'params': mu          0.025384
omega       0.000002
alpha[1]    0.200017
beta[1]     0.699985
Name: params, dtype: float64, 'loglikelihood': 86.73308710762869, 'aic': -165.46617421525738, 'bic': np.float64(-161.2880844643637)}, 145: {'params': mu          0.019473
omega       0.000016
alpha[1]    0.200011
beta[1]     0.299995
Name: params, dtype: float64, 'loglikelihood': 79.17810093634641, 'aic': -150.35620187269282, 'bic': np.float64(-146.17811212179913)}, 150: {'params': mu          0.016211
omega       0.000007
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 86.25907278610715, 'aic': -164.5181455722143, 'bic': np.float64(-160.34005582132062)}, 155: {'params': mu         -8.079135e+00
omega       1.640051e-07
alpha[1]    2.000014e-01
beta[1]     7.000005e-01
Name: params, dtype: float64, 'loglikelihood': -15917029.060282724, 'aic': 31834066.120565448, 'bic': np.float64(31834070.298655197)}, 160: {'params': mu          0.014486
omega       0.000001
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 101.68033951597918, 'aic': -195.36067903195837, 'bic': np.float64(-191.18258928106468)}, 165: {'params': mu          0.014199
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 102.8270623287846, 'aic': -197.6541246575692, 'bic': np.float64(-193.47603490667552)}, 170: {'params': mu          1.351871e-02
omega       9.009907e-07
alpha[1]    2.000001e-01
beta[1]     4.999999e-01
Name: params, dtype: float64, 'loglikelihood': 105.56303253127915, 'aic': -203.1260650625583, 'bic': np.float64(-198.9479753116646)}, 175: {'params': mu          0.013345
omega       0.000003
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 93.4801185312685, 'aic': -178.960237062537, 'bic': np.float64(-174.7821473116433)}, 180: {'params': mu          0.014733
omega       0.000006
alpha[1]    0.200017
beta[1]     0.499990
Name: params, dtype: float64, 'loglikelihood': 85.59670654750164, 'aic': -163.19341309500328, 'bic': np.float64(-159.0153233441096)}, 185: {'params': mu          0.020934
omega       0.000006
alpha[1]    0.200002
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 84.97897481932475, 'aic': -161.9579496386495, 'bic': np.float64(-157.7798598877558)}, 190: {'params': mu          0.022670
omega       0.000005
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 89.30533230294684, 'aic': -170.61066460589367, 'bic': np.float64(-166.43257485499998)}, 195: {'params': mu          0.022972
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 104.89441222992274, 'aic': -201.78882445984547, 'bic': np.float64(-197.61073470895178)}, 200: {'params': mu          0.022646
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 104.88166002087156, 'aic': -201.76332004174313, 'bic': np.float64(-197.58523029084944)}, 205: {'params': mu          0.021406
omega       0.000013
alpha[1]    0.201146
beta[1]     0.499284
Name: params, dtype: float64, 'loglikelihood': 79.11062171101139, 'aic': -150.22124342202278, 'bic': np.float64(-146.0431536711291)}, 210: {'params': mu          0.018391
omega       0.000019
alpha[1]    0.347108
beta[1]     0.242928
Name: params, dtype: float64, 'loglikelihood': 75.55341213329355, 'aic': -143.1068242665871, 'bic': np.float64(-138.9287345156934)}, 215: {'params': mu          0.011034
omega       0.000003
alpha[1]    0.199999
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 82.10214041089117, 'aic': -156.20428082178233, 'bic': np.float64(-152.02619107088864)}, 220: {'params': mu          1.017381e-02
omega       1.680412e-07
alpha[1]    2.000000e-01
beta[1]     7.799999e-01
Name: params, dtype: float64, 'loglikelihood': 97.06245642209325, 'aic': -186.1249128441865, 'bic': np.float64(-181.9468230932928)}, 225: {'params': mu          0.010481
omega       0.000002
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 96.16841577722549, 'aic': -184.33683155445098, 'bic': np.float64(-180.1587418035573)}, 230: {'params': mu          0.012481
omega       0.000005
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 92.27639008254025, 'aic': -176.5527801650805, 'bic': np.float64(-172.3746904141868)}, 235: {'params': mu          0.015341
omega       0.000003
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 94.87388390018263, 'aic': -181.74776780036527, 'bic': np.float64(-177.56967804947158)}, 240: {'params': mu          0.015039
omega       0.000002
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 97.36188006419732, 'aic': -186.72376012839464, 'bic': np.float64(-182.54567037750095)}, 245: {'params': mu          1.532180e-02
omega       7.325153e-07
alpha[1]    2.000005e-01
beta[1]     6.999996e-01
Name: params, dtype: float64, 'loglikelihood': 96.12425053906361, 'aic': -184.24850107812722, 'bic': np.float64(-180.07041132723353)}, 250: {'params': mu          0.015827
omega       0.000005
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 86.65267224573664, 'aic': -165.30534449147328, 'bic': np.float64(-161.1272547405796)}, 255: {'params': mu          0.019982
omega       0.000008
alpha[1]    0.200004
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 80.946425331183, 'aic': -153.892850662366, 'bic': np.float64(-149.7147609114723)}, 260: {'params': mu          0.022791
omega       0.000006
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 87.4356368746984, 'aic': -166.8712737493968, 'bic': np.float64(-162.69318399850312)}, 265: {'params': mu          0.024176
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 104.01193655237753, 'aic': -200.02387310475507, 'bic': np.float64(-195.84578335386138)}, 270: {'params': mu          0.025221
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 105.01689228378842, 'aic': -202.03378456757684, 'bic': np.float64(-197.85569481668315)}, 275: {'params': mu          2.546749e-02
omega       7.182566e-07
alpha[1]    2.000002e-01
beta[1]     6.999998e-01
Name: params, dtype: float64, 'loglikelihood': 97.17869814537072, 'aic': -186.35739629074143, 'bic': np.float64(-182.17930653984774)}, 280: {'params': mu          0.025469
omega       0.000002
alpha[1]    0.200550
beta[1]     0.699519
Name: params, dtype: float64, 'loglikelihood': 88.62624437498962, 'aic': -169.25248874997925, 'bic': np.float64(-165.07439899908556)}, 285: {'params': mu          0.020170
omega       0.000012
alpha[1]    0.200004
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 82.44513004908355, 'aic': -156.8902600981671, 'bic': np.float64(-152.7121703472734)}, 290: {'params': mu          0.016832
omega       0.000008
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 83.80532779280573, 'aic': -159.61065558561145, 'bic': np.float64(-155.43256583471776)}, 295: {'params': mu          0.015291
omega       0.000003
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 96.12482133502468, 'aic': -184.24964267004935, 'bic': np.float64(-180.07155291915566)}, 300: {'params': mu          0.015321
omega       0.000004
alpha[1]    0.200009
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 94.11440584320889, 'aic': -180.22881168641777, 'bic': np.float64(-176.05072193552408)}, 305: {'params': mu          0.017297
omega       0.000004
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 89.45781320894956, 'aic': -170.91562641789912, 'bic': np.float64(-166.73753666700543)}, 310: {'params': mu          0.019960
omega       0.000005
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 87.51689720200883, 'aic': -167.03379440401767, 'bic': np.float64(-162.85570465312398)}, 315: {'params': mu          0.022421
omega       0.000005
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 92.45087091658151, 'aic': -176.90174183316302, 'bic': np.float64(-172.72365208226933)}, 320: {'params': mu          0.025114
omega       0.000002
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 97.70871039257466, 'aic': -187.41742078514932, 'bic': np.float64(-183.23933103425563)}, 325: {'params': mu          0.024829
omega       0.000002
alpha[1]    0.200003
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 89.00359612593358, 'aic': -170.00719225186717, 'bic': np.float64(-165.82910250097348)}, 330: {'params': mu          0.022064
omega       0.000011
alpha[1]    0.200003
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 82.7820263265235, 'aic': -157.564052653047, 'bic': np.float64(-153.38596290215332)}, 335: {'params': mu          0.018555
omega       0.000002
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 86.72271763920794, 'aic': -165.44543527841589, 'bic': np.float64(-161.2673455275222)}, 340: {'params': mu          0.018352
omega       0.000006
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 84.94269658911192, 'aic': -161.88539317822384, 'bic': np.float64(-157.70730342733015)}, 345: {'params': mu          0.021326
omega       0.000019
alpha[1]    0.200007
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 73.77839026261532, 'aic': -139.55678052523064, 'bic': np.float64(-135.37869077433695)}, 350: {'params': mu          0.029981
omega       0.000029
alpha[1]    0.200010
beta[1]     0.499994
Name: params, dtype: float64, 'loglikelihood': 68.50061907227446, 'aic': -129.00123814454892, 'bic': np.float64(-124.82314839365523)}, 355: {'params': mu          0.038652
omega       0.000018
alpha[1]    0.199998
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 74.15896586046625, 'aic': -140.3179317209325, 'bic': np.float64(-136.13984197003882)}, 360: {'params': mu          0.039215
omega       0.000019
alpha[1]    0.200083
beta[1]     0.299969
Name: params, dtype: float64, 'loglikelihood': 79.04135451170815, 'aic': -150.0827090234163, 'bic': np.float64(-145.9046192725226)}, 365: {'params': mu          0.039032
omega       0.000031
alpha[1]    0.200046
beta[1]     0.499971
Name: params, dtype: float64, 'loglikelihood': 68.77655482682258, 'aic': -129.55310965364515, 'bic': np.float64(-125.37501990275146)}, 370: {'params': mu          0.026604
omega       0.000033
alpha[1]    0.199963
beta[1]     0.499877
Name: params, dtype: float64, 'loglikelihood': 66.81135739677346, 'aic': -125.62271479354692, 'bic': np.float64(-121.44462504265323)}, 375: {'params': mu          0.026374
omega       0.000028
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 73.97534640093367, 'aic': -139.95069280186735, 'bic': np.float64(-135.77260305097366)}, 380: {'params': mu          0.027721
omega       0.000021
alpha[1]    0.202214
beta[1]     0.299167
Name: params, dtype: float64, 'loglikelihood': 76.73677610024791, 'aic': -145.47355220049582, 'bic': np.float64(-141.29546244960213)}, 385: {'params': mu          0.029607
omega       0.000018
alpha[1]    0.200006
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 78.6309445839802, 'aic': -149.2618891679604, 'bic': np.float64(-145.0837994170667)}, 390: {'params': mu          0.030383
omega       0.000003
alpha[1]    0.200001
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 81.34927117395756, 'aic': -154.69854234791512, 'bic': np.float64(-150.52045259702143)}, 395: {'params': mu          0.023573
omega       0.000013
alpha[1]    0.200005
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 76.55544625131378, 'aic': -145.11089250262756, 'bic': np.float64(-140.93280275173387)}, 400: {'params': mu          0.022680
omega       0.000008
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 83.22450116068786, 'aic': -158.44900232137573, 'bic': np.float64(-154.27091257048204)}, 405: {'params': mu          0.022626
omega       0.000006
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 90.43653393230434, 'aic': -172.8730678646087, 'bic': np.float64(-168.694978113715)}, 410: {'params': mu          0.024151
omega       0.000007
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 89.37067378905844, 'aic': -170.7413475781169, 'bic': np.float64(-166.5632578272232)}, 415: {'params': mu          0.023996
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 92.45325335441255, 'aic': -176.9065067088251, 'bic': np.float64(-172.72841695793142)}, 420: {'params': mu          0.022835
omega       0.000013
alpha[1]    0.200002
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 79.17281480493989, 'aic': -150.34562960987978, 'bic': np.float64(-146.1675398589861)}, 425: {'params': mu          0.018427
omega       0.000021
alpha[1]    0.200044
beta[1]     0.499973
Name: params, dtype: float64, 'loglikelihood': 71.93297266023198, 'aic': -135.86594532046396, 'bic': np.float64(-131.68785556957027)}, 430: {'params': mu          0.009859
omega       0.000004
alpha[1]    0.199999
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 79.08535915956874, 'aic': -150.17071831913748, 'bic': np.float64(-145.9926285682438)}, 435: {'params': mu          0.010671
omega       0.000013
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 81.74244596739985, 'aic': -155.4848919347997, 'bic': np.float64(-151.306802183906)}, 440: {'params': mu          0.012708
omega       0.000010
alpha[1]    0.200038
beta[1]     0.499976
Name: params, dtype: float64, 'loglikelihood': 79.26013076977054, 'aic': -150.52026153954108, 'bic': np.float64(-146.3421717886474)}, 445: {'params': mu          0.017505
omega       0.000007
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 85.57054593042753, 'aic': -163.14109186085506, 'bic': np.float64(-158.96300210996137)}, 450: {'params': mu          0.017542
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 97.40938456941247, 'aic': -186.81876913882493, 'bic': np.float64(-182.64067938793124)}, 455: {'params': mu          0.017333
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 101.68478653700396, 'aic': -195.36957307400792, 'bic': np.float64(-191.19148332311423)}, 460: {'params': mu          0.017743
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 99.6644691037454, 'aic': -191.3289382074908, 'bic': np.float64(-187.15084845659712)}, 465: {'params': mu          0.017356
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 100.9267181506534, 'aic': -193.8534363013068, 'bic': np.float64(-189.6753465504131)}, 470: {'params': mu          0.019227
omega       0.000022
alpha[1]    0.207940
beta[1]     0.693052
Name: params, dtype: float64, 'loglikelihood': 65.93595086823642, 'aic': -123.87190173647284, 'bic': np.float64(-119.69381198557915)}, 475: {'params': mu          0.020710
omega       0.000029
alpha[1]    0.405584
beta[1]     0.525018
Name: params, dtype: float64, 'loglikelihood': 57.546889827318054, 'aic': -107.09377965463611, 'bic': np.float64(-102.91568990374242)}, 480: {'params': mu          0.057975
omega       0.000101
alpha[1]    0.320198
beta[1]     0.424862
Name: params, dtype: float64, 'loglikelihood': 56.164726747018015, 'aic': -104.32945349403603, 'bic': np.float64(-100.15136374314234)}, 485: {'params': mu          0.056288
omega       0.000183
alpha[1]    0.450187
beta[1]     0.206180
Name: params, dtype: float64, 'loglikelihood': 57.10938658887865, 'aic': -106.2187731777573, 'bic': np.float64(-102.04068342686361)}, 490: {'params': mu          0.061393
omega       0.000043
alpha[1]    0.726895
beta[1]     0.134827
Name: params, dtype: float64, 'loglikelihood': 59.923784355954105, 'aic': -111.84756871190821, 'bic': np.float64(-107.66947896101452)}, 495: {'params': mu          0.024991
omega       0.000118
alpha[1]    0.200009
beta[1]     0.499977
Name: params, dtype: float64, 'loglikelihood': 54.919660240632005, 'aic': -101.83932048126401, 'bic': np.float64(-97.66123073037032)}, 500: {'params': mu          0.018273
omega       0.000052
alpha[1]    0.199990
beta[1]     0.499975
Name: params, dtype: float64, 'loglikelihood': 65.9034010688991, 'aic': -123.8068021377982, 'bic': np.float64(-119.62871238690451)}, 505: {'params': mu          0.015952
omega       0.000007
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 89.03414212126475, 'aic': -170.0682842425295, 'bic': np.float64(-165.8901944916358)}, 510: {'params': mu          0.015379
omega       0.000005
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 92.67563422785341, 'aic': -177.35126845570682, 'bic': np.float64(-173.17317870481313)}, 515: {'params': mu          0.015373
omega       0.000005
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 93.09397343498726, 'aic': -178.18794686997452, 'bic': np.float64(-174.00985711908083)}, 520: {'params': mu          0.016978
omega       0.000004
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 90.57247581473621, 'aic': -173.14495162947242, 'bic': np.float64(-168.96686187857873)}, 525: {'params': mu          0.019896
omega       0.000002
alpha[1]    0.010000
beta[1]     0.890000
Name: params, dtype: float64, 'loglikelihood': 83.63339273347147, 'aic': -159.26678546694293, 'bic': np.float64(-155.08869571604924)}, 530: {'params': mu          0.021887
omega       0.000009
alpha[1]    0.216753
beta[1]     0.685341
Name: params, dtype: float64, 'loglikelihood': 72.52657221962332, 'aic': -137.05314443924664, 'bic': np.float64(-132.87505468835295)}, 535: {'params': mu          0.028062
omega       0.000032
alpha[1]    0.281522
beta[1]     0.449041
Name: params, dtype: float64, 'loglikelihood': 65.8877149712266, 'aic': -123.7754299424532, 'bic': np.float64(-119.59734019155951)}, 540: {'params': mu          0.039740
omega       0.000041
alpha[1]    0.200007
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 70.58669051086723, 'aic': -133.17338102173446, 'bic': np.float64(-128.99529127084077)}, 545: {'params': mu          0.040514
omega       0.000014
alpha[1]    0.200006
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 76.34917979908667, 'aic': -144.69835959817334, 'bic': np.float64(-140.52026984727965)}, 550: {'params': mu          0.036747
omega       0.000034
alpha[1]    0.297800
beta[1]     0.263491
Name: params, dtype: float64, 'loglikelihood': 70.27929510295985, 'aic': -132.5585902059197, 'bic': np.float64(-128.380500455026)}, 555: {'params': mu          0.034211
omega       0.000026
alpha[1]    0.200083
beta[1]     0.299969
Name: params, dtype: float64, 'loglikelihood': 74.92399999471968, 'aic': -141.84799998943936, 'bic': np.float64(-137.66991023854567)}, 560: {'params': mu          0.033027
omega       0.000008
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 83.18803237918749, 'aic': -158.37606475837498, 'bic': np.float64(-154.1979750074813)}, 565: {'params': mu          0.032403
omega       0.000009
alpha[1]    0.325614
beta[1]     0.450838
Name: params, dtype: float64, 'loglikelihood': 78.37081781437603, 'aic': -148.74163562875205, 'bic': np.float64(-144.56354587785836)}, 570: {'params': mu          0.033009
omega       0.000007
alpha[1]    0.220459
beta[1]     0.682098
Name: params, dtype: float64, 'loglikelihood': 74.85442347881093, 'aic': -141.70884695762186, 'bic': np.float64(-137.53075720672817)}, 575: {'params': mu          0.027536
omega       0.000024
alpha[1]    0.225711
beta[1]     0.284215
Name: params, dtype: float64, 'loglikelihood': 74.34179419372579, 'aic': -140.68358838745158, 'bic': np.float64(-136.5054986365579)}, 580: {'params': mu          0.026851
omega       0.000004
alpha[1]    0.199999
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 77.3911407936996, 'aic': -146.7822815873992, 'bic': np.float64(-142.60419183650552)}, 585: {'params': mu          0.027887
omega       0.000014
alpha[1]    0.200012
beta[1]     0.499993
Name: params, dtype: float64, 'loglikelihood': 75.8779274128311, 'aic': -143.7558548256622, 'bic': np.float64(-139.5777650747685)}, 590: {'params': mu          0.031856
omega       0.000009
alpha[1]    0.199999
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 81.39500749577871, 'aic': -154.79001499155743, 'bic': np.float64(-150.61192524066374)}, 595: {'params': mu          3.427278e-02
omega       7.270448e-07
alpha[1]    1.999999e-01
beta[1]     6.999996e-01
Name: params, dtype: float64, 'loglikelihood': 96.59064847576307, 'aic': -185.18129695152615, 'bic': np.float64(-181.00320720063246)}, 600: {'params': mu          0.033882
omega       0.000002
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 95.19276113943441, 'aic': -182.38552227886882, 'bic': np.float64(-178.20743252797513)}, 605: {'params': mu          0.032669
omega       0.000005
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 88.06932926627074, 'aic': -168.13865853254148, 'bic': np.float64(-163.9605687816478)}, 610: {'params': mu          0.028788
omega       0.000009
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 85.75454405226812, 'aic': -163.50908810453623, 'bic': np.float64(-159.33099835364254)}, 615: {'params': mu          0.028609
omega       0.000005
alpha[1]    0.200115
beta[1]     0.699900
Name: params, dtype: float64, 'loglikelihood': 79.13960638920621, 'aic': -150.27921277841241, 'bic': np.float64(-146.10112302751872)}, 620: {'params': mu          0.031304
omega       0.000078
alpha[1]    0.200059
beta[1]     0.499963
Name: params, dtype: float64, 'loglikelihood': 59.96972259457931, 'aic': -111.93944518915862, 'bic': np.float64(-107.76135543826493)}, 625: {'params': mu          0.063244
omega       0.000005
alpha[1]    0.900001
beta[1]     0.000004
Name: params, dtype: float64, 'loglikelihood': 62.796829202825144, 'aic': -117.59365840565029, 'bic': np.float64(-113.4155686547566)}, 630: {'params': mu          0.057485
omega       0.000003
alpha[1]    0.199999
beta[1]     0.779995
Name: params, dtype: float64, 'loglikelihood': 65.62933965367951, 'aic': -123.25867930735902, 'bic': np.float64(-119.08058955646533)}, 635: {'params': mu          0.058700
omega       0.000036
alpha[1]    0.326942
beta[1]     0.420661
Name: params, dtype: float64, 'loglikelihood': 65.8512156297153, 'aic': -123.7024312594306, 'bic': np.float64(-119.5243415085369)}, 640: {'params': mu          0.054345
omega       0.000046
alpha[1]    0.758157
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 62.30674650215935, 'aic': -116.6134930043187, 'bic': np.float64(-112.43540325342501)}, 645: {'params': mu          0.036501
omega       0.000010
alpha[1]    0.199998
beta[1]     0.699994
Name: params, dtype: float64, 'loglikelihood': 70.51396823804714, 'aic': -133.02793647609428, 'bic': np.float64(-128.8498467252006)}, 650: {'params': mu          0.035462
omega       0.000002
alpha[1]    0.200000
beta[1]     0.700000
Name: params, dtype: float64, 'loglikelihood': 86.81542542590596, 'aic': -165.6308508518119, 'bic': np.float64(-161.45276110091822)}, 655: {'params': mu          0.035716
omega       0.000014
alpha[1]    0.200007
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 79.02414423010697, 'aic': -150.04828846021394, 'bic': np.float64(-145.87019870932025)}, 660: {'params': mu          0.039189
omega       0.000030
alpha[1]    0.365579
beta[1]     0.237906
Name: params, dtype: float64, 'loglikelihood': 72.77996090691691, 'aic': -137.55992181383382, 'bic': np.float64(-133.38183206294013)}, 665: {'params': mu          0.048032
omega       0.000005
alpha[1]    0.199999
beta[1]     0.699996
Name: params, dtype: float64, 'loglikelihood': 78.61922131687525, 'aic': -149.2384426337505, 'bic': np.float64(-145.06035288285682)}, 670: {'params': mu          0.047534
omega       0.000014
alpha[1]    0.200040
beta[1]     0.499975
Name: params, dtype: float64, 'loglikelihood': 76.73563563717592, 'aic': -145.47127127435184, 'bic': np.float64(-141.29318152345814)}, 675: {'params': mu          0.044493
omega       0.000032
alpha[1]    0.220786
beta[1]     0.487009
Name: params, dtype: float64, 'loglikelihood': 67.63810165518615, 'aic': -127.2762033103723, 'bic': np.float64(-123.0981135594786)}, 680: {'params': mu          0.030272
omega       0.000031
alpha[1]    0.200003
beta[1]     0.499990
Name: params, dtype: float64, 'loglikelihood': 67.9548961834954, 'aic': -127.90979236699081, 'bic': np.float64(-123.73170261609712)}, 685: {'params': mu          0.026751
omega       0.000012
alpha[1]    0.199999
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 79.4523894814402, 'aic': -150.9047789628804, 'bic': np.float64(-146.72668921198672)}, 690: {'params': mu          0.026089
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 99.22041531745003, 'aic': -190.44083063490007, 'bic': np.float64(-186.26274088400638)}, 695: {'params': mu          0.025911
omega       0.000003
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 97.32876130035905, 'aic': -186.6575226007181, 'bic': np.float64(-182.4794328498244)}, 700: {'params': mu          2.585818e-02
omega       6.376557e-07
alpha[1]    9.999997e-03
beta[1]     8.900000e-01
Name: params, dtype: float64, 'loglikelihood': 96.19383918790098, 'aic': -184.38767837580195, 'bic': np.float64(-180.20958862490826)}, 705: {'params': mu          0.024707
omega       0.000006
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 89.77422532566312, 'aic': -171.54845065132625, 'bic': np.float64(-167.37036090043256)}, 710: {'params': mu          0.022626
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 94.00265784214622, 'aic': -180.00531568429244, 'bic': np.float64(-175.82722593339875)}, 715: {'params': mu          0.022865
omega       0.000008
alpha[1]    0.200004
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 83.71888393886962, 'aic': -159.43776787773925, 'bic': np.float64(-155.25967812684556)}, 720: {'params': mu          0.024747
omega       0.000022
alpha[1]    0.200744
beta[1]     0.499535
Name: params, dtype: float64, 'loglikelihood': 72.14630031087762, 'aic': -136.29260062175524, 'bic': np.float64(-132.11451087086155)}, 725: {'params': mu          0.034914
omega       0.000042
alpha[1]    0.200010
beta[1]     0.499994
Name: params, dtype: float64, 'loglikelihood': 64.91778721285708, 'aic': -121.83557442571416, 'bic': np.float64(-117.65748467482047)}, 730: {'params': mu          0.044010
omega       0.000032
alpha[1]    0.411135
beta[1]     0.212723
Name: params, dtype: float64, 'loglikelihood': 69.91455489920445, 'aic': -131.8291097984089, 'bic': np.float64(-127.6510200475152)}, 735: {'params': mu          0.048714
omega       0.000004
alpha[1]    0.199999
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 80.47672820570351, 'aic': -152.95345641140702, 'bic': np.float64(-148.77536666051333)}, 740: {'params': mu          0.047792
omega       0.000017
alpha[1]    0.200004
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 75.04308789596845, 'aic': -142.0861757919369, 'bic': np.float64(-137.90808604104322)}, 745: {'params': mu          0.044729
omega       0.000036
alpha[1]    0.280008
beta[1]     0.269995
Name: params, dtype: float64, 'loglikelihood': 69.76509824816955, 'aic': -131.5301964963391, 'bic': np.float64(-127.35210674544541)}, 750: {'params': mu          0.035568
omega       0.000006
alpha[1]    0.199999
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 74.91683194271423, 'aic': -141.83366388542845, 'bic': np.float64(-137.65557413453476)}, 755: {'params': mu          0.034217
omega       0.000002
alpha[1]    0.200000
beta[1]     0.700000
Name: params, dtype: float64, 'loglikelihood': 85.97892179756546, 'aic': -163.95784359513092, 'bic': np.float64(-159.77975384423723)}, 760: {'params': mu          0.033713
omega       0.000003
alpha[1]    0.280000
beta[1]     0.270000
Name: params, dtype: float64, 'loglikelihood': 95.20906536446267, 'aic': -182.41813072892535, 'bic': np.float64(-178.24004097803166)}, 765: {'params': mu          0.034849
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 96.5385520914298, 'aic': -185.0771041828596, 'bic': np.float64(-180.89901443196592)}, 770: {'params': mu          0.035408
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 101.66769787275766, 'aic': -195.3353957455153, 'bic': np.float64(-191.15730599462162)}, 775: {'params': mu          0.034460
omega       0.000008
alpha[1]    0.200027
beta[1]     0.499983
Name: params, dtype: float64, 'loglikelihood': 83.10055845668249, 'aic': -158.20111691336498, 'bic': np.float64(-154.0230271624713)}, 780: {'params': mu          0.034080
omega       0.000015
alpha[1]    0.200113
beta[1]     0.499929
Name: params, dtype: float64, 'loglikelihood': 76.0176374457014, 'aic': -144.0352748914028, 'bic': np.float64(-139.8571851405091)}, 785: {'params': mu          0.026171
omega       0.000004
alpha[1]    0.199999
beta[1]     0.699996
Name: params, dtype: float64, 'loglikelihood': 76.84788498562935, 'aic': -145.6957699712587, 'bic': np.float64(-141.517680220365)}, 790: {'params': mu          2.582126e-02
omega       5.749592e-07
alpha[1]    1.999998e-01
beta[1]     7.799991e-01
Name: params, dtype: float64, 'loglikelihood': 84.92482938529287, 'aic': -161.84965877058573, 'bic': np.float64(-157.67156901969204)}, 795: {'params': mu          0.025503
omega       0.000002
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 96.18564747246769, 'aic': -184.37129494493539, 'bic': np.float64(-180.1932051940417)}, 800: {'params': mu          0.026589
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 99.78711115838723, 'aic': -191.57422231677447, 'bic': np.float64(-187.39613256588078)}, 805: {'params': mu          0.027848
omega       0.000005
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 91.90811439108745, 'aic': -175.8162287821749, 'bic': np.float64(-171.6381390312812)}, 810: {'params': mu          0.030760
omega       0.000012
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 82.8361008676279, 'aic': -157.6722017352558, 'bic': np.float64(-153.49411198436212)}, 815: {'params': mu          0.034482
omega       0.000012
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 82.76555074444553, 'aic': -157.53110148889107, 'bic': np.float64(-153.35301173799738)}, 820: {'params': mu          0.037812
omega       0.000008
alpha[1]    0.200096
beta[1]     0.299926
Name: params, dtype: float64, 'loglikelihood': 86.21623798860776, 'aic': -164.43247597721552, 'bic': np.float64(-160.25438622632183)}, 825: {'params': mu          0.039217
omega       0.000005
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 90.971646609564, 'aic': -173.943293219128, 'bic': np.float64(-169.76520346823432)}, 830: {'params': mu          0.039618
omega       0.000003
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 91.65543385704797, 'aic': -175.31086771409593, 'bic': np.float64(-171.13277796320224)}, 835: {'params': mu          0.038877
omega       0.000013
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 82.93461419429038, 'aic': -157.86922838858075, 'bic': np.float64(-153.69113863768706)}, 840: {'params': mu          0.034841
omega       0.000014
alpha[1]    0.200017
beta[1]     0.299991
Name: params, dtype: float64, 'loglikelihood': 80.46328050627842, 'aic': -152.92656101255685, 'bic': np.float64(-148.74847126166316)}, 845: {'params': mu          0.030608
omega       0.000009
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 81.00509212315887, 'aic': -154.01018424631775, 'bic': np.float64(-149.83209449542406)}, 850: {'params': mu          0.028087
omega       0.000004
alpha[1]    0.200004
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 93.57668026782137, 'aic': -179.15336053564275, 'bic': np.float64(-174.97527078474906)}, 855: {'params': mu          0.028145
omega       0.000004
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 93.1888489899786, 'aic': -178.3776979799572, 'bic': np.float64(-174.1996082290635)}, 860: {'params': mu          0.028250
omega       0.000006
alpha[1]    0.200005
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 89.77519637580458, 'aic': -171.55039275160917, 'bic': np.float64(-167.37230300071548)}, 865: {'params': mu          0.031376
omega       0.000005
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 92.13391149561927, 'aic': -176.26782299123855, 'bic': np.float64(-172.08973324034486)}, 870: {'params': mu          0.031802
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 97.24576152661463, 'aic': -186.49152305322926, 'bic': np.float64(-182.31343330233557)}, 875: {'params': mu          0.032916
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 101.25646074578438, 'aic': -194.51292149156876, 'bic': np.float64(-190.33483174067507)}, 880: {'params': mu          0.033604
omega       0.000004
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 94.92264539404329, 'aic': -181.84529078808657, 'bic': np.float64(-177.66720103719288)}, 885: {'params': mu          0.035291
omega       0.000013
alpha[1]    0.200086
beta[1]     0.499946
Name: params, dtype: float64, 'loglikelihood': 79.06484295744131, 'aic': -150.12968591488263, 'bic': np.float64(-145.95159616398894)}, 890: {'params': mu          0.039125
omega       0.000017
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 79.61614646439087, 'aic': -151.23229292878173, 'bic': np.float64(-147.05420317788804)}, 895: {'params': mu          0.041971
omega       0.000011
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 83.85220548025083, 'aic': -159.70441096050166, 'bic': np.float64(-155.52632120960797)}, 900: {'params': mu          0.043044
omega       0.000007
alpha[1]    0.200040
beta[1]     0.299985
Name: params, dtype: float64, 'loglikelihood': 88.36077716799002, 'aic': -168.72155433598004, 'bic': np.float64(-164.54346458508635)}, 905: {'params': mu          0.042501
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 94.66429289076875, 'aic': -181.3285857815375, 'bic': np.float64(-177.1504960306438)}, 910: {'params': mu          0.041225
omega       0.000006
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 89.42630804587765, 'aic': -170.8526160917553, 'bic': np.float64(-166.6745263408616)}, 915: {'params': mu          0.040114
omega       0.000004
alpha[1]    0.200002
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 80.26654921542924, 'aic': -152.53309843085847, 'bic': np.float64(-148.35500867996478)}, 920: {'params': mu          0.035433
omega       0.000019
alpha[1]    0.200002
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 77.57179828784675, 'aic': -147.1435965756935, 'bic': np.float64(-142.9655068247998)}, 925: {'params': mu          0.032209
omega       0.000003
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 84.94881177692528, 'aic': -161.89762355385056, 'bic': np.float64(-157.71953380295687)}, 930: {'params': mu          0.031940
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 98.89067201185198, 'aic': -189.78134402370395, 'bic': np.float64(-185.60325427281026)}, 935: {'params': mu          0.033185
omega       0.000002
alpha[1]    0.100000
beta[1]     0.400000
Name: params, dtype: float64, 'loglikelihood': 103.40284070857504, 'aic': -198.80568141715008, 'bic': np.float64(-194.6275916662564)}, 940: {'params': mu          0.033816
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 108.14154008871814, 'aic': -208.2830801774363, 'bic': np.float64(-204.1049904265426)}, 945: {'params': mu          3.412016e-02
omega       7.228914e-07
alpha[1]    2.000002e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 112.10556412510256, 'aic': -216.21112825020512, 'bic': np.float64(-212.03303849931143)}, 950: {'params': mu          0.034102
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 107.69135232325223, 'aic': -207.38270464650446, 'bic': np.float64(-203.20461489561077)}, 955: {'params': mu          0.033512
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 106.21733205700558, 'aic': -204.43466411401116, 'bic': np.float64(-200.25657436311747)}, 960: {'params': mu          0.032468
omega       0.000011
alpha[1]    0.200004
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 86.0000956462233, 'aic': -164.0001912924466, 'bic': np.float64(-159.8221015415529)}, 965: {'params': mu          0.029879
omega       0.000013
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 81.82607562866136, 'aic': -155.6521512573227, 'bic': np.float64(-151.47406150642902)}, 970: {'params': mu          0.028860
omega       0.000014
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 80.82933234682447, 'aic': -153.65866469364894, 'bic': np.float64(-149.48057494275525)}, 975: {'params': mu          0.028331
omega       0.000028
alpha[1]    0.234461
beta[1]     0.478462
Name: params, dtype: float64, 'loglikelihood': 70.1833329375323, 'aic': -132.3666658750646, 'bic': np.float64(-128.1885761241709)}, 980: {'params': mu          0.035339
omega       0.000036
alpha[1]    0.345005
beta[1]     0.413825
Name: params, dtype: float64, 'loglikelihood': 63.72447060185674, 'aic': -119.44894120371347, 'bic': np.float64(-115.27085145281978)}, 985: {'params': mu          0.050503
omega       0.000033
alpha[1]    0.200004
beta[1]     0.499980
Name: params, dtype: float64, 'loglikelihood': 68.44867332984995, 'aic': -128.8973466596999, 'bic': np.float64(-124.71925690880622)}, 990: {'params': mu          0.053725
omega       0.000013
alpha[1]    0.200004
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 83.43033431321203, 'aic': -158.86066862642406, 'bic': np.float64(-154.68257887553037)}, 995: {'params': mu          0.054308
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 99.53696420836314, 'aic': -191.0739284167263, 'bic': np.float64(-186.8958386658326)}, 1000: {'params': mu          0.052882
omega       0.000005
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 85.41723891505657, 'aic': -162.83447783011314, 'bic': np.float64(-158.65638807921945)}, 1005: {'params': mu          5.189787e-02
omega       1.516678e-05
alpha[1]    2.410747e-01
beta[1]     9.893737e-11
Name: params, dtype: float64, 'loglikelihood': 84.32924855757187, 'aic': -160.65849711514375, 'bic': np.float64(-156.48040736425006)}, 1010: {'params': mu          0.052126
omega       0.000030
alpha[1]    0.200039
beta[1]     0.499976
Name: params, dtype: float64, 'loglikelihood': 69.89339741463725, 'aic': -131.7867948292745, 'bic': np.float64(-127.60870507838081)}, 1015: {'params': mu          4.897208e-02
omega       1.502331e-05
alpha[1]    9.999998e-01
beta[1]     1.777660e-07
Name: params, dtype: float64, 'loglikelihood': 64.59442005739935, 'aic': -121.1888401147987, 'bic': np.float64(-117.010750363905)}, 1020: {'params': mu          0.068810
omega       0.000042
alpha[1]    0.199996
beta[1]     0.499990
Name: params, dtype: float64, 'loglikelihood': 65.7168117417557, 'aic': -123.43362348351141, 'bic': np.float64(-119.25553373261772)}, 1025: {'params': mu          0.070501
omega       0.000039
alpha[1]    0.377745
beta[1]     0.233346
Name: params, dtype: float64, 'loglikelihood': 69.15306140168832, 'aic': -130.30612280337664, 'bic': np.float64(-126.12803305248295)}, 1030: {'params': mu          0.060438
omega       0.000101
alpha[1]    0.404362
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 62.169024717608096, 'aic': -116.33804943521619, 'bic': np.float64(-112.1599596843225)}, 1035: {'params': mu          0.050563
omega       0.000043
alpha[1]    0.199949
beta[1]     0.499872
Name: params, dtype: float64, 'loglikelihood': 65.04383328001458, 'aic': -122.08766656002916, 'bic': np.float64(-117.90957680913547)}, 1040: {'params': mu          0.044448
omega       0.000012
alpha[1]    0.199998
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 77.59409349065324, 'aic': -147.18818698130647, 'bic': np.float64(-143.01009723041278)}, 1045: {'params': mu          0.041624
omega       0.000011
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 79.64446621629999, 'aic': -151.28893243259998, 'bic': np.float64(-147.1108426817063)}, 1050: {'params': mu          0.039445
omega       0.000013
alpha[1]    0.200006
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 81.61840266804873, 'aic': -155.23680533609746, 'bic': np.float64(-151.05871558520377)}, 1055: {'params': mu          0.033824
omega       0.000011
alpha[1]    0.200005
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 78.40198873257361, 'aic': -148.80397746514723, 'bic': np.float64(-144.62588771425354)}, 1060: {'params': mu          0.030010
omega       0.000010
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 79.54511173343256, 'aic': -151.09022346686513, 'bic': np.float64(-146.91213371597144)}, 1065: {'params': mu          0.027908
omega       0.000007
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 87.8916407557147, 'aic': -167.7832815114294, 'bic': np.float64(-163.60519176053572)}, 1070: {'params': mu          0.027987
omega       0.000006
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 89.06917633792087, 'aic': -170.13835267584173, 'bic': np.float64(-165.96026292494804)}, 1075: {'params': mu          0.029465
omega       0.000007
alpha[1]    0.200005
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 82.71623082191779, 'aic': -157.43246164383558, 'bic': np.float64(-153.2543718929419)}, 1080: {'params': mu          0.032252
omega       0.000005
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 85.98213586940798, 'aic': -163.96427173881597, 'bic': np.float64(-159.78618198792228)}, 1085: {'params': mu          3.439289e-02
omega       6.269093e-07
alpha[1]    1.000000e-02
beta[1]     8.899997e-01
Name: params, dtype: float64, 'loglikelihood': 96.06247500826392, 'aic': -184.12495001652783, 'bic': np.float64(-179.94686026563414)}, 1090: {'params': mu          0.035637
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 100.89053082408661, 'aic': -193.78106164817322, 'bic': np.float64(-189.60297189727953)}, 1095: {'params': mu          0.036483
omega       0.000008
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 84.76661909227887, 'aic': -161.53323818455775, 'bic': np.float64(-157.35514843366406)}, 1100: {'params': mu          0.040194
omega       0.000028
alpha[1]    0.200032
beta[1]     0.299987
Name: params, dtype: float64, 'loglikelihood': 73.68740151816995, 'aic': -139.3748030363399, 'bic': np.float64(-135.1967132854462)}, 1105: {'params': mu          0.047613
omega       0.000021
alpha[1]    0.200011
beta[1]     0.299996
Name: params, dtype: float64, 'loglikelihood': 77.62104056557949, 'aic': -147.24208113115898, 'bic': np.float64(-143.0639913802653)}, 1110: {'params': mu          0.048786
omega       0.000010
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 84.67414976241898, 'aic': -161.34829952483796, 'bic': np.float64(-157.17020977394426)}, 1115: {'params': mu          0.050163
omega       0.000005
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 91.12413324729992, 'aic': -174.24826649459985, 'bic': np.float64(-170.07017674370616)}, 1120: {'params': mu          0.050537
omega       0.000006
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 88.88755032102888, 'aic': -169.77510064205777, 'bic': np.float64(-165.59701089116408)}, 1125: {'params': mu          0.050258
omega       0.000003
alpha[1]    0.200002
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 80.89145579343686, 'aic': -153.78291158687372, 'bic': np.float64(-149.60482183598003)}, 1130: {'params': mu          0.051415
omega       0.000004
alpha[1]    0.200026
beta[1]     0.699977
Name: params, dtype: float64, 'loglikelihood': 80.24648018367559, 'aic': -152.49296036735117, 'bic': np.float64(-148.31487061645748)}, 1135: {'params': mu          0.054551
omega       0.000021
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 78.25092500929286, 'aic': -148.5018500185857, 'bic': np.float64(-144.32376026769202)}, 1140: {'params': mu          0.055673
omega       0.000014
alpha[1]    0.199999
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 76.97244665196736, 'aic': -145.94489330393472, 'bic': np.float64(-141.76680355304103)}, 1145: {'params': mu          0.056831
omega       0.000005
alpha[1]    0.100000
beta[1]     0.400000
Name: params, dtype: float64, 'loglikelihood': 91.69872581364879, 'aic': -175.39745162729758, 'bic': np.float64(-171.2193618764039)}, 1150: {'params': mu          0.055384
omega       0.000012
alpha[1]    0.200005
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 79.48148716715068, 'aic': -150.96297433430135, 'bic': np.float64(-146.78488458340766)}, 1155: {'params': mu          0.052285
omega       0.000031
alpha[1]    0.200042
beta[1]     0.499973
Name: params, dtype: float64, 'loglikelihood': 68.46776329596631, 'aic': -128.93552659193261, 'bic': np.float64(-124.75743684103892)}, 1160: {'params': mu          0.038383
omega       0.000032
alpha[1]    0.200017
beta[1]     0.499985
Name: params, dtype: float64, 'loglikelihood': 67.35640906088548, 'aic': -126.71281812177097, 'bic': np.float64(-122.53472837087727)}, 1165: {'params': mu          0.035265
omega       0.000016
alpha[1]    0.200001
beta[1]     0.499995
Name: params, dtype: float64, 'loglikelihood': 77.63117082667199, 'aic': -147.26234165334398, 'bic': np.float64(-143.0842519024503)}, 1170: {'params': mu          0.034373
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 102.75738305364813, 'aic': -197.51476610729625, 'bic': np.float64(-193.33667635640256)}, 1175: {'params': mu          0.033917
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 93.455731357973, 'aic': -178.911462715946, 'bic': np.float64(-174.7333729650523)}, 1180: {'params': mu          0.034467
omega       0.000004
alpha[1]    0.099997
beta[1]     0.399987
Name: params, dtype: float64, 'loglikelihood': 94.11675294564027, 'aic': -180.23350589128054, 'bic': np.float64(-176.05541614038685)}, 1185: {'params': mu          0.035521
omega       0.000010
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 84.40722046687966, 'aic': -160.81444093375933, 'bic': np.float64(-156.63635118286564)}, 1190: {'params': mu          0.038140
omega       0.000013
alpha[1]    0.099000
beta[1]     0.395998
Name: params, dtype: float64, 'loglikelihood': 81.31738548746615, 'aic': -154.6347709749323, 'bic': np.float64(-150.45668122403862)}, 1195: {'params': mu          0.038359
omega       0.000015
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 80.26852517914578, 'aic': -152.53705035829157, 'bic': np.float64(-148.35896060739788)}, 1200: {'params': mu          0.039057
omega       0.000016
alpha[1]    0.200005
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 76.12683097700152, 'aic': -144.25366195400304, 'bic': np.float64(-140.07557220310935)}, 1205: {'params': mu          0.035458
omega       0.000022
alpha[1]    0.200006
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 76.77200475696853, 'aic': -145.54400951393706, 'bic': np.float64(-141.36591976304337)}, 1210: {'params': mu          0.032908
omega       0.000003
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 83.54016109521967, 'aic': -159.08032219043935, 'bic': np.float64(-154.90223243954566)}, 1215: {'params': mu          0.032378
omega       0.000002
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 87.93694067990266, 'aic': -167.87388135980532, 'bic': np.float64(-163.69579160891163)}, 1220: {'params': mu          0.031098
omega       0.000007
alpha[1]    0.050024
beta[1]     0.649984
Name: params, dtype: float64, 'loglikelihood': 81.82490714593364, 'aic': -155.64981429186727, 'bic': np.float64(-151.47172454097358)}, 1225: {'params': mu          0.028085
omega       0.000015
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 79.43568295740354, 'aic': -150.8713659148071, 'bic': np.float64(-146.6932761639134)}, 1230: {'params': mu          0.023203
omega       0.000009
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 83.27172571805949, 'aic': -158.54345143611897, 'bic': np.float64(-154.36536168522528)}, 1235: {'params': mu          0.021169
omega       0.000007
alpha[1]    0.200028
beta[1]     0.499982
Name: params, dtype: float64, 'loglikelihood': 83.82045669686576, 'aic': -159.64091339373152, 'bic': np.float64(-155.46282364283783)}, 1240: {'params': mu          0.016807
omega       0.000011
alpha[1]    0.200004
beta[1]     0.299996
Name: params, dtype: float64, 'loglikelihood': 83.18812128360571, 'aic': -158.37624256721142, 'bic': np.float64(-154.19815281631773)}, 1245: {'params': mu          0.013864
omega       0.000001
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 90.82628969444997, 'aic': -173.65257938889994, 'bic': np.float64(-169.47448963800625)}, 1250: {'params': mu          0.013832
omega       0.000005
alpha[1]    0.200010
beta[1]     0.499994
Name: params, dtype: float64, 'loglikelihood': 88.70264243542833, 'aic': -169.40528487085666, 'bic': np.float64(-165.22719511996297)}, 1255: {'params': mu          0.017125
omega       0.000011
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 83.08786848479227, 'aic': -158.17573696958453, 'bic': np.float64(-153.99764721869084)}, 1260: {'params': mu          0.020861
omega       0.000005
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 88.290816595516, 'aic': -168.581633191032, 'bic': np.float64(-164.40354344013832)}, 1265: {'params': mu          0.022171
omega       0.000002
alpha[1]    0.200171
beta[1]     0.699850
Name: params, dtype: float64, 'loglikelihood': 84.93060041997778, 'aic': -161.86120083995556, 'bic': np.float64(-157.68311108906187)}, 1270: {'params': mu          0.023229
omega       0.000008
alpha[1]    0.200165
beta[1]     0.699855
Name: params, dtype: float64, 'loglikelihood': 72.91045153612221, 'aic': -137.82090307224442, 'bic': np.float64(-133.64281332135073)}, 1275: {'params': mu          0.034505
omega       0.000049
alpha[1]    0.287952
beta[1]     0.267017
Name: params, dtype: float64, 'loglikelihood': 66.66584752680407, 'aic': -125.33169505360814, 'bic': np.float64(-121.15360530271445)}, 1280: {'params': mu          0.035769
omega       0.000033
alpha[1]    0.200042
beta[1]     0.499970
Name: params, dtype: float64, 'loglikelihood': 67.71164499637102, 'aic': -127.42328999274204, 'bic': np.float64(-123.24520024184835)}, 1285: {'params': mu          3.985797e-02
omega       1.866701e-05
alpha[1]    1.000000e+00
beta[1]     1.387862e-12
Name: params, dtype: float64, 'loglikelihood': 73.59923847141854, 'aic': -139.1984769428371, 'bic': np.float64(-135.0203871919434)}, 1290: {'params': mu          0.024154
omega       0.000010
alpha[1]    0.199992
beta[1]     0.699973
Name: params, dtype: float64, 'loglikelihood': 68.69701375998338, 'aic': -129.39402751996676, 'bic': np.float64(-125.21593776907307)}, 1295: {'params': mu          0.021711
omega       0.000006
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 78.88536391480977, 'aic': -149.77072782961955, 'bic': np.float64(-145.59263807872586)}, 1300: {'params': mu          0.020951
omega       0.000001
alpha[1]    0.200126
beta[1]     0.699890
Name: params, dtype: float64, 'loglikelihood': 92.51930447123326, 'aic': -177.0386089424665, 'bic': np.float64(-172.86051919157282)}, 1305: {'params': mu          0.023225
omega       0.000011
alpha[1]    0.200005
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 79.48918663283668, 'aic': -150.97837326567335, 'bic': np.float64(-146.80028351477966)}, 1310: {'params': mu          0.029996
omega       0.000020
alpha[1]    0.200100
beta[1]     0.299963
Name: params, dtype: float64, 'loglikelihood': 77.23753633701051, 'aic': -146.47507267402102, 'bic': np.float64(-142.29698292312733)}, 1315: {'params': mu          0.030402
omega       0.000012
alpha[1]    0.200006
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 82.55387730338951, 'aic': -157.10775460677903, 'bic': np.float64(-152.92966485588533)}, 1320: {'params': mu          0.030220
omega       0.000027
alpha[1]    0.200008
beta[1]     0.499995
Name: params, dtype: float64, 'loglikelihood': 70.73392014922457, 'aic': -133.46784029844915, 'bic': np.float64(-129.28975054755546)}, 1325: {'params': mu          0.024646
omega       0.000033
alpha[1]    0.280008
beta[1]     0.449989
Name: params, dtype: float64, 'loglikelihood': 65.84922030135506, 'aic': -123.69844060271012, 'bic': np.float64(-119.52035085181643)}, 1330: {'params': mu          0.013602
omega       0.000007
alpha[1]    0.199999
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 74.0601331441774, 'aic': -140.1202662883548, 'bic': np.float64(-135.9421765374611)}, 1335: {'params': mu          1.305309e-02
omega       4.635265e-07
alpha[1]    1.999999e-01
beta[1]     7.799995e-01
Name: params, dtype: float64, 'loglikelihood': 89.15370808730526, 'aic': -170.30741617461052, 'bic': np.float64(-166.12932642371683)}, 1340: {'params': mu          0.013054
omega       0.000002
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 99.99253773024398, 'aic': -191.98507546048796, 'bic': np.float64(-187.80698570959427)}, 1345: {'params': mu          0.014544
omega       0.000002
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 101.75350395476744, 'aic': -195.50700790953488, 'bic': np.float64(-191.3289181586412)}, 1350: {'params': mu          0.016390
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 95.31388586982733, 'aic': -182.62777173965466, 'bic': np.float64(-178.44968198876097)}, 1355: {'params': mu          0.017781
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 95.5295615602078, 'aic': -183.0591231204156, 'bic': np.float64(-178.8810333695219)}, 1360: {'params': mu          0.019690
omega       0.000009
alpha[1]    0.204324
beta[1]     0.497301
Name: params, dtype: float64, 'loglikelihood': 83.58749350338178, 'aic': -159.17498700676356, 'bic': np.float64(-154.99689725586987)}, 1365: {'params': mu          0.022592
omega       0.000015
alpha[1]    0.200006
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 75.66854006245647, 'aic': -143.33708012491294, 'bic': np.float64(-139.15899037401925)}, 1370: {'params': mu          0.032279
omega       0.000016
alpha[1]    0.200009
beta[1]     0.499994
Name: params, dtype: float64, 'loglikelihood': 74.85328198724848, 'aic': -141.70656397449696, 'bic': np.float64(-137.52847422360327)}, 1375: {'params': mu          0.033676
omega       0.000010
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 80.80452434581234, 'aic': -153.60904869162468, 'bic': np.float64(-149.430958940731)}, 1380: {'params': mu          0.034465
omega       0.000003
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 93.65120129516554, 'aic': -179.30240259033107, 'bic': np.float64(-175.12431283943738)}, 1385: {'params': mu          0.036174
omega       0.000011
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 83.90908112118194, 'aic': -159.81816224236388, 'bic': np.float64(-155.6400724914702)}, 1390: {'params': mu          0.039030
omega       0.000016
alpha[1]    0.200004
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 79.25712176768424, 'aic': -150.51424353536848, 'bic': np.float64(-146.3361537844748)}, 1395: {'params': mu          0.042527
omega       0.000011
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 79.56156356436477, 'aic': -151.12312712872955, 'bic': np.float64(-146.94503737783586)}, 1400: {'params': mu          0.042332
omega       0.000013
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 81.93184870776699, 'aic': -155.86369741553398, 'bic': np.float64(-151.6856076646403)}, 1405: {'params': mu          0.041239
omega       0.000012
alpha[1]    0.205637
beta[1]     0.286059
Name: params, dtype: float64, 'loglikelihood': 81.36407596395361, 'aic': -154.72815192790722, 'bic': np.float64(-150.55006217701353)}, 1410: {'params': mu          0.036190
omega       0.000019
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 78.68408789693618, 'aic': -149.36817579387235, 'bic': np.float64(-145.19008604297866)}, 1415: {'params': mu          0.034248
omega       0.000005
alpha[1]    0.200015
beta[1]     0.299993
Name: params, dtype: float64, 'loglikelihood': 90.77745376979193, 'aic': -173.55490753958387, 'bic': np.float64(-169.37681778869018)}, 1420: {'params': mu          0.033771
omega       0.000003
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 92.08037736755931, 'aic': -176.16075473511862, 'bic': np.float64(-171.98266498422493)}, 1425: {'params': mu          0.033766
omega       0.000005
alpha[1]    0.200009
beta[1]     0.499994
Name: params, dtype: float64, 'loglikelihood': 87.5924078921293, 'aic': -167.1848157842586, 'bic': np.float64(-163.0067260333649)}, 1430: {'params': mu          0.035965
omega       0.000012
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 82.34654383840247, 'aic': -156.69308767680494, 'bic': np.float64(-152.51499792591125)}, 1435: {'params': mu          0.040187
omega       0.000021
alpha[1]    0.200007
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 73.28511532034452, 'aic': -138.57023064068903, 'bic': np.float64(-134.39214088979534)}, 1440: {'params': mu          4.987328e-02
omega       5.687183e-05
alpha[1]    9.305537e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 44.774010817973824, 'aic': -81.54802163594765, 'bic': np.float64(-77.36993188505396)}, 1445: {'params': mu          3.939436e-02
omega       1.186676e-05
alpha[1]    1.000000e+00
beta[1]     1.041874e-09
Name: params, dtype: float64, 'loglikelihood': 36.1539762895501, 'aic': -64.3079525791002, 'bic': np.float64(-60.12986282820651)}, 1450: {'params': mu          1.787943e-01
omega       4.175768e-11
alpha[1]    1.416664e-01
beta[1]     6.357317e-01
Name: params, dtype: float64, 'loglikelihood': 32.92309754134186, 'aic': -57.84619508268372, 'bic': np.float64(-53.66810533179003)}, 1455: {'params': mu          1.674806e-01
omega       1.681279e-03
alpha[1]    6.726880e-01
beta[1]     7.108275e-10
Name: params, dtype: float64, 'loglikelihood': 30.675216178887414, 'aic': -53.35043235777483, 'bic': np.float64(-49.17234260688114)}, 1460: {'params': mu          0.175173
omega       0.001538
alpha[1]    0.757146
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 30.146466152620174, 'aic': -52.29293230524035, 'bic': np.float64(-48.11484255434666)}, 1465: {'params': mu          0.030857
omega       0.000073
alpha[1]    0.999858
beta[1]     0.000140
Name: params, dtype: float64, 'loglikelihood': 44.79512489044708, 'aic': -81.59024978089415, 'bic': np.float64(-77.41216003000046)}, 1470: {'params': mu          0.031051
omega       0.000210
alpha[1]    0.450139
beta[1]     0.359220
Name: params, dtype: float64, 'loglikelihood': 47.3987100438044, 'aic': -86.7974200876088, 'bic': np.float64(-82.61933033671511)}, 1475: {'params': mu          2.964319e-02
omega       9.069960e-07
alpha[1]    1.999999e-01
beta[1]     6.999996e-01
Name: params, dtype: float64, 'loglikelihood': 96.795077956865, 'aic': -185.59015591373, 'bic': np.float64(-181.4120661628363)}, 1480: {'params': mu          0.028763
omega       0.000003
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 94.70653482178676, 'aic': -181.41306964357352, 'bic': np.float64(-177.23497989267983)}, 1485: {'params': mu          0.027174
omega       0.000008
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 87.31304259398891, 'aic': -166.62608518797782, 'bic': np.float64(-162.44799543708413)}, 1490: {'params': mu          0.023529
omega       0.000006
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 90.95082720558617, 'aic': -173.90165441117233, 'bic': np.float64(-169.72356466027864)}, 1495: {'params': mu          2.306850e-02
omega       9.472222e-08
alpha[1]    1.999999e-01
beta[1]     7.799998e-01
Name: params, dtype: float64, 'loglikelihood': 101.39047640220153, 'aic': -194.78095280440306, 'bic': np.float64(-190.60286305350937)}, 1500: {'params': mu          0.023083
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 99.04988740184922, 'aic': -190.09977480369844, 'bic': np.float64(-185.92168505280475)}, 1505: {'params': mu          0.024315
omega       0.000003
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 93.63307782905166, 'aic': -179.26615565810332, 'bic': np.float64(-175.08806590720963)}, 1510: {'params': mu          0.027475
omega       0.000005
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 87.41820303428912, 'aic': -166.83640606857824, 'bic': np.float64(-162.65831631768455)}, 1515: {'params': mu          0.029818
omega       0.000006
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 91.54109116806963, 'aic': -175.08218233613925, 'bic': np.float64(-170.90409258524556)}, 1520: {'params': mu          0.029761
omega       0.000007
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 89.39004846375583, 'aic': -170.78009692751166, 'bic': np.float64(-166.60200717661797)}, 1525: {'params': mu          0.028670
omega       0.000014
alpha[1]    0.200804
beta[1]     0.299699
Name: params, dtype: float64, 'loglikelihood': 81.08193528987444, 'aic': -154.16387057974887, 'bic': np.float64(-149.98578082885518)}, 1530: {'params': mu          0.028734
omega       0.000015
alpha[1]    0.200004
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 80.1981349985514, 'aic': -152.3962699971028, 'bic': np.float64(-148.2181802462091)}, 1535: {'params': mu          0.029368
omega       0.000016
alpha[1]    0.200006
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 79.37249872103318, 'aic': -150.74499744206636, 'bic': np.float64(-146.56690769117267)}, 1540: {'params': mu          0.029821
omega       0.000021
alpha[1]    0.200012
beta[1]     0.299995
Name: params, dtype: float64, 'loglikelihood': 76.60130037808713, 'aic': -145.20260075617426, 'bic': np.float64(-141.02451100528057)}, 1545: {'params': mu          0.030862
omega       0.000018
alpha[1]    0.200030
beta[1]     0.499982
Name: params, dtype: float64, 'loglikelihood': 75.20587013895691, 'aic': -142.41174027791382, 'bic': np.float64(-138.23365052702013)}, 1550: {'params': mu          0.026602
omega       0.000026
alpha[1]    0.211837
beta[1]     0.295561
Name: params, dtype: float64, 'loglikelihood': 74.64139612573675, 'aic': -141.2827922514735, 'bic': np.float64(-137.1047025005798)}, 1555: {'params': mu          0.026568
omega       0.000024
alpha[1]    0.200004
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 75.29131657516567, 'aic': -142.58263315033133, 'bic': np.float64(-138.40454339943764)}, 1560: {'params': mu          0.028131
omega       0.000015
alpha[1]    0.200007
beta[1]     0.499987
Name: params, dtype: float64, 'loglikelihood': 75.70759889926559, 'aic': -143.41519779853118, 'bic': np.float64(-139.2371080476375)}, 1565: {'params': mu          0.027867
omega       0.000010
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 83.83867440053795, 'aic': -159.6773488010759, 'bic': np.float64(-155.49925905018222)}, 1570: {'params': mu          0.027650
omega       0.000014
alpha[1]    0.207466
beta[1]     0.297200
Name: params, dtype: float64, 'loglikelihood': 81.1464447721208, 'aic': -154.2928895442416, 'bic': np.float64(-150.1147997933479)}, 1575: {'params': mu          0.023066
omega       0.000008
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 84.05216804162853, 'aic': -160.10433608325707, 'bic': np.float64(-155.92624633236338)}, 1580: {'params': mu          0.022975
omega       0.000014
alpha[1]    0.200017
beta[1]     0.499989
Name: params, dtype: float64, 'loglikelihood': 78.58229531843988, 'aic': -149.16459063687975, 'bic': np.float64(-144.98650088598606)}, 1585: {'params': mu          0.024000
omega       0.000017
alpha[1]    0.210331
beta[1]     0.690960
Name: params, dtype: float64, 'loglikelihood': 65.09118244290846, 'aic': -122.18236488581692, 'bic': np.float64(-118.00427513492323)}, 1590: {'params': mu          0.043587
omega       0.000058
alpha[1]    0.200932
beta[1]     0.499405
Name: params, dtype: float64, 'loglikelihood': 60.95356027704989, 'aic': -113.90712055409978, 'bic': np.float64(-109.72903080320609)}, 1595: {'params': mu          0.044098
omega       0.000075
alpha[1]    0.200009
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 63.72214741505212, 'aic': -119.44429483010424, 'bic': np.float64(-115.26620507921055)}, 1600: {'params': mu          5.036928e-02
omega       3.473647e-05
alpha[1]    1.000000e+00
beta[1]     1.771110e-12
Name: params, dtype: float64, 'loglikelihood': 65.57405725610195, 'aic': -123.1481145122039, 'bic': np.float64(-118.97002476131021)}, 1605: {'params': mu          0.027135
omega       0.000018
alpha[1]    0.199992
beta[1]     0.699973
Name: params, dtype: float64, 'loglikelihood': 63.2794150583258, 'aic': -118.5588301166516, 'bic': np.float64(-114.38074036575792)}, 1610: {'params': mu          0.025522
omega       0.000028
alpha[1]    0.200000
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 71.18947979997883, 'aic': -134.37895959995765, 'bic': np.float64(-130.20086984906396)}, 1615: {'params': mu          0.025330
omega       0.000007
alpha[1]    0.200009
beta[1]     0.699992
Name: params, dtype: float64, 'loglikelihood': 74.1837700383147, 'aic': -140.3675400766294, 'bic': np.float64(-136.18945032573572)}, 1620: {'params': mu          0.035123
omega       0.000007
alpha[1]    0.199994
beta[1]     0.699979
Name: params, dtype: float64, 'loglikelihood': 70.54965861819451, 'aic': -133.09931723638903, 'bic': np.float64(-128.92122748549534)}, 1625: {'params': mu          0.034862
omega       0.000047
alpha[1]    0.200020
beta[1]     0.299992
Name: params, dtype: float64, 'loglikelihood': 68.67471978310641, 'aic': -129.34943956621282, 'bic': np.float64(-125.17134981531913)}, 1630: {'params': mu          3.721678e-02
omega       4.489071e-05
alpha[1]    7.430232e-01
beta[1]     3.216472e-13
Name: params, dtype: float64, 'loglikelihood': 66.5595244697559, 'aic': -125.1190489395118, 'bic': np.float64(-120.94095918861811)}, 1635: {'params': mu          0.021787
omega       0.000015
alpha[1]    0.199992
beta[1]     0.699971
Name: params, dtype: float64, 'loglikelihood': 63.729221856234986, 'aic': -119.45844371246997, 'bic': np.float64(-115.28035396157628)}, 1640: {'params': mu          0.021773
omega       0.000009
alpha[1]    0.199999
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 71.20954442638113, 'aic': -134.41908885276226, 'bic': np.float64(-130.24099910186857)}, 1645: {'params': mu          0.022640
omega       0.000014
alpha[1]    0.200006
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 76.42493929172848, 'aic': -144.84987858345696, 'bic': np.float64(-140.67178883256327)}, 1650: {'params': mu          0.026470
omega       0.000008
alpha[1]    0.199999
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 83.0898762212557, 'aic': -158.1797524425114, 'bic': np.float64(-154.0016626916177)}, 1655: {'params': mu          0.029274
omega       0.000007
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 83.9759046653632, 'aic': -159.9518093307264, 'bic': np.float64(-155.77371957983271)}, 1660: {'params': mu          0.032658
omega       0.000008
alpha[1]    0.200005
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 82.07378919825985, 'aic': -156.1475783965197, 'bic': np.float64(-151.969488645626)}, 1665: {'params': mu          0.038220
omega       0.000007
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 83.74693793816719, 'aic': -159.49387587633439, 'bic': np.float64(-155.3157861254407)}, 1670: {'params': mu          0.037859
omega       0.000008
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 87.00685345255, 'aic': -166.0137069051, 'bic': np.float64(-161.83561715420632)}, 1675: {'params': mu          0.037333
omega       0.000013
alpha[1]    0.200004
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 81.76785192259622, 'aic': -155.53570384519244, 'bic': np.float64(-151.35761409429875)}, 1680: {'params': mu          0.035997
omega       0.000004
alpha[1]    0.010000
beta[1]     0.890000
Name: params, dtype: float64, 'loglikelihood': 75.58375822692035, 'aic': -143.1675164538407, 'bic': np.float64(-138.98942670294701)}, 1685: {'params': mu          0.030681
omega       0.000017
alpha[1]    0.848506
beta[1]     0.151494
Name: params, dtype: float64, 'loglikelihood': 68.31474116121092, 'aic': -128.62948232242184, 'bic': np.float64(-124.45139257152815)}, 1690: {'params': mu          0.059608
omega       0.000108
alpha[1]    0.557400
beta[1]     0.161868
Name: params, dtype: float64, 'loglikelihood': 56.94209883428836, 'aic': -105.88419766857672, 'bic': np.float64(-101.70610791768303)}, 1695: {'params': mu          0.061519
omega       0.000066
alpha[1]    0.200092
beta[1]     0.499935
Name: params, dtype: float64, 'loglikelihood': 62.07700978713127, 'aic': -116.15401957426253, 'bic': np.float64(-111.97592982336884)}, 1700: {'params': mu          0.064206
omega       0.000012
alpha[1]    0.200032
beta[1]     0.499980
Name: params, dtype: float64, 'loglikelihood': 77.74867876027524, 'aic': -147.49735752055048, 'bic': np.float64(-143.3192677696568)}, 1705: {'params': mu          0.066947
omega       0.000004
alpha[1]    0.959970
beta[1]     0.040030
Name: params, dtype: float64, 'loglikelihood': 78.57558099096718, 'aic': -149.15116198193437, 'bic': np.float64(-144.97307223104067)}, 1710: {'params': mu          0.069826
omega       0.000028
alpha[1]    0.200006
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 74.3222383282248, 'aic': -140.6444766564496, 'bic': np.float64(-136.4663869055559)}, 1715: {'params': mu          0.070092
omega       0.000088
alpha[1]    0.479605
beta[1]     0.195148
Name: params, dtype: float64, 'loglikelihood': 61.184016889280706, 'aic': -114.36803377856141, 'bic': np.float64(-110.18994402766772)}, 1720: {'params': mu          0.071216
omega       0.000098
alpha[1]    0.556093
beta[1]     0.277452
Name: params, dtype: float64, 'loglikelihood': 54.317483933887395, 'aic': -100.63496786777479, 'bic': np.float64(-96.4568781168811)}, 1725: {'params': mu          0.035890
omega       0.000040
alpha[1]    0.199597
beta[1]     0.698590
Name: params, dtype: float64, 'loglikelihood': 54.917479933846145, 'aic': -101.83495986769229, 'bic': np.float64(-97.6568701167986)}, 1730: {'params': mu          0.033748
omega       0.000003
alpha[1]    0.199989
beta[1]     0.779956
Name: params, dtype: float64, 'loglikelihood': 69.24270867111112, 'aic': -130.48541734222223, 'bic': np.float64(-126.30732759132854)}, 1735: {'params': mu          0.034216
omega       0.000007
alpha[1]    0.200002
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 83.13640210101215, 'aic': -158.2728042020243, 'bic': np.float64(-154.0947144511306)}, 1740: {'params': mu          0.035632
omega       0.000007
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 84.98880661351974, 'aic': -161.97761322703948, 'bic': np.float64(-157.7995234761458)}, 1745: {'params': mu          0.037911
omega       0.000017
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 79.81399266066164, 'aic': -151.62798532132328, 'bic': np.float64(-147.4498955704296)}, 1750: {'params': mu          0.042881
omega       0.000039
alpha[1]    0.202666
beta[1]     0.299000
Name: params, dtype: float64, 'loglikelihood': 70.50561649082479, 'aic': -133.01123298164958, 'bic': np.float64(-128.8331432307559)}, 1755: {'params': mu          0.047666
omega       0.000031
alpha[1]    0.200004
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 72.7399271634133, 'aic': -137.4798543268266, 'bic': np.float64(-133.3017645759329)}, 1760: {'params': mu          0.048260
omega       0.000031
alpha[1]    0.204422
beta[1]     0.497236
Name: params, dtype: float64, 'loglikelihood': 68.7370548568113, 'aic': -129.4741097136226, 'bic': np.float64(-125.2960199627289)}, 1765: {'params': mu          0.049702
omega       0.000056
alpha[1]    0.990966
beta[1]     0.000004
Name: params, dtype: float64, 'loglikelihood': 61.51822637593906, 'aic': -115.03645275187812, 'bic': np.float64(-110.85836300098443)}, 1770: {'params': mu          0.026353
omega       0.000052
alpha[1]    0.200000
beta[1]     0.499974
Name: params, dtype: float64, 'loglikelihood': 63.12471051152858, 'aic': -118.24942102305717, 'bic': np.float64(-114.07133127216348)}, 1775: {'params': mu          0.021082
omega       0.000005
alpha[1]    0.199999
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 78.41136316961172, 'aic': -148.82272633922344, 'bic': np.float64(-144.64463658832975)}, 1780: {'params': mu          0.020538
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 102.6449864459356, 'aic': -197.2899728918712, 'bic': np.float64(-193.1118831409775)}, 1785: {'params': mu          0.022184
omega       0.000003
alpha[1]    0.010000
beta[1]     0.890000
Name: params, dtype: float64, 'loglikelihood': 80.63346839247784, 'aic': -153.26693678495567, 'bic': np.float64(-149.08884703406198)}, 1790: {'params': mu          0.024059
omega       0.000031
alpha[1]    0.200008
beta[1]     0.499995
Name: params, dtype: float64, 'loglikelihood': 69.3909316982275, 'aic': -130.781863396455, 'bic': np.float64(-126.60377364556132)}, 1795: {'params': mu          0.034979
omega       0.000028
alpha[1]    0.200015
beta[1]     0.499940
Name: params, dtype: float64, 'loglikelihood': 67.85396632846022, 'aic': -127.70793265692043, 'bic': np.float64(-123.52984290602674)}, 1800: {'params': mu          0.036283
omega       0.000062
alpha[1]    0.564475
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 66.69989596882934, 'aic': -125.39979193765868, 'bic': np.float64(-121.22170218676499)}, 1805: {'params': mu          0.037761
omega       0.000062
alpha[1]    0.733951
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 63.39919670190196, 'aic': -118.79839340380391, 'bic': np.float64(-114.62030365291022)}, 1810: {'params': mu          0.015249
omega       0.000072
alpha[1]    0.353235
beta[1]     0.404209
Name: params, dtype: float64, 'loglikelihood': 60.354745684015896, 'aic': -112.70949136803179, 'bic': np.float64(-108.5314016171381)}, 1815: {'params': mu          0.012629
omega       0.000013
alpha[1]    0.199997
beta[1]     0.699991
Name: params, dtype: float64, 'loglikelihood': 69.52078131005086, 'aic': -131.04156262010173, 'bic': np.float64(-126.86347286920804)}, 1820: {'params': mu          0.011178
omega       0.000001
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 100.23820764831746, 'aic': -192.4764152966349, 'bic': np.float64(-188.29832554574122)}, 1825: {'params': mu          0.013594
omega       0.000019
alpha[1]    0.200027
beta[1]     0.499983
Name: params, dtype: float64, 'loglikelihood': 75.48666470051707, 'aic': -142.97332940103414, 'bic': np.float64(-138.79523965014045)}, 1830: {'params': mu          0.018141
omega       0.000028
alpha[1]    0.200023
beta[1]     0.499985
Name: params, dtype: float64, 'loglikelihood': 68.56908166623207, 'aic': -129.13816333246413, 'bic': np.float64(-124.96007358157044)}, 1835: {'params': mu          0.030702
omega       0.000024
alpha[1]    0.200003
beta[1]     0.499995
Name: params, dtype: float64, 'loglikelihood': 71.82286023462993, 'aic': -135.64572046925986, 'bic': np.float64(-131.46763071836617)}, 1840: {'params': mu          0.029917
omega       0.000023
alpha[1]    0.200002
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 76.22808231818374, 'aic': -144.45616463636748, 'bic': np.float64(-140.27807488547379)}, 1845: {'params': mu          3.072950e-02
omega       8.965782e-06
alpha[1]    1.000000e+00
beta[1]     7.132545e-18
Name: params, dtype: float64, 'loglikelihood': 78.3152431287726, 'aic': -148.6304862575452, 'bic': np.float64(-144.4523965066515)}, 1850: {'params': mu          0.023592
omega       0.000003
alpha[1]    0.199999
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 81.96618218885243, 'aic': -155.93236437770486, 'bic': np.float64(-151.75427462681117)}, 1855: {'params': mu          0.021849
omega       0.000009
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 81.81534442300119, 'aic': -155.63068884600239, 'bic': np.float64(-151.4525990951087)}, 1860: {'params': mu          0.019765
omega       0.000012
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 83.18260523138112, 'aic': -158.36521046276224, 'bic': np.float64(-154.18712071186854)}, 1865: {'params': mu          0.017220
omega       0.000002
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 86.89043912814216, 'aic': -165.78087825628432, 'bic': np.float64(-161.60278850539063)}, 1870: {'params': mu          0.017924
omega       0.000029
alpha[1]    0.200005
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 74.7800566507841, 'aic': -141.5601133015682, 'bic': np.float64(-137.38202355067452)}, 1875: {'params': mu          0.021564
omega       0.000027
alpha[1]    0.200015
beta[1]     0.499988
Name: params, dtype: float64, 'loglikelihood': 68.72542953420603, 'aic': -129.45085906841206, 'bic': np.float64(-125.27276931751837)}, 1880: {'params': mu          0.033517
omega       0.000023
alpha[1]    0.200005
beta[1]     0.499994
Name: params, dtype: float64, 'loglikelihood': 72.01192542861735, 'aic': -136.0238508572347, 'bic': np.float64(-131.845761106341)}, 1885: {'params': mu          0.036184
omega       0.000009
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 83.4820997751138, 'aic': -158.9641995502276, 'bic': np.float64(-154.7861097993339)}, 1890: {'params': mu          0.038008
omega       0.000011
alpha[1]    0.200022
beta[1]     0.299992
Name: params, dtype: float64, 'loglikelihood': 85.32908550353969, 'aic': -162.65817100707937, 'bic': np.float64(-158.48008125618568)}, 1895: {'params': mu          0.040939
omega       0.000018
alpha[1]    0.200011
beta[1]     0.299995
Name: params, dtype: float64, 'loglikelihood': 78.28656010019198, 'aic': -148.57312020038395, 'bic': np.float64(-144.39503044949026)}, 1900: {'params': mu          0.044504
omega       0.000008
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 81.6835923389363, 'aic': -155.3671846778726, 'bic': np.float64(-151.1890949269789)}, 1905: {'params': mu          0.044042
omega       0.000014
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 81.35798915972143, 'aic': -154.71597831944285, 'bic': np.float64(-150.53788856854916)}, 1910: {'params': mu          0.043009
omega       0.000017
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 79.45266366520094, 'aic': -150.9053273304019, 'bic': np.float64(-146.7272375795082)}, 1915: {'params': mu          0.042775
omega       0.000013
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 77.67306713067664, 'aic': -147.34613426135328, 'bic': np.float64(-143.1680445104596)}, 1920: {'params': mu          0.040837
omega       0.000023
alpha[1]    0.999952
beta[1]     0.000017
Name: params, dtype: float64, 'loglikelihood': 70.0844719946293, 'aic': -132.1689439892586, 'bic': np.float64(-127.9908542383649)}, 1925: {'params': mu          0.055307
omega       0.000042
alpha[1]    0.199992
beta[1]     0.499981
Name: params, dtype: float64, 'loglikelihood': 65.0199903661015, 'aic': -122.03998073220299, 'bic': np.float64(-117.8618909813093)}, 1930: {'params': mu          0.057094
omega       0.000024
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 75.75524650259504, 'aic': -143.51049300519009, 'bic': np.float64(-139.3324032542964)}, 1935: {'params': mu          0.057070
omega       0.000077
alpha[1]    0.200026
beta[1]     0.299990
Name: params, dtype: float64, 'loglikelihood': 65.0255347781363, 'aic': -122.05106955627261, 'bic': np.float64(-117.87297980537892)}, 1940: {'params': mu          0.053162
omega       0.000091
alpha[1]    0.395988
beta[1]     0.377508
Name: params, dtype: float64, 'loglikelihood': 55.91569307424145, 'aic': -103.8313861484829, 'bic': np.float64(-99.65329639758922)}, 1945: {'params': mu          0.011925
omega       0.000050
alpha[1]    0.989487
beta[1]     0.005522
Name: params, dtype: float64, 'loglikelihood': 56.42850205617639, 'aic': -104.85700411235278, 'bic': np.float64(-100.67891436145909)}, 1950: {'params': mu          0.013822
omega       0.000070
alpha[1]    0.201218
beta[1]     0.499038
Name: params, dtype: float64, 'loglikelihood': 61.56399887885585, 'aic': -115.1279977577117, 'bic': np.float64(-110.949908006818)}, 1955: {'params': mu          0.010299
omega       0.000014
alpha[1]    0.200001
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 78.94651278033471, 'aic': -149.89302556066943, 'bic': np.float64(-145.71493580977574)}, 1960: {'params': mu          0.009788
omega       0.000003
alpha[1]    0.200003
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 83.90080000256368, 'aic': -159.80160000512737, 'bic': np.float64(-155.62351025423368)}, 1965: {'params': mu          0.015580
omega       0.000024
alpha[1]    0.236585
beta[1]     0.286281
Name: params, dtype: float64, 'loglikelihood': 74.6637318490802, 'aic': -141.3274636981604, 'bic': np.float64(-137.1493739472667)}, 1970: {'params': mu          0.020428
omega       0.000010
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 80.37109425628391, 'aic': -152.74218851256782, 'bic': np.float64(-148.56409876167413)}, 1975: {'params': mu          0.020139
omega       0.000010
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 84.04810523870671, 'aic': -160.09621047741342, 'bic': np.float64(-155.91812072651973)}, 1980: {'params': mu          0.018331
omega       0.000011
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 83.80658197404964, 'aic': -159.61316394809927, 'bic': np.float64(-155.43507419720558)}, 1985: {'params': mu          0.017869
omega       0.000007
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 87.81784934335074, 'aic': -167.6356986867015, 'bic': np.float64(-163.4576089358078)}, 1990: {'params': mu          0.017651
omega       0.000005
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 91.900370098326, 'aic': -175.800740196652, 'bic': np.float64(-171.6226504457583)}, 1995: {'params': mu          0.019420
omega       0.000011
alpha[1]    0.200009
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 85.4059791307255, 'aic': -162.811958261451, 'bic': np.float64(-158.6338685105573)}, 2000: {'params': mu          0.021350
omega       0.000004
alpha[1]    0.201587
beta[1]     0.698612
Name: params, dtype: float64, 'loglikelihood': 80.68242387051882, 'aic': -153.36484774103764, 'bic': np.float64(-149.18675799014395)}, 2005: {'params': mu          0.029098
omega       0.000012
alpha[1]    0.200003
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 77.34493718807003, 'aic': -146.68987437614007, 'bic': np.float64(-142.51178462524638)}, 2010: {'params': mu          0.028731
omega       0.000022
alpha[1]    0.200012
beta[1]     0.299995
Name: params, dtype: float64, 'loglikelihood': 76.1741278282774, 'aic': -144.3482556565548, 'bic': np.float64(-140.17016590566112)}, 2015: {'params': mu          0.028832
omega       0.000018
alpha[1]    0.200098
beta[1]     0.299963
Name: params, dtype: float64, 'loglikelihood': 78.63356711595678, 'aic': -149.26713423191356, 'bic': np.float64(-145.08904448101987)}, 2020: {'params': mu          0.024693
omega       0.000003
alpha[1]    0.199999
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 80.5197597251221, 'aic': -153.0395194502442, 'bic': np.float64(-148.8614296993505)}, 2025: {'params': mu          0.025144
omega       0.000011
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 78.6183236455571, 'aic': -149.2366472911142, 'bic': np.float64(-145.0585575402205)}, 2030: {'params': mu          0.027656
omega       0.000014
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 80.63320344100109, 'aic': -153.26640688200217, 'bic': np.float64(-149.08831713110848)}, 2035: {'params': mu          0.031240
omega       0.000002
alpha[1]    0.200000
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 88.6186616183254, 'aic': -169.2373232366508, 'bic': np.float64(-165.05923348575712)}, 2040: {'params': mu          0.032389
omega       0.000003
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 93.35896455556772, 'aic': -178.71792911113545, 'bic': np.float64(-174.53983936024176)}, 2045: {'params': mu          0.033087
omega       0.000004
alpha[1]    0.200080
beta[1]     0.299970
Name: params, dtype: float64, 'loglikelihood': 94.21649483229855, 'aic': -180.4329896645971, 'bic': np.float64(-176.2548999137034)}, 2050: {'params': mu          0.033992
omega       0.000005
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 94.00589113322668, 'aic': -180.01178226645337, 'bic': np.float64(-175.83369251555968)}, 2055: {'params': mu          3.396296e-02
omega       8.576706e-07
alpha[1]    1.999999e-01
beta[1]     6.999997e-01
Name: params, dtype: float64, 'loglikelihood': 96.78839743799585, 'aic': -185.5767948759917, 'bic': np.float64(-181.39870512509802)}, 2060: {'params': mu          0.033580
omega       0.000004
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 91.62096065457733, 'aic': -175.24192130915466, 'bic': np.float64(-171.06383155826097)}, 2065: {'params': mu          0.031829
omega       0.000009
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 86.33335156705355, 'aic': -164.6667031341071, 'bic': np.float64(-160.48861338321342)}, 2070: {'params': mu          0.030426
omega       0.000012
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 83.09714147620295, 'aic': -158.1942829524059, 'bic': np.float64(-154.0161932015122)}, 2075: {'params': mu          0.030630
omega       0.000022
alpha[1]    0.200123
beta[1]     0.299954
Name: params, dtype: float64, 'loglikelihood': 76.490882959216, 'aic': -144.981765918432, 'bic': np.float64(-140.8036761675383)}, 2080: {'params': mu          0.035857
omega       0.000023
alpha[1]    0.200003
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 75.49740317534742, 'aic': -142.99480635069483, 'bic': np.float64(-138.81671659980114)}, 2085: {'params': mu          0.039687
omega       0.000012
alpha[1]    0.199999
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 79.48344206271864, 'aic': -150.96688412543728, 'bic': np.float64(-146.78879437454358)}, 2090: {'params': mu          0.040212
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 95.11076748173774, 'aic': -182.22153496347548, 'bic': np.float64(-178.0434452125818)}, 2095: {'params': mu          0.038759
omega       0.000009
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 80.31726926297716, 'aic': -152.63453852595433, 'bic': np.float64(-148.45644877506064)}, 2100: {'params': mu          0.036704
omega       0.000035
alpha[1]    0.200006
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 72.19707059944356, 'aic': -136.39414119888713, 'bic': np.float64(-132.21605144799344)}, 2105: {'params': mu          0.032095
omega       0.000022
alpha[1]    0.200305
beta[1]     0.299886
Name: params, dtype: float64, 'loglikelihood': 76.80992737856315, 'aic': -145.6198547571263, 'bic': np.float64(-141.4417650062326)}, 2110: {'params': mu          0.029005
omega       0.000003
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 83.92832373039994, 'aic': -159.85664746079988, 'bic': np.float64(-155.6785577099062)}, 2115: {'params': mu          0.029032
omega       0.000008
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 89.16233574582853, 'aic': -170.32467149165706, 'bic': np.float64(-166.14658174076337)}, 2120: {'params': mu          2.947739e-02
omega       4.267553e-07
alpha[1]    9.999998e-03
beta[1]     8.900000e-01
Name: params, dtype: float64, 'loglikelihood': 100.15083863978948, 'aic': -192.30167727957897, 'bic': np.float64(-188.12358752868528)}, 2125: {'params': mu          0.029573
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 98.69206385590154, 'aic': -189.38412771180307, 'bic': np.float64(-185.20603796090938)}, 2130: {'params': mu          0.030621
omega       0.000007
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 85.86950310687556, 'aic': -163.7390062137511, 'bic': np.float64(-159.56091646285742)}, 2135: {'params': mu          0.032322
omega       0.000012
alpha[1]    0.200024
beta[1]     0.499985
Name: params, dtype: float64, 'loglikelihood': 77.12380741061678, 'aic': -146.24761482123355, 'bic': np.float64(-142.06952507033986)}, 2140: {'params': mu          0.040998
omega       0.000012
alpha[1]    0.200006
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 77.52039496811948, 'aic': -147.04078993623895, 'bic': np.float64(-142.86270018534526)}, 2145: {'params': mu          0.042035
omega       0.000011
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 85.12513959785406, 'aic': -162.25027919570812, 'bic': np.float64(-158.07218944481443)}, 2150: {'params': mu          0.043444
omega       0.000005
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 91.59889402870586, 'aic': -175.1977880574117, 'bic': np.float64(-171.01969830651802)}, 2155: {'params': mu          0.045215
omega       0.000006
alpha[1]    0.230365
beta[1]     0.294817
Name: params, dtype: float64, 'loglikelihood': 88.53691341642212, 'aic': -169.07382683284425, 'bic': np.float64(-164.89573708195056)}, 2160: {'params': mu          4.680251e-02
omega       2.634094e-07
alpha[1]    1.999998e-01
beta[1]     7.799992e-01
Name: params, dtype: float64, 'loglikelihood': 90.41108614829321, 'aic': -172.82217229658642, 'bic': np.float64(-168.64408254569273)}, 2165: {'params': mu          0.046490
omega       0.000005
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 91.92249430452853, 'aic': -175.84498860905705, 'bic': np.float64(-171.66689885816336)}, 2170: {'params': mu          0.045503
omega       0.000001
alpha[1]    0.010000
beta[1]     0.890000
Name: params, dtype: float64, 'loglikelihood': 87.99927671113585, 'aic': -167.9985534222717, 'bic': np.float64(-163.820463671378)}, 2175: {'params': mu          0.045517
omega       0.000002
alpha[1]    0.010000
beta[1]     0.890000
Name: params, dtype: float64, 'loglikelihood': 86.06687819873544, 'aic': -164.13375639747088, 'bic': np.float64(-159.95566664657719)}, 2180: {'params': mu          0.046597
omega       0.000013
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 81.04781044724233, 'aic': -154.09562089448465, 'bic': np.float64(-149.91753114359096)}, 2185: {'params': mu          0.048563
omega       0.000003
alpha[1]    0.010000
beta[1]     0.889999
Name: params, dtype: float64, 'loglikelihood': 81.52100032864057, 'aic': -155.04200065728114, 'bic': np.float64(-150.86391090638745)}, 2190: {'params': mu          0.049432
omega       0.000006
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 89.57546889010482, 'aic': -171.15093778020963, 'bic': np.float64(-166.97284802931594)}, 2195: {'params': mu          0.049942
omega       0.000006
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 89.53647433200045, 'aic': -171.0729486640009, 'bic': np.float64(-166.8948589131072)}, 2200: {'params': mu          0.050297
omega       0.000010
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 80.89102024570636, 'aic': -153.78204049141272, 'bic': np.float64(-149.60395074051902)}, 2205: {'params': mu          0.053559
omega       0.000022
alpha[1]    0.279979
beta[1]     0.270070
Name: params, dtype: float64, 'loglikelihood': 75.16569155063291, 'aic': -142.33138310126583, 'bic': np.float64(-138.15329335037214)}, 2210: {'params': mu          0.060584
omega       0.000061
alpha[1]    0.200841
beta[1]     0.499475
Name: params, dtype: float64, 'loglikelihood': 62.23832147794289, 'aic': -116.47664295588578, 'bic': np.float64(-112.29855320499209)}, 2215: {'params': mu          0.065359
omega       0.000014
alpha[1]    0.903851
beta[1]     0.096149
Name: params, dtype: float64, 'loglikelihood': 63.87200388316013, 'aic': -119.74400776632027, 'bic': np.float64(-115.56591801542658)}, 2220: {'params': mu          0.079545
omega       0.000056
alpha[1]    0.280012
beta[1]     0.269995
Name: params, dtype: float64, 'loglikelihood': 65.31952509922895, 'aic': -122.63905019845791, 'bic': np.float64(-118.46096044756422)}, 2225: {'params': mu          0.079488
omega       0.000062
alpha[1]    0.280085
beta[1]     0.269968
Name: params, dtype: float64, 'loglikelihood': 64.33757817643495, 'aic': -120.67515635286989, 'bic': np.float64(-116.4970666019762)}, 2230: {'params': mu          0.074972
omega       0.000053
alpha[1]    0.200012
beta[1]     0.299994
Name: params, dtype: float64, 'loglikelihood': 66.96360697266182, 'aic': -125.92721394532364, 'bic': np.float64(-121.74912419442995)}, 2235: {'params': mu          0.073176
omega       0.000007
alpha[1]    0.199999
beta[1]     0.699996
Name: params, dtype: float64, 'loglikelihood': 72.23922609299399, 'aic': -136.47845218598798, 'bic': np.float64(-132.30036243509429)}, 2240: {'params': mu          0.071109
omega       0.000027
alpha[1]    0.201159
beta[1]     0.299565
Name: params, dtype: float64, 'loglikelihood': 73.82933604155593, 'aic': -139.65867208311187, 'bic': np.float64(-135.48058233221818)}, 2245: {'params': mu          0.072362
omega       0.000018
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 77.79501169406761, 'aic': -147.59002338813522, 'bic': np.float64(-143.41193363724153)}, 2250: {'params': mu          0.073765
omega       0.000021
alpha[1]    0.236017
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 80.90024720025578, 'aic': -153.80049440051155, 'bic': np.float64(-149.62240464961786)}, 2255: {'params': mu          0.074273
omega       0.000028
alpha[1]    0.257699
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 77.61053080179666, 'aic': -147.2210616035933, 'bic': np.float64(-143.04297185269962)}, 2260: {'params': mu          0.074323
omega       0.000020
alpha[1]    0.200005
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 78.80535726871003, 'aic': -149.61071453742005, 'bic': np.float64(-145.43262478652636)}, 2265: {'params': mu          0.073580
omega       0.000010
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 78.83549493942044, 'aic': -149.67098987884089, 'bic': np.float64(-145.4929001279472)}, 2270: {'params': mu          0.074307
omega       0.000018
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 77.6883585592936, 'aic': -147.3767171185872, 'bic': np.float64(-143.19862736769352)}, 2275: {'params': mu          0.072743
omega       0.000012
alpha[1]    0.050000
beta[1]     0.450000
Name: params, dtype: float64, 'loglikelihood': 81.86308116051752, 'aic': -155.72616232103505, 'bic': np.float64(-151.54807257014136)}, 2280: {'params': mu          0.071051
omega       0.000035
alpha[1]    0.201225
beta[1]     0.299541
Name: params, dtype: float64, 'loglikelihood': 72.71266347226738, 'aic': -137.42532694453476, 'bic': np.float64(-133.24723719364107)}, 2285: {'params': mu          0.072222
omega       0.000097
alpha[1]    0.248423
beta[1]     0.469736
Name: params, dtype: float64, 'loglikelihood': 57.271228696771175, 'aic': -106.54245739354235, 'bic': np.float64(-102.36436764264866)}, 2290: {'params': mu          0.041229
omega       0.000139
alpha[1]    0.379714
beta[1]     0.232603
Name: params, dtype: float64, 'loglikelihood': 54.65579056730843, 'aic': -101.31158113461686, 'bic': np.float64(-97.13349138372317)}, 2295: {'params': mu          0.044419
omega       0.000064
alpha[1]    0.199993
beta[1]     0.499982
Name: params, dtype: float64, 'loglikelihood': 60.000961829925835, 'aic': -112.00192365985167, 'bic': np.float64(-107.82383390895798)}, 2300: {'params': mu          0.033719
omega       0.000027
alpha[1]    0.940386
beta[1]     0.059604
Name: params, dtype: float64, 'loglikelihood': 65.10937037041006, 'aic': -122.21874074082012, 'bic': np.float64(-118.04065098992643)}, 2305: {'params': mu          0.053246
omega       0.000035
alpha[1]    0.200001
beta[1]     0.499983
Name: params, dtype: float64, 'loglikelihood': 67.6102706249254, 'aic': -127.22054124985081, 'bic': np.float64(-123.04245149895712)}, 2310: {'params': mu          0.052956
omega       0.000041
alpha[1]    0.200599
beta[1]     0.299775
Name: params, dtype: float64, 'loglikelihood': 70.48865249915671, 'aic': -132.97730499831343, 'bic': np.float64(-128.79921524741974)}, 2315: {'params': mu          0.045409
omega       0.000049
alpha[1]    0.280018
beta[1]     0.269993
Name: params, dtype: float64, 'loglikelihood': 66.55583252022839, 'aic': -125.11166504045678, 'bic': np.float64(-120.9335752895631)}, 2320: {'params': mu          0.038113
omega       0.000024
alpha[1]    0.200016
beta[1]     0.499986
Name: params, dtype: float64, 'loglikelihood': 72.55142491248463, 'aic': -137.10284982496927, 'bic': np.float64(-132.92476007407558)}, 2325: {'params': mu          0.036811
omega       0.000005
alpha[1]    0.199999
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 86.68543073181857, 'aic': -165.37086146363714, 'bic': np.float64(-161.19277171274345)}, 2330: {'params': mu          0.036001
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 93.79902761536896, 'aic': -179.5980552307379, 'bic': np.float64(-175.41996547984422)}, 2335: {'params': mu          0.035029
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 95.20440486431842, 'aic': -182.40880972863684, 'bic': np.float64(-178.23071997774315)}, 2340: {'params': mu          3.353224e-02
omega       1.845050e-05
alpha[1]    1.411360e-01
beta[1]     6.968805e-14
Name: params, dtype: float64, 'loglikelihood': 83.27237344684718, 'aic': -158.54474689369437, 'bic': np.float64(-154.36665714280068)}, 2345: {'params': mu          0.033768
omega       0.000011
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 83.36629310112897, 'aic': -158.73258620225795, 'bic': np.float64(-154.55449645136426)}, 2350: {'params': mu          0.035057
omega       0.000047
alpha[1]    0.221428
beta[1]     0.486608
Name: params, dtype: float64, 'loglikelihood': 65.23298896249715, 'aic': -122.46597792499429, 'bic': np.float64(-118.2878881741006)}, 2355: {'params': mu          0.038106
omega       0.000087
alpha[1]    0.633637
beta[1]     0.187935
Name: params, dtype: float64, 'loglikelihood': 56.63354206644851, 'aic': -105.26708413289703, 'bic': np.float64(-101.08899438200334)}, 2360: {'params': mu          0.070189
omega       0.000107
alpha[1]    0.346614
beta[1]     0.399723
Name: params, dtype: float64, 'loglikelihood': 55.97737383379368, 'aic': -103.95474766758736, 'bic': np.float64(-99.77665791669367)}, 2365: {'params': mu          0.070180
omega       0.000097
alpha[1]    0.200017
beta[1]     0.299993
Name: params, dtype: float64, 'loglikelihood': 60.952685590117554, 'aic': -113.90537118023511, 'bic': np.float64(-109.72728142934142)}, 2370: {'params': mu          0.074734
omega       0.000062
alpha[1]    0.336561
beta[1]     0.414650
Name: params, dtype: float64, 'loglikelihood': 61.20719904402836, 'aic': -114.41439808805671, 'bic': np.float64(-110.23630833716302)}, 2375: {'params': mu          0.048726
omega       0.000090
alpha[1]    0.208068
beta[1]     0.494953
Name: params, dtype: float64, 'loglikelihood': 56.406245691254036, 'aic': -104.81249138250807, 'bic': np.float64(-100.63440163161438)}, 2380: {'params': mu          0.038381
omega       0.000068
alpha[1]    0.234610
beta[1]     0.444853
Name: params, dtype: float64, 'loglikelihood': 60.78702492010939, 'aic': -113.57404984021878, 'bic': np.float64(-109.39596008932509)}, 2385: {'params': mu          0.036221
omega       0.000026
alpha[1]    0.202235
beta[1]     0.299161
Name: params, dtype: float64, 'loglikelihood': 74.72385018670234, 'aic': -141.44770037340467, 'bic': np.float64(-137.26961062251098)}, 2390: {'params': mu          0.036620
omega       0.000020
alpha[1]    0.281879
beta[1]     0.269296
Name: params, dtype: float64, 'loglikelihood': 76.58972037550159, 'aic': -145.17944075100317, 'bic': np.float64(-141.00135100010948)}, 2395: {'params': mu          0.038003
omega       0.000015
alpha[1]    0.199999
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 75.34972881541599, 'aic': -142.69945763083197, 'bic': np.float64(-138.52136787993828)}, 2400: {'params': mu          0.040523
omega       0.000009
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 86.99399059185767, 'aic': -165.98798118371533, 'bic': np.float64(-161.80989143282164)}, 2405: {'params': mu          0.042272
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 93.74290853030678, 'aic': -179.48581706061356, 'bic': np.float64(-175.30772730971987)}, 2410: {'params': mu          0.045102
omega       0.000032
alpha[1]    0.374339
beta[1]     0.547514
Name: params, dtype: float64, 'loglikelihood': 67.5487668703918, 'aic': -127.0975337407836, 'bic': np.float64(-122.91944398988991)}, 2415: {'params': mu          0.047697
omega       0.000039
alpha[1]    0.852673
beta[1]     0.147327
Name: params, dtype: float64, 'loglikelihood': 57.79964673914187, 'aic': -107.59929347828374, 'bic': np.float64(-103.42120372739005)}, 2420: {'params': mu          0.074867
omega       0.000163
alpha[1]    0.200044
beta[1]     0.299983
Name: params, dtype: float64, 'loglikelihood': 55.76374544589118, 'aic': -103.52749089178236, 'bic': np.float64(-99.34940114088867)}, 2425: {'params': mu          0.076892
omega       0.000108
alpha[1]    0.417496
beta[1]     0.218440
Name: params, dtype: float64, 'loglikelihood': 57.54269313737818, 'aic': -107.08538627475636, 'bic': np.float64(-102.90729652386267)}, 2430: {'params': mu          0.082400
omega       0.000082
alpha[1]    0.611400
beta[1]     0.242875
Name: params, dtype: float64, 'loglikelihood': 52.772208200196694, 'aic': -97.54441640039339, 'bic': np.float64(-93.3663266494997)}, 2435: {'params': mu          0.036139
omega       0.000125
alpha[1]    0.379207
beta[1]     0.356952
Name: params, dtype: float64, 'loglikelihood': 53.97019143001604, 'aic': -99.94038286003207, 'bic': np.float64(-95.76229310913838)}, 2440: {'params': mu          0.033498
omega       0.000012
alpha[1]    0.199997
beta[1]     0.699991
Name: params, dtype: float64, 'loglikelihood': 69.80000118193584, 'aic': -131.60000236387168, 'bic': np.float64(-127.42191261297799)}, 2445: {'params': mu          0.032480
omega       0.000015
alpha[1]    0.200007
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 77.83139622279717, 'aic': -147.66279244559433, 'bic': np.float64(-143.48470269470064)}, 2450: {'params': mu          0.037107
omega       0.000032
alpha[1]    0.200223
beta[1]     0.499861
Name: params, dtype: float64, 'loglikelihood': 67.53869835927993, 'aic': -127.07739671855987, 'bic': np.float64(-122.89930696766618)}, 2455: {'params': mu          0.050790
omega       0.000030
alpha[1]    0.199998
beta[1]     0.499995
Name: params, dtype: float64, 'loglikelihood': 68.3875968901465, 'aic': -128.775193780293, 'bic': np.float64(-124.5971040293993)}, 2460: {'params': mu          0.051236
omega       0.000027
alpha[1]    0.199921
beta[1]     0.299673
Name: params, dtype: float64, 'loglikelihood': 73.84311057057398, 'aic': -139.68622114114797, 'bic': np.float64(-135.50813139025428)}, 2465: {'params': mu          0.053083
omega       0.000021
alpha[1]    0.216150
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 81.42392273733363, 'aic': -154.84784547466725, 'bic': np.float64(-150.66975572377356)}, 2470: {'params': mu          0.051923
omega       0.000014
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 81.26511911192325, 'aic': -154.5302382238465, 'bic': np.float64(-150.35214847295282)}, 2475: {'params': mu          0.049387
omega       0.000008
alpha[1]    0.100000
beta[1]     0.599999
Name: params, dtype: float64, 'loglikelihood': 81.73886386139972, 'aic': -155.47772772279944, 'bic': np.float64(-151.29963797190575)}, 2480: {'params': mu          0.049416
omega       0.000011
alpha[1]    0.200004
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 79.8078474454116, 'aic': -151.6156948908232, 'bic': np.float64(-147.4376051399295)}, 2485: {'params': mu          0.041712
omega       0.000013
alpha[1]    0.200104
beta[1]     0.499923
Name: params, dtype: float64, 'loglikelihood': 76.08566740272256, 'aic': -144.17133480544513, 'bic': np.float64(-139.99324505455144)}, 2490: {'params': mu          0.037729
omega       0.000020
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 73.53731921118074, 'aic': -139.0746384223615, 'bic': np.float64(-134.8965486714678)}, 2495: {'params': mu          0.033976
omega       0.000028
alpha[1]    0.200009
beta[1]     0.499995
Name: params, dtype: float64, 'loglikelihood': 69.97083212254145, 'aic': -131.9416642450829, 'bic': np.float64(-127.76357449418921)}, 2500: {'params': mu          0.021017
omega       0.000030
alpha[1]    0.200086
beta[1]     0.499940
Name: params, dtype: float64, 'loglikelihood': 67.68166877865222, 'aic': -127.36333755730445, 'bic': np.float64(-123.18524780641076)}, 2505: {'params': mu          0.015467
omega       0.000020
alpha[1]    0.200000
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 75.01621765121277, 'aic': -142.03243530242554, 'bic': np.float64(-137.85434555153185)}, 2510: {'params': mu          0.013298
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 97.28452574342163, 'aic': -186.56905148684325, 'bic': np.float64(-182.39096173594956)}, 2515: {'params': mu          0.013384
omega       0.000003
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 93.68938904951226, 'aic': -179.37877809902452, 'bic': np.float64(-175.20068834813083)}, 2520: {'params': mu          0.014421
omega       0.000005
alpha[1]    0.200003
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 85.78983875236403, 'aic': -163.57967750472807, 'bic': np.float64(-159.40158775383438)}, 2525: {'params': mu          0.019042
omega       0.000017
alpha[1]    0.200004
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 75.14116097826789, 'aic': -142.28232195653578, 'bic': np.float64(-138.1042322056421)}, 2530: {'params': mu          0.023204
omega       0.000016
alpha[1]    0.200039
beta[1]     0.699966
Name: params, dtype: float64, 'loglikelihood': 65.62658019931771, 'aic': -123.25316039863543, 'bic': np.float64(-119.07507064774174)}, 2535: {'params': mu          0.043299
omega       0.000020
alpha[1]    0.953343
beta[1]     0.003710
Name: params, dtype: float64, 'loglikelihood': 60.17018329017886, 'aic': -112.34036658035772, 'bic': np.float64(-108.16227682946403)}, 2540: {'params': mu          0.053532
omega       0.000059
alpha[1]    0.199995
beta[1]     0.499987
Name: params, dtype: float64, 'loglikelihood': 62.24351109798461, 'aic': -116.48702219596922, 'bic': np.float64(-112.30893244507553)}, 2545: {'params': mu          0.055906
omega       0.000027
alpha[1]    0.200003
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 74.28691305975602, 'aic': -140.57382611951203, 'bic': np.float64(-136.39573636861834)}, 2550: {'params': mu          0.057094
omega       0.000025
alpha[1]    0.200008
beta[1]     0.499995
Name: params, dtype: float64, 'loglikelihood': 71.27426199509908, 'aic': -134.54852399019816, 'bic': np.float64(-130.37043423930447)}, 2555: {'params': mu          0.045551
omega       0.000052
alpha[1]    0.200016
beta[1]     0.499990
Name: params, dtype: float64, 'loglikelihood': 62.614834638132756, 'aic': -117.22966927626551, 'bic': np.float64(-113.05157952537182)}, 2560: {'params': mu          0.035463
omega       0.000058
alpha[1]    0.200010
beta[1]     0.499994
Name: params, dtype: float64, 'loglikelihood': 61.78667659200632, 'aic': -115.57335318401265, 'bic': np.float64(-111.39526343311896)}, 2565: {'params': mu          0.022516
omega       0.000028
alpha[1]    0.200032
beta[1]     0.499973
Name: params, dtype: float64, 'loglikelihood': 69.33939393669485, 'aic': -130.6787878733897, 'bic': np.float64(-126.500698122496)}, 2570: {'params': mu          0.021097
omega       0.000012
alpha[1]    0.199999
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 78.37931109994115, 'aic': -148.7586221998823, 'bic': np.float64(-144.5805324489886)}, 2575: {'params': mu          0.020155
omega       0.000005
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 86.46017246899962, 'aic': -164.92034493799923, 'bic': np.float64(-160.74225518710554)}, 2580: {'params': mu          0.025367
omega       0.000006
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 85.33956212497435, 'aic': -162.6791242499487, 'bic': np.float64(-158.501034499055)}, 2585: {'params': mu          0.024351
omega       0.000007
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 82.772708034514, 'aic': -157.545416069028, 'bic': np.float64(-153.3673263181343)}, 2590: {'params': mu          0.023889
omega       0.000007
alpha[1]    0.200084
beta[1]     0.499948
Name: params, dtype: float64, 'loglikelihood': 83.55386162738328, 'aic': -159.10772325476657, 'bic': np.float64(-154.92963350387288)}, 2595: {'params': mu          0.024317
omega       0.000013
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 81.81448650245535, 'aic': -155.6289730049107, 'bic': np.float64(-151.45088325401701)}, 2600: {'params': mu          0.023798
omega       0.000061
alpha[1]    0.355118
beta[1]     0.401447
Name: params, dtype: float64, 'loglikelihood': 64.39940768358306, 'aic': -120.79881536716613, 'bic': np.float64(-116.62072561627244)}, 2605: {'params': mu          0.031794
omega       0.000130
alpha[1]    0.466861
beta[1]     0.278501
Name: params, dtype: float64, 'loglikelihood': 55.41507928400617, 'aic': -102.83015856801234, 'bic': np.float64(-98.65206881711865)}, 2610: {'params': mu          0.059308
omega       0.000075
alpha[1]    0.266597
beta[1]     0.435009
Name: params, dtype: float64, 'loglikelihood': 56.91421522451438, 'aic': -105.82843044902876, 'bic': np.float64(-101.65034069813507)}, 2615: {'params': mu          0.062377
omega       0.000012
alpha[1]    0.199997
beta[1]     0.699989
Name: params, dtype: float64, 'loglikelihood': 66.7222120101573, 'aic': -125.44442402031461, 'bic': np.float64(-121.26633426942092)}, 2620: {'params': mu          0.063384
omega       0.000081
alpha[1]    0.301495
beta[1]     0.436566
Name: params, dtype: float64, 'loglikelihood': 59.077720950399666, 'aic': -110.15544190079933, 'bic': np.float64(-105.97735214990564)}, 2625: {'params': mu          6.367844e-02
omega       2.825833e-05
alpha[1]    1.000000e+00
beta[1]     5.027656e-15
Name: params, dtype: float64, 'loglikelihood': 54.91840732847781, 'aic': -101.83681465695562, 'bic': np.float64(-97.65872490606193)}, 2630: {'params': mu          0.023950
omega       0.000057
alpha[1]    0.998744
beta[1]     0.000783
Name: params, dtype: float64, 'loglikelihood': 66.15680021893685, 'aic': -124.3136004378737, 'bic': np.float64(-120.13551068698001)}, 2635: {'params': mu          0.021482
omega       0.000036
alpha[1]    0.200207
beta[1]     0.499861
Name: params, dtype: float64, 'loglikelihood': 66.94097909385765, 'aic': -125.8819581877153, 'bic': np.float64(-121.70386843682161)}, 2640: {'params': mu          0.013427
omega       0.000025
alpha[1]    0.200134
beta[1]     0.299948
Name: params, dtype: float64, 'loglikelihood': 74.78546866082627, 'aic': -141.57093732165254, 'bic': np.float64(-137.39284757075885)}, 2645: {'params': mu          1.058794e-02
omega       5.021886e-07
alpha[1]    1.999999e-01
beta[1]     7.799996e-01
Name: params, dtype: float64, 'loglikelihood': 87.17211977144403, 'aic': -166.34423954288806, 'bic': np.float64(-162.16614979199437)}, 2650: {'params': mu          0.010319
omega       0.000001
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 101.32990468604599, 'aic': -194.65980937209198, 'bic': np.float64(-190.4817196211983)}, 2655: {'params': mu          0.011336
omega       0.000001
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 100.41202953010654, 'aic': -192.82405906021307, 'bic': np.float64(-188.64596930931938)}, 2660: {'params': mu          0.013280
omega       0.000002
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 98.34004444815147, 'aic': -188.68008889630295, 'bic': np.float64(-184.50199914540926)}, 2665: {'params': mu          0.014750
omega       0.000004
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 93.53377686716371, 'aic': -179.06755373432742, 'bic': np.float64(-174.88946398343373)}, 2670: {'params': mu          0.016243
omega       0.000002
alpha[1]    0.200001
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 86.29390458819908, 'aic': -164.58780917639817, 'bic': np.float64(-160.40971942550448)}, 2675: {'params': mu          0.017169
omega       0.000008
alpha[1]    0.637441
beta[1]     0.135961
Name: params, dtype: float64, 'loglikelihood': 80.08057725012178, 'aic': -152.16115450024355, 'bic': np.float64(-147.98306474934986)}, 2680: {'params': mu          0.024951
omega       0.000016
alpha[1]    0.200005
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 80.57455782167422, 'aic': -153.14911564334844, 'bic': np.float64(-148.97102589245475)}, 2685: {'params': mu          0.025745
omega       0.000002
alpha[1]    0.200003
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 85.21254755396355, 'aic': -162.4250951079271, 'bic': np.float64(-158.2470053570334)}, 2690: {'params': mu          0.018473
omega       0.000011
alpha[1]    0.568249
beta[1]     0.161906
Name: params, dtype: float64, 'loglikelihood': 77.69138917051225, 'aic': -147.3827783410245, 'bic': np.float64(-143.20468859013081)}, 2695: {'params': mu          0.015238
omega       0.000013
alpha[1]    0.200001
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 78.9205401276214, 'aic': -149.8410802552428, 'bic': np.float64(-145.6629905043491)}, 2700: {'params': mu          0.012557
omega       0.000003
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 92.75982407205753, 'aic': -177.51964814411505, 'bic': np.float64(-173.34155839322136)}, 2705: {'params': mu          0.010850
omega       0.000003
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 92.53069210762304, 'aic': -177.06138421524608, 'bic': np.float64(-172.8832944643524)}, 2710: {'params': mu          0.009226
omega       0.000004
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 94.04102731683462, 'aic': -180.08205463366923, 'bic': np.float64(-175.90396488277554)}, 2715: {'params': mu          7.324527e-03
omega       5.053541e-07
alpha[1]    2.000001e-01
beta[1]     6.999994e-01
Name: params, dtype: float64, 'loglikelihood': 100.77310117280709, 'aic': -193.54620234561418, 'bic': np.float64(-189.3681125947205)}, 2720: {'params': mu          0.007417
omega       0.000001
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 101.85782267278043, 'aic': -195.71564534556086, 'bic': np.float64(-191.53755559466717)}, 2725: {'params': mu          0.007919
omega       0.000001
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 100.13619876728964, 'aic': -192.27239753457928, 'bic': np.float64(-188.0943077836856)}, 2730: {'params': mu          0.010091
omega       0.000003
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 92.19727057296393, 'aic': -176.39454114592786, 'bic': np.float64(-172.21645139503417)}, 2735: {'params': mu          0.012313
omega       0.000004
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 94.38308036884831, 'aic': -180.76616073769662, 'bic': np.float64(-176.58807098680293)}, 2740: {'params': mu          0.012985
omega       0.000002
alpha[1]    0.100000
beta[1]     0.400000
Name: params, dtype: float64, 'loglikelihood': 99.37147508285078, 'aic': -190.74295016570156, 'bic': np.float64(-186.56486041480787)}, 2745: {'params': mu          0.013121
omega       0.000004
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 96.0966991307057, 'aic': -184.1933982614114, 'bic': np.float64(-180.0153085105177)}, 2750: {'params': mu          0.012324
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 100.118388268677, 'aic': -192.236776537354, 'bic': np.float64(-188.0586867864603)}, 2755: {'params': mu          1.190874e-02
omega       9.629930e-07
alpha[1]    2.000003e-01
beta[1]     4.999998e-01
Name: params, dtype: float64, 'loglikelihood': 105.52071792271661, 'aic': -203.04143584543323, 'bic': np.float64(-198.86334609453954)}, 2760: {'params': mu          0.011712
omega       0.000074
alpha[1]    0.316158
beta[1]     0.427944
Name: params, dtype: float64, 'loglikelihood': 63.454721137459806, 'aic': -118.90944227491961, 'bic': np.float64(-114.73135252402592)}, 2765: {'params': mu          1.227017e-02
omega       1.794812e-05
alpha[1]    1.000000e+00
beta[1]     3.532852e-10
Name: params, dtype: float64, 'loglikelihood': 61.95328511952744, 'aic': -115.90657023905489, 'bic': np.float64(-111.7284804881612)}, 2770: {'params': mu          0.052280
omega       0.000047
alpha[1]    0.199949
beta[1]     0.699823
Name: params, dtype: float64, 'loglikelihood': 53.241181136375545, 'aic': -98.48236227275109, 'bic': np.float64(-94.3042725218574)}, 2775: {'params': mu          0.058955
omega       0.000008
alpha[1]    0.999167
beta[1]     0.000833
Name: params, dtype: float64, 'loglikelihood': 64.72078491154883, 'aic': -121.44156982309767, 'bic': np.float64(-117.26348007220398)}, 2780: {'params': mu          5.917979e-02
omega       2.205278e-05
alpha[1]    1.000000e+00
beta[1]     1.611658e-11
Name: params, dtype: float64, 'loglikelihood': 58.47295488507965, 'aic': -108.9459097701593, 'bic': np.float64(-104.76782001926561)}, 2785: {'params': mu          0.020708
omega       0.000044
alpha[1]    0.199885
beta[1]     0.699596
Name: params, dtype: float64, 'loglikelihood': 54.953854239665425, 'aic': -101.90770847933085, 'bic': np.float64(-97.72961872843716)}, 2790: {'params': mu          0.021574
omega       0.000015
alpha[1]    0.199994
beta[1]     0.699979
Name: params, dtype: float64, 'loglikelihood': 65.59032678255073, 'aic': -123.18065356510147, 'bic': np.float64(-119.00256381420778)}, 2795: {'params': mu          0.023716
omega       0.000024
alpha[1]    0.200008
beta[1]     0.499995
Name: params, dtype: float64, 'loglikelihood': 70.44852746144444, 'aic': -132.89705492288888, 'bic': np.float64(-128.7189651719952)}, 2800: {'params': mu          0.030120
omega       0.000034
alpha[1]    0.200020
beta[1]     0.499987
Name: params, dtype: float64, 'loglikelihood': 68.02567302133934, 'aic': -128.0513460426787, 'bic': np.float64(-123.873256291785)}, 2805: {'params': mu          0.035755
omega       0.000045
alpha[1]    0.200033
beta[1]     0.499979
Name: params, dtype: float64, 'loglikelihood': 64.75701317205835, 'aic': -121.5140263441167, 'bic': np.float64(-117.33593659322301)}, 2810: {'params': mu          0.053700
omega       0.000044
alpha[1]    0.280034
beta[1]     0.449974
Name: params, dtype: float64, 'loglikelihood': 63.052459173478205, 'aic': -118.10491834695641, 'bic': np.float64(-113.92682859606272)}, 2815: {'params': mu          0.055690
omega       0.000032
alpha[1]    0.200434
beta[1]     0.499725
Name: params, dtype: float64, 'loglikelihood': 67.53813378198113, 'aic': -127.07626756396226, 'bic': np.float64(-122.89817781306857)}, 2820: {'params': mu          0.057320
omega       0.000012
alpha[1]    0.200009
beta[1]     0.699992
Name: params, dtype: float64, 'loglikelihood': 68.40080053876918, 'aic': -128.80160107753835, 'bic': np.float64(-124.62351132664466)}, 2825: {'params': mu          0.041687
omega       0.000085
alpha[1]    0.386660
beta[1]     0.230002
Name: params, dtype: float64, 'loglikelihood': 60.369528063350316, 'aic': -112.73905612670063, 'bic': np.float64(-108.56096637580694)}, 2830: {'params': mu          0.034675
omega       0.000050
alpha[1]    0.199996
beta[1]     0.499990
Name: params, dtype: float64, 'loglikelihood': 64.81207228258593, 'aic': -121.62414456517186, 'bic': np.float64(-117.44605481427817)}, 2835: {'params': mu          3.009033e-02
omega       4.917291e-07
alpha[1]    1.999998e-01
beta[1]     7.799990e-01
Name: params, dtype: float64, 'loglikelihood': 84.56327729909817, 'aic': -161.12655459819635, 'bic': np.float64(-156.94846484730266)}, 2840: {'params': mu          0.028413
omega       0.000016
alpha[1]    0.201088
beta[1]     0.499320
Name: params, dtype: float64, 'loglikelihood': 77.63380275481543, 'aic': -147.26760550963087, 'bic': np.float64(-143.08951575873718)}, 2845: {'params': mu          0.027043
omega       0.000009
alpha[1]    0.200375
beta[1]     0.699672
Name: params, dtype: float64, 'loglikelihood': 70.94176266449828, 'aic': -133.88352532899657, 'bic': np.float64(-129.70543557810288)}, 2850: {'params': mu          0.013759
omega       0.000008
alpha[1]    0.199998
beta[1]     0.699993
Name: params, dtype: float64, 'loglikelihood': 70.79049044006034, 'aic': -133.58098088012068, 'bic': np.float64(-129.402891129227)}, 2855: {'params': mu          1.317787e-02
omega       8.593230e-07
alpha[1]    1.999996e-01
beta[1]     7.799984e-01
Name: params, dtype: float64, 'loglikelihood': 81.07891943130356, 'aic': -154.15783886260712, 'bic': np.float64(-149.97974911171343)}, 2860: {'params': mu          0.012109
omega       0.000003
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 94.15525386163978, 'aic': -180.31050772327956, 'bic': np.float64(-176.13241797238587)}, 2865: {'params': mu          0.015641
omega       0.000002
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 95.49505356517982, 'aic': -182.99010713035963, 'bic': np.float64(-178.81201737946594)}, 2870: {'params': mu          0.015581
omega       0.000004
alpha[1]    0.209519
beta[1]     0.296430
Name: params, dtype: float64, 'loglikelihood': 95.88881424414436, 'aic': -183.7776284882887, 'bic': np.float64(-179.59953873739502)}, 2875: {'params': mu          0.015896
omega       0.000002
alpha[1]    0.200002
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 88.85768724730578, 'aic': -169.71537449461155, 'bic': np.float64(-165.53728474371786)}, 2880: {'params': mu          0.010125
omega       0.000007
alpha[1]    0.200004
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 83.0177272094413, 'aic': -158.0354544188826, 'bic': np.float64(-153.85736466798892)}, 2885: {'params': mu          0.007213
omega       0.000005
alpha[1]    0.200000
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 89.27433652307295, 'aic': -170.5486730461459, 'bic': np.float64(-166.3705832952522)}, 2890: {'params': mu          0.007356
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 105.27984365739788, 'aic': -202.55968731479575, 'bic': np.float64(-198.38159756390206)}, 2895: {'params': mu          0.007440
omega       0.000002
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 102.13161237764909, 'aic': -196.26322475529818, 'bic': np.float64(-192.0851350044045)}, 2900: {'params': mu          0.008604
omega       0.000001
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 102.37359029446301, 'aic': -196.74718058892603, 'bic': np.float64(-192.56909083803234)}, 2905: {'params': mu          9.380426e-03
omega       6.571133e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 112.58340973983812, 'aic': -217.16681947967624, 'bic': np.float64(-212.98872972878254)}, 2910: {'params': mu          0.010190
omega       0.000001
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 104.30706051581501, 'aic': -200.61412103163002, 'bic': np.float64(-196.43603128073633)}, 2915: {'params': mu          0.011722
omega       0.000003
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 97.66516918204445, 'aic': -187.3303383640889, 'bic': np.float64(-183.1522486131952)}, 2920: {'params': mu          0.014504
omega       0.000002
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 95.72407541136093, 'aic': -183.44815082272186, 'bic': np.float64(-179.27006107182817)}, 2925: {'params': mu          0.015689
omega       0.000002
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 97.76358742809437, 'aic': -187.52717485618874, 'bic': np.float64(-183.34908510529505)}, 2930: {'params': mu          0.017444
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 97.80332341084205, 'aic': -187.6066468216841, 'bic': np.float64(-183.42855707079042)}, 2935: {'params': mu          0.018631
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 98.3084837318426, 'aic': -188.6169674636852, 'bic': np.float64(-184.4388777127915)}, 2940: {'params': mu          0.019542
omega       0.000001
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 99.93584447262013, 'aic': -191.87168894524027, 'bic': np.float64(-187.69359919434658)}, 2945: {'params': mu          0.020640
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 100.76751839668994, 'aic': -193.53503679337987, 'bic': np.float64(-189.35694704248618)}, 2950: {'params': mu          0.021566
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 96.83527337954355, 'aic': -185.6705467590871, 'bic': np.float64(-181.4924570081934)}, 2955: {'params': mu          0.022817
omega       0.000010
alpha[1]    0.200007
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 81.80650795805136, 'aic': -155.6130159161027, 'bic': np.float64(-151.43492616520902)}, 2960: {'params': mu          0.027068
omega       0.000037
alpha[1]    0.200042
beta[1]     0.499974
Name: params, dtype: float64, 'loglikelihood': 67.56617431422245, 'aic': -127.1323486284449, 'bic': np.float64(-122.95425887755121)}, 2965: {'params': mu          0.035060
omega       0.000065
alpha[1]    0.577137
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 63.34977630651707, 'aic': -118.69955261303414, 'bic': np.float64(-114.52146286214045)}, 2970: {'params': mu          0.047333
omega       0.000009
alpha[1]    0.199998
beta[1]     0.699994
Name: params, dtype: float64, 'loglikelihood': 69.81811130986023, 'aic': -131.63622261972046, 'bic': np.float64(-127.45813286882677)}, 2975: {'params': mu          0.045874
omega       0.000052
alpha[1]    0.200037
beta[1]     0.499977
Name: params, dtype: float64, 'loglikelihood': 63.47225585856781, 'aic': -118.94451171713563, 'bic': np.float64(-114.76642196624194)}, 2980: {'params': mu          4.390817e-02
omega       9.114031e-05
alpha[1]    5.476848e-01
beta[1]     6.305694e-07
Name: params, dtype: float64, 'loglikelihood': 60.55015305048711, 'aic': -113.10030610097422, 'bic': np.float64(-108.92221635008053)}, 2985: {'params': mu          0.029430
omega       0.000014
alpha[1]    0.199996
beta[1]     0.699985
Name: params, dtype: float64, 'loglikelihood': 66.18017733126399, 'aic': -124.36035466252798, 'bic': np.float64(-120.18226491163429)}, 2990: {'params': mu          0.029477
omega       0.000006
alpha[1]    0.199999
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 76.37536293270458, 'aic': -144.75072586540915, 'bic': np.float64(-140.57263611451546)}, 2995: {'params': mu          0.029519
omega       0.000007
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 85.90582057165504, 'aic': -163.81164114331008, 'bic': np.float64(-159.6335513924164)}, 3000: {'params': mu          0.030158
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 100.07187353604677, 'aic': -192.14374707209353, 'bic': np.float64(-187.96565732119984)}, 3005: {'params': mu          0.031234
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 99.05122701696675, 'aic': -190.1024540339335, 'bic': np.float64(-185.9243642830398)}, 3010: {'params': mu          0.030972
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 97.15870551402871, 'aic': -186.31741102805742, 'bic': np.float64(-182.13932127716373)}, 3015: {'params': mu          0.030855
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 102.07800269122689, 'aic': -196.15600538245377, 'bic': np.float64(-191.97791563156008)}, 3020: {'params': mu          0.030348
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 99.8007144314638, 'aic': -191.6014288629276, 'bic': np.float64(-187.42333911203391)}, 3025: {'params': mu          0.030506
omega       0.000006
alpha[1]    0.200002
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 78.2955682014509, 'aic': -148.5911364029018, 'bic': np.float64(-144.41304665200812)}, 3030: {'params': mu          0.031493
omega       0.000015
alpha[1]    0.206970
beta[1]     0.693901
Name: params, dtype: float64, 'loglikelihood': 65.40430950726108, 'aic': -122.80861901452215, 'bic': np.float64(-118.63052926362846)}, 3035: {'params': mu          0.054386
omega       0.000067
alpha[1]    0.383769
beta[1]     0.384928
Name: params, dtype: float64, 'loglikelihood': 58.96496220049673, 'aic': -109.92992440099346, 'bic': np.float64(-105.75183465009977)}, 3040: {'params': mu          0.056170
omega       0.000063
alpha[1]    0.426631
beta[1]     0.216619
Name: params, dtype: float64, 'loglikelihood': 65.09660662737863, 'aic': -122.19321325475727, 'bic': np.float64(-118.01512350386358)}, 3045: {'params': mu          0.056537
omega       0.000039
alpha[1]    0.200019
beta[1]     0.499988
Name: params, dtype: float64, 'loglikelihood': 65.7521977304163, 'aic': -123.5043954608326, 'bic': np.float64(-119.32630570993891)}, 3050: {'params': mu          0.046452
omega       0.000088
alpha[1]    0.279970
beta[1]     0.450026
Name: params, dtype: float64, 'loglikelihood': 56.3156939998666, 'aic': -104.6313879997332, 'bic': np.float64(-100.45329824883952)}, 3055: {'params': mu          0.030578
omega       0.000090
alpha[1]    0.197986
beta[1]     0.494966
Name: params, dtype: float64, 'loglikelihood': 57.198538267353136, 'aic': -106.39707653470627, 'bic': np.float64(-102.21898678381258)}, 3060: {'params': mu          0.020477
omega       0.000034
alpha[1]    0.200003
beta[1]     0.499994
Name: params, dtype: float64, 'loglikelihood': 68.87090212346845, 'aic': -129.7418042469369, 'bic': np.float64(-125.56371449604322)}, 3065: {'params': mu          0.016780
omega       0.000009
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 82.15175374736835, 'aic': -156.3035074947367, 'bic': np.float64(-152.125417743843)}, 3070: {'params': mu          0.014663
omega       0.000005
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 91.850130058541, 'aic': -175.700260117082, 'bic': np.float64(-171.5221703661883)}, 3075: {'params': mu          1.168950e-02
omega       6.421748e-07
alpha[1]    1.999998e-01
beta[1]     6.999992e-01
Name: params, dtype: float64, 'loglikelihood': 98.62931956728757, 'aic': -189.25863913457513, 'bic': np.float64(-185.08054938368144)}, 3080: {'params': mu          1.176866e-02
omega       2.318974e-07
alpha[1]    2.000000e-01
beta[1]     6.999999e-01
Name: params, dtype: float64, 'loglikelihood': 108.52128239953578, 'aic': -209.04256479907156, 'bic': np.float64(-204.86447504817787)}, 3085: {'params': mu          1.179497e-02
omega       5.608922e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 114.80306733662937, 'aic': -221.60613467325874, 'bic': np.float64(-217.42804492236505)}, 3090: {'params': mu          1.242550e-02
omega       6.504599e-07
alpha[1]    2.000001e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 112.88747151704649, 'aic': -217.77494303409298, 'bic': np.float64(-213.5968532831993)}, 3095: {'params': mu          0.013094
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 107.64533607005191, 'aic': -207.29067214010382, 'bic': np.float64(-203.11258238921013)}, 3100: {'params': mu          0.014299
omega       0.000001
alpha[1]    0.100000
beta[1]     0.400000
Name: params, dtype: float64, 'loglikelihood': 104.23474224592239, 'aic': -200.46948449184478, 'bic': np.float64(-196.2913947409511)}, 3105: {'params': mu          0.015715
omega       0.000008
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 84.12765763095928, 'aic': -160.25531526191855, 'bic': np.float64(-156.07722551102486)}, 3110: {'params': mu          0.019477
omega       0.000026
alpha[1]    0.200092
beta[1]     0.499943
Name: params, dtype: float64, 'loglikelihood': 70.76278784682582, 'aic': -133.52557569365163, 'bic': np.float64(-129.34748594275794)}, 3115: {'params': mu          0.029781
omega       0.000045
alpha[1]    0.200207
beta[1]     0.299922
Name: params, dtype: float64, 'loglikelihood': 69.01766038938469, 'aic': -130.03532077876937, 'bic': np.float64(-125.85723102787568)}, 3120: {'params': mu          0.033663
omega       0.000004
alpha[1]    0.199999
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 78.80176624181439, 'aic': -149.60353248362878, 'bic': np.float64(-145.4254427327351)}, 3125: {'params': mu          0.033179
omega       0.000011
alpha[1]    0.200004
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 79.06264946129882, 'aic': -150.12529892259764, 'bic': np.float64(-145.94720917170395)}, 3130: {'params': mu          0.029049
omega       0.000021
alpha[1]    0.200028
beta[1]     0.299968
Name: params, dtype: float64, 'loglikelihood': 76.46762143842241, 'aic': -144.93524287684482, 'bic': np.float64(-140.75715312595113)}, 3135: {'params': mu          0.023326
omega       0.000024
alpha[1]    0.200006
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 75.75877264151593, 'aic': -143.51754528303186, 'bic': np.float64(-139.33945553213817)}, 3140: {'params': mu          0.019635
omega       0.000008
alpha[1]    0.010000
beta[1]     0.689985
Name: params, dtype: float64, 'loglikelihood': 81.36858712260211, 'aic': -154.73717424520422, 'bic': np.float64(-150.55908449431053)}, 3145: {'params': mu          0.018106
omega       0.000012
alpha[1]    0.210967
beta[1]     0.295888
Name: params, dtype: float64, 'loglikelihood': 83.08176454840066, 'aic': -158.1635290968013, 'bic': np.float64(-153.98543934590762)}, 3150: {'params': mu          0.018087
omega       0.000017
alpha[1]    0.200005
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 75.09833049260703, 'aic': -142.19666098521407, 'bic': np.float64(-138.01857123432038)}, 3155: {'params': mu          0.027863
omega       0.000019
alpha[1]    0.200012
beta[1]     0.499986
Name: params, dtype: float64, 'loglikelihood': 72.62218799215715, 'aic': -137.2443759843143, 'bic': np.float64(-133.0662862334206)}, 3160: {'params': mu          0.029713
omega       0.000012
alpha[1]    0.200000
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 78.77307153630976, 'aic': -149.54614307261951, 'bic': np.float64(-145.36805332172582)}, 3165: {'params': mu          0.030981
omega       0.000003
alpha[1]    0.200004
beta[1]     0.699997
Name: params, dtype: float64, 'loglikelihood': 81.80090610294468, 'aic': -155.60181220588936, 'bic': np.float64(-151.42372245499567)}, 3170: {'params': mu          0.021997
omega       0.000013
alpha[1]    0.200007
beta[1]     0.499994
Name: params, dtype: float64, 'loglikelihood': 76.88888441766545, 'aic': -145.7777688353309, 'bic': np.float64(-141.5996790844372)}, 3175: {'params': mu          0.019527
omega       0.000008
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 86.15710146226868, 'aic': -164.31420292453737, 'bic': np.float64(-160.13611317364368)}, 3180: {'params': mu          0.018324
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 106.23846279636392, 'aic': -204.47692559272784, 'bic': np.float64(-200.29883584183415)}, 3185: {'params': mu          0.017269
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 97.00894499058722, 'aic': -186.01788998117445, 'bic': np.float64(-181.83980023028076)}, 3190: {'params': mu          0.015438
omega       0.000004
alpha[1]    0.050000
beta[1]     0.450000
Name: params, dtype: float64, 'loglikelihood': 93.78295914233266, 'aic': -179.56591828466532, 'bic': np.float64(-175.38782853377162)}, 3195: {'params': mu          0.013684
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 96.20124192551243, 'aic': -184.40248385102487, 'bic': np.float64(-180.22439410013118)}, 3200: {'params': mu          1.237162e-02
omega       3.789692e-07
alpha[1]    2.000000e-01
beta[1]     6.999999e-01
Name: params, dtype: float64, 'loglikelihood': 103.81585613484145, 'aic': -199.6317122696829, 'bic': np.float64(-195.45362251878922)}, 3205: {'params': mu          1.150561e-02
omega       6.356670e-07
alpha[1]    9.999999e-03
beta[1]     6.899999e-01
Name: params, dtype: float64, 'loglikelihood': 107.45629953719214, 'aic': -206.91259907438427, 'bic': np.float64(-202.73450932349058)}, 3210: {'params': mu          1.126957e-02
omega       7.187824e-07
alpha[1]    2.000001e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 112.09667614214632, 'aic': -216.19335228429264, 'bic': np.float64(-212.01526253339895)}, 3215: {'params': mu          0.011712
omega       0.000001
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 100.39253330190161, 'aic': -192.78506660380322, 'bic': np.float64(-188.60697685290953)}, 3220: {'params': mu          0.012447
omega       0.000004
alpha[1]    0.200004
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 89.39798121305537, 'aic': -170.79596242611075, 'bic': np.float64(-166.61787267521706)}, 3225: {'params': mu          0.016456
omega       0.000008
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 82.42546744157015, 'aic': -156.8509348831403, 'bic': np.float64(-152.6728451322466)}, 3230: {'params': mu          0.021257
omega       0.000006
alpha[1]    0.199999
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 84.68627744575699, 'aic': -161.37255489151397, 'bic': np.float64(-157.19446514062028)}, 3235: {'params': mu          2.405836e-02
omega       9.386541e-07
alpha[1]    1.999999e-01
beta[1]     6.999995e-01
Name: params, dtype: float64, 'loglikelihood': 95.71658029535651, 'aic': -183.43316059071302, 'bic': np.float64(-179.25507083981933)}, 3240: {'params': mu          2.454190e-02
omega       5.464811e-07
alpha[1]    2.000000e-01
beta[1]     4.999999e-01
Name: params, dtype: float64, 'loglikelihood': 110.61098004184679, 'aic': -213.22196008369357, 'bic': np.float64(-209.04387033279988)}, 3245: {'params': mu          2.445913e-02
omega       4.575177e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 116.7523780849116, 'aic': -225.5047561698232, 'bic': np.float64(-221.3266664189295)}, 3250: {'params': mu          2.400103e-02
omega       2.174749e-07
alpha[1]    9.999999e-03
beta[1]     8.900000e-01
Name: params, dtype: float64, 'loglikelihood': 107.29509302768264, 'aic': -206.59018605536528, 'bic': np.float64(-202.4120963044716)}, 3255: {'params': mu          0.023714
omega       0.000001
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 99.67180708193325, 'aic': -191.3436141638665, 'bic': np.float64(-187.16552441297281)}, 3260: {'params': mu          0.023712
omega       0.000003
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 93.92684105177354, 'aic': -179.85368210354707, 'bic': np.float64(-175.67559235265338)}, 3265: {'params': mu          0.026041
omega       0.000028
alpha[1]    0.200006
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 75.05266770340782, 'aic': -142.10533540681564, 'bic': np.float64(-137.92724565592195)}, 3270: {'params': mu          0.033168
omega       0.000028
alpha[1]    0.265006
beta[1]     0.269911
Name: params, dtype: float64, 'loglikelihood': 72.80164093578223, 'aic': -137.60328187156446, 'bic': np.float64(-133.42519212067077)}, 3275: {'params': mu          0.035260
omega       0.000017
alpha[1]    0.100090
beta[1]     0.400002
Name: params, dtype: float64, 'loglikelihood': 78.3705336189287, 'aic': -148.7410672378574, 'bic': np.float64(-144.56297748696372)}, 3280: {'params': mu          0.035805
omega       0.000022
alpha[1]    0.200004
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 76.43157253260989, 'aic': -144.86314506521978, 'bic': np.float64(-140.6850553143261)}, 3285: {'params': mu          0.030954
omega       0.000020
alpha[1]    0.200016
beta[1]     0.299992
Name: params, dtype: float64, 'loglikelihood': 76.82695736508911, 'aic': -145.65391473017823, 'bic': np.float64(-141.47582497928454)}, 3290: {'params': mu          2.848753e-02
omega       5.063975e-07
alpha[1]    1.999998e-01
beta[1]     7.799993e-01
Name: params, dtype: float64, 'loglikelihood': 86.43314114114234, 'aic': -164.8662822822847, 'bic': np.float64(-160.688192531391)}, 3295: {'params': mu          0.028102
omega       0.000005
alpha[1]    0.200004
beta[1]     0.699996
Name: params, dtype: float64, 'loglikelihood': 78.64756479464631, 'aic': -149.29512958929263, 'bic': np.float64(-145.11703983839894)}, 3300: {'params': mu          0.028886
omega       0.000002
alpha[1]    0.972236
beta[1]     0.005322
Name: params, dtype: float64, 'loglikelihood': 79.51811707933213, 'aic': -151.03623415866426, 'bic': np.float64(-146.85814440777057)}, 3305: {'params': mu          0.043775
omega       0.000022
alpha[1]    0.200006
beta[1]     0.499994
Name: params, dtype: float64, 'loglikelihood': 72.39327693758088, 'aic': -136.78655387516176, 'bic': np.float64(-132.60846412426807)}, 3310: {'params': mu          0.043838
omega       0.000021
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 77.4565514949213, 'aic': -146.9131029898426, 'bic': np.float64(-142.7350132389489)}, 3315: {'params': mu          0.045750
omega       0.000003
alpha[1]    0.200001
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 84.34416206749442, 'aic': -160.68832413498885, 'bic': np.float64(-156.51023438409516)}, 3320: {'params': mu          0.047812
omega       0.000018
alpha[1]    0.200010
beta[1]     0.299996
Name: params, dtype: float64, 'loglikelihood': 79.39103062871735, 'aic': -150.7820612574347, 'bic': np.float64(-146.603971506541)}, 3325: {'params': mu          0.048523
omega       0.000203
alpha[1]    0.718086
beta[1]     0.176196
Name: params, dtype: float64, 'loglikelihood': 57.43724087117942, 'aic': -106.87448174235884, 'bic': np.float64(-102.69639199146515)}, 3330: {'params': mu          5.309932e-02
omega       4.100816e-05
alpha[1]    1.000000e+00
beta[1]     1.493627e-08
Name: params, dtype: float64, 'loglikelihood': 53.85835010646399, 'aic': -99.71670021292798, 'bic': np.float64(-95.53861046203428)}, 3335: {'params': mu          0.126874
omega       0.000072
alpha[1]    0.342725
beta[1]     0.353207
Name: params, dtype: float64, 'loglikelihood': 48.3279404807988, 'aic': -88.6558809615976, 'bic': np.float64(-84.47779121070391)}, 3340: {'params': mu          0.127426
omega       0.000038
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 54.20625571455508, 'aic': -100.41251142911015, 'bic': np.float64(-96.23442167821646)}, 3345: {'params': mu          0.128216
omega       0.000155
alpha[1]    0.999800
beta[1]     0.000196
Name: params, dtype: float64, 'loglikelihood': 49.19681293375439, 'aic': -90.39362586750877, 'bic': np.float64(-86.21553611661508)}, 3350: {'params': mu          0.041368
omega       0.000107
alpha[1]    0.804754
beta[1]     0.097756
Name: params, dtype: float64, 'loglikelihood': 48.94452052826536, 'aic': -89.88904105653071, 'bic': np.float64(-85.71095130563702)}, 3355: {'params': mu          3.017551e-02
omega       1.493508e-09
alpha[1]    1.000000e+00
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': 73.32249015491361, 'aic': -138.64498030982722, 'bic': np.float64(-134.46689055893353)}, 3360: {'params': mu          0.030602
omega       0.000014
alpha[1]    0.200004
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 76.53862809504889, 'aic': -145.07725619009778, 'bic': np.float64(-140.8991664392041)}, 3365: {'params': mu          0.027650
omega       0.000011
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 81.03387289904306, 'aic': -154.06774579808612, 'bic': np.float64(-149.88965604719243)}, 3370: {'params': mu          0.025170
omega       0.000007
alpha[1]    0.200005
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 83.86738071375915, 'aic': -159.7347614275183, 'bic': np.float64(-155.5566716766246)}, 3375: {'params': mu          0.019715
omega       0.000006
alpha[1]    0.199999
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 84.97466238977387, 'aic': -161.94932477954774, 'bic': np.float64(-157.77123502865405)}, 3380: {'params': mu          0.019387
omega       0.000006
alpha[1]    0.200090
beta[1]     0.299966
Name: params, dtype: float64, 'loglikelihood': 89.69042808031476, 'aic': -171.38085616062952, 'bic': np.float64(-167.20276640973583)}, 3385: {'params': mu          0.018762
omega       0.000003
alpha[1]    0.200005
beta[1]     0.699996
Name: params, dtype: float64, 'loglikelihood': 82.37247547919783, 'aic': -156.74495095839566, 'bic': np.float64(-152.56686120750197)}, 3390: {'params': mu          0.021546
omega       0.000031
alpha[1]    0.604221
beta[1]     0.247362
Name: params, dtype: float64, 'loglikelihood': 67.31382952071638, 'aic': -126.62765904143276, 'bic': np.float64(-122.44956929053907)}, 3395: {'params': mu          0.026418
omega       0.000007
alpha[1]    0.995259
beta[1]     0.001778
Name: params, dtype: float64, 'loglikelihood': 62.66475253352845, 'aic': -117.3295050670569, 'bic': np.float64(-113.15141531616321)}, 3400: {'params': mu          0.050603
omega       0.000014
alpha[1]    0.199998
beta[1]     0.699992
Name: params, dtype: float64, 'loglikelihood': 66.71087785819546, 'aic': -125.42175571639092, 'bic': np.float64(-121.24366596549723)}, 3405: {'params': mu          0.049921
omega       0.000047
alpha[1]    0.211761
beta[1]     0.492650
Name: params, dtype: float64, 'loglikelihood': 64.29896078681932, 'aic': -120.59792157363864, 'bic': np.float64(-116.41983182274495)}, 3410: {'params': mu          5.473268e-02
omega       4.271174e-06
alpha[1]    1.000000e+00
beta[1]     9.788914e-12
Name: params, dtype: float64, 'loglikelihood': 65.3408040963225, 'aic': -122.681608192645, 'bic': np.float64(-118.50351844175131)}, 3415: {'params': mu          0.027440
omega       0.000014
alpha[1]    0.199999
beta[1]     0.699995
Name: params, dtype: float64, 'loglikelihood': 67.64998230245884, 'aic': -127.29996460491768, 'bic': np.float64(-123.12187485402399)}, 3420: {'params': mu          0.025803
omega       0.000002
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 86.94092985504989, 'aic': -165.88185971009977, 'bic': np.float64(-161.70376995920608)}, 3425: {'params': mu          0.025015
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 104.27726843899778, 'aic': -200.55453687799556, 'bic': np.float64(-196.37644712710187)}, 3430: {'params': mu          0.026117
omega       0.000008
alpha[1]    0.200005
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 83.1971579656354, 'aic': -158.3943159312708, 'bic': np.float64(-154.2162261803771)}, 3435: {'params': mu          0.030547
omega       0.000018
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 77.87618029895188, 'aic': -147.75236059790376, 'bic': np.float64(-143.57427084701007)}, 3440: {'params': mu          0.034455
omega       0.000003
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 81.79082256392931, 'aic': -155.58164512785862, 'bic': np.float64(-151.40355537696493)}, 3445: {'params': mu          0.036531
omega       0.000006
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 89.46298329684211, 'aic': -170.92596659368422, 'bic': np.float64(-166.74787684279053)}, 3450: {'params': mu          0.037527
omega       0.000004
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 93.5974670051973, 'aic': -179.1949340103946, 'bic': np.float64(-175.0168442595009)}, 3455: {'params': mu          0.036509
omega       0.000012
alpha[1]    0.200038
beta[1]     0.299986
Name: params, dtype: float64, 'loglikelihood': 83.04718358717686, 'aic': -158.09436717435372, 'bic': np.float64(-153.91627742346003)}, 3460: {'params': mu          0.034776
omega       0.000037
alpha[1]    0.200019
beta[1]     0.499988
Name: params, dtype: float64, 'loglikelihood': 67.35378858585347, 'aic': -126.70757717170693, 'bic': np.float64(-122.52948742081324)}, 3465: {'params': mu          0.023462
omega       0.000059
alpha[1]    0.200030
beta[1]     0.299988
Name: params, dtype: float64, 'loglikelihood': 65.87025439386012, 'aic': -123.74050878772024, 'bic': np.float64(-119.56241903682655)}, 3470: {'params': mu          0.018896
omega       0.000001
alpha[1]    0.200000
beta[1]     0.779998
Name: params, dtype: float64, 'loglikelihood': 77.18754954254744, 'aic': -146.3750990850949, 'bic': np.float64(-142.1970093342012)}, 3475: {'params': mu          0.018511
omega       0.000018
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 75.39844962175864, 'aic': -142.7968992435173, 'bic': np.float64(-138.6188094926236)}, 3480: {'params': mu          0.023208
omega       0.000035
alpha[1]    0.200065
beta[1]     0.499959
Name: params, dtype: float64, 'loglikelihood': 67.33089783888887, 'aic': -126.66179567777775, 'bic': np.float64(-122.48370592688406)}, 3485: {'params': mu          0.037302
omega       0.000031
alpha[1]    0.200018
beta[1]     0.499977
Name: params, dtype: float64, 'loglikelihood': 68.04798676376555, 'aic': -128.0959735275311, 'bic': np.float64(-123.91788377663741)}, 3490: {'params': mu          0.036704
omega       0.000031
alpha[1]    0.200004
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 72.70891858696992, 'aic': -137.41783717393983, 'bic': np.float64(-133.23974742304614)}, 3495: {'params': mu          0.037436
omega       0.000032
alpha[1]    0.200284
beta[1]     0.499822
Name: params, dtype: float64, 'loglikelihood': 67.8545359667902, 'aic': -127.70907193358039, 'bic': np.float64(-123.5309821826867)}, 3500: {'params': mu          0.023729
omega       0.000033
alpha[1]    0.200017
beta[1]     0.499981
Name: params, dtype: float64, 'loglikelihood': 67.94463334250646, 'aic': -127.88926668501293, 'bic': np.float64(-123.71117693411924)}, 3505: {'params': mu          0.019736
omega       0.000011
alpha[1]    0.200000
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 81.34267126993589, 'aic': -154.68534253987178, 'bic': np.float64(-150.5072527889781)}, 3510: {'params': mu          0.018104
omega       0.000004
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 91.60414159011971, 'aic': -175.20828318023942, 'bic': np.float64(-171.03019342934573)}, 3515: {'params': mu          0.015173
omega       0.000006
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 89.92070652890722, 'aic': -171.84141305781444, 'bic': np.float64(-167.66332330692074)}, 3520: {'params': mu          1.323212e-02
omega       1.721086e-07
alpha[1]    1.999998e-01
beta[1]     7.799988e-01
Name: params, dtype: float64, 'loglikelihood': 96.69500559840127, 'aic': -185.39001119680253, 'bic': np.float64(-181.21192144590884)}, 3525: {'params': mu          0.012934
omega       0.000003
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 95.81457668273231, 'aic': -183.62915336546462, 'bic': np.float64(-179.45106361457093)}, 3530: {'params': mu          0.014672
omega       0.000006
alpha[1]    0.200005
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 85.01803520885542, 'aic': -162.03607041771085, 'bic': np.float64(-157.85798066681716)}, 3535: {'params': mu          0.020618
omega       0.000006
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 85.62200516778209, 'aic': -163.24401033556418, 'bic': np.float64(-159.0659205846705)}, 3540: {'params': mu          0.021865
omega       0.000006
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 91.57835233094336, 'aic': -175.15670466188672, 'bic': np.float64(-170.97861491099303)}, 3545: {'params': mu          0.023244
omega       0.000003
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 94.70481296465417, 'aic': -181.40962592930833, 'bic': np.float64(-177.23153617841464)}, 3550: {'params': mu          0.025884
omega       0.000007
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 88.43873163502337, 'aic': -168.87746327004675, 'bic': np.float64(-164.69937351915306)}, 3555: {'params': mu          0.028616
omega       0.000006
alpha[1]    0.200001
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 85.43376703940285, 'aic': -162.8675340788057, 'bic': np.float64(-158.689444327912)}, 3560: {'params': mu          3.087548e-02
omega       9.714669e-07
alpha[1]    9.999995e-03
beta[1]     8.900000e-01
Name: params, dtype: float64, 'loglikelihood': 91.40832619095394, 'aic': -174.8166523819079, 'bic': np.float64(-170.6385626310142)}, 3565: {'params': mu          0.032820
omega       0.000005
alpha[1]    0.199988
beta[1]     0.299846
Name: params, dtype: float64, 'loglikelihood': 90.51685281154629, 'aic': -173.03370562309257, 'bic': np.float64(-168.85561587219888)}, 3570: {'params': mu          0.033981
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 94.03459510728317, 'aic': -180.06919021456633, 'bic': np.float64(-175.89110046367264)}, 3575: {'params': mu          0.033265
omega       0.000005
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 91.9262221920401, 'aic': -175.8524443840802, 'bic': np.float64(-171.6743546331865)}, 3580: {'params': mu          0.032361
omega       0.000012
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 79.31691855794433, 'aic': -150.63383711588867, 'bic': np.float64(-146.45574736499498)}, 3585: {'params': mu          0.027137
omega       0.000021
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 76.9373773471218, 'aic': -145.8747546942436, 'bic': np.float64(-141.6966649433499)}, 3590: {'params': mu          0.023626
omega       0.000007
alpha[1]    0.199999
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 83.12386579956103, 'aic': -158.24773159912206, 'bic': np.float64(-154.06964184822837)}, 3595: {'params': mu          0.023747
omega       0.000008
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 86.5062625468679, 'aic': -165.0125250937358, 'bic': np.float64(-160.8344353428421)}, 3600: {'params': mu          0.025931
omega       0.000027
alpha[1]    0.200005
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 72.30383610481653, 'aic': -136.60767220963305, 'bic': np.float64(-132.42958245873936)}, 3605: {'params': mu          0.029590
omega       0.000079
alpha[1]    0.399749
beta[1]     0.375157
Name: params, dtype: float64, 'loglikelihood': 59.6652021239215, 'aic': -111.330404247843, 'bic': np.float64(-107.15231449694932)}, 3610: {'params': mu          0.053057
omega       0.000126
alpha[1]    0.689551
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 52.882912310966084, 'aic': -97.76582462193217, 'bic': np.float64(-93.58773487103848)}, 3615: {'params': mu          0.069540
omega       0.000083
alpha[1]    0.201500
beta[1]     0.498350
Name: params, dtype: float64, 'loglikelihood': 59.01347472890436, 'aic': -110.02694945780873, 'bic': np.float64(-105.84885970691504)}, 3620: {'params': mu          0.070908
omega       0.000001
alpha[1]    0.200000
beta[1]     0.779999
Name: params, dtype: float64, 'loglikelihood': 75.0499318941555, 'aic': -142.099863788311, 'bic': np.float64(-137.92177403741732)}, 3625: {'params': mu          0.072054
omega       0.000005
alpha[1]    0.010000
beta[1]     0.689997
Name: params, dtype: float64, 'loglikelihood': 86.53265368399116, 'aic': -165.0653073679823, 'bic': np.float64(-160.88721761708862)}, 3630: {'params': mu          0.069116
omega       0.000005
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 85.915845804738, 'aic': -163.831691609476, 'bic': np.float64(-159.6536018585823)}, 3635: {'params': mu          0.069585
omega       0.000064
alpha[1]    0.980223
beta[1]     0.011020
Name: params, dtype: float64, 'loglikelihood': 60.783551384050284, 'aic': -113.56710276810057, 'bic': np.float64(-109.38901301720688)}, 3640: {'params': mu          5.809057e-02
omega       1.891100e-04
alpha[1]    6.736798e-01
beta[1]     6.880996e-15
Name: params, dtype: float64, 'loglikelihood': 50.47190947022834, 'aic': -92.94381894045668, 'bic': np.float64(-88.76572918956299)}, 3645: {'params': mu          5.153434e-02
omega       6.655248e-10
alpha[1]    9.954879e-01
beta[1]     1.453071e-03
Name: params, dtype: float64, 'loglikelihood': 55.68110443243398, 'aic': -103.36220886486797, 'bic': np.float64(-99.18411911397428)}, 3650: {'params': mu          0.020189
omega       0.000158
alpha[1]    1.000000
beta[1]     0.000006
Name: params, dtype: float64, 'loglikelihood': 30.366084926027867, 'aic': -52.73216985205573, 'bic': np.float64(-48.55408010116204)}, 3655: {'params': mu          5.180418e-02
omega       3.020679e-03
alpha[1]    1.000000e+00
beta[1]     4.382278e-13
Name: params, dtype: float64, 'loglikelihood': 13.506482172815831, 'aic': -19.012964345631662, 'bic': np.float64(-14.83487459473797)}, 3660: {'params': mu          4.977446e-01
omega       4.388871e-04
alpha[1]    1.000000e+00
beta[1]     2.493123e-13
Name: params, dtype: float64, 'loglikelihood': 15.542527256333194, 'aic': -23.08505451266639, 'bic': np.float64(-18.9069647617727)}, 3665: {'params': mu          0.433459
omega       0.000776
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 19.645383748670955, 'aic': -31.29076749734191, 'bic': np.float64(-27.11267774644822)}, 3670: {'params': mu          0.499035
omega       0.000487
alpha[1]    1.000000
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 19.547649832242307, 'aic': -31.095299664484614, 'bic': np.float64(-26.917209913590924)}, 3675: {'params': mu          0.068307
omega       0.000005
alpha[1]    0.999446
beta[1]     0.000554
Name: params, dtype: float64, 'loglikelihood': 27.4154549530604, 'aic': -46.8309099061208, 'bic': np.float64(-42.65282015522711)}, 3680: {'params': mu          0.069686
omega       0.000049
alpha[1]    0.999989
beta[1]     0.000009
Name: params, dtype: float64, 'loglikelihood': 38.942200438889294, 'aic': -69.88440087777859, 'bic': np.float64(-65.7063111268849)}, 3685: {'params': mu          0.059697
omega       0.000078
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 47.34384112188833, 'aic': -86.68768224377666, 'bic': np.float64(-82.50959249288297)}, 3690: {'params': mu          0.038508
omega       0.000081
alpha[1]    0.208888
beta[1]     0.494418
Name: params, dtype: float64, 'loglikelihood': 57.46838836136541, 'aic': -106.93677672273083, 'bic': np.float64(-102.75868697183714)}, 3695: {'params': mu          0.033345
omega       0.000013
alpha[1]    0.199632
beta[1]     0.698711
Name: params, dtype: float64, 'loglikelihood': 69.73150789546827, 'aic': -131.46301579093654, 'bic': np.float64(-127.28492604004285)}, 3700: {'params': mu          0.029931
omega       0.000004
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 75.76332087122726, 'aic': -143.52664174245453, 'bic': np.float64(-139.34855199156084)}, 3705: {'params': mu          0.039919
omega       0.000078
alpha[1]    0.280737
beta[1]     0.269721
Name: params, dtype: float64, 'loglikelihood': 61.51947764871875, 'aic': -115.0389552974375, 'bic': np.float64(-110.8608655465438)}, 3710: {'params': mu          0.054901
omega       0.000048
alpha[1]    0.200014
beta[1]     0.499985
Name: params, dtype: float64, 'loglikelihood': 64.50819347844897, 'aic': -121.01638695689795, 'bic': np.float64(-116.83829720600426)}, 3715: {'params': mu          0.058248
omega       0.000008
alpha[1]    0.537644
beta[1]     0.462356
Name: params, dtype: float64, 'loglikelihood': 68.91168914911525, 'aic': -129.8233782982305, 'bic': np.float64(-125.6452885473368)}, 3720: {'params': mu          0.058873
omega       0.000054
alpha[1]    0.787591
beta[1]     0.212508
Name: params, dtype: float64, 'loglikelihood': 53.17916676550765, 'aic': -98.3583335310153, 'bic': np.float64(-94.18024378012161)}, 3725: {'params': mu          0.094913
omega       0.000877
alpha[1]    0.200120
beta[1]     0.299922
Name: params, dtype: float64, 'loglikelihood': 36.9379575760873, 'aic': -65.8759151521746, 'bic': np.float64(-61.69782540128091)}, 3730: {'params': mu          0.140232
omega       0.000195
alpha[1]    0.693344
beta[1]     0.042412
Name: params, dtype: float64, 'loglikelihood': 48.976868189274526, 'aic': -89.95373637854905, 'bic': np.float64(-85.77564662765536)}, 3735: {'params': mu          0.140221
omega       0.000113
alpha[1]    0.200008
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 60.055960849721224, 'aic': -112.11192169944245, 'bic': np.float64(-107.93383194854876)}, 3740: {'params': mu          0.142697
omega       0.000040
alpha[1]    0.200013
beta[1]     0.299995
Name: params, dtype: float64, 'loglikelihood': 71.32064322447651, 'aic': -134.64128644895303, 'bic': np.float64(-130.46319669805933)}, 3745: {'params': mu          1.434996e-01
omega       1.057758e-04
alpha[1]    1.000000e+00
beta[1]     1.830967e-12
Name: params, dtype: float64, 'loglikelihood': 58.31256668229475, 'aic': -108.6251333645895, 'bic': np.float64(-104.44704361369581)}, 3750: {'params': mu          0.139333
omega       0.000097
alpha[1]    0.991059
beta[1]     0.008580
Name: params, dtype: float64, 'loglikelihood': 57.67134296112448, 'aic': -107.34268592224896, 'bic': np.float64(-103.16459617135527)}, 3755: {'params': mu          0.123006
omega       0.000030
alpha[1]    0.199973
beta[1]     0.699906
Name: params, dtype: float64, 'loglikelihood': 57.861149502068486, 'aic': -107.72229900413697, 'bic': np.float64(-103.54420925324328)}, 3760: {'params': mu          0.120110
omega       0.000150
alpha[1]    0.280001
beta[1]     0.270028
Name: params, dtype: float64, 'loglikelihood': 56.08830147088224, 'aic': -104.17660294176449, 'bic': np.float64(-99.9985131908708)}, 3765: {'params': mu          1.216959e-01
omega       5.431911e-05
alpha[1]    1.000000e+00
beta[1]     7.333578e-14
Name: params, dtype: float64, 'loglikelihood': 56.854452756969636, 'aic': -105.70890551393927, 'bic': np.float64(-101.53081576304558)}, 3770: {'params': mu          0.062242
omega       0.000149
alpha[1]    0.999998
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 49.62014705054149, 'aic': -91.24029410108298, 'bic': np.float64(-87.06220435018929)}, 3775: {'params': mu          0.054884
omega       0.000166
alpha[1]    0.381333
beta[1]     0.386646
Name: params, dtype: float64, 'loglikelihood': 52.74642832966926, 'aic': -97.49285665933851, 'bic': np.float64(-93.31476690844482)}, 3780: {'params': mu          0.059213
omega       0.000005
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 90.8383531195414, 'aic': -173.6767062390828, 'bic': np.float64(-169.4986164881891)}, 3785: {'params': mu          0.057797
omega       0.000016
alpha[1]    0.200441
beta[1]     0.299838
Name: params, dtype: float64, 'loglikelihood': 80.06509230527239, 'aic': -152.13018461054477, 'bic': np.float64(-147.95209485965108)}, 3790: {'params': mu          0.056098
omega       0.000018
alpha[1]    0.200212
beta[1]     0.699815
Name: params, dtype: float64, 'loglikelihood': 65.5515022360586, 'aic': -123.10300447211719, 'bic': np.float64(-118.9249147212235)}, 3795: {'params': mu          0.048443
omega       0.000091
alpha[1]    0.280107
beta[1]     0.269958
Name: params, dtype: float64, 'loglikelihood': 60.28786374354544, 'aic': -112.57572748709087, 'bic': np.float64(-108.39763773619718)}, 3800: {'params': mu          0.042732
omega       0.000042
alpha[1]    0.200002
beta[1]     0.499989
Name: params, dtype: float64, 'loglikelihood': 64.59972484094664, 'aic': -121.19944968189327, 'bic': np.float64(-117.02135993099958)}, 3805: {'params': mu          0.042594
omega       0.000024
alpha[1]    0.200012
beta[1]     0.499989
Name: params, dtype: float64, 'loglikelihood': 70.7855446636531, 'aic': -133.5710893273062, 'bic': np.float64(-129.3929995764125)}, 3810: {'params': mu          0.047164
omega       0.000003
alpha[1]    0.856958
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 69.195898534682, 'aic': -130.391797069364, 'bic': np.float64(-126.21370731847031)}, 3815: {'params': mu          0.039075
omega       0.000086
alpha[1]    0.285783
beta[1]     0.267830
Name: params, dtype: float64, 'loglikelihood': 60.96636704343025, 'aic': -113.9327340868605, 'bic': np.float64(-109.75464433596682)}, 3820: {'params': mu          0.028788
omega       0.000015
alpha[1]    0.199998
beta[1]     0.699993
Name: params, dtype: float64, 'loglikelihood': 63.96287991715617, 'aic': -119.92575983431234, 'bic': np.float64(-115.74767008341865)}, 3825: {'params': mu          0.029966
omega       0.000041
alpha[1]    0.200011
beta[1]     0.499993
Name: params, dtype: float64, 'loglikelihood': 64.44024672952133, 'aic': -120.88049345904267, 'bic': np.float64(-116.70240370814898)}, 3830: {'params': mu          0.038233
omega       0.000042
alpha[1]    0.200002
beta[1]     0.499987
Name: params, dtype: float64, 'loglikelihood': 65.20252720070933, 'aic': -122.40505440141865, 'bic': np.float64(-118.22696465052496)}, 3835: {'params': mu          0.042245
omega       0.000015
alpha[1]    0.199997
beta[1]     0.499992
Name: params, dtype: float64, 'loglikelihood': 75.89044615656896, 'aic': -143.7808923131379, 'bic': np.float64(-139.60280256224422)}, 3840: {'params': mu          0.042656
omega       0.000012
alpha[1]    0.200005
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 78.16883726696017, 'aic': -148.33767453392034, 'bic': np.float64(-144.15958478302665)}, 3845: {'params': mu          0.036578
omega       0.000024
alpha[1]    0.200009
beta[1]     0.499995
Name: params, dtype: float64, 'loglikelihood': 69.93891236436093, 'aic': -131.87782472872186, 'bic': np.float64(-127.69973497782817)}, 3850: {'params': mu          0.029633
omega       0.000025
alpha[1]    0.200016
beta[1]     0.499945
Name: params, dtype: float64, 'loglikelihood': 70.67034767977873, 'aic': -133.34069535955746, 'bic': np.float64(-129.16260560866377)}, 3855: {'params': mu          0.022358
omega       0.000011
alpha[1]    0.200007
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 78.79519380710126, 'aic': -149.5903876142025, 'bic': np.float64(-145.41229786330882)}, 3860: {'params': mu          0.021013
omega       0.000010
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 86.3637814918608, 'aic': -164.7275629837216, 'bic': np.float64(-160.54947323282792)}, 3865: {'params': mu          0.020995
omega       0.000003
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 92.0951688892178, 'aic': -176.1903377784356, 'bic': np.float64(-172.01224802754192)}, 3870: {'params': mu          0.023096
omega       0.000018
alpha[1]    0.200004
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 79.6272516607708, 'aic': -151.2545033215416, 'bic': np.float64(-147.0764135706479)}, 3875: {'params': mu          0.026431
omega       0.000016
alpha[1]    0.200006
beta[1]     0.499996
Name: params, dtype: float64, 'loglikelihood': 75.07866681053078, 'aic': -142.15733362106155, 'bic': np.float64(-137.97924387016786)}, 3880: {'params': mu          3.225175e-02
omega       1.086201e-07
alpha[1]    9.999137e-01
beta[1]     8.634503e-05
Name: params, dtype: float64, 'loglikelihood': 70.01619377812774, 'aic': -132.0323875562555, 'bic': np.float64(-127.8542978053618)}, 3885: {'params': mu          0.041416
omega       0.000084
alpha[1]    0.200026
beta[1]     0.499984
Name: params, dtype: float64, 'loglikelihood': 58.61547345065617, 'aic': -109.23094690131234, 'bic': np.float64(-105.05285715041865)}, 3890: {'params': mu          0.052496
omega       0.000083
alpha[1]    0.777833
beta[1]     0.030204
Name: params, dtype: float64, 'loglikelihood': 55.72626059669336, 'aic': -103.45252119338672, 'bic': np.float64(-99.27443144249303)}, 3895: {'params': mu          0.070744
omega       0.000062
alpha[1]    0.199797
beta[1]     0.499493
Name: params, dtype: float64, 'loglikelihood': 60.754713581276256, 'aic': -113.50942716255251, 'bic': np.float64(-109.33133741165882)}, 3900: {'params': mu          0.073240
omega       0.000087
alpha[1]    0.991008
beta[1]     0.000009
Name: params, dtype: float64, 'loglikelihood': 61.44729767497832, 'aic': -114.89459534995665, 'bic': np.float64(-110.71650559906296)}, 3905: {'params': mu          8.046930e-02
omega       1.572365e-05
alpha[1]    9.999996e-01
beta[1]     8.808200e-08
Name: params, dtype: float64, 'loglikelihood': 55.481897593479644, 'aic': -102.96379518695929, 'bic': np.float64(-98.7857054360656)}, 3910: {'params': mu          0.039930
omega       0.000093
alpha[1]    0.196189
beta[1]     0.490428
Name: params, dtype: float64, 'loglikelihood': 57.173977256341814, 'aic': -106.34795451268363, 'bic': np.float64(-102.16986476178994)}, 3915: {'params': mu          0.036934
omega       0.000002
alpha[1]    0.199618
beta[1]     0.778511
Name: params, dtype: float64, 'loglikelihood': 72.5198292736531, 'aic': -137.0396585473062, 'bic': np.float64(-132.8615687964125)}, 3920: {'params': mu          0.035722
omega       0.000008
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 86.68270009721815, 'aic': -165.3654001944363, 'bic': np.float64(-161.1873104435426)}, 3925: {'params': mu          0.034960
omega       0.000013
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 82.23404113744266, 'aic': -156.46808227488532, 'bic': np.float64(-152.28999252399163)}, 3930: {'params': mu          0.033656
omega       0.000013
alpha[1]    0.200290
beta[1]     0.499819
Name: params, dtype: float64, 'loglikelihood': 76.25966525397986, 'aic': -144.51933050795972, 'bic': np.float64(-140.34124075706603)}, 3935: {'params': mu          0.026937
omega       0.000017
alpha[1]    0.200004
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 79.99089353300151, 'aic': -151.98178706600302, 'bic': np.float64(-147.80369731510933)}, 3940: {'params': mu          0.026443
omega       0.000006
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 90.87690765430352, 'aic': -173.75381530860705, 'bic': np.float64(-169.57572555771335)}, 3945: {'params': mu          0.026509
omega       0.000016
alpha[1]    0.200045
beta[1]     0.499972
Name: params, dtype: float64, 'loglikelihood': 77.19691583709833, 'aic': -146.39383167419666, 'bic': np.float64(-142.21574192330297)}, 3950: {'params': mu          0.029169
omega       0.000042
alpha[1]    0.207635
beta[1]     0.693320
Name: params, dtype: float64, 'loglikelihood': 57.30988342530863, 'aic': -106.61976685061725, 'bic': np.float64(-102.44167709972356)}, 3955: {'params': mu          0.027375
omega       0.000008
alpha[1]    0.998462
beta[1]     0.001000
Name: params, dtype: float64, 'loglikelihood': 55.31327346058174, 'aic': -102.62654692116348, 'bic': np.float64(-98.44845717026979)}, 3960: {'params': mu          0.080088
omega       0.000279
alpha[1]    0.603873
beta[1]     0.000678
Name: params, dtype: float64, 'loglikelihood': 53.78315081073471, 'aic': -99.56630162146942, 'bic': np.float64(-95.38821187057573)}, 3965: {'params': mu          0.084226
omega       0.000067
alpha[1]    0.895391
beta[1]     0.031079
Name: params, dtype: float64, 'loglikelihood': 60.624989769949714, 'aic': -113.24997953989943, 'bic': np.float64(-109.07188978900574)}, 3970: {'params': mu          0.090579
omega       0.000162
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 50.553935968171245, 'aic': -93.10787193634249, 'bic': np.float64(-88.9297821854488)}, 3975: {'params': mu          0.101520
omega       0.000172
alpha[1]    0.758009
beta[1]     0.140355
Name: params, dtype: float64, 'loglikelihood': 39.388071409029294, 'aic': -70.77614281805859, 'bic': np.float64(-66.5980530671649)}, 3980: {'params': mu          0.180299
omega       0.000017
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 50.28669728507215, 'aic': -92.5733945701443, 'bic': np.float64(-88.39530481925061)}, 3985: {'params': mu          0.191299
omega       0.000065
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 45.69122944140994, 'aic': -83.38245888281988, 'bic': np.float64(-79.20436913192619)}, 3990: {'params': mu          0.184986
omega       0.000077
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 36.43946473942255, 'aic': -64.8789294788451, 'bic': np.float64(-60.700839727951404)}, 3995: {'params': mu          0.061350
omega       0.000182
alpha[1]    0.999959
beta[1]     0.000025
Name: params, dtype: float64, 'loglikelihood': 49.426166190305004, 'aic': -90.85233238061001, 'bic': np.float64(-86.67424262971632)}, 4000: {'params': mu          0.064992
omega       0.000077
alpha[1]    0.199928
beta[1]     0.699748
Name: params, dtype: float64, 'loglikelihood': 52.23778401281144, 'aic': -96.47556802562288, 'bic': np.float64(-92.29747827472919)}, 4005: {'params': mu          0.061284
omega       0.000011
alpha[1]    0.200138
beta[1]     0.499914
Name: params, dtype: float64, 'loglikelihood': 80.09210882805588, 'aic': -152.18421765611177, 'bic': np.float64(-148.00612790521808)}, 4010: {'params': mu          0.057432
omega       0.000029
alpha[1]    0.200011
beta[1]     0.299995
Name: params, dtype: float64, 'loglikelihood': 73.40672132883597, 'aic': -138.81344265767194, 'bic': np.float64(-134.63535290677825)}, 4015: {'params': mu          0.048404
omega       0.000037
alpha[1]    0.200231
beta[1]     0.499855
Name: params, dtype: float64, 'loglikelihood': 66.3094630675456, 'aic': -124.61892613509119, 'bic': np.float64(-120.4408363841975)}, 4020: {'params': mu          0.041065
omega       0.000026
alpha[1]    0.199998
beta[1]     0.499995
Name: params, dtype: float64, 'loglikelihood': 69.00117773511798, 'aic': -130.00235547023595, 'bic': np.float64(-125.82426571934226)}, 4025: {'params': mu          0.034388
omega       0.000013
alpha[1]    0.200000
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 77.01427074363345, 'aic': -146.0285414872669, 'bic': np.float64(-141.8504517363732)}, 4030: {'params': mu          0.034611
omega       0.000006
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 83.73832893919956, 'aic': -159.47665787839912, 'bic': np.float64(-155.29856812750543)}, 4035: {'params': mu          0.035467
omega       0.000007
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 88.67036935478981, 'aic': -169.34073870957963, 'bic': np.float64(-165.16264895868593)}, 4040: {'params': mu          0.035294
omega       0.000008
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 83.0181414655428, 'aic': -158.0362829310856, 'bic': np.float64(-153.8581931801919)}, 4045: {'params': mu          0.034231
omega       0.000015
alpha[1]    0.200030
beta[1]     0.299988
Name: params, dtype: float64, 'loglikelihood': 80.25313019607023, 'aic': -152.50626039214046, 'bic': np.float64(-148.32817064124677)}, 4050: {'params': mu          0.029253
omega       0.000002
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 84.04508829586489, 'aic': -160.09017659172977, 'bic': np.float64(-155.91208684083608)}, 4055: {'params': mu          0.027721
omega       0.000004
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 90.37810166279272, 'aic': -172.75620332558543, 'bic': np.float64(-168.57811357469174)}, 4060: {'params': mu          0.026454
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 95.7630372271089, 'aic': -183.5260744542178, 'bic': np.float64(-179.3479847033241)}, 4065: {'params': mu          0.025026
omega       0.000010
alpha[1]    0.200004
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 80.79383649884967, 'aic': -153.58767299769934, 'bic': np.float64(-149.40958324680565)}, 4070: {'params': mu          0.019748
omega       0.000015
alpha[1]    0.200036
beta[1]     0.499977
Name: params, dtype: float64, 'loglikelihood': 75.43819650575382, 'aic': -142.87639301150764, 'bic': np.float64(-138.69830326061395)}, 4075: {'params': mu          0.011837
omega       0.000013
alpha[1]    0.199999
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 78.12053675230028, 'aic': -148.24107350460056, 'bic': np.float64(-144.06298375370687)}, 4080: {'params': mu          0.008980
omega       0.000004
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 90.29383182996021, 'aic': -172.58766365992042, 'bic': np.float64(-168.40957390902673)}, 4085: {'params': mu          8.453248e-03
omega       4.850737e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 115.9761296654471, 'aic': -223.9522593308942, 'bic': np.float64(-219.77416958000052)}, 4090: {'params': mu          8.476367e-03
omega       5.349135e-07
alpha[1]    2.000001e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 115.14274971186087, 'aic': -222.28549942372175, 'bic': np.float64(-218.10740967282806)}, 4095: {'params': mu          8.996293e-03
omega       4.086337e-07
alpha[1]    9.999999e-03
beta[1]     8.900000e-01
Name: params, dtype: float64, 'loglikelihood': 100.4865818449765, 'aic': -192.973163689953, 'bic': np.float64(-188.7950739390593)}, 4100: {'params': mu          0.010149
omega       0.000003
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 93.92712489716875, 'aic': -179.8542497943375, 'bic': np.float64(-175.67616004344382)}, 4105: {'params': mu          0.013442
omega       0.000006
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 89.28578540819977, 'aic': -170.57157081639954, 'bic': np.float64(-166.39348106550585)}, 4110: {'params': mu          0.016090
omega       0.000003
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 93.15346215319494, 'aic': -178.30692430638987, 'bic': np.float64(-174.12883455549618)}, 4115: {'params': mu          0.017147
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 103.8258046854065, 'aic': -199.651609370813, 'bic': np.float64(-195.4735196199193)}, 4120: {'params': mu          0.018260
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 99.90344063527675, 'aic': -191.8068812705535, 'bic': np.float64(-187.6287915196598)}, 4125: {'params': mu          0.018427
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 100.79336745088425, 'aic': -193.5867349017685, 'bic': np.float64(-189.4086451508748)}, 4130: {'params': mu          0.018319
omega       0.000003
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 94.97029066140827, 'aic': -181.94058132281654, 'bic': np.float64(-177.76249157192285)}, 4135: {'params': mu          0.019370
omega       0.000007
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 84.807015006473, 'aic': -161.614030012946, 'bic': np.float64(-157.4359402620523)}, 4140: {'params': mu          0.020920
omega       0.000029
alpha[1]    0.217325
beta[1]     0.293618
Name: params, dtype: float64, 'loglikelihood': 74.02404765768024, 'aic': -140.04809531536048, 'bic': np.float64(-135.8700055644668)}, 4145: {'params': mu          0.028583
omega       0.000016
alpha[1]    0.200000
beta[1]     0.499995
Name: params, dtype: float64, 'loglikelihood': 74.82025090340707, 'aic': -141.64050180681414, 'bic': np.float64(-137.46241205592045)}, 4150: {'params': mu          0.027992
omega       0.000027
alpha[1]    0.200006
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 74.96097742471352, 'aic': -141.92195484942704, 'bic': np.float64(-137.74386509853335)}, 4155: {'params': mu          0.027112
omega       0.000040
alpha[1]    0.200214
beta[1]     0.299920
Name: params, dtype: float64, 'loglikelihood': 70.55123434572073, 'aic': -133.10246869144146, 'bic': np.float64(-128.92437894054777)}, 4160: {'params': mu          0.020195
omega       0.000016
alpha[1]    0.199999
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 75.18021477988034, 'aic': -142.3604295597607, 'bic': np.float64(-138.182339808867)}, 4165: {'params': mu          1.934373e-02
omega       4.670280e-07
alpha[1]    1.999999e-01
beta[1]     7.799996e-01
Name: params, dtype: float64, 'loglikelihood': 85.95439603472389, 'aic': -163.90879206944777, 'bic': np.float64(-159.73070231855408)}, 4170: {'params': mu          0.017877
omega       0.000008
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 86.54198386215225, 'aic': -165.0839677243045, 'bic': np.float64(-160.9058779734108)}, 4175: {'params': mu          0.017683
omega       0.000006
alpha[1]    0.200005
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 89.59622804838077, 'aic': -171.19245609676153, 'bic': np.float64(-167.01436634586784)}, 4180: {'params': mu          0.015336
omega       0.000001
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 93.94349914970374, 'aic': -179.88699829940748, 'bic': np.float64(-175.7089085485138)}, 4185: {'params': mu          1.502550e-02
omega       5.246101e-07
alpha[1]    2.000000e-01
beta[1]     6.999998e-01
Name: params, dtype: float64, 'loglikelihood': 102.03962305368528, 'aic': -196.07924610737055, 'bic': np.float64(-191.90115635647686)}, 4190: {'params': mu          0.015220
omega       0.000002
alpha[1]    0.200001
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 96.7117877569838, 'aic': -185.4235755139676, 'bic': np.float64(-181.2454857630739)}, 4195: {'params': mu          0.017006
omega       0.000008
alpha[1]    0.200005
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 83.90674446276529, 'aic': -159.81348892553058, 'bic': np.float64(-155.6353991746369)}, 4200: {'params': mu          0.023924
omega       0.000010
alpha[1]    0.200002
beta[1]     0.499995
Name: params, dtype: float64, 'loglikelihood': 79.64771429156154, 'aic': -151.29542858312308, 'bic': np.float64(-147.1173388322294)}, 4205: {'params': mu          0.02602
omega       0.00010
alpha[1]    1.00000
beta[1]     0.00000
Name: params, dtype: float64, 'loglikelihood': 52.80690888525645, 'aic': -97.6138177705129, 'bic': np.float64(-93.4357280196192)}, 4210: {'params': mu          0.029307
omega       0.000230
alpha[1]    0.998604
beta[1]     0.001220
Name: params, dtype: float64, 'loglikelihood': 39.04157769106507, 'aic': -70.08315538213014, 'bic': np.float64(-65.90506563123645)}, 4215: {'params': mu          0.144455
omega       0.000122
alpha[1]    0.766547
beta[1]     0.051911
Name: params, dtype: float64, 'loglikelihood': 50.47897484223246, 'aic': -92.95794968446492, 'bic': np.float64(-88.77985993357123)}, 4220: {'params': mu          0.147584
omega       0.000269
alpha[1]    0.999873
beta[1]     0.000162
Name: params, dtype: float64, 'loglikelihood': 39.20298505466436, 'aic': -70.40597010932872, 'bic': np.float64(-66.22788035843503)}, 4225: {'params': mu          0.149108
omega       0.000241
alpha[1]    1.000000
beta[1]     0.000229
Name: params, dtype: float64, 'loglikelihood': 33.93022675552344, 'aic': -59.860453511046885, 'bic': np.float64(-55.682363760153194)}, 4230: {'params': mu          0.031562
omega       0.000260
alpha[1]    0.336670
beta[1]     0.418805
Name: params, dtype: float64, 'loglikelihood': 42.70167153056979, 'aic': -77.40334306113958, 'bic': np.float64(-73.22525331024589)}, 4235: {'params': mu          0.032734
omega       0.000011
alpha[1]    0.199959
beta[1]     0.779798
Name: params, dtype: float64, 'loglikelihood': 56.14600455948013, 'aic': -104.29200911896027, 'bic': np.float64(-100.11391936806658)}, 4240: {'params': mu          0.031197
omega       0.000012
alpha[1]    0.200009
beta[1]     0.499995
Name: params, dtype: float64, 'loglikelihood': 77.93724170194407, 'aic': -147.87448340388815, 'bic': np.float64(-143.69639365299446)}, 4245: {'params': mu          0.036864
omega       0.000022
alpha[1]    0.200038
beta[1]     0.299986
Name: params, dtype: float64, 'loglikelihood': 76.33590661138092, 'aic': -144.67181322276184, 'bic': np.float64(-140.49372347186815)}, 4250: {'params': mu          0.038053
omega       0.000012
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 82.4756832665261, 'aic': -156.9513665330522, 'bic': np.float64(-152.77327678215852)}, 4255: {'params': mu          0.038496
omega       0.000020
alpha[1]    0.207858
beta[1]     0.297053
Name: params, dtype: float64, 'loglikelihood': 77.73639775583085, 'aic': -147.4727955116617, 'bic': np.float64(-143.294705760768)}, 4260: {'params': mu          0.033510
omega       0.000016
alpha[1]    0.199999
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 74.65803491288044, 'aic': -141.31606982576088, 'bic': np.float64(-137.1379800748672)}, 4265: {'params': mu          0.028193
omega       0.000008
alpha[1]    0.200001
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 81.5587708183445, 'aic': -155.117541636689, 'bic': np.float64(-150.9394518857953)}, 4270: {'params': mu          0.027870
omega       0.000004
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 88.86021409582098, 'aic': -169.72042819164196, 'bic': np.float64(-165.54233844074827)}, 4275: {'params': mu          0.028046
omega       0.000004
alpha[1]    0.200002
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 89.04669359432891, 'aic': -170.09338718865783, 'bic': np.float64(-165.91529743776414)}, 4280: {'params': mu          0.029419
omega       0.000001
alpha[1]    0.199999
beta[1]     0.699998
Name: params, dtype: float64, 'loglikelihood': 90.33368363275419, 'aic': -172.66736726550837, 'bic': np.float64(-168.48927751461468)}, 4285: {'params': mu          0.028771
omega       0.000014
alpha[1]    0.200004
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 77.35713790349853, 'aic': -146.71427580699705, 'bic': np.float64(-142.53618605610336)}, 4290: {'params': mu          1.632573e-02
omega       1.172152e-05
alpha[1]    8.986766e-01
beta[1]     1.091687e-07
Name: params, dtype: float64, 'loglikelihood': 76.35014024700637, 'aic': -144.70028049401273, 'bic': np.float64(-140.52219074311904)}, 4295: {'params': mu          0.016362
omega       0.000013
alpha[1]    0.200001
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 79.31957458297912, 'aic': -150.63914916595823, 'bic': np.float64(-146.46105941506454)}, 4300: {'params': mu          0.014495
omega       0.000004
alpha[1]    0.199999
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 90.03260801088976, 'aic': -172.06521602177952, 'bic': np.float64(-167.88712627088583)}, 4305: {'params': mu          1.431488e-02
omega       8.875238e-07
alpha[1]    2.000004e-01
beta[1]     6.999996e-01
Name: params, dtype: float64, 'loglikelihood': 94.72625708785323, 'aic': -181.45251417570645, 'bic': np.float64(-177.27442442481276)}, 4310: {'params': mu          0.014203
omega       0.000004
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 88.01373912469677, 'aic': -168.02747824939354, 'bic': np.float64(-163.84938849849985)}, 4315: {'params': mu          0.018235
omega       0.000005
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 86.95451847648465, 'aic': -165.9090369529693, 'bic': np.float64(-161.7309472020756)}, 4320: {'params': mu          0.017980
omega       0.000006
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 89.88497505048502, 'aic': -171.76995010097005, 'bic': np.float64(-167.59186035007636)}, 4325: {'params': mu          0.018968
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 96.31391523436193, 'aic': -184.62783046872386, 'bic': np.float64(-180.44974071783017)}, 4330: {'params': mu          0.019246
omega       0.000004
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 95.10056495151855, 'aic': -182.2011299030371, 'bic': np.float64(-178.0230401521434)}, 4335: {'params': mu          0.019143
omega       0.000005
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 94.20416890830276, 'aic': -180.40833781660552, 'bic': np.float64(-176.23024806571183)}, 4340: {'params': mu          0.019688
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 108.63442800346235, 'aic': -209.2688560069247, 'bic': np.float64(-205.090766256031)}, 4345: {'params': mu          2.032649e-02
omega       8.497562e-07
alpha[1]    2.000001e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 111.01297355185234, 'aic': -214.02594710370468, 'bic': np.float64(-209.847857352811)}, 4350: {'params': mu          0.020708
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 105.3043218224201, 'aic': -202.6086436448402, 'bic': np.float64(-198.43055389394652)}, 4355: {'params': mu          0.021511
omega       0.000002
alpha[1]    0.010000
beta[1]     0.890000
Name: params, dtype: float64, 'loglikelihood': 86.09924488203255, 'aic': -164.1984897640651, 'bic': np.float64(-160.0204000131714)}, 4360: {'params': mu          0.023460
omega       0.000006
alpha[1]    0.200139
beta[1]     0.699879
Name: params, dtype: float64, 'loglikelihood': 75.57978171107406, 'aic': -143.15956342214812, 'bic': np.float64(-138.98147367125443)}, 4365: {'params': mu          0.039646
omega       0.000006
alpha[1]    0.649117
beta[1]     0.071973
Name: params, dtype: float64, 'loglikelihood': 72.33374939111722, 'aic': -136.66749878223445, 'bic': np.float64(-132.48940903134076)}, 4370: {'params': mu          0.037889
omega       0.000027
alpha[1]    0.200013
beta[1]     0.499987
Name: params, dtype: float64, 'loglikelihood': 69.92803543688458, 'aic': -131.85607087376917, 'bic': np.float64(-127.67798112287548)}, 4375: {'params': mu          0.038990
omega       0.000005
alpha[1]    0.200980
beta[1]     0.699142
Name: params, dtype: float64, 'loglikelihood': 78.10847260276235, 'aic': -148.2169452055247, 'bic': np.float64(-144.038855454631)}, 4380: {'params': mu          0.030595
omega       0.000009
alpha[1]    0.742131
beta[1]     0.000001
Name: params, dtype: float64, 'loglikelihood': 72.26289976213414, 'aic': -136.52579952426828, 'bic': np.float64(-132.3477097733746)}, 4385: {'params': mu          0.033500
omega       0.000024
alpha[1]    0.357996
beta[1]     0.232986
Name: params, dtype: float64, 'loglikelihood': 72.3225664884442, 'aic': -136.6451329768884, 'bic': np.float64(-132.4670432259947)}, 4390: {'params': mu          0.035807
omega       0.000072
alpha[1]    0.217815
beta[1]     0.293319
Name: params, dtype: float64, 'loglikelihood': 65.20975385296035, 'aic': -122.4195077059207, 'bic': np.float64(-118.241417955027)}, 4395: {'params': mu          0.043519
omega       0.000064
alpha[1]    0.200035
beta[1]     0.499977
Name: params, dtype: float64, 'loglikelihood': 60.45877291563106, 'aic': -112.91754583126212, 'bic': np.float64(-108.73945608036843)}, 4400: {'params': mu          0.054879
omega       0.000009
alpha[1]    0.199991
beta[1]     0.699968
Name: params, dtype: float64, 'loglikelihood': 68.69718619362924, 'aic': -129.39437238725847, 'bic': np.float64(-125.21628263636478)}, 4405: {'params': mu          0.055163
omega       0.000025
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 70.12770005164666, 'aic': -132.2554001032933, 'bic': np.float64(-128.07731035239962)}, 4410: {'params': mu          0.054971
omega       0.000034
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 72.41641880509299, 'aic': -136.83283761018598, 'bic': np.float64(-132.65474785929229)}, 4415: {'params': mu          0.051858
omega       0.000011
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 78.68497204358177, 'aic': -149.36994408716353, 'bic': np.float64(-145.19185433626984)}, 4420: {'params': mu          0.051945
omega       0.000032
alpha[1]    0.220087
beta[1]     0.487446
Name: params, dtype: float64, 'loglikelihood': 68.3057633653883, 'aic': -128.6115267307766, 'bic': np.float64(-124.43343697988291)}, 4425: {'params': mu          0.054492
omega       0.000070
alpha[1]    0.465214
beta[1]     0.200544
Name: params, dtype: float64, 'loglikelihood': 63.54604077904249, 'aic': -119.09208155808498, 'bic': np.float64(-114.9139918071913)}, 4430: {'params': mu          0.070938
omega       0.000058
alpha[1]    0.224205
beta[1]     0.484872
Name: params, dtype: float64, 'loglikelihood': 61.63581385586708, 'aic': -115.27162771173415, 'bic': np.float64(-111.09353796084046)}, 4435: {'params': mu          0.076810
omega       0.000048
alpha[1]    0.288766
beta[1]     0.266712
Name: params, dtype: float64, 'loglikelihood': 68.27619151152258, 'aic': -128.55238302304517, 'bic': np.float64(-124.37429327215148)}, 4440: {'params': mu          0.079476
omega       0.000021
alpha[1]    0.274599
beta[1]     0.245003
Name: params, dtype: float64, 'loglikelihood': 75.43898352603203, 'aic': -142.87796705206407, 'bic': np.float64(-138.69987730117037)}, 4445: {'params': mu          0.079173
omega       0.000068
alpha[1]    0.202465
beta[1]     0.299076
Name: params, dtype: float64, 'loglikelihood': 66.64988832541817, 'aic': -125.29977665083635, 'bic': np.float64(-121.12168689994266)}, 4450: {'params': mu          0.074973
omega       0.000065
alpha[1]    0.280056
beta[1]     0.449964
Name: params, dtype: float64, 'loglikelihood': 59.466573615935914, 'aic': -110.93314723187183, 'bic': np.float64(-106.75505748097814)}, 4455: {'params': mu          0.055854
omega       0.000050
alpha[1]    0.200004
beta[1]     0.499988
Name: params, dtype: float64, 'loglikelihood': 63.37204117062542, 'aic': -118.74408234125085, 'bic': np.float64(-114.56599259035715)}, 4460: {'params': mu          0.051467
omega       0.000023
alpha[1]    0.200005
beta[1]     0.499997
Name: params, dtype: float64, 'loglikelihood': 73.14698480981389, 'aic': -138.29396961962777, 'bic': np.float64(-134.11587986873408)}, 4465: {'params': mu          0.049808
omega       0.000011
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 84.79581942296156, 'aic': -161.59163884592311, 'bic': np.float64(-157.41354909502942)}, 4470: {'params': mu          0.049740
omega       0.000011
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 84.25487156173716, 'aic': -160.50974312347432, 'bic': np.float64(-156.33165337258063)}, 4475: {'params': mu          0.048249
omega       0.000002
alpha[1]    0.200000
beta[1]     0.699999
Name: params, dtype: float64, 'loglikelihood': 85.73834712148229, 'aic': -163.47669424296458, 'bic': np.float64(-159.2986044920709)}, 4480: {'params': mu          0.048737
omega       0.000013
alpha[1]    0.202386
beta[1]     0.697912
Name: params, dtype: float64, 'loglikelihood': 70.3494821666575, 'aic': -132.698964333315, 'bic': np.float64(-128.5208745824213)}, 4485: {'params': mu          0.046775
omega       0.000010
alpha[1]    0.954720
beta[1]     0.045292
Name: params, dtype: float64, 'loglikelihood': 59.36048173101152, 'aic': -110.72096346202304, 'bic': np.float64(-106.54287371112935)}, 4490: {'params': mu          0.122495
omega       0.000078
alpha[1]    0.823438
beta[1]     0.032541
Name: params, dtype: float64, 'loglikelihood': 48.51649965944884, 'aic': -89.03299931889768, 'bic': np.float64(-84.85490956800399)}, 4495: {'params': mu          1.226264e-01
omega       4.038572e-06
alpha[1]    1.000000e+00
beta[1]     1.686720e-08
Name: params, dtype: float64, 'loglikelihood': 55.74121476498773, 'aic': -103.48242952997546, 'bic': np.float64(-99.30433977908177)}, 4500: {'params': mu          0.124003
omega       0.000014
alpha[1]    0.893566
beta[1]     0.003295
Name: params, dtype: float64, 'loglikelihood': 54.10544615453016, 'aic': -100.21089230906033, 'bic': np.float64(-96.03280255816664)}, 4505: {'params': mu          0.102558
omega       0.000499
alpha[1]    0.452976
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 44.17963288370828, 'aic': -80.35926576741656, 'bic': np.float64(-76.18117601652287)}, 4510: {'params': mu          0.100307
omega       0.000609
alpha[1]    0.513716
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 42.37663763231483, 'aic': -76.75327526462966, 'bic': np.float64(-72.57518551373597)}, 4515: {'params': mu          1.446074e-01
omega       1.409127e-07
alpha[1]    8.702689e-01
beta[1]     9.780594e-03
Name: params, dtype: float64, 'loglikelihood': 42.16432906117534, 'aic': -76.32865812235067, 'bic': np.float64(-72.15056837145698)}, 4520: {'params': mu          0.121939
omega       0.000211
alpha[1]    0.763166
beta[1]     0.000084
Name: params, dtype: float64, 'loglikelihood': 48.117711922862796, 'aic': -88.23542384572559, 'bic': np.float64(-84.0573340948319)}, 4525: {'params': mu          1.421029e-01
omega       9.260224e-05
alpha[1]    9.999998e-01
beta[1]     2.373979e-09
Name: params, dtype: float64, 'loglikelihood': 45.52138338929858, 'aic': -83.04276677859716, 'bic': np.float64(-78.86467702770346)}, 4530: {'params': mu          1.060284e-01
omega       6.697483e-04
alpha[1]    6.716203e-01
beta[1]     2.195713e-14
Name: params, dtype: float64, 'loglikelihood': 37.03394208043734, 'aic': -66.06788416087468, 'bic': np.float64(-61.88979440998099)}, 4535: {'params': mu          0.041784
omega       0.000204
alpha[1]    0.940461
beta[1]     0.000256
Name: params, dtype: float64, 'loglikelihood': 48.984342073546784, 'aic': -89.96868414709357, 'bic': np.float64(-85.79059439619988)}, 4540: {'params': mu          0.047223
omega       0.000048
alpha[1]    0.199997
beta[1]     0.699988
Name: params, dtype: float64, 'loglikelihood': 55.07310101289824, 'aic': -102.14620202579648, 'bic': np.float64(-97.9681122749028)}, 4545: {'params': mu          0.041322
omega       0.000039
alpha[1]    0.502890
beta[1]     0.310693
Name: params, dtype: float64, 'loglikelihood': 63.98871429746292, 'aic': -119.97742859492584, 'bic': np.float64(-115.79933884403215)}, 4550: {'params': mu          0.057116
omega       0.000038
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 52.48794886487496, 'aic': -96.97589772974992, 'bic': np.float64(-92.79780797885623)}, 4555: {'params': mu          0.058888
omega       0.000030
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 47.845002719985686, 'aic': -87.69000543997137, 'bic': np.float64(-83.51191568907768)}, 4560: {'params': mu          0.102470
omega       0.000008
alpha[1]    0.199928
beta[1]     0.779720
Name: params, dtype: float64, 'loglikelihood': 54.86747103849633, 'aic': -101.73494207699267, 'bic': np.float64(-97.55685232609898)}, 4565: {'params': mu          1.117568e-01
omega       2.445529e-05
alpha[1]    1.000000e+00
beta[1]     3.493950e-16
Name: params, dtype: float64, 'loglikelihood': 59.18284467556185, 'aic': -110.3656893511237, 'bic': np.float64(-106.18759960023002)}, 4570: {'params': mu          6.845178e-02
omega       2.390585e-05
alpha[1]    7.105857e-01
beta[1]     7.855645e-07
Name: params, dtype: float64, 'loglikelihood': 59.170657278065455, 'aic': -110.34131455613091, 'bic': np.float64(-106.16322480523722)}, 4575: {'params': mu          0.070182
omega       0.000088
alpha[1]    0.204304
beta[1]     0.497300
Name: params, dtype: float64, 'loglikelihood': 58.977370610237614, 'aic': -109.95474122047523, 'bic': np.float64(-105.77665146958154)}, 4580: {'params': mu          0.067011
omega       0.000070
alpha[1]    0.200004
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 65.711432293693, 'aic': -123.42286458738599, 'bic': np.float64(-119.2447748364923)}, 4585: {'params': mu          0.06159
omega       0.00036
alpha[1]    1.00000
beta[1]     0.00000
Name: params, dtype: float64, 'loglikelihood': 42.02494878740417, 'aic': -76.04989757480834, 'bic': np.float64(-71.87180782391465)}, 4590: {'params': mu          7.608595e-02
omega       9.609839e-04
alpha[1]    7.657141e-01
beta[1]     8.375949e-13
Name: params, dtype: float64, 'loglikelihood': 31.51700430276798, 'aic': -55.03400860553596, 'bic': np.float64(-50.85591885464227)}, 4595: {'params': mu          1.776302e-01
omega       2.049032e-04
alpha[1]    1.000000e+00
beta[1]     2.246058e-12
Name: params, dtype: float64, 'loglikelihood': 41.65573429422056, 'aic': -75.31146858844112, 'bic': np.float64(-71.13337883754743)}, 4600: {'params': mu          1.792151e-01
omega       4.845438e-05
alpha[1]    1.000000e+00
beta[1]     1.510794e-13
Name: params, dtype: float64, 'loglikelihood': 44.12802825712785, 'aic': -80.2560565142557, 'bic': np.float64(-76.07796676336201)}, 4605: {'params': mu          0.179434
omega       0.000044
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.40260972068831, 'aic': -60.80521944137662, 'bic': np.float64(-56.62712969048293)}, 4610: {'params': mu          0.019483
omega       0.000083
alpha[1]    0.999986
beta[1]     0.000004
Name: params, dtype: float64, 'loglikelihood': 50.86620482524621, 'aic': -93.73240965049241, 'bic': np.float64(-89.55431989959872)}, 4615: {'params': mu          0.029246
omega       0.000057
alpha[1]    0.179983
beta[1]     0.629941
Name: params, dtype: float64, 'loglikelihood': 52.4199102125952, 'aic': -96.8398204251904, 'bic': np.float64(-92.6617306742967)}, 4620: {'params': mu          0.024702
omega       0.000069
alpha[1]    0.326391
beta[1]     0.421006
Name: params, dtype: float64, 'loglikelihood': 58.90639803733519, 'aic': -109.81279607467037, 'bic': np.float64(-105.63470632377668)}, 4625: {'params': mu          0.050078
omega       0.000072
alpha[1]    0.200019
beta[1]     0.499975
Name: params, dtype: float64, 'loglikelihood': 60.05628901571895, 'aic': -112.1125780314379, 'bic': np.float64(-107.93448828054422)}, 4630: {'params': mu          0.049911
omega       0.000080
alpha[1]    0.274626
beta[1]     0.272013
Name: params, dtype: float64, 'loglikelihood': 63.75658208978185, 'aic': -119.5131641795637, 'bic': np.float64(-115.33507442867001)}, 4635: {'params': mu          0.052286
omega       0.000056
alpha[1]    0.200009
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 68.43066032913954, 'aic': -128.86132065827908, 'bic': np.float64(-124.6832309073854)}, 4640: {'params': mu          4.549821e-02
omega       9.605224e-05
alpha[1]    9.999999e-01
beta[1]     8.386231e-08
Name: params, dtype: float64, 'loglikelihood': 43.2182568412902, 'aic': -78.4365136825804, 'bic': np.float64(-74.2584239316867)}, 4645: {'params': mu          0.034618
omega       0.000100
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 30.56426516423622, 'aic': -53.12853032847244, 'bic': np.float64(-48.95044057757875)}, 4650: {'params': mu          0.238348
omega       0.000020
alpha[1]    0.833857
beta[1]     0.001838
Name: params, dtype: float64, 'loglikelihood': 42.82796778520032, 'aic': -77.65593557040064, 'bic': np.float64(-73.47784581950695)}, 4655: {'params': mu          0.206407
omega       0.000226
alpha[1]    0.900312
beta[1]     0.037380
Name: params, dtype: float64, 'loglikelihood': 35.510451641989214, 'aic': -63.02090328397843, 'bic': np.float64(-58.84281353308474)}, 4660: {'params': mu          2.120442e-01
omega       2.709295e-04
alpha[1]    1.000000e+00
beta[1]     3.027416e-08
Name: params, dtype: float64, 'loglikelihood': 32.039199074783994, 'aic': -56.07839814956799, 'bic': np.float64(-51.9003083986743)}, 4665: {'params': mu          0.097261
omega       0.000021
alpha[1]    0.999984
beta[1]     0.000049
Name: params, dtype: float64, 'loglikelihood': 44.466922008347204, 'aic': -80.93384401669441, 'bic': np.float64(-76.75575426580072)}, 4670: {'params': mu          0.105424
omega       0.000254
alpha[1]    0.579888
beta[1]     0.150123
Name: params, dtype: float64, 'loglikelihood': 44.81330229330703, 'aic': -81.62660458661406, 'bic': np.float64(-77.44851483572037)}, 4675: {'params': mu          0.100196
omega       0.000213
alpha[1]    0.425033
beta[1]     0.203217
Name: params, dtype: float64, 'loglikelihood': 48.93420067501142, 'aic': -89.86840135002284, 'bic': np.float64(-85.69031159912915)}, 4680: {'params': mu          0.126705
omega       0.000142
alpha[1]    0.199991
beta[1]     0.499974
Name: params, dtype: float64, 'loglikelihood': 52.69829746546317, 'aic': -97.39659493092634, 'bic': np.float64(-93.21850518003265)}, 4685: {'params': mu          1.283991e-01
omega       1.056764e-04
alpha[1]    6.980154e-01
beta[1]     6.452270e-10
Name: params, dtype: float64, 'loglikelihood': 59.14813034333098, 'aic': -110.29626068666197, 'bic': np.float64(-106.11817093576828)}, 4690: {'params': mu          0.123498
omega       0.000126
alpha[1]    0.200015
beta[1]     0.299995
Name: params, dtype: float64, 'loglikelihood': 58.35955220184635, 'aic': -108.7191044036927, 'bic': np.float64(-104.541014652799)}, 4695: {'params': mu          0.108167
omega       0.000057
alpha[1]    0.756969
beta[1]     0.089006
Name: params, dtype: float64, 'loglikelihood': 59.905420944101635, 'aic': -111.81084188820327, 'bic': np.float64(-107.63275213730958)}, 4700: {'params': mu          0.102052
omega       0.000138
alpha[1]    0.280037
beta[1]     0.269986
Name: params, dtype: float64, 'loglikelihood': 56.496968066013146, 'aic': -104.99393613202629, 'bic': np.float64(-100.8158463811326)}, 4705: {'params': mu          0.085218
omega       0.000108
alpha[1]    0.200028
beta[1]     0.299986
Name: params, dtype: float64, 'loglikelihood': 59.968977758828274, 'aic': -111.93795551765655, 'bic': np.float64(-107.75986576676286)}, 4710: {'params': mu          0.081883
omega       0.000012
alpha[1]    0.199995
beta[1]     0.699981
Name: params, dtype: float64, 'loglikelihood': 69.47892327152546, 'aic': -130.95784654305092, 'bic': np.float64(-126.77975679215723)}, 4715: {'params': mu          0.078266
omega       0.000005
alpha[1]    0.200011
beta[1]     0.699991
Name: params, dtype: float64, 'loglikelihood': 76.8678550680268, 'aic': -145.7357101360536, 'bic': np.float64(-141.5576203851599)}, 4720: {'params': mu          0.075962
omega       0.000042
alpha[1]    0.279992
beta[1]     0.270025
Name: params, dtype: float64, 'loglikelihood': 68.2183862736994, 'aic': -128.4367725473988, 'bic': np.float64(-124.2586827965051)}, 4725: {'params': mu          0.072120
omega       0.000043
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 69.21115662016842, 'aic': -130.42231324033685, 'bic': np.float64(-126.24422348944316)}, 4730: {'params': mu          0.069135
omega       0.000024
alpha[1]    0.200000
beta[1]     0.299995
Name: params, dtype: float64, 'loglikelihood': 74.98738544806527, 'aic': -141.97477089613054, 'bic': np.float64(-137.79668114523685)}, 4735: {'params': mu          0.065788
omega       0.000068
alpha[1]    0.280015
beta[1]     0.269994
Name: params, dtype: float64, 'loglikelihood': 65.90386926906758, 'aic': -123.80773853813517, 'bic': np.float64(-119.62964878724148)}, 4740: {'params': mu          0.069062
omega       0.000115
alpha[1]    0.614018
beta[1]     0.241240
Name: params, dtype: float64, 'loglikelihood': 53.706488611520356, 'aic': -99.41297722304071, 'bic': np.float64(-95.23488747214702)}, 4745: {'params': mu          0.060603
omega       0.000042
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 53.412445916323264, 'aic': -98.82489183264653, 'bic': np.float64(-94.64680208175284)}, 4750: {'params': mu          0.059702
omega       0.000045
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 52.50167287490871, 'aic': -97.00334574981741, 'bic': np.float64(-92.82525599892372)}, 4755: {'params': mu          0.074825
omega       0.000125
alpha[1]    0.800950
beta[1]     0.000020
Name: params, dtype: float64, 'loglikelihood': 51.13347116186632, 'aic': -94.26694232373264, 'bic': np.float64(-90.08885257283895)}, 4760: {'params': mu          0.075751
omega       0.000152
alpha[1]    0.199970
beta[1]     0.499924
Name: params, dtype: float64, 'loglikelihood': 53.247013054117424, 'aic': -98.49402610823485, 'bic': np.float64(-94.31593635734116)}, 4765: {'params': mu          0.083000
omega       0.000034
alpha[1]    0.200000
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 72.46198272373523, 'aic': -136.92396544747047, 'bic': np.float64(-132.74587569657677)}, 4770: {'params': mu          0.087337
omega       0.000039
alpha[1]    0.200006
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 71.4132661858576, 'aic': -134.8265323717152, 'bic': np.float64(-130.6484426208215)}, 4775: {'params': mu          0.091285
omega       0.000037
alpha[1]    0.200012
beta[1]     0.299995
Name: params, dtype: float64, 'loglikelihood': 70.99544300338975, 'aic': -133.9908860067795, 'bic': np.float64(-129.81279625588581)}, 4780: {'params': mu          0.094942
omega       0.000031
alpha[1]    0.200011
beta[1]     0.299996
Name: params, dtype: float64, 'loglikelihood': 72.61341454870374, 'aic': -137.2268290974075, 'bic': np.float64(-133.0487393465138)}, 4785: {'params': mu          9.561701e-02
omega       5.175508e-06
alpha[1]    1.000000e+00
beta[1]     4.359445e-09
Name: params, dtype: float64, 'loglikelihood': 67.2284049937469, 'aic': -126.45680998749381, 'bic': np.float64(-122.27872023660012)}, 4790: {'params': mu          0.098271
omega       0.000070
alpha[1]    0.505095
beta[1]     0.324939
Name: params, dtype: float64, 'loglikelihood': 56.781408050875385, 'aic': -105.56281610175077, 'bic': np.float64(-101.38472635085708)}, 4795: {'params': mu          0.121380
omega       0.000031
alpha[1]    0.199225
beta[1]     0.697286
Name: params, dtype: float64, 'loglikelihood': 55.891883999671414, 'aic': -103.78376799934283, 'bic': np.float64(-99.60567824844914)}, 4800: {'params': mu          0.130264
omega       0.000153
alpha[1]    0.687215
beta[1]     0.201285
Name: params, dtype: float64, 'loglikelihood': 45.67345064189652, 'aic': -83.34690128379304, 'bic': np.float64(-79.16881153289935)}, 4805: {'params': mu          0.127063
omega       0.000527
alpha[1]    0.701138
beta[1]     0.112071
Name: params, dtype: float64, 'loglikelihood': 36.76523895145395, 'aic': -65.5304779029079, 'bic': np.float64(-61.352388152014214)}, 4810: {'params': mu          1.165835e-01
omega       6.553013e-04
alpha[1]    1.000000e+00
beta[1]     6.570979e-13
Name: params, dtype: float64, 'loglikelihood': 29.733434781333003, 'aic': -51.466869562666005, 'bic': np.float64(-47.288779811772315)}, 4815: {'params': mu          0.083299
omega       0.002282
alpha[1]    0.858769
beta[1]     0.000045
Name: params, dtype: float64, 'loglikelihood': 19.913210337900182, 'aic': -31.826420675800364, 'bic': np.float64(-27.648330924906674)}, 4820: {'params': mu          2.670252e-01
omega       8.340583e-05
alpha[1]    9.999996e-01
beta[1]     3.284904e-07
Name: params, dtype: float64, 'loglikelihood': 28.493372580094686, 'aic': -48.98674516018937, 'bic': np.float64(-44.80865540929568)}, 4825: {'params': mu          0.259068
omega       0.000352
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 33.96339191281049, 'aic': -59.92678382562099, 'bic': np.float64(-55.7486940747273)}, 4830: {'params': mu          0.267713
omega       0.000280
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 35.27750070912399, 'aic': -62.55500141824798, 'bic': np.float64(-58.37691166735429)}, 4835: {'params': mu          0.210142
omega       0.000013
alpha[1]    0.617326
beta[1]     0.229199
Name: params, dtype: float64, 'loglikelihood': 40.07180683061685, 'aic': -72.1436136612337, 'bic': np.float64(-67.96552391034001)}, 4840: {'params': mu          0.200602
omega       0.000126
alpha[1]    0.498515
beta[1]     0.328351
Name: params, dtype: float64, 'loglikelihood': 47.532544349850816, 'aic': -87.06508869970163, 'bic': np.float64(-82.88699894880794)}, 4845: {'params': mu          0.190144
omega       0.000251
alpha[1]    0.200042
beta[1]     0.299969
Name: params, dtype: float64, 'loglikelihood': 49.9612582799771, 'aic': -91.9225165599542, 'bic': np.float64(-87.74442680906051)}, 4850: {'params': mu          0.190085
omega       0.000002
alpha[1]    0.469395
beta[1]     0.000064
Name: params, dtype: float64, 'loglikelihood': 53.77026208085826, 'aic': -99.54052416171652, 'bic': np.float64(-95.36243441082283)}, 4855: {'params': mu          0.194421
omega       0.000307
alpha[1]    0.757505
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 46.05419075060087, 'aic': -84.10838150120173, 'bic': np.float64(-79.93029175030804)}, 4860: {'params': mu          0.192185
omega       0.000367
alpha[1]    0.696562
beta[1]     0.000021
Name: params, dtype: float64, 'loglikelihood': 41.93539295238134, 'aic': -75.87078590476268, 'bic': np.float64(-71.692696153869)}, 4865: {'params': mu          2.171746e-01
omega       7.070764e-05
alpha[1]    1.000000e+00
beta[1]     7.618004e-17
Name: params, dtype: float64, 'loglikelihood': 46.03557044268871, 'aic': -84.07114088537742, 'bic': np.float64(-79.89305113448373)}, 4870: {'params': mu          0.219361
omega       0.000106
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 43.31251721725156, 'aic': -78.62503443450312, 'bic': np.float64(-74.44694468360943)}, 4875: {'params': mu          2.189285e-01
omega       8.480137e-05
alpha[1]    1.000000e+00
beta[1]     2.184104e-14
Name: params, dtype: float64, 'loglikelihood': 38.56805945958892, 'aic': -69.13611891917785, 'bic': np.float64(-64.95802916828416)}, 4880: {'params': mu          0.142548
omega       0.001762
alpha[1]    0.661593
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 31.398651814517414, 'aic': -54.79730362903483, 'bic': np.float64(-50.61921387814114)}, 4885: {'params': mu          0.124213
omega       0.001422
alpha[1]    0.811672
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.92425566114735, 'aic': -49.8485113222947, 'bic': np.float64(-45.67042157140101)}, 4890: {'params': mu          0.000678
omega       0.000009
alpha[1]    0.192324
beta[1]     0.413048
Name: params, dtype: float64, 'loglikelihood': 42.48179548974273, 'aic': -76.96359097948546, 'bic': np.float64(-72.78550122859177)}, 4895: {'params': mu          0.003757
omega       0.000015
alpha[1]    0.823277
beta[1]     0.000025
Name: params, dtype: float64, 'loglikelihood': 67.82480486915715, 'aic': -127.6496097383143, 'bic': np.float64(-123.4715199874206)}, 4900: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4905: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4910: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4915: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4920: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4925: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4930: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4935: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}}, 7: {0: {'params': mu          0.044617
omega       0.000008
alpha[1]    0.797365
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.505196396299514, 'aic': -51.01039279259903, 'bic': np.float64(-51.226752196377774)}, 5: {'params': mu          0.036729
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 31.06407601097115, 'aic': -54.1281520219423, 'bic': np.float64(-54.344511425721045)}, 10: {'params': mu          0.038061
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 31.749258442814273, 'aic': -55.49851688562855, 'bic': np.float64(-55.71487628940729)}, 15: {'params': mu          0.039156
omega       0.000004
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 30.360806233347194, 'aic': -52.72161246669439, 'bic': np.float64(-52.937971870473135)}, 20: {'params': mu          0.029013
omega       0.000004
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 29.656671375167985, 'aic': -51.31334275033597, 'bic': np.float64(-51.529702154114716)}, 25: {'params': mu          0.019015
omega       0.000009
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 28.318123172997833, 'aic': -48.636246345995666, 'bic': np.float64(-48.85260574977441)}, 30: {'params': mu          1.653025e-02
omega       1.562010e-07
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 42.49537818906208, 'aic': -76.99075637812416, 'bic': np.float64(-77.20711578190291)}, 35: {'params': mu          1.621950e-02
omega       1.308076e-07
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 43.105700650729645, 'aic': -78.21140130145929, 'bic': np.float64(-78.42776070523804)}, 40: {'params': mu          1.585633e-02
omega       5.968159e-08
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 44.09249942745229, 'aic': -80.18499885490458, 'bic': np.float64(-80.40135825868333)}, 45: {'params': mu          0.017532
omega       0.000002
alpha[1]    0.829310
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 31.5831229377861, 'aic': -55.1662458755722, 'bic': np.float64(-55.38260527935095)}, 50: {'params': mu          2.249197e-02
omega       3.305648e-07
alpha[1]    9.999998e-03
beta[1]     6.899999e-01
Name: params, dtype: float64, 'loglikelihood': 38.085651023944344, 'aic': -68.17130204788869, 'bic': np.float64(-68.38766145166744)}, 55: {'params': mu          0.025619
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 32.26879426042977, 'aic': -56.53758852085954, 'bic': np.float64(-56.75394792463829)}, 60: {'params': mu          0.030848
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 33.31686144540158, 'aic': -58.633722890803156, 'bic': np.float64(-58.8500822945819)}, 65: {'params': mu          0.034252
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 34.688360301269164, 'aic': -61.37672060253833, 'bic': np.float64(-61.593080006317074)}, 70: {'params': mu          0.031365
omega       0.000008
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 28.889431235482192, 'aic': -49.778862470964384, 'bic': np.float64(-49.99522187474313)}, 75: {'params': mu          0.024962
omega       0.000003
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 32.80458892508574, 'aic': -57.60917785017148, 'bic': np.float64(-57.82553725395022)}, 80: {'params': mu          0.020356
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 33.334752814217694, 'aic': -58.66950562843539, 'bic': np.float64(-58.885865032214134)}, 85: {'params': mu          0.020370
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 33.10489150371725, 'aic': -58.209783007434496, 'bic': np.float64(-58.42614241121324)}, 90: {'params': mu          0.024478
omega       0.000003
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 32.83127130944554, 'aic': -57.66254261889108, 'bic': np.float64(-57.87890202266983)}, 95: {'params': mu          2.760538e-02
omega       8.896171e-07
alpha[1]    9.999996e-03
beta[1]     6.899997e-01
Name: params, dtype: float64, 'loglikelihood': 34.62747197872859, 'aic': -61.254943957457186, 'bic': np.float64(-61.47130336123593)}, 100: {'params': mu          0.025954
omega       0.000007
alpha[1]    0.200001
beta[1]     0.300001
Name: params, dtype: float64, 'loglikelihood': 29.423297813055935, 'aic': -50.84659562611187, 'bic': np.float64(-51.06295502989062)}, 105: {'params': mu          2.008950e-02
omega       5.543064e-07
alpha[1]    9.999998e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 36.35145466510655, 'aic': -64.7029093302131, 'bic': np.float64(-64.91926873399186)}, 110: {'params': mu          0.021012
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 35.24490983963314, 'aic': -62.489819679266276, 'bic': np.float64(-62.70617908304502)}, 115: {'params': mu          0.027804
omega       0.000007
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 29.119362527081776, 'aic': -50.23872505416355, 'bic': np.float64(-50.4550844579423)}, 120: {'params': mu          0.028755
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 33.54483658894847, 'aic': -59.08967317789694, 'bic': np.float64(-59.30603258167569)}, 125: {'params': mu          0.023448
omega       0.000004
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 29.453489681201447, 'aic': -50.90697936240289, 'bic': np.float64(-51.12333876618164)}, 130: {'params': mu          0.013588
omega       0.000006
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 29.83405448539653, 'aic': -51.66810897079306, 'bic': np.float64(-51.8844683745718)}, 135: {'params': mu          0.014467
omega       0.000036
alpha[1]    0.324015
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.055948881751185, 'aic': -42.11189776350237, 'bic': np.float64(-42.328257167281116)}, 140: {'params': mu          2.605947e-02
omega       9.895113e-08
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 44.083973335848476, 'aic': -80.16794667169695, 'bic': np.float64(-80.3843060754757)}, 145: {'params': mu          2.660459e-02
omega       1.073554e-07
alpha[1]    9.999999e-03
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 42.052667812774175, 'aic': -76.10533562554835, 'bic': np.float64(-76.3216950293271)}, 150: {'params': mu          0.023975
omega       0.000011
alpha[1]    0.349891
beta[1]     0.246132
Name: params, dtype: float64, 'loglikelihood': 27.329885471135725, 'aic': -46.65977094227145, 'bic': np.float64(-46.876130346050196)}, 155: {'params': mu          0.016066
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 33.74294783308909, 'aic': -59.48589566617818, 'bic': np.float64(-59.70225506995693)}, 160: {'params': mu          1.495859e-02
omega       7.658358e-07
alpha[1]    9.999997e-03
beta[1]     6.899998e-01
Name: params, dtype: float64, 'loglikelihood': 35.17711342046488, 'aic': -62.354226840929755, 'bic': np.float64(-62.5705862447085)}, 165: {'params': mu          1.513437e-02
omega       1.746704e-07
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 42.140620710238174, 'aic': -76.28124142047635, 'bic': np.float64(-76.4976008242551)}, 170: {'params': mu          1.436935e-02
omega       5.747297e-07
alpha[1]    9.999997e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 36.206461733760655, 'aic': -64.41292346752131, 'bic': np.float64(-64.62928287130006)}, 175: {'params': mu          0.011252
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 35.54008010773845, 'aic': -63.080160215476894, 'bic': np.float64(-63.29651961925564)}, 180: {'params': mu          0.013353
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 35.75202781408055, 'aic': -63.5040556281611, 'bic': np.float64(-63.720415031939844)}, 185: {'params': mu          1.352616e-02
omega       8.788993e-08
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 44.56551704030035, 'aic': -81.1310340806007, 'bic': np.float64(-81.34739348437945)}, 190: {'params': mu          0.017874
omega       0.000010
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 28.107891806094294, 'aic': -48.21578361218859, 'bic': np.float64(-48.432143015967334)}, 195: {'params': mu          2.308570e-02
omega       1.198802e-07
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 43.44424589400425, 'aic': -78.8884917880085, 'bic': np.float64(-79.10485119178725)}, 200: {'params': mu          2.284693e-02
omega       4.635927e-08
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 46.72217021167572, 'aic': -85.44434042335143, 'bic': np.float64(-85.66069982713019)}, 205: {'params': mu          0.024155
omega       0.000004
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 31.504916841646708, 'aic': -55.009833683293415, 'bic': np.float64(-55.22619308707216)}, 210: {'params': mu          2.196430e-02
omega       4.605335e-08
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 45.038005727879735, 'aic': -82.07601145575947, 'bic': np.float64(-82.29237085953822)}, 215: {'params': mu          0.020185
omega       0.000008
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 27.196246686615194, 'aic': -46.39249337323039, 'bic': np.float64(-46.60885277700913)}, 220: {'params': mu          0.010495
omega       0.000011
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 27.87738771237761, 'aic': -47.75477542475522, 'bic': np.float64(-47.97113482853397)}, 225: {'params': mu          9.014621e-03
omega       4.772250e-07
alpha[1]    2.000001e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 39.10042320046734, 'aic': -70.20084640093468, 'bic': np.float64(-70.41720580471343)}, 230: {'params': mu          0.010674
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 36.10154526263822, 'aic': -64.20309052527644, 'bic': np.float64(-64.41944992905519)}, 235: {'params': mu          1.048420e-02
omega       5.254371e-07
alpha[1]    9.999998e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 36.49784730429626, 'aic': -64.99569460859252, 'bic': np.float64(-65.21205401237127)}, 240: {'params': mu          0.014890
omega       0.000002
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 31.990978497718285, 'aic': -55.98195699543657, 'bic': np.float64(-56.198316399215315)}, 245: {'params': mu          1.570897e-02
omega       1.284959e-07
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 41.38920595121061, 'aic': -74.77841190242123, 'bic': np.float64(-74.99477130619998)}, 250: {'params': mu          0.015675
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 32.44607349314675, 'aic': -56.8921469862935, 'bic': np.float64(-57.10850639007224)}, 255: {'params': mu          1.217802e-02
omega       3.409902e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 40.39935366385199, 'aic': -72.79870732770398, 'bic': np.float64(-73.01506673148273)}, 260: {'params': mu          0.014978
omega       0.000008
alpha[1]    0.357199
beta[1]     0.251168
Name: params, dtype: float64, 'loglikelihood': 28.602977279447707, 'aic': -49.205954558895414, 'bic': np.float64(-49.42231396267416)}, 265: {'params': mu          2.235396e-02
omega       1.443256e-07
alpha[1]    9.999999e-03
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 40.98766491813579, 'aic': -73.97532983627158, 'bic': np.float64(-74.19168924005034)}, 270: {'params': mu          2.402575e-02
omega       3.522845e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 39.64647310089487, 'aic': -71.29294620178975, 'bic': np.float64(-71.5093056055685)}, 275: {'params': mu          0.025088
omega       0.000001
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 35.61123631284647, 'aic': -63.222472625692944, 'bic': np.float64(-63.43883202947169)}, 280: {'params': mu          2.634819e-02
omega       5.436480e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 38.134705367958546, 'aic': -68.26941073591709, 'bic': np.float64(-68.48577013969584)}, 285: {'params': mu          2.667339e-02
omega       9.916840e-07
alpha[1]    1.999999e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 36.0967400174045, 'aic': -64.193480034809, 'bic': np.float64(-64.40983943858775)}, 290: {'params': mu          0.023093
omega       0.000009
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 28.321361169635416, 'aic': -48.64272233927083, 'bic': np.float64(-48.85908174304958)}, 295: {'params': mu          1.843715e-02
omega       2.213881e-08
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 49.32646550231253, 'aic': -90.65293100462506, 'bic': np.float64(-90.86929040840381)}, 300: {'params': mu          0.014654
omega       0.000003
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 32.82627957481583, 'aic': -57.65255914963166, 'bic': np.float64(-57.8689185534104)}, 305: {'params': mu          1.305146e-02
omega       9.256158e-07
alpha[1]    9.999997e-03
beta[1]     4.899999e-01
Name: params, dtype: float64, 'loglikelihood': 36.258105678088356, 'aic': -64.51621135617671, 'bic': np.float64(-64.73257075995546)}, 310: {'params': mu          0.015648
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 33.89722267401186, 'aic': -59.794445348023714, 'bic': np.float64(-60.01080475180246)}, 315: {'params': mu          1.960965e-02
omega       7.095760e-07
alpha[1]    9.999997e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 35.42109115893883, 'aic': -62.84218231787766, 'bic': np.float64(-63.058541721656404)}, 320: {'params': mu          2.123797e-02
omega       2.690579e-07
alpha[1]    9.999999e-03
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 38.80560686422481, 'aic': -69.61121372844963, 'bic': np.float64(-69.82757313222838)}, 325: {'params': mu          0.025568
omega       0.000002
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 33.77465032021477, 'aic': -59.549300640429536, 'bic': np.float64(-59.76566004420828)}, 330: {'params': mu          2.561572e-02
omega       6.890419e-07
alpha[1]    2.000001e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 37.4803859258225, 'aic': -66.960771851645, 'bic': np.float64(-67.17713125542376)}, 335: {'params': mu          0.024784
omega       0.000003
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 31.00707217898502, 'aic': -54.01414435797004, 'bic': np.float64(-54.230503761748786)}, 340: {'params': mu          0.017357
omega       0.000005
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 30.646878453712358, 'aic': -53.293756907424715, 'bic': np.float64(-53.51011631120346)}, 345: {'params': mu          1.651858e-02
omega       2.162048e-07
alpha[1]    9.999999e-03
beta[1]     6.899999e-01
Name: params, dtype: float64, 'loglikelihood': 39.57290007768389, 'aic': -71.14580015536778, 'bic': np.float64(-71.36215955914653)}, 350: {'params': mu          0.019238
omega       0.000004
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 31.284360655105232, 'aic': -54.568721310210464, 'bic': np.float64(-54.78508071398921)}, 355: {'params': mu          0.026309
omega       0.000011
alpha[1]    0.200001
beta[1]     0.300002
Name: params, dtype: float64, 'loglikelihood': 27.730344912205624, 'aic': -47.46068982441125, 'bic': np.float64(-47.67704922818999)}, 360: {'params': mu          0.036344
omega       0.000003
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 30.79354174177423, 'aic': -53.58708348354846, 'bic': np.float64(-53.80344288732721)}, 365: {'params': mu          0.042626
omega       0.000003
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 32.10971684700469, 'aic': -56.21943369400938, 'bic': np.float64(-56.43579309778813)}, 370: {'params': mu          0.042792
omega       0.000002
alpha[1]    0.200019
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 34.07969173751968, 'aic': -60.15938347503936, 'bic': np.float64(-60.37574287881811)}, 375: {'params': mu          0.032087
omega       0.000029
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 24.221359092244732, 'aic': -40.442718184489465, 'bic': np.float64(-40.65907758826821)}, 380: {'params': mu          0.019914
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 32.61404699949089, 'aic': -57.22809399898178, 'bic': np.float64(-57.44445340276052)}, 385: {'params': mu          0.022816
omega       0.000014
alpha[1]    0.200011
beta[1]     0.300009
Name: params, dtype: float64, 'loglikelihood': 26.78745591902455, 'aic': -45.5749118380491, 'bic': np.float64(-45.79127124182784)}, 390: {'params': mu          3.166251e-02
omega       5.402082e-07
alpha[1]    2.000001e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 38.743857062878504, 'aic': -69.48771412575701, 'bic': np.float64(-69.70407352953576)}, 395: {'params': mu          3.327294e-02
omega       8.755891e-07
alpha[1]    2.000000e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 36.68349790238723, 'aic': -65.36699580477446, 'bic': np.float64(-65.58335520855321)}, 400: {'params': mu          0.027239
omega       0.000019
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 25.63826511971513, 'aic': -43.27653023943026, 'bic': np.float64(-43.492889643209004)}, 405: {'params': mu          0.021264
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 33.082818196868345, 'aic': -58.16563639373669, 'bic': np.float64(-58.38199579751544)}, 410: {'params': mu          0.019294
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 32.08325326901653, 'aic': -56.16650653803306, 'bic': np.float64(-56.38286594181181)}, 415: {'params': mu          0.023382
omega       0.000004
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 31.30349302380717, 'aic': -54.60698604761434, 'bic': np.float64(-54.82334545139309)}, 420: {'params': mu          0.025402
omega       0.000002
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 32.22713296396623, 'aic': -56.454265927932454, 'bic': np.float64(-56.6706253317112)}, 425: {'params': mu          0.025672
omega       0.000002
alpha[1]    0.100000
beta[1]     0.400000
Name: params, dtype: float64, 'loglikelihood': 33.54280265760307, 'aic': -59.08560531520614, 'bic': np.float64(-59.301964718984884)}, 430: {'params': mu          0.020540
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 35.856212946472105, 'aic': -63.71242589294421, 'bic': np.float64(-63.92878529672296)}, 435: {'params': mu          0.010928
omega       0.000014
alpha[1]    0.193812
beta[1]     0.290719
Name: params, dtype: float64, 'loglikelihood': 26.787060899611852, 'aic': -45.574121799223704, 'bic': np.float64(-45.79048120300245)}, 440: {'params': mu          6.332559e-03
omega       9.631609e-08
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 44.17359533678828, 'aic': -80.34719067357656, 'bic': np.float64(-80.56355007735532)}, 445: {'params': mu          0.009818
omega       0.000005
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 30.29380242087016, 'aic': -52.58760484174032, 'bic': np.float64(-52.80396424551907)}, 450: {'params': mu          0.016849
omega       0.000004
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 31.302935348544654, 'aic': -54.60587069708931, 'bic': np.float64(-54.822230100868055)}, 455: {'params': mu          1.955262e-02
omega       1.037641e-07
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 42.155302397284665, 'aic': -76.31060479456933, 'bic': np.float64(-76.52696419834808)}, 460: {'params': mu          0.018345
omega       0.000003
alpha[1]    0.279998
beta[1]     0.270008
Name: params, dtype: float64, 'loglikelihood': 32.68076944953915, 'aic': -57.3615388990783, 'bic': np.float64(-57.577898302857044)}, 465: {'params': mu          1.580030e-02
omega       3.526053e-07
alpha[1]    9.999998e-03
beta[1]     6.899999e-01
Name: params, dtype: float64, 'loglikelihood': 37.877335286820404, 'aic': -67.75467057364081, 'bic': np.float64(-67.97102997741956)}, 470: {'params': mu          1.664850e-02
omega       4.648514e-07
alpha[1]    9.999998e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 36.95348237478499, 'aic': -65.90696474956998, 'bic': np.float64(-66.12332415334873)}, 475: {'params': mu          1.931375e-02
omega       9.520871e-07
alpha[1]    9.999981e-03
beta[1]     4.899991e-01
Name: params, dtype: float64, 'loglikelihood': 36.16649609102188, 'aic': -64.33299218204375, 'bic': np.float64(-64.5493515858225)}, 480: {'params': mu          1.915796e-02
omega       9.687902e-07
alpha[1]    9.999997e-03
beta[1]     4.900001e-01
Name: params, dtype: float64, 'loglikelihood': 36.10099117020955, 'aic': -64.2019823404191, 'bic': np.float64(-64.41834174419785)}, 485: {'params': mu          2.156213e-01
omega       1.536588e-08
alpha[1]    7.191030e-01
beta[1]     4.291019e-06
Name: params, dtype: float64, 'loglikelihood': -76.718360661676, 'aic': 161.436721323352, 'bic': np.float64(161.22036191957326)}, 490: {'params': mu          6.208221e-02
omega       5.289728e-07
alpha[1]    2.000000e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 38.28115795972768, 'aic': -68.56231591945536, 'bic': np.float64(-68.77867532323411)}, 495: {'params': mu          0.061087
omega       0.000003
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 31.035400084345454, 'aic': -54.07080016869091, 'bic': np.float64(-54.287159572469655)}, 500: {'params': mu          0.022103
omega       0.000008
alpha[1]    0.611316
beta[1]     0.131640
Name: params, dtype: float64, 'loglikelihood': 20.986229287606072, 'aic': -33.972458575212144, 'bic': np.float64(-34.18881797899089)}, 505: {'params': mu          1.839139e-02
omega       9.173121e-07
alpha[1]    1.999999e-01
beta[1]     2.999998e-01
Name: params, dtype: float64, 'loglikelihood': 36.560184134638114, 'aic': -65.12036826927623, 'bic': np.float64(-65.33672767305498)}, 510: {'params': mu          1.707543e-02
omega       4.776907e-07
alpha[1]    9.999998e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 36.837672909182515, 'aic': -65.67534581836503, 'bic': np.float64(-65.89170522214378)}, 515: {'params': mu          0.011408
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 32.48327478986951, 'aic': -56.966549579739024, 'bic': np.float64(-57.18290898351777)}, 520: {'params': mu          0.012153
omega       0.000003
alpha[1]    0.256158
beta[1]     0.293898
Name: params, dtype: float64, 'loglikelihood': 31.538991880798246, 'aic': -55.07798376159649, 'bic': np.float64(-55.29434316537524)}, 525: {'params': mu          1.651097e-02
omega       3.809340e-08
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 47.78024335689095, 'aic': -87.5604867137819, 'bic': np.float64(-87.77684611756065)}, 530: {'params': mu          1.786539e-02
omega       4.480198e-07
alpha[1]    9.999998e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 37.04538763006504, 'aic': -66.09077526013009, 'bic': np.float64(-66.30713466390884)}, 535: {'params': mu          0.021153
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 34.50765652777577, 'aic': -61.015313055551545, 'bic': np.float64(-61.23167245933029)}, 540: {'params': mu          0.026052
omega       0.000022
alpha[1]    0.546440
beta[1]     0.000004
Name: params, dtype: float64, 'loglikelihood': 26.09789533521051, 'aic': -44.19579067042102, 'bic': np.float64(-44.412150074199765)}, 545: {'params': mu          0.040610
omega       0.000005
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 28.312428292081172, 'aic': -48.624856584162345, 'bic': np.float64(-48.84121598794109)}, 550: {'params': mu          4.548593e-02
omega       1.800640e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 42.06278681407909, 'aic': -76.12557362815818, 'bic': np.float64(-76.34193303193693)}, 555: {'params': mu          0.040357
omega       0.000016
alpha[1]    0.104575
beta[1]     0.403311
Name: params, dtype: float64, 'loglikelihood': 26.36455472216089, 'aic': -44.72910944432178, 'bic': np.float64(-44.945468848100525)}, 560: {'params': mu          0.029791
omega       0.000009
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 28.336636856758556, 'aic': -48.67327371351711, 'bic': np.float64(-48.88963311729586)}, 565: {'params': mu          2.735911e-02
omega       2.880310e-05
alpha[1]    3.754618e-01
beta[1]     2.408033e-13
Name: params, dtype: float64, 'loglikelihood': 25.65620470109958, 'aic': -43.31240940219916, 'bic': np.float64(-43.528768805977904)}, 570: {'params': mu          0.036571
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 35.294292249872164, 'aic': -62.58858449974433, 'bic': np.float64(-62.804943903523075)}, 575: {'params': mu          3.425681e-02
omega       7.088446e-07
alpha[1]    9.999997e-03
beta[1]     4.900001e-01
Name: params, dtype: float64, 'loglikelihood': 37.195666966133594, 'aic': -66.39133393226719, 'bic': np.float64(-66.60769333604594)}, 580: {'params': mu          0.029740
omega       0.000028
alpha[1]    0.538413
beta[1]     0.093082
Name: params, dtype: float64, 'loglikelihood': 24.017163349894634, 'aic': -40.03432669978927, 'bic': np.float64(-40.250686103568015)}, 585: {'params': mu          1.902063e-02
omega       7.027116e-08
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 45.33156756033263, 'aic': -82.66313512066526, 'bic': np.float64(-82.87949452444401)}, 590: {'params': mu          0.024828
omega       0.000012
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 27.43383816053173, 'aic': -46.86767632106346, 'bic': np.float64(-47.08403572484221)}, 595: {'params': mu          3.045276e-02
omega       1.599532e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 42.59716188995797, 'aic': -77.19432377991593, 'bic': np.float64(-77.41068318369469)}, 600: {'params': mu          0.035781
omega       0.000005
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 30.88846833748178, 'aic': -53.77693667496356, 'bic': np.float64(-53.993296078742304)}, 605: {'params': mu          3.472978e-02
omega       7.281229e-07
alpha[1]    9.999996e-03
beta[1]     6.899998e-01
Name: params, dtype: float64, 'loglikelihood': 35.36006179395105, 'aic': -62.720123587902094, 'bic': np.float64(-62.93648299168084)}, 610: {'params': mu          3.405988e-02
omega       8.110866e-07
alpha[1]    9.999996e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 35.01331991207955, 'aic': -62.026639824159105, 'bic': np.float64(-62.24299922793785)}, 615: {'params': mu          0.030524
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 33.94026535475417, 'aic': -59.880530709508335, 'bic': np.float64(-60.09689011328708)}, 620: {'params': mu          0.026110
omega       0.000003
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 31.966716047845335, 'aic': -55.93343209569067, 'bic': np.float64(-56.149791499469416)}, 625: {'params': mu          0.025724
omega       0.000004
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 31.62060397008009, 'aic': -55.24120794016018, 'bic': np.float64(-55.457567343938926)}, 630: {'params': mu          0.038594
omega       0.000036
alpha[1]    0.010000
beta[1]     0.489995
Name: params, dtype: float64, 'loglikelihood': 23.492530641868093, 'aic': -38.98506128373619, 'bic': np.float64(-39.20142068751493)}, 635: {'params': mu          0.062237
omega       0.000040
alpha[1]    0.199996
beta[1]     0.299993
Name: params, dtype: float64, 'loglikelihood': 23.31775014482524, 'aic': -38.63550028965048, 'bic': np.float64(-38.851859693429226)}, 640: {'params': mu          0.063103
omega       0.000004
alpha[1]    0.265032
beta[1]     0.270024
Name: params, dtype: float64, 'loglikelihood': 31.199280364332914, 'aic': -54.39856072866583, 'bic': np.float64(-54.614920132444574)}, 645: {'params': mu          0.054700
omega       0.000004
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 25.536214767885472, 'aic': -43.072429535770944, 'bic': np.float64(-43.28878893954969)}, 650: {'params': mu          0.037464
omega       0.000028
alpha[1]    0.010000
beta[1]     0.489990
Name: params, dtype: float64, 'loglikelihood': 24.491461318297848, 'aic': -40.982922636595696, 'bic': np.float64(-41.19928204037444)}, 655: {'params': mu          3.328036e-02
omega       1.354799e-07
alpha[1]    9.999999e-03
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 41.1977827110311, 'aic': -74.3955654220622, 'bic': np.float64(-74.61192482584096)}, 660: {'params': mu          3.513559e-02
omega       5.376092e-07
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 36.37316141168258, 'aic': -64.74632282336516, 'bic': np.float64(-64.96268222714392)}, 665: {'params': mu          0.036102
omega       0.000003
alpha[1]    0.200148
beta[1]     0.299937
Name: params, dtype: float64, 'loglikelihood': 32.643045231804514, 'aic': -57.28609046360903, 'bic': np.float64(-57.502449867387774)}, 670: {'params': mu          0.048682
omega       0.000013
alpha[1]    0.199999
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 27.2612498023169, 'aic': -46.5224996046338, 'bic': np.float64(-46.73885900841255)}, 675: {'params': mu          5.060154e-02
omega       5.037274e-07
alpha[1]    9.999998e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 36.61630819085002, 'aic': -65.23261638170004, 'bic': np.float64(-65.4489757854788)}, 680: {'params': mu          0.046667
omega       0.000005
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 28.865165962924387, 'aic': -49.73033192584877, 'bic': np.float64(-49.94669132962752)}, 685: {'params': mu          0.035392
omega       0.000012
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 26.08542304586402, 'aic': -44.17084609172804, 'bic': np.float64(-44.387205495506784)}, 690: {'params': mu          0.025750
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 35.99505192753061, 'aic': -63.99010385506122, 'bic': np.float64(-64.20646325883997)}, 695: {'params': mu          0.024201
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 33.249723134263036, 'aic': -58.49944626852607, 'bic': np.float64(-58.71580567230482)}, 700: {'params': mu          0.026693
omega       0.000001
alpha[1]    0.100000
beta[1]     0.400000
Name: params, dtype: float64, 'loglikelihood': 35.50310963661551, 'aic': -63.006219273231025, 'bic': np.float64(-63.22257867700977)}, 705: {'params': mu          2.812966e-02
omega       2.078450e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 41.782621542557344, 'aic': -75.56524308511469, 'bic': np.float64(-75.78160248889344)}, 710: {'params': mu          0.025781
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 32.82283981496069, 'aic': -57.645679629921375, 'bic': np.float64(-57.86203903370012)}, 715: {'params': mu          0.023426
omega       0.000004
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 31.659660731259034, 'aic': -55.31932146251807, 'bic': np.float64(-55.535680866296815)}, 720: {'params': mu          2.032908e-02
omega       3.850319e-07
alpha[1]    9.999998e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 37.55423336377889, 'aic': -67.10846672755778, 'bic': np.float64(-67.32482613133654)}, 725: {'params': mu          0.021694
omega       0.000002
alpha[1]    0.199998
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 33.9094367842643, 'aic': -59.8188735685286, 'bic': np.float64(-60.03523297230735)}, 730: {'params': mu          0.032202
omega       0.000014
alpha[1]    0.199997
beta[1]     0.299995
Name: params, dtype: float64, 'loglikelihood': 26.766317268768617, 'aic': -45.532634537537234, 'bic': np.float64(-45.74899394131598)}, 735: {'params': mu          0.039369
omega       0.000003
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 30.19308866441365, 'aic': -52.3861773288273, 'bic': np.float64(-52.60253673260605)}, 740: {'params': mu          0.050853
omega       0.000016
alpha[1]    0.199999
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 26.6044370416908, 'aic': -45.2088740833816, 'bic': np.float64(-45.42523348716035)}, 745: {'params': mu          0.050426
omega       0.000001
alpha[1]    0.200000
beta[1]     0.500000
Name: params, dtype: float64, 'loglikelihood': 34.08099899608287, 'aic': -60.16199799216574, 'bic': np.float64(-60.378357395944484)}, 750: {'params': mu          0.047373
omega       0.000008
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 26.86877510034533, 'aic': -45.73755020069066, 'bic': np.float64(-45.95390960446941)}, 755: {'params': mu          0.035883
omega       0.000018
alpha[1]    0.010000
beta[1]     0.489988
Name: params, dtype: float64, 'loglikelihood': 25.90341543854172, 'aic': -43.80683087708344, 'bic': np.float64(-44.02319028086219)}, 760: {'params': mu          0.032480
omega       0.000004
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 29.392898965777945, 'aic': -50.78579793155589, 'bic': np.float64(-51.00215733533464)}, 765: {'params': mu          0.035107
omega       0.000005
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 31.007391533924668, 'aic': -54.014783067849336, 'bic': np.float64(-54.23114247162808)}, 770: {'params': mu          3.339840e-02
omega       6.602834e-07
alpha[1]    9.999998e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 37.44652088564299, 'aic': -66.89304177128598, 'bic': np.float64(-67.10940117506473)}, 775: {'params': mu          0.034195
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 31.566154056208735, 'aic': -55.13230811241747, 'bic': np.float64(-55.348667516196215)}, 780: {'params': mu          3.658485e-02
omega       4.627466e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 38.860998077739794, 'aic': -69.72199615547959, 'bic': np.float64(-69.93835555925834)}, 785: {'params': mu          3.638182e-02
omega       2.156766e-07
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 39.59105161008299, 'aic': -71.18210322016598, 'bic': np.float64(-71.39846262394474)}, 790: {'params': mu          0.029375
omega       0.000034
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 23.697079341523803, 'aic': -39.39415868304761, 'bic': np.float64(-39.61051808682635)}, 795: {'params': mu          0.022726
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 33.56797356447039, 'aic': -59.135947128940785, 'bic': np.float64(-59.35230653271953)}, 800: {'params': mu          2.502281e-02
omega       6.069821e-07
alpha[1]    9.999998e-03
beta[1]     4.900001e-01
Name: params, dtype: float64, 'loglikelihood': 37.75239318243017, 'aic': -67.50478636486034, 'bic': np.float64(-67.72114576863909)}, 805: {'params': mu          2.674687e-02
omega       6.098685e-07
alpha[1]    9.999997e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 35.95679118847335, 'aic': -63.91358237694671, 'bic': np.float64(-64.12994178072546)}, 810: {'params': mu          2.759567e-02
omega       3.429195e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 39.92744927123044, 'aic': -71.85489854246087, 'bic': np.float64(-72.07125794623963)}, 815: {'params': mu          0.028534
omega       0.000003
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 30.55853699707246, 'aic': -53.11707399414492, 'bic': np.float64(-53.33343339792366)}, 820: {'params': mu          3.324130e-02
omega       5.646054e-07
alpha[1]    9.999997e-03
beta[1]     6.899998e-01
Name: params, dtype: float64, 'loglikelihood': 36.22305000712593, 'aic': -64.44610001425185, 'bic': np.float64(-64.66245941803061)}, 825: {'params': mu          0.037784
omega       0.000007
alpha[1]    0.099995
beta[1]     0.399983
Name: params, dtype: float64, 'loglikelihood': 29.018138313871223, 'aic': -50.036276627742446, 'bic': np.float64(-50.25263603152119)}, 830: {'params': mu          0.039054
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 31.907017965948327, 'aic': -55.814035931896655, 'bic': np.float64(-56.0303953356754)}, 835: {'params': mu          0.041839
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 32.43337445707234, 'aic': -56.86674891414468, 'bic': np.float64(-57.083108317923426)}, 840: {'params': mu          0.039957
omega       0.000002
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 32.32159058473219, 'aic': -56.643181169464384, 'bic': np.float64(-56.85954057324313)}, 845: {'params': mu          0.037935
omega       0.000011
alpha[1]    0.228731
beta[1]     0.299035
Name: params, dtype: float64, 'loglikelihood': 27.455720556468158, 'aic': -46.911441112936316, 'bic': np.float64(-47.12780051671506)}, 850: {'params': mu          0.031018
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 32.670306749803146, 'aic': -57.34061349960629, 'bic': np.float64(-57.55697290338504)}, 855: {'params': mu          0.030026
omega       0.000005
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 30.19467956742487, 'aic': -52.38935913484974, 'bic': np.float64(-52.60571853862849)}, 860: {'params': mu          2.572430e-02
omega       3.546490e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 39.62378879685308, 'aic': -71.24757759370615, 'bic': np.float64(-71.46393699748491)}, 865: {'params': mu          2.692463e-02
omega       9.611586e-07
alpha[1]    9.999997e-03
beta[1]     4.900001e-01
Name: params, dtype: float64, 'loglikelihood': 36.08567895900594, 'aic': -64.17135791801188, 'bic': np.float64(-64.38771732179063)}, 870: {'params': mu          0.030099
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 32.77802378722984, 'aic': -57.55604757445968, 'bic': np.float64(-57.77240697823843)}, 875: {'params': mu          0.033157
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 34.243026454308854, 'aic': -60.48605290861771, 'bic': np.float64(-60.702412312396454)}, 880: {'params': mu          0.032364
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 33.431467988973324, 'aic': -58.86293597794665, 'bic': np.float64(-59.079295381725395)}, 885: {'params': mu          3.123534e-02
omega       6.858992e-07
alpha[1]    9.999997e-03
beta[1]     6.899998e-01
Name: params, dtype: float64, 'loglikelihood': 35.54216970722524, 'aic': -63.08433941445048, 'bic': np.float64(-63.30069881822923)}, 890: {'params': mu          0.034576
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 34.81222634019148, 'aic': -61.62445268038296, 'bic': np.float64(-61.840812084161705)}, 895: {'params': mu          0.037348
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 35.3165374350252, 'aic': -62.63307487005039, 'bic': np.float64(-62.84943427382914)}, 900: {'params': mu          0.045243
omega       0.000009
alpha[1]    0.010000
beta[1]     0.689997
Name: params, dtype: float64, 'loglikelihood': 26.502517839546012, 'aic': -45.005035679092025, 'bic': np.float64(-45.22139508287077)}, 905: {'params': mu          0.044216
omega       0.000003
alpha[1]    0.200000
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 30.534813863190557, 'aic': -53.069627726381114, 'bic': np.float64(-53.28598713015986)}, 910: {'params': mu          0.043156
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 31.267514863763335, 'aic': -54.53502972752667, 'bic': np.float64(-54.751389131305416)}, 915: {'params': mu          0.041793
omega       0.000004
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 32.02592422765943, 'aic': -56.05184845531886, 'bic': np.float64(-56.26820785909761)}, 920: {'params': mu          4.120596e-02
omega       2.972455e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 40.23331927871874, 'aic': -72.46663855743748, 'bic': np.float64(-72.68299796121623)}, 925: {'params': mu          0.039110
omega       0.000012
alpha[1]    0.497819
beta[1]     0.186949
Name: params, dtype: float64, 'loglikelihood': 26.38153677142649, 'aic': -44.76307354285298, 'bic': np.float64(-44.979432946631725)}, 930: {'params': mu          2.913028e-02
omega       9.886000e-07
alpha[1]    9.999995e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 34.26106007757756, 'aic': -60.52212015515512, 'bic': np.float64(-60.73847955893387)}, 935: {'params': mu          3.180641e-02
omega       4.588644e-07
alpha[1]    9.999990e-03
beta[1]     6.900003e-01
Name: params, dtype: float64, 'loglikelihood': 36.9938292550584, 'aic': -65.9876585101168, 'bic': np.float64(-66.20401791389556)}, 940: {'params': mu          3.261529e-02
omega       5.519254e-07
alpha[1]    9.999998e-03
beta[1]     6.899999e-01
Name: params, dtype: float64, 'loglikelihood': 36.273767422620416, 'aic': -64.54753484524083, 'bic': np.float64(-64.76389424901959)}, 945: {'params': mu          3.399155e-02
omega       8.835463e-08
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 42.70095383736298, 'aic': -77.40190767472596, 'bic': np.float64(-77.61826707850472)}, 950: {'params': mu          3.473211e-02
omega       7.973487e-07
alpha[1]    1.000001e-02
beta[1]     4.900001e-01
Name: params, dtype: float64, 'loglikelihood': 36.79981559927607, 'aic': -65.59963119855215, 'bic': np.float64(-65.8159906023309)}, 955: {'params': mu          3.364110e-02
omega       9.406327e-08
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 42.484141213649245, 'aic': -76.96828242729849, 'bic': np.float64(-77.18464183107724)}, 960: {'params': mu          0.034403
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 34.19875963256667, 'aic': -60.39751926513334, 'bic': np.float64(-60.613878668912086)}, 965: {'params': mu          3.448799e-02
omega       8.934304e-07
alpha[1]    9.999996e-03
beta[1]     6.899997e-01
Name: params, dtype: float64, 'loglikelihood': 34.61691178663262, 'aic': -61.23382357326524, 'bic': np.float64(-61.45018297704399)}, 970: {'params': mu          0.031966
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 33.847800070462235, 'aic': -59.69560014092447, 'bic': np.float64(-59.911959544703215)}, 975: {'params': mu          0.024896
omega       0.000009
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 28.31348467311984, 'aic': -48.62696934623968, 'bic': np.float64(-48.84332875001843)}, 980: {'params': mu          0.025047
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 33.483012944926344, 'aic': -58.96602588985269, 'bic': np.float64(-59.182385293631434)}, 985: {'params': mu          0.033283
omega       0.000019
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 25.745996413449085, 'aic': -43.49199282689817, 'bic': np.float64(-43.708352230676915)}, 990: {'params': mu          0.047244
omega       0.000014
alpha[1]    0.050000
beta[1]     0.450000
Name: params, dtype: float64, 'loglikelihood': 26.776477289315746, 'aic': -45.55295457863149, 'bic': np.float64(-45.76931398241024)}, 995: {'params': mu          5.409291e-02
omega       3.432520e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 39.73161323884397, 'aic': -71.46322647768794, 'bic': np.float64(-71.67958588146669)}, 1000: {'params': mu          0.055622
omega       0.000003
alpha[1]    0.377573
beta[1]     0.253845
Name: params, dtype: float64, 'loglikelihood': 31.83200076812498, 'aic': -55.66400153624996, 'bic': np.float64(-55.88036094002871)}, 1005: {'params': mu          0.054486
omega       0.000005
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 30.388420227404403, 'aic': -52.776840454808806, 'bic': np.float64(-52.99319985858755)}, 1010: {'params': mu          0.052482
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 34.01020423424278, 'aic': -60.020408468485556, 'bic': np.float64(-60.2367678722643)}, 1015: {'params': mu          0.047683
omega       0.000006
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.193712154087606, 'aic': -48.38742430817521, 'bic': np.float64(-48.60378371195396)}, 1020: {'params': mu          0.050281
omega       0.000022
alpha[1]    0.200005
beta[1]     0.299857
Name: params, dtype: float64, 'loglikelihood': 25.18629473782903, 'aic': -42.37258947565806, 'bic': np.float64(-42.588948879436806)}, 1025: {'params': mu          0.070107
omega       0.000028
alpha[1]    0.199994
beta[1]     0.299991
Name: params, dtype: float64, 'loglikelihood': 24.577854925934435, 'aic': -41.15570985186887, 'bic': np.float64(-41.37206925564762)}, 1030: {'params': mu          0.074161
omega       0.000006
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 29.92444479667082, 'aic': -51.84888959334164, 'bic': np.float64(-52.065248997120385)}, 1035: {'params': mu          0.068848
omega       0.000023
alpha[1]    0.999705
beta[1]     0.000135
Name: params, dtype: float64, 'loglikelihood': 24.56166426258107, 'aic': -41.12332852516214, 'bic': np.float64(-41.33968792894088)}, 1040: {'params': mu          0.053138
omega       0.000005
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 30.681389608134193, 'aic': -53.362779216268386, 'bic': np.float64(-53.57913862004713)}, 1045: {'params': mu          0.043111
omega       0.000021
alpha[1]    0.650945
beta[1]     0.000006
Name: params, dtype: float64, 'loglikelihood': 25.06309746151399, 'aic': -42.12619492302798, 'bic': np.float64(-42.34255432680673)}, 1050: {'params': mu          4.289523e-02
omega       5.854688e-07
alpha[1]    9.999997e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 36.14245685948223, 'aic': -64.28491371896446, 'bic': np.float64(-64.50127312274321)}, 1055: {'params': mu          0.041458
omega       0.000001
alpha[1]    0.819008
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 32.688457249714105, 'aic': -57.37691449942821, 'bic': np.float64(-57.593273903206956)}, 1060: {'params': mu          0.036926
omega       0.000010
alpha[1]    0.453203
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.477663392538915, 'aic': -48.95532678507783, 'bic': np.float64(-49.171686188856576)}, 1065: {'params': mu          3.194137e-02
omega       1.580936e-07
alpha[1]    1.000001e-02
beta[1]     6.899999e-01
Name: params, dtype: float64, 'loglikelihood': 40.714760341863496, 'aic': -73.42952068372699, 'bic': np.float64(-73.64588008750574)}, 1070: {'params': mu          0.027356
omega       0.000004
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 31.77554707518626, 'aic': -55.55109415037252, 'bic': np.float64(-55.76745355415127)}, 1075: {'params': mu          0.023783
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 32.67539224446685, 'aic': -57.3507844889337, 'bic': np.float64(-57.567143892712444)}, 1080: {'params': mu          0.027873
omega       0.000005
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 30.335347684183787, 'aic': -52.670695368367575, 'bic': np.float64(-52.88705477214632)}, 1085: {'params': mu          3.145328e-02
omega       3.335995e-07
alpha[1]    9.994903e-03
beta[1]     4.901863e-01
Name: params, dtype: float64, 'loglikelihood': 39.8737319211109, 'aic': -71.7474638422218, 'bic': np.float64(-71.96382324600056)}, 1090: {'params': mu          0.035298
omega       0.000003
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 31.932489027599836, 'aic': -55.86497805519967, 'bic': np.float64(-56.08133745897842)}, 1095: {'params': mu          3.513403e-02
omega       8.746296e-07
alpha[1]    9.999998e-03
beta[1]     4.900001e-01
Name: params, dtype: float64, 'loglikelihood': 36.457618795493886, 'aic': -64.91523759098777, 'bic': np.float64(-65.13159699476653)}, 1100: {'params': mu          0.035567
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 35.9694758621328, 'aic': -63.93895172426561, 'bic': np.float64(-64.15531112804436)}, 1105: {'params': mu          0.036940
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 34.50504568409208, 'aic': -61.01009136818416, 'bic': np.float64(-61.22645077196291)}, 1110: {'params': mu          0.047175
omega       0.000012
alpha[1]    0.199999
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 27.262034560191836, 'aic': -46.52406912038367, 'bic': np.float64(-46.74042852416242)}, 1115: {'params': mu          0.051253
omega       0.000004
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 31.425042232284035, 'aic': -54.85008446456807, 'bic': np.float64(-55.066443868346816)}, 1120: {'params': mu          0.047083
omega       0.000006
alpha[1]    0.200002
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 29.995236906259613, 'aic': -51.99047381251923, 'bic': np.float64(-52.20683321629797)}, 1125: {'params': mu          0.049270
omega       0.000005
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 28.295290642038466, 'aic': -48.59058128407693, 'bic': np.float64(-48.80694068785568)}, 1130: {'params': mu          5.091542e-02
omega       5.921895e-07
alpha[1]    2.000001e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 37.97013010871466, 'aic': -67.94026021742933, 'bic': np.float64(-68.15661962120808)}, 1135: {'params': mu          0.052216
omega       0.000005
alpha[1]    0.999687
beta[1]     0.000285
Name: params, dtype: float64, 'loglikelihood': 28.637187319765065, 'aic': -49.27437463953013, 'bic': np.float64(-49.490734043308876)}, 1140: {'params': mu          4.879783e-02
omega       2.049677e-06
alpha[1]    2.031608e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 23.115768183137057, 'aic': -38.23153636627411, 'bic': np.float64(-38.44789577005286)}, 1145: {'params': mu          0.058020
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 35.35808082795863, 'aic': -62.71616165591726, 'bic': np.float64(-62.93252105969601)}, 1150: {'params': mu          0.057851
omega       0.000003
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 31.95927312261383, 'aic': -55.91854624522766, 'bic': np.float64(-56.134905649006406)}, 1155: {'params': mu          0.056711
omega       0.000010
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 27.89321936386932, 'aic': -47.78643872773864, 'bic': np.float64(-48.00279813151739)}, 1160: {'params': mu          0.055021
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 34.698311997575246, 'aic': -61.39662399515049, 'bic': np.float64(-61.61298339892924)}, 1165: {'params': mu          0.047533
omega       0.000029
alpha[1]    0.681814
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 24.2139904283677, 'aic': -40.4279808567354, 'bic': np.float64(-40.64434026051415)}, 1170: {'params': mu          3.404321e-02
omega       2.362067e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 41.055376085731446, 'aic': -74.11075217146289, 'bic': np.float64(-74.32711157524164)}, 1175: {'params': mu          0.032760
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 32.480309735194865, 'aic': -56.96061947038973, 'bic': np.float64(-57.176978874168476)}, 1180: {'params': mu          3.496089e-02
omega       6.954519e-07
alpha[1]    9.999998e-03
beta[1]     6.899998e-01
Name: params, dtype: float64, 'loglikelihood': 35.54466961633763, 'aic': -63.08933923267526, 'bic': np.float64(-63.305698636454004)}, 1185: {'params': mu          3.493945e-02
omega       5.298480e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 38.203099040711365, 'aic': -68.40619808142273, 'bic': np.float64(-68.62255748520148)}, 1190: {'params': mu          0.032696
omega       0.000005
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 28.73258454076551, 'aic': -49.46516908153102, 'bic': np.float64(-49.68152848530977)}, 1195: {'params': mu          0.033932
omega       0.000014
alpha[1]    0.010000
beta[1]     0.489998
Name: params, dtype: float64, 'loglikelihood': 26.734153000324664, 'aic': -45.46830600064933, 'bic': np.float64(-45.684665404428074)}, 1200: {'params': mu          0.041747
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 31.473214874541313, 'aic': -54.946429749082625, 'bic': np.float64(-55.16278915286137)}, 1205: {'params': mu          4.146634e-02
omega       7.506913e-07
alpha[1]    9.999997e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 35.23574284246822, 'aic': -62.47148568493644, 'bic': np.float64(-62.687845088715186)}, 1210: {'params': mu          0.035566
omega       0.000020
alpha[1]    0.562645
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 26.54364073643928, 'aic': -45.08728147287856, 'bic': np.float64(-45.303640876657305)}, 1215: {'params': mu          0.026054
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 32.908941354462044, 'aic': -57.81788270892409, 'bic': np.float64(-58.034242112702835)}, 1220: {'params': mu          0.033691
omega       0.000004
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 31.71157198252376, 'aic': -55.42314396504752, 'bic': np.float64(-55.63950336882627)}, 1225: {'params': mu          3.375857e-02
omega       1.838195e-07
alpha[1]    9.999999e-03
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 40.15809688626439, 'aic': -72.31619377252878, 'bic': np.float64(-72.53255317630753)}, 1230: {'params': mu          0.030690
omega       0.000009
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 26.513510598609564, 'aic': -45.02702119721913, 'bic': np.float64(-45.243380600997874)}, 1235: {'params': mu          0.023571
omega       0.000005
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 31.26720087137604, 'aic': -54.53440174275208, 'bic': np.float64(-54.75076114653083)}, 1240: {'params': mu          2.240171e-02
omega       6.334377e-07
alpha[1]    9.999997e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 35.8266322057655, 'aic': -63.653264411531, 'bic': np.float64(-63.869623815309744)}, 1245: {'params': mu          0.018882
omega       0.000003
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 30.59500419467874, 'aic': -53.19000838935748, 'bic': np.float64(-53.406367793136226)}, 1250: {'params': mu          0.013260
omega       0.000004
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 31.59038454587874, 'aic': -55.18076909175748, 'bic': np.float64(-55.39712849553623)}, 1255: {'params': mu          1.257023e-02
omega       5.794300e-08
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 44.17487272890033, 'aic': -80.34974545780067, 'bic': np.float64(-80.56610486157942)}, 1260: {'params': mu          0.014220
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 32.01281568176202, 'aic': -56.02563136352404, 'bic': np.float64(-56.24199076730279)}, 1265: {'params': mu          0.020959
omega       0.000002
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 33.986070189934054, 'aic': -59.97214037986811, 'bic': np.float64(-60.188499783646854)}, 1270: {'params': mu          2.269537e-02
omega       3.736622e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 39.47435963330502, 'aic': -70.94871926661004, 'bic': np.float64(-71.1650786703888)}, 1275: {'params': mu          0.020693
omega       0.000003
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 30.042397078243418, 'aic': -52.084794156486836, 'bic': np.float64(-52.30115356026558)}, 1280: {'params': mu          2.190113e-02
omega       8.368919e-05
alpha[1]    3.037862e-01
beta[1]     1.969745e-09
Name: params, dtype: float64, 'loglikelihood': 22.146590775947082, 'aic': -36.293181551894165, 'bic': np.float64(-36.50954095567291)}, 1285: {'params': mu          3.983330e-02
omega       8.644882e-08
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 42.78661780146501, 'aic': -77.57323560293003, 'bic': np.float64(-77.78959500670878)}, 1290: {'params': mu          4.005785e-02
omega       5.042766e-08
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 46.469245767465175, 'aic': -84.93849153493035, 'bic': np.float64(-85.1548509387091)}, 1295: {'params': mu          3.310553e-02
omega       4.506200e-05
alpha[1]    6.358586e-01
beta[1]     2.669771e-09
Name: params, dtype: float64, 'loglikelihood': 22.50676991911746, 'aic': -37.01353983823492, 'bic': np.float64(-37.229899242013666)}, 1300: {'params': mu          1.959490e-02
omega       3.204400e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 40.276309704775024, 'aic': -72.55261940955005, 'bic': np.float64(-72.7689788133288)}, 1305: {'params': mu          2.063092e-02
omega       3.365240e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 39.81805690170138, 'aic': -71.63611380340276, 'bic': np.float64(-71.85247320718152)}, 1310: {'params': mu          2.125138e-02
omega       4.511960e-07
alpha[1]    9.999999e-03
beta[1]     4.900001e-01
Name: params, dtype: float64, 'loglikelihood': 38.78391703593751, 'aic': -69.56783407187503, 'bic': np.float64(-69.78419347565378)}, 1315: {'params': mu          0.027761
omega       0.000008
alpha[1]    0.199999
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 28.85060563129077, 'aic': -49.70121126258154, 'bic': np.float64(-49.917570666360284)}, 1320: {'params': mu          0.033524
omega       0.000005
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 28.90356008163582, 'aic': -49.80712016327164, 'bic': np.float64(-50.02347956705039)}, 1325: {'params': mu          0.034608
omega       0.000003
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 30.57950965815093, 'aic': -53.15901931630186, 'bic': np.float64(-53.375378720080604)}, 1330: {'params': mu          0.028118
omega       0.000004
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 31.247996082800036, 'aic': -54.49599216560007, 'bic': np.float64(-54.71235156937882)}, 1335: {'params': mu          9.715815e-03
omega       9.942791e-07
alpha[1]    4.935429e-01
beta[1]     3.631025e-03
Name: params, dtype: float64, 'loglikelihood': 28.12010702943432, 'aic': -48.24021405886864, 'bic': np.float64(-48.456573462647384)}, 1340: {'params': mu          1.089505e-02
omega       8.262665e-07
alpha[1]    9.999998e-03
beta[1]     4.899999e-01
Name: params, dtype: float64, 'loglikelihood': 36.658869821131844, 'aic': -65.31773964226369, 'bic': np.float64(-65.53409904604244)}, 1345: {'params': mu          1.269584e-02
omega       9.604224e-08
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 44.20028258096774, 'aic': -80.40056516193548, 'bic': np.float64(-80.61692456571423)}, 1350: {'params': mu          1.381070e-02
omega       1.688805e-07
alpha[1]    9.999999e-03
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 40.445271064896076, 'aic': -72.89054212979215, 'bic': np.float64(-73.1069015335709)}, 1355: {'params': mu          0.016135
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 35.67690230994006, 'aic': -63.35380461988012, 'bic': np.float64(-63.57016402365887)}, 1360: {'params': mu          1.697601e-02
omega       1.494146e-08
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 48.91452232589506, 'aic': -89.82904465179011, 'bic': np.float64(-90.04540405556887)}, 1365: {'params': mu          0.019614
omega       0.000003
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 30.166384236271035, 'aic': -52.33276847254207, 'bic': np.float64(-52.54912787632082)}, 1370: {'params': mu          2.069878e-02
omega       8.540429e-07
alpha[1]    1.999999e-01
beta[1]     2.999998e-01
Name: params, dtype: float64, 'loglikelihood': 36.865295637839274, 'aic': -65.73059127567855, 'bic': np.float64(-65.9469506794573)}, 1375: {'params': mu          0.027852
omega       0.000023
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 25.041303319691146, 'aic': -42.08260663938229, 'bic': np.float64(-42.29896604316104)}, 1380: {'params': mu          3.440151e-02
omega       6.136395e-07
alpha[1]    9.999998e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 37.70165959565849, 'aic': -67.40331919131698, 'bic': np.float64(-67.61967859509573)}, 1385: {'params': mu          0.037254
omega       0.000003
alpha[1]    0.200000
beta[1]     0.299996
Name: params, dtype: float64, 'loglikelihood': 32.6847428944971, 'aic': -57.3694857889942, 'bic': np.float64(-57.58584519277294)}, 1390: {'params': mu          0.033438
omega       0.000006
alpha[1]    0.010000
beta[1]     0.689998
Name: params, dtype: float64, 'loglikelihood': 27.76575635779203, 'aic': -47.53151271558406, 'bic': np.float64(-47.7478721193628)}, 1395: {'params': mu          0.033865
omega       0.000006
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 29.786412349276773, 'aic': -51.572824698553546, 'bic': np.float64(-51.78918410233229)}, 1400: {'params': mu          0.041898
omega       0.000006
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 29.690380795757275, 'aic': -51.38076159151455, 'bic': np.float64(-51.597120995293295)}, 1405: {'params': mu          0.044120
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 35.77177570220062, 'aic': -63.54355140440124, 'bic': np.float64(-63.75991080817999)}, 1410: {'params': mu          4.409996e-02
omega       9.270223e-07
alpha[1]    3.994394e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 27.494866601567384, 'aic': -46.98973320313477, 'bic': np.float64(-47.206092606913515)}, 1415: {'params': mu          0.035638
omega       0.000003
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 32.70483126210641, 'aic': -57.40966252421282, 'bic': np.float64(-57.626021927991566)}, 1420: {'params': mu          0.035919
omega       0.000004
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 30.948813793222552, 'aic': -53.897627586445104, 'bic': np.float64(-54.11398699022385)}, 1425: {'params': mu          0.031976
omega       0.000006
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 29.84844216682066, 'aic': -51.69688433364132, 'bic': np.float64(-51.91324373742007)}, 1430: {'params': mu          0.033170
omega       0.000003
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 32.247494430912894, 'aic': -56.49498886182579, 'bic': np.float64(-56.711348265604535)}, 1435: {'params': mu          0.034318
omega       0.000002
alpha[1]    0.200035
beta[1]     0.300007
Name: params, dtype: float64, 'loglikelihood': 33.09556512645756, 'aic': -58.191130252915116, 'bic': np.float64(-58.40748965669386)}, 1440: {'params': mu          0.038489
omega       0.000009
alpha[1]    0.199999
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 28.396073826266125, 'aic': -48.79214765253225, 'bic': np.float64(-49.008507056311)}, 1445: {'params': mu          0.043560
omega       0.000003
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 30.215529356273255, 'aic': -52.43105871254651, 'bic': np.float64(-52.647418116325255)}, 1450: {'params': mu          0.057435
omega       0.000009
alpha[1]    0.658549
beta[1]     0.001286
Name: params, dtype: float64, 'loglikelihood': 27.301734604478924, 'aic': -46.60346920895785, 'bic': np.float64(-46.81982861273659)}, 1455: {'params': mu          0.089436
omega       0.002393
alpha[1]    0.377128
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 10.195387392860477, 'aic': -12.390774785720954, 'bic': np.float64(-12.6071341894997)}, 1460: {'params': mu          0.188053
omega       0.000001
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 34.66157759914423, 'aic': -61.32315519828846, 'bic': np.float64(-61.53951460206721)}, 1465: {'params': mu          0.182212
omega       0.000004
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 31.36495749771205, 'aic': -54.7299149954241, 'bic': np.float64(-54.94627439920285)}, 1470: {'params': mu          0.125389
omega       0.003119
alpha[1]    0.414710
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 8.640669003066982, 'aic': -9.281338006133964, 'bic': np.float64(-9.49769740991271)}, 1475: {'params': mu          0.031257
omega       0.000012
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 27.44695973940767, 'aic': -46.89391947881534, 'bic': np.float64(-47.11027888259409)}, 1480: {'params': mu          0.029044
omega       0.000001
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 33.52417323679847, 'aic': -59.048346473596936, 'bic': np.float64(-59.26470587737568)}, 1485: {'params': mu          2.980540e-02
omega       5.324779e-07
alpha[1]    1.000002e-02
beta[1]     4.900001e-01
Name: params, dtype: float64, 'loglikelihood': 38.20149450923938, 'aic': -68.40298901847876, 'bic': np.float64(-68.61934842225752)}, 1490: {'params': mu          2.870391e-02
omega       2.374932e-07
alpha[1]    9.999999e-03
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 39.316154704780146, 'aic': -70.63230940956029, 'bic': np.float64(-70.84866881333905)}, 1495: {'params': mu          0.023834
omega       0.000005
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 30.345853576252345, 'aic': -52.69170715250469, 'bic': np.float64(-52.90806655628344)}, 1500: {'params': mu          2.101509e-02
omega       6.422739e-07
alpha[1]    9.999998e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 37.51765767638733, 'aic': -67.03531535277466, 'bic': np.float64(-67.25167475655341)}, 1505: {'params': mu          2.266351e-02
omega       6.820746e-07
alpha[1]    9.999998e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 37.2987939397021, 'aic': -66.5975878794042, 'bic': np.float64(-66.81394728318296)}, 1510: {'params': mu          2.341704e-02
omega       1.285780e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 43.198339047935086, 'aic': -78.39667809587017, 'bic': np.float64(-78.61303749964893)}, 1515: {'params': mu          0.026129
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 33.298013966085385, 'aic': -58.59602793217077, 'bic': np.float64(-58.812387335949516)}, 1520: {'params': mu          0.029526
omega       0.000002
alpha[1]    0.200021
beta[1]     0.299991
Name: params, dtype: float64, 'loglikelihood': 33.63131429086532, 'aic': -59.26262858173064, 'bic': np.float64(-59.478987985509384)}, 1525: {'params': mu          3.318437e-02
omega       6.063084e-07
alpha[1]    9.999997e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 35.96347893977381, 'aic': -63.926957879547615, 'bic': np.float64(-64.14331728332637)}, 1530: {'params': mu          0.030677
omega       0.000004
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 31.329572507064846, 'aic': -54.65914501412969, 'bic': np.float64(-54.87550441790844)}, 1535: {'params': mu          0.024776
omega       0.000004
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 31.007155958852604, 'aic': -54.01431191770521, 'bic': np.float64(-54.23067132148395)}, 1540: {'params': mu          0.022152
omega       0.000014
alpha[1]    0.635402
beta[1]     0.137115
Name: params, dtype: float64, 'loglikelihood': 27.457261022415608, 'aic': -46.914522044831216, 'bic': np.float64(-47.13088144860996)}, 1545: {'params': mu          3.296437e-02
omega       9.772046e-07
alpha[1]    9.999997e-03
beta[1]     4.899999e-01
Name: params, dtype: float64, 'loglikelihood': 36.159187201852376, 'aic': -64.31837440370475, 'bic': np.float64(-64.5347338074835)}, 1550: {'params': mu          3.339384e-02
omega       6.645070e-07
alpha[1]    2.000003e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 37.685944509680155, 'aic': -67.37188901936031, 'bic': np.float64(-67.58824842313906)}, 1555: {'params': mu          0.027717
omega       0.000024
alpha[1]    0.407709
beta[1]     0.222043
Name: params, dtype: float64, 'loglikelihood': 24.534040071311765, 'aic': -41.06808014262353, 'bic': np.float64(-41.284439546402275)}, 1560: {'params': mu          0.017557
omega       0.000003
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 30.654469628130066, 'aic': -53.30893925626013, 'bic': np.float64(-53.52529866003888)}, 1565: {'params': mu          0.025151
omega       0.000007
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 29.08260580922279, 'aic': -50.16521161844558, 'bic': np.float64(-50.38157102222433)}, 1570: {'params': mu          0.032822
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 33.623539185388076, 'aic': -59.24707837077615, 'bic': np.float64(-59.4634377745549)}, 1575: {'params': mu          0.031228
omega       0.000005
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 30.52763994229605, 'aic': -53.0552798845921, 'bic': np.float64(-53.27163928837085)}, 1580: {'params': mu          0.024415
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 33.434677254624155, 'aic': -58.86935450924831, 'bic': np.float64(-59.08571391302706)}, 1585: {'params': mu          2.089049e-02
omega       9.887781e-07
alpha[1]    2.000000e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 36.274170578124675, 'aic': -64.54834115624935, 'bic': np.float64(-64.7647005600281)}, 1590: {'params': mu          2.096726e-02
omega       3.212262e-07
alpha[1]    1.000000e-01
beta[1]     4.000000e-01
Name: params, dtype: float64, 'loglikelihood': 40.00524274379468, 'aic': -72.01048548758936, 'bic': np.float64(-72.22684489136812)}, 1595: {'params': mu          0.033486
omega       0.000039
alpha[1]    0.010001
beta[1]     0.690007
Name: params, dtype: float64, 'loglikelihood': 21.402209498904174, 'aic': -34.80441899780835, 'bic': np.float64(-35.020778401587094)}, 1600: {'params': mu          0.049868
omega       0.000003
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 32.740279719736996, 'aic': -57.48055943947399, 'bic': np.float64(-57.69691884325274)}, 1605: {'params': mu          5.085880e-02
omega       1.814038e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 42.223036693324715, 'aic': -76.44607338664943, 'bic': np.float64(-76.66243279042818)}, 1610: {'params': mu          0.024473
omega       0.000016
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.18479945463894, 'aic': -36.36959890927788, 'bic': np.float64(-36.58595831305663)}, 1615: {'params': mu          2.285136e-02
omega       3.960771e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 39.3531424058122, 'aic': -70.7062848116244, 'bic': np.float64(-70.92264421540315)}, 1620: {'params': mu          2.312805e-02
omega       1.047931e-07
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 42.10576838681572, 'aic': -76.21153677363144, 'bic': np.float64(-76.42789617741019)}, 1625: {'params': mu          0.027525
omega       0.000040
alpha[1]    0.552380
beta[1]     0.000441
Name: params, dtype: float64, 'loglikelihood': 23.91707694275191, 'aic': -39.83415388550382, 'bic': np.float64(-40.05051328928256)}, 1630: {'params': mu          4.074708e-02
omega       3.143893e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 40.2484848544851, 'aic': -72.4969697089702, 'bic': np.float64(-72.71332911274895)}, 1635: {'params': mu          3.926447e-02
omega       7.067481e-07
alpha[1]    9.999998e-03
beta[1]     4.899999e-01
Name: params, dtype: float64, 'loglikelihood': 37.21168531852275, 'aic': -66.4233706370455, 'bic': np.float64(-66.63973004082425)}, 1640: {'params': mu          0.030340
omega       0.000048
alpha[1]    0.874091
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.73997613237858, 'aic': -33.47995226475716, 'bic': np.float64(-33.696311668535905)}, 1645: {'params': mu          1.214132e-02
omega       6.422808e-07
alpha[1]    9.999998e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 37.535880170558684, 'aic': -67.07176034111737, 'bic': np.float64(-67.28811974489612)}, 1650: {'params': mu          0.019840
omega       0.000007
alpha[1]    0.199998
beta[1]     0.299996
Name: params, dtype: float64, 'loglikelihood': 29.37408358390418, 'aic': -50.74816716780836, 'bic': np.float64(-50.96452657158711)}, 1655: {'params': mu          0.025222
omega       0.000002
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 33.57198127204873, 'aic': -59.14396254409746, 'bic': np.float64(-59.36032194787621)}, 1660: {'params': mu          0.028624
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 33.02022000643605, 'aic': -58.0404400128721, 'bic': np.float64(-58.25679941665084)}, 1665: {'params': mu          0.031074
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 33.91553063929616, 'aic': -59.831061278592315, 'bic': np.float64(-60.04742068237106)}, 1670: {'params': mu          0.036452
omega       0.000004
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 31.267626018037507, 'aic': -54.535252036075015, 'bic': np.float64(-54.75161143985376)}, 1675: {'params': mu          4.025663e-02
omega       6.567591e-07
alpha[1]    9.999997e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 35.6962378995331, 'aic': -63.392475799066204, 'bic': np.float64(-63.60883520284495)}, 1680: {'params': mu          0.041844
omega       0.000004
alpha[1]    0.208527
beta[1]     0.296802
Name: params, dtype: float64, 'loglikelihood': 31.10217647915814, 'aic': -54.20435295831628, 'bic': np.float64(-54.420712362095024)}, 1685: {'params': mu          0.033953
omega       0.000004
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 31.104215937392645, 'aic': -54.20843187478529, 'bic': np.float64(-54.42479127856404)}, 1690: {'params': mu          0.030022
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 34.76765749409288, 'aic': -61.53531498818576, 'bic': np.float64(-61.75167439196451)}, 1695: {'params': mu          0.036143
omega       0.000086
alpha[1]    0.403219
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 21.790552922979195, 'aic': -35.58110584595839, 'bic': np.float64(-35.79746524973714)}, 1700: {'params': mu          0.061759
omega       0.000010
alpha[1]    0.199999
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 28.240112023130127, 'aic': -48.480224046260254, 'bic': np.float64(-48.696583450039)}, 1705: {'params': mu          0.067562
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 34.30184108254487, 'aic': -60.60368216508974, 'bic': np.float64(-60.82004156886848)}, 1710: {'params': mu          0.063187
omega       0.000012
alpha[1]    0.010423
beta[1]     0.691199
Name: params, dtype: float64, 'loglikelihood': 25.361629436908355, 'aic': -42.72325887381671, 'bic': np.float64(-42.93961827759546)}, 1715: {'params': mu          0.061172
omega       0.000049
alpha[1]    0.573097
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.854844957337534, 'aic': -37.70968991467507, 'bic': np.float64(-37.92604931845381)}, 1720: {'params': mu          7.556801e-02
omega       3.254811e-07
alpha[1]    9.999999e-03
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 38.13902561433182, 'aic': -68.27805122866364, 'bic': np.float64(-68.4944106324424)}, 1725: {'params': mu          7.076850e-02
omega       1.230892e-05
alpha[1]    7.272167e-01
beta[1]     1.148237e-07
Name: params, dtype: float64, 'loglikelihood': 27.598002023912176, 'aic': -47.19600404782435, 'bic': np.float64(-47.4123634516031)}, 1730: {'params': mu          2.430058e-02
omega       3.536323e-06
alpha[1]    1.000000e+00
beta[1]     4.352740e-12
Name: params, dtype: float64, 'loglikelihood': 21.70572167897537, 'aic': -35.41144335795074, 'bic': np.float64(-35.627802761729484)}, 1735: {'params': mu          0.026545
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 34.006846578605675, 'aic': -60.01369315721135, 'bic': np.float64(-60.230052560990096)}, 1740: {'params': mu          0.032838
omega       0.000010
alpha[1]    0.199999
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 27.98757879289147, 'aic': -47.97515758578294, 'bic': np.float64(-48.191516989561684)}, 1745: {'params': mu          0.035252
omega       0.000001
alpha[1]    0.100000
beta[1]     0.400000
Name: params, dtype: float64, 'loglikelihood': 35.432234991549365, 'aic': -62.86446998309873, 'bic': np.float64(-63.080829386877475)}, 1750: {'params': mu          0.036918
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 33.49937499141632, 'aic': -58.998749982832635, 'bic': np.float64(-59.21510938661138)}, 1755: {'params': mu          0.039797
omega       0.000013
alpha[1]    0.010000
beta[1]     0.490002
Name: params, dtype: float64, 'loglikelihood': 26.994246454872844, 'aic': -45.98849290974569, 'bic': np.float64(-46.204852313524434)}, 1760: {'params': mu          0.049062
omega       0.000007
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 27.64949432223362, 'aic': -47.29898864446724, 'bic': np.float64(-47.51534804824598)}, 1765: {'params': mu          0.056183
omega       0.000003
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 32.276386029223524, 'aic': -56.55277205844705, 'bic': np.float64(-56.76913146222579)}, 1770: {'params': mu          0.047450
omega       0.000029
alpha[1]    0.255861
beta[1]     0.031155
Name: params, dtype: float64, 'loglikelihood': 25.41383979549708, 'aic': -42.82767959099416, 'bic': np.float64(-43.044038994772905)}, 1775: {'params': mu          0.032212
omega       0.000065
alpha[1]    0.283568
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 23.026086157627567, 'aic': -38.052172315255135, 'bic': np.float64(-38.26853171903388)}, 1780: {'params': mu          0.020578
omega       0.000002
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 33.517796084827616, 'aic': -59.03559216965523, 'bic': np.float64(-59.25195157343398)}, 1785: {'params': mu          2.000676e-02
omega       9.266457e-07
alpha[1]    9.999996e-03
beta[1]     6.899997e-01
Name: params, dtype: float64, 'loglikelihood': 34.47805616156781, 'aic': -60.95611232313561, 'bic': np.float64(-61.17247172691436)}, 1790: {'params': mu          1.981652e-02
omega       8.352035e-07
alpha[1]    9.999998e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 36.608636076344624, 'aic': -65.21727215268925, 'bic': np.float64(-65.433631556468)}, 1795: {'params': mu          2.219808e-02
omega       6.288229e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 37.794225940360626, 'aic': -67.58845188072125, 'bic': np.float64(-67.8048112845)}, 1800: {'params': mu          0.028083
omega       0.000066
alpha[1]    0.349589
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.8168612075864, 'aic': -37.6337224151728, 'bic': np.float64(-37.850081818951544)}, 1805: {'params': mu          0.043149
omega       0.000002
alpha[1]    0.200020
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 33.16822793829394, 'aic': -58.33645587658788, 'bic': np.float64(-58.55281528036662)}, 1810: {'params': mu          3.958975e-02
omega       1.097097e-07
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 43.68929541209966, 'aic': -79.37859082419932, 'bic': np.float64(-79.59495022797807)}, 1815: {'params': mu          0.029894
omega       0.000095
alpha[1]    0.618024
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 19.80358114962635, 'aic': -31.6071622992527, 'bic': np.float64(-31.823521703031446)}, 1820: {'params': mu          1.064664e-02
omega       2.099915e-07
alpha[1]    9.999999e-03
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 39.69279419330127, 'aic': -71.38558838660254, 'bic': np.float64(-71.60194779038129)}, 1825: {'params': mu          9.767563e-03
omega       1.790031e-07
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 42.02419122021145, 'aic': -76.0483824404229, 'bic': np.float64(-76.26474184420165)}, 1830: {'params': mu          1.261853e-02
omega       5.907599e-07
alpha[1]    1.000000e-02
beta[1]     8.900000e-01
Name: params, dtype: float64, 'loglikelihood': 32.199889231420784, 'aic': -56.39977846284157, 'bic': np.float64(-56.61613786662031)}, 1835: {'params': mu          1.446904e-02
omega       7.881206e-08
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 44.95054210367233, 'aic': -81.90108420734467, 'bic': np.float64(-82.11744361112342)}, 1840: {'params': mu          0.028030
omega       0.000031
alpha[1]    0.199293
beta[1]     0.296994
Name: params, dtype: float64, 'loglikelihood': 24.255953815407064, 'aic': -40.51190763081413, 'bic': np.float64(-40.728267034592875)}, 1845: {'params': mu          3.313400e-02
omega       9.274489e-07
alpha[1]    9.999997e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 36.24374267464919, 'aic': -64.48748534929838, 'bic': np.float64(-64.70384475307714)}, 1850: {'params': mu          0.032168
omega       0.000008
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 26.87962743000273, 'aic': -45.75925486000546, 'bic': np.float64(-45.97561426378421)}, 1855: {'params': mu          0.024799
omega       0.000013
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 27.512182789392078, 'aic': -47.024365578784156, 'bic': np.float64(-47.2407249825629)}, 1860: {'params': mu          0.022359
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 34.0245023194069, 'aic': -60.0490046388138, 'bic': np.float64(-60.265364042592545)}, 1865: {'params': mu          2.240933e-02
omega       4.695972e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 38.65760268588211, 'aic': -69.31520537176422, 'bic': np.float64(-69.53156477554298)}, 1870: {'params': mu          0.014451
omega       0.000014
alpha[1]    0.199999
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 27.03592370426596, 'aic': -46.07184740853192, 'bic': np.float64(-46.28820681231067)}, 1875: {'params': mu          0.014978
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 34.65089673766284, 'aic': -61.30179347532568, 'bic': np.float64(-61.51815287910443)}, 1880: {'params': mu          0.017985
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 34.28854048736938, 'aic': -60.57708097473876, 'bic': np.float64(-60.79344037851751)}, 1885: {'params': mu          0.031145
omega       0.000022
alpha[1]    0.200030
beta[1]     0.299828
Name: params, dtype: float64, 'loglikelihood': 25.523522384020588, 'aic': -43.047044768041175, 'bic': np.float64(-43.26340417181992)}, 1890: {'params': mu          3.596457e-02
omega       5.795008e-07
alpha[1]    9.999999e-03
beta[1]     4.899999e-01
Name: params, dtype: float64, 'loglikelihood': 37.97221117577137, 'aic': -67.94442235154274, 'bic': np.float64(-68.1607817553215)}, 1895: {'params': mu          0.037370
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 32.44840042086056, 'aic': -56.89680084172112, 'bic': np.float64(-57.11316024549986)}, 1900: {'params': mu          0.038905
omega       0.000003
alpha[1]    0.199997
beta[1]     0.299995
Name: params, dtype: float64, 'loglikelihood': 31.968409500665256, 'aic': -55.93681900133051, 'bic': np.float64(-56.15317840510926)}, 1905: {'params': mu          0.048254
omega       0.000012
alpha[1]    0.997457
beta[1]     0.002541
Name: params, dtype: float64, 'loglikelihood': 26.825592708534675, 'aic': -45.65118541706935, 'bic': np.float64(-45.867544820848096)}, 1910: {'params': mu          0.049610
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 32.93739065403651, 'aic': -57.874781308073025, 'bic': np.float64(-58.09114071185177)}, 1915: {'params': mu          0.044073
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 33.183327201576624, 'aic': -58.36665440315325, 'bic': np.float64(-58.583013806931994)}, 1920: {'params': mu          0.038691
omega       0.000007
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 29.086466628755613, 'aic': -50.172933257511225, 'bic': np.float64(-50.38929266128997)}, 1925: {'params': mu          0.038593
omega       0.000016
alpha[1]    0.200404
beta[1]     0.300206
Name: params, dtype: float64, 'loglikelihood': 26.27426285990541, 'aic': -44.54852571981082, 'bic': np.float64(-44.764885123589565)}, 1930: {'params': mu          5.138987e-02
omega       1.153189e-05
alpha[1]    4.334716e-01
beta[1]     1.775091e-07
Name: params, dtype: float64, 'loglikelihood': 28.122303188739046, 'aic': -48.24460637747809, 'bic': np.float64(-48.46096578125684)}, 1935: {'params': mu          0.062177
omega       0.000010
alpha[1]    0.010001
beta[1]     0.690002
Name: params, dtype: float64, 'loglikelihood': 26.319422956727813, 'aic': -44.638845913455626, 'bic': np.float64(-44.85520531723437)}, 1940: {'params': mu          0.063959
omega       0.000009
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 28.49019737233247, 'aic': -48.98039474466494, 'bic': np.float64(-49.19675414844369)}, 1945: {'params': mu          0.054065
omega       0.000007
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 29.162840535532514, 'aic': -50.32568107106503, 'bic': np.float64(-50.54204047484377)}, 1950: {'params': mu          0.028875
omega       0.000009
alpha[1]    0.722899
beta[1]     0.031720
Name: params, dtype: float64, 'loglikelihood': 23.46094442425485, 'aic': -38.9218888485097, 'bic': np.float64(-39.13824825228845)}, 1955: {'params': mu          0.016203
omega       0.000045
alpha[1]    0.199995
beta[1]     0.299989
Name: params, dtype: float64, 'loglikelihood': 22.708013850445766, 'aic': -37.41602770089153, 'bic': np.float64(-37.63238710467028)}, 1960: {'params': mu          9.512420e-03
omega       2.384234e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 41.07595245911223, 'aic': -74.15190491822446, 'bic': np.float64(-74.36826432200321)}, 1965: {'params': mu          8.150026e-03
omega       1.094763e-07
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 43.7227702358493, 'aic': -79.4455404716986, 'bic': np.float64(-79.66189987547736)}, 1970: {'params': mu          0.011353
omega       0.000005
alpha[1]    0.473993
beta[1]     0.306717
Name: params, dtype: float64, 'loglikelihood': 28.520664712351362, 'aic': -49.041329424702724, 'bic': np.float64(-49.25768882848147)}, 1975: {'params': mu          0.021058
omega       0.000006
alpha[1]    0.199995
beta[1]     0.299988
Name: params, dtype: float64, 'loglikelihood': 29.531245551431986, 'aic': -51.06249110286397, 'bic': np.float64(-51.27885050664272)}, 1980: {'params': mu          2.380488e-02
omega       6.651907e-09
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 51.76380208514705, 'aic': -95.5276041702941, 'bic': np.float64(-95.74396357407285)}, 1985: {'params': mu          0.020013
omega       0.000004
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 30.865835211106827, 'aic': -53.731670422213654, 'bic': np.float64(-53.9480298259924)}, 1990: {'params': mu          0.013701
omega       0.000003
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 32.465530420676615, 'aic': -56.93106084135323, 'bic': np.float64(-57.147420245131975)}, 1995: {'params': mu          0.016040
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 33.45918179529228, 'aic': -58.91836359058456, 'bic': np.float64(-59.13472299436331)}, 2000: {'params': mu          0.020083
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 35.92405155431254, 'aic': -63.84810310862508, 'bic': np.float64(-64.06446251240384)}, 2005: {'params': mu          1.945561e-02
omega       6.157482e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 37.69571730190148, 'aic': -67.39143460380296, 'bic': np.float64(-67.60779400758172)}, 2010: {'params': mu          0.024358
omega       0.000012
alpha[1]    0.010001
beta[1]     0.690002
Name: params, dtype: float64, 'loglikelihood': 25.593088481712208, 'aic': -43.186176963424415, 'bic': np.float64(-43.40253636720316)}, 2015: {'params': mu          3.163814e-02
omega       8.700092e-08
alpha[1]    9.999999e-03
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 42.744682095014475, 'aic': -77.48936419002895, 'bic': np.float64(-77.7057235938077)}, 2020: {'params': mu          3.229332e-02
omega       1.621262e-07
alpha[1]    9.999999e-03
beta[1]     6.899999e-01
Name: params, dtype: float64, 'loglikelihood': 40.596306155698464, 'aic': -73.19261231139693, 'bic': np.float64(-73.40897171517568)}, 2025: {'params': mu          0.023155
omega       0.000028
alpha[1]    0.199997
beta[1]     0.299994
Name: params, dtype: float64, 'loglikelihood': 24.39621055964414, 'aic': -40.79242111928828, 'bic': np.float64(-41.008780523067024)}, 2030: {'params': mu          0.022688
omega       0.000002
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 34.442541948452835, 'aic': -60.88508389690567, 'bic': np.float64(-61.101443300684416)}, 2035: {'params': mu          0.024676
omega       0.000004
alpha[1]    0.269643
beta[1]     0.273884
Name: params, dtype: float64, 'loglikelihood': 31.605311714102136, 'aic': -55.21062342820427, 'bic': np.float64(-55.42698283198302)}, 2040: {'params': mu          0.033283
omega       0.000003
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 32.743953107523566, 'aic': -57.48790621504713, 'bic': np.float64(-57.70426561882588)}, 2045: {'params': mu          3.260538e-02
omega       5.323252e-07
alpha[1]    9.999998e-03
beta[1]     6.899998e-01
Name: params, dtype: float64, 'loglikelihood': 36.40075836804193, 'aic': -64.80151673608385, 'bic': np.float64(-65.01787613986261)}, 2050: {'params': mu          0.030313
omega       0.000003
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 30.767547570276477, 'aic': -53.535095140552954, 'bic': np.float64(-53.7514545443317)}, 2055: {'params': mu          0.032757
omega       0.000006
alpha[1]    0.010000
beta[1]     0.689998
Name: params, dtype: float64, 'loglikelihood': 27.770773945744825, 'aic': -47.54154789148965, 'bic': np.float64(-47.757907295268396)}, 2060: {'params': mu          3.457620e-02
omega       1.916297e-07
alpha[1]    9.999999e-03
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 40.002394549668665, 'aic': -72.00478909933733, 'bic': np.float64(-72.22114850311608)}, 2065: {'params': mu          3.492217e-02
omega       4.120576e-07
alpha[1]    9.999998e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 37.32115863379687, 'aic': -66.64231726759374, 'bic': np.float64(-66.85867667137249)}, 2070: {'params': mu          3.281804e-02
omega       4.489545e-08
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 45.04328819960994, 'aic': -82.08657639921988, 'bic': np.float64(-82.30293580299863)}, 2075: {'params': mu          0.027446
omega       0.000006
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 28.00819745206457, 'aic': -48.01639490412914, 'bic': np.float64(-48.23275430790789)}, 2080: {'params': mu          0.026829
omega       0.000002
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 31.549018980461184, 'aic': -55.09803796092237, 'bic': np.float64(-55.314397364701115)}, 2085: {'params': mu          0.031340
omega       0.000021
alpha[1]    0.643206
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 24.89527671668185, 'aic': -41.7905534333637, 'bic': np.float64(-42.006912837142444)}, 2090: {'params': mu          3.990154e-02
omega       3.908585e-07
alpha[1]    9.999998e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 37.53447829378273, 'aic': -67.06895658756547, 'bic': np.float64(-67.28531599134422)}, 2095: {'params': mu          0.040875
omega       0.000004
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 29.56758666010546, 'aic': -51.13517332021092, 'bic': np.float64(-51.35153272398966)}, 2100: {'params': mu          0.042714
omega       0.000004
alpha[1]    0.010000
beta[1]     0.689998
Name: params, dtype: float64, 'loglikelihood': 29.178415037832284, 'aic': -50.35683007566457, 'bic': np.float64(-50.573189479443315)}, 2105: {'params': mu          3.880591e-02
omega       7.335081e-07
alpha[1]    9.999997e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 35.28453999453684, 'aic': -62.569079989073686, 'bic': np.float64(-62.78543939285243)}, 2110: {'params': mu          3.243226e-02
omega       2.652499e-05
alpha[1]    6.271621e-01
beta[1]     1.775647e-09
Name: params, dtype: float64, 'loglikelihood': 25.149214727405447, 'aic': -42.29842945481089, 'bic': np.float64(-42.51478885858964)}, 2115: {'params': mu          0.023057
omega       0.000006
alpha[1]    0.753509
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.16480770445229, 'aic': -50.32961540890458, 'bic': np.float64(-50.545974812683326)}, 2120: {'params': mu          3.035651e-02
omega       3.823248e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 39.35721037629063, 'aic': -70.71442075258126, 'bic': np.float64(-70.93078015636002)}, 2125: {'params': mu          0.029520
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 32.341330260676074, 'aic': -56.68266052135215, 'bic': np.float64(-56.899019925130894)}, 2130: {'params': mu          0.030031
omega       0.000003
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 32.46946473954033, 'aic': -56.938929479080656, 'bic': np.float64(-57.1552888828594)}, 2135: {'params': mu          0.028615
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 33.573493174892576, 'aic': -59.14698634978515, 'bic': np.float64(-59.3633457535639)}, 2140: {'params': mu          3.051855e-02
omega       9.395017e-07
alpha[1]    2.000349e-01
beta[1]     2.999869e-01
Name: params, dtype: float64, 'loglikelihood': 36.423688263493865, 'aic': -64.84737652698773, 'bic': np.float64(-65.06373593076648)}, 2145: {'params': mu          0.038075
omega       0.000016
alpha[1]    0.199747
beta[1]     0.299584
Name: params, dtype: float64, 'loglikelihood': 26.500324679116694, 'aic': -45.00064935823339, 'bic': np.float64(-45.217008762012135)}, 2150: {'params': mu          4.267774e-02
omega       5.666921e-07
alpha[1]    2.000000e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 38.10025617275664, 'aic': -68.20051234551327, 'bic': np.float64(-68.41687174929203)}, 2155: {'params': mu          0.044335
omega       0.000003
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 30.94236150517487, 'aic': -53.88472301034974, 'bic': np.float64(-54.101082414128484)}, 2160: {'params': mu          0.042219
omega       0.000006
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 29.661862720547557, 'aic': -51.323725441095114, 'bic': np.float64(-51.54008484487386)}, 2165: {'params': mu          0.045756
omega       0.000007
alpha[1]    0.199991
beta[1]     0.299983
Name: params, dtype: float64, 'loglikelihood': 29.12978548834603, 'aic': -50.25957097669206, 'bic': np.float64(-50.47593038047081)}, 2170: {'params': mu          4.836584e-02
omega       1.746419e-07
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 42.072036457742044, 'aic': -76.14407291548409, 'bic': np.float64(-76.36043231926284)}, 2175: {'params': mu          4.728796e-02
omega       6.475159e-07
alpha[1]    9.999998e-03
beta[1]     4.900001e-01
Name: params, dtype: float64, 'loglikelihood': 37.500200020644044, 'aic': -67.00040004128809, 'bic': np.float64(-67.21675944506684)}, 2180: {'params': mu          0.043865
omega       0.000001
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 32.82152723967539, 'aic': -57.64305447935078, 'bic': np.float64(-57.85941388312953)}, 2185: {'params': mu          0.042599
omega       0.000007
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 28.953474632061564, 'aic': -49.90694926412313, 'bic': np.float64(-50.123308667901874)}, 2190: {'params': mu          0.049402
omega       0.000008
alpha[1]    0.204896
beta[1]     0.268993
Name: params, dtype: float64, 'loglikelihood': 28.768616057586424, 'aic': -49.53723211517285, 'bic': np.float64(-49.753591518951595)}, 2195: {'params': mu          0.052156
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 33.18266486871188, 'aic': -58.365329737423764, 'bic': np.float64(-58.58168914120251)}, 2200: {'params': mu          0.050375
omega       0.000004
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 31.03489900587907, 'aic': -54.06979801175814, 'bic': np.float64(-54.286157415536884)}, 2205: {'params': mu          0.046714
omega       0.000003
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 32.57083155970976, 'aic': -57.14166311941952, 'bic': np.float64(-57.358022523198265)}, 2210: {'params': mu          0.049784
omega       0.000007
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 28.941963141082546, 'aic': -49.88392628216509, 'bic': np.float64(-50.10028568594384)}, 2215: {'params': mu          0.059752
omega       0.000009
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 28.50141679369384, 'aic': -49.00283358738768, 'bic': np.float64(-49.21919299116642)}, 2220: {'params': mu          0.064843
omega       0.000006
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 24.76329708496844, 'aic': -41.52659416993688, 'bic': np.float64(-41.742953573715624)}, 2225: {'params': mu          0.083351
omega       0.000040
alpha[1]    0.008858
beta[1]     0.434031
Name: params, dtype: float64, 'loglikelihood': 22.974313861359654, 'aic': -37.94862772271931, 'bic': np.float64(-38.164987126498055)}, 2230: {'params': mu          0.085510
omega       0.000005
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 30.726326206260367, 'aic': -53.452652412520735, 'bic': np.float64(-53.66901181629948)}, 2235: {'params': mu          0.078981
omega       0.000030
alpha[1]    0.999966
beta[1]     0.000008
Name: params, dtype: float64, 'loglikelihood': 22.662911584932903, 'aic': -37.32582316986581, 'bic': np.float64(-37.54218257364455)}, 2240: {'params': mu          0.062391
omega       0.000010
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 26.089348636994643, 'aic': -44.178697273989286, 'bic': np.float64(-44.39505667776803)}, 2245: {'params': mu          0.072832
omega       0.000018
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 25.968082300174572, 'aic': -43.936164600349144, 'bic': np.float64(-44.15252400412789)}, 2250: {'params': mu          0.075160
omega       0.000004
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 29.271415497823476, 'aic': -50.54283099564695, 'bic': np.float64(-50.7591903994257)}, 2255: {'params': mu          0.070186
omega       0.000009
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.708441607707286, 'aic': -43.41688321541457, 'bic': np.float64(-43.63324261919332)}, 2260: {'params': mu          7.192379e-02
omega       1.842234e-08
alpha[1]    7.005853e-01
beta[1]     2.212468e-01
Name: params, dtype: float64, 'loglikelihood': 26.50021359186183, 'aic': -45.00042718372366, 'bic': np.float64(-45.216786587502405)}, 2265: {'params': mu          0.075831
omega       0.000005
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 30.07267856540621, 'aic': -52.14535713081242, 'bic': np.float64(-52.36171653459117)}, 2270: {'params': mu          0.078677
omega       0.000004
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 28.9899864765166, 'aic': -49.9799729530332, 'bic': np.float64(-50.19633235681194)}, 2275: {'params': mu          0.071443
omega       0.000010
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 27.92958137797831, 'aic': -47.85916275595662, 'bic': np.float64(-48.075522159735364)}, 2280: {'params': mu          0.068439
omega       0.000014
alpha[1]    0.200521
beta[1]     0.299980
Name: params, dtype: float64, 'loglikelihood': 26.85502271893811, 'aic': -45.71004543787622, 'bic': np.float64(-45.926404841654964)}, 2285: {'params': mu          0.074971
omega       0.000012
alpha[1]    0.199999
beta[1]     0.499999
Name: params, dtype: float64, 'loglikelihood': 25.653141416176034, 'aic': -43.30628283235207, 'bic': np.float64(-43.522642236130814)}, 2290: {'params': mu          7.350913e-02
omega       9.985748e-07
alpha[1]    9.999995e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 34.21768305895729, 'aic': -60.43536611791458, 'bic': np.float64(-60.65172552169333)}, 2295: {'params': mu          5.924025e-02
omega       1.213738e-05
alpha[1]    9.789992e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 19.786270493823526, 'aic': -31.572540987647052, 'bic': np.float64(-31.7889003914258)}, 2300: {'params': mu          0.032477
omega       0.000013
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 27.18115010827571, 'aic': -46.36230021655142, 'bic': np.float64(-46.578659620330164)}, 2305: {'params': mu          0.036192
omega       0.000022
alpha[1]    0.010000
beta[1]     0.490003
Name: params, dtype: float64, 'loglikelihood': 25.197338098469846, 'aic': -42.39467619693969, 'bic': np.float64(-42.61103560071844)}, 2310: {'params': mu          0.053127
omega       0.000019
alpha[1]    0.010000
beta[1]     0.489997
Name: params, dtype: float64, 'loglikelihood': 25.821140808930142, 'aic': -43.642281617860284, 'bic': np.float64(-43.85864102163903)}, 2315: {'params': mu          5.975067e-02
omega       4.249294e-07
alpha[1]    9.999998e-03
beta[1]     6.899999e-01
Name: params, dtype: float64, 'loglikelihood': 37.20480903334763, 'aic': -66.40961806669526, 'bic': np.float64(-66.62597747047401)}, 2320: {'params': mu          0.053145
omega       0.000010
alpha[1]    0.806725
beta[1]     0.017513
Name: params, dtype: float64, 'loglikelihood': 26.671578585214718, 'aic': -45.343157170429436, 'bic': np.float64(-45.55951657420818)}, 2325: {'params': mu          0.039047
omega       0.000007
alpha[1]    0.010000
beta[1]     0.689998
Name: params, dtype: float64, 'loglikelihood': 27.298509804909664, 'aic': -46.59701960981933, 'bic': np.float64(-46.81337901359807)}, 2330: {'params': mu          0.037029
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 35.14628784736639, 'aic': -62.292575694732776, 'bic': np.float64(-62.50893509851152)}, 2335: {'params': mu          0.034047
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 33.24350886007911, 'aic': -58.48701772015822, 'bic': np.float64(-58.70337712393697)}, 2340: {'params': mu          0.036800
omega       0.000008
alpha[1]    0.200000
beta[1]     0.299996
Name: params, dtype: float64, 'loglikelihood': 28.658161935791153, 'aic': -49.316323871582306, 'bic': np.float64(-49.53268327536105)}, 2345: {'params': mu          3.477229e-02
omega       1.490240e-07
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 42.65350342039087, 'aic': -77.30700684078174, 'bic': np.float64(-77.52336624456049)}, 2350: {'params': mu          0.032210
omega       0.000007
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 27.37319046891107, 'aic': -46.74638093782214, 'bic': np.float64(-46.962740341600885)}, 2355: {'params': mu          0.029397
omega       0.000006
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 27.89006559185436, 'aic': -47.78013118370872, 'bic': np.float64(-47.996490587487465)}, 2360: {'params': mu          0.039195
omega       0.000016
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 26.368103853977843, 'aic': -44.736207707955685, 'bic': np.float64(-44.95256711173443)}, 2365: {'params': mu          0.056175
omega       0.000166
alpha[1]    0.273418
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 19.775013498183746, 'aic': -31.550026996367492, 'bic': np.float64(-31.76638640014624)}, 2370: {'params': mu          0.078470
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 33.58385206041643, 'aic': -59.167704120832866, 'bic': np.float64(-59.38406352461161)}, 2375: {'params': mu          0.075727
omega       0.000001
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 35.48762289766156, 'aic': -62.97524579532312, 'bic': np.float64(-63.191605199101865)}, 2380: {'params': mu          0.059735
omega       0.000099
alpha[1]    0.010000
beta[1]     0.490003
Name: params, dtype: float64, 'loglikelihood': 19.924125812586436, 'aic': -31.84825162517287, 'bic': np.float64(-32.06461102895162)}, 2385: {'params': mu          0.042620
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 33.77424431205587, 'aic': -59.54848862411174, 'bic': np.float64(-59.76484802789049)}, 2390: {'params': mu          0.034840
omega       0.000003
alpha[1]    0.000043
beta[1]     0.998662
Name: params, dtype: float64, 'loglikelihood': 25.317932169764745, 'aic': -42.63586433952949, 'bic': np.float64(-42.85222374330824)}, 2395: {'params': mu          0.026756
omega       0.000007
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 29.01865707521167, 'aic': -50.03731415042334, 'bic': np.float64(-50.25367355420209)}, 2400: {'params': mu          0.035103
omega       0.000007
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 28.99362161977764, 'aic': -49.98724323955528, 'bic': np.float64(-50.20360264333403)}, 2405: {'params': mu          0.040847
omega       0.000003
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 30.41846683610327, 'aic': -52.83693367220654, 'bic': np.float64(-53.05329307598529)}, 2410: {'params': mu          0.042712
omega       0.000002
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 33.504233358878395, 'aic': -59.00846671775679, 'bic': np.float64(-59.224826121535536)}, 2415: {'params': mu          0.042732
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 33.395410876600444, 'aic': -58.79082175320089, 'bic': np.float64(-59.007181156979634)}, 2420: {'params': mu          0.047792
omega       0.000027
alpha[1]    0.010000
beta[1]     0.690004
Name: params, dtype: float64, 'loglikelihood': 22.728757782894522, 'aic': -37.457515565789045, 'bic': np.float64(-37.67387496956779)}, 2425: {'params': mu          0.070838
omega       0.000067
alpha[1]    0.008069
beta[1]     0.462617
Name: params, dtype: float64, 'loglikelihood': 20.897786264842225, 'aic': -33.79557252968445, 'bic': np.float64(-34.011931933463195)}, 2430: {'params': mu          0.085944
omega       0.000006
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 29.658939622505475, 'aic': -51.31787924501095, 'bic': np.float64(-51.534238648789696)}, 2435: {'params': mu          0.081249
omega       0.000088
alpha[1]    0.327279
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 21.891810636497837, 'aic': -35.783621272995674, 'bic': np.float64(-35.99998067677442)}, 2440: {'params': mu          0.048777
omega       0.000081
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 20.634637206396356, 'aic': -33.26927441279271, 'bic': np.float64(-33.48563381657146)}, 2445: {'params': mu          0.030663
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 34.2201338281415, 'aic': -60.440267656283, 'bic': np.float64(-60.656627060061744)}, 2450: {'params': mu          2.990209e-02
omega       5.969895e-07
alpha[1]    9.999997e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 36.029419325793526, 'aic': -64.05883865158705, 'bic': np.float64(-64.2751980553658)}, 2455: {'params': mu          0.034245
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 32.84111098549033, 'aic': -57.68222197098066, 'bic': np.float64(-57.89858137475941)}, 2460: {'params': mu          0.045859
omega       0.000032
alpha[1]    0.121456
beta[1]     0.181261
Name: params, dtype: float64, 'loglikelihood': 25.005134009982257, 'aic': -42.01026801996451, 'bic': np.float64(-42.22662742374326)}, 2465: {'params': mu          0.054924
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 32.5363295484745, 'aic': -57.072659096948996, 'bic': np.float64(-57.28901850072774)}, 2470: {'params': mu          0.056415
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 31.688009600596803, 'aic': -55.37601920119361, 'bic': np.float64(-55.59237860497235)}, 2475: {'params': mu          0.048146
omega       0.000024
alpha[1]    0.010000
beta[1]     0.489997
Name: params, dtype: float64, 'loglikelihood': 24.935444919678833, 'aic': -41.870889839357666, 'bic': np.float64(-42.08724924313641)}, 2480: {'params': mu          5.170972e-02
omega       4.814663e-07
alpha[1]    9.999998e-03
beta[1]     6.899998e-01
Name: params, dtype: float64, 'loglikelihood': 36.77905818947469, 'aic': -65.55811637894938, 'bic': np.float64(-65.77447578272813)}, 2485: {'params': mu          5.086012e-02
omega       2.561996e-07
alpha[1]    9.999999e-03
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 39.04910020619647, 'aic': -70.09820041239294, 'bic': np.float64(-70.3145598161717)}, 2490: {'params': mu          0.046215
omega       0.000006
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 27.863030702683282, 'aic': -47.726061405366565, 'bic': np.float64(-47.94242080914531)}, 2495: {'params': mu          0.038740
omega       0.000005
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 30.759108455294253, 'aic': -53.51821691058851, 'bic': np.float64(-53.73457631436725)}, 2500: {'params': mu          3.613360e-02
omega       7.791619e-07
alpha[1]    9.999998e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 36.85894519460325, 'aic': -65.7178903892065, 'bic': np.float64(-65.93424979298526)}, 2505: {'params': mu          0.028519
omega       0.000032
alpha[1]    0.436080
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 24.564618842739915, 'aic': -41.12923768547983, 'bic': np.float64(-41.345597089258575)}, 2510: {'params': mu          0.016479
omega       0.000002
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 33.05316213549815, 'aic': -58.106324270996296, 'bic': np.float64(-58.32268367477504)}, 2515: {'params': mu          0.013483
omega       0.000002
alpha[1]    0.100001
beta[1]     0.400000
Name: params, dtype: float64, 'loglikelihood': 33.91268323198187, 'aic': -59.825366463963746, 'bic': np.float64(-60.04172586774249)}, 2520: {'params': mu          1.133478e-02
omega       4.088629e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 39.1238109725733, 'aic': -70.2476219451466, 'bic': np.float64(-70.46398134892536)}, 2525: {'params': mu          1.330709e-02
omega       9.651825e-07
alpha[1]    9.999996e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 34.37065817103416, 'aic': -60.741316342068316, 'bic': np.float64(-60.95767574584706)}, 2530: {'params': mu          0.018590
omega       0.000004
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 31.498456160504, 'aic': -54.996912321008, 'bic': np.float64(-55.21327172478674)}, 2535: {'params': mu          0.021441
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 33.643643328553, 'aic': -59.287286657105994, 'bic': np.float64(-59.50364606088474)}, 2540: {'params': mu          0.031471
omega       0.000038
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 23.271943550331756, 'aic': -38.54388710066351, 'bic': np.float64(-38.76024650444226)}, 2545: {'params': mu          4.755521e-02
omega       2.213076e-05
alpha[1]    7.628356e-01
beta[1]     4.049785e-07
Name: params, dtype: float64, 'loglikelihood': 25.63803410663537, 'aic': -43.27606821327074, 'bic': np.float64(-43.492427617049486)}, 2550: {'params': mu          0.060205
omega       0.000001
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 32.86080762009826, 'aic': -57.72161524019651, 'bic': np.float64(-57.93797464397526)}, 2555: {'params': mu          5.940617e-02
omega       7.029685e-07
alpha[1]    9.999995e-03
beta[1]     6.900002e-01
Name: params, dtype: float64, 'loglikelihood': 35.43096514139595, 'aic': -62.8619302827919, 'bic': np.float64(-63.07828968657065)}, 2560: {'params': mu          0.055835
omega       0.000010
alpha[1]    0.999992
beta[1]     0.000003
Name: params, dtype: float64, 'loglikelihood': 25.015400893378676, 'aic': -42.03080178675735, 'bic': np.float64(-42.2471611905361)}, 2565: {'params': mu          0.038986
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 34.16805720612259, 'aic': -60.33611441224518, 'bic': np.float64(-60.55247381602393)}, 2570: {'params': mu          2.807743e-02
omega       2.305324e-05
alpha[1]    6.530569e-01
beta[1]     8.046833e-09
Name: params, dtype: float64, 'loglikelihood': 24.669614164369975, 'aic': -41.33922832873995, 'bic': np.float64(-41.555587732518696)}, 2575: {'params': mu          1.851938e-02
omega       2.125832e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 41.406844772732676, 'aic': -74.81368954546535, 'bic': np.float64(-75.0300489492441)}, 2580: {'params': mu          1.755032e-02
omega       4.103554e-07
alpha[1]    2.000001e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 39.513261867320516, 'aic': -71.02652373464103, 'bic': np.float64(-71.24288313841978)}, 2585: {'params': mu          0.023987
omega       0.000011
alpha[1]    0.200000
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 28.028772509671306, 'aic': -48.05754501934261, 'bic': np.float64(-48.27390442312136)}, 2590: {'params': mu          2.615809e-02
omega       2.902644e-07
alpha[1]    9.999999e-03
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 38.56111243272664, 'aic': -69.12222486545328, 'bic': np.float64(-69.33858426923203)}, 2595: {'params': mu          0.026052
omega       0.000006
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 27.86835326617887, 'aic': -47.73670653235774, 'bic': np.float64(-47.95306593613649)}, 2600: {'params': mu          0.018697
omega       0.000008
alpha[1]    0.199998
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 29.103680964634698, 'aic': -50.207361929269396, 'bic': np.float64(-50.42372133304814)}, 2605: {'params': mu          0.021134
omega       0.000008
alpha[1]    0.100002
beta[1]     0.400001
Name: params, dtype: float64, 'loglikelihood': 28.65068293368278, 'aic': -49.30136586736556, 'bic': np.float64(-49.51772527114431)}, 2610: {'params': mu          0.030953
omega       0.000021
alpha[1]    0.010000
beta[1]     0.690003
Name: params, dtype: float64, 'loglikelihood': 23.68521248070723, 'aic': -39.37042496141446, 'bic': np.float64(-39.5867843651932)}, 2615: {'params': mu          0.048771
omega       0.000039
alpha[1]    0.010000
beta[1]     0.489994
Name: params, dtype: float64, 'loglikelihood': 23.22012169765527, 'aic': -38.44024339531054, 'bic': np.float64(-38.656602799089285)}, 2620: {'params': mu          0.066600
omega       0.000032
alpha[1]    0.010000
beta[1]     0.489995
Name: params, dtype: float64, 'loglikelihood': 23.891826238177934, 'aic': -39.78365247635587, 'bic': np.float64(-40.000011880134615)}, 2625: {'params': mu          0.068620
omega       0.000011
alpha[1]    0.200001
beta[1]     0.300002
Name: params, dtype: float64, 'loglikelihood': 27.67457022471844, 'aic': -47.34914044943688, 'bic': np.float64(-47.56549985321563)}, 2630: {'params': mu          0.056053
omega       0.000009
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 22.4208098425329, 'aic': -36.8416196850658, 'bic': np.float64(-37.05797908884455)}, 2635: {'params': mu          0.029845
omega       0.000052
alpha[1]    0.010000
beta[1]     0.489992
Name: params, dtype: float64, 'loglikelihood': 22.264239015534464, 'aic': -36.52847803106893, 'bic': np.float64(-36.744837434847675)}, 2640: {'params': mu          2.343268e-02
omega       7.308493e-07
alpha[1]    2.000000e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 37.11931641455318, 'aic': -66.23863282910636, 'bic': np.float64(-66.45499223288512)}, 2645: {'params': mu          0.016577
omega       0.000011
alpha[1]    0.010000
beta[1]     0.690002
Name: params, dtype: float64, 'loglikelihood': 25.74940823665969, 'aic': -43.49881647331938, 'bic': np.float64(-43.715175877098126)}, 2650: {'params': mu          0.007947
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 34.78866168946971, 'aic': -61.577323378939425, 'bic': np.float64(-61.79368278271817)}, 2655: {'params': mu          9.893179e-03
omega       3.239349e-07
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 40.05738617555672, 'aic': -72.11477235111344, 'bic': np.float64(-72.3311317548922)}, 2660: {'params': mu          1.079533e-02
omega       2.285695e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 41.15672122065605, 'aic': -74.3134424413121, 'bic': np.float64(-74.52980184509086)}, 2665: {'params': mu          1.231087e-02
omega       4.305437e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 38.94201782531863, 'aic': -69.88403565063726, 'bic': np.float64(-70.10039505441601)}, 2670: {'params': mu          0.014966
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 35.279498458001044, 'aic': -62.55899691600209, 'bic': np.float64(-62.77535631978083)}, 2675: {'params': mu          1.582396e-02
omega       1.703257e-08
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 48.461280720463584, 'aic': -88.92256144092717, 'bic': np.float64(-89.13892084470592)}, 2680: {'params': mu          0.017020
omega       0.000006
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 28.255707362655347, 'aic': -48.51141472531069, 'bic': np.float64(-48.72777412908944)}, 2685: {'params': mu          0.025395
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 34.76266528862979, 'aic': -61.52533057725958, 'bic': np.float64(-61.74168998103833)}, 2690: {'params': mu          2.813905e-02
omega       7.449506e-08
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 43.299358667338524, 'aic': -78.59871733467705, 'bic': np.float64(-78.8150767384558)}, 2695: {'params': mu          0.026063
omega       0.000006
alpha[1]    0.707145
beta[1]     0.176878
Name: params, dtype: float64, 'loglikelihood': 27.78921752958176, 'aic': -47.57843505916352, 'bic': np.float64(-47.794794462942264)}, 2700: {'params': mu          0.016964
omega       0.000003
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 32.04891025105874, 'aic': -56.097820502117486, 'bic': np.float64(-56.31417990589623)}, 2705: {'params': mu          1.355515e-02
omega       7.227523e-07
alpha[1]    9.999997e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 35.35378946452414, 'aic': -62.70757892904828, 'bic': np.float64(-62.92393833282703)}, 2710: {'params': mu          1.120662e-02
omega       9.763075e-07
alpha[1]    9.999998e-03
beta[1]     4.899999e-01
Name: params, dtype: float64, 'loglikelihood': 36.19600960833023, 'aic': -64.39201921666046, 'bic': np.float64(-64.60837862043921)}, 2715: {'params': mu          1.044541e-02
omega       4.921274e-09
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 52.8299181060838, 'aic': -97.6598362121676, 'bic': np.float64(-97.87619561594636)}, 2720: {'params': mu          0.005925
omega       0.000003
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 32.0850794357401, 'aic': -56.1701588714802, 'bic': np.float64(-56.38651827525894)}, 2725: {'params': mu          6.659317e-03
omega       8.991311e-07
alpha[1]    1.999999e-01
beta[1]     2.999998e-01
Name: params, dtype: float64, 'loglikelihood': 36.416745959006576, 'aic': -64.83349191801315, 'bic': np.float64(-65.0498513217919)}, 2730: {'params': mu          7.318748e-03
omega       2.164038e-08
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 49.553070486054224, 'aic': -91.10614097210845, 'bic': np.float64(-91.3225003758872)}, 2735: {'params': mu          0.009237
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 33.9315695555802, 'aic': -59.86313911116039, 'bic': np.float64(-60.07949851493914)}, 2740: {'params': mu          1.164201e-02
omega       8.930083e-07
alpha[1]    9.999996e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 34.61935935559379, 'aic': -61.23871871118757, 'bic': np.float64(-61.45507811496632)}, 2745: {'params': mu          1.524913e-02
omega       9.289823e-07
alpha[1]    2.000000e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 36.406277172552485, 'aic': -64.81255434510497, 'bic': np.float64(-65.02891374888372)}, 2750: {'params': mu          1.375303e-02
omega       8.185995e-07
alpha[1]    2.000000e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 37.039970596403485, 'aic': -66.07994119280697, 'bic': np.float64(-66.29630059658572)}, 2755: {'params': mu          0.011995
omega       0.000003
alpha[1]    0.200005
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 32.693597428988205, 'aic': -57.38719485797641, 'bic': np.float64(-57.60355426175516)}, 2760: {'params': mu          9.551609e-03
omega       8.570647e-07
alpha[1]    9.999996e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 34.75210096868375, 'aic': -61.5042019373675, 'bic': np.float64(-61.720561341146244)}, 2765: {'params': mu          1.208332e-02
omega       1.846918e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 42.309750675420624, 'aic': -76.61950135084125, 'bic': np.float64(-76.83586075462)}, 2770: {'params': mu          1.253832e-02
omega       8.160704e-08
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 42.998933469459864, 'aic': -77.99786693891973, 'bic': np.float64(-78.21422634269848)}, 2775: {'params': mu          0.056968
omega       0.000024
alpha[1]    0.701817
beta[1]     0.043983
Name: params, dtype: float64, 'loglikelihood': 19.272060202295123, 'aic': -30.544120404590245, 'bic': np.float64(-30.76047980836899)}, 2780: {'params': mu          5.886377e-02
omega       1.467092e-09
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 58.85071020728354, 'aic': -109.70142041456708, 'bic': np.float64(-109.91777981834583)}, 2785: {'params': mu          0.057226
omega       0.000003
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 30.196128260045946, 'aic': -52.39225652009189, 'bic': np.float64(-52.60861592387064)}, 2790: {'params': mu          0.011826
omega       0.000010
alpha[1]    0.645289
beta[1]     0.007769
Name: params, dtype: float64, 'loglikelihood': 21.424140968996117, 'aic': -34.84828193799223, 'bic': np.float64(-35.06464134177098)}, 2795: {'params': mu          0.012394
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 32.99319291441427, 'aic': -57.986385828828546, 'bic': np.float64(-58.20274523260729)}, 2800: {'params': mu          0.019671
omega       0.000011
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 27.755496607199078, 'aic': -47.510993214398155, 'bic': np.float64(-47.7273526181769)}, 2805: {'params': mu          0.028425
omega       0.000005
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 30.559803036700867, 'aic': -53.119606073401734, 'bic': np.float64(-53.33596547718048)}, 2810: {'params': mu          0.033721
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 32.80018412628376, 'aic': -57.60036825256752, 'bic': np.float64(-57.816727656346266)}, 2815: {'params': mu          0.041404
omega       0.000033
alpha[1]    0.476681
beta[1]     0.197020
Name: params, dtype: float64, 'loglikelihood': 23.021883732127645, 'aic': -38.04376746425529, 'bic': np.float64(-38.260126868034035)}, 2820: {'params': mu          0.057574
omega       0.000002
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 34.65717186550513, 'aic': -61.314343731010254, 'bic': np.float64(-61.530703134789)}, 2825: {'params': mu          0.063074
omega       0.000004
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 30.834146563274814, 'aic': -53.66829312654963, 'bic': np.float64(-53.884652530328374)}, 2830: {'params': mu          0.053171
omega       0.000065
alpha[1]    0.010000
beta[1]     0.489994
Name: params, dtype: float64, 'loglikelihood': 21.374570756577103, 'aic': -34.74914151315421, 'bic': np.float64(-34.96550091693295)}, 2835: {'params': mu          0.037618
omega       0.000005
alpha[1]    0.200001
beta[1]     0.300001
Name: params, dtype: float64, 'loglikelihood': 30.704794943307007, 'aic': -53.409589886614015, 'bic': np.float64(-53.62594929039276)}, 2840: {'params': mu          0.029774
omega       0.000012
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 27.36468862910325, 'aic': -46.7293772582065, 'bic': np.float64(-46.945736661985244)}, 2845: {'params': mu          2.966170e-02
omega       1.150222e-07
alpha[1]    9.999999e-03
beta[1]     6.899999e-01
Name: params, dtype: float64, 'loglikelihood': 41.78965898789261, 'aic': -75.57931797578522, 'bic': np.float64(-75.79567737956397)}, 2850: {'params': mu          2.965074e-02
omega       1.642653e-07
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 42.27372723155935, 'aic': -76.5474544631187, 'bic': np.float64(-76.76381386689745)}, 2855: {'params': mu          0.018648
omega       0.000046
alpha[1]    0.010000
beta[1]     0.489997
Name: params, dtype: float64, 'loglikelihood': 22.56935765582208, 'aic': -37.13871531164416, 'bic': np.float64(-37.35507471542291)}, 2860: {'params': mu          1.034008e-02
omega       6.643048e-07
alpha[1]    9.999998e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 37.4129158907336, 'aic': -66.8258317814672, 'bic': np.float64(-67.04219118524595)}, 2865: {'params': mu          1.149281e-02
omega       4.363533e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 38.97043759474871, 'aic': -69.94087518949742, 'bic': np.float64(-70.15723459327617)}, 2870: {'params': mu          0.014233
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 33.622236039048985, 'aic': -59.24447207809797, 'bic': np.float64(-59.46083148187672)}, 2875: {'params': mu          1.720231e-02
omega       8.583611e-08
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 44.58143307365587, 'aic': -81.16286614731175, 'bic': np.float64(-81.3792255510905)}, 2880: {'params': mu          1.680332e-02
omega       7.610965e-08
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 43.22612194565794, 'aic': -78.45224389131587, 'bic': np.float64(-78.66860329509463)}, 2885: {'params': mu          1.355198e-02
omega       6.529371e-06
alpha[1]    5.241324e-01
beta[1]     7.590084e-08
Name: params, dtype: float64, 'loglikelihood': 29.69420944600499, 'aic': -51.38841889200998, 'bic': np.float64(-51.604778295788726)}, 2890: {'params': mu          8.211002e-03
omega       3.189238e-07
alpha[1]    2.000001e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 40.08285271010456, 'aic': -72.16570542020912, 'bic': np.float64(-72.38206482398788)}, 2895: {'params': mu          5.390644e-03
omega       5.626014e-07
alpha[1]    2.000000e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 38.06557545917703, 'aic': -68.13115091835407, 'bic': np.float64(-68.34751032213282)}, 2900: {'params': mu          5.716410e-03
omega       6.711617e-07
alpha[1]    9.999997e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 35.609737670443664, 'aic': -63.21947534088733, 'bic': np.float64(-63.435834744666074)}, 2905: {'params': mu          8.296629e-03
omega       1.951199e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 41.84904338082119, 'aic': -75.69808676164239, 'bic': np.float64(-75.91444616542114)}, 2910: {'params': mu          9.394451e-03
omega       5.854650e-07
alpha[1]    2.000001e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 38.007967015945404, 'aic': -68.01593403189081, 'bic': np.float64(-68.23229343566956)}, 2915: {'params': mu          1.020104e-02
omega       4.535210e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 38.74155141240804, 'aic': -69.48310282481609, 'bic': np.float64(-69.69946222859484)}, 2920: {'params': mu          1.030747e-02
omega       4.314952e-07
alpha[1]    9.999999e-03
beta[1]     4.899999e-01
Name: params, dtype: float64, 'loglikelihood': 38.9550235801902, 'aic': -69.9100471603804, 'bic': np.float64(-70.12640656415915)}, 2925: {'params': mu          0.013574
omega       0.000002
alpha[1]    0.199997
beta[1]     0.299996
Name: params, dtype: float64, 'loglikelihood': 34.17958842564514, 'aic': -60.359176851290286, 'bic': np.float64(-60.57553625506903)}, 2930: {'params': mu          1.541359e-02
omega       2.710053e-08
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 46.85554782247563, 'aic': -85.71109564495126, 'bic': np.float64(-85.92745504873001)}, 2935: {'params': mu          1.610627e-02
omega       8.635863e-07
alpha[1]    9.999998e-03
beta[1]     4.900001e-01
Name: params, dtype: float64, 'loglikelihood': 36.497622091403166, 'aic': -64.99524418280633, 'bic': np.float64(-65.21160358658508)}, 2940: {'params': mu          1.873780e-02
omega       8.930143e-07
alpha[1]    2.000000e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 36.63966860689645, 'aic': -65.2793372137929, 'bic': np.float64(-65.49569661757165)}, 2945: {'params': mu          2.069039e-02
omega       7.339902e-07
alpha[1]    2.000000e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 37.13099952282285, 'aic': -66.2619990456457, 'bic': np.float64(-66.47835844942445)}, 2950: {'params': mu          0.018931
omega       0.000003
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 32.51370367150498, 'aic': -57.027407343009955, 'bic': np.float64(-57.2437667467887)}, 2955: {'params': mu          0.020369
omega       0.000003
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 31.7986796139964, 'aic': -55.5973592279928, 'bic': np.float64(-55.81371863177154)}, 2960: {'params': mu          2.194452e-02
omega       4.632961e-07
alpha[1]    2.000001e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 38.85953853299415, 'aic': -69.7190770659883, 'bic': np.float64(-69.93543646976705)}, 2965: {'params': mu          0.024901
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 31.108723018733436, 'aic': -54.21744603746687, 'bic': np.float64(-54.43380544124562)}, 2970: {'params': mu          0.032340
omega       0.000006
alpha[1]    0.010000
beta[1]     0.689998
Name: params, dtype: float64, 'loglikelihood': 27.80688891796255, 'aic': -47.6137778359251, 'bic': np.float64(-47.830137239703845)}, 2975: {'params': mu          0.053229
omega       0.000001
alpha[1]    0.549255
beta[1]     0.229558
Name: params, dtype: float64, 'loglikelihood': 24.00784013246475, 'aic': -40.0156802649295, 'bic': np.float64(-40.232039668708246)}, 2980: {'params': mu          5.293872e-02
omega       7.417486e-07
alpha[1]    9.999996e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 35.22660718987778, 'aic': -62.453214379755565, 'bic': np.float64(-62.66957378353431)}, 2985: {'params': mu          0.047323
omega       0.000002
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 31.813225373843984, 'aic': -55.62645074768797, 'bic': np.float64(-55.842810151466715)}, 2990: {'params': mu          1.793905e-02
omega       6.814572e-07
alpha[1]    6.089080e-01
beta[1]     1.556824e-02
Name: params, dtype: float64, 'loglikelihood': 27.609446514606898, 'aic': -47.218893029213795, 'bic': np.float64(-47.43525243299254)}, 2995: {'params': mu          0.025449
omega       0.000019
alpha[1]    0.199994
beta[1]     0.299988
Name: params, dtype: float64, 'loglikelihood': 25.839572468053408, 'aic': -43.679144936106816, 'bic': np.float64(-43.89550433988556)}, 3000: {'params': mu          2.923166e-02
omega       6.413979e-07
alpha[1]    2.000001e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 37.588477172251324, 'aic': -67.17695434450265, 'bic': np.float64(-67.3933137482814)}, 3005: {'params': mu          3.165725e-02
omega       6.789331e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 37.37020732342588, 'aic': -66.74041464685176, 'bic': np.float64(-66.95677405063051)}, 3010: {'params': mu          0.030695
omega       0.000003
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 30.66843750381986, 'aic': -53.33687500763972, 'bic': np.float64(-53.553234411418465)}, 3015: {'params': mu          3.098446e-02
omega       7.139113e-07
alpha[1]    9.999998e-03
beta[1]     4.900001e-01
Name: params, dtype: float64, 'loglikelihood': 37.140315988548295, 'aic': -66.28063197709659, 'bic': np.float64(-66.49699138087534)}, 3020: {'params': mu          3.220950e-02
omega       5.388251e-07
alpha[1]    9.999997e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 36.36650642554494, 'aic': -64.73301285108988, 'bic': np.float64(-64.94937225486863)}, 3025: {'params': mu          0.030811
omega       0.000001
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 32.91148660268279, 'aic': -57.822973205365585, 'bic': np.float64(-58.03933260914433)}, 3030: {'params': mu          3.004041e-02
omega       9.514142e-07
alpha[1]    2.000000e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 36.22425848381222, 'aic': -64.44851696762444, 'bic': np.float64(-64.6648763714032)}, 3035: {'params': mu          2.908270e-02
omega       5.431185e-07
alpha[1]    9.999997e-03
beta[1]     6.899998e-01
Name: params, dtype: float64, 'loglikelihood': 36.34405743850544, 'aic': -64.68811487701088, 'bic': np.float64(-64.90447428078963)}, 3040: {'params': mu          0.042614
omega       0.000064
alpha[1]    0.010000
beta[1]     0.489996
Name: params, dtype: float64, 'loglikelihood': 21.456963020954436, 'aic': -34.91392604190887, 'bic': np.float64(-35.13028544568762)}, 3045: {'params': mu          0.057642
omega       0.000003
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 30.94068143226332, 'aic': -53.88136286452664, 'bic': np.float64(-54.09772226830539)}, 3050: {'params': mu          0.067540
omega       0.000010
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 27.91028786938278, 'aic': -47.82057573876556, 'bic': np.float64(-48.03693514254431)}, 3055: {'params': mu          0.048043
omega       0.000010
alpha[1]    0.702900
beta[1]     0.065607
Name: params, dtype: float64, 'loglikelihood': 23.004697653466586, 'aic': -38.00939530693317, 'bic': np.float64(-38.22575471071192)}, 3060: {'params': mu          0.038425
omega       0.000024
alpha[1]    0.010000
beta[1]     0.490002
Name: params, dtype: float64, 'loglikelihood': 24.89378404526328, 'aic': -41.78756809052656, 'bic': np.float64(-42.00392749430531)}, 3065: {'params': mu          0.022852
omega       0.000014
alpha[1]    0.010000
beta[1]     0.489998
Name: params, dtype: float64, 'loglikelihood': 26.81565476839021, 'aic': -45.63130953678042, 'bic': np.float64(-45.84766894055917)}, 3070: {'params': mu          1.711732e-02
omega       2.596579e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 40.862202191975655, 'aic': -73.72440438395131, 'bic': np.float64(-73.94076378773006)}, 3075: {'params': mu          1.581042e-02
omega       4.769502e-07
alpha[1]    9.999998e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 36.85149951448735, 'aic': -65.7029990289747, 'bic': np.float64(-65.91935843275346)}, 3080: {'params': mu          0.011257
omega       0.000003
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 32.39473314890854, 'aic': -56.789466297817086, 'bic': np.float64(-57.00582570159583)}, 3085: {'params': mu          1.107285e-02
omega       4.560251e-07
alpha[1]    2.000000e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 38.90333249536846, 'aic': -69.80666499073692, 'bic': np.float64(-70.02302439451567)}, 3090: {'params': mu          1.162509e-02
omega       2.364511e-07
alpha[1]    9.999999e-03
beta[1]     4.900001e-01
Name: params, dtype: float64, 'loglikelihood': 41.03059593422917, 'aic': -74.06119186845834, 'bic': np.float64(-74.27755127223709)}, 3095: {'params': mu          1.220266e-02
omega       1.752216e-07
alpha[1]    9.999999e-03
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 40.3875934552386, 'aic': -72.7751869104772, 'bic': np.float64(-72.99154631425596)}, 3100: {'params': mu          1.246151e-02
omega       2.579795e-07
alpha[1]    9.999999e-03
beta[1]     6.899999e-01
Name: params, dtype: float64, 'loglikelihood': 38.92504563375636, 'aic': -69.85009126751272, 'bic': np.float64(-70.06645067129148)}, 3105: {'params': mu          1.386482e-02
omega       4.702277e-07
alpha[1]    9.999998e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 36.843766124953454, 'aic': -65.68753224990691, 'bic': np.float64(-65.90389165368566)}, 3110: {'params': mu          1.536286e-02
omega       8.042544e-08
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 43.084207823106816, 'aic': -78.16841564621363, 'bic': np.float64(-78.38477504999238)}, 3115: {'params': mu          0.015939
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 35.72742125596399, 'aic': -63.45484251192798, 'bic': np.float64(-63.671201915706725)}, 3120: {'params': mu          0.025641
omega       0.000013
alpha[1]    0.199995
beta[1]     0.299992
Name: params, dtype: float64, 'loglikelihood': 27.245101050915597, 'aic': -46.490202101831194, 'bic': np.float64(-46.70656150560994)}, 3125: {'params': mu          0.036604
omega       0.000012
alpha[1]    0.199999
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 27.612945505227344, 'aic': -47.22589101045469, 'bic': np.float64(-47.442250414233435)}, 3130: {'params': mu          0.035911
omega       0.000005
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 30.52322054604013, 'aic': -53.04644109208026, 'bic': np.float64(-53.262800495859004)}, 3135: {'params': mu          0.031767
omega       0.000005
alpha[1]    0.009943
beta[1]     0.691763
Name: params, dtype: float64, 'loglikelihood': 29.46454529403158, 'aic': -50.92909058806316, 'bic': np.float64(-51.14544999184191)}, 3140: {'params': mu          0.024541
omega       0.000005
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 30.176966192202144, 'aic': -52.35393238440429, 'bic': np.float64(-52.570291788183034)}, 3145: {'params': mu          2.229751e-02
omega       1.427774e-07
alpha[1]    9.999999e-03
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 41.02191960853921, 'aic': -74.04383921707841, 'bic': np.float64(-74.26019862085717)}, 3150: {'params': mu          0.015475
omega       0.000008
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 28.999609524424372, 'aic': -49.999219048848744, 'bic': np.float64(-50.21557845262749)}, 3155: {'params': mu          1.577916e-02
omega       3.792814e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 39.377615432942584, 'aic': -70.75523086588517, 'bic': np.float64(-70.97159026966392)}, 3160: {'params': mu          0.019552
omega       0.000014
alpha[1]    0.537298
beta[1]     0.154020
Name: params, dtype: float64, 'loglikelihood': 26.035717401559463, 'aic': -44.071434803118926, 'bic': np.float64(-44.28779420689767)}, 3165: {'params': mu          3.189488e-02
omega       1.930086e-07
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 41.84890855420421, 'aic': -75.69781710840842, 'bic': np.float64(-75.91417651218717)}, 3170: {'params': mu          3.265313e-02
omega       6.231722e-08
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 43.91916715611676, 'aic': -79.83833431223351, 'bic': np.float64(-80.05469371601227)}, 3175: {'params': mu          0.026510
omega       0.000015
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 26.427695636787135, 'aic': -44.85539127357427, 'bic': np.float64(-45.071750677353016)}, 3180: {'params': mu          1.960428e-02
omega       6.781020e-07
alpha[1]    9.999998e-03
beta[1]     4.899999e-01
Name: params, dtype: float64, 'loglikelihood': 37.41595052501425, 'aic': -66.8319010500285, 'bic': np.float64(-67.04826045380726)}, 3185: {'params': mu          1.841686e-02
omega       6.257309e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 37.689032738167754, 'aic': -67.37806547633551, 'bic': np.float64(-67.59442488011426)}, 3190: {'params': mu          1.803359e-02
omega       7.146682e-07
alpha[1]    2.000000e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 37.19851816195313, 'aic': -66.39703632390626, 'bic': np.float64(-66.61339572768502)}, 3195: {'params': mu          1.646736e-02
omega       7.877590e-08
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 43.1204992238949, 'aic': -78.2409984477898, 'bic': np.float64(-78.45735785156856)}, 3200: {'params': mu          0.013942
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 31.124601797853384, 'aic': -54.24920359570677, 'bic': np.float64(-54.46556299948551)}, 3205: {'params': mu          0.011828
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 35.2330711727074, 'aic': -62.466142345414795, 'bic': np.float64(-62.68250174919354)}, 3210: {'params': mu          1.191068e-02
omega       2.174231e-07
alpha[1]    9.999999e-03
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 39.54589216015829, 'aic': -71.09178432031658, 'bic': np.float64(-71.30814372409533)}, 3215: {'params': mu          1.214400e-02
omega       3.864467e-07
alpha[1]    1.000000e-02
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 37.54357618151698, 'aic': -67.08715236303397, 'bic': np.float64(-67.30351176681272)}, 3220: {'params': mu          1.033639e-02
omega       1.747022e-07
alpha[1]    1.000001e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 40.32062496804108, 'aic': -72.64124993608216, 'bic': np.float64(-72.85760933986091)}, 3225: {'params': mu          1.139514e-02
omega       4.475697e-07
alpha[1]    9.999998e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 37.09398595766764, 'aic': -66.18797191533528, 'bic': np.float64(-66.40433131911404)}, 3230: {'params': mu          0.015207
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 34.5970877706706, 'aic': -61.194175541341195, 'bic': np.float64(-61.41053494511994)}, 3235: {'params': mu          0.019031
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 32.82262470902764, 'aic': -57.645249418055286, 'bic': np.float64(-57.86160882183403)}, 3240: {'params': mu          0.023895
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 33.950064576054075, 'aic': -59.90012915210815, 'bic': np.float64(-60.116488555886896)}, 3245: {'params': mu          2.461130e-02
omega       1.442614e-07
alpha[1]    9.999999e-03
beta[1]     6.899999e-01
Name: params, dtype: float64, 'loglikelihood': 40.976432916552355, 'aic': -73.95286583310471, 'bic': np.float64(-74.16922523688346)}, 3250: {'params': mu          2.455672e-02
omega       2.962260e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 40.23839283513539, 'aic': -72.47678567027079, 'bic': np.float64(-72.69314507404954)}, 3255: {'params': mu          2.475621e-02
omega       6.419558e-07
alpha[1]    2.000001e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 37.72385080145727, 'aic': -67.44770160291453, 'bic': np.float64(-67.66406100669329)}, 3260: {'params': mu          2.419881e-02
omega       7.350981e-07
alpha[1]    2.000000e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 37.47162370121722, 'aic': -66.94324740243444, 'bic': np.float64(-67.15960680621319)}, 3265: {'params': mu          0.022771
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 35.16697001191531, 'aic': -62.33394002383062, 'bic': np.float64(-62.55029942760937)}, 3270: {'params': mu          0.022482
omega       0.000005
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 30.451889249981086, 'aic': -52.90377849996217, 'bic': np.float64(-53.12013790374092)}, 3275: {'params': mu          0.029712
omega       0.000006
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 28.109813781903824, 'aic': -48.21962756380765, 'bic': np.float64(-48.435986967586395)}, 3280: {'params': mu          0.038534
omega       0.000009
alpha[1]    0.199999
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 28.35221900168934, 'aic': -48.70443800337868, 'bic': np.float64(-48.92079740715742)}, 3285: {'params': mu          0.038486
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 35.92174929196008, 'aic': -63.843498583920166, 'bic': np.float64(-64.05985798769892)}, 3290: {'params': mu          3.424956e-02
omega       3.449872e-05
alpha[1]    4.234646e-01
beta[1]     6.928181e-10
Name: params, dtype: float64, 'loglikelihood': 24.90024655260993, 'aic': -41.80049310521986, 'bic': np.float64(-42.0168525089986)}, 3295: {'params': mu          0.025379
omega       0.000003
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 32.817675832238365, 'aic': -57.63535166447673, 'bic': np.float64(-57.851711068255476)}, 3300: {'params': mu          2.784615e-02
omega       2.568034e-07
alpha[1]    9.999999e-03
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 38.98400288763608, 'aic': -69.96800577527216, 'bic': np.float64(-70.18436517905091)}, 3305: {'params': mu          2.834449e-02
omega       5.610668e-07
alpha[1]    2.000001e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 38.2521387865443, 'aic': -68.5042775730886, 'bic': np.float64(-68.72063697686735)}, 3310: {'params': mu          0.045030
omega       0.000014
alpha[1]    0.959036
beta[1]     0.002242
Name: params, dtype: float64, 'loglikelihood': 25.683944103270157, 'aic': -43.367888206540314, 'bic': np.float64(-43.58424761031906)}, 3315: {'params': mu          4.580476e-02
omega       5.276569e-08
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 46.34335570322976, 'aic': -84.68671140645952, 'bic': np.float64(-84.90307081023828)}, 3320: {'params': mu          0.046120
omega       0.000005
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 31.092389644684886, 'aic': -54.18477928936977, 'bic': np.float64(-54.40113869314852)}, 3325: {'params': mu          0.040224
omega       0.000017
alpha[1]    0.010000
beta[1]     0.489998
Name: params, dtype: float64, 'loglikelihood': 26.101822208983, 'aic': -44.203644417966, 'bic': np.float64(-44.42000382174474)}, 3330: {'params': mu          0.048542
omega       0.000005
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 30.44482416950045, 'aic': -52.8896483390009, 'bic': np.float64(-53.106007742779646)}, 3335: {'params': mu          5.199429e-02
omega       9.770904e-07
alpha[1]    9.999997e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 36.0662320338721, 'aic': -64.1324640677442, 'bic': np.float64(-64.34882347152295)}, 3340: {'params': mu          0.087182
omega       0.000664
alpha[1]    0.010035
beta[1]     0.490088
Name: params, dtype: float64, 'loglikelihood': 13.342725219933808, 'aic': -18.685450439867616, 'bic': np.float64(-18.90180984364636)}, 3345: {'params': mu          0.130303
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 34.94521480198278, 'aic': -61.89042960396556, 'bic': np.float64(-62.106789007744304)}, 3350: {'params': mu          1.283732e-01
omega       1.603551e-07
alpha[1]    9.999999e-03
beta[1]     6.899999e-01
Name: params, dtype: float64, 'loglikelihood': 40.64486074955868, 'aic': -73.28972149911736, 'bic': np.float64(-73.50608090289612)}, 3355: {'params': mu         -4.157742e-02
omega       1.414098e-11
alpha[1]    9.999952e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': -3.0010083243961874, 'aic': 14.002016648792374, 'bic': np.float64(13.785657245013628)}, 3360: {'params': mu          4.168734e-02
omega       1.213081e-07
alpha[1]    9.999999e-03
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 41.62050273748492, 'aic': -75.24100547496984, 'bic': np.float64(-75.45736487874859)}, 3365: {'params': mu          0.033548
omega       0.000020
alpha[1]    0.010000
beta[1]     0.489998
Name: params, dtype: float64, 'loglikelihood': 25.422622800073366, 'aic': -42.84524560014673, 'bic': np.float64(-43.06160500392548)}, 3370: {'params': mu          2.872649e-02
omega       9.494258e-07
alpha[1]    9.999997e-03
beta[1]     4.899999e-01
Name: params, dtype: float64, 'loglikelihood': 36.18515879048945, 'aic': -64.3703175809789, 'bic': np.float64(-64.58667698475766)}, 3375: {'params': mu          0.026730
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 34.466976391685094, 'aic': -60.93395278337019, 'bic': np.float64(-61.150312187148934)}, 3380: {'params': mu          0.022003
omega       0.000004
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 31.60618086222486, 'aic': -55.21236172444972, 'bic': np.float64(-55.42872112822847)}, 3385: {'params': mu          1.716517e-02
omega       8.198244e-07
alpha[1]    1.999999e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 36.93127243697166, 'aic': -65.86254487394332, 'bic': np.float64(-66.07890427772207)}, 3390: {'params': mu          1.751367e-02
omega       3.700008e-07
alpha[1]    9.999998e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 37.69093779873447, 'aic': -67.38187559746893, 'bic': np.float64(-67.59823500124769)}, 3395: {'params': mu          0.022212
omega       0.000008
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 28.841669647646548, 'aic': -49.683339295293095, 'bic': np.float64(-49.89969869907184)}, 3400: {'params': mu          0.030316
omega       0.000005
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 28.31063111889761, 'aic': -48.62126223779522, 'bic': np.float64(-48.83762164157397)}, 3405: {'params': mu          0.052860
omega       0.000042
alpha[1]    0.200230
beta[1]     0.296919
Name: params, dtype: float64, 'loglikelihood': 23.181648738236056, 'aic': -38.36329747647211, 'bic': np.float64(-38.57965688025086)}, 3410: {'params': mu          0.055242
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 35.494819957138105, 'aic': -62.98963991427621, 'bic': np.float64(-63.20599931805496)}, 3415: {'params': mu          0.047800
omega       0.000023
alpha[1]    0.009998
beta[1]     0.690052
Name: params, dtype: float64, 'loglikelihood': 23.214884054780402, 'aic': -38.429768109560804, 'bic': np.float64(-38.64612751333955)}, 3420: {'params': mu          0.028466
omega       0.000026
alpha[1]    0.010000
beta[1]     0.489990
Name: params, dtype: float64, 'loglikelihood': 24.63449585853481, 'aic': -41.26899171706962, 'bic': np.float64(-41.485351120848364)}, 3425: {'params': mu          2.509416e-02
omega       3.885228e-07
alpha[1]    9.999998e-03
beta[1]     6.899999e-01
Name: params, dtype: float64, 'loglikelihood': 37.49636759910468, 'aic': -66.99273519820936, 'bic': np.float64(-67.20909460198811)}, 3430: {'params': mu          2.432365e-02
omega       3.867081e-07
alpha[1]    9.999998e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 37.53948991819059, 'aic': -67.07897983638118, 'bic': np.float64(-67.29533924015993)}, 3435: {'params': mu          0.025137
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 31.844472378014633, 'aic': -55.688944756029265, 'bic': np.float64(-55.90530415980801)}, 3440: {'params': mu          0.026444
omega       0.000006
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 27.974325089808605, 'aic': -47.94865017961721, 'bic': np.float64(-48.16500958339596)}, 3445: {'params': mu          0.035507
omega       0.000006
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 29.87427396250143, 'aic': -51.74854792500286, 'bic': np.float64(-51.96490732878161)}, 3450: {'params': mu          0.035312
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 31.85057820597284, 'aic': -55.70115641194568, 'bic': np.float64(-55.91751581572443)}, 3455: {'params': mu          0.035214
omega       0.000003
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 30.89414056448879, 'aic': -53.78828112897758, 'bic': np.float64(-54.004640532756326)}, 3460: {'params': mu          0.039174
omega       0.000004
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 31.19485029431372, 'aic': -54.38970058862744, 'bic': np.float64(-54.60605999240619)}, 3465: {'params': mu          0.038080
omega       0.000003
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 31.02499325051214, 'aic': -54.04998650102428, 'bic': np.float64(-54.266345904803025)}, 3470: {'params': mu          0.027994
omega       0.000029
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 24.14281295012441, 'aic': -40.28562590024882, 'bic': np.float64(-40.50198530402756)}, 3475: {'params': mu          0.014581
omega       0.000006
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 27.77841470874255, 'aic': -47.5568294174851, 'bic': np.float64(-47.773188821263844)}, 3480: {'params': mu          1.720899e-02
omega       5.141820e-08
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 44.611126427724194, 'aic': -81.22225285544839, 'bic': np.float64(-81.43861225922714)}, 3485: {'params': mu          0.020358
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 31.27095398689034, 'aic': -54.54190797378068, 'bic': np.float64(-54.75826737755943)}, 3490: {'params': mu          3.293923e-02
omega       9.552251e-06
alpha[1]    9.999586e-01
beta[1]     4.810673e-11
Name: params, dtype: float64, 'loglikelihood': 25.801742395425926, 'aic': -43.60348479085185, 'bic': np.float64(-43.8198441946306)}, 3495: {'params': mu          0.042835
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 32.12871334227071, 'aic': -56.257426684541414, 'bic': np.float64(-56.47378608832016)}, 3500: {'params': mu          0.041900
omega       0.000006
alpha[1]    0.200315
beta[1]     0.299882
Name: params, dtype: float64, 'loglikelihood': 29.77142918059484, 'aic': -51.54285836118968, 'bic': np.float64(-51.759217764968426)}, 3505: {'params': mu          0.028755
omega       0.000018
alpha[1]    0.010000
beta[1]     0.489998
Name: params, dtype: float64, 'loglikelihood': 25.78734702805387, 'aic': -43.57469405610774, 'bic': np.float64(-43.791053459886484)}, 3510: {'params': mu          0.019307
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 32.89937293696392, 'aic': -57.79874587392784, 'bic': np.float64(-58.01510527770659)}, 3515: {'params': mu          1.848014e-02
omega       3.455098e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 39.75518215696786, 'aic': -71.51036431393572, 'bic': np.float64(-71.72672371771448)}, 3520: {'params': mu          0.017719
omega       0.000004
alpha[1]    0.200011
beta[1]     0.299996
Name: params, dtype: float64, 'loglikelihood': 31.111303775906727, 'aic': -54.222607551813454, 'bic': np.float64(-54.4389669555922)}, 3525: {'params': mu          1.236283e-02
omega       7.118843e-07
alpha[1]    9.999998e-03
beta[1]     4.899999e-01
Name: params, dtype: float64, 'loglikelihood': 37.20151567902121, 'aic': -66.40303135804243, 'bic': np.float64(-66.61939076182118)}, 3530: {'params': mu          1.222359e-02
omega       2.678309e-07
alpha[1]    9.999999e-03
beta[1]     6.899999e-01
Name: params, dtype: float64, 'loglikelihood': 38.819938987076554, 'aic': -69.63987797415311, 'bic': np.float64(-69.85623737793186)}, 3535: {'params': mu          1.312708e-02
omega       1.197341e-07
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 43.409520036972076, 'aic': -78.81904007394415, 'bic': np.float64(-79.0353994777229)}, 3540: {'params': mu          0.018318
omega       0.000004
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 31.145308760932203, 'aic': -54.290617521864405, 'bic': np.float64(-54.50697692564315)}, 3545: {'params': mu          2.276729e-02
omega       9.408967e-07
alpha[1]    1.999999e-01
beta[1]     2.999998e-01
Name: params, dtype: float64, 'loglikelihood': 36.484878033355926, 'aic': -64.96975606671185, 'bic': np.float64(-65.1861154704906)}, 3550: {'params': mu          2.260614e-02
omega       5.402376e-07
alpha[1]    9.999998e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 36.3987807718325, 'aic': -64.797561543665, 'bic': np.float64(-65.01392094744375)}, 3555: {'params': mu          0.023239
omega       0.000003
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 29.998202542798662, 'aic': -51.996405085597324, 'bic': np.float64(-52.21276448937607)}, 3560: {'params': mu          2.790285e-02
omega       7.981193e-08
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 44.843350733467275, 'aic': -81.68670146693455, 'bic': np.float64(-81.9030608707133)}, 3565: {'params': mu          0.030263
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 33.52076819744168, 'aic': -59.041536394883366, 'bic': np.float64(-59.25789579866211)}, 3570: {'params': mu          0.031886
omega       0.000003
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 31.720367002645787, 'aic': -55.440734005291574, 'bic': np.float64(-55.65709340907032)}, 3575: {'params': mu          0.033785
omega       0.000005
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 30.46825228256243, 'aic': -52.93650456512486, 'bic': np.float64(-53.1528639689036)}, 3580: {'params': mu          0.035877
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 33.278341948771356, 'aic': -58.55668389754271, 'bic': np.float64(-58.77304330132146)}, 3585: {'params': mu          0.034206
omega       0.000003
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 32.860909706035514, 'aic': -57.72181941207103, 'bic': np.float64(-57.938178815849774)}, 3590: {'params': mu          0.030064
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 35.259489028867705, 'aic': -62.51897805773541, 'bic': np.float64(-62.735337461514156)}, 3595: {'params': mu          0.021388
omega       0.000009
alpha[1]    0.200000
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 28.731321847524967, 'aic': -49.462643695049934, 'bic': np.float64(-49.67900309882868)}, 3600: {'params': mu          2.123333e-02
omega       2.501671e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 40.83323797208189, 'aic': -73.66647594416378, 'bic': np.float64(-73.88283534794253)}, 3605: {'params': mu          0.024527
omega       0.000004
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 29.372840024234876, 'aic': -50.74568004846975, 'bic': np.float64(-50.9620394522485)}, 3610: {'params': mu          0.028331
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 33.671506148857546, 'aic': -59.34301229771509, 'bic': np.float64(-59.55937170149384)}, 3615: {'params': mu          0.042242
omega       0.000045
alpha[1]    0.010000
beta[1]     0.489996
Name: params, dtype: float64, 'loglikelihood': 22.64331876363299, 'aic': -37.28663752726598, 'bic': np.float64(-37.50299693104473)}, 3620: {'params': mu          0.077217
omega       0.000004
alpha[1]    0.808763
beta[1]     0.012485
Name: params, dtype: float64, 'loglikelihood': 24.1363106489549, 'aic': -40.2726212979098, 'bic': np.float64(-40.48898070168855)}, 3625: {'params': mu          7.674414e-02
omega       7.723583e-07
alpha[1]    9.999629e-03
beta[1]     6.900115e-01
Name: params, dtype: float64, 'loglikelihood': 35.14836518756224, 'aic': -62.29673037512448, 'bic': np.float64(-62.51308977890323)}, 3630: {'params': mu          0.071567
omega       0.000010
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 28.01435653396637, 'aic': -48.02871306793274, 'bic': np.float64(-48.24507247171149)}, 3635: {'params': mu          0.069554
omega       0.000002
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 31.88568732997009, 'aic': -55.77137465994018, 'bic': np.float64(-55.987734063718925)}, 3640: {'params': mu          0.069241
omega       0.000003
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 32.4745459501474, 'aic': -56.9490919002948, 'bic': np.float64(-57.16545130407355)}, 3645: {'params': mu          0.059071
omega       0.000019
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 20.008964570539476, 'aic': -32.01792914107895, 'bic': np.float64(-32.2342885448577)}, 3650: {'params': mu          0.023686
omega       0.000035
alpha[1]    0.536398
beta[1]     0.083142
Name: params, dtype: float64, 'loglikelihood': 21.95445408143977, 'aic': -35.90890816287954, 'bic': np.float64(-36.12526756665829)}, 3655: {'params': mu          0.025699
omega       0.000037
alpha[1]    0.010000
beta[1]     0.690005
Name: params, dtype: float64, 'loglikelihood': 21.666305164730993, 'aic': -35.332610329461986, 'bic': np.float64(-35.54896973324073)}, 3660: {'params': mu          0.066492
omega       0.000279
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 10.218525994241457, 'aic': -12.437051988482914, 'bic': np.float64(-12.65341139226166)}, 3665: {'params': mu          3.009294e-01
omega       1.013973e-10
alpha[1]    0.000000e+00
beta[1]     8.024073e-01
Name: params, dtype: float64, 'loglikelihood': 6.752595433487764, 'aic': -5.5051908669755285, 'bic': np.float64(-5.721550270754276)}, 3670: {'params': mu          0.510707
omega       0.000026
alpha[1]    0.977709
beta[1]     0.005364
Name: params, dtype: float64, 'loglikelihood': 16.98341195589075, 'aic': -25.966823911781503, 'bic': np.float64(-26.18318331556025)}, 3675: {'params': mu          0.494300
omega       0.000610
alpha[1]    0.456363
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 14.741738503026827, 'aic': -21.483477006053654, 'bic': np.float64(-21.6998364098324)}, 3680: {'params': mu          0.356520
omega       0.005015
alpha[1]    0.009917
beta[1]     0.692443
Name: params, dtype: float64, 'loglikelihood': 5.281368662029758, 'aic': -2.5627373240595155, 'bic': np.float64(-2.7790967278382626)}, 3685: {'params': mu          7.768190e-02
omega       7.449206e-05
alpha[1]    1.000000e+00
beta[1]     1.089898e-07
Name: params, dtype: float64, 'loglikelihood': 15.670225564321042, 'aic': -23.340451128642083, 'bic': np.float64(-23.55681053242083)}, 3690: {'params': mu          0.065185
omega       0.000011
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 27.65568455128498, 'aic': -47.31136910256996, 'bic': np.float64(-47.52772850634871)}, 3695: {'params': mu          0.052922
omega       0.000080
alpha[1]    0.418104
beta[1]     0.218631
Name: params, dtype: float64, 'loglikelihood': 20.10723223660781, 'aic': -32.21446447321562, 'bic': np.float64(-32.43082387699437)}, 3700: {'params': mu          3.024753e-02
omega       6.240136e-07
alpha[1]    1.000003e-02
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 35.87474917353018, 'aic': -63.74949834706035, 'bic': np.float64(-63.9658577508391)}, 3705: {'params': mu          3.200122e-02
omega       9.911153e-07
alpha[1]    9.999995e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 34.2627687568453, 'aic': -60.525537513690594, 'bic': np.float64(-60.74189691746934)}, 3710: {'params': mu          0.034805
omega       0.000021
alpha[1]    0.010000
beta[1]     0.690003
Name: params, dtype: float64, 'loglikelihood': 23.61525975236918, 'aic': -39.23051950473836, 'bic': np.float64(-39.44687890851711)}, 3715: {'params': mu          0.054889
omega       0.000034
alpha[1]    0.010000
beta[1]     0.489995
Name: params, dtype: float64, 'loglikelihood': 23.754190553679948, 'aic': -39.508381107359895, 'bic': np.float64(-39.72474051113864)}, 3720: {'params': mu          5.895559e-02
omega       9.841005e-07
alpha[1]    9.999995e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 34.27165575951428, 'aic': -60.54331151902856, 'bic': np.float64(-60.75967092280731)}, 3725: {'params': mu          0.056053
omega       0.000024
alpha[1]    0.719534
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 24.845488043186915, 'aic': -41.69097608637383, 'bic': np.float64(-41.907335490152576)}, 3730: {'params': mu          6.249722e-02
omega       6.806049e-05
alpha[1]    1.563814e-10
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 14.802554175035178, 'aic': -21.605108350070356, 'bic': np.float64(-21.821467753849102)}, 3735: {'params': mu          0.131508
omega       0.000120
alpha[1]    0.008119
beta[1]     0.447254
Name: params, dtype: float64, 'loglikelihood': 18.84446090716761, 'aic': -29.688921814335217, 'bic': np.float64(-29.905281218113963)}, 3740: {'params': mu          0.141954
omega       0.000006
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 27.694209096192964, 'aic': -47.38841819238593, 'bic': np.float64(-47.60477759616467)}, 3745: {'params': mu          0.151460
omega       0.000072
alpha[1]    0.010000
beta[1]     0.490022
Name: params, dtype: float64, 'loglikelihood': 21.03591901519101, 'aic': -34.07183803038202, 'bic': np.float64(-34.288197434160764)}, 3750: {'params': mu          0.140359
omega       0.000007
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 29.09500475332525, 'aic': -50.1900095066505, 'bic': np.float64(-50.406368910429244)}, 3755: {'params': mu          0.141292
omega       0.000013
alpha[1]    0.009999
beta[1]     0.690018
Name: params, dtype: float64, 'loglikelihood': 25.310073263761204, 'aic': -42.62014652752241, 'bic': np.float64(-42.836505931301154)}, 3760: {'params': mu          0.112247
omega       0.000009
alpha[1]    0.009999
beta[1]     0.969983
Name: params, dtype: float64, 'loglikelihood': 17.150468759385937, 'aic': -26.300937518771875, 'bic': np.float64(-26.51729692255062)}, 3765: {'params': mu          0.123838
omega       0.000026
alpha[1]    0.200003
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 25.06098281427166, 'aic': -42.12196562854332, 'bic': np.float64(-42.33832503232207)}, 3770: {'params': mu          0.123877
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 34.16744079979176, 'aic': -60.334881599583525, 'bic': np.float64(-60.55124100336227)}, 3775: {'params': mu          0.120365
omega       0.000191
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 16.158276268387116, 'aic': -24.316552536774232, 'bic': np.float64(-24.532911940552978)}, 3780: {'params': mu          6.199001e-02
omega       5.105619e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 38.541503539173945, 'aic': -69.08300707834789, 'bic': np.float64(-69.29936648212664)}, 3785: {'params': mu          0.057023
omega       0.000005
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 28.699654046042216, 'aic': -49.39930809208443, 'bic': np.float64(-49.61566749586318)}, 3790: {'params': mu          0.057014
omega       0.000001
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 33.16750251613447, 'aic': -58.33500503226894, 'bic': np.float64(-58.551364436047685)}, 3795: {'params': mu          0.059683
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 36.037955590365534, 'aic': -64.07591118073107, 'bic': np.float64(-64.29227058450982)}, 3800: {'params': mu          5.870852e-02
omega       1.684467e-05
alpha[1]    1.000000e+00
beta[1]     1.747816e-13
Name: params, dtype: float64, 'loglikelihood': 22.16534326711357, 'aic': -36.33068653422714, 'bic': np.float64(-36.54704593800589)}, 3805: {'params': mu          0.028301
omega       0.000008
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 28.684433111116295, 'aic': -49.36886622223259, 'bic': np.float64(-49.585225626011336)}, 3810: {'params': mu          4.550982e-02
omega       2.969600e-08
alpha[1]    7.066153e-01
beta[1]     1.698654e-01
Name: params, dtype: float64, 'loglikelihood': 23.61565817396701, 'aic': -39.23131634793402, 'bic': np.float64(-39.447675751712765)}, 3815: {'params': mu          4.582549e-02
omega       2.596167e-08
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 48.95802411340642, 'aic': -89.91604822681283, 'bic': np.float64(-90.13240763059159)}, 3820: {'params': mu          4.467653e-02
omega       8.626454e-07
alpha[1]    9.999996e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 34.76784039357555, 'aic': -61.535680787151094, 'bic': np.float64(-61.75204019092984)}, 3825: {'params': mu          0.017049
omega       0.000038
alpha[1]    0.448143
beta[1]     0.175681
Name: params, dtype: float64, 'loglikelihood': 21.889027673179882, 'aic': -35.778055346359764, 'bic': np.float64(-35.99441475013851)}, 3830: {'params': mu          0.019897
omega       0.000008
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 27.073345947456207, 'aic': -46.146691894912415, 'bic': np.float64(-46.36305129869116)}, 3835: {'params': mu          0.032853
omega       0.000018
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 25.82728264270233, 'aic': -43.65456528540466, 'bic': np.float64(-43.870924689183404)}, 3840: {'params': mu          0.043162
omega       0.000005
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 30.491586963969873, 'aic': -52.983173927939745, 'bic': np.float64(-53.19953333171849)}, 3845: {'params': mu          0.046607
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 34.0599288563964, 'aic': -60.11985771279279, 'bic': np.float64(-60.33621711657154)}, 3850: {'params': mu          0.041693
omega       0.000028
alpha[1]    0.278132
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.900518469467993, 'aic': -43.80103693893599, 'bic': np.float64(-44.01739634271473)}, 3855: {'params': mu          3.172766e-02
omega       2.039049e-07
alpha[1]    9.999999e-03
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 39.77064445651487, 'aic': -71.54128891302975, 'bic': np.float64(-71.7576483168085)}, 3860: {'params': mu          0.025536
omega       0.000006
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 28.147742241881183, 'aic': -48.295484483762365, 'bic': np.float64(-48.51184388754111)}, 3865: {'params': mu          2.054796e-02
omega       6.884477e-07
alpha[1]    9.999998e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 37.29298138961469, 'aic': -66.58596277922938, 'bic': np.float64(-66.80232218300813)}, 3870: {'params': mu          0.017515
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 34.22592029174125, 'aic': -60.45184058348249, 'bic': np.float64(-60.66819998726124)}, 3875: {'params': mu          0.021742
omega       0.000007
alpha[1]    0.199996
beta[1]     0.299990
Name: params, dtype: float64, 'loglikelihood': 29.193799417771018, 'aic': -50.387598835542036, 'bic': np.float64(-50.60395823932078)}, 3880: {'params': mu          2.484522e-02
omega       2.950775e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 40.26533289450616, 'aic': -72.53066578901232, 'bic': np.float64(-72.74702519279107)}, 3885: {'params': mu          0.031022
omega       0.000015
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 26.63360501113984, 'aic': -45.26721002227968, 'bic': np.float64(-45.48356942605842)}, 3890: {'params': mu          0.037702
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 34.17885393639972, 'aic': -60.35770787279944, 'bic': np.float64(-60.574067276578184)}, 3895: {'params': mu          0.049819
omega       0.000017
alpha[1]    0.199770
beta[1]     0.299486
Name: params, dtype: float64, 'loglikelihood': 26.281215139707808, 'aic': -44.562430279415615, 'bic': np.float64(-44.77878968319436)}, 3900: {'params': mu          0.072530
omega       0.000029
alpha[1]    0.999996
beta[1]     0.000003
Name: params, dtype: float64, 'loglikelihood': 21.864030310355243, 'aic': -35.72806062071049, 'bic': np.float64(-35.94442002448923)}, 3905: {'params': mu          0.081573
omega       0.000004
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 29.025203105239257, 'aic': -50.05040621047851, 'bic': np.float64(-50.26676561425726)}, 3910: {'params': mu          0.069158
omega       0.000041
alpha[1]    0.010000
beta[1]     0.489997
Name: params, dtype: float64, 'loglikelihood': 23.02448289850311, 'aic': -38.04896579700622, 'bic': np.float64(-38.265325200784964)}, 3915: {'params': mu          0.045192
omega       0.000059
alpha[1]    0.010000
beta[1]     0.489991
Name: params, dtype: float64, 'loglikelihood': 21.721367909259833, 'aic': -35.442735818519665, 'bic': np.float64(-35.65909522229841)}, 3920: {'params': mu          0.030295
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 33.8742094919982, 'aic': -59.7484189839964, 'bic': np.float64(-59.96477838777515)}, 3925: {'params': mu          0.034835
omega       0.000012
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 27.24112166220984, 'aic': -46.48224332441968, 'bic': np.float64(-46.69860272819842)}, 3930: {'params': mu          0.038470
omega       0.000001
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 33.2660530579352, 'aic': -58.532106115870405, 'bic': np.float64(-58.74846551964915)}, 3935: {'params': mu          0.035877
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 32.11402868034575, 'aic': -56.228057360691494, 'bic': np.float64(-56.44441676447024)}, 3940: {'params': mu          0.028041
omega       0.000006
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 29.74909778904744, 'aic': -51.49819557809488, 'bic': np.float64(-51.714554981873626)}, 3945: {'params': mu          0.023978
omega       0.000003
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 32.246539129459336, 'aic': -56.49307825891867, 'bic': np.float64(-56.70943766269742)}, 3950: {'params': mu          0.024488
omega       0.000005
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 30.619306187750432, 'aic': -53.238612375500864, 'bic': np.float64(-53.45497177927961)}, 3955: {'params': mu          2.786832e-02
omega       1.547415e-07
alpha[1]    9.999999e-03
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 40.765554203204296, 'aic': -73.53110840640859, 'bic': np.float64(-73.74746781018735)}, 3960: {'params': mu          0.035094
omega       0.000035
alpha[1]    0.999998
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 22.213050428167314, 'aic': -36.42610085633463, 'bic': np.float64(-36.642460260113374)}, 3965: {'params': mu          0.073716
omega       0.000055
alpha[1]    0.225301
beta[1]     0.234317
Name: params, dtype: float64, 'loglikelihood': 21.99952408036418, 'aic': -35.99904816072836, 'bic': np.float64(-36.2154075645071)}, 3970: {'params': mu          0.081316
omega       0.000010
alpha[1]    0.988225
beta[1]     0.008679
Name: params, dtype: float64, 'loglikelihood': 27.42708758128756, 'aic': -46.85417516257512, 'bic': np.float64(-47.070534566353864)}, 3975: {'params': mu          0.092808
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 31.460610872584716, 'aic': -54.92122174516943, 'bic': np.float64(-55.13758114894818)}, 3980: {'params': mu          0.120777
omega       0.000142
alpha[1]    0.597618
beta[1]     0.000014
Name: params, dtype: float64, 'loglikelihood': 18.84587523956061, 'aic': -29.691750479121218, 'bic': np.float64(-29.908109882899964)}, 3985: {'params': mu          0.193366
omega       0.000081
alpha[1]    0.728778
beta[1]     0.095763
Name: params, dtype: float64, 'loglikelihood': 16.564200197646656, 'aic': -25.128400395293312, 'bic': np.float64(-25.344759799072058)}, 3990: {'params': mu          0.195953
omega       0.000005
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 23.22777280429116, 'aic': -38.45554560858232, 'bic': np.float64(-38.671905012361066)}, 3995: {'params': mu          0.174393
omega       0.000017
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 19.91509143472055, 'aic': -31.830182869441103, 'bic': np.float64(-32.04654227321985)}, 4000: {'params': mu          0.058700
omega       0.000022
alpha[1]    1.000000
beta[1]     0.018877
Name: params, dtype: float64, 'loglikelihood': 16.98347773130338, 'aic': -25.966955462606762, 'bic': np.float64(-26.18331486638551)}, 4005: {'params': mu          0.062355
omega       0.000007
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 29.456537377218105, 'aic': -50.91307475443621, 'bic': np.float64(-51.129434158214956)}, 4010: {'params': mu          0.061390
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 34.1928390997758, 'aic': -60.385678199551606, 'bic': np.float64(-60.60203760333035)}, 4015: {'params': mu          0.061289
omega       0.000010
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 28.120226007065973, 'aic': -48.24045201413195, 'bic': np.float64(-48.45681141791069)}, 4020: {'params': mu          0.051097
omega       0.000009
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 28.161552344687273, 'aic': -48.323104689374546, 'bic': np.float64(-48.53946409315329)}, 4025: {'params': mu          0.044370
omega       0.000006
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 27.970380197176112, 'aic': -47.940760394352225, 'bic': np.float64(-48.15711979813097)}, 4030: {'params': mu          0.034671
omega       0.000013
alpha[1]    0.010000
beta[1]     0.489998
Name: params, dtype: float64, 'loglikelihood': 27.1044547906927, 'aic': -46.2089095813854, 'bic': np.float64(-46.425268985164145)}, 4035: {'params': mu          3.070263e-02
omega       8.938762e-07
alpha[1]    9.999996e-03
beta[1]     6.899998e-01
Name: params, dtype: float64, 'loglikelihood': 34.600173026873115, 'aic': -61.20034605374623, 'bic': np.float64(-61.41670545752498)}, 4040: {'params': mu          0.034366
omega       0.000009
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 28.159813825923056, 'aic': -48.31962765184611, 'bic': np.float64(-48.53598705562486)}, 4045: {'params': mu          3.825511e-02
omega       5.117743e-08
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 44.614785645713496, 'aic': -81.22957129142699, 'bic': np.float64(-81.44593069520575)}, 4050: {'params': mu          0.036629
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 33.887390270444456, 'aic': -59.77478054088891, 'bic': np.float64(-59.99113994466766)}, 4055: {'params': mu          2.643672e-02
omega       3.707717e-07
alpha[1]    5.630519e-01
beta[1]     1.533012e-01
Name: params, dtype: float64, 'loglikelihood': 28.706496801263643, 'aic': -49.41299360252729, 'bic': np.float64(-49.62935300630603)}, 4060: {'params': mu          2.768822e-02
omega       5.815069e-07
alpha[1]    9.999997e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 36.103861320687635, 'aic': -64.20772264137527, 'bic': np.float64(-64.42408204515402)}, 4065: {'params': mu          0.028443
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 33.032793377764115, 'aic': -58.06558675552823, 'bic': np.float64(-58.281946159306976)}, 4070: {'params': mu          2.597845e-02
omega       2.278521e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 41.17090505941913, 'aic': -74.34181011883825, 'bic': np.float64(-74.558169522617)}, 4075: {'params': mu          0.022062
omega       0.000006
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 29.807360635722286, 'aic': -51.61472127144457, 'bic': np.float64(-51.83108067522332)}, 4080: {'params': mu          1.452369e-02
omega       5.176445e-06
alpha[1]    1.000000e+00
beta[1]     6.802695e-12
Name: params, dtype: float64, 'loglikelihood': 29.528115197211044, 'aic': -51.05623039442209, 'bic': np.float64(-51.27258979820083)}, 4085: {'params': mu          9.100615e-03
omega       1.466271e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 43.139207130842955, 'aic': -78.27841426168591, 'bic': np.float64(-78.49477366546466)}, 4090: {'params': mu          7.877037e-03
omega       2.792035e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 40.468088414306344, 'aic': -72.93617682861269, 'bic': np.float64(-73.15253623239144)}, 4095: {'params': mu          7.432135e-03
omega       2.147674e-07
alpha[1]    9.999999e-03
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 39.61748760543526, 'aic': -71.23497521087052, 'bic': np.float64(-71.45133461464927)}, 4100: {'params': mu          8.820232e-03
omega       7.864152e-08
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 43.10684889867019, 'aic': -78.21369779734037, 'bic': np.float64(-78.43005720111913)}, 4105: {'params': mu          9.548824e-03
omega       5.496409e-08
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 46.2427173367087, 'aic': -84.4854346734174, 'bic': np.float64(-84.70179407719615)}, 4110: {'params': mu          0.011270
omega       0.000005
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 30.66973807899399, 'aic': -53.33947615798798, 'bic': np.float64(-53.55583556176673)}, 4115: {'params': mu          1.610556e-02
omega       4.101340e-08
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 45.38532155779562, 'aic': -82.77064311559124, 'bic': np.float64(-82.98700251937)}, 4120: {'params': mu          1.661681e-02
omega       1.048519e-07
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 42.124647549608426, 'aic': -76.24929509921685, 'bic': np.float64(-76.4656545029956)}, 4125: {'params': mu          0.017509
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 35.32591990248954, 'aic': -62.651839804979076, 'bic': np.float64(-62.86819920875782)}, 4130: {'params': mu          0.019385
omega       0.000003
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 32.60733485082191, 'aic': -57.214669701643814, 'bic': np.float64(-57.43102910542256)}, 4135: {'params': mu          2.026405e-02
omega       4.608357e-07
alpha[1]    9.999998e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 36.92853628789806, 'aic': -65.85707257579612, 'bic': np.float64(-66.07343197957488)}, 4140: {'params': mu          0.017275
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 35.46143391676437, 'aic': -62.92286783352874, 'bic': np.float64(-63.13922723730749)}, 4145: {'params': mu          0.017172
omega       0.000005
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 30.081438314914436, 'aic': -52.16287662982887, 'bic': np.float64(-52.37923603360762)}, 4150: {'params': mu          0.024687
omega       0.000014
alpha[1]    0.434207
beta[1]     0.211702
Name: params, dtype: float64, 'loglikelihood': 26.33273722122695, 'aic': -44.6654744424539, 'bic': np.float64(-44.881833846232645)}, 4155: {'params': mu          3.393990e-02
omega       5.475948e-08
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 44.37655761116624, 'aic': -80.75311522233248, 'bic': np.float64(-80.96947462611124)}, 4160: {'params': mu          0.029808
omega       0.000004
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 31.50832714165113, 'aic': -55.01665428330226, 'bic': np.float64(-55.233013687081005)}, 4165: {'params': mu          0.018253
omega       0.000028
alpha[1]    0.010000
beta[1]     0.489997
Name: params, dtype: float64, 'loglikelihood': 24.300237518630546, 'aic': -40.60047503726109, 'bic': np.float64(-40.81683444103984)}, 4170: {'params': mu          0.015516
omega       0.000008
alpha[1]    0.199999
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 28.7151223445445, 'aic': -49.430244689089, 'bic': np.float64(-49.64660409286775)}, 4175: {'params': mu          1.989452e-02
omega       4.784382e-07
alpha[1]    2.000000e-01
beta[1]     2.999999e-01
Name: params, dtype: float64, 'loglikelihood': 38.65117071855252, 'aic': -69.30234143710504, 'bic': np.float64(-69.5187008408838)}, 4180: {'params': mu          2.026362e-02
omega       1.313915e-08
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 49.376163742231, 'aic': -90.752327484462, 'bic': np.float64(-90.96868688824075)}, 4185: {'params': mu          0.014049
omega       0.000007
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 29.53779080211596, 'aic': -51.07558160423192, 'bic': np.float64(-51.29194100801067)}, 4190: {'params': mu          1.438514e-02
omega       2.455614e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 40.9113733180791, 'aic': -73.8227466361582, 'bic': np.float64(-74.03910603993695)}, 4195: {'params': mu          1.540409e-02
omega       6.953881e-08
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 45.52037504769695, 'aic': -83.0407500953939, 'bic': np.float64(-83.25710949917266)}, 4200: {'params': mu          0.015414
omega       0.000001
alpha[1]    0.100000
beta[1]     0.400000
Name: params, dtype: float64, 'loglikelihood': 35.78468013758797, 'aic': -63.56936027517594, 'bic': np.float64(-63.785719678954685)}, 4205: {'params': mu          0.020132
omega       0.000007
alpha[1]    0.200009
beta[1]     0.300007
Name: params, dtype: float64, 'loglikelihood': 29.053126031503492, 'aic': -50.106252063006984, 'bic': np.float64(-50.32261146678573)}, 4210: {'params': mu          2.682329e-02
omega       3.456848e-08
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 45.985967109798416, 'aic': -83.97193421959683, 'bic': np.float64(-84.18829362337559)}, 4215: {'params': mu          0.032071
omega       0.000013
alpha[1]    0.000002
beta[1]     0.999938
Name: params, dtype: float64, 'loglikelihood': 21.588060745004846, 'aic': -35.17612149000969, 'bic': np.float64(-35.39248089378844)}, 4220: {'params': mu          1.430303e-01
omega       1.393506e-05
alpha[1]    6.983448e-01
beta[1]     1.677462e-08
Name: params, dtype: float64, 'loglikelihood': 17.994156281679693, 'aic': -27.988312563359386, 'bic': np.float64(-28.204671967138133)}, 4225: {'params': mu          1.466469e-01
omega       5.258498e-07
alpha[1]    9.999998e-03
beta[1]     4.899999e-01
Name: params, dtype: float64, 'loglikelihood': 38.369137434668126, 'aic': -68.73827486933625, 'bic': np.float64(-68.954634273115)}, 4230: {'params': mu          1.341485e-01
omega       9.322320e-05
alpha[1]    2.119091e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 14.473048869897687, 'aic': -20.946097739795373, 'bic': np.float64(-21.16245714357412)}, 4235: {'params': mu          3.172836e-02
omega       1.302635e-11
alpha[1]    0.000000e+00
beta[1]     6.535964e-01
Name: params, dtype: float64, 'loglikelihood': 15.527496007034419, 'aic': -23.054992014068837, 'bic': np.float64(-23.271351417847583)}, 4240: {'params': mu          0.026911
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 35.260706024706366, 'aic': -62.52141204941273, 'bic': np.float64(-62.73777145319148)}, 4245: {'params': mu          2.932350e-02
omega       3.485371e-06
alpha[1]    9.204315e-01
beta[1]     3.497444e-16
Name: params, dtype: float64, 'loglikelihood': 31.485878806975784, 'aic': -54.97175761395157, 'bic': np.float64(-55.18811701773031)}, 4250: {'params': mu          0.035041
omega       0.000003
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 30.3576842294234, 'aic': -52.7153684588468, 'bic': np.float64(-52.93172786262554)}, 4255: {'params': mu          0.041474
omega       0.000008
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 28.610686404107035, 'aic': -49.22137280821407, 'bic': np.float64(-49.43773221199282)}, 4260: {'params': mu          0.043209
omega       0.000004
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 29.735278402714403, 'aic': -51.47055680542881, 'bic': np.float64(-51.68691620920755)}, 4265: {'params': mu          0.036067
omega       0.000005
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 30.091792575309483, 'aic': -52.18358515061897, 'bic': np.float64(-52.39994455439771)}, 4270: {'params': mu          2.932120e-02
omega       1.664521e-07
alpha[1]    9.999988e-03
beta[1]     9.700000e-01
Name: params, dtype: float64, 'loglikelihood': 30.999714669359918, 'aic': -53.999429338719835, 'bic': np.float64(-54.21578874249858)}, 4275: {'params': mu          2.692410e-02
omega       2.762607e-07
alpha[1]    9.999999e-03
beta[1]     4.900001e-01
Name: params, dtype: float64, 'loglikelihood': 40.49680892428003, 'aic': -72.99361784856006, 'bic': np.float64(-73.20997725233882)}, 4280: {'params': mu          0.024936
omega       0.000002
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 32.440533206506785, 'aic': -56.88106641301357, 'bic': np.float64(-57.09742581679232)}, 4285: {'params': mu          0.031068
omega       0.000009
alpha[1]    0.199999
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 28.588159849837513, 'aic': -49.17631969967503, 'bic': np.float64(-49.39267910345377)}, 4290: {'params': mu          3.134731e-02
omega       8.628191e-07
alpha[1]    9.999997e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 36.51056425272855, 'aic': -65.0211285054571, 'bic': np.float64(-65.23748790923585)}, 4295: {'params': mu          0.027060
omega       0.000007
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 27.426371583078165, 'aic': -46.85274316615633, 'bic': np.float64(-47.069102569935076)}, 4300: {'params': mu          0.016806
omega       0.000009
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 28.632551001029743, 'aic': -49.265102002059486, 'bic': np.float64(-49.48146140583823)}, 4305: {'params': mu          1.535127e-02
omega       1.129909e-07
alpha[1]    1.000000e-02
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 41.829116581248655, 'aic': -75.65823316249731, 'bic': np.float64(-75.87459256627606)}, 4310: {'params': mu          0.013237
omega       0.000001
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 35.544873022824426, 'aic': -63.08974604564885, 'bic': np.float64(-63.3061054494276)}, 4315: {'params': mu          1.054756e-02
omega       1.592425e-07
alpha[1]    9.999999e-03
beta[1]     6.899999e-01
Name: params, dtype: float64, 'loglikelihood': 40.66574463427498, 'aic': -73.33148926854996, 'bic': np.float64(-73.54784867232871)}, 4320: {'params': mu          0.016498
omega       0.000008
alpha[1]    0.199999
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 28.96534416743491, 'aic': -49.93068833486982, 'bic': np.float64(-50.14704773864857)}, 4325: {'params': mu          1.948695e-02
omega       6.018531e-36
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 271.48518557490513, 'aic': -534.9703711498103, 'bic': np.float64(-535.186730553589)}, 4330: {'params': mu          1.934533e-02
omega       4.939170e-07
alpha[1]    9.999998e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 36.7654576323509, 'aic': -65.5309152647018, 'bic': np.float64(-65.74727466848056)}, 4335: {'params': mu          0.015115
omega       0.000003
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 30.60577695694345, 'aic': -53.2115539138869, 'bic': np.float64(-53.42791331766565)}, 4340: {'params': mu          0.019035
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 34.8228406815321, 'aic': -61.6456813630642, 'bic': np.float64(-61.862040766842945)}, 4345: {'params': mu          2.036344e-02
omega       4.279488e-08
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 46.97577239814097, 'aic': -85.95154479628194, 'bic': np.float64(-86.16790420006069)}, 4350: {'params': mu          0.019899
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 35.45304172590174, 'aic': -62.90608345180348, 'bic': np.float64(-63.12244285558223)}, 4355: {'params': mu          0.019602
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 36.10267045215265, 'aic': -64.2053409043053, 'bic': np.float64(-64.42170030808406)}, 4360: {'params': mu          2.135454e-02
omega       5.088904e-07
alpha[1]    9.999999e-03
beta[1]     4.899999e-01
Name: params, dtype: float64, 'loglikelihood': 38.45296388475531, 'aic': -68.90592776951063, 'bic': np.float64(-69.12228717328938)}, 4365: {'params': mu          0.021780
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 35.99083177477147, 'aic': -63.981663549542944, 'bic': np.float64(-64.1980229533217)}, 4370: {'params': mu          0.024211
omega       0.000042
alpha[1]    0.540375
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 23.85811795414827, 'aic': -39.71623590829654, 'bic': np.float64(-39.932595312075286)}, 4375: {'params': mu          3.947871e-02
omega       7.490828e-07
alpha[1]    9.999997e-03
beta[1]     6.900001e-01
Name: params, dtype: float64, 'loglikelihood': 35.28294076475968, 'aic': -62.56588152951936, 'bic': np.float64(-62.782240933298105)}, 4380: {'params': mu          0.042956
omega       0.000001
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 35.54794168961843, 'aic': -63.09588337923687, 'bic': np.float64(-63.31224278301561)}, 4385: {'params': mu          0.037331
omega       0.000043
alpha[1]    0.253063
beta[1]     0.051351
Name: params, dtype: float64, 'loglikelihood': 24.05451765249548, 'aic': -40.10903530499096, 'bic': np.float64(-40.32539470876971)}, 4390: {'params': mu          0.028399
omega       0.000004
alpha[1]    0.200001
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 31.019302574367032, 'aic': -54.038605148734064, 'bic': np.float64(-54.25496455251281)}, 4395: {'params': mu          0.028752
omega       0.000042
alpha[1]    0.310143
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 24.470160352253135, 'aic': -40.94032070450627, 'bic': np.float64(-41.156680108285016)}, 4400: {'params': mu          4.180265e-02
omega       1.426711e-07
alpha[1]    9.999999e-03
beta[1]     6.900000e-01
Name: params, dtype: float64, 'loglikelihood': 41.03516889858116, 'aic': -74.07033779716232, 'bic': np.float64(-74.28669720094108)}, 4405: {'params': mu          5.178903e-02
omega       4.296176e-06
alpha[1]    1.649125e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 21.396898253939764, 'aic': -34.79379650787953, 'bic': np.float64(-35.01015591165827)}, 4410: {'params': mu          0.061702
omega       0.000007
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 27.59794260628823, 'aic': -47.19588521257646, 'bic': np.float64(-47.4122446163552)}, 4415: {'params': mu          0.055945
omega       0.000002
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 34.224289026438385, 'aic': -60.44857805287677, 'bic': np.float64(-60.664937456655515)}, 4420: {'params': mu          0.048629
omega       0.000031
alpha[1]    0.010000
beta[1]     0.490003
Name: params, dtype: float64, 'loglikelihood': 24.00998187627404, 'aic': -40.01996375254808, 'bic': np.float64(-40.236323156326826)}, 4425: {'params': mu          0.047049
omega       0.000006
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 28.146642946082807, 'aic': -48.29328589216561, 'bic': np.float64(-48.50964529594436)}, 4430: {'params': mu          0.050937
omega       0.000001
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 33.83097859667127, 'aic': -59.661957193342545, 'bic': np.float64(-59.87831659712129)}, 4435: {'params': mu          0.071560
omega       0.000018
alpha[1]    0.600560
beta[1]     0.129810
Name: params, dtype: float64, 'loglikelihood': 24.43831787174556, 'aic': -40.87663574349112, 'bic': np.float64(-41.09299514726987)}, 4440: {'params': mu          7.348739e-02
omega       3.790455e-06
alpha[1]    1.000000e+00
beta[1]     4.433483e-11
Name: params, dtype: float64, 'loglikelihood': 30.68504528810618, 'aic': -53.37009057621236, 'bic': np.float64(-53.58644997999111)}, 4445: {'params': mu          0.084028
omega       0.000016
alpha[1]    0.010000
beta[1]     0.690003
Name: params, dtype: float64, 'loglikelihood': 24.568970104831727, 'aic': -41.137940209663455, 'bic': np.float64(-41.3542996134422)}, 4450: {'params': mu          0.084735
omega       0.000015
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 26.62077813920036, 'aic': -45.24155627840072, 'bic': np.float64(-45.45791568217947)}, 4455: {'params': mu          0.077373
omega       0.000010
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 27.892855178106448, 'aic': -47.785710356212896, 'bic': np.float64(-48.00206975999164)}, 4460: {'params': mu          0.061693
omega       0.000026
alpha[1]    0.010000
beta[1]     0.689993
Name: params, dtype: float64, 'loglikelihood': 22.779661134884226, 'aic': -37.55932226976845, 'bic': np.float64(-37.7756816735472)}, 4465: {'params': mu          0.049689
omega       0.000002
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 31.22786358396587, 'aic': -54.45572716793174, 'bic': np.float64(-54.67208657171049)}, 4470: {'params': mu          0.051307
omega       0.000003
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 32.812592474287065, 'aic': -57.62518494857413, 'bic': np.float64(-57.84154435235288)}, 4475: {'params': mu          0.048984
omega       0.000020
alpha[1]    0.410223
beta[1]     0.217375
Name: params, dtype: float64, 'loglikelihood': 25.10841101256282, 'aic': -42.21682202512564, 'bic': np.float64(-42.43318142890438)}, 4480: {'params': mu          0.048400
omega       0.000014
alpha[1]    0.403552
beta[1]     0.190660
Name: params, dtype: float64, 'loglikelihood': 25.755284077939216, 'aic': -43.51056815587843, 'bic': np.float64(-43.72692755965718)}, 4485: {'params': mu          0.049624
omega       0.000003
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 30.62718670675864, 'aic': -53.25437341351728, 'bic': np.float64(-53.470732817296025)}, 4490: {'params': mu          0.046296
omega       0.000004
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 29.117165465957036, 'aic': -50.23433093191407, 'bic': np.float64(-50.45069033569282)}, 4495: {'params': mu          0.067914
omega       0.000033
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 15.910383775441094, 'aic': -23.820767550882188, 'bic': np.float64(-24.037126954660934)}, 4500: {'params': mu          0.124178
omega       0.000007
alpha[1]    0.509751
beta[1]     0.151791
Name: params, dtype: float64, 'loglikelihood': 21.91897437117457, 'aic': -35.83794874234914, 'bic': np.float64(-36.05430814612789)}, 4505: {'params': mu          0.122382
omega       0.000004
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 29.09208937476441, 'aic': -50.18417874952882, 'bic': np.float64(-50.400538153307565)}, 4510: {'params': mu          9.405521e-02
omega       7.786601e-04
alpha[1]    2.436176e-01
beta[1]     5.198057e-11
Name: params, dtype: float64, 'loglikelihood': 14.438163432018113, 'aic': -20.876326864036226, 'bic': np.float64(-21.092686267814972)}, 4515: {'params': mu          0.050140
omega       0.000017
alpha[1]    0.010000
beta[1]     0.489998
Name: params, dtype: float64, 'loglikelihood': 26.040219076325435, 'aic': -44.08043815265087, 'bic': np.float64(-44.29679755642962)}, 4520: {'params': mu          0.110470
omega       0.000018
alpha[1]    0.999996
beta[1]     0.000004
Name: params, dtype: float64, 'loglikelihood': 18.457968930404586, 'aic': -28.915937860809173, 'bic': np.float64(-29.13229726458792)}, 4525: {'params': mu          0.130424
omega       0.000012
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 17.287954094015806, 'aic': -26.57590818803161, 'bic': np.float64(-26.792267591810358)}, 4530: {'params': mu          0.146717
omega       0.000022
alpha[1]    0.010000
beta[1]     0.690003
Name: params, dtype: float64, 'loglikelihood': 23.448629888550443, 'aic': -38.897259777100885, 'bic': np.float64(-39.11361918087963)}, 4535: {'params': mu          0.117091
omega       0.000089
alpha[1]    0.008100
beta[1]     0.477489
Name: params, dtype: float64, 'loglikelihood': 19.6788171218738, 'aic': -31.357634243747597, 'bic': np.float64(-31.573993647526343)}, 4540: {'params': mu          0.042670
omega       0.000003
alpha[1]    0.937401
beta[1]     0.000088
Name: params, dtype: float64, 'loglikelihood': 19.750731035765412, 'aic': -31.501462071530824, 'bic': np.float64(-31.71782147530957)}, 4545: {'params': mu          0.041662
omega       0.000002
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 31.226225383226726, 'aic': -54.45245076645345, 'bic': np.float64(-54.6688101702322)}, 4550: {'params': mu          0.039363
omega       0.000008
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 26.933410182864094, 'aic': -45.86682036572819, 'bic': np.float64(-46.083179769506934)}, 4555: {'params': mu          0.054105
omega       0.000036
alpha[1]    0.010000
beta[1]     0.489995
Name: params, dtype: float64, 'loglikelihood': 23.48622608793913, 'aic': -38.97245217587826, 'bic': np.float64(-39.188811579657006)}, 4560: {'params': mu          0.072384
omega       0.000054
alpha[1]    0.010000
beta[1]     0.489991
Name: params, dtype: float64, 'loglikelihood': 22.004721949888133, 'aic': -36.009443899776265, 'bic': np.float64(-36.22580330355501)}, 4565: {'params': mu          0.113163
omega       0.000079
alpha[1]    0.302683
beta[1]     0.216375
Name: params, dtype: float64, 'loglikelihood': 20.326214422544336, 'aic': -32.65242884508867, 'bic': np.float64(-32.86878824886742)}, 4570: {'params': mu          0.111546
omega       0.000006
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 29.706600608048916, 'aic': -51.41320121609783, 'bic': np.float64(-51.62956061987658)}, 4575: {'params': mu          0.098842
omega       0.000012
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 20.57223779157846, 'aic': -33.14447558315692, 'bic': np.float64(-33.360834986935664)}, 4580: {'params': mu          0.071797
omega       0.000040
alpha[1]    0.010000
beta[1]     0.489995
Name: params, dtype: float64, 'loglikelihood': 23.204987438547025, 'aic': -38.40997487709405, 'bic': np.float64(-38.6263342808728)}, 4585: {'params': mu          6.638838e-02
omega       3.520703e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 39.645219780087324, 'aic': -71.29043956017465, 'bic': np.float64(-71.5067989639534)}, 4590: {'params': mu          6.366166e-02
omega       2.710538e-05
alpha[1]    1.000000e+00
beta[1]     4.334845e-16
Name: params, dtype: float64, 'loglikelihood': 23.06567256393809, 'aic': -38.13134512787618, 'bic': np.float64(-38.34770453165493)}, 4595: {'params': mu          0.066364
omega       0.000116
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 13.051691200911604, 'aic': -18.103382401823207, 'bic': np.float64(-18.319741805601954)}, 4600: {'params': mu          1.764629e-01
omega       1.249521e-11
alpha[1]    0.000000e+00
beta[1]     6.361579e-01
Name: params, dtype: float64, 'loglikelihood': 15.388341317161299, 'aic': -22.776682634322597, 'bic': np.float64(-22.993042038101343)}, 4605: {'params': mu          0.180879
omega       0.000001
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 34.849338593371975, 'aic': -61.69867718674395, 'bic': np.float64(-61.915036590522696)}, 4610: {'params': mu          0.152312
omega       0.000896
alpha[1]    0.305822
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 13.805543143824183, 'aic': -19.611086287648366, 'bic': np.float64(-19.827445691427112)}, 4615: {'params': mu          1.246070e-02
omega       1.514816e-07
alpha[1]    9.999728e-01
beta[1]     2.719766e-05
Name: params, dtype: float64, 'loglikelihood': 14.554985529901145, 'aic': -21.10997105980229, 'bic': np.float64(-21.326330463581037)}, 4620: {'params': mu          1.803659e-02
omega       5.660255e-07
alpha[1]    2.000000e-01
beta[1]     3.000000e-01
Name: params, dtype: float64, 'loglikelihood': 38.14094572570801, 'aic': -68.28189145141602, 'bic': np.float64(-68.49825085519477)}, 4625: {'params': mu          0.022241
omega       0.000004
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 31.596143342026807, 'aic': -55.19228668405361, 'bic': np.float64(-55.40864608783236)}, 4630: {'params': mu          0.048358
omega       0.000035
alpha[1]    0.825946
beta[1]     0.000087
Name: params, dtype: float64, 'loglikelihood': 21.83750622786848, 'aic': -35.67501245573696, 'bic': np.float64(-35.89137185951571)}, 4635: {'params': mu          5.530859e-02
omega       2.710634e-07
alpha[1]    9.999999e-03
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 40.58053975383303, 'aic': -73.16107950766606, 'bic': np.float64(-73.37743891144481)}, 4640: {'params': mu          0.053449
omega       0.000011
alpha[1]    0.010000
beta[1]     0.690003
Name: params, dtype: float64, 'loglikelihood': 25.812894609120363, 'aic': -43.625789218240726, 'bic': np.float64(-43.84214862201947)}, 4645: {'params': mu          0.035937
omega       0.000027
alpha[1]    0.010000
beta[1]     0.689992
Name: params, dtype: float64, 'loglikelihood': 22.673617384325343, 'aic': -37.34723476865069, 'bic': np.float64(-37.56359417242943)}, 4650: {'params': mu          0.052785
omega       0.000094
alpha[1]    0.010000
beta[1]     0.489994
Name: params, dtype: float64, 'loglikelihood': 20.092892383541603, 'aic': -32.185784767083206, 'bic': np.float64(-32.40214417086195)}, 4655: {'params': mu          1.980398e-01
omega       6.001763e-05
alpha[1]    9.999997e-01
beta[1]     5.571274e-08
Name: params, dtype: float64, 'loglikelihood': 14.22265984564969, 'aic': -20.44531969129938, 'bic': np.float64(-20.661679095078128)}, 4660: {'params': mu          0.226472
omega       0.000070
alpha[1]    0.009999
beta[1]     0.489951
Name: params, dtype: float64, 'loglikelihood': 21.144432957506044, 'aic': -34.28886591501209, 'bic': np.float64(-34.505225318790835)}, 4665: {'params': mu          2.281090e-01
omega       1.120490e-04
alpha[1]    4.206117e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 13.867513553191653, 'aic': -19.735027106383306, 'bic': np.float64(-19.951386510162052)}, 4670: {'params': mu          1.115090e-01
omega       1.458536e-05
alpha[1]    3.661138e-08
beta[1]     5.356322e-01
Name: params, dtype: float64, 'loglikelihood': 14.741632118660592, 'aic': -21.483264237321183, 'bic': np.float64(-21.69962364109993)}, 4675: {'params': mu          0.088299
omega       0.000032
alpha[1]    0.009509
beta[1]     0.656146
Name: params, dtype: float64, 'loglikelihood': 21.995089382727105, 'aic': -35.99017876545421, 'bic': np.float64(-36.20653816923296)}, 4680: {'params': mu          0.093312
omega       0.000008
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 21.357141644477647, 'aic': -34.71428328895529, 'bic': np.float64(-34.93064269273404)}, 4685: {'params': mu          0.130347
omega       0.000165
alpha[1]    0.009998
beta[1]     0.489921
Name: params, dtype: float64, 'loglikelihood': 18.120609612662946, 'aic': -28.241219225325892, 'bic': np.float64(-28.45757862910464)}, 4690: {'params': mu          0.138697
omega       0.000050
alpha[1]    0.010000
beta[1]     0.489997
Name: params, dtype: float64, 'loglikelihood': 22.334799756527655, 'aic': -36.66959951305531, 'bic': np.float64(-36.885958916834056)}, 4695: {'params': mu          0.128514
omega       0.000007
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 29.246167148609928, 'aic': -50.492334297219855, 'bic': np.float64(-50.7086937009986)}, 4700: {'params': mu          1.053987e-01
omega       7.901420e-08
alpha[1]    5.344161e-01
beta[1]     2.144308e-01
Name: params, dtype: float64, 'loglikelihood': 21.012339580680546, 'aic': -34.02467916136109, 'bic': np.float64(-34.24103856513984)}, 4705: {'params': mu          0.109614
omega       0.000011
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 27.683507564115185, 'aic': -47.36701512823037, 'bic': np.float64(-47.58337453200912)}, 4710: {'params': mu          7.985456e-02
omega       1.674315e-05
alpha[1]    1.000000e+00
beta[1]     7.009806e-12
Name: params, dtype: float64, 'loglikelihood': 20.12829749512246, 'aic': -32.25659499024492, 'bic': np.float64(-32.47295439402367)}, 4715: {'params': mu          0.078331
omega       0.000004
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 31.720148356406476, 'aic': -55.44029671281295, 'bic': np.float64(-55.6566561165917)}, 4720: {'params': mu          8.023151e-02
omega       1.448555e-05
alpha[1]    2.748865e-01
beta[1]     1.009005e-08
Name: params, dtype: float64, 'loglikelihood': 27.95339009529708, 'aic': -47.90678019059416, 'bic': np.float64(-48.12313959437291)}, 4725: {'params': mu          0.082108
omega       0.000004
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 29.132804508651983, 'aic': -50.265609017303966, 'bic': np.float64(-50.48196842108271)}, 4730: {'params': mu          0.067786
omega       0.000025
alpha[1]    0.010000
beta[1]     0.489995
Name: params, dtype: float64, 'loglikelihood': 24.745352502976086, 'aic': -41.49070500595217, 'bic': np.float64(-41.70706440973092)}, 4735: {'params': mu          0.062039
omega       0.000010
alpha[1]    0.280004
beta[1]     0.269999
Name: params, dtype: float64, 'loglikelihood': 27.890012322429023, 'aic': -47.780024644858045, 'bic': np.float64(-47.99638404863679)}, 4740: {'params': mu          0.074578
omega       0.000006
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 29.504506864206395, 'aic': -51.00901372841279, 'bic': np.float64(-51.225373132191535)}, 4745: {'params': mu          0.069476
omega       0.000020
alpha[1]    0.479626
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 26.353661995971304, 'aic': -44.70732399194261, 'bic': np.float64(-44.923683395721355)}, 4750: {'params': mu          0.047931
omega       0.000089
alpha[1]    0.009999
beta[1]     0.489994
Name: params, dtype: float64, 'loglikelihood': 20.30234634684281, 'aic': -32.60469269368562, 'bic': np.float64(-32.82105209746437)}, 4755: {'params': mu          1.269627e-02
omega       1.255977e-04
alpha[1]    5.243536e-01
beta[1]     1.742872e-07
Name: params, dtype: float64, 'loglikelihood': 19.085117510670898, 'aic': -30.170235021341796, 'bic': np.float64(-30.386594425120542)}, 4760: {'params': mu          0.045166
omega       0.000162
alpha[1]    0.007288
beta[1]     0.483847
Name: params, dtype: float64, 'loglikelihood': 17.31206280086054, 'aic': -26.624125601721083, 'bic': np.float64(-26.84048500549983)}, 4765: {'params': mu          0.073275
omega       0.000026
alpha[1]    0.199995
beta[1]     0.299992
Name: params, dtype: float64, 'loglikelihood': 24.65678922717527, 'aic': -41.31357845435054, 'bic': np.float64(-41.52993785812929)}, 4770: {'params': mu          0.083041
omega       0.000005
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 30.087219656343184, 'aic': -52.17443931268637, 'bic': np.float64(-52.39079871646511)}, 4775: {'params': mu          0.085798
omega       0.000014
alpha[1]    0.010000
beta[1]     0.490002
Name: params, dtype: float64, 'loglikelihood': 26.724020281092567, 'aic': -45.448040562185135, 'bic': np.float64(-45.66439996596388)}, 4780: {'params': mu          0.087504
omega       0.000003
alpha[1]    0.200000
beta[1]     0.300000
Name: params, dtype: float64, 'loglikelihood': 32.991487809443385, 'aic': -57.98297561888677, 'bic': np.float64(-58.199335022665515)}, 4785: {'params': mu          0.101835
omega       0.000031
alpha[1]    0.199998
beta[1]     0.299993
Name: params, dtype: float64, 'loglikelihood': 24.271088449875144, 'aic': -40.54217689975029, 'bic': np.float64(-40.758536303529034)}, 4790: {'params': mu          0.096479
omega       0.000016
alpha[1]    0.199968
beta[1]     0.299422
Name: params, dtype: float64, 'loglikelihood': 26.543414466402112, 'aic': -45.086828932804224, 'bic': np.float64(-45.30318833658297)}, 4795: {'params': mu          9.460682e-02
omega       9.419651e-06
alpha[1]    1.000000e+00
beta[1]     2.206901e-15
Name: params, dtype: float64, 'loglikelihood': 25.272750456764072, 'aic': -42.545500913528144, 'bic': np.float64(-42.76186031730689)}, 4800: {'params': mu          0.116499
omega       0.000146
alpha[1]    0.009999
beta[1]     0.489986
Name: params, dtype: float64, 'loglikelihood': 18.540578274197923, 'aic': -29.081156548395846, 'bic': np.float64(-29.297515952174592)}, 4805: {'params': mu          0.1342
omega       0.0000
alpha[1]    0.0100
beta[1]     0.4900
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4810: {'params': mu          0.118616
omega       0.000034
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 16.97265097670091, 'aic': -25.945301953401817, 'bic': np.float64(-26.161661357180563)}, 4815: {'params': mu          0.043480
omega       0.000508
alpha[1]    0.000000
beta[1]     0.657278
Name: params, dtype: float64, 'loglikelihood': 12.259785196079973, 'aic': -16.519570392159945, 'bic': np.float64(-16.73592979593869)}, 4820: {'params': mu          0.043726
omega       0.000232
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 9.713770672440317, 'aic': -11.427541344880634, 'bic': np.float64(-11.64390074865938)}, 4825: {'params': mu          0.199940
omega       0.000409
alpha[1]    0.000000
beta[1]     0.761230
Name: params, dtype: float64, 'loglikelihood': 10.501678325580848, 'aic': -13.003356651161695, 'bic': np.float64(-13.219716054940442)}, 4830: {'params': mu          0.279280
omega       0.000269
alpha[1]    0.009999
beta[1]     0.489983
Name: params, dtype: float64, 'loglikelihood': 16.41871753517357, 'aic': -24.83743507034714, 'bic': np.float64(-25.053794474125887)}, 4835: {'params': mu          2.857994e-01
omega       3.412281e-04
alpha[1]    2.356796e-01
beta[1]     3.596790e-11
Name: params, dtype: float64, 'loglikelihood': 17.33236441880152, 'aic': -26.664728837603043, 'bic': np.float64(-26.88108824138179)}, 4840: {'params': mu          2.085868e-01
omega       1.221663e-11
alpha[1]    0.000000e+00
beta[1]     9.596153e-01
Name: params, dtype: float64, 'loglikelihood': 13.5816647072711, 'aic': -19.1633294145422, 'bic': np.float64(-19.379688818320947)}, 4845: {'params': mu          0.179012
omega       0.000293
alpha[1]    0.000000
beta[1]     0.294159
Name: params, dtype: float64, 'loglikelihood': 17.353730515343536, 'aic': -26.70746103068707, 'bic': np.float64(-26.923820434465817)}, 4850: {'params': mu          0.210970
omega       0.000002
alpha[1]    0.560805
beta[1]     0.126459
Name: params, dtype: float64, 'loglikelihood': 25.355384445960105, 'aic': -42.71076889192021, 'bic': np.float64(-42.92712829569896)}, 4855: {'params': mu          2.012004e-01
omega       2.481076e-04
alpha[1]    5.195638e-01
beta[1]     2.290181e-14
Name: params, dtype: float64, 'loglikelihood': 17.72447210352403, 'aic': -27.448944207048058, 'bic': np.float64(-27.665303610826804)}, 4860: {'params': mu          1.723084e-01
omega       1.328661e-05
alpha[1]    1.017502e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 19.228291859827145, 'aic': -30.45658371965429, 'bic': np.float64(-30.672943123433036)}, 4865: {'params': mu          0.189573
omega       0.000013
alpha[1]    0.995253
beta[1]     0.001287
Name: params, dtype: float64, 'loglikelihood': 23.279050975049035, 'aic': -38.55810195009807, 'bic': np.float64(-38.774461353876816)}, 4870: {'params': mu          2.432472e-01
omega       4.194936e-09
alpha[1]    1.431910e-07
beta[1]     9.029442e-01
Name: params, dtype: float64, 'loglikelihood': 14.250268915457966, 'aic': -20.50053783091593, 'bic': np.float64(-20.716897234694677)}, 4875: {'params': mu          2.368595e-01
omega       1.106856e-11
alpha[1]    0.000000e+00
beta[1]     8.845184e-01
Name: params, dtype: float64, 'loglikelihood': 16.91167703146174, 'aic': -25.823354062923478, 'bic': np.float64(-26.039713466702224)}, 4880: {'params': mu          2.134155e-01
omega       1.780338e-05
alpha[1]    5.227365e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 18.961634436596214, 'aic': -29.923268873192427, 'bic': np.float64(-30.139628276971173)}, 4885: {'params': mu          1.490253e-01
omega       1.481056e-11
alpha[1]    7.871279e-07
beta[1]     7.555981e-01
Name: params, dtype: float64, 'loglikelihood': 13.717764612333134, 'aic': -19.43552922466627, 'bic': np.float64(-19.651888628445015)}, 4890: {'params': mu          0.133631
omega       0.000000
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4895: {'params': mu          0.086930
omega       0.002005
alpha[1]    0.604504
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 9.190425862407944, 'aic': -10.380851724815887, 'bic': np.float64(-10.597211128594633)}, 4900: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4905: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4910: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4915: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4920: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4925: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4930: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4935: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4940: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4945: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}}}
Predicciones At: {14: {0: array([0.00255526, 0.00255178, 0.00254889, 0.0025465 , 0.0025445 ,
       0.00254285, 0.00254148, 0.00254033, 0.00253939, 0.0025386 ,
       0.00253795, 0.0025374 , 0.00253695, 0.00253658, 0.00253627,
       0.00253601, 0.0025358 , 0.00253562, 0.00253547, 0.00253535,
       0.00253525, 0.00253516, 0.00253509, 0.00253503, 0.00253498,
       0.00253494, 0.00253491, 0.00253488]), 5: array([0.00168881, 0.00171195, 0.00173508, 0.00175821, 0.00178134,
       0.00180448, 0.00182761, 0.00185074, 0.00187387, 0.00189701,
       0.00192014, 0.00194327, 0.0019664 , 0.00198954, 0.00201267,
       0.0020358 , 0.00205893, 0.00208207, 0.0021052 , 0.00212833,
       0.00215147, 0.0021746 , 0.00219773, 0.00222086, 0.002244  ,
       0.00226713, 0.00229026, 0.0023134 ]), 10: array([0.00633235, 0.00636792, 0.00640002, 0.00642898, 0.00645511,
       0.00647869, 0.00649996, 0.00651915, 0.00653647, 0.00655209,
       0.00656619, 0.00657891, 0.00659039, 0.00660074, 0.00661008,
       0.00661851, 0.00662612, 0.00663298, 0.00663917, 0.00664476,
       0.0066498 , 0.00665434, 0.00665845, 0.00666215, 0.00666549,
       0.0066685 , 0.00667122, 0.00667368]), 15: array([0.03030202, 0.02521258, 0.02136276, 0.01845064, 0.01624781,
       0.01458153, 0.0133211 , 0.01236767, 0.01164646, 0.01110092,
       0.01068826, 0.0103761 , 0.01013998, 0.00996137, 0.00982626,
       0.00972406, 0.00964676, 0.00958828, 0.00954405, 0.00951059,
       0.00948528, 0.00946613, 0.00945165, 0.00944069, 0.00943241,
       0.00942614, 0.0094214 , 0.00941781]), 20: array([0.00300997, 0.00427716, 0.00513259, 0.00571005, 0.00609988,
       0.00636304, 0.00654069, 0.00666061, 0.00674157, 0.00679622,
       0.00683311, 0.00685801, 0.00687483, 0.00688617, 0.00689384,
       0.00689901, 0.0069025 , 0.00690486, 0.00690645, 0.00690752,
       0.00690825, 0.00690874, 0.00690907, 0.00690929, 0.00690944,
       0.00690954, 0.00690961, 0.00690966]), 25: array([0.00020443, 0.0002353 , 0.00026031, 0.00028056, 0.00029696,
       0.00031024, 0.000321  , 0.00032972, 0.00033677, 0.00034249,
       0.00034711, 0.00035086, 0.0003539 , 0.00035636, 0.00035835,
       0.00035996, 0.00036127, 0.00036232, 0.00036318, 0.00036388,
       0.00036444, 0.00036489, 0.00036526, 0.00036556, 0.0003658 ,
       0.000366  , 0.00036616, 0.00036628]), 30: array([0.00836999, 0.00858795, 0.00880591, 0.00902387, 0.00924182,
       0.00945978, 0.00967774, 0.0098957 , 0.01011366, 0.01033162,
       0.01054958, 0.01076754, 0.0109855 , 0.01120345, 0.01142141,
       0.01163937, 0.01185733, 0.01207529, 0.01229325, 0.01251121,
       0.01272917, 0.01294713, 0.01316509, 0.01338304, 0.013601  ,
       0.01381896, 0.01403692, 0.01425488]), 35: array([0.02155863, 0.02183334, 0.02210804, 0.02238275, 0.02265744,
       0.02293214, 0.02320683, 0.02348152, 0.02375621, 0.0240309 ,
       0.02430558, 0.02458026, 0.02485494, 0.02512962, 0.02540429,
       0.02567896, 0.02595363, 0.0262283 , 0.02650296, 0.02677762,
       0.02705228, 0.02732693, 0.02760159, 0.02787624, 0.02815088,
       0.02842553, 0.02870017, 0.02897481]), 40: array([2.13892031e-05, 3.87852932e-05, 5.61810123e-05, 7.35763604e-05,
       9.09713374e-05, 1.08365943e-04, 1.25760178e-04, 1.43154042e-04,
       1.60547535e-04, 1.77940657e-04, 1.95333408e-04, 2.12725788e-04,
       2.30117798e-04, 2.47509436e-04, 2.64900703e-04, 2.82291599e-04,
       2.99682124e-04, 3.17072279e-04, 3.34462062e-04, 3.51851475e-04,
       3.69240517e-04, 3.86629187e-04, 4.04017487e-04, 4.21405416e-04,
       4.38792974e-04, 4.56180162e-04, 4.73566978e-04, 4.90953424e-04]), 45: array([0.00204737, 0.00142132, 0.0010488 , 0.00082714, 0.00069525,
       0.00061677, 0.00057007, 0.00054228, 0.00052575, 0.00051591,
       0.00051006, 0.00050657, 0.0005045 , 0.00050327, 0.00050253,
       0.0005021 , 0.00050184, 0.00050168, 0.00050159, 0.00050154,
       0.0005015 , 0.00050148, 0.00050147, 0.00050147, 0.00050146,
       0.00050146, 0.00050146, 0.00050146]), 50: array([0.00052007, 0.00073395, 0.00082659, 0.00086672, 0.0008841 ,
       0.00089163, 0.00089489, 0.0008963 , 0.00089691, 0.00089717,
       0.00089729, 0.00089734, 0.00089736, 0.00089737, 0.00089737,
       0.00089737, 0.00089738, 0.00089738, 0.00089738, 0.00089738,
       0.00089738, 0.00089738, 0.00089738, 0.00089738, 0.00089738,
       0.00089738, 0.00089738, 0.00089738]), 55: array([0.0006631 , 0.00071781, 0.0007448 , 0.00075811, 0.00076467,
       0.00076791, 0.00076951, 0.0007703 , 0.00077069, 0.00077088,
       0.00077097, 0.00077102, 0.00077104, 0.00077105, 0.00077106,
       0.00077106, 0.00077106, 0.00077106, 0.00077106, 0.00077106,
       0.00077106, 0.00077106, 0.00077106, 0.00077106, 0.00077106,
       0.00077106, 0.00077106, 0.00077106]), 60: array([0.01352617, 0.0140803 , 0.01463443, 0.01518856, 0.01574269,
       0.01629682, 0.01685095, 0.01740509, 0.01795922, 0.01851335,
       0.01906748, 0.01962161, 0.02017574, 0.02072987, 0.02128401,
       0.02183814, 0.02239227, 0.0229464 , 0.02350053, 0.02405466,
       0.0246088 , 0.02516293, 0.02571706, 0.02627119, 0.02682532,
       0.02737945, 0.02793358, 0.02848772]), 65: array([4.53636606e-06, 4.64587430e-06, 4.75522840e-06, 4.86442859e-06,
       4.97347509e-06, 5.08236812e-06, 5.19110787e-06, 5.29969459e-06,
       5.40812847e-06, 5.51640973e-06, 5.62453860e-06, 5.73251528e-06,
       5.84033998e-06, 5.94801293e-06, 6.05553433e-06, 6.16290440e-06,
       6.27012336e-06, 6.37719140e-06, 6.48410876e-06, 6.59087563e-06,
       6.69749223e-06, 6.80395877e-06, 6.91027547e-06, 7.01644253e-06,
       7.12246016e-06, 7.22832858e-06, 7.33404800e-06, 7.43961862e-06]), 70: array([0.0013937 , 0.00164097, 0.00188824, 0.0021355 , 0.00238277,
       0.00263003, 0.0028773 , 0.00312457, 0.00337183, 0.0036191 ,
       0.00386636, 0.00411363, 0.0043609 , 0.00460816, 0.00485543,
       0.00510269, 0.00534996, 0.00559723, 0.00584449, 0.00609176,
       0.00633902, 0.00658629, 0.00683356, 0.00708082, 0.00732809,
       0.00757535, 0.00782262, 0.00806989]), 75: array([3.50862532e-04, 3.27894678e-04, 3.06430326e-04, 2.86371055e-04,
       2.67624886e-04, 2.50105863e-04, 2.33733656e-04, 2.18433192e-04,
       2.04134313e-04, 1.90771456e-04, 1.78283347e-04, 1.66612723e-04,
       1.55706072e-04, 1.45513382e-04, 1.35987918e-04, 1.27086001e-04,
       1.18766815e-04, 1.10992211e-04, 1.03726542e-04, 9.69364920e-05,
       9.05909264e-05, 8.46607487e-05, 7.91187673e-05, 7.39395703e-05,
       6.90994094e-05, 6.45760910e-05, 6.03488742e-05, 5.63983758e-05]), 80: array([0.00017297, 0.00017908, 0.00018433, 0.00018885, 0.00019275,
       0.0001961 , 0.00019899, 0.00020147, 0.00020361, 0.00020546,
       0.00020704, 0.00020841, 0.00020959, 0.0002106 , 0.00021147,
       0.00021222, 0.00021287, 0.00021342, 0.0002139 , 0.00021431,
       0.00021467, 0.00021497, 0.00021524, 0.00021546, 0.00021566,
       0.00021583, 0.00021597, 0.0002161 ]), 85: array([0.00039418, 0.00040121, 0.00040823, 0.00041526, 0.00042228,
       0.00042931, 0.00043633, 0.00044336, 0.00045038, 0.0004574 ,
       0.00046443, 0.00047145, 0.00047848, 0.0004855 , 0.00049253,
       0.00049955, 0.00050658, 0.0005136 , 0.00052062, 0.00052765,
       0.00053467, 0.0005417 , 0.00054872, 0.00055575, 0.00056277,
       0.0005698 , 0.00057682, 0.00058384]), 90: array([0.00051473, 0.00044459, 0.0004327 , 0.00043068, 0.00043034,
       0.00043028, 0.00043027, 0.00043027, 0.00043027, 0.00043027,
       0.00043027, 0.00043027, 0.00043027, 0.00043027, 0.00043027,
       0.00043027, 0.00043027, 0.00043027, 0.00043027, 0.00043027,
       0.00043027, 0.00043027, 0.00043027, 0.00043027, 0.00043027,
       0.00043027, 0.00043027, 0.00043027]), 95: array([0.00119258, 0.00120648, 0.00121945, 0.00123156, 0.00124287,
       0.00125342, 0.00126326, 0.00127245, 0.00128103, 0.00128904,
       0.00129651, 0.00130349, 0.00131   , 0.00131607, 0.00132174,
       0.00132704, 0.00133198, 0.00133659, 0.00134089, 0.00134491,
       0.00134866, 0.00135216, 0.00135542, 0.00135847, 0.00136132,
       0.00136397, 0.00136645, 0.00136877]), 100: array([0.01316667, 0.01348519, 0.01380372, 0.01412224, 0.01444077,
       0.01475929, 0.01507782, 0.01539634, 0.01571487, 0.01603339,
       0.01635192, 0.01667044, 0.01698897, 0.01730749, 0.01762602,
       0.01794454, 0.01826307, 0.01858159, 0.01890012, 0.01921864,
       0.01953717, 0.01985569, 0.02017422, 0.02049274, 0.02081127,
       0.02112979, 0.02144832, 0.02176684]), 105: array([7.11676741e-05, 1.07498610e-04, 1.43829497e-04, 1.80160336e-04,
       2.16491127e-04, 2.52821869e-04, 2.89152564e-04, 3.25483210e-04,
       3.61813808e-04, 3.98144357e-04, 4.34474859e-04, 4.70805312e-04,
       5.07135717e-04, 5.43466074e-04, 5.79796382e-04, 6.16126642e-04,
       6.52456854e-04, 6.88787018e-04, 7.25117134e-04, 7.61447201e-04,
       7.97777220e-04, 8.34107191e-04, 8.70437114e-04, 9.06766988e-04,
       9.43096814e-04, 9.79426592e-04, 1.01575632e-03, 1.05208600e-03]), 110: array([0.00287097, 0.00313474, 0.00339851, 0.00366228, 0.00392605,
       0.00418982, 0.00445359, 0.00471736, 0.00498113, 0.00524489,
       0.00550866, 0.00577243, 0.0060362 , 0.00629997, 0.00656374,
       0.00682751, 0.00709128, 0.00735505, 0.00761882, 0.00788259,
       0.00814635, 0.00841012, 0.00867389, 0.00893766, 0.00920143,
       0.0094652 , 0.00972897, 0.00999274]), 115: array([0.00033579, 0.00034224, 0.00034869, 0.00035514, 0.00036159,
       0.00036804, 0.00037449, 0.00038094, 0.00038739, 0.00039384,
       0.00040029, 0.00040674, 0.00041319, 0.00041964, 0.00042609,
       0.00043254, 0.00043899, 0.00044544, 0.00045189, 0.00045834,
       0.00046479, 0.00047124, 0.00047769, 0.00048414, 0.00049059,
       0.00049704, 0.00050349, 0.00050994]), 120: array([0.00032727, 0.00032877, 0.00032952, 0.00032989, 0.00033008,
       0.00033017, 0.00033022, 0.00033024, 0.00033025, 0.00033026,
       0.00033026, 0.00033026, 0.00033026, 0.00033026, 0.00033026,
       0.00033026, 0.00033026, 0.00033026, 0.00033026, 0.00033026,
       0.00033026, 0.00033026, 0.00033026, 0.00033026, 0.00033026,
       0.00033026, 0.00033026, 0.00033026]), 125: array([0.00061316, 0.00062627, 0.00063938, 0.00065249, 0.00066561,
       0.00067872, 0.00069183, 0.00070494, 0.00071805, 0.00073116,
       0.00074427, 0.00075739, 0.0007705 , 0.00078361, 0.00079672,
       0.00080983, 0.00082294, 0.00083605, 0.00084917, 0.00086228,
       0.00087539, 0.0008885 , 0.00090161, 0.00091472, 0.00092784,
       0.00094095, 0.00095406, 0.00096717]), 130: array([0.00015012, 0.000194  , 0.00023787, 0.00028176, 0.00032564,
       0.00036953, 0.00041342, 0.00045731, 0.00050121, 0.00054511,
       0.00058902, 0.00063293, 0.00067684, 0.00072075, 0.00076467,
       0.0008086 , 0.00085252, 0.00089645, 0.00094038, 0.00098432,
       0.00102826, 0.0010722 , 0.00111615, 0.0011601 , 0.00120405,
       0.00124801, 0.00129197, 0.00133594]), 135: array([0.00111029, 0.00115454, 0.0011988 , 0.00124305, 0.00128731,
       0.00133156, 0.00137582, 0.00142008, 0.00146433, 0.00150859,
       0.00155284, 0.0015971 , 0.00164136, 0.00168561, 0.00172987,
       0.00177412, 0.00181838, 0.00186263, 0.00190689, 0.00195115,
       0.0019954 , 0.00203966, 0.00208391, 0.00212817, 0.00217243,
       0.00221668, 0.00226094, 0.00230519]), 140: array([0.01853999, 0.01868544, 0.0188309 , 0.01897636, 0.01912182,
       0.01926727, 0.01941273, 0.01955819, 0.01970365, 0.0198491 ,
       0.01999456, 0.02014002, 0.02028547, 0.02043093, 0.02057639,
       0.02072185, 0.0208673 , 0.02101276, 0.02115822, 0.02130368,
       0.02144913, 0.02159459, 0.02174005, 0.0218855 , 0.02203096,
       0.02217642, 0.02232188, 0.02246733]), 145: array([0.03393312, 0.03459352, 0.03525378, 0.03591391, 0.03657391,
       0.03723377, 0.0378935 , 0.0385531 , 0.03921256, 0.03987189,
       0.04053109, 0.04119016, 0.04184909, 0.04250789, 0.04316655,
       0.04382509, 0.04448349, 0.04514176, 0.04579989, 0.0464579 ,
       0.04711577, 0.0477735 , 0.04843111, 0.04908858, 0.04974592,
       0.05040313, 0.0510602 , 0.05171715]), 150: array([0.00292285, 0.00320196, 0.00348107, 0.00376018, 0.00403929,
       0.00431841, 0.00459752, 0.00487663, 0.00515574, 0.00543485,
       0.00571397, 0.00599308, 0.00627219, 0.0065513 , 0.00683041,
       0.00710952, 0.00738864, 0.00766775, 0.00794686, 0.00822597,
       0.00850508, 0.00878419, 0.00906331, 0.00934242, 0.00962153,
       0.00990064, 0.01017975, 0.01045887]), 155: array([9.69136089e-07, 1.42698877e-06, 1.88090206e-06, 2.33090985e-06,
       2.77704574e-06, 3.21934306e-06, 3.65783481e-06, 4.09255376e-06,
       4.52353236e-06, 4.95080279e-06, 5.37439696e-06, 5.79434650e-06,
       6.21068276e-06, 6.62343685e-06, 7.03263957e-06, 7.43832148e-06,
       7.84051288e-06, 8.23924380e-06, 8.63454402e-06, 9.02644304e-06,
       9.41497015e-06, 9.80015434e-06, 1.01820244e-05, 1.05606088e-05,
       1.09359358e-05, 1.13080335e-05, 1.16769297e-05, 1.20426518e-05]), 160: array([0.00011286, 0.00015332, 0.0001776 , 0.00019216, 0.00020089,
       0.00020613, 0.00020927, 0.00021115, 0.00021228, 0.00021296,
       0.00021337, 0.00021361, 0.00021376, 0.00021385, 0.0002139 ,
       0.00021393, 0.00021395, 0.00021396, 0.00021397, 0.00021397,
       0.00021397, 0.00021398, 0.00021398, 0.00021398, 0.00021398,
       0.00021398, 0.00021398, 0.00021398]), 165: array([0.00205599, 0.00210824, 0.00216049, 0.00221274, 0.00226499,
       0.00231724, 0.00236949, 0.00242174, 0.002474  , 0.00252625,
       0.0025785 , 0.00263075, 0.002683  , 0.00273525, 0.0027875 ,
       0.00283975, 0.002892  , 0.00294425, 0.0029965 , 0.00304875,
       0.003101  , 0.00315325, 0.00320551, 0.00325776, 0.00331001,
       0.00336226, 0.00341451, 0.00346676]), 170: array([0.00042329, 0.00042483, 0.0004256 , 0.00042599, 0.00042618,
       0.00042628, 0.00042632, 0.00042635, 0.00042636, 0.00042637,
       0.00042637, 0.00042637, 0.00042637, 0.00042637, 0.00042637,
       0.00042637, 0.00042637, 0.00042637, 0.00042637, 0.00042637,
       0.00042637, 0.00042637, 0.00042637, 0.00042637, 0.00042637,
       0.00042637, 0.00042637, 0.00042637]), 175: array([0.00014168, 0.00014224, 0.00014252, 0.00014266, 0.00014273,
       0.00014276, 0.00014278, 0.00014279, 0.00014279, 0.00014279,
       0.00014279, 0.0001428 , 0.0001428 , 0.0001428 , 0.0001428 ,
       0.0001428 , 0.0001428 , 0.0001428 , 0.0001428 , 0.0001428 ,
       0.0001428 , 0.0001428 , 0.0001428 , 0.0001428 , 0.0001428 ,
       0.0001428 , 0.0001428 , 0.0001428 ]), 180: array([0.00026523, 0.00021253, 0.00018617, 0.000173  , 0.00016641,
       0.00016311, 0.00016146, 0.00016064, 0.00016023, 0.00016002,
       0.00015992, 0.00015987, 0.00015984, 0.00015983, 0.00015982,
       0.00015982, 0.00015982, 0.00015982, 0.00015982, 0.00015982,
       0.00015982, 0.00015982, 0.00015982, 0.00015982, 0.00015982,
       0.00015982, 0.00015982, 0.00015982]), 185: array([9.89399668e-05, 1.19968141e-04, 1.40996316e-04, 1.62024491e-04,
       1.83052665e-04, 2.04080840e-04, 2.25109014e-04, 2.46137189e-04,
       2.67165364e-04, 2.88193538e-04, 3.09221713e-04, 3.30249888e-04,
       3.51278062e-04, 3.72306237e-04, 3.93334412e-04, 4.14362586e-04,
       4.35390761e-04, 4.56418935e-04, 4.77447110e-04, 4.98475285e-04,
       5.19503459e-04, 5.40531634e-04, 5.61559809e-04, 5.82587983e-04,
       6.03616158e-04, 6.24644333e-04, 6.45672507e-04, 6.66700682e-04]), 190: array([8.15488255e-05, 9.12241344e-05, 9.99270303e-05, 1.07755245e-04,
       1.14796689e-04, 1.21130434e-04, 1.26827610e-04, 1.31952193e-04,
       1.36561732e-04, 1.40707991e-04, 1.44437532e-04, 1.47792237e-04,
       1.50809779e-04, 1.53524044e-04, 1.55965513e-04, 1.58161603e-04,
       1.60136975e-04, 1.61913814e-04, 1.63512073e-04, 1.64949699e-04,
       1.66242837e-04, 1.67406008e-04, 1.68452276e-04, 1.69393389e-04,
       1.70239916e-04, 1.71001363e-04, 1.71686281e-04, 1.72302361e-04]), 195: array([0.00028342, 0.00038938, 0.00043656, 0.00045757, 0.00046692,
       0.00047109, 0.00047295, 0.00047377, 0.00047414, 0.0004743 ,
       0.00047438, 0.00047441, 0.00047442, 0.00047443, 0.00047443,
       0.00047443, 0.00047443, 0.00047443, 0.00047443, 0.00047443,
       0.00047443, 0.00047443, 0.00047443, 0.00047443, 0.00047443,
       0.00047443, 0.00047443, 0.00047443]), 200: array([0.00013109, 0.00018195, 0.0002328 , 0.00028366, 0.00033452,
       0.00038538, 0.00043624, 0.00048709, 0.00053795, 0.00058881,
       0.00063967, 0.00069053, 0.00074138, 0.00079224, 0.0008431 ,
       0.00089396, 0.00094482, 0.00099567, 0.00104653, 0.00109739,
       0.00114825, 0.00119911, 0.00124997, 0.00130082, 0.00135168,
       0.00140254, 0.0014534 , 0.00150426]), 205: array([0.00020841, 0.00038613, 0.00056363, 0.0007409 , 0.00091794,
       0.00109475, 0.00127134, 0.0014477 , 0.00162383, 0.00179974,
       0.00197543, 0.00215089, 0.00232612, 0.00250113, 0.00267592,
       0.00285048, 0.00302482, 0.00319894, 0.00337284, 0.00354651,
       0.00371996, 0.00389318, 0.00406619, 0.00423897, 0.00441153,
       0.00458388, 0.004756  , 0.0049279 ]), 210: array([0.01454139, 0.01468551, 0.01482963, 0.01497375, 0.01511787,
       0.015262  , 0.01540612, 0.01555024, 0.01569436, 0.01583849,
       0.01598261, 0.01612673, 0.01627085, 0.01641498, 0.0165591 ,
       0.01670322, 0.01684734, 0.01699147, 0.01713559, 0.01727971,
       0.01742383, 0.01756795, 0.01771208, 0.0178562 , 0.01800032,
       0.01814444, 0.01828857, 0.01843269]), 215: array([0.0002613 , 0.00037324, 0.00048518, 0.00059712, 0.00070906,
       0.000821  , 0.00093294, 0.00104488, 0.00115682, 0.00126876,
       0.00138069, 0.00149263, 0.00160457, 0.00171651, 0.00182845,
       0.00194039, 0.00205233, 0.00216427, 0.00227621, 0.00238815,
       0.00250009, 0.00261203, 0.00272397, 0.00283591, 0.00294785,
       0.00305979, 0.00317173, 0.00328367]), 220: array([7.15647431e-05, 7.20047191e-05, 7.22247061e-05, 7.23346991e-05,
       7.23896953e-05, 7.24171933e-05, 7.24309422e-05, 7.24378167e-05,
       7.24412539e-05, 7.24429725e-05, 7.24438318e-05, 7.24442614e-05,
       7.24444762e-05, 7.24445836e-05, 7.24446373e-05, 7.24446642e-05,
       7.24446776e-05, 7.24446843e-05, 7.24446877e-05, 7.24446894e-05,
       7.24446902e-05, 7.24446906e-05, 7.24446908e-05, 7.24446909e-05,
       7.24446910e-05, 7.24446910e-05, 7.24446910e-05, 7.24446910e-05]), 225: array([5.48966694e-05, 5.52994450e-05, 5.55008335e-05, 5.56015281e-05,
       5.56518755e-05, 5.56770494e-05, 5.56896363e-05, 5.56959298e-05,
       5.56990766e-05, 5.57006500e-05, 5.57014367e-05, 5.57018300e-05,
       5.57020267e-05, 5.57021250e-05, 5.57021742e-05, 5.57021988e-05,
       5.57022111e-05, 5.57022172e-05, 5.57022203e-05, 5.57022218e-05,
       5.57022226e-05, 5.57022230e-05, 5.57022232e-05, 5.57022233e-05,
       5.57022233e-05, 5.57022233e-05, 5.57022233e-05, 5.57022234e-05]), 230: array([2.80816096e-05, 2.82643436e-05, 2.83922572e-05, 2.84817965e-05,
       2.85444738e-05, 2.85883479e-05, 2.86190597e-05, 2.86405579e-05,
       2.86556066e-05, 2.86661407e-05, 2.86735145e-05, 2.86786762e-05,
       2.86822894e-05, 2.86848186e-05, 2.86865890e-05, 2.86878283e-05,
       2.86886958e-05, 2.86893031e-05, 2.86897282e-05, 2.86900257e-05,
       2.86902340e-05, 2.86903798e-05, 2.86904819e-05, 2.86905533e-05,
       2.86906033e-05, 2.86906383e-05, 2.86906628e-05, 2.86906800e-05]), 235: array([0.00032602, 0.0003512 , 0.00037639, 0.00040157, 0.00042676,
       0.00045194, 0.00047713, 0.00050231, 0.0005275 , 0.00055268,
       0.00057787, 0.00060305, 0.00062824, 0.00065342, 0.00067861,
       0.00070379, 0.00072898, 0.00075416, 0.00077935, 0.00080453,
       0.00082972, 0.0008549 , 0.00088009, 0.00090527, 0.00093046,
       0.00095564, 0.00098083, 0.00100601]), 240: array([0.00019303, 0.00018739, 0.00018457, 0.00018316, 0.00018246,
       0.0001821 , 0.00018193, 0.00018184, 0.0001818 , 0.00018177,
       0.00018176, 0.00018176, 0.00018176, 0.00018175, 0.00018175,
       0.00018175, 0.00018175, 0.00018175, 0.00018175, 0.00018175,
       0.00018175, 0.00018175, 0.00018175, 0.00018175, 0.00018175,
       0.00018175, 0.00018175, 0.00018175]), 245: array([0.00019697, 0.00019808, 0.00019863, 0.00019891, 0.00019905,
       0.00019912, 0.00019915, 0.00019917, 0.00019918, 0.00019918,
       0.00019918, 0.00019918, 0.00019918, 0.00019918, 0.00019918,
       0.00019918, 0.00019918, 0.00019918, 0.00019918, 0.00019918,
       0.00019918, 0.00019918, 0.00019918, 0.00019918, 0.00019918,
       0.00019918, 0.00019918, 0.00019918]), 250: array([0.00013421, 0.00013441, 0.00013452, 0.00013457, 0.00013459,
       0.0001346 , 0.00013461, 0.00013461, 0.00013461, 0.00013462,
       0.00013462, 0.00013462, 0.00013462, 0.00013462, 0.00013462,
       0.00013462, 0.00013462, 0.00013462, 0.00013462, 0.00013462,
       0.00013462, 0.00013462, 0.00013462, 0.00013462, 0.00013462,
       0.00013462, 0.00013462, 0.00013462]), 255: array([8.32291287e-05, 8.38534017e-05, 8.41655413e-05, 8.43216126e-05,
       8.43996491e-05, 8.44386677e-05, 8.44581772e-05, 8.44679321e-05,
       8.44728095e-05, 8.44752483e-05, 8.44764677e-05, 8.44770774e-05,
       8.44773822e-05, 8.44775347e-05, 8.44776109e-05, 8.44776490e-05,
       8.44776680e-05, 8.44776776e-05, 8.44776823e-05, 8.44776847e-05,
       8.44776859e-05, 8.44776865e-05, 8.44776868e-05, 8.44776869e-05,
       8.44776870e-05, 8.44776871e-05, 8.44776871e-05, 8.44776871e-05]), 260: array([8.78034849e-05, 8.83284253e-05, 8.86958832e-05, 8.89531034e-05,
       8.91331574e-05, 8.92591951e-05, 8.93474214e-05, 8.94091798e-05,
       8.94524106e-05, 8.94826721e-05, 8.95038551e-05, 8.95186832e-05,
       8.95290629e-05, 8.95363287e-05, 8.95414147e-05, 8.95449749e-05,
       8.95474671e-05, 8.95492116e-05, 8.95504327e-05, 8.95512875e-05,
       8.95518859e-05, 8.95523048e-05, 8.95525980e-05, 8.95528032e-05,
       8.95529469e-05, 8.95530474e-05, 8.95531178e-05, 8.95531671e-05]), 265: array([0.01553075, 0.01563405, 0.01573736, 0.01584066, 0.01594397,
       0.01604727, 0.01615057, 0.01625388, 0.01635718, 0.01646049,
       0.01656379, 0.01666709, 0.0167704 , 0.0168737 , 0.016977  ,
       0.01708031, 0.01718361, 0.01728692, 0.01739022, 0.01749352,
       0.01759683, 0.01770013, 0.01780343, 0.01790674, 0.01801004,
       0.01811335, 0.01821665, 0.01831995]), 270: array([0.03228821, 0.032987  , 0.03368578, 0.03438456, 0.03508335,
       0.03578213, 0.03648091, 0.03717969, 0.03787848, 0.03857726,
       0.03927604, 0.03997483, 0.04067361, 0.04137239, 0.04207118,
       0.04276996, 0.04346874, 0.04416753, 0.04486631, 0.04556509,
       0.04626388, 0.04696266, 0.04766144, 0.04836023, 0.04905901,
       0.04975779, 0.05045658, 0.05115536]), 275: array([0.00036453, 0.00043807, 0.00051161, 0.00058515, 0.00065869,
       0.00073223, 0.00080577, 0.00087931, 0.00095285, 0.00102639,
       0.00109993, 0.00117347, 0.00124701, 0.00132055, 0.00139409,
       0.00146763, 0.00154117, 0.00161471, 0.00168825, 0.00176179,
       0.00183533, 0.00190887, 0.00198241, 0.00205595, 0.00212949,
       0.00220303, 0.00227657, 0.00235011]), 280: array([0.00058937, 0.00059985, 0.00061032, 0.0006208 , 0.00063127,
       0.00064174, 0.00065222, 0.00066269, 0.00067317, 0.00068364,
       0.00069412, 0.00070459, 0.00071506, 0.00072554, 0.00073601,
       0.00074649, 0.00075696, 0.00076744, 0.00077791, 0.00078839,
       0.00079886, 0.00080933, 0.00081981, 0.00083028, 0.00084076,
       0.00085123, 0.00086171, 0.00087218]), 285: array([0.0005977 , 0.00059308, 0.00059077, 0.00058961, 0.00058903,
       0.00058875, 0.0005886 , 0.00058853, 0.00058849, 0.00058848,
       0.00058847, 0.00058846, 0.00058846, 0.00058846, 0.00058846,
       0.00058846, 0.00058846, 0.00058846, 0.00058846, 0.00058846,
       0.00058846, 0.00058846, 0.00058846, 0.00058846, 0.00058846,
       0.00058846, 0.00058846, 0.00058846]), 290: array([0.00045436, 0.00045499, 0.00045538, 0.00045562, 0.00045577,
       0.00045586, 0.00045592, 0.00045595, 0.00045597, 0.00045598,
       0.00045599, 0.00045599, 0.000456  , 0.000456  , 0.000456  ,
       0.000456  , 0.000456  , 0.000456  , 0.000456  , 0.000456  ,
       0.000456  , 0.000456  , 0.000456  , 0.000456  , 0.000456  ,
       0.000456  , 0.000456  , 0.000456  ]), 295: array([0.00013621, 0.00020636, 0.00027491, 0.00034191, 0.00040738,
       0.00047137, 0.00053391, 0.00059503, 0.00065476, 0.00071313,
       0.00077018, 0.00082594, 0.00088043, 0.00093368, 0.00098572,
       0.00103659, 0.0010863 , 0.00113488, 0.00118235, 0.00122875,
       0.0012741 , 0.00131842, 0.00136173, 0.00140406, 0.00144543,
       0.00148586, 0.00152537, 0.00156398]), 300: array([0.0001602 , 0.00017991, 0.0001937 , 0.00020335, 0.00021011,
       0.00021484, 0.00021816, 0.00022047, 0.0002221 , 0.00022323,
       0.00022403, 0.00022458, 0.00022497, 0.00022525, 0.00022544,
       0.00022557, 0.00022566, 0.00022573, 0.00022578, 0.00022581,
       0.00022583, 0.00022585, 0.00022586, 0.00022586, 0.00022587,
       0.00022587, 0.00022588, 0.00022588]), 305: array([8.33163706e-05, 8.33021279e-05, 8.32893095e-05, 8.32777729e-05,
       8.32673900e-05, 8.32580453e-05, 8.32496352e-05, 8.32420660e-05,
       8.32352537e-05, 8.32291227e-05, 8.32236048e-05, 8.32186386e-05,
       8.32141691e-05, 8.32101465e-05, 8.32065262e-05, 8.32032679e-05,
       8.32003354e-05, 8.31976962e-05, 8.31953209e-05, 8.31931831e-05,
       8.31912591e-05, 8.31895275e-05, 8.31879691e-05, 8.31865665e-05,
       8.31853041e-05, 8.31841680e-05, 8.31831455e-05, 8.31822253e-05]), 310: array([0.00725112, 0.00732866, 0.00740621, 0.00748375, 0.0075613 ,
       0.00763884, 0.00771638, 0.00779393, 0.00787147, 0.00794901,
       0.00802656, 0.0081041 , 0.00818165, 0.00825919, 0.00833673,
       0.00841428, 0.00849182, 0.00856937, 0.00864691, 0.00872445,
       0.008802  , 0.00887954, 0.00895708, 0.00903463, 0.00911217,
       0.00918972, 0.00926726, 0.0093448 ]), 315: array([0.00082629, 0.00094125, 0.00102813, 0.00109377, 0.00114338,
       0.00118087, 0.00120919, 0.0012306 , 0.00124677, 0.001259  ,
       0.00126823, 0.00127521, 0.00128049, 0.00128447, 0.00128749,
       0.00128976, 0.00129148, 0.00129278, 0.00129376, 0.0012945 ,
       0.00129507, 0.00129549, 0.00129581, 0.00129605, 0.00129623,
       0.00129637, 0.00129648, 0.00129656]), 320: array([0.00027878, 0.00027838, 0.00027807, 0.00027785, 0.00027768,
       0.00027755, 0.00027745, 0.00027738, 0.00027732, 0.00027728,
       0.00027725, 0.00027723, 0.00027721, 0.0002772 , 0.00027719,
       0.00027718, 0.00027718, 0.00027717, 0.00027717, 0.00027717,
       0.00027717, 0.00027716, 0.00027716, 0.00027716, 0.00027716,
       0.00027716, 0.00027716, 0.00027716]), 325: array([0.00073427, 0.00074551, 0.00075675, 0.00076799, 0.00077923,
       0.00079046, 0.0008017 , 0.00081294, 0.00082418, 0.00083542,
       0.00084665, 0.00085789, 0.00086913, 0.00088037, 0.00089161,
       0.00090284, 0.00091408, 0.00092532, 0.00093656, 0.0009478 ,
       0.00095903, 0.00097027, 0.00098151, 0.00099275, 0.00100399,
       0.00101523, 0.00102646, 0.0010377 ]), 330: array([0.00190088, 0.00194623, 0.00199158, 0.00203693, 0.00208227,
       0.00212762, 0.00217297, 0.00221831, 0.00226366, 0.00230901,
       0.00235435, 0.0023997 , 0.00244505, 0.0024904 , 0.00253574,
       0.00258109, 0.00262644, 0.00267178, 0.00271713, 0.00276248,
       0.00280782, 0.00285317, 0.00289852, 0.00294387, 0.00298921,
       0.00303456, 0.00307991, 0.00312525]), 335: array([0.00017039, 0.00020906, 0.00024773, 0.00028641, 0.00032508,
       0.00036375, 0.00040243, 0.0004411 , 0.00047977, 0.00051844,
       0.00055712, 0.00059579, 0.00063446, 0.00067314, 0.00071181,
       0.00075048, 0.00078915, 0.00082783, 0.0008665 , 0.00090517,
       0.00094385, 0.00098252, 0.00102119, 0.00105986, 0.00109854,
       0.00113721, 0.00117588, 0.00121456]), 340: array([0.00443859, 0.00470309, 0.00496759, 0.0052321 , 0.0054966 ,
       0.00576111, 0.00602561, 0.00629011, 0.00655462, 0.00681912,
       0.00708362, 0.00734813, 0.00761263, 0.00787713, 0.00814164,
       0.00840614, 0.00867065, 0.00893515, 0.00919965, 0.00946416,
       0.00972866, 0.00999316, 0.01025767, 0.01052217, 0.01078668,
       0.01105118, 0.01131568, 0.01158019]), 345: array([0.00026871, 0.00039419, 0.00051968, 0.00064516, 0.00077064,
       0.00089611, 0.00102159, 0.00114706, 0.00127254, 0.00139801,
       0.00152348, 0.00164895, 0.00177442, 0.00189988, 0.00202535,
       0.00215081, 0.00227627, 0.00240173, 0.00252719, 0.00265265,
       0.0027781 , 0.00290356, 0.00302901, 0.00315446, 0.00327991,
       0.00340536, 0.00353081, 0.00365625]), 350: array([0.00019189, 0.00021744, 0.00024298, 0.00026853, 0.00029407,
       0.00031962, 0.00034516, 0.00037071, 0.00039625, 0.0004218 ,
       0.00044734, 0.00047289, 0.00049843, 0.00052398, 0.00054953,
       0.00057507, 0.00060062, 0.00062616, 0.00065171, 0.00067725,
       0.0007028 , 0.00072834, 0.00075389, 0.00077943, 0.00080498,
       0.00083052, 0.00085607, 0.00088161]), 355: array([0.00028391, 0.00028421, 0.00028447, 0.00028467, 0.00028485,
       0.00028499, 0.0002851 , 0.0002852 , 0.00028527, 0.00028534,
       0.00028539, 0.00028543, 0.00028547, 0.0002855 , 0.00028552,
       0.00028554, 0.00028556, 0.00028557, 0.00028558, 0.00028559,
       0.0002856 , 0.00028561, 0.00028561, 0.00028562, 0.00028562,
       0.00028562, 0.00028562, 0.00028563]), 360: array([0.00120979, 0.00124746, 0.00128513, 0.0013228 , 0.00136047,
       0.00139814, 0.00143581, 0.00147348, 0.00151115, 0.00154882,
       0.00158649, 0.00162416, 0.00166183, 0.0016995 , 0.00173717,
       0.00177484, 0.00181251, 0.00185018, 0.00188785, 0.00192552,
       0.00196319, 0.00200086, 0.00203853, 0.0020762 , 0.00211387,
       0.00215153, 0.0021892 , 0.00222687]), 365: array([0.0770042 , 0.07844949, 0.07989478, 0.08134006, 0.08278535,
       0.08423064, 0.08567593, 0.08712121, 0.0885665 , 0.09001179,
       0.09145708, 0.09290236, 0.09434765, 0.09579294, 0.09723822,
       0.09868351, 0.1001288 , 0.10157409, 0.10301937, 0.10446466,
       0.10590995, 0.10735524, 0.10880052, 0.11024581, 0.1116911 ,
       0.11313639, 0.11458167, 0.11602696]), 370: array([0.00344689, 0.00493268, 0.00612004, 0.0070689 , 0.00782717,
       0.00843314, 0.0089174 , 0.00930438, 0.00961364, 0.00986078,
       0.01005828, 0.0102161 , 0.01034223, 0.01044303, 0.01052357,
       0.01058794, 0.01063938, 0.01068049, 0.01071334, 0.0107396 ,
       0.01076057, 0.01077734, 0.01079074, 0.01080144, 0.01081   ,
       0.01081684, 0.0108223 , 0.01082667]), 375: array([0.00253523, 0.00296171, 0.0033882 , 0.00381468, 0.00424116,
       0.00466765, 0.00509413, 0.00552061, 0.0059471 , 0.00637358,
       0.00680006, 0.00722655, 0.00765303, 0.00807951, 0.00850599,
       0.00893248, 0.00935896, 0.00978544, 0.01021193, 0.01063841,
       0.01106489, 0.01149138, 0.01191786, 0.01234434, 0.01277083,
       0.01319731, 0.01362379, 0.01405028]), 380: array([0.00072008, 0.00098179, 0.00124351, 0.00150522, 0.00176694,
       0.00202865, 0.00229036, 0.00255208, 0.00281379, 0.0030755 ,
       0.00333722, 0.00359893, 0.00386065, 0.00412236, 0.00438408,
       0.00464579, 0.00490751, 0.00516922, 0.00543094, 0.00569265,
       0.00595437, 0.00621608, 0.0064778 , 0.00673951, 0.00700123,
       0.00726295, 0.00752466, 0.00778638]), 385: array([0.00145229, 0.00152691, 0.00160152, 0.00167613, 0.00175074,
       0.00182534, 0.00189993, 0.00197452, 0.00204911, 0.00212369,
       0.00219827, 0.00227285, 0.00234742, 0.00242199, 0.00249655,
       0.00257111, 0.00264566, 0.00272021, 0.00279476, 0.0028693 ,
       0.00294384, 0.00301837, 0.0030929 , 0.00316742, 0.00324194,
       0.00331646, 0.00339097, 0.00346548]), 390: array([0.00117592, 0.00120534, 0.00123475, 0.00126416, 0.00129357,
       0.00132299, 0.0013524 , 0.00138181, 0.00141123, 0.00144064,
       0.00147005, 0.00149947, 0.00152888, 0.00155829, 0.0015877 ,
       0.00161712, 0.00164653, 0.00167594, 0.00170536, 0.00173477,
       0.00176418, 0.0017936 , 0.00182301, 0.00185242, 0.00188183,
       0.00191125, 0.00194066, 0.00197007]), 395: array([0.00643601, 0.00573024, 0.00519862, 0.00479818, 0.00449655,
       0.00426935, 0.0040982 , 0.00396929, 0.00387219, 0.00379904,
       0.00374395, 0.00370245, 0.00367119, 0.00364764, 0.0036299 ,
       0.00361654, 0.00360648, 0.0035989 , 0.00359319, 0.00358889,
       0.00358565, 0.00358321, 0.00358137, 0.00357999, 0.00357894,
       0.00357816, 0.00357757, 0.00357712]), 400: array([0.0002346 , 0.00029546, 0.00035415, 0.00041076, 0.00046537,
       0.00051804, 0.00056883, 0.00061783, 0.00066509, 0.00071067,
       0.00075464, 0.00079704, 0.00083794, 0.00087739, 0.00091544,
       0.00095214, 0.00098754, 0.00102168, 0.00105461, 0.00108638,
       0.00111701, 0.00114656, 0.00117506, 0.00120255, 0.00122907,
       0.00125464, 0.00127931, 0.0013031 ]), 405: array([0.00016213, 0.00024262, 0.0003231 , 0.00040358, 0.00048404,
       0.0005645 , 0.00064495, 0.00072539, 0.00080582, 0.00088624,
       0.00096665, 0.00104706, 0.00112745, 0.00120784, 0.00128822,
       0.00136859, 0.00144895, 0.0015293 , 0.00160964, 0.00168997,
       0.0017703 , 0.00185062, 0.00193093, 0.00201122, 0.00209152,
       0.0021718 , 0.00225207, 0.00233234]), 410: array([0.00015535, 0.0001564 , 0.00015692, 0.00015718, 0.00015731,
       0.00015738, 0.00015741, 0.00015743, 0.00015743, 0.00015744,
       0.00015744, 0.00015744, 0.00015744, 0.00015744, 0.00015744,
       0.00015744, 0.00015744, 0.00015744, 0.00015744, 0.00015744,
       0.00015744, 0.00015744, 0.00015744, 0.00015744, 0.00015744,
       0.00015744, 0.00015744, 0.00015744]), 415: array([1.19984081e-04, 1.14516874e-04, 1.09298787e-04, 1.04318468e-04,
       9.95650830e-05, 9.50282910e-05, 9.06982230e-05, 8.65654594e-05,
       8.26210098e-05, 7.88562935e-05, 7.52631206e-05, 7.18336746e-05,
       6.85604952e-05, 6.54364619e-05, 6.24547786e-05, 5.96089591e-05,
       5.68928124e-05, 5.43004301e-05, 5.18261725e-05, 4.94646572e-05,
       4.72107470e-05, 4.50595388e-05, 4.30063527e-05, 4.10467224e-05,
       3.91763848e-05, 3.73912712e-05, 3.56874983e-05, 3.40613597e-05]), 420: array([0.00465379, 0.00379051, 0.00321493, 0.00283115, 0.00257528,
       0.00240467, 0.00229092, 0.00221508, 0.00216451, 0.00213079,
       0.00210831, 0.00209332, 0.00208333, 0.00207667, 0.00207222,
       0.00206926, 0.00206729, 0.00206597, 0.00206509, 0.00206451,
       0.00206412, 0.00206386, 0.00206368, 0.00206357, 0.00206349,
       0.00206344, 0.0020634 , 0.00206338]), 425: array([0.0319938 , 0.03251748, 0.03304116, 0.03356484, 0.03408853,
       0.03461221, 0.03513589, 0.03565957, 0.03618325, 0.03670693,
       0.03723061, 0.0377543 , 0.03827798, 0.03880166, 0.03932534,
       0.03984902, 0.0403727 , 0.04089639, 0.04142007, 0.04194375,
       0.04246743, 0.04299111, 0.04351479, 0.04403847, 0.04456216,
       0.04508584, 0.04560952, 0.0461332 ]), 430: array([4.25832378e-05, 5.29964224e-05, 6.27390803e-05, 7.18543881e-05,
       8.03827422e-05, 8.83619377e-05, 9.58273362e-05, 1.02812022e-04,
       1.09346949e-04, 1.15461079e-04, 1.21181507e-04, 1.26533585e-04,
       1.31541031e-04, 1.36226038e-04, 1.40609367e-04, 1.44710444e-04,
       1.48547444e-04, 1.52137372e-04, 1.55496137e-04, 1.58638624e-04,
       1.61578760e-04, 1.64329574e-04, 1.66903258e-04, 1.69311217e-04,
       1.71564122e-04, 1.73671958e-04, 1.75644066e-04, 1.77489186e-04]), 435: array([0.0002787 , 0.00030164, 0.00032458, 0.00034751, 0.00037045,
       0.00039339, 0.00041632, 0.00043926, 0.0004622 , 0.00048514,
       0.00050807, 0.00053101, 0.00055395, 0.00057688, 0.00059982,
       0.00062276, 0.00064569, 0.00066863, 0.00069157, 0.00071451,
       0.00073744, 0.00076038, 0.00078332, 0.00080625, 0.00082919,
       0.00085213, 0.00087507, 0.000898  ]), 440: array([6.66002521e-05, 6.59901107e-05, 6.54813114e-05, 6.50570218e-05,
       6.47032051e-05, 6.44081561e-05, 6.41621136e-05, 6.39569378e-05,
       6.37858410e-05, 6.36431627e-05, 6.35241828e-05, 6.34249650e-05,
       6.33422269e-05, 6.32732312e-05, 6.32156955e-05, 6.31677163e-05,
       6.31277062e-05, 6.30943417e-05, 6.30665189e-05, 6.30433173e-05,
       6.30239695e-05, 6.30078352e-05, 6.29943808e-05, 6.29831611e-05,
       6.29738050e-05, 6.29660029e-05, 6.29594967e-05, 6.29540711e-05]), 445: array([4.92913711e-05, 4.93120890e-05, 4.93265916e-05, 4.93367435e-05,
       4.93438497e-05, 4.93488242e-05, 4.93523062e-05, 4.93547437e-05,
       4.93564499e-05, 4.93576443e-05, 4.93584804e-05, 4.93590656e-05,
       4.93594753e-05, 4.93597620e-05, 4.93599628e-05, 4.93601033e-05,
       4.93602017e-05, 4.93602705e-05, 4.93603187e-05, 4.93603524e-05,
       4.93603761e-05, 4.93603926e-05, 4.93604042e-05, 4.93604123e-05,
       4.93604179e-05, 4.93604219e-05, 4.93604247e-05, 4.93604266e-05]), 450: array([6.14385755e-05, 6.16130643e-05, 6.17003087e-05, 6.17439309e-05,
       6.17657420e-05, 6.17766475e-05, 6.17821003e-05, 6.17848267e-05,
       6.17861899e-05, 6.17868715e-05, 6.17872123e-05, 6.17873827e-05,
       6.17874679e-05, 6.17875105e-05, 6.17875318e-05, 6.17875424e-05,
       6.17875477e-05, 6.17875504e-05, 6.17875517e-05, 6.17875524e-05,
       6.17875527e-05, 6.17875529e-05, 6.17875530e-05, 6.17875530e-05,
       6.17875530e-05, 6.17875530e-05, 6.17875531e-05, 6.17875531e-05]), 455: array([0.00044746, 0.00053579, 0.00062411, 0.00071244, 0.00080077,
       0.0008891 , 0.00097743, 0.00106576, 0.00115409, 0.00124242,
       0.00133075, 0.00141908, 0.00150741, 0.00159574, 0.00168406,
       0.00177239, 0.00186072, 0.00194905, 0.00203738, 0.00212571,
       0.00221404, 0.00230237, 0.0023907 , 0.00247903, 0.00256736,
       0.00265569, 0.00274401, 0.00283234]), 460: array([3.14270069e-05, 6.10693530e-05, 9.07116990e-05, 1.20354045e-04,
       1.49996391e-04, 1.79638737e-04, 2.09281083e-04, 2.38923429e-04,
       2.68565775e-04, 2.98208121e-04, 3.27850467e-04, 3.57492814e-04,
       3.87135160e-04, 4.16777506e-04, 4.46419852e-04, 4.76062198e-04,
       5.05704544e-04, 5.35346890e-04, 5.64989236e-04, 5.94631582e-04,
       6.24273928e-04, 6.53916274e-04, 6.83558620e-04, 7.13200966e-04,
       7.42843312e-04, 7.72485658e-04, 8.02128004e-04, 8.31770350e-04]), 465: array([0.00016576, 0.00020054, 0.00021967, 0.0002302 , 0.00023599,
       0.00023917, 0.00024092, 0.00024189, 0.00024242, 0.00024271,
       0.00024287, 0.00024296, 0.00024301, 0.00024303, 0.00024305,
       0.00024306, 0.00024306, 0.00024306, 0.00024307, 0.00024307,
       0.00024307, 0.00024307, 0.00024307, 0.00024307, 0.00024307,
       0.00024307, 0.00024307, 0.00024307]), 470: array([0.00097733, 0.00103987, 0.0011024 , 0.00116493, 0.00122746,
       0.00128999, 0.00135251, 0.00141503, 0.00147755, 0.00154006,
       0.00160257, 0.00166508, 0.00172759, 0.00179009, 0.00185259,
       0.00191509, 0.00197758, 0.00204007, 0.00210256, 0.00216504,
       0.00222752, 0.00229   , 0.00235248, 0.00241495, 0.00247742,
       0.00253989, 0.00260235, 0.00266481]), 475: array([0.00184249, 0.00188997, 0.00193745, 0.00198493, 0.00203242,
       0.0020799 , 0.00212738, 0.00217486, 0.00222234, 0.00226983,
       0.00231731, 0.00236479, 0.00241227, 0.00245976, 0.00250724,
       0.00255472, 0.0026022 , 0.00264968, 0.00269717, 0.00274465,
       0.00279213, 0.00283961, 0.00288709, 0.00293458, 0.00298206,
       0.00302954, 0.00307702, 0.0031245 ]), 480: array([0.00031634, 0.00032414, 0.00033193, 0.00033972, 0.00034752,
       0.00035531, 0.00036311, 0.0003709 , 0.00037869, 0.00038649,
       0.00039428, 0.00040208, 0.00040987, 0.00041766, 0.00042546,
       0.00043325, 0.00044105, 0.00044884, 0.00045663, 0.00046443,
       0.00047222, 0.00048002, 0.00048781, 0.0004956 , 0.0005034 ,
       0.00051119, 0.00051899, 0.00052678]), 485: array([0.0007242 , 0.00069333, 0.00067191, 0.00065706, 0.00064675,
       0.0006396 , 0.00063463, 0.00063119, 0.0006288 , 0.00062715,
       0.000626  , 0.0006252 , 0.00062465, 0.00062426, 0.000624  ,
       0.00062381, 0.00062368, 0.00062359, 0.00062353, 0.00062349,
       0.00062346, 0.00062344, 0.00062342, 0.00062341, 0.00062341,
       0.0006234 , 0.0006234 , 0.0006234 ]), 490: array([0.0617908 , 0.06200223, 0.06221365, 0.06242507, 0.06263649,
       0.06284791, 0.06305933, 0.06327075, 0.06348217, 0.06369359,
       0.06390502, 0.06411644, 0.06432786, 0.06453928, 0.0647507 ,
       0.06496212, 0.06517354, 0.06538496, 0.06559639, 0.06580781,
       0.06601923, 0.06623065, 0.06644207, 0.06665349, 0.06686491,
       0.06707633, 0.06728775, 0.06749918]), 495: array([0.01009169, 0.00983608, 0.00958694, 0.00934411, 0.00910743,
       0.00887675, 0.00865191, 0.00843276, 0.00821917, 0.00801098,
       0.00780807, 0.0076103 , 0.00741754, 0.00722966, 0.00704654,
       0.00686806, 0.00669409, 0.00652454, 0.00635928, 0.0061982 ,
       0.00604121, 0.00588819, 0.00573905, 0.00559369, 0.005452  ,
       0.00531391, 0.00517931, 0.00504813]), 500: array([0.00017338, 0.00017822, 0.00018105, 0.00018271, 0.00018368,
       0.00018425, 0.00018458, 0.00018478, 0.00018489, 0.00018496,
       0.000185  , 0.00018502, 0.00018504, 0.00018504, 0.00018505,
       0.00018505, 0.00018505, 0.00018505, 0.00018505, 0.00018505,
       0.00018505, 0.00018505, 0.00018505, 0.00018505, 0.00018505,
       0.00018505, 0.00018505, 0.00018505]), 505: array([0.00420943, 0.00429131, 0.00437319, 0.00445507, 0.00453695,
       0.00461884, 0.00470072, 0.00478261, 0.0048645 , 0.00494639,
       0.00502828, 0.00511017, 0.00519206, 0.00527396, 0.00535586,
       0.00543775, 0.00551965, 0.00560155, 0.00568345, 0.00576536,
       0.00584726, 0.00592916, 0.00601107, 0.00609298, 0.00617489,
       0.0062568 , 0.00633871, 0.00642062]), 510: array([8.26667243e-05, 1.19370931e-04, 1.56075138e-04, 1.92779345e-04,
       2.29483551e-04, 2.66187758e-04, 3.02891965e-04, 3.39596172e-04,
       3.76300378e-04, 4.13004585e-04, 4.49708792e-04, 4.86412999e-04,
       5.23117205e-04, 5.59821412e-04, 5.96525619e-04, 6.33229826e-04,
       6.69934032e-04, 7.06638239e-04, 7.43342446e-04, 7.80046653e-04,
       8.16750859e-04, 8.53455066e-04, 8.90159273e-04, 9.26863480e-04,
       9.63567686e-04, 1.00027189e-03, 1.03697610e-03, 1.07368031e-03]), 515: array([0.00017077, 0.00017182, 0.00017254, 0.00017305, 0.00017341,
       0.00017366, 0.00017384, 0.00017396, 0.00017404, 0.0001741 ,
       0.00017415, 0.00017418, 0.0001742 , 0.00017421, 0.00017422,
       0.00017423, 0.00017423, 0.00017424, 0.00017424, 0.00017424,
       0.00017424, 0.00017424, 0.00017424, 0.00017424, 0.00017424,
       0.00017424, 0.00017424, 0.00017424]), 520: array([8.06861040e-05, 8.01148199e-05, 7.98291788e-05, 7.96863586e-05,
       7.96149488e-05, 7.95792440e-05, 7.95613916e-05, 7.95524655e-05,
       7.95480024e-05, 7.95457709e-05, 7.95446552e-05, 7.95440973e-05,
       7.95438183e-05, 7.95436789e-05, 7.95436091e-05, 7.95435743e-05,
       7.95435568e-05, 7.95435481e-05, 7.95435438e-05, 7.95435416e-05,
       7.95435405e-05, 7.95435400e-05, 7.95435397e-05, 7.95435395e-05,
       7.95435395e-05, 7.95435394e-05, 7.95435394e-05, 7.95435394e-05]), 525: array([0.00013063, 0.00017553, 0.00022036, 0.00026512, 0.00030981,
       0.00035443, 0.00039898, 0.00044346, 0.00048786, 0.0005322 ,
       0.00057647, 0.00062067, 0.0006648 , 0.00070886, 0.00075285,
       0.00079677, 0.00084062, 0.0008844 , 0.00092811, 0.00097176,
       0.00101533, 0.00105884, 0.00110227, 0.00114564, 0.00118894,
       0.00123218, 0.00127534, 0.00131844]), 530: array([0.00029501, 0.0003307 , 0.00035415, 0.00036955, 0.00037967,
       0.00038632, 0.00039068, 0.00039355, 0.00039543, 0.00039667,
       0.00039748, 0.00039802, 0.00039837, 0.0003986 , 0.00039875,
       0.00039885, 0.00039891, 0.00039896, 0.00039898, 0.000399  ,
       0.00039902, 0.00039902, 0.00039903, 0.00039903, 0.00039903,
       0.00039904, 0.00039904, 0.00039904]), 535: array([0.00017697, 0.0002628 , 0.00031604, 0.00034906, 0.00036954,
       0.00038225, 0.00039013, 0.00039501, 0.00039805, 0.00039993,
       0.00040109, 0.00040182, 0.00040226, 0.00040254, 0.00040271,
       0.00040282, 0.00040289, 0.00040293, 0.00040296, 0.00040297,
       0.00040298, 0.00040299, 0.00040299, 0.00040299, 0.00040299,
       0.000403  , 0.000403  , 0.000403  ]), 540: array([0.00041758, 0.00041771, 0.00041783, 0.00041794, 0.00041803,
       0.00041812, 0.0004182 , 0.00041827, 0.00041833, 0.00041839,
       0.00041844, 0.00041849, 0.00041853, 0.00041857, 0.0004186 ,
       0.00041863, 0.00041866, 0.00041868, 0.0004187 , 0.00041872,
       0.00041874, 0.00041876, 0.00041877, 0.00041879, 0.0004188 ,
       0.00041881, 0.00041882, 0.00041883]), 545: array([0.00322551, 0.00332052, 0.00341554, 0.00351056, 0.00360557,
       0.00370059, 0.00379561, 0.00389062, 0.00398564, 0.00408066,
       0.00417567, 0.00427069, 0.0043657 , 0.00446072, 0.00455574,
       0.00465075, 0.00474577, 0.00484079, 0.0049358 , 0.00503082,
       0.00512584, 0.00522085, 0.00531587, 0.00541089, 0.0055059 ,
       0.00560092, 0.00569594, 0.00579095]), 550: array([0.00231832, 0.00262667, 0.0027018 , 0.00272011, 0.00272457,
       0.00272565, 0.00272592, 0.00272598, 0.002726  , 0.002726  ,
       0.002726  , 0.002726  , 0.002726  , 0.002726  , 0.002726  ,
       0.002726  , 0.002726  , 0.002726  , 0.002726  , 0.002726  ,
       0.002726  , 0.002726  , 0.002726  , 0.002726  , 0.002726  ,
       0.002726  , 0.002726  , 0.002726  ]), 555: array([0.00183569, 0.00221351, 0.00229345, 0.00231036, 0.00231394,
       0.00231469, 0.00231485, 0.00231489, 0.0023149 , 0.0023149 ,
       0.0023149 , 0.0023149 , 0.0023149 , 0.0023149 , 0.0023149 ,
       0.0023149 , 0.0023149 , 0.0023149 , 0.0023149 , 0.0023149 ,
       0.0023149 , 0.0023149 , 0.0023149 , 0.0023149 , 0.0023149 ,
       0.0023149 , 0.0023149 , 0.0023149 ]), 560: array([0.00044546, 0.00048874, 0.00053202, 0.00057529, 0.00061856,
       0.00066182, 0.00070508, 0.00074834, 0.00079159, 0.00083484,
       0.00087809, 0.00092133, 0.00096457, 0.0010078 , 0.00105103,
       0.00109426, 0.00113748, 0.0011807 , 0.00122392, 0.00126713,
       0.00131034, 0.00135354, 0.00139674, 0.00143994, 0.00148313,
       0.00152632, 0.00156951, 0.00161269]), 565: array([0.00680546, 0.00702775, 0.00725005, 0.00747234, 0.00769463,
       0.00791692, 0.00813922, 0.00836151, 0.0085838 , 0.00880609,
       0.00902839, 0.00925068, 0.00947297, 0.00969526, 0.00991756,
       0.01013985, 0.01036214, 0.01058443, 0.01080672, 0.01102902,
       0.01125131, 0.0114736 , 0.01169589, 0.01191819, 0.01214048,
       0.01236277, 0.01258506, 0.01280736]), 570: array([0.00218711, 0.00218711, 0.00218711, 0.00218711, 0.00218711,
       0.00218711, 0.00218711, 0.00218711, 0.00218711, 0.00218711,
       0.00218711, 0.00218711, 0.00218711, 0.00218711, 0.00218711,
       0.00218711, 0.00218711, 0.00218711, 0.00218711, 0.00218711,
       0.00218711, 0.00218711, 0.00218711, 0.00218711, 0.00218711,
       0.00218711, 0.00218711, 0.00218711]), 575: array([0.01871667, 0.01872261, 0.01872854, 0.01873444, 0.01874033,
       0.0187462 , 0.01875205, 0.01875789, 0.01876371, 0.01876952,
       0.0187753 , 0.01878107, 0.01878683, 0.01879256, 0.01879828,
       0.01880399, 0.01880967, 0.01881534, 0.018821  , 0.01882664,
       0.01883226, 0.01883786, 0.01884345, 0.01884903, 0.01885458,
       0.01886012, 0.01886565, 0.01887116]), 580: array([0.00019332, 0.00035278, 0.00049809, 0.00063051, 0.00075118,
       0.00086115, 0.00096135, 0.00105267, 0.00113588, 0.00121171,
       0.00128081, 0.00134378, 0.00140117, 0.00145346, 0.00150111,
       0.00154454, 0.00158411, 0.00162017, 0.00165303, 0.00168297,
       0.00171026, 0.00173513, 0.00175779, 0.00177844, 0.00179726,
       0.00181441, 0.00183003, 0.00184427]), 585: array([0.00069484, 0.00062952, 0.00061259, 0.00060821, 0.00060707,
       0.00060677, 0.0006067 , 0.00060668, 0.00060667, 0.00060667,
       0.00060667, 0.00060667, 0.00060667, 0.00060667, 0.00060667,
       0.00060667, 0.00060667, 0.00060667, 0.00060667, 0.00060667,
       0.00060667, 0.00060667, 0.00060667, 0.00060667, 0.00060667,
       0.00060667, 0.00060667, 0.00060667]), 590: array([0.00026225, 0.00026223, 0.00026222, 0.00026221, 0.0002622 ,
       0.00026219, 0.00026219, 0.00026218, 0.00026218, 0.00026218,
       0.00026218, 0.00026218, 0.00026218, 0.00026218, 0.00026218,
       0.00026218, 0.00026218, 0.00026218, 0.00026218, 0.00026218,
       0.00026218, 0.00026218, 0.00026218, 0.00026218, 0.00026218,
       0.00026218, 0.00026218, 0.00026218]), 595: array([0.00224968, 0.00236672, 0.00248377, 0.00260082, 0.00271787,
       0.00283491, 0.00295196, 0.00306901, 0.00318606, 0.0033031 ,
       0.00342015, 0.0035372 , 0.00365425, 0.00377129, 0.00388834,
       0.00400539, 0.00412244, 0.00423948, 0.00435653, 0.00447358,
       0.00459063, 0.00470767, 0.00482472, 0.00494177, 0.00505882,
       0.00517587, 0.00529291, 0.00540996]), 600: array([0.00096877, 0.00107148, 0.00109101, 0.00109473, 0.00109544,
       0.00109557, 0.0010956 , 0.0010956 , 0.0010956 , 0.0010956 ,
       0.0010956 , 0.0010956 , 0.0010956 , 0.0010956 , 0.0010956 ,
       0.0010956 , 0.0010956 , 0.0010956 , 0.0010956 , 0.0010956 ,
       0.0010956 , 0.0010956 , 0.0010956 , 0.0010956 , 0.0010956 ,
       0.0010956 , 0.0010956 , 0.0010956 ]), 605: array([0.00325699, 0.00326058, 0.00326386, 0.00326686, 0.00326961,
       0.00327213, 0.00327443, 0.00327654, 0.00327847, 0.00328024,
       0.00328186, 0.00328334, 0.00328469, 0.00328593, 0.00328707,
       0.0032881 , 0.00328905, 0.00328992, 0.00329072, 0.00329145,
       0.00329212, 0.00329273, 0.00329329, 0.0032938 , 0.00329427,
       0.00329469, 0.00329509, 0.00329545]), 610: array([0.00099592, 0.0013438 , 0.00169168, 0.00203956, 0.00238743,
       0.00273531, 0.00308319, 0.00343107, 0.00377895, 0.00412682,
       0.0044747 , 0.00482258, 0.00517046, 0.00551834, 0.00586621,
       0.00621409, 0.00656197, 0.00690985, 0.00725773, 0.0076056 ,
       0.00795348, 0.00830136, 0.00864924, 0.00899712, 0.00934499,
       0.00969287, 0.01004075, 0.01038863]), 615: array([0.00115679, 0.0011595 , 0.00116178, 0.00116371, 0.00116535,
       0.00116673, 0.00116789, 0.00116888, 0.00116971, 0.00117042,
       0.00117101, 0.00117151, 0.00117194, 0.0011723 , 0.0011726 ,
       0.00117286, 0.00117308, 0.00117326, 0.00117342, 0.00117355,
       0.00117366, 0.00117375, 0.00117383, 0.0011739 , 0.00117395,
       0.001174  , 0.00117404, 0.00117408]), 620: array([0.00063915, 0.00100572, 0.00122934, 0.00136576, 0.00144898,
       0.00149975, 0.00153072, 0.00154961, 0.00156114, 0.00156817,
       0.00157246, 0.00157508, 0.00157667, 0.00157765, 0.00157824,
       0.0015786 , 0.00157882, 0.00157896, 0.00157904, 0.00157909,
       0.00157912, 0.00157914, 0.00157915, 0.00157916, 0.00157916,
       0.00157917, 0.00157917, 0.00157917]), 625: array([0.00204636, 0.00196716, 0.00191609, 0.00188315, 0.00186191,
       0.00184821, 0.00183937, 0.00183368, 0.00183   , 0.00182763,
       0.0018261 , 0.00182512, 0.00182448, 0.00182407, 0.00182381,
       0.00182364, 0.00182353, 0.00182346, 0.00182341, 0.00182338,
       0.00182336, 0.00182335, 0.00182334, 0.00182334, 0.00182333,
       0.00182333, 0.00182333, 0.00182333]), 630: array([0.00011122, 0.00020168, 0.00029214, 0.00038261, 0.00047307,
       0.00056353, 0.00065399, 0.00074445, 0.00083492, 0.00092538,
       0.00101584, 0.0011063 , 0.00119676, 0.00128723, 0.00137769,
       0.00146815, 0.00155861, 0.00164907, 0.00173954, 0.00183   ,
       0.00192046, 0.00201092, 0.00210138, 0.00219184, 0.00228231,
       0.00237277, 0.00246323, 0.00255369]), 635: array([0.00281333, 0.0029045 , 0.00299566, 0.00308682, 0.00317799,
       0.00326915, 0.00336032, 0.00345148, 0.00354265, 0.00363381,
       0.00372498, 0.00381614, 0.00390731, 0.00399847, 0.00408963,
       0.0041808 , 0.00427196, 0.00436313, 0.00445429, 0.00454546,
       0.00463662, 0.00472779, 0.00481895, 0.00491012, 0.00500128,
       0.00509244, 0.00518361, 0.00527477]), 640: array([0.16954335, 0.17291658, 0.17628981, 0.17966304, 0.18303627,
       0.18640949, 0.18978272, 0.19315595, 0.19652918, 0.19990241,
       0.20327564, 0.20664887, 0.2100221 , 0.21339533, 0.21676856,
       0.22014179, 0.22351502, 0.22688824, 0.23026147, 0.2336347 ,
       0.23700793, 0.24038116, 0.24375439, 0.24712762, 0.25050085,
       0.25387408, 0.25724731, 0.26062054]), 645: array([0.00043743, 0.00073244, 0.00102746, 0.00132247, 0.00161749,
       0.0019125 , 0.00220752, 0.00250253, 0.00279755, 0.00309256,
       0.00338758, 0.00368259, 0.00397761, 0.00427262, 0.00456764,
       0.00486265, 0.00515767, 0.00545268, 0.0057477 , 0.00604272,
       0.00633773, 0.00663275, 0.00692776, 0.00722278, 0.00751779,
       0.00781281, 0.00810782, 0.00840284]), 650: array([0.00265765, 0.00305106, 0.00344448, 0.00383789, 0.0042313 ,
       0.00462472, 0.00501813, 0.00541155, 0.00580496, 0.00619838,
       0.00659179, 0.00698521, 0.00737862, 0.00777204, 0.00816545,
       0.00855886, 0.00895228, 0.00934569, 0.00973911, 0.01013252,
       0.01052594, 0.01091935, 0.01131277, 0.01170618, 0.01209959,
       0.01249301, 0.01288642, 0.01327984]), 655: array([0.00091404, 0.00094083, 0.00095422, 0.00096092, 0.00096427,
       0.00096594, 0.00096678, 0.0009672 , 0.00096741, 0.00096751,
       0.00096756, 0.00096759, 0.0009676 , 0.00096761, 0.00096761,
       0.00096761, 0.00096761, 0.00096761, 0.00096761, 0.00096761,
       0.00096761, 0.00096761, 0.00096761, 0.00096761, 0.00096761,
       0.00096761, 0.00096761, 0.00096761]), 660: array([0.00073755, 0.00081428, 0.0008268 , 0.00082885, 0.00082918,
       0.00082923, 0.00082924, 0.00082924, 0.00082924, 0.00082924,
       0.00082924, 0.00082924, 0.00082924, 0.00082924, 0.00082924,
       0.00082924, 0.00082924, 0.00082924, 0.00082924, 0.00082924,
       0.00082924, 0.00082924, 0.00082924, 0.00082924, 0.00082924,
       0.00082924, 0.00082924, 0.00082924]), 665: array([0.00092357, 0.00094621, 0.00096885, 0.00099149, 0.00101413,
       0.00103678, 0.00105942, 0.00108206, 0.0011047 , 0.00112734,
       0.00114998, 0.00117263, 0.00119527, 0.00121791, 0.00124055,
       0.00126319, 0.00128583, 0.00130848, 0.00133112, 0.00135376,
       0.0013764 , 0.00139904, 0.00142168, 0.00144433, 0.00146697,
       0.00148961, 0.00151225, 0.00153489]), 670: array([0.00090119, 0.00091636, 0.00093154, 0.00094671, 0.00096188,
       0.00097706, 0.00099223, 0.0010074 , 0.00102258, 0.00103775,
       0.00105292, 0.0010681 , 0.00108327, 0.00109844, 0.00111362,
       0.00112879, 0.00114396, 0.00115914, 0.00117431, 0.00118948,
       0.00120466, 0.00121983, 0.001235  , 0.00125018, 0.00126535,
       0.00128052, 0.0012957 , 0.00131087]), 675: array([0.02892112, 0.02345557, 0.01947359, 0.01657249, 0.01445886,
       0.01291896, 0.01179705, 0.01097967, 0.01038416, 0.0099503 ,
       0.00963421, 0.00940391, 0.00923613, 0.00911389, 0.00902483,
       0.00895995, 0.00891268, 0.00887824, 0.00885314, 0.00883486,
       0.00882154, 0.00881184, 0.00880477, 0.00879962, 0.00879587,
       0.00879313, 0.00879114, 0.00878969]), 680: array([0.00028614, 0.00043713, 0.00058457, 0.00072853, 0.00086911,
       0.00100638, 0.00114042, 0.00127131, 0.00139911, 0.00152391,
       0.00164576, 0.00176476, 0.00188095, 0.0019944 , 0.00210519,
       0.00221336, 0.00231899, 0.00242214, 0.00252286, 0.0026212 ,
       0.00271724, 0.00281101, 0.00290257, 0.00299198, 0.00307929,
       0.00316454, 0.00324778, 0.00332907]), 685: array([0.00288233, 0.00337246, 0.00384852, 0.00431091, 0.00476003,
       0.00519626, 0.00561996, 0.0060315 , 0.00643123, 0.00681949,
       0.00719659, 0.00756288, 0.00791865, 0.0082642 , 0.00859984,
       0.00892585, 0.00924249, 0.00955005, 0.00984877, 0.01013892,
       0.01042075, 0.01069448, 0.01096035, 0.0112186 , 0.01146943,
       0.01171306, 0.01194969, 0.01217954]), 690: array([0.00263224, 0.00216243, 0.00185138, 0.00164544, 0.0015091 ,
       0.00141883, 0.00135906, 0.0013195 , 0.0012933 , 0.00127596,
       0.00126447, 0.00125687, 0.00125184, 0.0012485 , 0.0012463 ,
       0.00124484, 0.00124387, 0.00124323, 0.00124281, 0.00124253,
       0.00124234, 0.00124222, 0.00124214, 0.00124208, 0.00124205,
       0.00124202, 0.00124201, 0.001242  ]), 695: array([0.00032651, 0.00031487, 0.00030365, 0.00029283, 0.00028239,
       0.00027232, 0.00026262, 0.00025325, 0.00024423, 0.00023552,
       0.00022713, 0.00021903, 0.00021122, 0.00020369, 0.00019643,
       0.00018943, 0.00018268, 0.00017617, 0.00016989, 0.00016383,
       0.00015799, 0.00015236, 0.00014693, 0.00014169, 0.00013664,
       0.00013177, 0.00012708, 0.00012255]), 700: array([0.00119348, 0.00084991, 0.00067774, 0.00059146, 0.00054823,
       0.00052656, 0.00051571, 0.00051026, 0.00050754, 0.00050617,
       0.00050549, 0.00050514, 0.00050497, 0.00050489, 0.00050484,
       0.00050482, 0.00050481, 0.00050481, 0.0005048 , 0.0005048 ,
       0.0005048 , 0.0005048 , 0.0005048 , 0.0005048 , 0.0005048 ,
       0.0005048 , 0.0005048 , 0.0005048 ]), 705: array([0.01459511, 0.01474032, 0.01488552, 0.01503073, 0.01517593,
       0.01532114, 0.01546634, 0.01561155, 0.01575675, 0.01590196,
       0.01604716, 0.01619237, 0.01633757, 0.01648278, 0.01662798,
       0.01677318, 0.01691839, 0.01706359, 0.0172088 , 0.017354  ,
       0.01749921, 0.01764441, 0.01778962, 0.01793482, 0.01808003,
       0.01822523, 0.01837044, 0.01851564]), 710: array([0.0021136 , 0.00240147, 0.00263632, 0.0028279 , 0.0029842 ,
       0.0031117 , 0.00321572, 0.00330058, 0.00336981, 0.00342628,
       0.00347235, 0.00350994, 0.0035406 , 0.00356561, 0.00358602,
       0.00360267, 0.00361625, 0.00362733, 0.00363637, 0.00364374,
       0.00364976, 0.00365466, 0.00365867, 0.00366193, 0.0036646 ,
       0.00366677, 0.00366854, 0.00366999]), 715: array([0.00107764, 0.00113154, 0.00118259, 0.00123093, 0.00127671,
       0.00132006, 0.00136111, 0.00139998, 0.0014368 , 0.00147166,
       0.00150468, 0.00153594, 0.00156555, 0.00159359, 0.00162014,
       0.00164529, 0.0016691 , 0.00169165, 0.001713  , 0.00173322,
       0.00175237, 0.00177051, 0.00178768, 0.00180394, 0.00181935,
       0.00183393, 0.00184774, 0.00186082]), 720: array([0.01279047, 0.01286839, 0.01294632, 0.01302424, 0.01310216,
       0.01318009, 0.01325801, 0.01333593, 0.01341386, 0.01349178,
       0.01356971, 0.01364763, 0.01372555, 0.01380348, 0.0138814 ,
       0.01395932, 0.01403725, 0.01411517, 0.01419309, 0.01427102,
       0.01434894, 0.01442686, 0.01450479, 0.01458271, 0.01466064,
       0.01473856, 0.01481648, 0.01489441]), 725: array([0.00172311, 0.00201146, 0.0021961 , 0.00231432, 0.00239002,
       0.00243849, 0.00246953, 0.0024894 , 0.00250212, 0.00251027,
       0.00251549, 0.00251883, 0.00252097, 0.00252234, 0.00252321,
       0.00252377, 0.00252413, 0.00252436, 0.00252451, 0.00252461,
       0.00252467, 0.00252471, 0.00252473, 0.00252475, 0.00252476,
       0.00252476, 0.00252477, 0.00252477]), 730: array([0.00403155, 0.00400016, 0.0039732 , 0.00395003, 0.00393013,
       0.00391303, 0.00389835, 0.00388573, 0.00387489, 0.00386558,
       0.00385758, 0.00385071, 0.00384481, 0.00383974, 0.00383538,
       0.00383164, 0.00382843, 0.00382567, 0.00382329, 0.00382126,
       0.00381951, 0.003818  , 0.00381671, 0.0038156 , 0.00381465,
       0.00381383, 0.00381312, 0.00381252]), 735: array([0.00102026, 0.00101727, 0.0010148 , 0.00101277, 0.0010111 ,
       0.00100972, 0.00100858, 0.00100764, 0.00100687, 0.00100623,
       0.00100571, 0.00100528, 0.00100492, 0.00100462, 0.00100438,
       0.00100418, 0.00100402, 0.00100388, 0.00100377, 0.00100368,
       0.0010036 , 0.00100354, 0.00100349, 0.00100345, 0.00100341,
       0.00100338, 0.00100336, 0.00100334]), 740: array([0.0095976 , 0.00646061, 0.00484758, 0.00401816, 0.00359168,
       0.00337239, 0.00325963, 0.00320165, 0.00317183, 0.0031565 ,
       0.00314862, 0.00314457, 0.00314248, 0.00314141, 0.00314086,
       0.00314058, 0.00314043, 0.00314036, 0.00314032, 0.0031403 ,
       0.00314029, 0.00314028, 0.00314028, 0.00314028, 0.00314028,
       0.00314028, 0.00314028, 0.00314028]), 745: array([0.00125091, 0.00170115, 0.00199852, 0.00219492, 0.00232464,
       0.00241032, 0.0024669 , 0.00250428, 0.00252896, 0.00254526,
       0.00255603, 0.00256314, 0.00256784, 0.00257094, 0.00257299,
       0.00257435, 0.00257524, 0.00257583, 0.00257622, 0.00257648,
       0.00257665, 0.00257676, 0.00257683, 0.00257688, 0.00257692,
       0.00257694, 0.00257695, 0.00257696]), 750: array([0.00181339, 0.00228495, 0.00251712, 0.00263143, 0.00268771,
       0.00271542, 0.00272906, 0.00273578, 0.00273909, 0.00274072,
       0.00274152, 0.00274191, 0.00274211, 0.0027422 , 0.00274225,
       0.00274227, 0.00274228, 0.00274229, 0.00274229, 0.00274229,
       0.0027423 , 0.0027423 , 0.0027423 , 0.0027423 , 0.0027423 ,
       0.0027423 , 0.0027423 , 0.0027423 ]), 755: array([0.01357973, 0.01425481, 0.0149299 , 0.01560499, 0.01628008,
       0.01695516, 0.01763025, 0.01830534, 0.01898043, 0.01965551,
       0.0203306 , 0.02100569, 0.02168078, 0.02235586, 0.02303095,
       0.02370604, 0.02438113, 0.02505621, 0.0257313 , 0.02640639,
       0.02708148, 0.02775656, 0.02843165, 0.02910674, 0.02978183,
       0.03045691, 0.031132  , 0.03180709]), 760: array([0.00239758, 0.00263891, 0.00288023, 0.00312155, 0.00336287,
       0.00360419, 0.00384551, 0.00408683, 0.00432816, 0.00456948,
       0.0048108 , 0.00505212, 0.00529344, 0.00553476, 0.00577608,
       0.0060174 , 0.00625873, 0.00650005, 0.00674137, 0.00698269,
       0.00722401, 0.00746533, 0.00770665, 0.00794797, 0.0081893 ,
       0.00843062, 0.00867194, 0.00891326]), 765: array([0.00058906, 0.0005876 , 0.00058646, 0.00058558, 0.00058489,
       0.00058436, 0.00058394, 0.00058362, 0.00058337, 0.00058318,
       0.00058303, 0.00058291, 0.00058282, 0.00058275, 0.0005827 ,
       0.00058265, 0.00058262, 0.00058259, 0.00058257, 0.00058256,
       0.00058255, 0.00058254, 0.00058253, 0.00058252, 0.00058252,
       0.00058252, 0.00058251, 0.00058251]), 770: array([0.00476916, 0.00411087, 0.00387858, 0.00379661, 0.00376769,
       0.00375748, 0.00375388, 0.00375261, 0.00375216, 0.003752  ,
       0.00375195, 0.00375193, 0.00375192, 0.00375192, 0.00375192,
       0.00375192, 0.00375192, 0.00375192, 0.00375192, 0.00375192,
       0.00375192, 0.00375192, 0.00375192, 0.00375192, 0.00375192,
       0.00375192, 0.00375192, 0.00375192]), 775: array([0.000914  , 0.00100998, 0.00110597, 0.00120195, 0.00129794,
       0.00139392, 0.00148991, 0.00158589, 0.00168188, 0.00177786,
       0.00187385, 0.00196983, 0.00206582, 0.0021618 , 0.00225779,
       0.00235377, 0.00244976, 0.00254574, 0.00264173, 0.00273772,
       0.0028337 , 0.00292969, 0.00302567, 0.00312166, 0.00321764,
       0.00331363, 0.00340961, 0.0035056 ]), 780: array([0.00590845, 0.00602291, 0.00613737, 0.00625183, 0.00636629,
       0.00648075, 0.00659521, 0.00670967, 0.00682413, 0.00693859,
       0.00705305, 0.00716751, 0.00728197, 0.00739643, 0.00751089,
       0.00762535, 0.00773981, 0.00785427, 0.00796873, 0.00808319,
       0.00819765, 0.00831211, 0.00842657, 0.00854103, 0.00865549,
       0.00876995, 0.00888441, 0.00899887]), 785: array([0.02226848, 0.02283668, 0.02340488, 0.02397308, 0.02454128,
       0.02510948, 0.02567768, 0.02624588, 0.02681409, 0.02738229,
       0.02795049, 0.02851869, 0.02908689, 0.02965509, 0.03022329,
       0.03079149, 0.0313597 , 0.0319279 , 0.0324961 , 0.0330643 ,
       0.0336325 , 0.0342007 , 0.0347689 , 0.0353371 , 0.03590531,
       0.03647351, 0.03704171, 0.03760991]), 790: array([0.00064465, 0.00079891, 0.00094345, 0.0010789 , 0.00120582,
       0.00132475, 0.0014362 , 0.00154064, 0.0016385 , 0.0017302 ,
       0.00181612, 0.00189665, 0.0019721 , 0.0020428 , 0.00210906,
       0.00217114, 0.00222931, 0.00228383, 0.00233491, 0.00238278,
       0.00242764, 0.00246967, 0.00250905, 0.00254596, 0.00258055,
       0.00261295, 0.00264332, 0.00267178]), 795: array([0.00033988, 0.00034716, 0.00035443, 0.00036171, 0.00036898,
       0.00037626, 0.00038353, 0.00039081, 0.00039809, 0.00040536,
       0.00041264, 0.00041991, 0.00042719, 0.00043446, 0.00044174,
       0.00044901, 0.00045629, 0.00046357, 0.00047084, 0.00047812,
       0.00048539, 0.00049267, 0.00049994, 0.00050722, 0.0005145 ,
       0.00052177, 0.00052905, 0.00053632]), 800: array([0.00487384, 0.00419319, 0.0037259 , 0.00340508, 0.00318483,
       0.00303361, 0.0029298 , 0.00285852, 0.00280959, 0.002776  ,
       0.00275294, 0.0027371 , 0.00272623, 0.00271877, 0.00271364,
       0.00271013, 0.00270771, 0.00270605, 0.00270491, 0.00270413,
       0.0027036 , 0.00270323, 0.00270298, 0.0027028 , 0.00270268,
       0.0027026 , 0.00270254, 0.00270251]), 805: array([0.00854471, 0.00912274, 0.00970077, 0.01027879, 0.01085682,
       0.01143485, 0.01201288, 0.01259091, 0.01316893, 0.01374696,
       0.01432499, 0.01490302, 0.01548104, 0.01605907, 0.0166371 ,
       0.01721513, 0.01779315, 0.01837118, 0.01894921, 0.01952724,
       0.02010526, 0.02068329, 0.02126132, 0.02183935, 0.02241737,
       0.0229954 , 0.02357343, 0.02415146]), 810: array([0.00136495, 0.00137302, 0.00137705, 0.00137907, 0.00138008,
       0.00138058, 0.00138083, 0.00138096, 0.00138102, 0.00138105,
       0.00138107, 0.00138108, 0.00138108, 0.00138108, 0.00138108,
       0.00138109, 0.00138109, 0.00138109, 0.00138109, 0.00138109,
       0.00138109, 0.00138109, 0.00138109, 0.00138109, 0.00138109,
       0.00138109, 0.00138109, 0.00138109]), 815: array([0.00105968, 0.00104169, 0.00102402, 0.00100665, 0.00098957,
       0.00097279, 0.00095629, 0.00094007, 0.00092413, 0.00090846,
       0.00089306, 0.00087792, 0.00086303, 0.00084841, 0.00083403,
       0.00081989, 0.000806  , 0.00079234, 0.00077892, 0.00076573,
       0.00075276, 0.00074001, 0.00072748, 0.00071516, 0.00070305,
       0.00069115, 0.00067945, 0.00066795]), 820: array([0.00076109, 0.00075321, 0.00074602, 0.00073945, 0.00073346,
       0.000728  , 0.00072301, 0.00071846, 0.0007143 , 0.00071051,
       0.00070705, 0.00070389, 0.00070101, 0.00069838, 0.00069598,
       0.00069379, 0.0006918 , 0.00068997, 0.00068831, 0.00068679,
       0.00068541, 0.00068414, 0.00068299, 0.00068193, 0.00068097,
       0.0006801 , 0.00067929, 0.00067856]), 825: array([0.00171524, 0.00139359, 0.00127395, 0.00122944, 0.00121289,
       0.00120673, 0.00120444, 0.00120358, 0.00120327, 0.00120315,
       0.00120311, 0.00120309, 0.00120308, 0.00120308, 0.00120308,
       0.00120308, 0.00120308, 0.00120308, 0.00120308, 0.00120308,
       0.00120308, 0.00120308, 0.00120308, 0.00120308, 0.00120308,
       0.00120308, 0.00120308, 0.00120308]), 830: array([0.01959036, 0.02050188, 0.02141339, 0.02232491, 0.02323642,
       0.02414793, 0.02505945, 0.02597096, 0.02688248, 0.02779399,
       0.0287055 , 0.02961702, 0.03052853, 0.03144005, 0.03235156,
       0.03326307, 0.03417459, 0.0350861 , 0.03599762, 0.03690913,
       0.03782064, 0.03873216, 0.03964367, 0.04055519, 0.0414667 ,
       0.04237821, 0.04328973, 0.04420124]), 835: array([0.00295541, 0.00284913, 0.00274667, 0.0026479 , 0.00255268,
       0.00246089, 0.00237239, 0.00228708, 0.00220483, 0.00212555,
       0.00204911, 0.00197542, 0.00190439, 0.0018359 , 0.00176988,
       0.00170624, 0.00164488, 0.00158573, 0.00152871, 0.00147373,
       0.00142074, 0.00136965, 0.00132039, 0.00127291, 0.00122714,
       0.00118301, 0.00114047, 0.00109945]), 840: array([0.00155108, 0.00166361, 0.00173936, 0.00179034, 0.00182467,
       0.00184777, 0.00186332, 0.00187379, 0.00188084, 0.00188558,
       0.00188878, 0.00189093, 0.00189237, 0.00189335, 0.001894  ,
       0.00189444, 0.00189474, 0.00189494, 0.00189508, 0.00189517,
       0.00189523, 0.00189527, 0.0018953 , 0.00189531, 0.00189533,
       0.00189534, 0.00189534, 0.00189534]), 845: array([0.00144382, 0.0013024 , 0.00125182, 0.00123373, 0.00122726,
       0.00122494, 0.00122412, 0.00122382, 0.00122371, 0.00122368,
       0.00122366, 0.00122366, 0.00122366, 0.00122366, 0.00122365,
       0.00122365, 0.00122365, 0.00122365, 0.00122365, 0.00122365,
       0.00122365, 0.00122365, 0.00122365, 0.00122365, 0.00122365,
       0.00122365, 0.00122365, 0.00122365]), 850: array([0.01250548, 0.01316406, 0.01382265, 0.01448123, 0.01513982,
       0.0157984 , 0.01645699, 0.01711557, 0.01777415, 0.01843274,
       0.01909132, 0.01974991, 0.02040849, 0.02106708, 0.02172566,
       0.02238425, 0.02304283, 0.02370141, 0.02436   , 0.02501858,
       0.02567717, 0.02633575, 0.02699434, 0.02765292, 0.0283115 ,
       0.02897009, 0.02962867, 0.03028726]), 855: array([0.00259749, 0.00292482, 0.00325216, 0.0035795 , 0.00390684,
       0.00423417, 0.00456151, 0.00488885, 0.00521619, 0.00554353,
       0.00587087, 0.00619821, 0.00652555, 0.00685289, 0.00718023,
       0.00750757, 0.00783491, 0.00816225, 0.0084896 , 0.00881694,
       0.00914428, 0.00947163, 0.00979897, 0.01012631, 0.01045366,
       0.010781  , 0.01110835, 0.01143569]), 860: array([0.0011524 , 0.00100933, 0.000974  , 0.00096527, 0.00096311,
       0.00096258, 0.00096245, 0.00096242, 0.00096241, 0.00096241,
       0.00096241, 0.00096241, 0.00096241, 0.00096241, 0.00096241,
       0.00096241, 0.00096241, 0.00096241, 0.00096241, 0.00096241,
       0.00096241, 0.00096241, 0.00096241, 0.00096241, 0.00096241,
       0.00096241, 0.00096241, 0.00096241]), 865: array([0.003205  , 0.00336798, 0.00353096, 0.00369393, 0.00385691,
       0.00401988, 0.00418285, 0.00434582, 0.00450879, 0.00467176,
       0.00483472, 0.00499769, 0.00516065, 0.00532361, 0.00548656,
       0.00564952, 0.00581248, 0.00597543, 0.00613838, 0.00630133,
       0.00646428, 0.00662722, 0.00679017, 0.00695311, 0.00711605,
       0.00727899, 0.00744193, 0.00760486]), 870: array([0.00040716, 0.00040726, 0.00040734, 0.00040739, 0.00040744,
       0.00040747, 0.00040749, 0.00040751, 0.00040752, 0.00040753,
       0.00040754, 0.00040755, 0.00040755, 0.00040755, 0.00040756,
       0.00040756, 0.00040756, 0.00040756, 0.00040756, 0.00040756,
       0.00040756, 0.00040756, 0.00040756, 0.00040756, 0.00040756,
       0.00040756, 0.00040756, 0.00040756]), 875: array([0.00102735, 0.00104185, 0.00105635, 0.00107085, 0.00108535,
       0.00109984, 0.00111434, 0.00112884, 0.00114334, 0.00115784,
       0.00117234, 0.00118684, 0.00120134, 0.00121583, 0.00123033,
       0.00124483, 0.00125933, 0.00127383, 0.00128833, 0.00130283,
       0.00131733, 0.00133182, 0.00134632, 0.00136082, 0.00137532,
       0.00138982, 0.00140432, 0.00141882]), 880: array([0.00495042, 0.00372347, 0.00304282, 0.00266523, 0.00245576,
       0.00233956, 0.0022751 , 0.00223934, 0.00221951, 0.0022085 ,
       0.0022024 , 0.00219901, 0.00219713, 0.00219609, 0.00219551,
       0.00219519, 0.00219501, 0.00219491, 0.00219486, 0.00219483,
       0.00219481, 0.0021948 , 0.0021948 , 0.00219479, 0.00219479,
       0.00219479, 0.00219479, 0.00219479]), 885: array([0.00273263, 0.00298113, 0.00322961, 0.00347805, 0.00372647,
       0.00397487, 0.00422324, 0.00447158, 0.00471989, 0.00496818,
       0.00521644, 0.00546467, 0.00571288, 0.00596106, 0.00620921,
       0.00645734, 0.00670544, 0.00695351, 0.00720156, 0.00744958,
       0.00769757, 0.00794554, 0.00819348, 0.00844139, 0.00868928,
       0.00893713, 0.00918497, 0.00943277]), 890: array([0.01612299, 0.01643127, 0.01673954, 0.01704782, 0.01735609,
       0.01766437, 0.01797265, 0.01828092, 0.0185892 , 0.01889747,
       0.01920575, 0.01951403, 0.0198223 , 0.02013058, 0.02043885,
       0.02074713, 0.02105541, 0.02136368, 0.02167196, 0.02198023,
       0.02228851, 0.02259679, 0.02290506, 0.02321334, 0.02352161,
       0.02382989, 0.02413817, 0.02444644]), 895: array([0.0572417 , 0.05766913, 0.05809656, 0.05852399, 0.05895142,
       0.05937886, 0.05980629, 0.06023372, 0.06066115, 0.06108858,
       0.06151601, 0.06194344, 0.06237087, 0.06279831, 0.06322574,
       0.06365317, 0.0640806 , 0.06450803, 0.06493547, 0.0653629 ,
       0.06579033, 0.06621776, 0.0666452 , 0.06707263, 0.06750006,
       0.0679275 , 0.06835493, 0.06878236]), 900: array([2.33911667e-04, 1.89946234e-04, 1.54244439e-04, 1.25253068e-04,
       1.01710845e-04, 8.25935620e-05, 6.70695177e-05, 5.44633355e-05,
       4.42265811e-05, 3.59139026e-05, 2.91636551e-05, 2.36821680e-05,
       1.92309681e-05, 1.56164050e-05, 1.26812265e-05, 1.02977372e-05,
       8.36224278e-06, 6.79053926e-06, 5.51424936e-06, 4.47784785e-06,
       3.63624589e-06, 2.95282941e-06, 2.39786626e-06, 1.94721265e-06,
       1.58126281e-06, 1.28409602e-06, 1.04278400e-06, 8.46828397e-07]), 905: array([0.01129018, 0.01163029, 0.01196189, 0.01228519, 0.01260039,
       0.0129077 , 0.01320733, 0.01349945, 0.01378426, 0.01406194,
       0.01433267, 0.01459663, 0.01485397, 0.01510488, 0.0153495 ,
       0.01558801, 0.01582054, 0.01604725, 0.01626829, 0.01648379,
       0.0166939 , 0.01689875, 0.01709848, 0.0172932 , 0.01748305,
       0.01766815, 0.01784861, 0.01802456]), 910: array([0.00191144, 0.00183353, 0.0017588 , 0.00168713, 0.00161837,
       0.00155243, 0.00148918, 0.00142851, 0.00137031, 0.0013145 ,
       0.00126096, 0.00120961, 0.00116035, 0.00111311, 0.00106779,
       0.00102433, 0.00098264, 0.00094265, 0.00090429, 0.0008675 ,
       0.00083221, 0.00079836, 0.0007659 , 0.00073476, 0.00070489,
       0.00067624, 0.00064876, 0.00062241]), 915: array([2.17088808e-04, 1.92703568e-04, 1.71057484e-04, 1.51842871e-04,
       1.34786606e-04, 1.19646246e-04, 1.06206578e-04, 9.42765675e-05,
       8.36866367e-05, 7.42862565e-05, 6.59418064e-05, 5.85346755e-05,
       5.19595762e-05, 4.61230477e-05, 4.09421274e-05, 3.63431718e-05,
       3.22608099e-05, 2.86370133e-05, 2.54202722e-05, 2.25648627e-05,
       2.00301969e-05, 1.77802462e-05, 1.57830290e-05, 1.40101561e-05,
       1.24364273e-05, 1.10394730e-05, 9.79943648e-06, 8.69869130e-06]), 920: array([0.00391582, 0.00399883, 0.00408184, 0.00416485, 0.00424786,
       0.00433087, 0.00441389, 0.0044969 , 0.00457991, 0.00466292,
       0.00474593, 0.00482894, 0.00491195, 0.00499496, 0.00507797,
       0.00516098, 0.00524399, 0.005327  , 0.00541001, 0.00549302,
       0.00557603, 0.00565904, 0.00574206, 0.00582507, 0.00590808,
       0.00599109, 0.0060741 , 0.00615711]), 925: array([2.08509993e-04, 1.80097571e-04, 1.55556745e-04, 1.34359954e-04,
       1.16051526e-04, 1.00237881e-04, 8.65790701e-05, 7.47814656e-05,
       6.45914520e-05, 5.57899724e-05, 4.81878191e-05, 4.16215671e-05,
       3.59500600e-05, 3.10513762e-05, 2.68202076e-05, 2.31655957e-05,
       2.00089765e-05, 1.72824914e-05, 1.49275286e-05, 1.28934629e-05,
       1.11365675e-05, 9.61907396e-06, 8.30836047e-06, 7.17625029e-06,
       6.19840618e-06, 5.35380719e-06, 4.62429680e-06, 3.99419254e-06]), 930: array([3.69814832e-04, 3.51970630e-04, 3.34987455e-04, 3.18823759e-04,
       3.03440000e-04, 2.88798546e-04, 2.74863576e-04, 2.61601003e-04,
       2.48978382e-04, 2.36964832e-04, 2.25530965e-04, 2.14648810e-04,
       2.04291745e-04, 1.94434434e-04, 1.85052762e-04, 1.76123779e-04,
       1.67625640e-04, 1.59537558e-04, 1.51839745e-04, 1.44513370e-04,
       1.37540510e-04, 1.30904108e-04, 1.24587928e-04, 1.18576519e-04,
       1.12855176e-04, 1.07409901e-04, 1.02227374e-04, 9.72949158e-05]), 935: array([0.00110648, 0.00113584, 0.00116521, 0.00119457, 0.00122393,
       0.00125329, 0.00128266, 0.00131202, 0.00134138, 0.00137074,
       0.00140011, 0.00142947, 0.00145883, 0.00148819, 0.00151756,
       0.00154692, 0.00157628, 0.00160564, 0.00163501, 0.00166437,
       0.00169373, 0.00172309, 0.00175246, 0.00178182, 0.00181118,
       0.00184054, 0.00186991, 0.00189927]), 940: array([0.00077628, 0.00091098, 0.0009783 , 0.00101194, 0.00102875,
       0.00103715, 0.00104135, 0.00104345, 0.0010445 , 0.00104502,
       0.00104528, 0.00104541, 0.00104548, 0.00104551, 0.00104553,
       0.00104554, 0.00104554, 0.00104554, 0.00104554, 0.00104554,
       0.00104555, 0.00104555, 0.00104555, 0.00104555, 0.00104555,
       0.00104555, 0.00104555, 0.00104555]), 945: array([0.00165598, 0.00170865, 0.00175009, 0.00178268, 0.00180833,
       0.0018285 , 0.00184436, 0.00185684, 0.00186666, 0.00187439,
       0.00188046, 0.00188524, 0.001889  , 0.00189196, 0.00189429,
       0.00189612, 0.00189756, 0.00189869, 0.00189958, 0.00190028,
       0.00190083, 0.00190127, 0.00190161, 0.00190188, 0.00190209,
       0.00190225, 0.00190239, 0.00190249]), 950: array([0.03024926, 0.03081177, 0.03137428, 0.03193679, 0.0324993 ,
       0.0330618 , 0.03362431, 0.03418682, 0.03474933, 0.03531184,
       0.03587434, 0.03643685, 0.03699936, 0.03756187, 0.03812438,
       0.03868688, 0.03924939, 0.0398119 , 0.04037441, 0.04093692,
       0.04149942, 0.04206193, 0.04262444, 0.04318695, 0.04374946,
       0.04431196, 0.04487447, 0.04543698]), 955: array([0.00170985, 0.00222622, 0.00265222, 0.00300367, 0.00329362,
       0.00353283, 0.00373017, 0.00389299, 0.00402731, 0.00413812,
       0.00422954, 0.00430496, 0.00436719, 0.00441852, 0.00446087,
       0.00449581, 0.00452464, 0.00454842, 0.00456804, 0.00458422,
       0.00459758, 0.00460859, 0.00461768, 0.00462518, 0.00463137,
       0.00463647, 0.00464068, 0.00464416]), 960: array([0.02445878, 0.02358734, 0.02278717, 0.02205243, 0.02137777,
       0.02075829, 0.02018946, 0.01966715, 0.01918756, 0.01874718,
       0.01834281, 0.01797152, 0.01763058, 0.01731753, 0.01703007,
       0.01676612, 0.01652376, 0.01630122, 0.01609687, 0.01590924,
       0.01573695, 0.01557875, 0.01543348, 0.0153001 , 0.01517762,
       0.01506516, 0.01496189, 0.01486707]), 965: array([0.06226106, 0.06370313, 0.0651452 , 0.06658727, 0.06802933,
       0.0694714 , 0.07091347, 0.07235554, 0.0737976 , 0.07523967,
       0.07668174, 0.07812381, 0.07956588, 0.08100794, 0.08245001,
       0.08389208, 0.08533415, 0.08677621, 0.08821828, 0.08966035,
       0.09110242, 0.09254449, 0.09398655, 0.09542862, 0.09687069,
       0.09831276, 0.09975482, 0.10119689]), 970: array([0.0021648 , 0.00281112, 0.00345744, 0.00410377, 0.00475009,
       0.00539641, 0.00604273, 0.00668905, 0.00733537, 0.0079817 ,
       0.00862802, 0.00927434, 0.00992066, 0.01056698, 0.0112133 ,
       0.01185963, 0.01250595, 0.01315227, 0.01379859, 0.01444491,
       0.01509124, 0.01573756, 0.01638388, 0.0170302 , 0.01767652,
       0.01832284, 0.01896917, 0.01961549]), 975: array([0.00141506, 0.00137123, 0.00136925, 0.00136916, 0.00136916,
       0.00136916, 0.00136916, 0.00136916, 0.00136916, 0.00136916,
       0.00136916, 0.00136916, 0.00136916, 0.00136916, 0.00136916,
       0.00136916, 0.00136916, 0.00136916, 0.00136916, 0.00136916,
       0.00136916, 0.00136916, 0.00136916, 0.00136916, 0.00136916,
       0.00136916, 0.00136916, 0.00136916]), 980: array([0.00204754, 0.0016735 , 0.00146581, 0.0013505 , 0.00128647,
       0.00125091, 0.00123117, 0.00122021, 0.00121413, 0.00121075,
       0.00120887, 0.00120783, 0.00120725, 0.00120693, 0.00120675,
       0.00120665, 0.0012066 , 0.00120657, 0.00120655, 0.00120654,
       0.00120654, 0.00120653, 0.00120653, 0.00120653, 0.00120653,
       0.00120653, 0.00120653, 0.00120653]), 985: array([0.00079793, 0.00081443, 0.00083094, 0.00084744, 0.00086395,
       0.00088045, 0.00089696, 0.00091346, 0.00092997, 0.00094647,
       0.00096298, 0.00097948, 0.00099599, 0.00101249, 0.001029  ,
       0.0010455 , 0.00106201, 0.00107851, 0.00109502, 0.00111152,
       0.00112803, 0.00114453, 0.00116104, 0.00117754, 0.00119405,
       0.00121056, 0.00122706, 0.00124357]), 990: array([0.00095563, 0.00120891, 0.00142653, 0.00161352, 0.0017742 ,
       0.00191225, 0.00203088, 0.00213281, 0.00222039, 0.00229565,
       0.00236031, 0.00241587, 0.00246361, 0.00250463, 0.00253988,
       0.00257017, 0.00259619, 0.00261855, 0.00263776, 0.00265427,
       0.00266846, 0.00268065, 0.00269112, 0.00270012, 0.00270785,
       0.00271449, 0.0027202 , 0.00272511]), 995: array([0.00313945, 0.00278388, 0.00256951, 0.00244026, 0.00236233,
       0.00231535, 0.00228702, 0.00226994, 0.00225965, 0.00225344,
       0.0022497 , 0.00224744, 0.00224608, 0.00224526, 0.00224477,
       0.00224447, 0.00224429, 0.00224418, 0.00224411, 0.00224407,
       0.00224405, 0.00224404, 0.00224403, 0.00224402, 0.00224402,
       0.00224402, 0.00224402, 0.00224402]), 1000: array([0.042382  , 0.04330255, 0.0442231 , 0.04514365, 0.0460642 ,
       0.04698475, 0.0479053 , 0.04882585, 0.0497464 , 0.05066695,
       0.05158749, 0.05250804, 0.05342859, 0.05434914, 0.05526969,
       0.05619024, 0.05711079, 0.05803134, 0.05895189, 0.05987244,
       0.06079299, 0.06171354, 0.06263409, 0.06355463, 0.06447518,
       0.06539573, 0.06631628, 0.06723683]), 1005: array([0.0003752 , 0.00056082, 0.00074644, 0.00093206, 0.00111768,
       0.0013033 , 0.00148893, 0.00167455, 0.00186017, 0.00204579,
       0.00223141, 0.00241703, 0.00260265, 0.00278828, 0.0029739 ,
       0.00315952, 0.00334514, 0.00353076, 0.00371638, 0.003902  ,
       0.00408762, 0.00427325, 0.00445887, 0.00464449, 0.00483011,
       0.00501573, 0.00520135, 0.00538697]), 1010: array([0.00125521, 0.0018718 , 0.00245165, 0.00299695, 0.00350975,
       0.003992  , 0.00444551, 0.004872  , 0.00527307, 0.00565025,
       0.00600495, 0.00633852, 0.00665221, 0.0069472 , 0.00722462,
       0.00748551, 0.00773086, 0.00796158, 0.00817856, 0.0083826 ,
       0.00857449, 0.00875495, 0.00892465, 0.00908424, 0.00923432,
       0.00937545, 0.00950818, 0.009633  ]), 1015: array([0.00161536, 0.00177095, 0.00178748, 0.00178924, 0.00178942,
       0.00178944, 0.00178945, 0.00178945, 0.00178945, 0.00178945,
       0.00178945, 0.00178945, 0.00178945, 0.00178945, 0.00178945,
       0.00178945, 0.00178945, 0.00178945, 0.00178945, 0.00178945,
       0.00178945, 0.00178945, 0.00178945, 0.00178945, 0.00178945,
       0.00178945, 0.00178945, 0.00178945]), 1020: array([0.00189148, 0.00189108, 0.00189081, 0.00189063, 0.00189051,
       0.00189042, 0.00189037, 0.00189033, 0.00189031, 0.00189029,
       0.00189028, 0.00189027, 0.00189026, 0.00189026, 0.00189026,
       0.00189026, 0.00189026, 0.00189026, 0.00189025, 0.00189025,
       0.00189025, 0.00189025, 0.00189025, 0.00189025, 0.00189025,
       0.00189025, 0.00189025, 0.00189025]), 1025: array([0.0031965 , 0.0032739 , 0.0033513 , 0.00342871, 0.00350611,
       0.00358351, 0.00366091, 0.00373832, 0.00381572, 0.00389312,
       0.00397052, 0.00404793, 0.00412533, 0.00420273, 0.00428014,
       0.00435754, 0.00443494, 0.00451234, 0.00458975, 0.00466715,
       0.00474455, 0.00482195, 0.00489936, 0.00497676, 0.00505416,
       0.00513157, 0.00520897, 0.00528637]), 1030: array([0.04110523, 0.03643885, 0.03268546, 0.02966643, 0.02723808,
       0.02528483, 0.02371374, 0.02245004, 0.02143358, 0.020616  ,
       0.01995837, 0.01942941, 0.01900395, 0.01866172, 0.01838646,
       0.01816505, 0.01798695, 0.01784371, 0.01772849, 0.01763581,
       0.01756126, 0.0175013 , 0.01745307, 0.01741428, 0.01738308,
       0.01735798, 0.01733779, 0.01732155]), 1035: array([0.05754338, 0.06244266, 0.06734194, 0.07224121, 0.07714049,
       0.08203977, 0.08693905, 0.09183833, 0.0967376 , 0.10163688,
       0.10653616, 0.11143544, 0.11633471, 0.12123399, 0.12613327,
       0.13103255, 0.13593183, 0.1408311 , 0.14573038, 0.15062966,
       0.15552894, 0.16042821, 0.16532749, 0.17022677, 0.17512605,
       0.18002533, 0.1849246 , 0.18982388]), 1040: array([0.00039157, 0.0006915 , 0.00098247, 0.00126476, 0.00153863,
       0.00180433, 0.0020621 , 0.00231218, 0.00255479, 0.00279017,
       0.00301853, 0.00324007, 0.003455  , 0.00366352, 0.00386581,
       0.00406208, 0.00425248, 0.00443721, 0.00461642, 0.00479028,
       0.00495896, 0.00512261, 0.00528137, 0.00543539, 0.00558482,
       0.0057298 , 0.00587044, 0.00600689]), 1045: array([0.00096094, 0.00138988, 0.00181881, 0.00224775, 0.00267668,
       0.00310561, 0.00353455, 0.00396348, 0.00439242, 0.00482135,
       0.00525028, 0.00567922, 0.00610815, 0.00653709, 0.00696602,
       0.00739495, 0.00782389, 0.00825282, 0.00868176, 0.00911069,
       0.00953962, 0.00996856, 0.01039749, 0.01082643, 0.01125536,
       0.01168429, 0.01211323, 0.01254216]), 1050: array([0.00260037, 0.00267181, 0.00274326, 0.0028147 , 0.00288615,
       0.00295759, 0.00302904, 0.00310048, 0.00317193, 0.00324337,
       0.00331482, 0.00338626, 0.00345771, 0.00352915, 0.0036006 ,
       0.00367204, 0.00374349, 0.00381493, 0.00388638, 0.00395782,
       0.00402927, 0.00410071, 0.00417216, 0.0042436 , 0.00431505,
       0.00438649, 0.00445794, 0.00452938]), 1055: array([0.00239905, 0.00240442, 0.00240711, 0.00240845, 0.00240912,
       0.00240946, 0.00240963, 0.00240971, 0.00240975, 0.00240977,
       0.00240978, 0.00240979, 0.00240979, 0.00240979, 0.00240979,
       0.00240979, 0.00240979, 0.00240979, 0.00240979, 0.00240979,
       0.00240979, 0.00240979, 0.00240979, 0.00240979, 0.00240979,
       0.00240979, 0.00240979, 0.00240979]), 1060: array([0.01763388, 0.01323185, 0.01058799, 0.00900009, 0.00804639,
       0.0074736 , 0.00712958, 0.00692296, 0.00679886, 0.00672433,
       0.00667957, 0.00665268, 0.00663654, 0.00662684, 0.00662101,
       0.00661751, 0.00661541, 0.00661415, 0.00661339, 0.00661294,
       0.00661267, 0.0066125 , 0.0066124 , 0.00661234, 0.00661231,
       0.00661229, 0.00661227, 0.00661227]), 1065: array([0.00146437, 0.00220524, 0.00269104, 0.00300959, 0.00321846,
       0.00335542, 0.00344523, 0.00350412, 0.00354273, 0.00356805,
       0.00358465, 0.00359554, 0.00360268, 0.00360736, 0.00361043,
       0.00361244, 0.00361376, 0.00361462, 0.00361519, 0.00361556,
       0.00361581, 0.00361597, 0.00361607, 0.00361614, 0.00361619,
       0.00361622, 0.00361624, 0.00361625]), 1070: array([0.00097598, 0.00094366, 0.00091241, 0.00088219, 0.00085298,
       0.00082473, 0.00079742, 0.00077101, 0.00074547, 0.00072079,
       0.00069692, 0.00067384, 0.00065152, 0.00062994, 0.00060908,
       0.00058891, 0.00056941, 0.00055055, 0.00053232, 0.00051469,
       0.00049764, 0.00048116, 0.00046523, 0.00044982, 0.00043492,
       0.00042052, 0.00040659, 0.00039313]), 1075: array([1.27533005e-04, 1.11346179e-04, 9.72138283e-05, 8.48751938e-05,
       7.41026121e-05, 6.46973156e-05, 5.64857648e-05, 4.93164462e-05,
       4.30570769e-05, 3.75921637e-05, 3.28208721e-05, 2.86551656e-05,
       2.50181819e-05, 2.18428141e-05, 1.90704724e-05, 1.66500039e-05,
       1.45367478e-05, 1.26917119e-05, 1.10808529e-05, 9.67444849e-06,
       8.44654874e-06, 7.37449734e-06, 6.43851361e-06, 5.62132746e-06,
       4.90786078e-06, 4.28494923e-06, 3.74109929e-06, 3.26627626e-06]), 1080: array([0.00070332, 0.00071932, 0.00073532, 0.00075132, 0.00076732,
       0.00078333, 0.00079933, 0.00081533, 0.00083133, 0.00084733,
       0.00086334, 0.00087934, 0.00089534, 0.00091134, 0.00092734,
       0.00094335, 0.00095935, 0.00097535, 0.00099135, 0.00100735,
       0.00102336, 0.00103936, 0.00105536, 0.00107136, 0.00108736,
       0.00110337, 0.00111937, 0.00113537]), 1085: array([0.00152749, 0.00168109, 0.0017057 , 0.00170965, 0.00171028,
       0.00171038, 0.0017104 , 0.0017104 , 0.0017104 , 0.0017104 ,
       0.0017104 , 0.0017104 , 0.0017104 , 0.0017104 , 0.0017104 ,
       0.0017104 , 0.0017104 , 0.0017104 , 0.0017104 , 0.0017104 ,
       0.0017104 , 0.0017104 , 0.0017104 , 0.0017104 , 0.0017104 ,
       0.0017104 , 0.0017104 , 0.0017104 ]), 1090: array([0.00143667, 0.00160205, 0.00162578, 0.00162918, 0.00162967,
       0.00162974, 0.00162975, 0.00162975, 0.00162975, 0.00162975,
       0.00162975, 0.00162975, 0.00162975, 0.00162975, 0.00162975,
       0.00162975, 0.00162975, 0.00162975, 0.00162975, 0.00162975,
       0.00162975, 0.00162975, 0.00162975, 0.00162975, 0.00162975,
       0.00162975, 0.00162975, 0.00162975]), 1095: array([0.00049007, 0.00070913, 0.00086682, 0.00098031, 0.00106201,
       0.00112082, 0.00116315, 0.00119361, 0.00121554, 0.00123133,
       0.00124269, 0.00125087, 0.00125676, 0.001261  , 0.00126405,
       0.00126624, 0.00126782, 0.00126896, 0.00126978, 0.00127037,
       0.00127079, 0.0012711 , 0.00127132, 0.00127148, 0.00127159,
       0.00127167, 0.00127173, 0.00127177]), 1100: array([0.02491919, 0.02536039, 0.02580159, 0.02624279, 0.02668399,
       0.02712519, 0.02756639, 0.02800759, 0.02844879, 0.02888999,
       0.02933119, 0.02977239, 0.03021359, 0.0306548 , 0.031096  ,
       0.0315372 , 0.0319784 , 0.0324196 , 0.0328608 , 0.033302  ,
       0.0337432 , 0.0341844 , 0.0346256 , 0.0350668 , 0.035508  ,
       0.0359492 , 0.03639041, 0.03683161]), 1105: array([0.00010352, 0.00016214, 0.00022076, 0.00027937, 0.00033799,
       0.00039661, 0.00045523, 0.00051384, 0.00057246, 0.00063108,
       0.0006897 , 0.00074831, 0.00080693, 0.00086555, 0.00092417,
       0.00098278, 0.0010414 , 0.00110002, 0.00115864, 0.00121725,
       0.00127587, 0.00133449, 0.00139311, 0.00145172, 0.00151034,
       0.00156896, 0.00162758, 0.00168619]), 1110: array([0.00139063, 0.00192223, 0.00238667, 0.00279245, 0.00314697,
       0.00345672, 0.00372734, 0.00396377, 0.00417035, 0.00435082,
       0.00450851, 0.00464627, 0.00476664, 0.0048718 , 0.00496367,
       0.00504394, 0.00511408, 0.00517535, 0.00522889, 0.00527566,
       0.00531652, 0.00535222, 0.00538342, 0.00541067, 0.00543448,
       0.00545528, 0.00547346, 0.00548934]), 1115: array([0.01599696, 0.01258612, 0.01046726, 0.00915099, 0.00833331,
       0.00782535, 0.0075098 , 0.00731377, 0.007192  , 0.00711635,
       0.00706936, 0.00704017, 0.00702203, 0.00701077, 0.00700377,
       0.00699942, 0.00699672, 0.00699504, 0.006994  , 0.00699335,
       0.00699295, 0.0069927 , 0.00699255, 0.00699245, 0.00699239,
       0.00699235, 0.00699233, 0.00699232]), 1120: array([0.0017644 , 0.00273286, 0.0034454 , 0.00396965, 0.00435538,
       0.00463917, 0.00484798, 0.0050016 , 0.00511463, 0.0051978 ,
       0.00525899, 0.00530401, 0.00533713, 0.0053615 , 0.00537943,
       0.00539262, 0.00540233, 0.00540947, 0.00541472, 0.00541859,
       0.00542143, 0.00542353, 0.00542507, 0.0054262 , 0.00542703,
       0.00542765, 0.0054281 , 0.00542843]), 1125: array([0.00093036, 0.00146119, 0.00193565, 0.00235972, 0.00273875,
       0.00307752, 0.00338032, 0.00365096, 0.00389285, 0.00410905,
       0.00430229, 0.00447501, 0.00462939, 0.00476737, 0.00489069,
       0.00500092, 0.00509944, 0.0051875 , 0.0052662 , 0.00533655,
       0.00539942, 0.00545562, 0.00550585, 0.00555074, 0.00559087,
       0.00562673, 0.00565879, 0.00568744]), 1130: array([0.03307955, 0.02561352, 0.02071569, 0.01750264, 0.01539483,
       0.01401208, 0.01310497, 0.0125099 , 0.01211952, 0.01186342,
       0.01169542, 0.01158521, 0.01151291, 0.01146548, 0.01143437,
       0.01141395, 0.01140056, 0.01139178, 0.01138602, 0.01138224,
       0.01137976, 0.01137813, 0.01137706, 0.01137636, 0.0113759 ,
       0.0113756 , 0.0113754 , 0.01137527]), 1135: array([0.00955485, 0.01092487, 0.01229489, 0.0136649 , 0.01503492,
       0.01640493, 0.01777495, 0.01914497, 0.02051498, 0.021885  ,
       0.02325502, 0.02462503, 0.02599505, 0.02736506, 0.02873508,
       0.0301051 , 0.03147511, 0.03284513, 0.03421515, 0.03558516,
       0.03695518, 0.0383252 , 0.03969521, 0.04106523, 0.04243524,
       0.04380526, 0.04517528, 0.04654529]), 1140: array([0.00357835, 0.00443705, 0.00498727, 0.00533983, 0.00556574,
       0.0057105 , 0.00580325, 0.00586269, 0.00590077, 0.00592517,
       0.00594081, 0.00595083, 0.00595724, 0.00596136, 0.00596399,
       0.00596568, 0.00596677, 0.00596746, 0.0059679 , 0.00596819,
       0.00596837, 0.00596849, 0.00596856, 0.00596861, 0.00596864,
       0.00596866, 0.00596867, 0.00596868]), 1145: array([0.00197033, 0.00194085, 0.00192611, 0.00191874, 0.00191506,
       0.00191322, 0.00191229, 0.00191183, 0.0019116 , 0.00191149,
       0.00191143, 0.0019114 , 0.00191139, 0.00191138, 0.00191138,
       0.00191137, 0.00191137, 0.00191137, 0.00191137, 0.00191137,
       0.00191137, 0.00191137, 0.00191137, 0.00191137, 0.00191137,
       0.00191137, 0.00191137, 0.00191137]), 1150: array([0.00591746, 0.00600854, 0.00609963, 0.00619072, 0.0062818 ,
       0.00637289, 0.00646398, 0.00655506, 0.00664615, 0.00673724,
       0.00682833, 0.00691941, 0.0070105 , 0.00710159, 0.00719267,
       0.00728376, 0.00737485, 0.00746593, 0.00755702, 0.00764811,
       0.00773919, 0.00783028, 0.00792137, 0.00801245, 0.00810354,
       0.00819463, 0.00828571, 0.0083768 ]), 1155: array([0.00542408, 0.00675823, 0.00809238, 0.00942654, 0.01076069,
       0.01209484, 0.013429  , 0.01476315, 0.0160973 , 0.01743145,
       0.01876561, 0.02009976, 0.02143391, 0.02276807, 0.02410222,
       0.02543637, 0.02677053, 0.02810468, 0.02943883, 0.03077298,
       0.03210714, 0.03344129, 0.03477544, 0.0361096 , 0.03744375,
       0.0387779 , 0.04011205, 0.04144621]), 1160: array([0.00421571, 0.00431813, 0.00442055, 0.00452296, 0.00462538,
       0.0047278 , 0.00483022, 0.00493263, 0.00503505, 0.00513747,
       0.00523989, 0.00534231, 0.00544472, 0.00554714, 0.00564956,
       0.00575198, 0.0058544 , 0.00595681, 0.00605923, 0.00616165,
       0.00626407, 0.00636649, 0.0064689 , 0.00657132, 0.00667374,
       0.00677616, 0.00687857, 0.00698099]), 1165: array([0.02970928, 0.02592699, 0.02312144, 0.0210404 , 0.01949677,
       0.01835177, 0.01750246, 0.01687247, 0.01640517, 0.01605855,
       0.01580144, 0.01561072, 0.01546926, 0.01536433, 0.01528649,
       0.01522876, 0.01518593, 0.01515417, 0.01513061, 0.01511313,
       0.01510016, 0.01509055, 0.01508341, 0.01507812, 0.0150742 ,
       0.01507129, 0.01506913, 0.01506753]), 1170: array([0.02859775, 0.03061148, 0.03262521, 0.03463893, 0.03665266,
       0.03866639, 0.04068011, 0.04269384, 0.04470757, 0.0467213 ,
       0.04873502, 0.05074875, 0.05276248, 0.0547762 , 0.05678993,
       0.05880366, 0.06081738, 0.06283111, 0.06484484, 0.06685857,
       0.06887229, 0.07088602, 0.07289975, 0.07491347, 0.0769272 ,
       0.07894093, 0.08095466, 0.08296838]), 1175: array([0.02773345, 0.0294149 , 0.03109636, 0.03277782, 0.03445927,
       0.03614073, 0.03782219, 0.03950364, 0.0411851 , 0.04286656,
       0.04454801, 0.04622947, 0.04791093, 0.04959239, 0.05127384,
       0.0529553 , 0.05463676, 0.05631821, 0.05799967, 0.05968113,
       0.06136258, 0.06304404, 0.0647255 , 0.06640695, 0.06808841,
       0.06976987, 0.07145132, 0.07313278]), 1180: array([0.00938   , 0.00993188, 0.01048376, 0.01103565, 0.01158753,
       0.01213942, 0.0126913 , 0.01324319, 0.01379507, 0.01434695,
       0.01489884, 0.01545072, 0.01600261, 0.01655449, 0.01710638,
       0.01765826, 0.01821015, 0.01876203, 0.01931391, 0.0198658 ,
       0.02041768, 0.02096957, 0.02152145, 0.02207334, 0.02262522,
       0.0231771 , 0.02372899, 0.02428087]), 1185: array([0.06439979, 0.06506653, 0.06573326, 0.0664    , 0.06706673,
       0.06773347, 0.0684002 , 0.06906694, 0.06973367, 0.07040041,
       0.07106714, 0.07173388, 0.07240061, 0.07306735, 0.07373409,
       0.07440082, 0.07506756, 0.07573429, 0.07640103, 0.07706776,
       0.0777345 , 0.07840123, 0.07906797, 0.0797347 , 0.08040144,
       0.08106817, 0.08173491, 0.08240165]), 1190: array([0.00033766, 0.000589  , 0.00084033, 0.00109166, 0.001343  ,
       0.00159433, 0.00184567, 0.002097  , 0.00234833, 0.00259967,
       0.002851  , 0.00310234, 0.00335367, 0.00360501, 0.00385634,
       0.00410767, 0.00435901, 0.00461034, 0.00486168, 0.00511301,
       0.00536434, 0.00561568, 0.00586701, 0.00611835, 0.00636968,
       0.00662102, 0.00687235, 0.00712368]), 1195: array([0.00056822, 0.00056822, 0.00056822, 0.00056822, 0.00056822,
       0.00056822, 0.00056822, 0.00056822, 0.00056822, 0.00056822,
       0.00056822, 0.00056822, 0.00056822, 0.00056822, 0.00056822,
       0.00056822, 0.00056822, 0.00056822, 0.00056822, 0.00056822,
       0.00056822, 0.00056822, 0.00056822, 0.00056822, 0.00056822,
       0.00056822, 0.00056822, 0.00056822]), 1200: array([0.01021761, 0.01049649, 0.01077536, 0.01105424, 0.01133311,
       0.01161199, 0.01189086, 0.01216973, 0.01244861, 0.01272748,
       0.01300636, 0.01328523, 0.01356411, 0.01384298, 0.01412186,
       0.01440073, 0.01467961, 0.01495848, 0.01523736, 0.01551623,
       0.01579511, 0.01607398, 0.01635286, 0.01663173, 0.01691061,
       0.01718948, 0.01746835, 0.01774723]), 1205: array([0.00030226, 0.00052776, 0.00074419, 0.00095192, 0.00115129,
       0.00134265, 0.00152632, 0.00170259, 0.00187178, 0.00203417,
       0.00219002, 0.00233961, 0.00248318, 0.00262098, 0.00275324,
       0.00288018, 0.00300201, 0.00311895, 0.00323118, 0.0033389 ,
       0.00344229, 0.00354152, 0.00363676, 0.00372817, 0.00381591,
       0.00390011, 0.00398093, 0.0040585 ]), 1210: array([0.00154722, 0.00154724, 0.00154725, 0.00154725, 0.00154726,
       0.00154726, 0.00154726, 0.00154726, 0.00154726, 0.00154726,
       0.00154726, 0.00154726, 0.00154726, 0.00154726, 0.00154726,
       0.00154726, 0.00154726, 0.00154726, 0.00154726, 0.00154726,
       0.00154726, 0.00154726, 0.00154726, 0.00154726, 0.00154726,
       0.00154726, 0.00154726, 0.00154726]), 1215: array([0.02380107, 0.0240045 , 0.02420793, 0.02441136, 0.0246148 ,
       0.02481823, 0.02502166, 0.02522509, 0.02542852, 0.02563195,
       0.02583538, 0.02603881, 0.02624224, 0.02644568, 0.02664911,
       0.02685254, 0.02705597, 0.0272594 , 0.02746283, 0.02766626,
       0.02786969, 0.02807312, 0.02827656, 0.02847999, 0.02868342,
       0.02888685, 0.02909028, 0.02929371]), 1220: array([0.00115414, 0.00137912, 0.00160411, 0.00182909, 0.00205407,
       0.00227906, 0.00250404, 0.00272903, 0.00295401, 0.00317899,
       0.00340398, 0.00362896, 0.00385394, 0.00407893, 0.00430391,
       0.0045289 , 0.00475388, 0.00497886, 0.00520385, 0.00542883,
       0.00565381, 0.0058788 , 0.00610378, 0.00632877, 0.00655375,
       0.00677873, 0.00700372, 0.0072287 ]), 1225: array([0.00894521, 0.00923077, 0.00951632, 0.00980187, 0.01008742,
       0.01037296, 0.0106585 , 0.01094404, 0.01122957, 0.0115151 ,
       0.01180063, 0.01208616, 0.01237168, 0.0126572 , 0.01294272,
       0.01322824, 0.01351375, 0.01379926, 0.01408477, 0.01437027,
       0.01465577, 0.01494127, 0.01522676, 0.01551226, 0.01579775,
       0.01608323, 0.01636872, 0.0166542 ]), 1230: array([5.78916940e-05, 1.08246829e-04, 1.58601965e-04, 2.08957100e-04,
       2.59312236e-04, 3.09667371e-04, 3.60022507e-04, 4.10377642e-04,
       4.60732777e-04, 5.11087913e-04, 5.61443048e-04, 6.11798184e-04,
       6.62153319e-04, 7.12508455e-04, 7.62863590e-04, 8.13218726e-04,
       8.63573861e-04, 9.13928996e-04, 9.64284132e-04, 1.01463927e-03,
       1.06499440e-03, 1.11534954e-03, 1.16570467e-03, 1.21605981e-03,
       1.26641494e-03, 1.31677008e-03, 1.36712522e-03, 1.41748035e-03]), 1235: array([0.00133367, 0.00141553, 0.00149316, 0.00156678, 0.00163659,
       0.0017028 , 0.00176558, 0.00182512, 0.00188159, 0.00193513,
       0.00198591, 0.00203406, 0.00207973, 0.00212304, 0.00216411,
       0.00220305, 0.00223999, 0.00227501, 0.00230823, 0.00233973,
       0.0023696 , 0.00239793, 0.00242479, 0.00245027, 0.00247442,
       0.00249734, 0.00251906, 0.00253967]), 1240: array([0.02188996, 0.02241719, 0.02294443, 0.02347167, 0.02399891,
       0.02452614, 0.02505338, 0.02558062, 0.02610786, 0.02663509,
       0.02716233, 0.02768957, 0.02821681, 0.02874404, 0.02927128,
       0.02979852, 0.03032576, 0.03085299, 0.03138023, 0.03190747,
       0.03243471, 0.03296194, 0.03348918, 0.03401642, 0.03454366,
       0.03507089, 0.03559813, 0.03612537]), 1245: array([7.15251528e-05, 9.18276747e-05, 1.12130197e-04, 1.32432719e-04,
       1.52735240e-04, 1.73037762e-04, 1.93340284e-04, 2.13642806e-04,
       2.33945328e-04, 2.54247850e-04, 2.74550372e-04, 2.94852894e-04,
       3.15155416e-04, 3.35457938e-04, 3.55760460e-04, 3.76062982e-04,
       3.96365504e-04, 4.16668026e-04, 4.36970548e-04, 4.57273070e-04,
       4.77575592e-04, 4.97878114e-04, 5.18180636e-04, 5.38483158e-04,
       5.58785680e-04, 5.79088202e-04, 5.99390724e-04, 6.19693246e-04]), 1250: array([0.0048578 , 0.00487931, 0.00490073, 0.00492205, 0.00494328,
       0.00496442, 0.00498547, 0.00500642, 0.00502729, 0.00504806,
       0.00506875, 0.00508934, 0.00510985, 0.00513026, 0.00515059,
       0.00517083, 0.00519098, 0.00521105, 0.00523103, 0.00525092,
       0.00527073, 0.00529045, 0.00531008, 0.00532963, 0.00534909,
       0.00536847, 0.00538777, 0.00540698]), 1255: array([0.00021556, 0.00029192, 0.00036409, 0.00043228, 0.00049673,
       0.00055763, 0.00061519, 0.00066958, 0.00072098, 0.00076955,
       0.00081546, 0.00085884, 0.00089983, 0.00093857, 0.00097519,
       0.00100978, 0.00104248, 0.00107338, 0.00110258, 0.00113017,
       0.00115625, 0.00118089, 0.00120418, 0.00122619, 0.00124699,
       0.00126664, 0.00128522, 0.00130277]), 1260: array([0.00010473, 0.00012056, 0.00013109, 0.00013808, 0.00014274,
       0.00014583, 0.00014789, 0.00014925, 0.00015016, 0.00015077,
       0.00015117, 0.00015144, 0.00015161, 0.00015173, 0.00015181,
       0.00015186, 0.0001519 , 0.00015192, 0.00015193, 0.00015194,
       0.00015195, 0.00015196, 0.00015196, 0.00015196, 0.00015196,
       0.00015196, 0.00015196, 0.00015196]), 1265: array([0.00027807, 0.00028618, 0.00029428, 0.00030239, 0.00031049,
       0.00031859, 0.0003267 , 0.0003348 , 0.00034291, 0.00035101,
       0.00035911, 0.00036722, 0.00037532, 0.00038343, 0.00039153,
       0.00039964, 0.00040774, 0.00041584, 0.00042395, 0.00043205,
       0.00044016, 0.00044826, 0.00045636, 0.00046447, 0.00047257,
       0.00048068, 0.00048878, 0.00049689]), 1270: array([0.00063757, 0.00065632, 0.00067506, 0.00069381, 0.00071256,
       0.0007313 , 0.00075005, 0.0007688 , 0.00078755, 0.00080629,
       0.00082504, 0.00084379, 0.00086254, 0.00088128, 0.00090003,
       0.00091878, 0.00093752, 0.00095627, 0.00097502, 0.00099377,
       0.00101251, 0.00103126, 0.00105001, 0.00106875, 0.0010875 ,
       0.00110625, 0.001125  , 0.00114374]), 1275: array([0.00060635, 0.00060635, 0.00060636, 0.00060636, 0.00060636,
       0.00060636, 0.00060636, 0.00060636, 0.00060636, 0.00060636,
       0.00060636, 0.00060636, 0.00060636, 0.00060636, 0.00060636,
       0.00060636, 0.00060636, 0.00060636, 0.00060636, 0.00060636,
       0.00060636, 0.00060636, 0.00060636, 0.00060636, 0.00060636,
       0.00060636, 0.00060636, 0.00060636]), 1280: array([0.00045952, 0.00054303, 0.00059259, 0.00062199, 0.00063945,
       0.0006498 , 0.00065595, 0.00065959, 0.00066176, 0.00066304,
       0.00066381, 0.00066426, 0.00066453, 0.00066469, 0.00066478,
       0.00066484, 0.00066487, 0.00066489, 0.0006649 , 0.00066491,
       0.00066491, 0.00066491, 0.00066492, 0.00066492, 0.00066492,
       0.00066492, 0.00066492, 0.00066492]), 1285: array([0.00155004, 0.00159926, 0.00164847, 0.00169768, 0.00174689,
       0.0017961 , 0.00184531, 0.00189452, 0.00194373, 0.00199294,
       0.00204215, 0.00209136, 0.00214057, 0.00218978, 0.00223899,
       0.0022882 , 0.00233741, 0.00238663, 0.00243584, 0.00248505,
       0.00253426, 0.00258347, 0.00263268, 0.00268189, 0.0027311 ,
       0.00278031, 0.00282952, 0.00287873]), 1290: array([0.01236689, 0.01331276, 0.01425863, 0.0152045 , 0.01615036,
       0.01709623, 0.0180421 , 0.01898797, 0.01993383, 0.0208797 ,
       0.02182557, 0.02277144, 0.0237173 , 0.02466317, 0.02560904,
       0.02655491, 0.02750077, 0.02844664, 0.02939251, 0.03033838,
       0.03128424, 0.03223011, 0.03317598, 0.03412185, 0.03506771,
       0.03601358, 0.03695945, 0.03790532]), 1295: array([0.00033385, 0.0004331 , 0.00053235, 0.0006316 , 0.00073086,
       0.00083011, 0.00092936, 0.00102861, 0.00112786, 0.00122711,
       0.00132636, 0.00142562, 0.00152487, 0.00162412, 0.00172337,
       0.00182262, 0.00192187, 0.00202112, 0.00212037, 0.00221963,
       0.00231888, 0.00241813, 0.00251738, 0.00261663, 0.00271588,
       0.00281513, 0.00291439, 0.00301364]), 1300: array([0.00033759, 0.00034513, 0.00035267, 0.00036022, 0.00036776,
       0.0003753 , 0.00038284, 0.00039039, 0.00039793, 0.00040547,
       0.00041301, 0.00042055, 0.0004281 , 0.00043564, 0.00044318,
       0.00045072, 0.00045827, 0.00046581, 0.00047335, 0.00048089,
       0.00048843, 0.00049598, 0.00050352, 0.00051106, 0.0005186 ,
       0.00052614, 0.00053369, 0.00054123]), 1305: array([0.00024891, 0.00024056, 0.00023253, 0.00022483, 0.00021743,
       0.00021032, 0.00020349, 0.00019693, 0.00019063, 0.00018458,
       0.00017876, 0.00017318, 0.00016782, 0.00016267, 0.00015772,
       0.00015297, 0.0001484 , 0.00014402, 0.00013981, 0.00013576,
       0.00013188, 0.00012814, 0.00012456, 0.00012112, 0.00011781,
       0.00011463, 0.00011158, 0.00010865]), 1310: array([0.00029726, 0.00029919, 0.00030016, 0.00030065, 0.00030089,
       0.00030101, 0.00030107, 0.0003011 , 0.00030112, 0.00030112,
       0.00030113, 0.00030113, 0.00030113, 0.00030113, 0.00030113,
       0.00030113, 0.00030113, 0.00030113, 0.00030113, 0.00030113,
       0.00030113, 0.00030113, 0.00030113, 0.00030113, 0.00030113,
       0.00030113, 0.00030113, 0.00030113]), 1315: array([0.00065182, 0.00045034, 0.00038993, 0.00037181, 0.00036638,
       0.00036475, 0.00036427, 0.00036412, 0.00036407, 0.00036406,
       0.00036406, 0.00036406, 0.00036406, 0.00036406, 0.00036406,
       0.00036406, 0.00036406, 0.00036406, 0.00036406, 0.00036406,
       0.00036406, 0.00036406, 0.00036406, 0.00036406, 0.00036406,
       0.00036406, 0.00036406, 0.00036406]), 1320: array([0.00071428, 0.00072421, 0.00073414, 0.00074407, 0.000754  ,
       0.00076393, 0.00077386, 0.00078379, 0.00079372, 0.00080366,
       0.00081359, 0.00082352, 0.00083345, 0.00084338, 0.00085331,
       0.00086324, 0.00087317, 0.0008831 , 0.00089303, 0.00090296,
       0.00091289, 0.00092283, 0.00093276, 0.00094269, 0.00095262,
       0.00096255, 0.00097248, 0.00098241]), 1325: array([0.01696952, 0.01305841, 0.01043074, 0.00866535, 0.00747927,
       0.00668241, 0.00614704, 0.00578735, 0.0055457 , 0.00538334,
       0.00527426, 0.00520098, 0.00515174, 0.00511866, 0.00509644,
       0.00508151, 0.00507148, 0.00506474, 0.00506021, 0.00505717,
       0.00505512, 0.00505375, 0.00505283, 0.00505221, 0.00505179,
       0.00505151, 0.00505132, 0.0050512 ]), 1330: array([0.00166781, 0.00177035, 0.00187289, 0.00197543, 0.00207797,
       0.00218052, 0.00228306, 0.0023856 , 0.00248814, 0.00259068,
       0.00269322, 0.00279576, 0.0028983 , 0.00300085, 0.00310339,
       0.00320593, 0.00330847, 0.00341101, 0.00351355, 0.00361609,
       0.00371864, 0.00382118, 0.00392372, 0.00402626, 0.0041288 ,
       0.00423134, 0.00433388, 0.00443642]), 1335: array([6.56103130e-05, 8.22293151e-05, 9.88483172e-05, 1.15467319e-04,
       1.32086321e-04, 1.48705323e-04, 1.65324326e-04, 1.81943328e-04,
       1.98562330e-04, 2.15181332e-04, 2.31800334e-04, 2.48419336e-04,
       2.65038338e-04, 2.81657340e-04, 2.98276342e-04, 3.14895344e-04,
       3.31514346e-04, 3.48133349e-04, 3.64752351e-04, 3.81371353e-04,
       3.97990355e-04, 4.14609357e-04, 4.31228359e-04, 4.47847361e-04,
       4.64466363e-04, 4.81085365e-04, 4.97704367e-04, 5.14323369e-04]), 1340: array([4.87750475e-05, 5.45361950e-05, 5.97124089e-05, 6.43630780e-05,
       6.85415613e-05, 7.22958000e-05, 7.56688680e-05, 7.86994660e-05,
       8.14223651e-05, 8.38688062e-05, 8.60668583e-05, 8.80417406e-05,
       8.98161116e-05, 9.14103294e-05, 9.28426851e-05, 9.41296127e-05,
       9.52858775e-05, 9.63247459e-05, 9.72581373e-05, 9.80967607e-05,
       9.88502380e-05, 9.95272143e-05, 1.00135457e-04, 1.00681944e-04,
       1.01172945e-04, 1.01614096e-04, 1.02010455e-04, 1.02366572e-04]), 1345: array([8.84963637e-05, 8.85179752e-05, 8.85374256e-05, 8.85549310e-05,
       8.85706859e-05, 8.85848653e-05, 8.85976268e-05, 8.86091121e-05,
       8.86194489e-05, 8.86287520e-05, 8.86371249e-05, 8.86446604e-05,
       8.86514425e-05, 8.86575463e-05, 8.86630397e-05, 8.86679838e-05,
       8.86724335e-05, 8.86764383e-05, 8.86800425e-05, 8.86832864e-05,
       8.86862058e-05, 8.86888333e-05, 8.86911981e-05, 8.86933264e-05,
       8.86952419e-05, 8.86969658e-05, 8.86985173e-05, 8.86999137e-05]), 1350: array([0.00011575, 0.00011648, 0.00011685, 0.00011703, 0.00011713,
       0.00011717, 0.00011719, 0.00011721, 0.00011721, 0.00011721,
       0.00011722, 0.00011722, 0.00011722, 0.00011722, 0.00011722,
       0.00011722, 0.00011722, 0.00011722, 0.00011722, 0.00011722,
       0.00011722, 0.00011722, 0.00011722, 0.00011722, 0.00011722,
       0.00011722, 0.00011722, 0.00011722]), 1355: array([0.00010173, 0.0001012 , 0.00010094, 0.0001008 , 0.00010074,
       0.00010071, 0.00010069, 0.00010068, 0.00010068, 0.00010067,
       0.00010067, 0.00010067, 0.00010067, 0.00010067, 0.00010067,
       0.00010067, 0.00010067, 0.00010067, 0.00010067, 0.00010067,
       0.00010067, 0.00010067, 0.00010067, 0.00010067, 0.00010067,
       0.00010067, 0.00010067, 0.00010067]), 1360: array([0.00031014, 0.00037064, 0.00038772, 0.00039254, 0.00039391,
       0.00039429, 0.0003944 , 0.00039443, 0.00039444, 0.00039444,
       0.00039444, 0.00039444, 0.00039444, 0.00039444, 0.00039444,
       0.00039444, 0.00039444, 0.00039444, 0.00039444, 0.00039444,
       0.00039444, 0.00039444, 0.00039444, 0.00039444, 0.00039444,
       0.00039444, 0.00039444, 0.00039444]), 1365: array([0.00022344, 0.00025847, 0.000283  , 0.00030016, 0.00031218,
       0.00032059, 0.00032648, 0.0003306 , 0.00033349, 0.0003355 ,
       0.00033692, 0.00033791, 0.0003386 , 0.00033908, 0.00033942,
       0.00033966, 0.00033983, 0.00033994, 0.00034003, 0.00034008,
       0.00034012, 0.00034015, 0.00034017, 0.00034018, 0.00034019,
       0.0003402 , 0.0003402 , 0.00034021]), 1370: array([0.00138461, 0.00147552, 0.00156643, 0.00165735, 0.00174826,
       0.00183917, 0.00193008, 0.00202099, 0.0021119 , 0.00220281,
       0.00229372, 0.00238463, 0.00247554, 0.00256645, 0.00265736,
       0.00274827, 0.00283918, 0.00293008, 0.00302099, 0.0031119 ,
       0.00320281, 0.00329372, 0.00338462, 0.00347553, 0.00356644,
       0.00365735, 0.00374825, 0.00383916]), 1375: array([0.00042079, 0.00039802, 0.00039336, 0.0003924 , 0.00039221,
       0.00039217, 0.00039216, 0.00039216, 0.00039216, 0.00039216,
       0.00039216, 0.00039216, 0.00039216, 0.00039216, 0.00039216,
       0.00039216, 0.00039216, 0.00039216, 0.00039216, 0.00039216,
       0.00039216, 0.00039216, 0.00039216, 0.00039216, 0.00039216,
       0.00039216, 0.00039216, 0.00039216]), 1380: array([0.00043231, 0.00043218, 0.00043209, 0.00043203, 0.00043198,
       0.00043195, 0.00043193, 0.00043191, 0.0004319 , 0.00043189,
       0.00043189, 0.00043188, 0.00043188, 0.00043188, 0.00043187,
       0.00043187, 0.00043187, 0.00043187, 0.00043187, 0.00043187,
       0.00043187, 0.00043187, 0.00043187, 0.00043187, 0.00043187,
       0.00043187, 0.00043187, 0.00043187]), 1385: array([0.0061864 , 0.00648025, 0.00676667, 0.00704585, 0.00731798,
       0.00758323, 0.00784178, 0.0080938 , 0.00833945, 0.00857888,
       0.00881227, 0.00903976, 0.00926151, 0.00947764, 0.00968832,
       0.00989367, 0.01009384, 0.01028894, 0.01047912, 0.01066448,
       0.01084517, 0.01102129, 0.01119295, 0.01136028, 0.01152338,
       0.01168236, 0.01183733, 0.01198837]), 1390: array([0.00117326, 0.00116751, 0.00116264, 0.0011585 , 0.00115498,
       0.001152  , 0.00114947, 0.00114732, 0.00114549, 0.00114395,
       0.00114263, 0.00114151, 0.00114057, 0.00113976, 0.00113908,
       0.0011385 , 0.00113801, 0.00113759, 0.00113724, 0.00113693,
       0.00113668, 0.00113646, 0.00113628, 0.00113612, 0.00113599,
       0.00113588, 0.00113578, 0.0011357 ]), 1395: array([0.00089928, 0.00115848, 0.00123724, 0.00126118, 0.00126845,
       0.00127066, 0.00127133, 0.00127154, 0.0012716 , 0.00127162,
       0.00127162, 0.00127162, 0.00127162, 0.00127162, 0.00127162,
       0.00127162, 0.00127162, 0.00127162, 0.00127162, 0.00127162,
       0.00127162, 0.00127162, 0.00127162, 0.00127162, 0.00127162,
       0.00127162, 0.00127162, 0.00127162]), 1400: array([0.00237646, 0.00188979, 0.00172459, 0.00166852, 0.00164949,
       0.00164303, 0.00164084, 0.00164009, 0.00163984, 0.00163976,
       0.00163973, 0.00163972, 0.00163971, 0.00163971, 0.00163971,
       0.00163971, 0.00163971, 0.00163971, 0.00163971, 0.00163971,
       0.00163971, 0.00163971, 0.00163971, 0.00163971, 0.00163971,
       0.00163971, 0.00163971, 0.00163971]), 1405: array([0.00176995, 0.00194207, 0.00200971, 0.00203629, 0.00204673,
       0.00205084, 0.00205245, 0.00205308, 0.00205333, 0.00205343,
       0.00205347, 0.00205348, 0.00205349, 0.00205349, 0.00205349,
       0.00205349, 0.00205349, 0.00205349, 0.00205349, 0.00205349,
       0.00205349, 0.00205349, 0.00205349, 0.00205349, 0.00205349,
       0.00205349, 0.00205349, 0.00205349]), 1410: array([0.00140871, 0.00156769, 0.00172666, 0.00188561, 0.00204453,
       0.00220344, 0.00236233, 0.0025212 , 0.00268005, 0.00283888,
       0.0029977 , 0.00315649, 0.00331527, 0.00347402, 0.00363276,
       0.00379148, 0.00395017, 0.00410885, 0.00426751, 0.00442616,
       0.00458478, 0.00474338, 0.00490196, 0.00506053, 0.00521907,
       0.0053776 , 0.00553611, 0.0056946 ]), 1415: array([0.01743447, 0.01515951, 0.01346407, 0.01220053, 0.01125887,
       0.01055708, 0.01003407, 0.00964429, 0.0093538 , 0.00913731,
       0.00897597, 0.00885573, 0.00876612, 0.00869933, 0.00864956,
       0.00861247, 0.00858483, 0.00856423, 0.00854887, 0.00853743,
       0.0085289 , 0.00852255, 0.00851781, 0.00851428, 0.00851165,
       0.00850969, 0.00850823, 0.00850714]), 1420: array([0.01419433, 0.01452921, 0.01486409, 0.01519897, 0.01553385,
       0.01586873, 0.01620361, 0.01653849, 0.01687337, 0.01720825,
       0.01754313, 0.01787801, 0.01821289, 0.01854777, 0.01888265,
       0.01921753, 0.01955241, 0.01988729, 0.02022217, 0.02055705,
       0.02089193, 0.02122681, 0.02156169, 0.02189657, 0.02223145,
       0.02256633, 0.02290121, 0.02323609]), 1425: array([0.00188849, 0.00188415, 0.0018806 , 0.0018777 , 0.00187534,
       0.0018734 , 0.00187182, 0.00187053, 0.00186948, 0.00186862,
       0.00186792, 0.00186734, 0.00186687, 0.00186649, 0.00186618,
       0.00186592, 0.00186571, 0.00186554, 0.0018654 , 0.00186529,
       0.0018652 , 0.00186512, 0.00186506, 0.00186501, 0.00186496,
       0.00186493, 0.0018649 , 0.00186488]), 1430: array([2.41094793e-04, 2.19475164e-04, 1.99794323e-04, 1.81878405e-04,
       1.65569136e-04, 1.50722437e-04, 1.37207149e-04, 1.24903874e-04,
       1.13703922e-04, 1.03508350e-04, 9.42270895e-05, 8.57781460e-05,
       7.80868803e-05, 7.10853457e-05, 6.47116893e-05, 5.89096045e-05,
       5.36278345e-05, 4.88197189e-05, 4.44427817e-05, 4.04583560e-05,
       3.68312424e-05, 3.35293983e-05, 3.05236543e-05, 2.77874571e-05,
       2.52966343e-05, 2.30291816e-05, 2.09650678e-05, 1.90860579e-05]), 1435: array([0.00125805, 0.00127864, 0.00129924, 0.00131983, 0.00134043,
       0.00136103, 0.00138162, 0.00140222, 0.00142282, 0.00144341,
       0.00146401, 0.00148461, 0.0015052 , 0.0015258 , 0.00154639,
       0.00156699, 0.00158759, 0.00160818, 0.00162878, 0.00164938,
       0.00166997, 0.00169057, 0.00171117, 0.00173176, 0.00175236,
       0.00177295, 0.00179355, 0.00181415]), 1440: array([0.00418864, 0.00382435, 0.00354728, 0.00333656, 0.00317629,
       0.00305439, 0.00296168, 0.00289117, 0.00283754, 0.00279675,
       0.00276573, 0.00274213, 0.00272419, 0.00271054, 0.00270016,
       0.00269226, 0.00268626, 0.00268169, 0.00267822, 0.00267558,
       0.00267357, 0.00267204, 0.00267088, 0.00266999, 0.00266932,
       0.00266881, 0.00266842, 0.00266813]), 1445: array([0.00027586, 0.00055103, 0.0008262 , 0.00110138, 0.00137656,
       0.00165175, 0.00192694, 0.00220214, 0.00247734, 0.00275255,
       0.00302776, 0.00330298, 0.0035782 , 0.00385343, 0.00412866,
       0.0044039 , 0.00467914, 0.00495439, 0.00522964, 0.0055049 ,
       0.00578016, 0.00605543, 0.0063307 , 0.00660598, 0.00688126,
       0.00715655, 0.00743185, 0.00770714]), 1450: array([0.00271616, 0.00276426, 0.00281236, 0.00286046, 0.00290856,
       0.00295666, 0.00300476, 0.00305286, 0.00310095, 0.00314905,
       0.00319715, 0.00324525, 0.00329335, 0.00334145, 0.00338955,
       0.00343765, 0.00348575, 0.00353385, 0.00358195, 0.00363005,
       0.00367814, 0.00372624, 0.00377434, 0.00382244, 0.00387054,
       0.00391864, 0.00396674, 0.00401484]), 1455: array([0.0237558 , 0.01800545, 0.01439872, 0.0121365 , 0.01071759,
       0.00982762, 0.00926942, 0.0089193 , 0.0086997 , 0.00856196,
       0.00847557, 0.00842138, 0.00838739, 0.00836607, 0.0083527 ,
       0.00834432, 0.00833906, 0.00833576, 0.00833369, 0.00833239,
       0.00833158, 0.00833107, 0.00833075, 0.00833054, 0.00833042,
       0.00833034, 0.00833029, 0.00833026]), 1460: array([0.18981337, 0.19402008, 0.19822679, 0.2024335 , 0.20664021,
       0.21084692, 0.21505363, 0.21926034, 0.22346705, 0.22767376,
       0.23188047, 0.23608717, 0.24029388, 0.24450059, 0.2487073 ,
       0.25291401, 0.25712072, 0.26132743, 0.26553414, 0.26974085,
       0.27394756, 0.27815427, 0.28236098, 0.28656769, 0.2907744 ,
       0.29498111, 0.29918782, 0.30339453]), 1465: array([0.41392334, 0.42779025, 0.44165715, 0.45552406, 0.46939097,
       0.48325788, 0.49712478, 0.51099169, 0.5248586 , 0.53872551,
       0.55259241, 0.56645932, 0.58032623, 0.59419314, 0.60806005,
       0.62192695, 0.63579386, 0.64966077, 0.66352768, 0.67739458,
       0.69126149, 0.7051284 , 0.71899531, 0.73286222, 0.74672912,
       0.76059603, 0.77446294, 0.78832985]), 1470: array([0.00086754, 0.00102044, 0.00117335, 0.00132625, 0.00147916,
       0.00163206, 0.00178497, 0.00193787, 0.00209078, 0.00224369,
       0.00239659, 0.0025495 , 0.0027024 , 0.00285531, 0.00300821,
       0.00316112, 0.00331402, 0.00346693, 0.00361984, 0.00377274,
       0.00392565, 0.00407855, 0.00423146, 0.00438436, 0.00453727,
       0.00469017, 0.00484308, 0.00499599]), 1475: array([0.00347054, 0.0035091 , 0.00354032, 0.00356561, 0.0035861 ,
       0.00360269, 0.00361613, 0.00362701, 0.00363583, 0.00364297,
       0.00364876, 0.00365344, 0.00365723, 0.00366031, 0.0036628 ,
       0.00366481, 0.00366645, 0.00366777, 0.00366884, 0.00366971,
       0.00367041, 0.00367098, 0.00367144, 0.00367181, 0.00367212,
       0.00367236, 0.00367256, 0.00367272]), 1480: array([0.00736184, 0.00700831, 0.00670536, 0.00644575, 0.00622327,
       0.00603262, 0.00586925, 0.00572925, 0.00560928, 0.00550647,
       0.00541836, 0.00534286, 0.00527817, 0.00522272, 0.00517521,
       0.0051345 , 0.00509961, 0.00506971, 0.00504409, 0.00502213,
       0.00500332, 0.0049872 , 0.00497338, 0.00496154, 0.00495139,
       0.0049427 , 0.00493525, 0.00492886]), 1485: array([0.00029957, 0.00043225, 0.00056493, 0.00069761, 0.00083029,
       0.00096297, 0.00109565, 0.00122833, 0.00136102, 0.0014937 ,
       0.00162638, 0.00175906, 0.00189174, 0.00202442, 0.0021571 ,
       0.00228978, 0.00242246, 0.00255514, 0.00268782, 0.0028205 ,
       0.00295319, 0.00308587, 0.00321855, 0.00335123, 0.00348391,
       0.00361659, 0.00374927, 0.00388195]), 1490: array([0.00067155, 0.00073563, 0.00074203, 0.00074266, 0.00074273,
       0.00074273, 0.00074273, 0.00074274, 0.00074274, 0.00074274,
       0.00074274, 0.00074274, 0.00074274, 0.00074274, 0.00074274,
       0.00074274, 0.00074274, 0.00074274, 0.00074274, 0.00074274,
       0.00074274, 0.00074274, 0.00074274, 0.00074274, 0.00074274,
       0.00074274, 0.00074274, 0.00074274]), 1495: array([0.00052177, 0.00052178, 0.00052178, 0.00052178, 0.00052178,
       0.00052179, 0.00052179, 0.00052179, 0.00052179, 0.00052179,
       0.00052179, 0.00052179, 0.00052179, 0.00052179, 0.00052179,
       0.00052179, 0.00052179, 0.00052179, 0.00052179, 0.00052179,
       0.00052179, 0.00052179, 0.00052179, 0.00052179, 0.00052179,
       0.00052179, 0.00052179, 0.00052179]), 1500: array([0.00396601, 0.00419635, 0.0044267 , 0.00465704, 0.00488739,
       0.00511773, 0.00534808, 0.00557842, 0.00580877, 0.00603911,
       0.00626946, 0.0064998 , 0.00673015, 0.00696049, 0.00719084,
       0.00742118, 0.00765153, 0.00788187, 0.00811222, 0.00834256,
       0.00857291, 0.00880325, 0.0090336 , 0.00926394, 0.00949429,
       0.00972463, 0.00995498, 0.01018532]), 1505: array([0.00611071, 0.00622828, 0.00634145, 0.00645038, 0.00655524,
       0.00665618, 0.00675334, 0.00684687, 0.00693691, 0.00702357,
       0.00710699, 0.0071873 , 0.0072646 , 0.00733901, 0.00741063,
       0.00747958, 0.00754595, 0.00760984, 0.00767133, 0.00773053,
       0.00778752, 0.00784237, 0.00789517, 0.007946  , 0.00799492,
       0.00804202, 0.00808735, 0.00813099]), 1510: array([0.00206641, 0.00207364, 0.00207728, 0.00207911, 0.00208002,
       0.00208049, 0.00208072, 0.00208083, 0.00208089, 0.00208092,
       0.00208094, 0.00208094, 0.00208095, 0.00208095, 0.00208095,
       0.00208095, 0.00208095, 0.00208095, 0.00208095, 0.00208095,
       0.00208095, 0.00208095, 0.00208095, 0.00208095, 0.00208095,
       0.00208095, 0.00208095, 0.00208095]), 1515: array([1.21881814e-04, 1.04819971e-04, 9.01465612e-05, 7.75272365e-05,
       6.66744515e-05, 5.73409140e-05, 4.93139492e-05, 4.24106541e-05,
       3.64737296e-05, 3.13678967e-05, 2.69768133e-05, 2.32004240e-05,
       1.99526795e-05, 1.71595767e-05, 1.47574716e-05, 1.26916296e-05,
       1.09149785e-05, 9.38703511e-06, 8.07298377e-06, 6.94288237e-06,
       5.97098033e-06, 5.13513182e-06, 4.41629112e-06, 3.79807868e-06,
       3.26640787e-06, 2.80916399e-06, 2.41592825e-06, 2.07774036e-06]), 1520: array([0.00525738, 0.00555453, 0.00585168, 0.00614883, 0.00644598,
       0.00674313, 0.00704029, 0.00733744, 0.00763459, 0.00793174,
       0.00822889, 0.00852604, 0.00882319, 0.00912035, 0.0094175 ,
       0.00971465, 0.0100118 , 0.01030895, 0.0106061 , 0.01090325,
       0.01120041, 0.01149756, 0.01179471, 0.01209186, 0.01238901,
       0.01268616, 0.01298332, 0.01328047]), 1525: array([0.00210187, 0.00209198, 0.00208705, 0.00208458, 0.00208335,
       0.00208274, 0.00208243, 0.00208228, 0.0020822 , 0.00208216,
       0.00208214, 0.00208213, 0.00208213, 0.00208213, 0.00208213,
       0.00208212, 0.00208212, 0.00208212, 0.00208212, 0.00208212,
       0.00208212, 0.00208212, 0.00208212, 0.00208212, 0.00208212,
       0.00208212, 0.00208212, 0.00208212]), 1530: array([0.01013485, 0.00903719, 0.00812395, 0.00736416, 0.00673203,
       0.00620611, 0.00576855, 0.00540451, 0.00510164, 0.00484966,
       0.00464001, 0.00446559, 0.00432048, 0.00419975, 0.0040993 ,
       0.00401573, 0.0039462 , 0.00388836, 0.00384023, 0.00380019,
       0.00376688, 0.00373916, 0.0037161 , 0.00369692, 0.00368096,
       0.00366768, 0.00365663, 0.00364744]), 1535: array([0.00027673, 0.00050383, 0.0006903 , 0.00084341, 0.00096912,
       0.00107234, 0.00115708, 0.00122667, 0.0012838 , 0.00133071,
       0.00136923, 0.00140086, 0.00142683, 0.00144815, 0.00146565,
       0.00148003, 0.00149183, 0.00150152, 0.00150948, 0.00151601,
       0.00152137, 0.00152578, 0.00152939, 0.00153236, 0.0015348 ,
       0.0015368 , 0.00153844, 0.00153979]), 1540: array([0.00027191, 0.00027123, 0.00027075, 0.00027042, 0.00027018,
       0.00027002, 0.00026991, 0.00026983, 0.00026977, 0.00026973,
       0.0002697 , 0.00026968, 0.00026967, 0.00026966, 0.00026965,
       0.00026965, 0.00026965, 0.00026964, 0.00026964, 0.00026964,
       0.00026964, 0.00026964, 0.00026964, 0.00026964, 0.00026964,
       0.00026964, 0.00026964, 0.00026964]), 1545: array([0.00103479, 0.00107112, 0.00110745, 0.00114378, 0.00118011,
       0.00121644, 0.00125277, 0.00128911, 0.00132544, 0.00136177,
       0.0013981 , 0.00143443, 0.00147076, 0.00150709, 0.00154342,
       0.00157975, 0.00161608, 0.00165241, 0.00168874, 0.00172507,
       0.0017614 , 0.00179773, 0.00183406, 0.00187039, 0.00190672,
       0.00194305, 0.00197938, 0.00201572]), 1550: array([0.00082094, 0.00082297, 0.00082469, 0.00082616, 0.0008274 ,
       0.00082846, 0.00082936, 0.00083013, 0.00083078, 0.00083133,
       0.0008318 , 0.0008322 , 0.00083254, 0.00083283, 0.00083308,
       0.00083329, 0.00083347, 0.00083362, 0.00083375, 0.00083386,
       0.00083395, 0.00083403, 0.0008341 , 0.00083416, 0.0008342 ,
       0.00083425, 0.00083428, 0.00083431]), 1555: array([0.0011573 , 0.00103654, 0.00102273, 0.00102116, 0.00102098,
       0.00102095, 0.00102095, 0.00102095, 0.00102095, 0.00102095,
       0.00102095, 0.00102095, 0.00102095, 0.00102095, 0.00102095,
       0.00102095, 0.00102095, 0.00102095, 0.00102095, 0.00102095,
       0.00102095, 0.00102095, 0.00102095, 0.00102095, 0.00102095,
       0.00102095, 0.00102095, 0.00102095]), 1560: array([0.00012268, 0.0001976 , 0.00027253, 0.00034745, 0.00042238,
       0.00049731, 0.00057223, 0.00064716, 0.00072209, 0.00079701,
       0.00087194, 0.00094686, 0.00102179, 0.00109672, 0.00117164,
       0.00124657, 0.00132149, 0.00139642, 0.00147135, 0.00154627,
       0.0016212 , 0.00169613, 0.00177105, 0.00184598, 0.0019209 ,
       0.00199583, 0.00207076, 0.00214568]), 1565: array([0.00036436, 0.00036465, 0.0003648 , 0.00036488, 0.00036491,
       0.00036493, 0.00036494, 0.00036494, 0.00036495, 0.00036495,
       0.00036495, 0.00036495, 0.00036495, 0.00036495, 0.00036495,
       0.00036495, 0.00036495, 0.00036495, 0.00036495, 0.00036495,
       0.00036495, 0.00036495, 0.00036495, 0.00036495, 0.00036495,
       0.00036495, 0.00036495, 0.00036495]), 1570: array([0.00089261, 0.00091186, 0.00093111, 0.00095037, 0.00096962,
       0.00098887, 0.00100813, 0.00102738, 0.00104663, 0.00106589,
       0.00108514, 0.00110439, 0.00112365, 0.0011429 , 0.00116215,
       0.00118141, 0.00120066, 0.00121991, 0.00123916, 0.00125842,
       0.00127767, 0.00129692, 0.00131618, 0.00133543, 0.00135468,
       0.00137394, 0.00139319, 0.00141244]), 1575: array([0.02181547, 0.02273249, 0.02364952, 0.02456655, 0.02548357,
       0.0264006 , 0.02731762, 0.02823465, 0.02915167, 0.0300687 ,
       0.03098572, 0.03190275, 0.03281977, 0.0337368 , 0.03465383,
       0.03557085, 0.03648788, 0.0374049 , 0.03832193, 0.03923895,
       0.04015598, 0.041073  , 0.04199003, 0.04290705, 0.04382408,
       0.04474111, 0.04565813, 0.04657516]), 1580: array([0.00136658, 0.00155868, 0.00175077, 0.00194287, 0.00213497,
       0.00232706, 0.00251916, 0.00271126, 0.00290335, 0.00309545,
       0.00328755, 0.00347965, 0.00367174, 0.00386384, 0.00405594,
       0.00424803, 0.00444013, 0.00463223, 0.00482432, 0.00501642,
       0.00520852, 0.00540061, 0.00559271, 0.00578481, 0.0059769 ,
       0.006169  , 0.0063611 , 0.00655319]), 1585: array([0.00261235, 0.00214094, 0.00189448, 0.00176562, 0.00169826,
       0.00166304, 0.00164462, 0.001635  , 0.00162996, 0.00162733,
       0.00162596, 0.00162524, 0.00162486, 0.00162466, 0.00162456,
       0.00162451, 0.00162448, 0.00162446, 0.00162446, 0.00162445,
       0.00162445, 0.00162445, 0.00162445, 0.00162445, 0.00162445,
       0.00162445, 0.00162445, 0.00162445]), 1590: array([0.00211607, 0.00217757, 0.00223364, 0.00228477, 0.0023314 ,
       0.00237392, 0.00241269, 0.00244805, 0.00248029, 0.00250969,
       0.0025365 , 0.00256095, 0.00258324, 0.00260357, 0.0026221 ,
       0.00263901, 0.00265442, 0.00266848, 0.0026813 , 0.00269299,
       0.00270364, 0.00271336, 0.00272223, 0.00273031, 0.00273768,
       0.0027444 , 0.00275053, 0.00275611]), 1595: array([0.00010126, 0.00015307, 0.00020302, 0.00025117, 0.00029759,
       0.00034234, 0.00038549, 0.00042708, 0.00046718, 0.00050583,
       0.0005431 , 0.00057902, 0.00061365, 0.00064704, 0.00067923,
       0.00071026, 0.00074017, 0.00076901, 0.00079681, 0.00082362,
       0.00084945, 0.00087436, 0.00089838, 0.00092153, 0.00094385,
       0.00096536, 0.0009861 , 0.0010061 ]), 1600: array([0.0413614 , 0.04200557, 0.04264974, 0.0432939 , 0.04393807,
       0.04458224, 0.04522641, 0.04587057, 0.04651474, 0.04715891,
       0.04780308, 0.04844724, 0.04909141, 0.04973558, 0.05037974,
       0.05102391, 0.05166808, 0.05231225, 0.05295641, 0.05360058,
       0.05424475, 0.05488891, 0.05553308, 0.05617725, 0.05682142,
       0.05746558, 0.05810975, 0.05875392]), 1605: array([0.00581482, 0.00584096, 0.00585403, 0.00586056, 0.00586383,
       0.00586546, 0.00586628, 0.00586669, 0.00586689, 0.00586699,
       0.00586704, 0.00586707, 0.00586708, 0.00586709, 0.00586709,
       0.00586709, 0.00586709, 0.00586709, 0.00586709, 0.00586709,
       0.00586709, 0.00586709, 0.00586709, 0.00586709, 0.00586709,
       0.00586709, 0.00586709, 0.00586709]), 1610: array([0.0008772 , 0.00102604, 0.00117488, 0.00132372, 0.00147257,
       0.00162141, 0.00177025, 0.00191909, 0.00206793, 0.00221678,
       0.00236562, 0.00251446, 0.0026633 , 0.00281214, 0.00296099,
       0.00310983, 0.00325867, 0.00340751, 0.00355635, 0.0037052 ,
       0.00385404, 0.00400288, 0.00415172, 0.00430056, 0.00444941,
       0.00459825, 0.00474709, 0.00489593]), 1615: array([0.00063632, 0.00064614, 0.00065597, 0.00066579, 0.00067561,
       0.00068543, 0.00069526, 0.00070508, 0.0007149 , 0.00072472,
       0.00073455, 0.00074437, 0.00075419, 0.00076401, 0.00077383,
       0.00078365, 0.00079347, 0.00080329, 0.00081311, 0.00082293,
       0.00083275, 0.00084257, 0.00085239, 0.00086221, 0.00087203,
       0.00088185, 0.00089166, 0.00090148]), 1620: array([0.00044715, 0.00045007, 0.00045153, 0.00045226, 0.00045262,
       0.0004528 , 0.0004529 , 0.00045294, 0.00045296, 0.00045297,
       0.00045298, 0.00045298, 0.00045298, 0.00045299, 0.00045299,
       0.00045299, 0.00045299, 0.00045299, 0.00045299, 0.00045299,
       0.00045299, 0.00045299, 0.00045299, 0.00045299, 0.00045299,
       0.00045299, 0.00045299, 0.00045299]), 1625: array([1.83769287e-04, 1.72245964e-04, 1.61445217e-04, 1.51321734e-04,
       1.41833049e-04, 1.32939355e-04, 1.24603344e-04, 1.16790046e-04,
       1.09466684e-04, 1.02602536e-04, 9.61688075e-05, 9.01385083e-05,
       8.44863414e-05, 7.91885959e-05, 7.42230477e-05, 6.95688661e-05,
       6.52065269e-05, 6.11177299e-05, 5.72853225e-05, 5.36932277e-05,
       5.03263767e-05, 4.71706454e-05, 4.42127955e-05, 4.14404188e-05,
       3.88418851e-05, 3.64062934e-05, 3.41234265e-05, 3.19837077e-05]), 1630: array([0.00368798, 0.00381255, 0.00393711, 0.00406168, 0.00418625,
       0.00431082, 0.00443538, 0.00455995, 0.00468452, 0.00480908,
       0.00493365, 0.00505822, 0.00518278, 0.00530735, 0.00543192,
       0.00555649, 0.00568105, 0.00580562, 0.00593019, 0.00605475,
       0.00617932, 0.00630389, 0.00642846, 0.00655302, 0.00667759,
       0.00680216, 0.00692672, 0.00705129]), 1635: array([0.05419353, 0.05472637, 0.05525921, 0.05579204, 0.05632488,
       0.05685771, 0.05739055, 0.05792338, 0.05845622, 0.05898906,
       0.05952189, 0.06005473, 0.06058756, 0.0611204 , 0.06165324,
       0.06218607, 0.06271891, 0.06325174, 0.06378458, 0.06431742,
       0.06485025, 0.06538309, 0.06591592, 0.06644876, 0.0669816 ,
       0.06751443, 0.06804727, 0.0685801 ]), 1640: array([0.00017468, 0.00019235, 0.00021002, 0.00022769, 0.00024536,
       0.00026303, 0.0002807 , 0.00029836, 0.00031603, 0.00033369,
       0.00035135, 0.00036901, 0.00038667, 0.00040433, 0.00042199,
       0.00043965, 0.0004573 , 0.00047496, 0.00049261, 0.00051026,
       0.00052791, 0.00054556, 0.00056321, 0.00058086, 0.0005985 ,
       0.00061615, 0.00063379, 0.00065144]), 1645: array([0.00012896, 0.0001285 , 0.00012827, 0.00012815, 0.00012809,
       0.00012806, 0.00012805, 0.00012804, 0.00012804, 0.00012804,
       0.00012804, 0.00012804, 0.00012804, 0.00012804, 0.00012804,
       0.00012804, 0.00012804, 0.00012804, 0.00012804, 0.00012804,
       0.00012804, 0.00012804, 0.00012804, 0.00012804, 0.00012804,
       0.00012804, 0.00012804, 0.00012804]), 1650: array([0.00046121, 0.00037109, 0.00031863, 0.0002881 , 0.00027033,
       0.00025999, 0.00025397, 0.00025046, 0.00024842, 0.00024723,
       0.00024654, 0.00024614, 0.00024591, 0.00024577, 0.00024569,
       0.00024565, 0.00024562, 0.0002456 , 0.00024559, 0.00024559,
       0.00024559, 0.00024558, 0.00024558, 0.00024558, 0.00024558,
       0.00024558, 0.00024558, 0.00024558]), 1655: array([0.0054765 , 0.00565805, 0.0058396 , 0.00602115, 0.0062027 ,
       0.00638424, 0.00656579, 0.00674734, 0.00692889, 0.00711044,
       0.00729199, 0.00747354, 0.00765509, 0.00783664, 0.00801819,
       0.00819973, 0.00838128, 0.00856283, 0.00874438, 0.00892593,
       0.00910748, 0.00928903, 0.00947058, 0.00965213, 0.00983367,
       0.01001522, 0.01019677, 0.01037832]), 1660: array([3.31055085e-05, 3.31100107e-05, 3.31145135e-05, 3.31190169e-05,
       3.31235210e-05, 3.31280256e-05, 3.31325309e-05, 3.31370367e-05,
       3.31415432e-05, 3.31460503e-05, 3.31505580e-05, 3.31550663e-05,
       3.31595753e-05, 3.31640848e-05, 3.31685949e-05, 3.31731057e-05,
       3.31776171e-05, 3.31821291e-05, 3.31866417e-05, 3.31911549e-05,
       3.31956687e-05, 3.32001831e-05, 3.32046982e-05, 3.32092138e-05,
       3.32137301e-05, 3.32182470e-05, 3.32227645e-05, 3.32272826e-05]), 1665: array([0.00423671, 0.00447947, 0.00471632, 0.0049474 , 0.00517284,
       0.00539278, 0.00560737, 0.00581672, 0.00602097, 0.00622024,
       0.00641465, 0.00660433, 0.00678938, 0.00696991, 0.00714605,
       0.00731789, 0.00748555, 0.00764911, 0.00780869, 0.00796438,
       0.00811627, 0.00826446, 0.00840904, 0.0085501 , 0.00868771,
       0.00882197, 0.00895296, 0.00908075]), 1670: array([0.00054927, 0.00070891, 0.00086756, 0.00102521, 0.00118187,
       0.00133754, 0.00149223, 0.00164596, 0.00179871, 0.00195051,
       0.00210135, 0.00225124, 0.00240019, 0.00254821, 0.0026953 ,
       0.00284146, 0.0029867 , 0.00313103, 0.00327445, 0.00341697,
       0.0035586 , 0.00369933, 0.00383918, 0.00397815, 0.00411625,
       0.00425348, 0.00438985, 0.00452536]), 1675: array([0.02689692, 0.02721191, 0.02752689, 0.02784187, 0.02815686,
       0.02847184, 0.02878682, 0.02910181, 0.02941679, 0.02973177,
       0.03004676, 0.03036174, 0.03067672, 0.03099171, 0.03130669,
       0.03162167, 0.03193666, 0.03225164, 0.03256663, 0.03288161,
       0.03319659, 0.03351158, 0.03382656, 0.03414154, 0.03445653,
       0.03477151, 0.03508649, 0.03540148]), 1680: array([0.00279266, 0.00333555, 0.00386681, 0.00438669, 0.00489543,
       0.00539327, 0.00588045, 0.00635719, 0.00682372, 0.00728026,
       0.00772701, 0.00816419, 0.00859201, 0.00901067, 0.00942035,
       0.00982126, 0.01021358, 0.01059749, 0.01097318, 0.01134083,
       0.01170059, 0.01205265, 0.01239717, 0.01273431, 0.01306422,
       0.01338707, 0.013703  , 0.01401217]), 1685: array([0.03250395, 0.03309137, 0.03367878, 0.03426619, 0.0348536 ,
       0.03544102, 0.03602843, 0.03661584, 0.03720325, 0.03779066,
       0.03837808, 0.03896549, 0.0395529 , 0.04014031, 0.04072773,
       0.04131514, 0.04190255, 0.04248997, 0.04307738, 0.04366479,
       0.0442522 , 0.04483962, 0.04542703, 0.04601444, 0.04660185,
       0.04718927, 0.04777668, 0.04836409]), 1690: array([0.00053361, 0.00089038, 0.00124716, 0.00160393, 0.00196071,
       0.00231748, 0.00267426, 0.00303104, 0.00338781, 0.00374459,
       0.00410136, 0.00445814, 0.00481491, 0.00517169, 0.00552846,
       0.00588524, 0.00624201, 0.00659879, 0.00695556, 0.00731234,
       0.00766911, 0.00802589, 0.00838266, 0.00873944, 0.00909621,
       0.00945299, 0.00980977, 0.01016654]), 1695: array([0.00661366, 0.0054642 , 0.00465007, 0.00407346, 0.00366507,
       0.00337582, 0.00317096, 0.00302586, 0.00292309, 0.0028503 ,
       0.00279875, 0.00276224, 0.00273638, 0.00271806, 0.00270509,
       0.0026959 , 0.00268939, 0.00268478, 0.00268152, 0.00267921,
       0.00267757, 0.00267641, 0.00267559, 0.00267501, 0.0026746 ,
       0.0026743 , 0.0026741 , 0.00267395]), 1700: array([0.00874659, 0.00902338, 0.00928612, 0.00953553, 0.00977229,
       0.00999703, 0.01021036, 0.01041287, 0.01060511, 0.01078759,
       0.01096081, 0.01112524, 0.01128132, 0.01142949, 0.01157013,
       0.01170364, 0.01183038, 0.01195068, 0.01206488, 0.01217328,
       0.01227618, 0.01237386, 0.01246659, 0.0125546 , 0.01263816,
       0.01271747, 0.01279275, 0.01286422]), 1705: array([0.02413599, 0.02385585, 0.02360391, 0.02337733, 0.02317356,
       0.02299031, 0.02282551, 0.0226773 , 0.02254401, 0.02242413,
       0.02231633, 0.02221938, 0.02213219, 0.02205378, 0.02198326,
       0.02191984, 0.0218628 , 0.02181151, 0.02176538, 0.0217239 ,
       0.02168659, 0.02165304, 0.02162286, 0.02159573, 0.02157132,
       0.02154937, 0.02152964, 0.02151188]), 1710: array([0.00306404, 0.00390876, 0.00475348, 0.00559821, 0.00644293,
       0.00728765, 0.00813237, 0.00897709, 0.00982181, 0.01066653,
       0.01151125, 0.01235597, 0.01320069, 0.01404541, 0.01489014,
       0.01573486, 0.01657958, 0.0174243 , 0.01826902, 0.01911374,
       0.01995846, 0.02080318, 0.0216479 , 0.02249262, 0.02333734,
       0.02418206, 0.02502679, 0.02587151]), 1715: array([0.00234203, 0.00232351, 0.00231358, 0.00230825, 0.0023054 ,
       0.00230386, 0.00230304, 0.0023026 , 0.00230237, 0.00230224,
       0.00230217, 0.00230213, 0.00230212, 0.0023021 , 0.0023021 ,
       0.0023021 , 0.00230209, 0.00230209, 0.00230209, 0.00230209,
       0.00230209, 0.00230209, 0.00230209, 0.00230209, 0.00230209,
       0.00230209, 0.00230209, 0.00230209]), 1720: array([0.00555349, 0.00569513, 0.00583678, 0.00597843, 0.00612007,
       0.00626172, 0.00640336, 0.00654501, 0.00668666, 0.0068283 ,
       0.00696995, 0.00711159, 0.00725324, 0.00739488, 0.00753653,
       0.00767818, 0.00781982, 0.00796147, 0.00810311, 0.00824476,
       0.0083864 , 0.00852805, 0.0086697 , 0.00881134, 0.00895299,
       0.00909463, 0.00923628, 0.00937793]), 1725: array([0.00749099, 0.00763962, 0.00778825, 0.00793688, 0.00808551,
       0.00823414, 0.00838277, 0.0085314 , 0.00868004, 0.00882867,
       0.0089773 , 0.00912593, 0.00927456, 0.00942319, 0.00957182,
       0.00972045, 0.00986908, 0.01001771, 0.01016635, 0.01031498,
       0.01046361, 0.01061224, 0.01076087, 0.0109095 , 0.01105813,
       0.01120676, 0.01135539, 0.01150403]), 1730: array([0.00176225, 0.001916  , 0.00206975, 0.0022235 , 0.00237725,
       0.00253101, 0.00268476, 0.00283851, 0.00299226, 0.00314601,
       0.00329976, 0.00345351, 0.00360726, 0.00376101, 0.00391476,
       0.00406851, 0.00422226, 0.00437601, 0.00452976, 0.00468351,
       0.00483726, 0.00499101, 0.00514476, 0.00529851, 0.00545227,
       0.00560602, 0.00575977, 0.00591352]), 1735: array([0.01847049, 0.01866024, 0.01885   , 0.01903975, 0.0192295 ,
       0.01941926, 0.01960901, 0.01979876, 0.01998851, 0.02017825,
       0.020368  , 0.02055775, 0.02074749, 0.02093724, 0.02112698,
       0.02131672, 0.02150647, 0.02169621, 0.02188595, 0.02207568,
       0.02226542, 0.02245516, 0.0226449 , 0.02283463, 0.02302436,
       0.0232141 , 0.02340383, 0.02359356]), 1740: array([0.00034132, 0.00052635, 0.00071046, 0.00089364, 0.00107591,
       0.00125727, 0.00143772, 0.00161728, 0.00179593, 0.00197369,
       0.00215056, 0.00232654, 0.00250165, 0.00267588, 0.00284924,
       0.00302174, 0.00319337, 0.00336414, 0.00353406, 0.00370313,
       0.00387136, 0.00403874, 0.00420529, 0.00437101, 0.00453589,
       0.00469996, 0.0048632 , 0.00502563]), 1745: array([0.0042144 , 0.00441391, 0.00461341, 0.00481291, 0.00501242,
       0.00521192, 0.00541142, 0.00561093, 0.00581043, 0.00600994,
       0.00620944, 0.00640894, 0.00660845, 0.00680795, 0.00700745,
       0.00720696, 0.00740646, 0.00760596, 0.00780547, 0.00800497,
       0.00820447, 0.00840398, 0.00860348, 0.00880298, 0.00900249,
       0.00920199, 0.00940149, 0.009601  ]), 1750: array([0.00054251, 0.00070958, 0.00085823, 0.00099049, 0.00110817,
       0.00121287, 0.00130603, 0.00138891, 0.00146266, 0.00152827,
       0.00158665, 0.00163859, 0.00168481, 0.00172592, 0.00176251,
       0.00179506, 0.00182402, 0.00184979, 0.00187272, 0.00189312,
       0.00191127, 0.00192742, 0.00194178, 0.00195457, 0.00196594,
       0.00197606, 0.00198507, 0.00199308]), 1755: array([0.00345449, 0.00368034, 0.00390619, 0.00413203, 0.00435788,
       0.00458373, 0.00480958, 0.00503543, 0.00526128, 0.00548712,
       0.00571297, 0.00593882, 0.00616467, 0.00639052, 0.00661636,
       0.00684221, 0.00706806, 0.00729391, 0.00751976, 0.0077456 ,
       0.00797145, 0.0081973 , 0.00842315, 0.008649  , 0.00887484,
       0.00910069, 0.00932654, 0.00955239]), 1760: array([0.00058667, 0.00103045, 0.00142641, 0.0017797 , 0.00209492,
       0.00237617, 0.00262712, 0.00285102, 0.0030508 , 0.00322905,
       0.00338809, 0.00352999, 0.0036566 , 0.00376957, 0.00387037,
       0.0039603 , 0.00404054, 0.00411214, 0.00417602, 0.00423302,
       0.00428388, 0.00432925, 0.00436974, 0.00440586, 0.00443809,
       0.00446685, 0.00449251, 0.0045154 ]), 1765: array([0.0028955 , 0.00297619, 0.00305689, 0.00313758, 0.00321828,
       0.00329897, 0.00337966, 0.00346036, 0.00354105, 0.00362175,
       0.00370244, 0.00378314, 0.00386383, 0.00394452, 0.00402522,
       0.00410591, 0.00418661, 0.0042673 , 0.004348  , 0.00442869,
       0.00450938, 0.00459008, 0.00467077, 0.00475147, 0.00483216,
       0.00491286, 0.00499355, 0.00507424]), 1770: array([0.04513447, 0.03755892, 0.03198931, 0.02789449, 0.02488394,
       0.02267056, 0.02104327, 0.01984687, 0.01896727, 0.01832058,
       0.01784513, 0.01749557, 0.01723857, 0.01704963, 0.01691071,
       0.01680858, 0.0167335 , 0.01667829, 0.0166377 , 0.01660786,
       0.01658592, 0.01656979, 0.01655794, 0.01654922, 0.01654281,
       0.0165381 , 0.01653463, 0.01653208]), 1775: array([0.00589677, 0.00644368, 0.0069906 , 0.00753752, 0.00808443,
       0.00863135, 0.00917827, 0.00972518, 0.0102721 , 0.01081901,
       0.01136593, 0.01191285, 0.01245976, 0.01300668, 0.0135536 ,
       0.01410051, 0.01464743, 0.01519435, 0.01574126, 0.01628818,
       0.0168351 , 0.01738201, 0.01792893, 0.01847585, 0.01902276,
       0.01956968, 0.0201166 , 0.02066351]), 1780: array([0.00575317, 0.00579597, 0.00583575, 0.00587275, 0.00590715,
       0.00593913, 0.00596888, 0.00599653, 0.00602224, 0.00604615,
       0.00606838, 0.00608905, 0.00610827, 0.00612614, 0.00614276,
       0.00615821, 0.00617258, 0.00618594, 0.00619836, 0.00620991,
       0.00622065, 0.00623063, 0.00623992, 0.00624855, 0.00625657,
       0.00626404, 0.00627098, 0.00627743]), 1785: array([0.00010435, 0.00017067, 0.000237  , 0.00030332, 0.00036965,
       0.00043597, 0.0005023 , 0.00056862, 0.00063495, 0.00070127,
       0.00076759, 0.00083392, 0.00090024, 0.00096657, 0.00103289,
       0.00109922, 0.00116554, 0.00123187, 0.00129819, 0.00136451,
       0.00143084, 0.00149716, 0.00156349, 0.00162981, 0.00169614,
       0.00176246, 0.00182879, 0.00189511]), 1790: array([0.00028462, 0.0003275 , 0.00037039, 0.00041327, 0.00045615,
       0.00049903, 0.0005419 , 0.00058478, 0.00062765, 0.00067052,
       0.00071339, 0.00075626, 0.00079912, 0.00084199, 0.00088485,
       0.00092771, 0.00097057, 0.00101342, 0.00105628, 0.00109913,
       0.00114198, 0.00118483, 0.00122768, 0.00127053, 0.00131337,
       0.00135621, 0.00139905, 0.00144189]), 1795: array([0.00214932, 0.002294  , 0.00243869, 0.00258337, 0.00272806,
       0.00287274, 0.00301743, 0.00316211, 0.0033068 , 0.00345148,
       0.00359617, 0.00374085, 0.00388554, 0.00403022, 0.0041749 ,
       0.00431959, 0.00446427, 0.00460896, 0.00475364, 0.00489832,
       0.00504301, 0.00518769, 0.00533238, 0.00547706, 0.00562174,
       0.00576643, 0.00591111, 0.00605579]), 1800: array([0.00032575, 0.00032626, 0.00032651, 0.00032663, 0.0003267 ,
       0.00032673, 0.00032675, 0.00032675, 0.00032676, 0.00032676,
       0.00032676, 0.00032676, 0.00032676, 0.00032676, 0.00032676,
       0.00032676, 0.00032676, 0.00032676, 0.00032676, 0.00032676,
       0.00032676, 0.00032676, 0.00032676, 0.00032676, 0.00032676,
       0.00032676, 0.00032676, 0.00032676]), 1805: array([0.0044471 , 0.0046034 , 0.00475969, 0.00491599, 0.00507229,
       0.00522858, 0.00538488, 0.00554117, 0.00569747, 0.00585377,
       0.00601006, 0.00616636, 0.00632265, 0.00647895, 0.00663524,
       0.00679154, 0.00694784, 0.00710413, 0.00726043, 0.00741672,
       0.00757302, 0.00772931, 0.00788561, 0.00804191, 0.0081982 ,
       0.0083545 , 0.00851079, 0.00866709]), 1810: array([0.02127878, 0.01738411, 0.0149792 , 0.0134942 , 0.01257723,
       0.01201101, 0.01166138, 0.01144548, 0.01131217, 0.01122985,
       0.01117902, 0.01114763, 0.01112825, 0.01111628, 0.01110889,
       0.01110433, 0.01110151, 0.01109977, 0.0110987 , 0.01109804,
       0.01109763, 0.01109737, 0.01109722, 0.01109712, 0.01109706,
       0.01109702, 0.011097  , 0.01109699]), 1815: array([2.19592576e-06, 2.19598483e-06, 2.19604390e-06, 2.19610297e-06,
       2.19616203e-06, 2.19622110e-06, 2.19628017e-06, 2.19633924e-06,
       2.19639831e-06, 2.19645738e-06, 2.19651645e-06, 2.19657552e-06,
       2.19663459e-06, 2.19669366e-06, 2.19675273e-06, 2.19681180e-06,
       2.19687087e-06, 2.19692994e-06, 2.19698901e-06, 2.19704807e-06,
       2.19710714e-06, 2.19716621e-06, 2.19722528e-06, 2.19728435e-06,
       2.19734342e-06, 2.19740249e-06, 2.19746156e-06, 2.19752063e-06]), 1820: array([7.51984294e-05, 8.22665974e-05, 8.86269504e-05, 9.43503697e-05,
       9.95006386e-05, 1.04135153e-04, 1.08305562e-04, 1.12058341e-04,
       1.15435311e-04, 1.18474108e-04, 1.21208596e-04, 1.23669249e-04,
       1.25883489e-04, 1.27875992e-04, 1.29668963e-04, 1.31282384e-04,
       1.32734236e-04, 1.34040696e-04, 1.35216327e-04, 1.36274228e-04,
       1.37226190e-04, 1.38082821e-04, 1.38853668e-04, 1.39547321e-04,
       1.40171511e-04, 1.40733194e-04, 1.41238629e-04, 1.41693450e-04]), 1825: array([0.00071286, 0.0007563 , 0.00079973, 0.00084316, 0.00088659,
       0.00093003, 0.00097346, 0.00101689, 0.00106032, 0.00110376,
       0.00114719, 0.00119062, 0.00123405, 0.00127749, 0.00132092,
       0.00136435, 0.00140778, 0.00145122, 0.00149465, 0.00153808,
       0.00158151, 0.00162495, 0.00166838, 0.00171181, 0.00175524,
       0.00179867, 0.00184211, 0.00188554]), 1830: array([0.00021   , 0.00021663, 0.00022128, 0.00022453, 0.0002268 ,
       0.0002284 , 0.00022951, 0.00023029, 0.00023084, 0.00023122,
       0.00023149, 0.00023167, 0.00023181, 0.0002319 , 0.00023196,
       0.00023201, 0.00023204, 0.00023206, 0.00023208, 0.00023209,
       0.00023209, 0.0002321 , 0.0002321 , 0.00023211, 0.00023211,
       0.00023211, 0.00023211, 0.00023211]), 1835: array([0.00023868, 0.00024397, 0.00024926, 0.00025455, 0.00025984,
       0.00026513, 0.00027042, 0.0002757 , 0.00028099, 0.00028628,
       0.00029157, 0.00029686, 0.00030215, 0.00030744, 0.00031273,
       0.00031801, 0.0003233 , 0.00032859, 0.00033388, 0.00033917,
       0.00034446, 0.00034975, 0.00035504, 0.00036032, 0.00036561,
       0.0003709 , 0.00037619, 0.00038148]), 1840: array([0.00016648, 0.00016761, 0.00016839, 0.00016893, 0.0001693 ,
       0.00016956, 0.00016974, 0.00016987, 0.00016996, 0.00017002,
       0.00017006, 0.00017009, 0.00017011, 0.00017012, 0.00017013,
       0.00017014, 0.00017014, 0.00017014, 0.00017015, 0.00017015,
       0.00017015, 0.00017015, 0.00017015, 0.00017015, 0.00017015,
       0.00017015, 0.00017015, 0.00017015]), 1845: array([0.00195622, 0.00221944, 0.00248266, 0.00274588, 0.00300911,
       0.00327233, 0.00353555, 0.00379877, 0.004062  , 0.00432522,
       0.00458844, 0.00485166, 0.00511488, 0.00537811, 0.00564133,
       0.00590455, 0.00616777, 0.006431  , 0.00669422, 0.00695744,
       0.00722066, 0.00748388, 0.00774711, 0.00801033, 0.00827355,
       0.00853677, 0.0088    , 0.00906322]), 1850: array([0.00394499, 0.00437447, 0.00480396, 0.00523345, 0.00566294,
       0.00609243, 0.00652192, 0.00695141, 0.0073809 , 0.00781039,
       0.00823988, 0.00866937, 0.00909886, 0.00952835, 0.00995783,
       0.01038732, 0.01081681, 0.0112463 , 0.01167579, 0.01210528,
       0.01253477, 0.01296426, 0.01339375, 0.01382324, 0.01425273,
       0.01468222, 0.0151117 , 0.01554119]), 1855: array([0.00067984, 0.00087234, 0.0010002 , 0.00108513, 0.00114155,
       0.00117902, 0.00120391, 0.00122044, 0.00123142, 0.00123871,
       0.00124356, 0.00124678, 0.00124891, 0.00125033, 0.00125128,
       0.0012519 , 0.00125232, 0.0012526 , 0.00125278, 0.0012529 ,
       0.00125298, 0.00125304, 0.00125307, 0.0012531 , 0.00125311,
       0.00125312, 0.00125313, 0.00125313]), 1860: array([0.00120098, 0.00124861, 0.00129623, 0.00134386, 0.00139148,
       0.00143911, 0.00148674, 0.00153436, 0.00158199, 0.00162962,
       0.00167724, 0.00172487, 0.00177249, 0.00182012, 0.00186775,
       0.00191537, 0.001963  , 0.00201062, 0.00205825, 0.00210588,
       0.0021535 , 0.00220113, 0.00224875, 0.00229638, 0.00234401,
       0.00239163, 0.00243926, 0.00248688]), 1865: array([0.000113  , 0.00013831, 0.0001606 , 0.00018023, 0.00019753,
       0.00021277, 0.00022619, 0.00023801, 0.00024843, 0.0002576 ,
       0.00026568, 0.0002728 , 0.00027907, 0.00028459, 0.00028946,
       0.00029375, 0.00029752, 0.00030085, 0.00030378, 0.00030636,
       0.00030863, 0.00031063, 0.00031239, 0.00031395, 0.00031532,
       0.00031652, 0.00031758, 0.00031852]), 1870: array([0.00091583, 0.00100851, 0.00110118, 0.00119386, 0.00128653,
       0.00137921, 0.00147188, 0.00156456, 0.00165724, 0.00174991,
       0.00184259, 0.00193527, 0.00202795, 0.00212063, 0.00221331,
       0.00230599, 0.00239867, 0.00249135, 0.00258403, 0.00267671,
       0.00276939, 0.00286207, 0.00295475, 0.00304743, 0.00314012,
       0.0032328 , 0.00332548, 0.00341816]), 1875: array([0.00030884, 0.0003091 , 0.00030931, 0.00030948, 0.00030962,
       0.00030974, 0.00030983, 0.00030991, 0.00030997, 0.00031002,
       0.00031006, 0.0003101 , 0.00031013, 0.00031015, 0.00031017,
       0.00031018, 0.0003102 , 0.00031021, 0.00031021, 0.00031022,
       0.00031023, 0.00031023, 0.00031024, 0.00031024, 0.00031024,
       0.00031024, 0.00031024, 0.00031025]), 1880: array([8.94278667e-05, 1.28715215e-04, 1.60520422e-04, 1.86268435e-04,
       2.07112827e-04, 2.23987476e-04, 2.37648406e-04, 2.48707658e-04,
       2.57660713e-04, 2.64908690e-04, 2.70776314e-04, 2.75526469e-04,
       2.79371973e-04, 2.82485114e-04, 2.85005368e-04, 2.87045648e-04,
       2.88697364e-04, 2.90034516e-04, 2.91117012e-04, 2.91993351e-04,
       2.92702794e-04, 2.93277125e-04, 2.93742078e-04, 2.94118481e-04,
       2.94423200e-04, 2.94669886e-04, 2.94869592e-04, 2.95031264e-04]), 1885: array([0.00016364, 0.00016371, 0.00016375, 0.00016377, 0.00016378,
       0.00016378, 0.00016378, 0.00016378, 0.00016378, 0.00016378,
       0.00016378, 0.00016378, 0.00016378, 0.00016378, 0.00016378,
       0.00016378, 0.00016378, 0.00016378, 0.00016378, 0.00016378,
       0.00016378, 0.00016378, 0.00016378, 0.00016378, 0.00016378,
       0.00016378, 0.00016378, 0.00016378]), 1890: array([0.00702154, 0.00533635, 0.00433244, 0.0037344 , 0.00337813,
       0.00316589, 0.00303945, 0.00296413, 0.00291926, 0.00289253,
       0.00287661, 0.00286712, 0.00286147, 0.00285811, 0.0028561 ,
       0.00285491, 0.0028542 , 0.00285377, 0.00285352, 0.00285337,
       0.00285328, 0.00285323, 0.00285319, 0.00285317, 0.00285316,
       0.00285316, 0.00285315, 0.00285315]), 1895: array([5.48185553e-05, 1.05687607e-04, 1.55069861e-04, 2.03008773e-04,
       2.49546530e-04, 2.94724084e-04, 3.38581191e-04, 3.81156446e-04,
       4.22487313e-04, 4.62610164e-04, 5.01560307e-04, 5.39372017e-04,
       5.76078569e-04, 6.11712264e-04, 6.46304459e-04, 6.79885596e-04,
       7.12485226e-04, 7.44132035e-04, 7.74853873e-04, 8.04677776e-04,
       8.33629987e-04, 8.61735984e-04, 8.89020501e-04, 9.15507548e-04,
       9.41220433e-04, 9.66181784e-04, 9.90413565e-04, 1.01393710e-03]), 1900: array([0.00267203, 0.00291371, 0.0031554 , 0.00339709, 0.00363878,
       0.00388047, 0.00412215, 0.00436384, 0.00460553, 0.00484722,
       0.00508891, 0.00533059, 0.00557228, 0.00581397, 0.00605566,
       0.00629735, 0.00653903, 0.00678072, 0.00702241, 0.0072641 ,
       0.00750579, 0.00774747, 0.00798916, 0.00823085, 0.00847254,
       0.00871423, 0.00895591, 0.0091976 ]), 1905: array([0.00140794, 0.00145066, 0.00149337, 0.00153608, 0.00157879,
       0.00162151, 0.00166422, 0.00170693, 0.00174964, 0.00179236,
       0.00183507, 0.00187778, 0.00192049, 0.00196321, 0.00200592,
       0.00204863, 0.00209134, 0.00213406, 0.00217677, 0.00221948,
       0.00226219, 0.0023049 , 0.00234762, 0.00239033, 0.00243304,
       0.00247575, 0.00251847, 0.00256118]), 1910: array([0.0021643 , 0.00221015, 0.00225599, 0.00230183, 0.00234767,
       0.00239352, 0.00243936, 0.0024852 , 0.00253105, 0.00257689,
       0.00262273, 0.00266857, 0.00271442, 0.00276026, 0.0028061 ,
       0.00285195, 0.00289779, 0.00294363, 0.00298947, 0.00303532,
       0.00308116, 0.003127  , 0.00317285, 0.00321869, 0.00326453,
       0.00331037, 0.00335622, 0.00340206]), 1915: array([0.00685465, 0.00693206, 0.00700946, 0.00708686, 0.00716427,
       0.00724167, 0.00731907, 0.00739648, 0.00747388, 0.00755129,
       0.00762869, 0.00770609, 0.0077835 , 0.0078609 , 0.0079383 ,
       0.00801571, 0.00809311, 0.00817051, 0.00824792, 0.00832532,
       0.00840272, 0.00848013, 0.00855753, 0.00863493, 0.00871234,
       0.00878974, 0.00886714, 0.00894455]), 1920: array([2.76447519e-04, 2.26523574e-04, 1.85615453e-04, 1.52094977e-04,
       1.24628002e-04, 1.02121320e-04, 8.36791463e-05, 6.85674659e-05,
       5.61848214e-05, 4.60383730e-05, 3.77242835e-05, 3.09116451e-05,
       2.53293089e-05, 2.07550933e-05, 1.70069407e-05, 1.39356712e-05,
       1.14190459e-05, 9.35690085e-06, 7.66716098e-06, 6.28257319e-06,
       5.14802971e-06, 4.21837476e-06, 3.45660727e-06, 2.83240826e-06,
       2.32093407e-06, 1.90182760e-06, 1.55840805e-06, 1.27700704e-06]), 1925: array([0.04007722, 0.04102929, 0.04198137, 0.04293344, 0.04388552,
       0.04483759, 0.04578967, 0.04674174, 0.04769382, 0.04864589,
       0.04959797, 0.05055004, 0.05150212, 0.05245419, 0.05340627,
       0.05435834, 0.05531042, 0.05626249, 0.05721457, 0.05816664,
       0.05911872, 0.06007079, 0.06102287, 0.06197494, 0.06292701,
       0.06387909, 0.06483116, 0.06578324]), 1930: array([0.00255022, 0.00363933, 0.00445235, 0.00505928, 0.00551236,
       0.00585058, 0.00610307, 0.00629155, 0.00643225, 0.00653729,
       0.0066157 , 0.00667423, 0.00671793, 0.00675055, 0.0067749 ,
       0.00679308, 0.00680665, 0.00681678, 0.00682434, 0.00682998,
       0.0068342 , 0.00683734, 0.00683969, 0.00684144, 0.00684275,
       0.00684373, 0.00684446, 0.006845  ]), 1935: array([0.00365559, 0.00298137, 0.00282202, 0.00278436, 0.00277546,
       0.00277335, 0.00277286, 0.00277274, 0.00277271, 0.00277271,
       0.0027727 , 0.0027727 , 0.0027727 , 0.0027727 , 0.0027727 ,
       0.0027727 , 0.0027727 , 0.0027727 , 0.0027727 , 0.0027727 ,
       0.0027727 , 0.0027727 , 0.0027727 , 0.0027727 , 0.0027727 ,
       0.0027727 , 0.0027727 , 0.0027727 ]), 1940: array([0.11564406, 0.11760349, 0.11956293, 0.12152237, 0.1234818 ,
       0.12544124, 0.12740067, 0.12936011, 0.13131954, 0.13327898,
       0.13523841, 0.13719785, 0.13915728, 0.14111672, 0.14307616,
       0.14503559, 0.14699503, 0.14895446, 0.1509139 , 0.15287333,
       0.15483277, 0.1567922 , 0.15875164, 0.16071108, 0.16267051,
       0.16462995, 0.16658938, 0.16854882]), 1945: array([0.02210916, 0.02314308, 0.024177  , 0.02521092, 0.02624484,
       0.02727876, 0.02831268, 0.0293466 , 0.03038051, 0.03141443,
       0.03244835, 0.03348227, 0.03451619, 0.03555011, 0.03658402,
       0.03761794, 0.03865186, 0.03968578, 0.0407197 , 0.04175361,
       0.04278753, 0.04382145, 0.04485536, 0.04588928, 0.0469232 ,
       0.04795711, 0.04899103, 0.05002494]), 1950: array([0.00045099, 0.00047029, 0.0004896 , 0.0005089 , 0.0005282 ,
       0.00054751, 0.00056681, 0.00058612, 0.00060542, 0.00062472,
       0.00064403, 0.00066333, 0.00068264, 0.00070194, 0.00072124,
       0.00074055, 0.00075985, 0.00077916, 0.00079846, 0.00081776,
       0.00083707, 0.00085637, 0.00087568, 0.00089498, 0.00091428,
       0.00093359, 0.00095289, 0.0009722 ]), 1955: array([0.00014029, 0.00022256, 0.00027289, 0.00030369, 0.00032252,
       0.00033405, 0.0003411 , 0.00034541, 0.00034805, 0.00034966,
       0.00035065, 0.00035126, 0.00035163, 0.00035185, 0.00035199,
       0.00035207, 0.00035213, 0.00035216, 0.00035218, 0.00035219,
       0.0003522 , 0.0003522 , 0.0003522 , 0.00035221, 0.00035221,
       0.00035221, 0.00035221, 0.00035221]), 1960: array([0.00010162, 0.00010127, 0.00010109, 0.000101  , 0.00010096,
       0.00010094, 0.00010093, 0.00010092, 0.00010092, 0.00010092,
       0.00010091, 0.00010091, 0.00010091, 0.00010091, 0.00010091,
       0.00010091, 0.00010091, 0.00010091, 0.00010091, 0.00010091,
       0.00010091, 0.00010091, 0.00010091, 0.00010091, 0.00010091,
       0.00010091, 0.00010091, 0.00010091]), 1965: array([0.00016535, 0.00015759, 0.0001523 , 0.00014871, 0.00014626,
       0.00014459, 0.00014346, 0.00014269, 0.00014216, 0.0001418 ,
       0.00014156, 0.00014139, 0.00014128, 0.0001412 , 0.00014115,
       0.00014111, 0.00014109, 0.00014107, 0.00014106, 0.00014105,
       0.00014105, 0.00014105, 0.00014104, 0.00014104, 0.00014104,
       0.00014104, 0.00014104, 0.00014104]), 1970: array([0.00014867, 0.00020555, 0.00024935, 0.00028308, 0.00030904,
       0.00032903, 0.00034443, 0.00035628, 0.0003654 , 0.00037243,
       0.00037784, 0.00038201, 0.00038521, 0.00038768, 0.00038958,
       0.00039105, 0.00039217, 0.00039304, 0.00039371, 0.00039423,
       0.00039462, 0.00039493, 0.00039516, 0.00039534, 0.00039548,
       0.00039559, 0.00039567, 0.00039573]), 1975: array([0.00097845, 0.00100518, 0.00103191, 0.00105863, 0.00108536,
       0.00111209, 0.00113882, 0.00116555, 0.00119228, 0.001219  ,
       0.00124573, 0.00127246, 0.00129919, 0.00132592, 0.00135265,
       0.00137937, 0.0014061 , 0.00143283, 0.00145956, 0.00148629,
       0.00151302, 0.00153975, 0.00156647, 0.0015932 , 0.00161993,
       0.00164666, 0.00167339, 0.00170012]), 1980: array([0.00040317, 0.0004833 , 0.00055587, 0.00062159, 0.00068111,
       0.00073501, 0.00078382, 0.00082803, 0.00086807, 0.00090433,
       0.00093717, 0.0009669 , 0.00099384, 0.00101823, 0.00104032,
       0.00106032, 0.00107844, 0.00109485, 0.00110971, 0.00112316,
       0.00113535, 0.00114639, 0.00115639, 0.00116544, 0.00117364,
       0.00118106, 0.00118778, 0.00119387]), 1985: array([0.00017623, 0.00025012, 0.00032401, 0.00039789, 0.00047178,
       0.00054566, 0.00061955, 0.00069344, 0.00076732, 0.00084121,
       0.0009151 , 0.00098898, 0.00106287, 0.00113676, 0.00121064,
       0.00128453, 0.00135841, 0.0014323 , 0.00150619, 0.00158007,
       0.00165396, 0.00172785, 0.00180173, 0.00187562, 0.00194951,
       0.00202339, 0.00209728, 0.00217117]), 1990: array([0.00018082, 0.00020775, 0.0002266 , 0.00023979, 0.00024903,
       0.0002555 , 0.00026002, 0.00026319, 0.00026541, 0.00026696,
       0.00026805, 0.00026881, 0.00026934, 0.00026971, 0.00026997,
       0.00027016, 0.00027028, 0.00027037, 0.00027044, 0.00027048,
       0.00027051, 0.00027053, 0.00027055, 0.00027056, 0.00027056,
       0.00027057, 0.00027057, 0.00027058]), 1995: array([0.00023616, 0.00022903, 0.00022306, 0.00021807, 0.0002139 ,
       0.0002104 , 0.00020748, 0.00020504, 0.00020299, 0.00020128,
       0.00019985, 0.00019866, 0.00019766, 0.00019682, 0.00019612,
       0.00019553, 0.00019504, 0.00019463, 0.00019429, 0.000194  ,
       0.00019376, 0.00019356, 0.00019339, 0.00019325, 0.00019313,
       0.00019303, 0.00019295, 0.00019288]), 2000: array([0.00169567, 0.00174095, 0.00178623, 0.00183151, 0.00187679,
       0.00192207, 0.00196735, 0.00201263, 0.00205791, 0.00210319,
       0.00214847, 0.00219374, 0.00223902, 0.0022843 , 0.00232958,
       0.00237486, 0.00242014, 0.00246542, 0.0025107 , 0.00255598,
       0.00260126, 0.00264654, 0.00269182, 0.0027371 , 0.00278238,
       0.00282766, 0.00287294, 0.00291822]), 2005: array([1.91702570e-06, 3.29978959e-06, 4.69000403e-06, 6.08770915e-06,
       7.49294532e-06, 8.90575312e-06, 1.03261733e-05, 1.17542470e-05,
       1.31900154e-05, 1.46335198e-05, 1.60848021e-05, 1.75439042e-05,
       1.90108681e-05, 2.04857362e-05, 2.19685512e-05, 2.34593557e-05,
       2.49581930e-05, 2.64651062e-05, 2.79801389e-05, 2.95033349e-05,
       3.10347380e-05, 3.25743926e-05, 3.41223431e-05, 3.56786342e-05,
       3.72433108e-05, 3.88164181e-05, 4.03980016e-05, 4.19881068e-05]), 2010: array([0.00033926, 0.00033863, 0.00033816, 0.00033781, 0.00033755,
       0.00033737, 0.00033723, 0.00033712, 0.00033705, 0.00033699,
       0.00033695, 0.00033692, 0.00033689, 0.00033688, 0.00033687,
       0.00033686, 0.00033685, 0.00033684, 0.00033684, 0.00033684,
       0.00033684, 0.00033683, 0.00033683, 0.00033683, 0.00033683,
       0.00033683, 0.00033683, 0.00033683]), 2015: array([0.02221382, 0.02226881, 0.02232379, 0.02237878, 0.02243377,
       0.02248875, 0.02254374, 0.02259873, 0.02265372, 0.0227087 ,
       0.02276369, 0.02281868, 0.02287367, 0.02292865, 0.02298364,
       0.02303863, 0.02309362, 0.0231486 , 0.02320359, 0.02325858,
       0.02331357, 0.02336855, 0.02342354, 0.02347853, 0.02353351,
       0.0235885 , 0.02364349, 0.02369848]), 2020: array([0.00157642, 0.002361  , 0.00289762, 0.00326464, 0.00351567,
       0.00368736, 0.00380479, 0.0038851 , 0.00394004, 0.00397761,
       0.00400331, 0.00402088, 0.0040329 , 0.00404113, 0.00404675,
       0.0040506 , 0.00405323, 0.00405503, 0.00405626, 0.0040571 ,
       0.00405767, 0.00405807, 0.00405834, 0.00405852, 0.00405865,
       0.00405873, 0.00405879, 0.00405883]), 2025: array([0.00239685, 0.0024489 , 0.00250095, 0.00255301, 0.00260506,
       0.00265712, 0.00270917, 0.00276122, 0.00281328, 0.00286533,
       0.00291738, 0.00296944, 0.00302149, 0.00307355, 0.0031256 ,
       0.00317766, 0.00322971, 0.00328176, 0.00333382, 0.00338587,
       0.00343793, 0.00348998, 0.00354204, 0.00359409, 0.00364615,
       0.0036982 , 0.00375025, 0.00380231]), 2030: array([0.00251765, 0.00279839, 0.00307914, 0.00335988, 0.00364062,
       0.00392136, 0.00420211, 0.00448285, 0.00476359, 0.00504433,
       0.00532507, 0.00560582, 0.00588656, 0.0061673 , 0.00644804,
       0.00672879, 0.00700953, 0.00729027, 0.00757101, 0.00785176,
       0.0081325 , 0.00841324, 0.00869398, 0.00897473, 0.00925547,
       0.00953621, 0.00981695, 0.0100977 ]), 2035: array([0.00143014, 0.00147171, 0.00150567, 0.00153342, 0.0015561 ,
       0.00157462, 0.00158976, 0.00160213, 0.00161223, 0.00162049,
       0.00162724, 0.00163275, 0.00163725, 0.00164093, 0.00164394,
       0.0016464 , 0.00164841, 0.00165005, 0.00165139, 0.00165248,
       0.00165338, 0.00165411, 0.00165471, 0.00165519, 0.00165559,
       0.00165592, 0.00165618, 0.0016564 ]), 2040: array([0.00053885, 0.00055056, 0.00056226, 0.00057397, 0.00058567,
       0.00059737, 0.00060908, 0.00062078, 0.00063249, 0.00064419,
       0.0006559 , 0.0006676 , 0.00067931, 0.00069101, 0.00070271,
       0.00071442, 0.00072612, 0.00073783, 0.00074953, 0.00076124,
       0.00077294, 0.00078465, 0.00079635, 0.00080805, 0.00081976,
       0.00083146, 0.00084317, 0.00085487]), 2045: array([0.01207575, 0.01245077, 0.0128258 , 0.01320082, 0.01357585,
       0.01395087, 0.0143259 , 0.01470092, 0.01507595, 0.01545097,
       0.015826  , 0.01620102, 0.01657604, 0.01695107, 0.01732609,
       0.01770112, 0.01807614, 0.01845117, 0.01882619, 0.01920122,
       0.01957624, 0.01995127, 0.02032629, 0.02070132, 0.02107634,
       0.02145137, 0.02182639, 0.02220142]), 2050: array([0.02272775, 0.0235915 , 0.02445525, 0.025319  , 0.02618275,
       0.0270465 , 0.02791026, 0.02877401, 0.02963776, 0.03050151,
       0.03136526, 0.03222901, 0.03309276, 0.03395651, 0.03482026,
       0.03568401, 0.03654776, 0.03741152, 0.03827527, 0.03913902,
       0.04000277, 0.04086652, 0.04173027, 0.04259402, 0.04345777,
       0.04432152, 0.04518527, 0.04604902]), 2055: array([0.00019986, 0.00020668, 0.00021351, 0.00022034, 0.00022716,
       0.00023399, 0.00024082, 0.00024765, 0.00025447, 0.0002613 ,
       0.00026813, 0.00027495, 0.00028178, 0.00028861, 0.00029543,
       0.00030226, 0.00030909, 0.00031592, 0.00032274, 0.00032957,
       0.0003364 , 0.00034322, 0.00035005, 0.00035688, 0.00036371,
       0.00037053, 0.00037736, 0.00038419]), 2060: array([0.00250528, 0.00255316, 0.00260105, 0.00264894, 0.00269682,
       0.00274471, 0.0027926 , 0.00284049, 0.00288837, 0.00293626,
       0.00298415, 0.00303204, 0.00307992, 0.00312781, 0.0031757 ,
       0.00322358, 0.00327147, 0.00331936, 0.00336725, 0.00341513,
       0.00346302, 0.00351091, 0.0035588 , 0.00360668, 0.00365457,
       0.00370246, 0.00375034, 0.00379823]), 2065: array([0.02578535, 0.02693554, 0.02808573, 0.02923591, 0.0303861 ,
       0.03153629, 0.03268648, 0.03383667, 0.03498685, 0.03613704,
       0.03728723, 0.03843742, 0.03958761, 0.04073779, 0.04188798,
       0.04303817, 0.04418836, 0.04533854, 0.04648873, 0.04763892,
       0.04878911, 0.0499393 , 0.05108948, 0.05223967, 0.05338986,
       0.05454005, 0.05569024, 0.05684042]), 2070: array([0.01851352, 0.01782573, 0.01720998, 0.01665871, 0.01616519,
       0.01572335, 0.01532779, 0.01497365, 0.01465661, 0.01437277,
       0.01411866, 0.01389117, 0.0136875 , 0.01350516, 0.01334192,
       0.01319578, 0.01306494, 0.01294781, 0.01284294, 0.01274906,
       0.01266501, 0.01258976, 0.01252239, 0.01246208, 0.01240809,
       0.01235975, 0.01231647, 0.01227773]), 2075: array([8.86463212e-05, 7.76477584e-05, 6.80138170e-05, 5.95751848e-05,
       5.21835565e-05, 4.57090275e-05, 4.00378109e-05, 3.50702374e-05,
       3.07190042e-05, 2.69076402e-05, 2.35691625e-05, 2.06448988e-05,
       1.80834563e-05, 1.58398190e-05, 1.38745558e-05, 1.21531281e-05,
       1.06452826e-05, 9.32451961e-06, 8.16762723e-06, 7.15427361e-06,
       6.26664952e-06, 5.48915535e-06, 4.80812698e-06, 4.21159564e-06,
       3.68907756e-06, 3.23138971e-06, 2.83048843e-06, 2.47932806e-06]), 2080: array([0.00055033, 0.00065327, 0.00075621, 0.00085914, 0.00096208,
       0.00106502, 0.00116796, 0.00127089, 0.00137383, 0.00147677,
       0.00157971, 0.00168264, 0.00178558, 0.00188852, 0.00199145,
       0.00209439, 0.00219733, 0.00230027, 0.0024032 , 0.00250614,
       0.00260908, 0.00271202, 0.00281495, 0.00291789, 0.00302083,
       0.00312376, 0.0032267 , 0.00332964]), 2085: array([0.00183127, 0.00194145, 0.00205164, 0.00216182, 0.002272  ,
       0.00238218, 0.00249236, 0.00260254, 0.00271272, 0.00282291,
       0.00293309, 0.00304327, 0.00315345, 0.00326363, 0.00337381,
       0.00348399, 0.00359418, 0.00370436, 0.00381454, 0.00392472,
       0.0040349 , 0.00414508, 0.00425526, 0.00436545, 0.00447563,
       0.00458581, 0.00469599, 0.00480617]), 2090: array([0.00418806, 0.00301743, 0.00247862, 0.00223063, 0.00211649,
       0.00206395, 0.00203977, 0.00202864, 0.00202352, 0.00202116,
       0.00202007, 0.00201957, 0.00201934, 0.00201924, 0.00201919,
       0.00201917, 0.00201916, 0.00201915, 0.00201915, 0.00201915,
       0.00201915, 0.00201915, 0.00201915, 0.00201915, 0.00201915,
       0.00201915, 0.00201915, 0.00201915]), 2095: array([0.00122523, 0.00157907, 0.00186356, 0.0020923 , 0.0022762 ,
       0.00242406, 0.00254293, 0.00263851, 0.00271536, 0.00277714,
       0.00282682, 0.00286676, 0.00289887, 0.00292468, 0.00294544,
       0.00296213, 0.00297555, 0.00298634, 0.00299501, 0.00300198,
       0.00300759, 0.0030121 , 0.00301572, 0.00301864, 0.00302098,
       0.00302286, 0.00302438, 0.0030256 ]), 2100: array([0.00142552, 0.0014    , 0.00138434, 0.00137475, 0.00136887,
       0.00136526, 0.00136305, 0.00136169, 0.00136086, 0.00136035,
       0.00136004, 0.00135985, 0.00135973, 0.00135966, 0.00135962,
       0.00135959, 0.00135957, 0.00135956, 0.00135956, 0.00135955,
       0.00135955, 0.00135955, 0.00135955, 0.00135955, 0.00135955,
       0.00135955, 0.00135955, 0.00135955]), 2105: array([0.02861222, 0.02971145, 0.03081067, 0.0319099 , 0.03300913,
       0.03410835, 0.03520758, 0.0363068 , 0.03740603, 0.03850526,
       0.03960448, 0.04070371, 0.04180293, 0.04290216, 0.04400138,
       0.04510061, 0.04619984, 0.04729906, 0.04839829, 0.04949751,
       0.05059674, 0.05169597, 0.05279519, 0.05389442, 0.05499364,
       0.05609287, 0.0571921 , 0.05829132]), 2110: array([0.00060488, 0.00096142, 0.00126897, 0.00153427, 0.00176311,
       0.00196051, 0.00213079, 0.00227768, 0.00240438, 0.00251367,
       0.00260795, 0.00268927, 0.00275942, 0.00281993, 0.00287213,
       0.00291715, 0.00295599, 0.0029895 , 0.00301839, 0.00304332,
       0.00306483, 0.00308338, 0.00309938, 0.00311318, 0.00312508,
       0.00313535, 0.00314421, 0.00315185]), 2115: array([0.00054476, 0.00055506, 0.00056536, 0.00057566, 0.00058596,
       0.00059626, 0.00060656, 0.00061686, 0.00062716, 0.00063746,
       0.00064776, 0.00065806, 0.00066836, 0.00067866, 0.00068896,
       0.00069926, 0.00070956, 0.00071986, 0.00073016, 0.00074046,
       0.00075076, 0.00076106, 0.00077136, 0.00078166, 0.00079196,
       0.00080226, 0.00081256, 0.00082286]), 2120: array([0.01008693, 0.0077522 , 0.00614683, 0.00504296, 0.00428393,
       0.00376202, 0.00340315, 0.00315638, 0.00298671, 0.00287004,
       0.00278981, 0.00273465, 0.00269672, 0.00267064, 0.0026527 ,
       0.00264037, 0.00263189, 0.00262606, 0.00262206, 0.0026193 ,
       0.0026174 , 0.0026161 , 0.0026152 , 0.00261459, 0.00261416,
       0.00261387, 0.00261367, 0.00261353]), 2125: array([0.00305234, 0.00301023, 0.0029687 , 0.00292774, 0.00288735,
       0.00284751, 0.00280822, 0.00276948, 0.00273127, 0.00269359,
       0.00265643, 0.00261978, 0.00258363, 0.00254799, 0.00251283,
       0.00247816, 0.00244397, 0.00241025, 0.002377  , 0.00234421,
       0.00231186, 0.00227997, 0.00224851, 0.00221749, 0.0021869 ,
       0.00215672, 0.00212697, 0.00209762]), 2130: array([0.00028656, 0.00056816, 0.00084977, 0.00113137, 0.00141297,
       0.00169458, 0.00197618, 0.00225778, 0.00253938, 0.00282099,
       0.00310259, 0.00338419, 0.00366579, 0.0039474 , 0.004229  ,
       0.0045106 , 0.00479221, 0.00507381, 0.00535541, 0.00563701,
       0.00591862, 0.00620022, 0.00648182, 0.00676342, 0.00704503,
       0.00732663, 0.00760823, 0.00788984]), 2135: array([0.01420035, 0.0143722 , 0.01454404, 0.01471589, 0.01488773,
       0.01505958, 0.01523142, 0.01540327, 0.01557511, 0.01574696,
       0.0159188 , 0.01609065, 0.01626249, 0.01643434, 0.01660618,
       0.01677803, 0.01694987, 0.01712172, 0.01729356, 0.01746541,
       0.01763725, 0.0178091 , 0.01798094, 0.01815279, 0.01832463,
       0.01849647, 0.01866832, 0.01884016]), 2140: array([0.00056076, 0.00083838, 0.00111599, 0.00139361, 0.00167122,
       0.00194884, 0.00222645, 0.00250406, 0.00278167, 0.00305927,
       0.00333688, 0.00361448, 0.00389208, 0.00416968, 0.00444728,
       0.00472488, 0.00500248, 0.00528007, 0.00555767, 0.00583526,
       0.00611285, 0.00639044, 0.00666803, 0.00694561, 0.0072232 ,
       0.00750078, 0.00777836, 0.00805594]), 2145: array([0.00074274, 0.00074283, 0.00074289, 0.00074294, 0.00074297,
       0.00074299, 0.00074301, 0.00074302, 0.00074303, 0.00074303,
       0.00074304, 0.00074304, 0.00074304, 0.00074305, 0.00074305,
       0.00074305, 0.00074305, 0.00074305, 0.00074305, 0.00074305,
       0.00074305, 0.00074305, 0.00074305, 0.00074305, 0.00074305,
       0.00074305, 0.00074305, 0.00074305]), 2150: array([0.0008519 , 0.00091332, 0.00094072, 0.00095294, 0.00095839,
       0.00096083, 0.00096191, 0.0009624 , 0.00096261, 0.00096271,
       0.00096275, 0.00096277, 0.00096278, 0.00096278, 0.00096279,
       0.00096279, 0.00096279, 0.00096279, 0.00096279, 0.00096279,
       0.00096279, 0.00096279, 0.00096279, 0.00096279, 0.00096279,
       0.00096279, 0.00096279, 0.00096279]), 2155: array([0.00895646, 0.00738579, 0.00631738, 0.00559064, 0.00509629,
       0.00476003, 0.00453129, 0.00437571, 0.00426987, 0.00419788,
       0.00414891, 0.0041156 , 0.00409294, 0.00407753, 0.00406705,
       0.00405992, 0.00405507, 0.00405177, 0.00404952, 0.004048  ,
       0.00404696, 0.00404625, 0.00404577, 0.00404544, 0.00404522,
       0.00404507, 0.00404497, 0.0040449 ]), 2160: array([0.02993316, 0.03195645, 0.03397974, 0.03600303, 0.03802631,
       0.0400496 , 0.04207289, 0.04409617, 0.04611946, 0.04814275,
       0.05016604, 0.05218932, 0.05421261, 0.0562359 , 0.05825919,
       0.06028247, 0.06230576, 0.06432905, 0.06635234, 0.06837562,
       0.07039891, 0.0724222 , 0.07444548, 0.07646877, 0.07849206,
       0.08051535, 0.08253863, 0.08456192]), 2165: array([0.00731266, 0.00734996, 0.00738354, 0.00741377, 0.00744099,
       0.00746549, 0.00748754, 0.0075074 , 0.00752527, 0.00754136,
       0.00755585, 0.00756889, 0.00758063, 0.0075912 , 0.00760072,
       0.00760928, 0.00761699, 0.00762394, 0.00763019, 0.00763581,
       0.00764088, 0.00764544, 0.00764954, 0.00765324, 0.00765657,
       0.00765956, 0.00766226, 0.00766468]), 2170: array([0.00109794, 0.00180461, 0.0023899 , 0.00287465, 0.00327613,
       0.00360864, 0.00388404, 0.00411213, 0.00430104, 0.00445751,
       0.00458709, 0.00469442, 0.00478331, 0.00485693, 0.0049179 ,
       0.0049684 , 0.00501023, 0.00504487, 0.00507356, 0.00509732,
       0.005117  , 0.0051333 , 0.0051468 , 0.00515798, 0.00516724,
       0.00517491, 0.00518127, 0.00518653]), 2175: array([0.00751954, 0.00494696, 0.004037  , 0.00371514, 0.0036013 ,
       0.00356103, 0.00354678, 0.00354175, 0.00353996, 0.00353933,
       0.00353911, 0.00353903, 0.003539  , 0.00353899, 0.00353899,
       0.00353899, 0.00353899, 0.00353899, 0.00353899, 0.00353899,
       0.00353899, 0.00353899, 0.00353899, 0.00353899, 0.00353899,
       0.00353899, 0.00353899, 0.00353899]), 2180: array([0.03291737, 0.03057788, 0.02858403, 0.02688476, 0.02543654,
       0.02420229, 0.02315039, 0.0222539 , 0.02148985, 0.0208387 ,
       0.02028374, 0.01981078, 0.01940769, 0.01906416, 0.01877138,
       0.01852185, 0.0183092 , 0.01812796, 0.0179735 , 0.01784185,
       0.01772966, 0.01763404, 0.01755255, 0.0174831 , 0.01742391,
       0.01737347, 0.01733048, 0.01729384]), 2185: array([0.00686145, 0.00800473, 0.009148  , 0.01029128, 0.01143455,
       0.01257783, 0.0137211 , 0.01486438, 0.01600766, 0.01715093,
       0.01829421, 0.01943748, 0.02058076, 0.02172403, 0.02286731,
       0.02401058, 0.02515386, 0.02629714, 0.02744041, 0.02858369,
       0.02972696, 0.03087024, 0.03201351, 0.03315679, 0.03430006,
       0.03544334, 0.03658662, 0.03772989]), 2190: array([0.00329686, 0.00299327, 0.00280139, 0.00268011, 0.00260346,
       0.00255501, 0.00252439, 0.00250503, 0.0024928 , 0.00248507,
       0.00248018, 0.00247709, 0.00247514, 0.00247391, 0.00247313,
       0.00247263, 0.00247232, 0.00247213, 0.002472  , 0.00247192,
       0.00247187, 0.00247184, 0.00247182, 0.00247181, 0.0024718 ,
       0.0024718 , 0.00247179, 0.00247179]), 2195: array([0.00521153, 0.00516296, 0.00513859, 0.00512637, 0.00512024,
       0.00511716, 0.00511562, 0.00511484, 0.00511445, 0.00511426,
       0.00511416, 0.00511411, 0.00511409, 0.00511407, 0.00511407,
       0.00511406, 0.00511406, 0.00511406, 0.00511406, 0.00511406,
       0.00511406, 0.00511406, 0.00511406, 0.00511406, 0.00511406,
       0.00511406, 0.00511406, 0.00511406]), 2200: array([0.02172123, 0.01883742, 0.01700378, 0.01583789, 0.01509657,
       0.01462522, 0.01432551, 0.01413495, 0.01401378, 0.01393674,
       0.01388775, 0.0138566 , 0.0138368 , 0.01382421, 0.0138162 ,
       0.01381111, 0.01380787, 0.01380581, 0.0138045 , 0.01380367,
       0.01380314, 0.01380281, 0.01380259, 0.01380246, 0.01380237,
       0.01380232, 0.01380228, 0.01380226]), 2205: array([0.0080575 , 0.00836368, 0.00859055, 0.00875864, 0.00888319,
       0.00897548, 0.00904386, 0.00909452, 0.00913206, 0.00915988,
       0.00918049, 0.00919576, 0.00920707, 0.00921546, 0.00922167,
       0.00922627, 0.00922968, 0.00923221, 0.00923408, 0.00923547,
       0.0092365 , 0.00923726, 0.00923782, 0.00923824, 0.00923855,
       0.00923878, 0.00923895, 0.00923908]), 2210: array([0.00338382, 0.00319442, 0.00316905, 0.00316566, 0.0031652 ,
       0.00316514, 0.00316513, 0.00316513, 0.00316513, 0.00316513,
       0.00316513, 0.00316513, 0.00316513, 0.00316513, 0.00316513,
       0.00316513, 0.00316513, 0.00316513, 0.00316513, 0.00316513,
       0.00316513, 0.00316513, 0.00316513, 0.00316513, 0.00316513,
       0.00316513, 0.00316513, 0.00316513]), 2215: array([0.0027278 , 0.00273157, 0.00273468, 0.00273724, 0.00273935,
       0.00274108, 0.00274251, 0.00274369, 0.00274466, 0.00274546,
       0.00274612, 0.00274666, 0.00274711, 0.00274748, 0.00274778,
       0.00274803, 0.00274824, 0.0027484 , 0.00274854, 0.00274866,
       0.00274875, 0.00274883, 0.0027489 , 0.00274895, 0.00274899,
       0.00274903, 0.00274906, 0.00274908]), 2220: array([0.04041447, 0.04228565, 0.04415683, 0.04602802, 0.0478992 ,
       0.04977038, 0.05164157, 0.05351275, 0.05538393, 0.05725512,
       0.0591263 , 0.06099748, 0.06286867, 0.06473985, 0.06661103,
       0.06848222, 0.0703534 , 0.07222458, 0.07409577, 0.07596695,
       0.07783813, 0.07970932, 0.0815805 , 0.08345168, 0.08532287,
       0.08719405, 0.08906523, 0.09093642]), 2225: array([0.04185329, 0.04353937, 0.04522544, 0.04691152, 0.04859759,
       0.05028367, 0.05196974, 0.05365582, 0.05534189, 0.05702797,
       0.05871404, 0.06040011, 0.06208619, 0.06377226, 0.06545834,
       0.06714441, 0.06883049, 0.07051656, 0.07220264, 0.07388871,
       0.07557479, 0.07726086, 0.07894694, 0.08063301, 0.08231908,
       0.08400516, 0.08569123, 0.08737731]), 2230: array([0.04716843, 0.04914488, 0.05112134, 0.05309779, 0.05507424,
       0.05705069, 0.05902714, 0.06100359, 0.06298004, 0.06495649,
       0.06693295, 0.0689094 , 0.07088585, 0.0728623 , 0.07483875,
       0.0768152 , 0.07879165, 0.0807681 , 0.08274456, 0.08472101,
       0.08669746, 0.08867391, 0.09065036, 0.09262681, 0.09460326,
       0.09657972, 0.09855617, 0.10053262]), 2235: array([0.03800042, 0.04170955, 0.0452438 , 0.04861142, 0.05182026,
       0.05487781, 0.0577912 , 0.06056723, 0.06321238, 0.06573282,
       0.06813442, 0.07042279, 0.07260327, 0.07468094, 0.07666066,
       0.07854703, 0.08034447, 0.08205716, 0.08368911, 0.0852441 ,
       0.08672579, 0.08813761, 0.08948288, 0.09076471, 0.09198611,
       0.09314992, 0.09425886, 0.09531552]), 2240: array([0.00137855, 0.00156125, 0.00174395, 0.00192666, 0.00210936,
       0.00229206, 0.00247476, 0.00265746, 0.00284016, 0.00302287,
       0.00320557, 0.00338827, 0.00357097, 0.00375367, 0.00393637,
       0.00411907, 0.00430178, 0.00448448, 0.00466718, 0.00484988,
       0.00503258, 0.00521528, 0.00539799, 0.00558069, 0.00576339,
       0.00594609, 0.00612879, 0.00631149]), 2245: array([0.00224782, 0.00228571, 0.00232274, 0.00235894, 0.00239432,
       0.00242891, 0.00246273, 0.00249578, 0.00252809, 0.00255967,
       0.00259054, 0.00262072, 0.00265022, 0.00267905, 0.00270724,
       0.0027348 , 0.00276173, 0.00278806, 0.0028138 , 0.00283895,
       0.00286355, 0.00288759, 0.00291108, 0.00293406, 0.00295651,
       0.00297846, 0.00299991, 0.00302089]), 2250: array([0.01878364, 0.01710774, 0.01596448, 0.01518459, 0.01465256,
       0.01428963, 0.01404205, 0.01387316, 0.01375795, 0.01367935,
       0.01362574, 0.01358916, 0.01356421, 0.01354719, 0.01353558,
       0.01352766, 0.01352225, 0.01351857, 0.01351605, 0.01351434,
       0.01351317, 0.01351237, 0.01351183, 0.01351145, 0.0135112 ,
       0.01351103, 0.01351091, 0.01351083]), 2255: array([0.04617922, 0.04703102, 0.04788282, 0.04873461, 0.04958641,
       0.0504382 , 0.05129   , 0.0521418 , 0.05299359, 0.05384539,
       0.05469718, 0.05554898, 0.05640078, 0.05725257, 0.05810437,
       0.05895616, 0.05980796, 0.06065976, 0.06151155, 0.06236335,
       0.06321514, 0.06406694, 0.06491874, 0.06577053, 0.06662233,
       0.06747412, 0.06832592, 0.06917772]), 2260: array([0.00571821, 0.00592098, 0.0060204 , 0.00606914, 0.00609303,
       0.00610475, 0.00611049, 0.00611331, 0.00611469, 0.00611537,
       0.0061157 , 0.00611586, 0.00611594, 0.00611598, 0.006116  ,
       0.00611601, 0.00611602, 0.00611602, 0.00611602, 0.00611602,
       0.00611602, 0.00611602, 0.00611602, 0.00611602, 0.00611602,
       0.00611602, 0.00611602, 0.00611602]), 2265: array([0.00647887, 0.00648034, 0.00648143, 0.00648224, 0.00648283,
       0.00648327, 0.0064836 , 0.00648384, 0.00648401, 0.00648414,
       0.00648424, 0.00648431, 0.00648437, 0.00648441, 0.00648443,
       0.00648446, 0.00648447, 0.00648448, 0.00648449, 0.0064845 ,
       0.0064845 , 0.00648451, 0.00648451, 0.00648451, 0.00648451,
       0.00648451, 0.00648451, 0.00648451]), 2270: array([0.00356399, 0.00356399, 0.00356399, 0.00356399, 0.00356399,
       0.00356399, 0.00356399, 0.00356399, 0.00356399, 0.00356399,
       0.00356399, 0.00356399, 0.00356399, 0.00356399, 0.00356399,
       0.00356399, 0.00356399, 0.00356399, 0.00356399, 0.00356399,
       0.00356399, 0.00356399, 0.00356399, 0.00356399, 0.00356399,
       0.00356399, 0.00356399, 0.00356399]), 2275: array([0.08906626, 0.09095291, 0.09283955, 0.09472619, 0.09661284,
       0.09849948, 0.10038613, 0.10227277, 0.10415941, 0.10604606,
       0.1079327 , 0.10981935, 0.11170599, 0.11359264, 0.11547928,
       0.11736593, 0.11925257, 0.12113922, 0.12302586, 0.12491251,
       0.12679915, 0.1286858 , 0.13057244, 0.13245909, 0.13434573,
       0.13623238, 0.13811903, 0.14000567]), 2280: array([0.00241246, 0.00388729, 0.00536211, 0.00683694, 0.00831176,
       0.00978658, 0.01126139, 0.01273621, 0.01421103, 0.01568584,
       0.01716065, 0.01863546, 0.02011027, 0.02158508, 0.02305989,
       0.02453469, 0.0260095 , 0.0274843 , 0.0289591 , 0.0304339 ,
       0.0319087 , 0.0333835 , 0.03485829, 0.03633308, 0.03780788,
       0.03928267, 0.04075746, 0.04223225]), 2285: array([0.00318197, 0.00438898, 0.00490919, 0.0051334 , 0.00523003,
       0.00527168, 0.00528963, 0.00529737, 0.0053007 , 0.00530214,
       0.00530276, 0.00530302, 0.00530314, 0.00530319, 0.00530321,
       0.00530322, 0.00530322, 0.00530322, 0.00530322, 0.00530323,
       0.00530323, 0.00530323, 0.00530323, 0.00530323, 0.00530323,
       0.00530323, 0.00530323, 0.00530323]), 2290: array([0.12199896, 0.12451672, 0.12703449, 0.12955225, 0.13207002,
       0.13458778, 0.13710554, 0.13962331, 0.14214107, 0.14465883,
       0.1471766 , 0.14969436, 0.15221212, 0.15472989, 0.15724765,
       0.15976542, 0.16228318, 0.16480094, 0.16731871, 0.16983647,
       0.17235423, 0.174872  , 0.17738976, 0.17990752, 0.18242529,
       0.18494305, 0.18746081, 0.18997858]), 2295: array([0.0072447 , 0.00827444, 0.00930139, 0.01032556, 0.01134695,
       0.01236557, 0.01338143, 0.01439453, 0.0154049 , 0.01641252,
       0.01741741, 0.01841958, 0.01941903, 0.02041577, 0.02140981,
       0.02240115, 0.02338981, 0.02437579, 0.02535909, 0.02633973,
       0.02731772, 0.02829305, 0.02926574, 0.03023579, 0.03120321,
       0.03216801, 0.03313019, 0.03408977]), 2300: array([0.03244246, 0.03304439, 0.03364632, 0.03424824, 0.03485017,
       0.03545209, 0.03605402, 0.03665595, 0.03725787, 0.0378598 ,
       0.03846173, 0.03906365, 0.03966558, 0.04026751, 0.04086943,
       0.04147136, 0.04207329, 0.04267521, 0.04327714, 0.04387907,
       0.04448099, 0.04508292, 0.04568485, 0.04628677, 0.0468887 ,
       0.04749062, 0.04809255, 0.04869448]), 2305: array([0.00345666, 0.00377214, 0.00408762, 0.0044031 , 0.00471858,
       0.00503406, 0.00534954, 0.00566503, 0.00598051, 0.00629599,
       0.00661147, 0.00692695, 0.00724243, 0.00755791, 0.00787339,
       0.00818887, 0.00850435, 0.00881983, 0.00913531, 0.00945079,
       0.00976627, 0.01008175, 0.01039723, 0.01071271, 0.0110282 ,
       0.01134368, 0.01165916, 0.01197464]), 2310: array([0.09742577, 0.09798315, 0.09854053, 0.09909791, 0.09965529,
       0.10021267, 0.10077005, 0.10132743, 0.10188481, 0.10244219,
       0.10299957, 0.10355695, 0.10411433, 0.10467171, 0.10522909,
       0.10578647, 0.10634385, 0.10690123, 0.10745861, 0.10801599,
       0.10857337, 0.10913075, 0.10968812, 0.1102455 , 0.11080288,
       0.11136026, 0.11191764, 0.11247502]), 2315: array([0.00390717, 0.00544218, 0.00683583, 0.00810113, 0.00924991,
       0.01029289, 0.01123982, 0.01209954, 0.01288008, 0.01358874,
       0.01423214, 0.01481629, 0.01534663, 0.01582814, 0.0162653 ,
       0.0166622 , 0.01702255, 0.01734972, 0.01764675, 0.01791643,
       0.01816127, 0.01838356, 0.01858539, 0.01876862, 0.01893498,
       0.01908602, 0.01922315, 0.01934765]), 2320: array([0.00258579, 0.00245887, 0.00233817, 0.00222341, 0.00211427,
       0.00201049, 0.00191181, 0.00181797, 0.00172873, 0.00164388,
       0.00156319, 0.00148646, 0.0014135 , 0.00134412, 0.00127814,
       0.00121541, 0.00115575, 0.00109902, 0.00104507, 0.00099378,
       0.000945  , 0.00089861, 0.0008545 , 0.00081256, 0.00077268,
       0.00073475, 0.00069869, 0.00066439]), 2325: array([0.04544514, 0.04632091, 0.04719667, 0.04807244, 0.0489482 ,
       0.04982397, 0.05069973, 0.0515755 , 0.05245126, 0.05332703,
       0.05420279, 0.05507856, 0.05595432, 0.05683008, 0.05770585,
       0.05858161, 0.05945738, 0.06033314, 0.06120891, 0.06208467,
       0.06296044, 0.0638362 , 0.06471197, 0.06558773, 0.0664635 ,
       0.06733926, 0.06821503, 0.06909079]), 2330: array([0.00068296, 0.00121592, 0.00174889, 0.00228186, 0.00281482,
       0.00334779, 0.00388076, 0.00441372, 0.00494669, 0.00547966,
       0.00601262, 0.00654559, 0.00707856, 0.00761152, 0.00814449,
       0.00867746, 0.00921043, 0.00974339, 0.01027636, 0.01080933,
       0.01134229, 0.01187526, 0.01240823, 0.01294119, 0.01347416,
       0.01400713, 0.01454009, 0.01507306]), 2335: array([0.00097124, 0.00096191, 0.00095413, 0.00094762, 0.00094219,
       0.00093766, 0.00093388, 0.00093071, 0.00092807, 0.00092587,
       0.00092403, 0.00092249, 0.00092121, 0.00092014, 0.00091924,
       0.0009185 , 0.00091787, 0.00091735, 0.00091692, 0.00091655,
       0.00091625, 0.000916  , 0.00091579, 0.00091561, 0.00091546,
       0.00091534, 0.00091524, 0.00091515]), 2340: array([0.00047684, 0.00054829, 0.00059694, 0.00063006, 0.00065262,
       0.00066797, 0.00067843, 0.00068555, 0.00069039, 0.00069369,
       0.00069594, 0.00069747, 0.00069851, 0.00069922, 0.00069971,
       0.00070003, 0.00070026, 0.00070041, 0.00070051, 0.00070058,
       0.00070063, 0.00070067, 0.00070069, 0.0007007 , 0.00070071,
       0.00070072, 0.00070073, 0.00070073]), 2345: array([0.04362093, 0.04424164, 0.04486234, 0.04548305, 0.04610376,
       0.04672447, 0.04734518, 0.04796589, 0.0485866 , 0.04920731,
       0.04982802, 0.05044873, 0.05106944, 0.05169015, 0.05231086,
       0.05293157, 0.05355228, 0.05417299, 0.0547937 , 0.05541441,
       0.05603511, 0.05665582, 0.05727653, 0.05789724, 0.05851795,
       0.05913866, 0.05975937, 0.06038008]), 2350: array([0.00902901, 0.00949105, 0.00995308, 0.01041512, 0.01087715,
       0.01133919, 0.01180123, 0.01226326, 0.0127253 , 0.01318733,
       0.01364937, 0.01411141, 0.01457344, 0.01503548, 0.01549751,
       0.01595955, 0.01642159, 0.01688362, 0.01734566, 0.01780769,
       0.01826973, 0.01873176, 0.0191938 , 0.01965584, 0.02011787,
       0.02057991, 0.02104194, 0.02150398]), 2355: array([0.00130245, 0.00149465, 0.00165309, 0.00178368, 0.00189132,
       0.00198005, 0.00205319, 0.00211347, 0.00216316, 0.00220412,
       0.00223789, 0.00226572, 0.00228865, 0.00230756, 0.00232315,
       0.00233599, 0.00234658, 0.00235531, 0.00236251, 0.00236844,
       0.00237333, 0.00237735, 0.00238068, 0.00238341, 0.00238567,
       0.00238753, 0.00238906, 0.00239033]), 2360: array([0.01593701, 0.01671006, 0.01748311, 0.01825616, 0.01902922,
       0.01980227, 0.02057532, 0.02134837, 0.02212142, 0.02289447,
       0.02366752, 0.02444057, 0.02521362, 0.02598667, 0.02675972,
       0.02753277, 0.02830582, 0.02907887, 0.02985192, 0.03062497,
       0.03139802, 0.03217107, 0.03294412, 0.03371717, 0.03449022,
       0.03526328, 0.03603633, 0.03680938]), 2365: array([0.00304244, 0.0035176 , 0.00366499, 0.00371071, 0.0037249 ,
       0.0037293 , 0.00373066, 0.00373108, 0.00373122, 0.00373126,
       0.00373127, 0.00373127, 0.00373127, 0.00373127, 0.00373127,
       0.00373127, 0.00373127, 0.00373127, 0.00373127, 0.00373127,
       0.00373127, 0.00373127, 0.00373127, 0.00373127, 0.00373127,
       0.00373127, 0.00373127, 0.00373127]), 2370: array([0.00400643, 0.00411962, 0.00423281, 0.004346  , 0.00445919,
       0.00457238, 0.00468558, 0.00479877, 0.00491196, 0.00502515,
       0.00513834, 0.00525153, 0.00536472, 0.00547792, 0.00559111,
       0.0057043 , 0.00581749, 0.00593068, 0.00604387, 0.00615706,
       0.00627026, 0.00638345, 0.00649664, 0.00660983, 0.00672302,
       0.00683621, 0.0069494 , 0.00706259]), 2375: array([0.01096258, 0.01121281, 0.01146303, 0.01171325, 0.01196347,
       0.01221369, 0.01246391, 0.01271413, 0.01296435, 0.01321457,
       0.01346479, 0.01371501, 0.01396523, 0.01421545, 0.01446568,
       0.0147159 , 0.01496612, 0.01521634, 0.01546656, 0.01571678,
       0.015967  , 0.01621722, 0.01646744, 0.01671766, 0.01696788,
       0.0172181 , 0.01746833, 0.01771855]), 2380: array([0.00371598, 0.00456158, 0.00540718, 0.00625278, 0.00709838,
       0.00794398, 0.00878957, 0.00963517, 0.01048077, 0.01132637,
       0.01217197, 0.01301757, 0.01386317, 0.01470877, 0.01555437,
       0.01639997, 0.01724557, 0.01809117, 0.01893677, 0.01978237,
       0.02062797, 0.02147357, 0.02231917, 0.02316477, 0.02401037,
       0.02485597, 0.02570157, 0.02654717]), 2385: array([0.00203358, 0.00203221, 0.00203117, 0.00203038, 0.00202979,
       0.00202933, 0.00202899, 0.00202873, 0.00202853, 0.00202838,
       0.00202827, 0.00202818, 0.00202812, 0.00202807, 0.00202803,
       0.002028  , 0.00202798, 0.00202796, 0.00202795, 0.00202794,
       0.00202794, 0.00202793, 0.00202793, 0.00202792, 0.00202792,
       0.00202792, 0.00202792, 0.00202792]), 2390: array([0.00154902, 0.00154902, 0.00154902, 0.00154902, 0.00154902,
       0.00154902, 0.00154902, 0.00154902, 0.00154902, 0.00154902,
       0.00154902, 0.00154902, 0.00154902, 0.00154902, 0.00154902,
       0.00154902, 0.00154902, 0.00154902, 0.00154902, 0.00154902,
       0.00154902, 0.00154902, 0.00154902, 0.00154902, 0.00154902,
       0.00154902, 0.00154902, 0.00154902]), 2395: array([0.00253602, 0.00294557, 0.00335513, 0.00376468, 0.00417424,
       0.00458379, 0.00499335, 0.0054029 , 0.00581246, 0.00622201,
       0.00663157, 0.00704112, 0.00745068, 0.00786023, 0.00826979,
       0.00867934, 0.00908889, 0.00949845, 0.009908  , 0.01031756,
       0.01072711, 0.01113667, 0.01154622, 0.01195577, 0.01236533,
       0.01277488, 0.01318444, 0.01359399]), 2400: array([0.0008957 , 0.00089758, 0.00089852, 0.00089899, 0.00089922,
       0.00089934, 0.0008994 , 0.00089942, 0.00089944, 0.00089945,
       0.00089945, 0.00089945, 0.00089945, 0.00089945, 0.00089945,
       0.00089945, 0.00089945, 0.00089945, 0.00089945, 0.00089945,
       0.00089945, 0.00089945, 0.00089945, 0.00089945, 0.00089945,
       0.00089945, 0.00089945, 0.00089945]), 2405: array([0.0400413 , 0.04089563, 0.04174997, 0.0426043 , 0.04345864,
       0.04431297, 0.04516731, 0.04602164, 0.04687598, 0.04773031,
       0.04858465, 0.04943898, 0.05029332, 0.05114765, 0.05200199,
       0.05285632, 0.05371066, 0.05456499, 0.05541932, 0.05627366,
       0.05712799, 0.05798233, 0.05883666, 0.059691  , 0.06054533,
       0.06139967, 0.062254  , 0.06310834]), 2410: array([0.0321018 , 0.0342299 , 0.036358  , 0.03848609, 0.04061419,
       0.04274229, 0.04487039, 0.04699848, 0.04912658, 0.05125468,
       0.05338278, 0.05551088, 0.05763897, 0.05976707, 0.06189517,
       0.06402327, 0.06615137, 0.06827946, 0.07040756, 0.07253566,
       0.07466376, 0.07679186, 0.07891995, 0.08104805, 0.08317615,
       0.08530425, 0.08743235, 0.08956044]), 2415: array([0.02278406, 0.02087671, 0.01943319, 0.01834072, 0.01751392,
       0.01688818, 0.01641462, 0.01605622, 0.01578498, 0.0155797 ,
       0.01542434, 0.01530676, 0.01521778, 0.01515043, 0.01509947,
       0.01506089, 0.0150317 , 0.01500961, 0.01499289, 0.01498023,
       0.01497065, 0.01496341, 0.01495792, 0.01495377, 0.01495063,
       0.01494825, 0.01494645, 0.01494509]), 2420: array([0.00552742, 0.00608838, 0.00664915, 0.00720972, 0.00777008,
       0.00833026, 0.00889023, 0.00945001, 0.01000958, 0.01056897,
       0.01112815, 0.01168714, 0.01224593, 0.01280452, 0.01336291,
       0.01392111, 0.01447911, 0.01503691, 0.01559452, 0.01615193,
       0.01670914, 0.01726616, 0.01782298, 0.0183796 , 0.01893603,
       0.01949226, 0.02004829, 0.02060413]), 2425: array([0.00141856, 0.00144302, 0.00146748, 0.00149194, 0.0015164 ,
       0.00154086, 0.00156532, 0.00158978, 0.00161424, 0.0016387 ,
       0.00166316, 0.00168762, 0.00171208, 0.00173654, 0.00176101,
       0.00178547, 0.00180993, 0.00183439, 0.00185885, 0.00188331,
       0.00190777, 0.00193223, 0.00195669, 0.00198115, 0.00200561,
       0.00203007, 0.00205453, 0.00207899]), 2430: array([0.07344487, 0.07548091, 0.07751695, 0.07955299, 0.08158903,
       0.08362507, 0.08566111, 0.08769715, 0.08973319, 0.09176924,
       0.09380528, 0.09584132, 0.09787736, 0.0999134 , 0.10194944,
       0.10398548, 0.10602152, 0.10805756, 0.1100936 , 0.11212964,
       0.11416568, 0.11620172, 0.11823776, 0.1202738 , 0.12230984,
       0.12434588, 0.12638192, 0.12841796]), 2435: array([0.00030431, 0.00050734, 0.00071037, 0.0009134 , 0.00111644,
       0.00131947, 0.0015225 , 0.00172553, 0.00192857, 0.0021316 ,
       0.00233463, 0.00253766, 0.0027407 , 0.00294373, 0.00314676,
       0.00334979, 0.00355283, 0.00375586, 0.00395889, 0.00416192,
       0.00436496, 0.00456799, 0.00477102, 0.00497405, 0.00517709,
       0.00538012, 0.00558315, 0.00578618]), 2440: array([0.00985317, 0.01092858, 0.01200398, 0.01307936, 0.01415474,
       0.01523011, 0.01630547, 0.01738083, 0.01845617, 0.01953151,
       0.02060683, 0.02168215, 0.02275745, 0.02383275, 0.02490804,
       0.02598332, 0.02705859, 0.02813386, 0.02920911, 0.03028435,
       0.03135959, 0.03243482, 0.03351003, 0.03458524, 0.03566044,
       0.03673563, 0.03781082, 0.03888599]), 2445: array([0.00082936, 0.00120499, 0.00145433, 0.00161985, 0.00172973,
       0.00180267, 0.00185108, 0.00188323, 0.00190456, 0.00191872,
       0.00192812, 0.00193437, 0.00193851, 0.00194126, 0.00194308,
       0.0019443 , 0.0019451 , 0.00194563, 0.00194599, 0.00194622,
       0.00194638, 0.00194648, 0.00194655, 0.0019466 , 0.00194663,
       0.00194665, 0.00194666, 0.00194667]), 2450: array([0.00058015, 0.00058052, 0.00058081, 0.00058104, 0.00058122,
       0.00058137, 0.00058148, 0.00058157, 0.00058164, 0.0005817 ,
       0.00058174, 0.00058178, 0.0005818 , 0.00058183, 0.00058184,
       0.00058186, 0.00058187, 0.00058188, 0.00058188, 0.00058189,
       0.00058189, 0.0005819 , 0.0005819 , 0.0005819 , 0.0005819 ,
       0.0005819 , 0.00058191, 0.00058191]), 2455: array([0.00202154, 0.00206576, 0.00210999, 0.00215421, 0.00219843,
       0.00224265, 0.00228687, 0.00233109, 0.00237531, 0.00241953,
       0.00246375, 0.00250797, 0.00255219, 0.00259641, 0.00264063,
       0.00268485, 0.00272907, 0.0027733 , 0.00281752, 0.00286174,
       0.00290596, 0.00295018, 0.0029944 , 0.00303862, 0.00308284,
       0.00312706, 0.00317128, 0.0032155 ]), 2460: array([0.00149513, 0.00151143, 0.00152772, 0.00154401, 0.0015603 ,
       0.00157659, 0.00159288, 0.00160917, 0.00162546, 0.00164175,
       0.00165804, 0.00167434, 0.00169063, 0.00170692, 0.00172321,
       0.0017395 , 0.00175579, 0.00177208, 0.00178837, 0.00180466,
       0.00182095, 0.00183725, 0.00185354, 0.00186983, 0.00188612,
       0.00190241, 0.0019187 , 0.00193499]), 2465: array([0.0080422 , 0.00842094, 0.00879968, 0.00917841, 0.00955715,
       0.00993589, 0.01031463, 0.01069337, 0.01107211, 0.01145085,
       0.01182958, 0.01220832, 0.01258706, 0.0129658 , 0.01334454,
       0.01372328, 0.01410201, 0.01448075, 0.01485949, 0.01523823,
       0.01561697, 0.01599571, 0.01637445, 0.01675318, 0.01713192,
       0.01751066, 0.0178894 , 0.01826814]), 2470: array([0.00272936, 0.00263779, 0.00254929, 0.00246377, 0.00238112,
       0.00230125, 0.00222406, 0.00214947, 0.00207738, 0.00200772,
       0.00194039, 0.00187533, 0.00181246, 0.00175169, 0.00169297,
       0.00163623, 0.00158139, 0.00152839, 0.00147717, 0.00142768,
       0.00137985, 0.00133362, 0.00128895, 0.00124578, 0.00120406,
       0.00116375, 0.00112478, 0.00108713]), 2475: array([0.02608202, 0.02434303, 0.02281842, 0.02148178, 0.02030992,
       0.01928253, 0.0183818 , 0.01759211, 0.01689978, 0.01629281,
       0.01576066, 0.01529412, 0.01488509, 0.01452649, 0.0142121 ,
       0.01393647, 0.01369482, 0.01348296, 0.01329722, 0.01313438,
       0.01299161, 0.01286645, 0.01275671, 0.0126605 , 0.01257616,
       0.01250221, 0.01243738, 0.01238054]), 2480: array([0.01075812, 0.01179137, 0.01282461, 0.01385786, 0.0148911 ,
       0.01592435, 0.0169576 , 0.01799084, 0.01902409, 0.02005734,
       0.02109058, 0.02212383, 0.02315708, 0.02419032, 0.02522357,
       0.02625682, 0.02729006, 0.02832331, 0.02935656, 0.0303898 ,
       0.03142305, 0.0324563 , 0.03348954, 0.03452279, 0.03555604,
       0.03658928, 0.03762253, 0.03865578]), 2485: array([0.00334809, 0.0033468 , 0.00334588, 0.00334523, 0.00334476,
       0.00334442, 0.00334418, 0.00334401, 0.00334389, 0.00334381,
       0.00334375, 0.0033437 , 0.00334367, 0.00334365, 0.00334363,
       0.00334362, 0.00334361, 0.00334361, 0.0033436 , 0.0033436 ,
       0.0033436 , 0.00334359, 0.00334359, 0.00334359, 0.00334359,
       0.00334359, 0.00334359, 0.00334359]), 2490: array([0.03799434, 0.03930684, 0.04061933, 0.04193182, 0.04324432,
       0.04455681, 0.0458693 , 0.0471818 , 0.04849429, 0.04980678,
       0.05111928, 0.05243177, 0.05374426, 0.05505676, 0.05636925,
       0.05768174, 0.05899424, 0.06030673, 0.06161922, 0.06293172,
       0.06424421, 0.0655567 , 0.06686919, 0.06818169, 0.06949418,
       0.07080667, 0.07211917, 0.07343166]), 2495: array([0.00222723, 0.00272478, 0.00322232, 0.00371987, 0.00421742,
       0.00471496, 0.00521251, 0.00571006, 0.00620761, 0.00670515,
       0.0072027 , 0.00770025, 0.00819779, 0.00869534, 0.00919289,
       0.00969043, 0.01018798, 0.01068553, 0.01118307, 0.01168062,
       0.01217817, 0.01267572, 0.01317326, 0.01367081, 0.01416836,
       0.0146659 , 0.01516345, 0.015661  ]), 2500: array([0.01376267, 0.01435869, 0.01495471, 0.01555073, 0.01614675,
       0.01674277, 0.01733879, 0.01793481, 0.01853083, 0.01912686,
       0.01972288, 0.0203189 , 0.02091492, 0.02151094, 0.02210696,
       0.02270298, 0.023299  , 0.02389502, 0.02449104, 0.02508706,
       0.02568308, 0.0262791 , 0.02687512, 0.02747114, 0.02806716,
       0.02866318, 0.02925921, 0.02985523]), 2505: array([0.00566917, 0.00600511, 0.00634105, 0.006677  , 0.00701294,
       0.00734889, 0.00768483, 0.00802078, 0.00835672, 0.00869266,
       0.00902861, 0.00936455, 0.0097005 , 0.01003644, 0.01037239,
       0.01070833, 0.01104428, 0.01138022, 0.01171616, 0.01205211,
       0.01238805, 0.012724  , 0.01305994, 0.01339589, 0.01373183,
       0.01406777, 0.01440372, 0.01473966]), 2510: array([0.02533336, 0.02560084, 0.02586832, 0.0261358 , 0.02640328,
       0.02667076, 0.02693824, 0.02720572, 0.0274732 , 0.02774068,
       0.02800816, 0.02827564, 0.02854312, 0.0288106 , 0.02907808,
       0.02934556, 0.02961304, 0.02988052, 0.030148  , 0.03041548,
       0.03068296, 0.03095044, 0.03121792, 0.0314854 , 0.03175288,
       0.03202036, 0.03228784, 0.03255532]), 2515: array([0.00324648, 0.00345889, 0.0036713 , 0.00388372, 0.00409613,
       0.00430854, 0.00452095, 0.00473336, 0.00494578, 0.00515819,
       0.0053706 , 0.00558301, 0.00579542, 0.00600784, 0.00622025,
       0.00643266, 0.00664507, 0.00685748, 0.0070699 , 0.00728231,
       0.00749472, 0.00770713, 0.00791954, 0.00813196, 0.00834437,
       0.00855678, 0.00876919, 0.0089816 ]), 2520: array([0.00350101, 0.00357616, 0.00365132, 0.00372648, 0.00380163,
       0.00387679, 0.00395195, 0.0040271 , 0.00410226, 0.00417742,
       0.00425257, 0.00432773, 0.00440289, 0.00447804, 0.0045532 ,
       0.00462836, 0.00470351, 0.00477867, 0.00485383, 0.00492898,
       0.00500414, 0.0050793 , 0.00515445, 0.00522961, 0.00530477,
       0.00537992, 0.00545508, 0.00553023]), 2525: array([0.00010263, 0.00017441, 0.00024079, 0.00030218, 0.00035896,
       0.00041146, 0.00046002, 0.00050493, 0.00054646, 0.00058486,
       0.00062038, 0.00065323, 0.00068361, 0.0007117 , 0.00073768,
       0.00076171, 0.00078393, 0.00080448, 0.00082348, 0.00084106,
       0.00085731, 0.00087234, 0.00088625, 0.0008991 , 0.00091099,
       0.00092199, 0.00093215, 0.00094156]), 2530: array([1.45028351e-06, 1.45187699e-06, 1.45347115e-06, 1.45506598e-06,
       1.45666148e-06, 1.45825766e-06, 1.45985450e-06, 1.46145203e-06,
       1.46305022e-06, 1.46464909e-06, 1.46624863e-06, 1.46784885e-06,
       1.46944974e-06, 1.47105131e-06, 1.47265355e-06, 1.47425647e-06,
       1.47586007e-06, 1.47746434e-06, 1.47906928e-06, 1.48067491e-06,
       1.48228121e-06, 1.48388819e-06, 1.48549584e-06, 1.48710418e-06,
       1.48871319e-06, 1.49032288e-06, 1.49193325e-06, 1.49354430e-06]), 2535: array([0.00654092, 0.00623516, 0.00596549, 0.00572766, 0.00551791,
       0.00533293, 0.00516979, 0.0050259 , 0.00489901, 0.0047871 ,
       0.0046884 , 0.00460135, 0.00452458, 0.00445688, 0.00439717,
       0.0043445 , 0.00429806, 0.0042571 , 0.00422097, 0.00418911,
       0.00416102, 0.00413624, 0.00411438, 0.00409511, 0.00407811,
       0.00406312, 0.00404989, 0.00403823]), 2540: array([0.00624886, 0.00645251, 0.00665615, 0.0068598 , 0.00706345,
       0.0072671 , 0.00747074, 0.00767439, 0.00787804, 0.00808169,
       0.00828534, 0.00848898, 0.00869263, 0.00889628, 0.00909993,
       0.00930358, 0.00950722, 0.00971087, 0.00991452, 0.01011817,
       0.01032182, 0.01052546, 0.01072911, 0.01093276, 0.01113641,
       0.01134006, 0.0115437 , 0.01174735]), 2545: array([0.00101836, 0.00167342, 0.00213174, 0.00245241, 0.00267677,
       0.00283374, 0.00294357, 0.00302042, 0.00307418, 0.0031118 ,
       0.00313812, 0.00315653, 0.00316942, 0.00317843, 0.00318474,
       0.00318915, 0.00319224, 0.0031944 , 0.00319591, 0.00319697,
       0.00319771, 0.00319823, 0.00319859, 0.00319884, 0.00319902,
       0.00319914, 0.00319923, 0.00319929]), 2550: array([0.00298251, 0.00304371, 0.00310492, 0.00316613, 0.00322733,
       0.00328854, 0.00334974, 0.00341095, 0.00347216, 0.00353336,
       0.00359457, 0.00365578, 0.00371698, 0.00377819, 0.0038394 ,
       0.0039006 , 0.00396181, 0.00402301, 0.00408422, 0.00414543,
       0.00420663, 0.00426784, 0.00432905, 0.00439025, 0.00445146,
       0.00451267, 0.00457387, 0.00463508]), 2555: array([0.02259284, 0.02009197, 0.01829349, 0.01700012, 0.01607   ,
       0.01540111, 0.01492009, 0.01457416, 0.01432539, 0.01414648,
       0.01401783, 0.0139253 , 0.01385877, 0.01381092, 0.0137765 ,
       0.01375176, 0.01373396, 0.01372116, 0.01371196, 0.01370534,
       0.01370058, 0.01369716, 0.0136947 , 0.01369293, 0.01369165,
       0.01369074, 0.01369008, 0.01368961]), 2560: array([0.00279598, 0.00349569, 0.00400613, 0.0043785 , 0.00465015,
       0.00484832, 0.00499288, 0.00509835, 0.00517528, 0.00523141,
       0.00527235, 0.00530222, 0.00532401, 0.0053399 , 0.0053515 ,
       0.00535996, 0.00536613, 0.00537063, 0.00537391, 0.00537631,
       0.00537806, 0.00537933, 0.00538026, 0.00538094, 0.00538144,
       0.0053818 , 0.00538206, 0.00538225]), 2565: array([0.00208134, 0.0020857 , 0.00208935, 0.00209242, 0.00209499,
       0.00209715, 0.00209896, 0.00210047, 0.00210174, 0.00210281,
       0.0021037 , 0.00210445, 0.00210508, 0.00210561, 0.00210605,
       0.00210642, 0.00210673, 0.00210699, 0.00210721, 0.0021074 ,
       0.00210755, 0.00210768, 0.00210779, 0.00210788, 0.00210795,
       0.00210802, 0.00210807, 0.00210812]), 2570: array([0.00113996, 0.00108834, 0.00103907, 0.00099202, 0.0009471 ,
       0.00090422, 0.00086328, 0.00082419, 0.00078687, 0.00075124,
       0.00071723, 0.00068475, 0.00065375, 0.00062415, 0.00059589,
       0.00056891, 0.00054315, 0.00051855, 0.00049507, 0.00047266,
       0.00045126, 0.00043082, 0.00041132, 0.00039269, 0.00037491,
       0.00035794, 0.00034173, 0.00032626]), 2575: array([0.00677091, 0.00687445, 0.00697192, 0.00706367, 0.00715004,
       0.00723135, 0.00730789, 0.00737994, 0.00744776, 0.00751161,
       0.00757171, 0.00762829, 0.00768155, 0.00773169, 0.00777888,
       0.00782331, 0.00786513, 0.00790451, 0.00794157, 0.00797645,
       0.0080093 , 0.00804021, 0.00806932, 0.00809671, 0.0081225 ,
       0.00814678, 0.00816963, 0.00819115]), 2580: array([0.01864259, 0.01890199, 0.01916139, 0.01942079, 0.01968019,
       0.01993959, 0.02019899, 0.02045839, 0.02071779, 0.02097719,
       0.02123659, 0.02149599, 0.02175539, 0.02201479, 0.02227419,
       0.02253359, 0.02279299, 0.02305239, 0.0233118 , 0.0235712 ,
       0.0238306 , 0.02409   , 0.0243494 , 0.0246088 , 0.0248682 ,
       0.0251276 , 0.025387  , 0.0256464 ]), 2585: array([2.30079767e-05, 2.34750528e-05, 2.39421290e-05, 2.44092051e-05,
       2.48762812e-05, 2.53433574e-05, 2.58104335e-05, 2.62775096e-05,
       2.67445858e-05, 2.72116619e-05, 2.76787381e-05, 2.81458142e-05,
       2.86128903e-05, 2.90799665e-05, 2.95470426e-05, 3.00141187e-05,
       3.04811949e-05, 3.09482710e-05, 3.14153472e-05, 3.18824233e-05,
       3.23494994e-05, 3.28165756e-05, 3.32836517e-05, 3.37507278e-05,
       3.42178040e-05, 3.46848801e-05, 3.51519562e-05, 3.56190324e-05]), 2590: array([0.00021165, 0.00033181, 0.00041476, 0.00047202, 0.00051155,
       0.00053885, 0.00055769, 0.00057069, 0.00057967, 0.00058587,
       0.00059015, 0.00059311, 0.00059515, 0.00059655, 0.00059753,
       0.0005982 , 0.00059866, 0.00059898, 0.0005992 , 0.00059935,
       0.00059946, 0.00059953, 0.00059958, 0.00059962, 0.00059964,
       0.00059966, 0.00059967, 0.00059968]), 2595: array([0.00130624, 0.00112777, 0.00101307, 0.00093935, 0.00089198,
       0.00086153, 0.00084196, 0.00082938, 0.00082129, 0.0008161 ,
       0.00081276, 0.00081061, 0.00080924, 0.00080835, 0.00080778,
       0.00080741, 0.00080718, 0.00080703, 0.00080693, 0.00080687,
       0.00080683, 0.0008068 , 0.00080678, 0.00080677, 0.00080677,
       0.00080676, 0.00080676, 0.00080676]), 2600: array([0.01182128, 0.01191017, 0.01199907, 0.01208796, 0.01217685,
       0.01226575, 0.01235464, 0.01244353, 0.01253243, 0.01262132,
       0.01271021, 0.0127991 , 0.01288799, 0.01297689, 0.01306578,
       0.01315467, 0.01324356, 0.01333245, 0.01342134, 0.01351023,
       0.01359912, 0.01368802, 0.01377691, 0.0138658 , 0.01395469,
       0.01404358, 0.01413247, 0.01422136]), 2605: array([0.00039322, 0.00062824, 0.00080377, 0.00093487, 0.00103279,
       0.00110593, 0.00116055, 0.00120134, 0.00123181, 0.00125457,
       0.00127157, 0.00128426, 0.00129374, 0.00130083, 0.00130611,
       0.00131006, 0.00131302, 0.00131522, 0.00131686, 0.00131809,
       0.00131901, 0.0013197 , 0.00132021, 0.00132059, 0.00132088,
       0.00132109, 0.00132125, 0.00132137]), 2610: array([0.00109399, 0.0011298 , 0.00116561, 0.00120142, 0.00123723,
       0.00127305, 0.00130886, 0.00134467, 0.00138048, 0.00141629,
       0.0014521 , 0.00148791, 0.00152373, 0.00155954, 0.00159535,
       0.00163116, 0.00166697, 0.00170278, 0.0017386 , 0.00177441,
       0.00181022, 0.00184603, 0.00188184, 0.00191765, 0.00195347,
       0.00198928, 0.00202509, 0.0020609 ]), 2615: array([0.01174009, 0.01169054, 0.01164389, 0.01159997, 0.01155863,
       0.01151971, 0.01148308, 0.01144859, 0.01141612, 0.01138555,
       0.01135678, 0.01132969, 0.0113042 , 0.01128019, 0.01125759,
       0.01123632, 0.01121629, 0.01119744, 0.01117969, 0.01116299,
       0.01114726, 0.01113245, 0.01111852, 0.01110539, 0.01109304,
       0.01108141, 0.01107047, 0.01106016]), 2620: array([0.00102468, 0.00139066, 0.0016954 , 0.00194915, 0.00216043,
       0.00233636, 0.00248285, 0.00260483, 0.0027064 , 0.00279097,
       0.00286139, 0.00292002, 0.00296884, 0.0030095 , 0.00304335,
       0.00307154, 0.00309501, 0.00311455, 0.00313082, 0.00314437,
       0.00315565, 0.00316505, 0.00317287, 0.00317938, 0.00318481,
       0.00318932, 0.00319308, 0.00319621]), 2625: array([0.01452974, 0.01595716, 0.01738457, 0.01881199, 0.02023941,
       0.02166682, 0.02309424, 0.02452165, 0.02594907, 0.02737648,
       0.0288039 , 0.03023131, 0.03165873, 0.03308615, 0.03451356,
       0.03594098, 0.03736839, 0.03879581, 0.04022322, 0.04165064,
       0.04307805, 0.04450547, 0.04593288, 0.0473603 , 0.04878772,
       0.05021513, 0.05164255, 0.05306996]), 2630: array([0.00163131, 0.00191627, 0.00218772, 0.0024463 , 0.00269263,
       0.00292729, 0.00315083, 0.00336377, 0.00356663, 0.00375987,
       0.00394395, 0.00411931, 0.00428635, 0.00444549, 0.00459708,
       0.00474148, 0.00487905, 0.00501009, 0.00513492, 0.00525384,
       0.00536712, 0.00547504, 0.00557784, 0.00567577, 0.00576905,
       0.00585792, 0.00594257, 0.00602322]), 2635: array([0.01195296, 0.01234118, 0.0127294 , 0.01311762, 0.01350584,
       0.01389406, 0.01428227, 0.01467049, 0.01505871, 0.01544693,
       0.01583515, 0.01622337, 0.01661158, 0.0169998 , 0.01738802,
       0.01777624, 0.01816446, 0.01855268, 0.01894089, 0.01932911,
       0.01971733, 0.02010555, 0.02049377, 0.02088199, 0.02127021,
       0.02165842, 0.02204664, 0.02243486]), 2640: array([0.01636357, 0.01654709, 0.01673062, 0.01691415, 0.01709767,
       0.0172812 , 0.01746473, 0.01764825, 0.01783178, 0.0180153 ,
       0.01819883, 0.01838236, 0.01856588, 0.01874941, 0.01893293,
       0.01911646, 0.01929998, 0.01948351, 0.01966704, 0.01985056,
       0.02003409, 0.02021761, 0.02040114, 0.02058466, 0.02076819,
       0.02095171, 0.02113524, 0.02131876]), 2645: array([1.33914469e-06, 1.94119327e-06, 2.52748246e-06, 3.09842478e-06,
       3.65442197e-06, 4.19586523e-06, 4.72313552e-06, 5.23660384e-06,
       5.73663148e-06, 6.22357026e-06, 6.69776280e-06, 7.15954274e-06,
       7.60923502e-06, 8.04715602e-06, 8.47361389e-06, 8.88890868e-06,
       9.29333261e-06, 9.68717022e-06, 1.00706986e-05, 1.04441877e-05,
       1.08079002e-05, 1.11620921e-05, 1.15070126e-05, 1.18429043e-05,
       1.21700037e-05, 1.24885408e-05, 1.27987397e-05, 1.31008189e-05]), 2650: array([0.0001588 , 0.00015024, 0.00014596, 0.00014382, 0.00014275,
       0.00014221, 0.00014195, 0.00014181, 0.00014175, 0.00014171,
       0.0001417 , 0.00014169, 0.00014168, 0.00014168, 0.00014168,
       0.00014168, 0.00014168, 0.00014168, 0.00014168, 0.00014168,
       0.00014168, 0.00014168, 0.00014168, 0.00014168, 0.00014168,
       0.00014168, 0.00014168, 0.00014168]), 2655: array([1.76434099e-05, 3.38913499e-05, 5.01392899e-05, 6.63872299e-05,
       8.26351699e-05, 9.88831099e-05, 1.15131050e-04, 1.31378990e-04,
       1.47626930e-04, 1.63874870e-04, 1.80122810e-04, 1.96370750e-04,
       2.12618690e-04, 2.28866630e-04, 2.45114570e-04, 2.61362510e-04,
       2.77610450e-04, 2.93858390e-04, 3.10106330e-04, 3.26354270e-04,
       3.42602210e-04, 3.58850150e-04, 3.75098090e-04, 3.91346030e-04,
       4.07593970e-04, 4.23841910e-04, 4.40089850e-04, 4.56337790e-04]), 2660: array([0.00187486, 0.00187675, 0.00187856, 0.00188028, 0.00188192,
       0.00188349, 0.00188498, 0.0018864 , 0.00188776, 0.00188905,
       0.00189029, 0.00189146, 0.00189258, 0.00189365, 0.00189467,
       0.00189565, 0.00189657, 0.00189746, 0.0018983 , 0.00189911,
       0.00189987, 0.0019006 , 0.0019013 , 0.00190197, 0.0019026 ,
       0.00190321, 0.00190378, 0.00190433]), 2665: array([0.00030465, 0.00034433, 0.00038401, 0.00042369, 0.00046338,
       0.00050306, 0.00054274, 0.00058242, 0.00062211, 0.00066179,
       0.00070147, 0.00074115, 0.00078084, 0.00082052, 0.0008602 ,
       0.00089988, 0.00093957, 0.00097925, 0.00101893, 0.00105861,
       0.0010983 , 0.00113798, 0.00117766, 0.00121734, 0.00125703,
       0.00129671, 0.00133639, 0.00137607]), 2670: array([7.87474481e-05, 7.86191911e-05, 7.85294109e-05, 7.84665647e-05,
       7.84225722e-05, 7.83917774e-05, 7.83702209e-05, 7.83551314e-05,
       7.83445687e-05, 7.83371748e-05, 7.83319991e-05, 7.83283760e-05,
       7.83258399e-05, 7.83240646e-05, 7.83228219e-05, 7.83219520e-05,
       7.83213431e-05, 7.83209168e-05, 7.83206184e-05, 7.83204096e-05,
       7.83202634e-05, 7.83201610e-05, 7.83200894e-05, 7.83200392e-05,
       7.83200041e-05, 7.83199796e-05, 7.83199624e-05, 7.83199503e-05]), 2675: array([0.00143223, 0.00117305, 0.00099365, 0.00086948, 0.00078352,
       0.00072402, 0.00068284, 0.00065433, 0.0006346 , 0.00062094,
       0.00061149, 0.00060494, 0.00060041, 0.00059728, 0.00059511,
       0.00059361, 0.00059257, 0.00059185, 0.00059135, 0.000591  ,
       0.00059076, 0.0005906 , 0.00059048, 0.00059041, 0.00059035,
       0.00059031, 0.00059029, 0.00059027]), 2680: array([5.65175274e-05, 9.21141656e-05, 1.27710802e-04, 1.63307437e-04,
       1.98904071e-04, 2.34500703e-04, 2.70097333e-04, 3.05693961e-04,
       3.41290588e-04, 3.76887214e-04, 4.12483838e-04, 4.48080460e-04,
       4.83677081e-04, 5.19273700e-04, 5.54870317e-04, 5.90466933e-04,
       6.26063547e-04, 6.61660160e-04, 6.97256771e-04, 7.32853380e-04,
       7.68449988e-04, 8.04046594e-04, 8.39643198e-04, 8.75239801e-04,
       9.10836403e-04, 9.46433002e-04, 9.82029601e-04, 1.01762620e-03]), 2685: array([0.0005198 , 0.00038013, 0.00031029, 0.00027537, 0.00025791,
       0.00024918, 0.00024481, 0.00024263, 0.00024154, 0.00024099,
       0.00024072, 0.00024059, 0.00024052, 0.00024048, 0.00024047,
       0.00024046, 0.00024045, 0.00024045, 0.00024045, 0.00024045,
       0.00024045, 0.00024045, 0.00024045, 0.00024045, 0.00024045,
       0.00024045, 0.00024045, 0.00024045]), 2690: array([0.00053418, 0.00047403, 0.00044118, 0.00042324, 0.00041344,
       0.00040809, 0.00040517, 0.00040357, 0.0004027 , 0.00040223,
       0.00040197, 0.00040182, 0.00040175, 0.0004017 , 0.00040168,
       0.00040167, 0.00040166, 0.00040166, 0.00040166, 0.00040166,
       0.00040165, 0.00040165, 0.00040165, 0.00040165, 0.00040165,
       0.00040165, 0.00040165, 0.00040165]), 2695: array([0.00487605, 0.00517041, 0.00546477, 0.00575913, 0.00605349,
       0.00634785, 0.00664221, 0.00693658, 0.00723094, 0.0075253 ,
       0.00781966, 0.00811402, 0.00840838, 0.00870274, 0.0089971 ,
       0.00929146, 0.00958582, 0.00988018, 0.01017454, 0.0104689 ,
       0.01076326, 0.01105762, 0.01135198, 0.01164634, 0.0119407 ,
       0.01223506, 0.01252942, 0.01282378]), 2700: array([0.00044996, 0.00051861, 0.00058726, 0.00065591, 0.00072456,
       0.00079321, 0.00086186, 0.00093051, 0.00099916, 0.00106781,
       0.00113646, 0.00120511, 0.00127376, 0.00134241, 0.00141106,
       0.0014797 , 0.00154835, 0.001617  , 0.00168565, 0.0017543 ,
       0.00182295, 0.0018916 , 0.00196025, 0.0020289 , 0.00209755,
       0.0021662 , 0.00223485, 0.0023035 ]), 2705: array([0.00013437, 0.00014991, 0.00016333, 0.00017493, 0.00018496,
       0.00019363, 0.00020112, 0.0002076 , 0.00021319, 0.00021803,
       0.00022221, 0.00022583, 0.00022895, 0.00023165, 0.00023398,
       0.000236  , 0.00023774, 0.00023925, 0.00024055, 0.00024168,
       0.00024265, 0.00024349, 0.00024422, 0.00024484, 0.00024539,
       0.00024586, 0.00024626, 0.00024661]), 2710: array([0.00068507, 0.00071934, 0.00075361, 0.00078788, 0.00082215,
       0.00085642, 0.00089069, 0.00092496, 0.00095923, 0.0009935 ,
       0.00102777, 0.00106204, 0.00109631, 0.00113058, 0.00116485,
       0.00119912, 0.00123339, 0.00126766, 0.00130193, 0.0013362 ,
       0.00137047, 0.00140474, 0.00143901, 0.00147328, 0.00150755,
       0.00154182, 0.00157609, 0.00161036]), 2715: array([0.00018569, 0.00022777, 0.00025532, 0.00027335, 0.00028516,
       0.00029289, 0.00029795, 0.00030126, 0.00030343, 0.00030484,
       0.00030577, 0.00030638, 0.00030678, 0.00030704, 0.00030721,
       0.00030732, 0.0003074 , 0.00030744, 0.00030747, 0.0003075 ,
       0.00030751, 0.00030752, 0.00030752, 0.00030753, 0.00030753,
       0.00030753, 0.00030753, 0.00030753]), 2720: array([0.00016051, 0.00016604, 0.00016992, 0.00017263, 0.00017453,
       0.00017586, 0.00017679, 0.00017744, 0.0001779 , 0.00017822,
       0.00017844, 0.0001786 , 0.00017871, 0.00017878, 0.00017884,
       0.00017887, 0.0001789 , 0.00017892, 0.00017893, 0.00017894,
       0.00017895, 0.00017895, 0.00017895, 0.00017896, 0.00017896,
       0.00017896, 0.00017896, 0.00017896]), 2725: array([3.80063553e-05, 3.78207478e-05, 3.77279440e-05, 3.76815421e-05,
       3.76583411e-05, 3.76467406e-05, 3.76409404e-05, 3.76380402e-05,
       3.76365902e-05, 3.76358651e-05, 3.76355026e-05, 3.76353214e-05,
       3.76352307e-05, 3.76351854e-05, 3.76351628e-05, 3.76351514e-05,
       3.76351458e-05, 3.76351429e-05, 3.76351415e-05, 3.76351408e-05,
       3.76351405e-05, 3.76351403e-05, 3.76351402e-05, 3.76351401e-05,
       3.76351401e-05, 3.76351401e-05, 3.76351401e-05, 3.76351401e-05]), 2730: array([6.92333549e-05, 6.68249087e-05, 6.56206890e-05, 6.50185809e-05,
       6.47175276e-05, 6.45670015e-05, 6.44917386e-05, 6.44541072e-05,
       6.44352916e-05, 6.44258838e-05, 6.44211800e-05, 6.44188280e-05,
       6.44176521e-05, 6.44170641e-05, 6.44167701e-05, 6.44166231e-05,
       6.44165496e-05, 6.44165129e-05, 6.44164945e-05, 6.44164853e-05,
       6.44164807e-05, 6.44164784e-05, 6.44164773e-05, 6.44164767e-05,
       6.44164764e-05, 6.44164763e-05, 6.44164762e-05, 6.44164762e-05]), 2735: array([1.49826883e-05, 2.65006957e-05, 3.53611415e-05, 4.21772076e-05,
       4.74205957e-05, 5.14541715e-05, 5.45570762e-05, 5.69440445e-05,
       5.87802652e-05, 6.01928128e-05, 6.12794419e-05, 6.21153519e-05,
       6.27583915e-05, 6.32530619e-05, 6.36335966e-05, 6.39263301e-05,
       6.41515208e-05, 6.43247531e-05, 6.44580153e-05, 6.45605298e-05,
       6.46393910e-05, 6.47000565e-05, 6.47467246e-05, 6.47826249e-05,
       6.48102419e-05, 6.48314868e-05, 6.48478298e-05, 6.48604020e-05]), 2740: array([0.00062238, 0.00058648, 0.00055656, 0.00053163, 0.00051085,
       0.00049352, 0.00047909, 0.00046705, 0.00045702, 0.00044866,
       0.0004417 , 0.00043589, 0.00043105, 0.00042702, 0.00042365,
       0.00042085, 0.00041852, 0.00041657, 0.00041495, 0.00041359,
       0.00041247, 0.00041153, 0.00041074, 0.00041009, 0.00040955,
       0.00040909, 0.00040872, 0.0004084 ]), 2745: array([0.00027089, 0.00025517, 0.00024456, 0.00023742, 0.0002326 ,
       0.00022935, 0.00022716, 0.00022568, 0.00022469, 0.00022401,
       0.00022356, 0.00022326, 0.00022305, 0.00022291, 0.00022282,
       0.00022275, 0.00022271, 0.00022268, 0.00022266, 0.00022265,
       0.00022264, 0.00022264, 0.00022263, 0.00022263, 0.00022263,
       0.00022263, 0.00022263, 0.00022262]), 2750: array([0.00411439, 0.00430747, 0.00450055, 0.00469363, 0.00488671,
       0.00507979, 0.00527287, 0.00546595, 0.00565903, 0.00585211,
       0.00604519, 0.00623827, 0.00643135, 0.00662443, 0.00681751,
       0.00701059, 0.00720367, 0.00739675, 0.00758983, 0.00778291,
       0.00797599, 0.00816907, 0.00836215, 0.00855523, 0.00874831,
       0.00894139, 0.00913447, 0.00932755]), 2755: array([8.03749966e-05, 9.93828326e-05, 1.10936211e-04, 1.17958607e-04,
       1.22226973e-04, 1.24821379e-04, 1.26398315e-04, 1.27356812e-04,
       1.27939407e-04, 1.28293521e-04, 1.28508760e-04, 1.28639586e-04,
       1.28719105e-04, 1.28767439e-04, 1.28796817e-04, 1.28814674e-04,
       1.28825528e-04, 1.28832125e-04, 1.28836134e-04, 1.28838572e-04,
       1.28840053e-04, 1.28840954e-04, 1.28841501e-04, 1.28841834e-04,
       1.28842036e-04, 1.28842159e-04, 1.28842233e-04, 1.28842279e-04]), 2760: array([6.54344025e-05, 6.55277469e-05, 6.55744191e-05, 6.55977552e-05,
       6.56094233e-05, 6.56152573e-05, 6.56181743e-05, 6.56196328e-05,
       6.56203620e-05, 6.56207267e-05, 6.56209090e-05, 6.56210001e-05,
       6.56210457e-05, 6.56210685e-05, 6.56210799e-05, 6.56210856e-05,
       6.56210885e-05, 6.56210899e-05, 6.56210906e-05, 6.56210909e-05,
       6.56210911e-05, 6.56210912e-05, 6.56210913e-05, 6.56210913e-05,
       6.56210913e-05, 6.56210913e-05, 6.56210913e-05, 6.56210913e-05]), 2765: array([1.00471375e-04, 9.97348640e-05, 9.93666072e-05, 9.91824783e-05,
       9.90904135e-05, 9.90443810e-05, 9.90213647e-05, 9.90098565e-05,
       9.90041023e-05, 9.90012253e-05, 9.89997867e-05, 9.89990675e-05,
       9.89987078e-05, 9.89985280e-05, 9.89984381e-05, 9.89983931e-05,
       9.89983707e-05, 9.89983594e-05, 9.89983538e-05, 9.89983510e-05,
       9.89983496e-05, 9.89983489e-05, 9.89983485e-05, 9.89983484e-05,
       9.89983483e-05, 9.89983482e-05, 9.89983482e-05, 9.89983482e-05]), 2770: array([0.00022017, 0.0002246 , 0.00022904, 0.00023347, 0.0002379 ,
       0.00024233, 0.00024676, 0.00025119, 0.00025562, 0.00026005,
       0.00026448, 0.00026891, 0.00027334, 0.00027777, 0.0002822 ,
       0.00028663, 0.00029106, 0.0002955 , 0.00029993, 0.00030436,
       0.00030879, 0.00031322, 0.00031765, 0.00032208, 0.00032651,
       0.00033094, 0.00033537, 0.0003398 ]), 2775: array([1.25358506e-04, 1.21136260e-04, 1.17056225e-04, 1.13113612e-04,
       1.09303791e-04, 1.05622290e-04, 1.02064787e-04, 9.86271054e-05,
       9.53052100e-05, 9.20952006e-05, 8.89933088e-05, 8.59958930e-05,
       8.30994343e-05, 8.03005323e-05, 7.75959012e-05, 7.49823658e-05,
       7.24568580e-05, 7.00164127e-05, 6.76581650e-05, 6.53793463e-05,
       6.31772814e-05, 6.10493851e-05, 5.89931593e-05, 5.70061900e-05,
       5.50861446e-05, 5.32307689e-05, 5.14378849e-05, 4.97053877e-05]), 2780: array([0.01644301, 0.01653718, 0.01663136, 0.01672553, 0.0168197 ,
       0.01691388, 0.01700805, 0.01710223, 0.0171964 , 0.01729057,
       0.01738475, 0.01747892, 0.01757309, 0.01766727, 0.01776144,
       0.01785561, 0.01794979, 0.01804396, 0.01813813, 0.01823231,
       0.01832648, 0.01842066, 0.01851483, 0.018609  , 0.01870318,
       0.01879735, 0.01889152, 0.0189857 ]), 2785: array([0.0069739 , 0.00698112, 0.00698475, 0.00698657, 0.00698748,
       0.00698794, 0.00698817, 0.00698828, 0.00698834, 0.00698837,
       0.00698838, 0.00698839, 0.00698839, 0.00698839, 0.0069884 ,
       0.0069884 , 0.0069884 , 0.0069884 , 0.0069884 , 0.0069884 ,
       0.0069884 , 0.0069884 , 0.0069884 , 0.0069884 , 0.0069884 ,
       0.0069884 , 0.0069884 , 0.0069884 ]), 2790: array([0.0002084 , 0.00022199, 0.00023559, 0.00024919, 0.00026279,
       0.00027638, 0.00028998, 0.00030358, 0.00031718, 0.00033078,
       0.00034437, 0.00035797, 0.00037157, 0.00038517, 0.00039876,
       0.00041236, 0.00042596, 0.00043956, 0.00045316, 0.00046675,
       0.00048035, 0.00049395, 0.00050755, 0.00052114, 0.00053474,
       0.00054834, 0.00056194, 0.00057554]), 2795: array([0.0001582 , 0.0001607 , 0.00016321, 0.00016571, 0.00016821,
       0.00017072, 0.00017322, 0.00017573, 0.00017823, 0.00018073,
       0.00018324, 0.00018574, 0.00018824, 0.00019075, 0.00019325,
       0.00019576, 0.00019826, 0.00020076, 0.00020327, 0.00020577,
       0.00020828, 0.00021078, 0.00021328, 0.00021579, 0.00021829,
       0.0002208 , 0.0002233 , 0.0002258 ]), 2800: array([0.0004286 , 0.00038214, 0.00034969, 0.00032702, 0.00031119,
       0.00030012, 0.00029239, 0.000287  , 0.00028322, 0.00028059,
       0.00027875, 0.00027746, 0.00027656, 0.00027594, 0.0002755 ,
       0.00027519, 0.00027498, 0.00027483, 0.00027473, 0.00027465,
       0.0002746 , 0.00027457, 0.00027454, 0.00027452, 0.00027451,
       0.0002745 , 0.0002745 , 0.00027449]), 2805: array([0.00040579, 0.00041575, 0.00042571, 0.00043567, 0.00044564,
       0.0004556 , 0.00046556, 0.00047552, 0.00048548, 0.00049544,
       0.0005054 , 0.00051536, 0.00052532, 0.00053528, 0.00054524,
       0.0005552 , 0.00056516, 0.00057512, 0.00058508, 0.00059504,
       0.000605  , 0.00061496, 0.00062492, 0.00063488, 0.00064484,
       0.0006548 , 0.00066476, 0.00067472]), 2810: array([0.0007228 , 0.00073627, 0.00074973, 0.00076319, 0.00077666,
       0.00079012, 0.00080358, 0.00081705, 0.00083051, 0.00084397,
       0.00085744, 0.0008709 , 0.00088436, 0.00089783, 0.00091129,
       0.00092475, 0.00093821, 0.00095168, 0.00096514, 0.0009786 ,
       0.00099207, 0.00100553, 0.00101899, 0.00103246, 0.00104592,
       0.00105938, 0.00107285, 0.00108631]), 2815: array([0.00093122, 0.0009424 , 0.00095359, 0.00096478, 0.00097597,
       0.00098715, 0.00099834, 0.00100953, 0.00102071, 0.0010319 ,
       0.00104309, 0.00105427, 0.00106546, 0.00107665, 0.00108783,
       0.00109902, 0.00111021, 0.0011214 , 0.00113258, 0.00114377,
       0.00115496, 0.00116614, 0.00117733, 0.00118852, 0.0011997 ,
       0.00121089, 0.00122208, 0.00123326]), 2820: array([0.01108765, 0.01160346, 0.01211927, 0.01263508, 0.0131509 ,
       0.01366671, 0.01418252, 0.01469833, 0.01521414, 0.01572996,
       0.01624577, 0.01676158, 0.01727739, 0.01779321, 0.01830902,
       0.01882483, 0.01934064, 0.01985645, 0.02037227, 0.02088808,
       0.02140389, 0.0219197 , 0.02243551, 0.02295133, 0.02346714,
       0.02398295, 0.02449876, 0.02501458]), 2825: array([0.00974197, 0.00990618, 0.01007039, 0.0102346 , 0.01039881,
       0.01056302, 0.01072723, 0.01089144, 0.01105565, 0.01121986,
       0.01138407, 0.01154828, 0.01171249, 0.0118767 , 0.01204091,
       0.01220512, 0.01236933, 0.01253354, 0.01269775, 0.01286196,
       0.01302617, 0.01319038, 0.01335459, 0.0135188 , 0.01368301,
       0.01384722, 0.01401143, 0.01417564]), 2830: array([0.03705574, 0.03967897, 0.04230219, 0.04492542, 0.04754865,
       0.05017188, 0.0527951 , 0.05541833, 0.05804156, 0.06066478,
       0.06328801, 0.06591124, 0.06853447, 0.07115769, 0.07378092,
       0.07640415, 0.07902737, 0.0816506 , 0.08427383, 0.08689706,
       0.08952028, 0.09214351, 0.09476674, 0.09738996, 0.10001319,
       0.10263642, 0.10525965, 0.10788287]), 2835: array([0.0001322 , 0.00022223, 0.00031227, 0.0004023 , 0.00049234,
       0.00058237, 0.00067241, 0.00076244, 0.00085248, 0.00094251,
       0.00103255, 0.00112258, 0.00121262, 0.00130265, 0.00139269,
       0.00148272, 0.00157276, 0.00166279, 0.00175283, 0.00184286,
       0.0019329 , 0.00202293, 0.00211297, 0.002203  , 0.00229304,
       0.00238307, 0.00247311, 0.00256314]), 2840: array([0.00795354, 0.00801862, 0.00808369, 0.00814877, 0.00821385,
       0.00827893, 0.00834401, 0.00840908, 0.00847416, 0.00853924,
       0.00860432, 0.00866939, 0.00873447, 0.00879955, 0.00886463,
       0.0089297 , 0.00899478, 0.00905986, 0.00912494, 0.00919002,
       0.00925509, 0.00932017, 0.00938525, 0.00945033, 0.0095154 ,
       0.00958048, 0.00964556, 0.00971064]), 2845: array([0.04174658, 0.04244116, 0.04313574, 0.04383032, 0.0445249 ,
       0.04521948, 0.04591406, 0.04660864, 0.04730321, 0.04799779,
       0.04869237, 0.04938695, 0.05008153, 0.05077611, 0.05147069,
       0.05216527, 0.05285985, 0.05355443, 0.05424901, 0.05494359,
       0.05563817, 0.05633275, 0.05702734, 0.05772192, 0.0584165 ,
       0.05911108, 0.05980566, 0.06050024]), 2850: array([0.01955728, 0.01896293, 0.01842918, 0.01794984, 0.01751937,
       0.01713278, 0.01678561, 0.01647384, 0.01619384, 0.0159424 ,
       0.01571659, 0.0155138 , 0.01533168, 0.01516814, 0.01502126,
       0.01488936, 0.01477091, 0.01466453, 0.014569  , 0.01448321,
       0.01440616, 0.01433697, 0.01427484, 0.01421903, 0.01416892,
       0.01412392, 0.0140835 , 0.01404721]), 2855: array([0.00032804, 0.00038597, 0.00044391, 0.00050185, 0.00055978,
       0.00061772, 0.00067566, 0.00073359, 0.00079153, 0.00084947,
       0.0009074 , 0.00096534, 0.00102328, 0.00108121, 0.00113915,
       0.00119709, 0.00125503, 0.00131296, 0.0013709 , 0.00142884,
       0.00148677, 0.00154471, 0.00160265, 0.00166058, 0.00171852,
       0.00177646, 0.00183439, 0.00189233]), 2860: array([0.00019439, 0.00019438, 0.00019438, 0.00019437, 0.00019437,
       0.00019437, 0.00019436, 0.00019436, 0.00019436, 0.00019436,
       0.00019435, 0.00019435, 0.00019435, 0.00019435, 0.00019435,
       0.00019435, 0.00019435, 0.00019434, 0.00019434, 0.00019434,
       0.00019434, 0.00019434, 0.00019434, 0.00019434, 0.00019434,
       0.00019434, 0.00019434, 0.00019434]), 2865: array([9.94732810e-05, 9.94967000e-05, 9.95084092e-05, 9.95142637e-05,
       9.95171909e-05, 9.95186544e-05, 9.95193861e-05, 9.95197520e-05,
       9.95199349e-05, 9.95200264e-05, 9.95200721e-05, 9.95200950e-05,
       9.95201064e-05, 9.95201122e-05, 9.95201150e-05, 9.95201164e-05,
       9.95201172e-05, 9.95201175e-05, 9.95201177e-05, 9.95201178e-05,
       9.95201178e-05, 9.95201178e-05, 9.95201179e-05, 9.95201179e-05,
       9.95201179e-05, 9.95201179e-05, 9.95201179e-05, 9.95201179e-05]), 2870: array([0.00016314, 0.00016714, 0.00017115, 0.00017515, 0.00017916,
       0.00018316, 0.00018717, 0.00019118, 0.00019518, 0.00019919,
       0.00020319, 0.0002072 , 0.0002112 , 0.00021521, 0.00021922,
       0.00022322, 0.00022723, 0.00023123, 0.00023524, 0.00023924,
       0.00024325, 0.00024725, 0.00025126, 0.00025527, 0.00025927,
       0.00026328, 0.00026728, 0.00027129]), 2875: array([0.00020198, 0.00019893, 0.00019741, 0.00019664, 0.00019626,
       0.00019607, 0.00019598, 0.00019593, 0.00019591, 0.00019589,
       0.00019589, 0.00019588, 0.00019588, 0.00019588, 0.00019588,
       0.00019588, 0.00019588, 0.00019588, 0.00019588, 0.00019588,
       0.00019588, 0.00019588, 0.00019588, 0.00019588, 0.00019588,
       0.00019588, 0.00019588, 0.00019588]), 2880: array([0.00015671, 0.00018209, 0.00018643, 0.00018717, 0.0001873 ,
       0.00018732, 0.00018733, 0.00018733, 0.00018733, 0.00018733,
       0.00018733, 0.00018733, 0.00018733, 0.00018733, 0.00018733,
       0.00018733, 0.00018733, 0.00018733, 0.00018733, 0.00018733,
       0.00018733, 0.00018733, 0.00018733, 0.00018733, 0.00018733,
       0.00018733, 0.00018733, 0.00018733]), 2885: array([0.00185953, 0.00166982, 0.0015241 , 0.00141217, 0.0013262 ,
       0.00126016, 0.00120944, 0.00117048, 0.00114055, 0.00111757,
       0.00109991, 0.00108635, 0.00107593, 0.00106793, 0.00106179,
       0.00105707, 0.00105344, 0.00105065, 0.00104851, 0.00104687,
       0.00104561, 0.00104464, 0.0010439 , 0.00104332, 0.00104288,
       0.00104255, 0.00104229, 0.00104209]), 2890: array([0.00024603, 0.00028905, 0.00033205, 0.00037506, 0.00041806,
       0.00046106, 0.00050406, 0.00054705, 0.00059004, 0.00063303,
       0.00067602, 0.000719  , 0.00076198, 0.00080496, 0.00084793,
       0.0008909 , 0.00093387, 0.00097684, 0.0010198 , 0.00106276,
       0.00110572, 0.00114868, 0.00119163, 0.00123458, 0.00127752,
       0.00132047, 0.00136341, 0.00140634]), 2895: array([0.00010728, 0.00011483, 0.00011861, 0.0001205 , 0.00012144,
       0.00012191, 0.00012215, 0.00012227, 0.00012233, 0.00012236,
       0.00012237, 0.00012238, 0.00012238, 0.00012238, 0.00012238,
       0.00012238, 0.00012239, 0.00012239, 0.00012239, 0.00012239,
       0.00012239, 0.00012239, 0.00012239, 0.00012239, 0.00012239,
       0.00012239, 0.00012239, 0.00012239]), 2900: array([5.09093843e-05, 4.19791440e-05, 3.74084400e-05, 3.50690477e-05,
       3.38716925e-05, 3.32588584e-05, 3.29451956e-05, 3.27846558e-05,
       3.27024878e-05, 3.26604323e-05, 3.26389073e-05, 3.26278903e-05,
       3.26222516e-05, 3.26193655e-05, 3.26178884e-05, 3.26171323e-05,
       3.26167454e-05, 3.26165473e-05, 3.26164460e-05, 3.26163941e-05,
       3.26163675e-05, 3.26163539e-05, 3.26163470e-05, 3.26163434e-05,
       3.26163416e-05, 3.26163407e-05, 3.26163402e-05, 3.26163399e-05]), 2905: array([0.00021898, 0.00023556, 0.00025215, 0.00026873, 0.00028532,
       0.0003019 , 0.00031848, 0.00033507, 0.00035165, 0.00036824,
       0.00038482, 0.00040141, 0.00041799, 0.00043458, 0.00045116,
       0.00046775, 0.00048433, 0.00050092, 0.0005175 , 0.00053409,
       0.00055067, 0.00056726, 0.00058384, 0.00060043, 0.00061701,
       0.00063359, 0.00065018, 0.00066676]), 2910: array([2.44984297e-05, 4.03919633e-05, 5.27891799e-05, 6.24592120e-05,
       7.00019955e-05, 7.58854902e-05, 8.04747125e-05, 8.40543811e-05,
       8.68465812e-05, 8.90245431e-05, 9.07233890e-05, 9.20485167e-05,
       9.30821380e-05, 9.38883795e-05, 9.45172611e-05, 9.50077991e-05,
       9.53904267e-05, 9.56888826e-05, 9.59216830e-05, 9.61032712e-05,
       9.62449129e-05, 9.63553958e-05, 9.64415742e-05, 9.65087948e-05,
       9.65612280e-05, 9.66021268e-05, 9.66340284e-05, 9.66589123e-05]), 2915: array([0.00011629, 0.00011592, 0.00011573, 0.00011564, 0.00011559,
       0.00011557, 0.00011556, 0.00011555, 0.00011555, 0.00011555,
       0.00011555, 0.00011555, 0.00011555, 0.00011555, 0.00011555,
       0.00011555, 0.00011555, 0.00011555, 0.00011555, 0.00011555,
       0.00011555, 0.00011555, 0.00011555, 0.00011555, 0.00011555,
       0.00011555, 0.00011555, 0.00011555]), 2920: array([5.17148648e-05, 5.28838840e-05, 5.34683962e-05, 5.37606537e-05,
       5.39067831e-05, 5.39798481e-05, 5.40163808e-05, 5.40346472e-05,
       5.40437805e-05, 5.40483471e-05, 5.40506304e-05, 5.40517721e-05,
       5.40523429e-05, 5.40526284e-05, 5.40527711e-05, 5.40528424e-05,
       5.40528781e-05, 5.40528960e-05, 5.40529049e-05, 5.40529093e-05,
       5.40529116e-05, 5.40529127e-05, 5.40529132e-05, 5.40529135e-05,
       5.40529137e-05, 5.40529137e-05, 5.40529138e-05, 5.40529138e-05]), 2925: array([4.62143924e-05, 5.30343459e-05, 5.64443171e-05, 5.81492999e-05,
       5.90017898e-05, 5.94280341e-05, 5.96411559e-05, 5.97477166e-05,
       5.98009969e-05, 5.98276370e-05, 5.98409570e-05, 5.98476170e-05,
       5.98509470e-05, 5.98526120e-05, 5.98534445e-05, 5.98538608e-05,
       5.98540689e-05, 5.98541730e-05, 5.98542250e-05, 5.98542510e-05,
       5.98542640e-05, 5.98542705e-05, 5.98542738e-05, 5.98542754e-05,
       5.98542762e-05, 5.98542766e-05, 5.98542768e-05, 5.98542769e-05]), 2930: array([0.00095583, 0.00100714, 0.00105845, 0.00110977, 0.00116108,
       0.00121239, 0.0012637 , 0.00131501, 0.00136632, 0.00141763,
       0.00146895, 0.00152026, 0.00157157, 0.00162288, 0.00167419,
       0.0017255 , 0.00177681, 0.00182813, 0.00187944, 0.00193075,
       0.00198206, 0.00203337, 0.00208468, 0.00213599, 0.00218731,
       0.00223862, 0.00228993, 0.00234124]), 2935: array([0.00131319, 0.00142176, 0.00153033, 0.0016389 , 0.00174747,
       0.00185603, 0.0019646 , 0.00207317, 0.00218174, 0.00229031,
       0.00239887, 0.00250744, 0.00261601, 0.00272458, 0.00283314,
       0.00294171, 0.00305028, 0.00315885, 0.00326742, 0.00337598,
       0.00348455, 0.00359312, 0.00370169, 0.00381025, 0.00391882,
       0.00402739, 0.00413596, 0.00424453]), 2940: array([0.00057914, 0.000657  , 0.00073485, 0.0008127 , 0.00089056,
       0.00096841, 0.00104626, 0.00112412, 0.00120197, 0.00127982,
       0.00135768, 0.00143553, 0.00151338, 0.00159124, 0.00166909,
       0.00174694, 0.0018248 , 0.00190265, 0.0019805 , 0.00205836,
       0.00213621, 0.00221406, 0.00229192, 0.00236977, 0.00244762,
       0.00252548, 0.00260333, 0.00268118]), 2945: array([0.00289001, 0.00295163, 0.00301325, 0.00307487, 0.00313648,
       0.0031981 , 0.00325972, 0.00332134, 0.00338295, 0.00344457,
       0.00350619, 0.0035678 , 0.00362942, 0.00369104, 0.00375265,
       0.00381427, 0.00387589, 0.0039375 , 0.00399912, 0.00406074,
       0.00412235, 0.00418397, 0.00424558, 0.0043072 , 0.00436881,
       0.00443043, 0.00449205, 0.00455366]), 2950: array([0.0115748 , 0.01200202, 0.01242925, 0.01285648, 0.01328371,
       0.01371094, 0.01413817, 0.0145654 , 0.01499263, 0.01541987,
       0.0158471 , 0.01627433, 0.01670157, 0.0171288 , 0.01755604,
       0.01798328, 0.01841051, 0.01883775, 0.01926499, 0.01969223,
       0.02011947, 0.02054671, 0.02097395, 0.02140119, 0.02182844,
       0.02225568, 0.02268292, 0.02311017]), 2955: array([8.92890586e-05, 1.30100189e-04, 1.70911320e-04, 2.11722451e-04,
       2.52533581e-04, 2.93344712e-04, 3.34155843e-04, 3.74966974e-04,
       4.15778104e-04, 4.56589235e-04, 4.97400366e-04, 5.38211496e-04,
       5.79022627e-04, 6.19833758e-04, 6.60644889e-04, 7.01456019e-04,
       7.42267150e-04, 7.83078281e-04, 8.23889411e-04, 8.64700542e-04,
       9.05511673e-04, 9.46322804e-04, 9.87133934e-04, 1.02794507e-03,
       1.06875620e-03, 1.10956733e-03, 1.15037846e-03, 1.19118959e-03]), 2960: array([0.00038802, 0.00041859, 0.00043579, 0.00044545, 0.00045089,
       0.00045395, 0.00045567, 0.00045663, 0.00045718, 0.00045748,
       0.00045765, 0.00045775, 0.00045781, 0.00045784, 0.00045785,
       0.00045786, 0.00045787, 0.00045787, 0.00045787, 0.00045787,
       0.00045787, 0.00045787, 0.00045788, 0.00045788, 0.00045788,
       0.00045788, 0.00045788, 0.00045788]), 2965: array([0.00052261, 0.00053446, 0.00054632, 0.00055818, 0.00057003,
       0.00058189, 0.00059375, 0.0006056 , 0.00061746, 0.00062932,
       0.00064117, 0.00065303, 0.00066489, 0.00067675, 0.0006886 ,
       0.00070046, 0.00071232, 0.00072417, 0.00073603, 0.00074789,
       0.00075974, 0.0007716 , 0.00078346, 0.00079531, 0.00080717,
       0.00081903, 0.00083089, 0.00084274]), 2970: array([0.00068767, 0.00069021, 0.00069148, 0.00069211, 0.00069243,
       0.00069259, 0.00069267, 0.0006927 , 0.00069272, 0.00069273,
       0.00069274, 0.00069274, 0.00069274, 0.00069274, 0.00069274,
       0.00069274, 0.00069274, 0.00069274, 0.00069274, 0.00069274,
       0.00069274, 0.00069274, 0.00069274, 0.00069274, 0.00069274,
       0.00069274, 0.00069274, 0.00069274]), 2975: array([0.00049326, 0.00064667, 0.00074124, 0.00079953, 0.00083547,
       0.00085763, 0.00087129, 0.00087971, 0.0008849 , 0.0008881 ,
       0.00089007, 0.00089129, 0.00089204, 0.0008925 , 0.00089278,
       0.00089296, 0.00089307, 0.00089313, 0.00089317, 0.0008932 ,
       0.00089322, 0.00089323, 0.00089323, 0.00089323, 0.00089324,
       0.00089324, 0.00089324, 0.00089324]), 2980: array([0.01926053, 0.01976976, 0.02027899, 0.02078822, 0.02129745,
       0.02180668, 0.02231591, 0.02282514, 0.02333437, 0.0238436 ,
       0.02435283, 0.02486206, 0.02537128, 0.02588051, 0.02638974,
       0.02689897, 0.0274082 , 0.02791743, 0.02842666, 0.02893589,
       0.02944512, 0.02995435, 0.03046358, 0.03097281, 0.03148204,
       0.03199127, 0.0325005 , 0.03300973]), 2985: array([0.00660093, 0.0065936 , 0.00658993, 0.0065881 , 0.00658718,
       0.00658672, 0.00658649, 0.00658638, 0.00658632, 0.00658629,
       0.00658628, 0.00658627, 0.00658626, 0.00658626, 0.00658626,
       0.00658626, 0.00658626, 0.00658626, 0.00658626, 0.00658626,
       0.00658626, 0.00658626, 0.00658626, 0.00658626, 0.00658626,
       0.00658626, 0.00658626, 0.00658626]), 2990: array([1.32598319e-04, 1.07547405e-04, 8.74536454e-05, 7.13361019e-05,
       5.84079486e-05, 4.80380590e-05, 3.97201957e-05, 3.30482974e-05,
       2.76966554e-05, 2.34040131e-05, 1.99608124e-05, 1.71989631e-05,
       1.49836372e-05, 1.32066870e-05, 1.17813652e-05, 1.06380907e-05,
       9.72105085e-06, 8.98547777e-06, 8.39546221e-06, 7.92220078e-06,
       7.54258981e-06, 7.23809745e-06, 6.99385900e-06, 6.79795123e-06,
       6.64081030e-06, 6.51476491e-06, 6.41366178e-06, 6.33256526e-06]), 2995: array([0.00047217, 0.00053445, 0.00059567, 0.00065583, 0.00071495,
       0.00077306, 0.00083016, 0.00088628, 0.00094144, 0.00099565,
       0.00104892, 0.00110128, 0.00115273, 0.0012033 , 0.001253  ,
       0.00130184, 0.00134985, 0.00139702, 0.00144339, 0.00148895,
       0.00153373, 0.00157774, 0.001621  , 0.00166351, 0.00170528,
       0.00174634, 0.00178669, 0.00182635]), 3000: array([0.00112533, 0.00120639, 0.00128746, 0.00136852, 0.00144958,
       0.00153065, 0.00161171, 0.00169277, 0.00177384, 0.0018549 ,
       0.00193596, 0.00201703, 0.00209809, 0.00217916, 0.00226022,
       0.00234128, 0.00242235, 0.00250341, 0.00258447, 0.00266554,
       0.0027466 , 0.00282766, 0.00290873, 0.00298979, 0.00307085,
       0.00315192, 0.00323298, 0.00331404]), 3005: array([0.00246912, 0.00190526, 0.00162898, 0.00149361, 0.00142728,
       0.00139478, 0.00137886, 0.00137106, 0.00136724, 0.00136536,
       0.00136445, 0.001364  , 0.00136378, 0.00136367, 0.00136361,
       0.00136359, 0.00136358, 0.00136357, 0.00136357, 0.00136357,
       0.00136356, 0.00136356, 0.00136356, 0.00136356, 0.00136356,
       0.00136356, 0.00136356, 0.00136356]), 3010: array([0.00054644, 0.00054248, 0.0005393 , 0.00053675, 0.0005347 ,
       0.00053305, 0.00053173, 0.00053067, 0.00052981, 0.00052913,
       0.00052858, 0.00052814, 0.00052778, 0.0005275 , 0.00052727,
       0.00052708, 0.00052694, 0.00052682, 0.00052672, 0.00052665,
       0.00052659, 0.00052654, 0.0005265 , 0.00052647, 0.00052644,
       0.00052642, 0.0005264 , 0.00052639]), 3015: array([0.0030389 , 0.00224212, 0.00187503, 0.00170591, 0.001628  ,
       0.0015921 , 0.00157556, 0.00156794, 0.00156443, 0.00156282,
       0.00156207, 0.00156173, 0.00156157, 0.0015615 , 0.00156146,
       0.00156145, 0.00156144, 0.00156144, 0.00156144, 0.00156144,
       0.00156143, 0.00156143, 0.00156143, 0.00156143, 0.00156143,
       0.00156143, 0.00156143, 0.00156143]), 3020: array([0.03481904, 0.03510517, 0.03539129, 0.03567742, 0.03596354,
       0.03624966, 0.03653579, 0.03682191, 0.03710804, 0.03739416,
       0.03768029, 0.03796641, 0.03825253, 0.03853866, 0.03882478,
       0.03911091, 0.03939703, 0.03968316, 0.03996928, 0.0402554 ,
       0.04054153, 0.04082765, 0.04111378, 0.0413999 , 0.04168602,
       0.04197215, 0.04225827, 0.0425444 ]), 3025: array([0.00134174, 0.00174403, 0.00214632, 0.00254861, 0.0029509 ,
       0.00335319, 0.00375548, 0.00415777, 0.00456006, 0.00496236,
       0.00536465, 0.00576694, 0.00616923, 0.00657152, 0.00697381,
       0.0073761 , 0.00777839, 0.00818068, 0.00858297, 0.00898526,
       0.00938756, 0.00978985, 0.01019214, 0.01059443, 0.01099672,
       0.01139901, 0.0118013 , 0.01220359]), 3030: array([0.01491265, 0.01560829, 0.01630393, 0.01699957, 0.01769521,
       0.01839085, 0.01908649, 0.01978213, 0.02047777, 0.02117341,
       0.02186905, 0.02256469, 0.02326033, 0.02395597, 0.02465161,
       0.02534725, 0.02604289, 0.02673853, 0.02743417, 0.02812981,
       0.02882546, 0.0295211 , 0.03021674, 0.03091238, 0.03160802,
       0.03230366, 0.03299931, 0.03369495]), 3035: array([0.00136167, 0.00162601, 0.00184963, 0.0020388 , 0.00219883,
       0.00233421, 0.00244874, 0.00254562, 0.00262758, 0.00269691,
       0.00275556, 0.00280518, 0.00284716, 0.00288266, 0.0029127 ,
       0.00293811, 0.00295961, 0.0029778 , 0.00299318, 0.0030062 ,
       0.0030172 , 0.00302652, 0.0030344 , 0.00304106, 0.0030467 ,
       0.00305147, 0.00305551, 0.00305892]), 3040: array([0.00033023, 0.00032475, 0.00032022, 0.00031647, 0.00031337,
       0.00031082, 0.0003087 , 0.00030696, 0.00030551, 0.00030432,
       0.00030334, 0.00030252, 0.00030185, 0.00030129, 0.00030083,
       0.00030045, 0.00030014, 0.00029988, 0.00029967, 0.00029949,
       0.00029934, 0.00029922, 0.00029912, 0.00029904, 0.00029897,
       0.00029892, 0.00029887, 0.00029883]), 3045: array([0.02238463, 0.02296689, 0.02354916, 0.02413143, 0.0247137 ,
       0.02529597, 0.02587824, 0.02646051, 0.02704277, 0.02762504,
       0.02820731, 0.02878958, 0.02937185, 0.02995412, 0.03053638,
       0.03111865, 0.03170092, 0.03228319, 0.03286546, 0.03344773,
       0.03403   , 0.03461226, 0.03519453, 0.0357768 , 0.03635907,
       0.03694134, 0.03752361, 0.03810587]), 3050: array([0.00906228, 0.0090144 , 0.00899047, 0.0089785 , 0.00897251,
       0.00896952, 0.00896802, 0.00896728, 0.0089669 , 0.00896672,
       0.00896662, 0.00896658, 0.00896655, 0.00896654, 0.00896653,
       0.00896653, 0.00896653, 0.00896653, 0.00896653, 0.00896653,
       0.00896653, 0.00896653, 0.00896653, 0.00896653, 0.00896653,
       0.00896653, 0.00896653, 0.00896653]), 3055: array([0.00768321, 0.00768288, 0.00768267, 0.00768254, 0.00768246,
       0.00768241, 0.00768238, 0.00768236, 0.00768235, 0.00768234,
       0.00768233, 0.00768233, 0.00768233, 0.00768233, 0.00768233,
       0.00768233, 0.00768233, 0.00768233, 0.00768233, 0.00768233,
       0.00768233, 0.00768233, 0.00768233, 0.00768233, 0.00768233,
       0.00768233, 0.00768233, 0.00768233]), 3060: array([0.01289625, 0.01382728, 0.01475832, 0.01568935, 0.01662039,
       0.01755142, 0.01848246, 0.0194135 , 0.02034453, 0.02127557,
       0.0222066 , 0.02313764, 0.02406867, 0.02499971, 0.02593075,
       0.02686178, 0.02779282, 0.02872385, 0.02965489, 0.03058592,
       0.03151696, 0.032448  , 0.03337903, 0.03431007, 0.0352411 ,
       0.03617214, 0.03710317, 0.03803421]), 3065: array([0.00658115, 0.00682955, 0.00707795, 0.00732635, 0.00757475,
       0.00782316, 0.00807156, 0.00831996, 0.00856836, 0.00881676,
       0.00906516, 0.00931356, 0.00956196, 0.00981036, 0.01005876,
       0.01030716, 0.01055557, 0.01080397, 0.01105237, 0.01130077,
       0.01154917, 0.01179757, 0.01204597, 0.01229438, 0.01254278,
       0.01279118, 0.01303958, 0.01328798]), 3070: array([0.00377116, 0.00404994, 0.00432873, 0.00460751, 0.0048863 ,
       0.00516509, 0.00544387, 0.00572266, 0.00600144, 0.00628023,
       0.00655902, 0.0068378 , 0.00711659, 0.00739537, 0.00767416,
       0.00795295, 0.00823173, 0.00851052, 0.0087893 , 0.00906809,
       0.00934688, 0.00962566, 0.00990445, 0.01018323, 0.01046202,
       0.01074081, 0.01101959, 0.01129838]), 3075: array([0.00515729, 0.00487741, 0.00463154, 0.00441554, 0.00422578,
       0.00405908, 0.00391264, 0.00378398, 0.00367096, 0.00357167,
       0.00348445, 0.00340782, 0.00334051, 0.00328137, 0.00322942,
       0.00318378, 0.00314369, 0.00310846, 0.00307752, 0.00305034,
       0.00302646, 0.00300548, 0.00298705, 0.00297086, 0.00295663,
       0.00294414, 0.00293316, 0.00292352]), 3080: array([0.00102595, 0.00104823, 0.00106048, 0.00106722, 0.00107093,
       0.00107297, 0.00107409, 0.0010747 , 0.00107504, 0.00107523,
       0.00107533, 0.00107539, 0.00107542, 0.00107544, 0.00107545,
       0.00107545, 0.00107546, 0.00107546, 0.00107546, 0.00107546,
       0.00107546, 0.00107546, 0.00107546, 0.00107546, 0.00107546,
       0.00107546, 0.00107546, 0.00107546]), 3085: array([0.00030711, 0.00028229, 0.00026988, 0.00026367, 0.00026057,
       0.00025902, 0.00025824, 0.00025785, 0.00025766, 0.00025756,
       0.00025751, 0.00025749, 0.00025748, 0.00025747, 0.00025747,
       0.00025747, 0.00025747, 0.00025747, 0.00025747, 0.00025747,
       0.00025747, 0.00025747, 0.00025747, 0.00025747, 0.00025747,
       0.00025747, 0.00025747, 0.00025747]), 3090: array([0.00019296, 0.00020132, 0.0002055 , 0.00020759, 0.00020863,
       0.00020915, 0.00020941, 0.00020955, 0.00020961, 0.00020964,
       0.00020966, 0.00020967, 0.00020967, 0.00020967, 0.00020968,
       0.00020968, 0.00020968, 0.00020968, 0.00020968, 0.00020968,
       0.00020968, 0.00020968, 0.00020968, 0.00020968, 0.00020968,
       0.00020968, 0.00020968, 0.00020968]), 3095: array([0.00024158, 0.00024482, 0.00024806, 0.0002513 , 0.00025455,
       0.00025779, 0.00026103, 0.00026427, 0.00026752, 0.00027076,
       0.000274  , 0.00027724, 0.00028049, 0.00028373, 0.00028697,
       0.00029021, 0.00029345, 0.0002967 , 0.00029994, 0.00030318,
       0.00030642, 0.00030967, 0.00031291, 0.00031615, 0.00031939,
       0.00032264, 0.00032588, 0.00032912]), 3100: array([9.70869158e-05, 9.70676901e-05, 9.70503872e-05, 9.70348148e-05,
       9.70207999e-05, 9.70081865e-05, 9.69968347e-05, 9.69866182e-05,
       9.69774234e-05, 9.69691482e-05, 9.69617006e-05, 9.69549979e-05,
       9.69489655e-05, 9.69435364e-05, 9.69386503e-05, 9.69342528e-05,
       9.69302952e-05, 9.69267333e-05, 9.69235277e-05, 9.69206427e-05,
       9.69180462e-05, 9.69157094e-05, 9.69136063e-05, 9.69117135e-05,
       9.69100100e-05, 9.69084769e-05, 9.69070971e-05, 9.69058553e-05]), 3105: array([0.00069642, 0.00065495, 0.00062227, 0.00059653, 0.00057624,
       0.00056026, 0.00054767, 0.00053775, 0.00052993, 0.00052378,
       0.00051892, 0.0005151 , 0.00051209, 0.00050972, 0.00050785,
       0.00050637, 0.00050521, 0.0005043 , 0.00050358, 0.00050301,
       0.00050256, 0.00050221, 0.00050193, 0.00050171, 0.00050154,
       0.0005014 , 0.0005013 , 0.00050121]), 3110: array([0.00039599, 0.00039687, 0.0003973 , 0.00039752, 0.00039763,
       0.00039769, 0.00039771, 0.00039773, 0.00039774, 0.00039774,
       0.00039774, 0.00039774, 0.00039774, 0.00039774, 0.00039774,
       0.00039774, 0.00039774, 0.00039774, 0.00039774, 0.00039774,
       0.00039774, 0.00039774, 0.00039774, 0.00039774, 0.00039774,
       0.00039774, 0.00039774, 0.00039774]), 3115: array([0.00062887, 0.00063773, 0.00064658, 0.00065544, 0.0006643 ,
       0.00067315, 0.00068201, 0.00069087, 0.00069972, 0.00070858,
       0.00071744, 0.00072629, 0.00073515, 0.00074401, 0.00075286,
       0.00076172, 0.00077058, 0.00077943, 0.00078829, 0.00079715,
       0.000806  , 0.00081486, 0.00082372, 0.00083257, 0.00084143,
       0.00085029, 0.00085914, 0.000868  ]), 3120: array([0.00125953, 0.00132087, 0.00138221, 0.00144355, 0.00150489,
       0.00156623, 0.00162757, 0.00168891, 0.00175026, 0.0018116 ,
       0.00187294, 0.00193428, 0.00199562, 0.00205696, 0.0021183 ,
       0.00217964, 0.00224098, 0.00230232, 0.00236367, 0.00242501,
       0.00248635, 0.00254769, 0.00260903, 0.00267037, 0.00273171,
       0.00279305, 0.00285439, 0.00291573]), 3125: array([0.0010419 , 0.00114257, 0.00124325, 0.00134392, 0.0014446 ,
       0.00154527, 0.00164595, 0.00174663, 0.0018473 , 0.00194798,
       0.00204865, 0.00214933, 0.00225   , 0.00235068, 0.00245135,
       0.00255203, 0.00265271, 0.00275338, 0.00285406, 0.00295473,
       0.00305541, 0.00315608, 0.00325676, 0.00335743, 0.00345811,
       0.00355879, 0.00365946, 0.00376014]), 3130: array([0.01660702, 0.01750388, 0.01840074, 0.0192976 , 0.02019446,
       0.02109132, 0.02198818, 0.02288504, 0.0237819 , 0.02467877,
       0.02557563, 0.02647249, 0.02736935, 0.02826621, 0.02916307,
       0.03005993, 0.03095679, 0.03185365, 0.03275051, 0.03364737,
       0.03454423, 0.03544109, 0.03633795, 0.03723481, 0.03813167,
       0.03902853, 0.03992539, 0.04082225]), 3135: array([0.00016116, 0.00030922, 0.00045423, 0.00059625, 0.00073535,
       0.00087159, 0.00100502, 0.00113571, 0.00126371, 0.00138907,
       0.00151186, 0.00163212, 0.0017499 , 0.00186526, 0.00197824,
       0.0020889 , 0.00219728, 0.00230343, 0.0024074 , 0.00250923,
       0.00260896, 0.00270664, 0.00280231, 0.00289601, 0.00298778,
       0.00307766, 0.0031657 , 0.00325192]), 3140: array([0.00444659, 0.00461219, 0.0047778 , 0.00494341, 0.00510901,
       0.00527462, 0.00544023, 0.00560583, 0.00577144, 0.00593705,
       0.00610265, 0.00626826, 0.00643387, 0.00659947, 0.00676508,
       0.00693069, 0.00709629, 0.0072619 , 0.00742751, 0.00759311,
       0.00775872, 0.00792433, 0.00808993, 0.00825554, 0.00842115,
       0.00858675, 0.00875236, 0.00891797]), 3145: array([0.00113151, 0.00113208, 0.00113236, 0.0011325 , 0.00113257,
       0.0011326 , 0.00113262, 0.00113263, 0.00113263, 0.00113264,
       0.00113264, 0.00113264, 0.00113264, 0.00113264, 0.00113264,
       0.00113264, 0.00113264, 0.00113264, 0.00113264, 0.00113264,
       0.00113264, 0.00113264, 0.00113264, 0.00113264, 0.00113264,
       0.00113264, 0.00113264, 0.00113264]), 3150: array([0.00123967, 0.00128071, 0.00132121, 0.00136119, 0.00140064,
       0.00143957, 0.001478  , 0.00151592, 0.00155334, 0.00159028,
       0.00162674, 0.00166271, 0.00169822, 0.00173326, 0.00176784,
       0.00180197, 0.00183566, 0.0018689 , 0.00190171, 0.00193409,
       0.00196604, 0.00199758, 0.00202871, 0.00205942, 0.00208974,
       0.00211966, 0.00214919, 0.00217833]), 3155: array([0.00047696, 0.00050059, 0.00052421, 0.00054784, 0.00057147,
       0.0005951 , 0.00061873, 0.00064235, 0.00066598, 0.00068961,
       0.00071324, 0.00073686, 0.00076049, 0.00078412, 0.00080775,
       0.00083137, 0.000855  , 0.00087863, 0.00090226, 0.00092588,
       0.00094951, 0.00097314, 0.00099677, 0.00102039, 0.00104402,
       0.00106765, 0.00109128, 0.0011149 ]), 3160: array([0.00025651, 0.0003777 , 0.00046179, 0.00052014, 0.00056064,
       0.00058873, 0.00060823, 0.00062176, 0.00063114, 0.00063766,
       0.00064218, 0.00064531, 0.00064749, 0.000649  , 0.00065005,
       0.00065078, 0.00065128, 0.00065163, 0.00065187, 0.00065204,
       0.00065216, 0.00065224, 0.0006523 , 0.00065234, 0.00065236,
       0.00065238, 0.0006524 , 0.0006524 ]), 3165: array([0.00182436, 0.00187957, 0.00193478, 0.00198999, 0.0020452 ,
       0.00210041, 0.00215563, 0.00221084, 0.00226605, 0.00232126,
       0.00237647, 0.00243168, 0.00248689, 0.0025421 , 0.00259731,
       0.00265252, 0.00270774, 0.00276295, 0.00281816, 0.00287337,
       0.00292858, 0.00298379, 0.003039  , 0.00309421, 0.00314942,
       0.00320463, 0.00325984, 0.00331506]), 3170: array([0.00216159, 0.0022089 , 0.00225621, 0.00230352, 0.00235084,
       0.00239815, 0.00244546, 0.00249277, 0.00254009, 0.0025874 ,
       0.00263471, 0.00268202, 0.00272934, 0.00277665, 0.00282396,
       0.00287127, 0.00291859, 0.0029659 , 0.00301321, 0.00306052,
       0.00310784, 0.00315515, 0.00320246, 0.00324978, 0.00329709,
       0.0033444 , 0.00339171, 0.00343903]), 3175: array([1.04600974e-06, 1.04603971e-06, 1.04606969e-06, 1.04609967e-06,
       1.04612965e-06, 1.04615962e-06, 1.04618960e-06, 1.04621958e-06,
       1.04624956e-06, 1.04627954e-06, 1.04630951e-06, 1.04633949e-06,
       1.04636947e-06, 1.04639945e-06, 1.04642942e-06, 1.04645940e-06,
       1.04648938e-06, 1.04651936e-06, 1.04654933e-06, 1.04657931e-06,
       1.04660929e-06, 1.04663927e-06, 1.04666925e-06, 1.04669922e-06,
       1.04672920e-06, 1.04675918e-06, 1.04678916e-06, 1.04681913e-06]), 3180: array([0.00333249, 0.00291089, 0.00259058, 0.00234723, 0.00216234,
       0.00202187, 0.00191515, 0.00183407, 0.00177247, 0.00172567,
       0.00169012, 0.0016631 , 0.00164258, 0.00162698, 0.00161514,
       0.00160614, 0.0015993 , 0.0015941 , 0.00159016, 0.00158716,
       0.00158488, 0.00158315, 0.00158183, 0.00158083, 0.00158008,
       0.0015795 , 0.00157906, 0.00157873]), 3185: array([0.0007852 , 0.00078711, 0.00078807, 0.00078854, 0.00078878,
       0.0007889 , 0.00078896, 0.00078899, 0.00078901, 0.00078901,
       0.00078902, 0.00078902, 0.00078902, 0.00078902, 0.00078902,
       0.00078902, 0.00078902, 0.00078902, 0.00078902, 0.00078902,
       0.00078902, 0.00078902, 0.00078902, 0.00078902, 0.00078902,
       0.00078902, 0.00078902, 0.00078902]), 3190: array([0.00016406, 0.00017401, 0.00018298, 0.00019104, 0.0001983 ,
       0.00020484, 0.00021072, 0.00021601, 0.00022077, 0.00022506,
       0.00022892, 0.00023239, 0.00023551, 0.00023833, 0.00024086,
       0.00024313, 0.00024518, 0.00024703, 0.00024869, 0.00025018,
       0.00025153, 0.00025274, 0.00025383, 0.00025481, 0.00025569,
       0.00025649, 0.0002572 , 0.00025784]), 3195: array([0.00401091, 0.00405862, 0.00410633, 0.00415404, 0.00420176,
       0.00424947, 0.00429719, 0.0043449 , 0.00439262, 0.00444034,
       0.00448807, 0.00453579, 0.00458352, 0.00463124, 0.00467897,
       0.0047267 , 0.00477443, 0.00482217, 0.0048699 , 0.00491764,
       0.00496537, 0.00501311, 0.00506086, 0.0051086 , 0.00515634,
       0.00520409, 0.00525184, 0.00529958]), 3200: array([0.00072116, 0.00080347, 0.00088576, 0.00096803, 0.0010503 ,
       0.00113255, 0.00121479, 0.00129701, 0.00137923, 0.00146143,
       0.00154362, 0.00162579, 0.00170796, 0.00179011, 0.00187224,
       0.00195437, 0.00203648, 0.00211858, 0.00220067, 0.00228274,
       0.00236481, 0.00244686, 0.00252889, 0.00261092, 0.00269293,
       0.00277493, 0.00285691, 0.00293889]), 3205: array([0.00015346, 0.00015874, 0.00016203, 0.00016407, 0.00016534,
       0.00016613, 0.00016662, 0.00016693, 0.00016712, 0.00016723,
       0.00016731, 0.00016735, 0.00016738, 0.0001674 , 0.00016741,
       0.00016742, 0.00016742, 0.00016742, 0.00016742, 0.00016743,
       0.00016743, 0.00016743, 0.00016743, 0.00016743, 0.00016743,
       0.00016743, 0.00016743, 0.00016743]), 3210: array([0.00179161, 0.00152751, 0.00131759, 0.00115073, 0.0010181 ,
       0.00091268, 0.00082889, 0.00076228, 0.00070934, 0.00066726,
       0.00063382, 0.00060723, 0.0005861 , 0.0005693 , 0.00055595,
       0.00054534, 0.0005369 , 0.0005302 , 0.00052487, 0.00052063,
       0.00051726, 0.00051459, 0.00051246, 0.00051077, 0.00050943,
       0.00050836, 0.00050751, 0.00050683]), 3215: array([0.00013993, 0.00017753, 0.00021514, 0.00025275, 0.00029035,
       0.00032796, 0.00036557, 0.00040318, 0.00044078, 0.00047839,
       0.000516  , 0.0005536 , 0.00059121, 0.00062882, 0.00066643,
       0.00070403, 0.00074164, 0.00077925, 0.00081685, 0.00085446,
       0.00089207, 0.00092968, 0.00096728, 0.00100489, 0.0010425 ,
       0.0010801 , 0.00111771, 0.00115532]), 3220: array([0.00016249, 0.00016565, 0.00016881, 0.00017197, 0.00017512,
       0.00017828, 0.00018144, 0.00018459, 0.00018775, 0.00019091,
       0.00019407, 0.00019722, 0.00020038, 0.00020354, 0.00020669,
       0.00020985, 0.00021301, 0.00021617, 0.00021932, 0.00022248,
       0.00022564, 0.00022879, 0.00023195, 0.00023511, 0.00023827,
       0.00024142, 0.00024458, 0.00024774]), 3225: array([0.0001404 , 0.00013968, 0.00013932, 0.00013914, 0.00013905,
       0.000139  , 0.00013898, 0.00013897, 0.00013896, 0.00013896,
       0.00013896, 0.00013896, 0.00013896, 0.00013896, 0.00013896,
       0.00013896, 0.00013896, 0.00013896, 0.00013896, 0.00013896,
       0.00013896, 0.00013896, 0.00013896, 0.00013896, 0.00013896,
       0.00013896, 0.00013896, 0.00013896]), 3230: array([4.68423854e-05, 9.14041979e-05, 1.33895550e-04, 1.74412640e-04,
       2.13047199e-04, 2.49886693e-04, 2.85014526e-04, 3.18510226e-04,
       3.50449627e-04, 3.80905038e-04, 4.09945409e-04, 4.37636487e-04,
       4.64040965e-04, 4.89218619e-04, 5.13226453e-04, 5.36118819e-04,
       5.57947545e-04, 5.78762050e-04, 5.98609457e-04, 6.17534701e-04,
       6.35580628e-04, 6.52788093e-04, 6.69196053e-04, 6.84841656e-04,
       6.99760322e-04, 7.13985827e-04, 7.27550378e-04, 7.40484683e-04]), 3235: array([0.00024652, 0.00024984, 0.00025306, 0.00025618, 0.00025919,
       0.00026211, 0.00026493, 0.00026766, 0.0002703 , 0.00027286,
       0.00027533, 0.00027772, 0.00028004, 0.00028228, 0.00028445,
       0.00028654, 0.00028857, 0.00029054, 0.00029244, 0.00029428,
       0.00029606, 0.00029778, 0.00029944, 0.00030105, 0.00030261,
       0.00030412, 0.00030558, 0.00030699]), 3240: array([0.0005461 , 0.00052781, 0.00052447, 0.00052386, 0.00052375,
       0.00052373, 0.00052373, 0.00052373, 0.00052373, 0.00052373,
       0.00052373, 0.00052373, 0.00052373, 0.00052373, 0.00052373,
       0.00052373, 0.00052373, 0.00052373, 0.00052373, 0.00052373,
       0.00052373, 0.00052373, 0.00052373, 0.00052373, 0.00052373,
       0.00052373, 0.00052373, 0.00052373]), 3245: array([0.00061028, 0.00061028, 0.00061028, 0.00061028, 0.00061028,
       0.00061028, 0.00061028, 0.00061028, 0.00061028, 0.00061028,
       0.00061028, 0.00061028, 0.00061028, 0.00061028, 0.00061028,
       0.00061028, 0.00061028, 0.00061028, 0.00061028, 0.00061028,
       0.00061028, 0.00061028, 0.00061028, 0.00061028, 0.00061028,
       0.00061028, 0.00061028, 0.00061028]), 3250: array([0.00050893, 0.00051004, 0.0005106 , 0.00051088, 0.00051102,
       0.00051109, 0.00051112, 0.00051114, 0.00051115, 0.00051115,
       0.00051116, 0.00051116, 0.00051116, 0.00051116, 0.00051116,
       0.00051116, 0.00051116, 0.00051116, 0.00051116, 0.00051116,
       0.00051116, 0.00051116, 0.00051116, 0.00051116, 0.00051116,
       0.00051116, 0.00051116, 0.00051116]), 3255: array([0.00070447, 0.00071562, 0.00072677, 0.00073792, 0.00074907,
       0.00076022, 0.00077137, 0.00078252, 0.00079367, 0.00080482,
       0.00081597, 0.00082712, 0.00083827, 0.00084942, 0.00086057,
       0.00087172, 0.00088287, 0.00089402, 0.00090517, 0.00091632,
       0.00092747, 0.00093862, 0.00094977, 0.00096092, 0.00097207,
       0.00098322, 0.00099437, 0.00100552]), 3260: array([0.01254835, 0.01281795, 0.01308756, 0.01335717, 0.01362678,
       0.01389638, 0.01416599, 0.0144356 , 0.01470522, 0.01497483,
       0.01524444, 0.01551405, 0.01578367, 0.01605328, 0.0163229 ,
       0.01659252, 0.01686214, 0.01713175, 0.01740137, 0.01767099,
       0.01794062, 0.01821024, 0.01847986, 0.01874948, 0.01901911,
       0.01928873, 0.01955836, 0.01982799]), 3265: array([0.00011165, 0.00021493, 0.0003182 , 0.00042148, 0.00052475,
       0.00062803, 0.00073131, 0.00083458, 0.00093786, 0.00104113,
       0.00114441, 0.00124768, 0.00135096, 0.00145423, 0.00155751,
       0.00166078, 0.00176406, 0.00186733, 0.00197061, 0.00207388,
       0.00217716, 0.00228043, 0.00238371, 0.00248698, 0.00259026,
       0.00269353, 0.00279681, 0.00290008]), 3270: array([2.86448919e-04, 2.67438168e-04, 2.49689103e-04, 2.33117990e-04,
       2.17646653e-04, 2.03202102e-04, 1.89716193e-04, 1.77125303e-04,
       1.65370033e-04, 1.54394925e-04, 1.44148203e-04, 1.34581524e-04,
       1.25649758e-04, 1.17310766e-04, 1.09525208e-04, 1.02256354e-04,
       9.54699123e-05, 8.91338664e-05, 8.32183250e-05, 7.76953804e-05,
       7.25389771e-05, 6.77247889e-05, 6.32301039e-05, 5.90337178e-05,
       5.51158333e-05, 5.14579670e-05, 4.80428624e-05, 4.48544081e-05]), 3275: array([0.00078504, 0.00080092, 0.00081681, 0.00083269, 0.00084858,
       0.00086446, 0.00088034, 0.00089623, 0.00091211, 0.000928  ,
       0.00094388, 0.00095977, 0.00097565, 0.00099154, 0.00100742,
       0.0010233 , 0.00103919, 0.00105507, 0.00107096, 0.00108684,
       0.00110273, 0.00111861, 0.00113449, 0.00115038, 0.00116626,
       0.00118215, 0.00119803, 0.00121392]), 3280: array([0.0008937 , 0.00106181, 0.00112772, 0.00115356, 0.00116369,
       0.00116766, 0.00116922, 0.00116983, 0.00117007, 0.00117016,
       0.0011702 , 0.00117021, 0.00117022, 0.00117022, 0.00117022,
       0.00117022, 0.00117022, 0.00117022, 0.00117022, 0.00117022,
       0.00117022, 0.00117022, 0.00117022, 0.00117022, 0.00117022,
       0.00117022, 0.00117022, 0.00117022]), 3285: array([0.00792894, 0.00826051, 0.00859207, 0.00892363, 0.0092552 ,
       0.00958676, 0.00991832, 0.01024987, 0.01058143, 0.01091299,
       0.01124454, 0.0115761 , 0.01190765, 0.0122392 , 0.01257075,
       0.0129023 , 0.01323385, 0.01356539, 0.01389694, 0.01422848,
       0.01456003, 0.01489157, 0.01522311, 0.01555465, 0.01588619,
       0.01621773, 0.01654926, 0.0168808 ]), 3290: array([0.00174097, 0.00207406, 0.00240714, 0.00274023, 0.00307332,
       0.0034064 , 0.00373949, 0.00407258, 0.00440566, 0.00473875,
       0.00507183, 0.00540492, 0.00573801, 0.00607109, 0.00640418,
       0.00673727, 0.00707035, 0.00740344, 0.00773653, 0.00806961,
       0.0084027 , 0.00873578, 0.00906887, 0.00940196, 0.00973504,
       0.01006813, 0.01040122, 0.0107343 ]), 3295: array([0.00068771, 0.0007297 , 0.0007507 , 0.0007612 , 0.00076645,
       0.00076908, 0.00077039, 0.00077104, 0.00077137, 0.00077154,
       0.00077162, 0.00077166, 0.00077168, 0.00077169, 0.00077169,
       0.0007717 , 0.0007717 , 0.0007717 , 0.0007717 , 0.0007717 ,
       0.0007717 , 0.0007717 , 0.0007717 , 0.0007717 , 0.0007717 ,
       0.0007717 , 0.0007717 , 0.0007717 ]), 3300: array([0.02094065, 0.0215775 , 0.02221435, 0.0228512 , 0.02348805,
       0.0241249 , 0.02476175, 0.0253986 , 0.02603545, 0.0266723 ,
       0.02730915, 0.027946  , 0.02858285, 0.0292197 , 0.02985655,
       0.0304934 , 0.03113025, 0.0317671 , 0.03240395, 0.0330408 ,
       0.03367765, 0.0343145 , 0.03495135, 0.0355882 , 0.03622505,
       0.0368619 , 0.03749875, 0.0381356 ]), 3305: array([0.00065058, 0.00076162, 0.00087267, 0.00098371, 0.00109475,
       0.00120579, 0.00131683, 0.00142787, 0.0015389 , 0.00164993,
       0.00176097, 0.00187199, 0.00198302, 0.00209405, 0.00220507,
       0.00231609, 0.00242711, 0.00253813, 0.00264915, 0.00276016,
       0.00287117, 0.00298218, 0.00309319, 0.0032042 , 0.00331521,
       0.00342621, 0.00353721, 0.00364821]), 3310: array([0.00021782, 0.00029561, 0.00037336, 0.00045108, 0.00052877,
       0.00060643, 0.00068406, 0.00076166, 0.00083922, 0.00091676,
       0.00099426, 0.00107174, 0.00114918, 0.00122659, 0.00130397,
       0.00138132, 0.00145863, 0.00153592, 0.00161318, 0.0016904 ,
       0.00176759, 0.00184476, 0.00192189, 0.00199899, 0.00207606,
       0.0021531 , 0.00223011, 0.00230708]), 3315: array([0.00617599, 0.00639529, 0.0066146 , 0.0068339 , 0.0070532 ,
       0.0072725 , 0.00749181, 0.00771111, 0.00793041, 0.00814972,
       0.00836902, 0.00858832, 0.00880763, 0.00902693, 0.00924623,
       0.00946554, 0.00968484, 0.00990414, 0.01012344, 0.01034275,
       0.01056205, 0.01078135, 0.01100066, 0.01121996, 0.01143926,
       0.01165857, 0.01187787, 0.01209717]), 3320: array([0.00187144, 0.00187144, 0.00187144, 0.00187144, 0.00187144,
       0.00187144, 0.00187144, 0.00187144, 0.00187144, 0.00187144,
       0.00187144, 0.00187144, 0.00187144, 0.00187144, 0.00187144,
       0.00187144, 0.00187144, 0.00187144, 0.00187144, 0.00187144,
       0.00187144, 0.00187144, 0.00187144, 0.00187144, 0.00187144,
       0.00187144, 0.00187144, 0.00187144]), 3325: array([0.00071409, 0.00070621, 0.00070013, 0.00069545, 0.00069185,
       0.00068907, 0.00068692, 0.00068527, 0.000684  , 0.00068302,
       0.00068227, 0.00068169, 0.00068124, 0.00068089, 0.00068063,
       0.00068042, 0.00068026, 0.00068014, 0.00068005, 0.00067997,
       0.00067992, 0.00067988, 0.00067984, 0.00067982, 0.0006798 ,
       0.00067978, 0.00067977, 0.00067976]), 3330: array([0.00376976, 0.00388838, 0.004007  , 0.00412563, 0.00424425,
       0.00436287, 0.0044815 , 0.00460012, 0.00471874, 0.00483737,
       0.00495599, 0.00507461, 0.00519324, 0.00531186, 0.00543049,
       0.00554911, 0.00566773, 0.00578636, 0.00590498, 0.0060236 ,
       0.00614223, 0.00626085, 0.00637947, 0.0064981 , 0.00661672,
       0.00673535, 0.00685397, 0.00697259]), 3335: array([0.00250046, 0.00324036, 0.00346021, 0.00352554, 0.00354495,
       0.00355072, 0.00355243, 0.00355294, 0.00355309, 0.00355314,
       0.00355315, 0.00355315, 0.00355315, 0.00355315, 0.00355315,
       0.00355315, 0.00355315, 0.00355315, 0.00355315, 0.00355315,
       0.00355315, 0.00355315, 0.00355315, 0.00355315, 0.00355315,
       0.00355315, 0.00355315, 0.00355315]), 3340: array([0.01581222, 0.01219603, 0.01021308, 0.00912573, 0.00852947,
       0.00820252, 0.00802323, 0.00792491, 0.007871  , 0.00784144,
       0.00782523, 0.00781634, 0.00781147, 0.00780879, 0.00780733,
       0.00780652, 0.00780608, 0.00780584, 0.00780571, 0.00780564,
       0.0078056 , 0.00780557, 0.00780556, 0.00780556, 0.00780555,
       0.00780555, 0.00780555, 0.00780555]), 3345: array([0.05231493, 0.05492329, 0.05753165, 0.06014001, 0.06274838,
       0.06535674, 0.0679651 , 0.07057346, 0.07318182, 0.07579018,
       0.07839855, 0.08100691, 0.08361527, 0.08622363, 0.08883199,
       0.09144035, 0.09404872, 0.09665708, 0.09926544, 0.1018738 ,
       0.10448216, 0.10709052, 0.10969889, 0.11230725, 0.11491561,
       0.11752397, 0.12013233, 0.12274069]), 3350: array([0.05636456, 0.05753687, 0.05870917, 0.05988148, 0.06105379,
       0.06222609, 0.0633984 , 0.06457071, 0.06574301, 0.06691532,
       0.06808762, 0.06925993, 0.07043224, 0.07160454, 0.07277685,
       0.07394916, 0.07512146, 0.07629377, 0.07746608, 0.07863838,
       0.07981069, 0.080983  , 0.0821553 , 0.08332761, 0.08449992,
       0.08567222, 0.08684453, 0.08801684]), 3355: array([0.02162185, 0.02333233, 0.0250428 , 0.02675327, 0.02846375,
       0.03017422, 0.03188469, 0.03359517, 0.03530564, 0.03701611,
       0.03872658, 0.04043706, 0.04214753, 0.043858  , 0.04556848,
       0.04727895, 0.04898942, 0.05069989, 0.05241037, 0.05412084,
       0.05583131, 0.05754179, 0.05925226, 0.06096273, 0.0626732 ,
       0.06438368, 0.06609415, 0.06780462]), 3360: array([0.00529504, 0.00537361, 0.00545219, 0.00553077, 0.00560934,
       0.00568792, 0.0057665 , 0.00584507, 0.00592365, 0.00600223,
       0.0060808 , 0.00615938, 0.00623796, 0.00631653, 0.00639511,
       0.00647369, 0.00655226, 0.00663084, 0.00670942, 0.00678799,
       0.00686657, 0.00694515, 0.00702373, 0.0071023 , 0.00718088,
       0.00725946, 0.00733803, 0.00741661]), 3365: array([0.00390689, 0.00433819, 0.00476948, 0.00520077, 0.00563207,
       0.00606336, 0.00649466, 0.00692595, 0.00735724, 0.00778854,
       0.00821983, 0.00865112, 0.00908242, 0.00951371, 0.009945  ,
       0.0103763 , 0.01080759, 0.01123888, 0.01167018, 0.01210147,
       0.01253277, 0.01296406, 0.01339535, 0.01382665, 0.01425794,
       0.01468923, 0.01512053, 0.01555182]), 3370: array([0.00065728, 0.0006642 , 0.00067112, 0.00067804, 0.00068496,
       0.00069188, 0.0006988 , 0.00070572, 0.00071264, 0.00071956,
       0.00072648, 0.0007334 , 0.00074032, 0.00074724, 0.00075416,
       0.00076108, 0.000768  , 0.00077492, 0.00078184, 0.00078876,
       0.00079568, 0.0008026 , 0.00080952, 0.00081644, 0.00082336,
       0.00083028, 0.0008372 , 0.00084412]), 3375: array([0.00424617, 0.00444355, 0.00464093, 0.00483831, 0.00503568,
       0.00523306, 0.00543044, 0.00562781, 0.00582519, 0.00602257,
       0.00621994, 0.00641732, 0.0066147 , 0.00681207, 0.00700945,
       0.00720683, 0.0074042 , 0.00760158, 0.00779896, 0.00799634,
       0.00819371, 0.00839109, 0.00858847, 0.00878584, 0.00898322,
       0.0091806 , 0.00937797, 0.00957535]), 3380: array([0.00233496, 0.00233895, 0.00234161, 0.00234338, 0.00234455,
       0.00234534, 0.00234586, 0.00234621, 0.00234644, 0.00234659,
       0.00234669, 0.00234676, 0.00234681, 0.00234684, 0.00234686,
       0.00234687, 0.00234688, 0.00234689, 0.00234689, 0.00234689,
       0.00234689, 0.00234689, 0.0023469 , 0.0023469 , 0.0023469 ,
       0.0023469 , 0.0023469 , 0.0023469 ]), 3385: array([0.00623213, 0.00649563, 0.00675913, 0.00702263, 0.00728612,
       0.00754962, 0.00781312, 0.00807662, 0.00834012, 0.00860361,
       0.00886711, 0.00913061, 0.00939411, 0.0096576 , 0.0099211 ,
       0.0101846 , 0.0104481 , 0.0107116 , 0.01097509, 0.01123859,
       0.01150209, 0.01176559, 0.01202909, 0.01229258, 0.01255608,
       0.01281958, 0.01308308, 0.01334657]), 3390: array([7.58947275e-05, 1.20404061e-04, 1.64913394e-04, 2.09422728e-04,
       2.53932061e-04, 2.98441394e-04, 3.42950728e-04, 3.87460061e-04,
       4.31969395e-04, 4.76478728e-04, 5.20988061e-04, 5.65497395e-04,
       6.10006728e-04, 6.54516062e-04, 6.99025395e-04, 7.43534728e-04,
       7.88044062e-04, 8.32553395e-04, 8.77062729e-04, 9.21572062e-04,
       9.66081395e-04, 1.01059073e-03, 1.05510006e-03, 1.09960940e-03,
       1.14411873e-03, 1.18862806e-03, 1.23313740e-03, 1.27764673e-03]), 3395: array([0.00016362, 0.00016251, 0.00016173, 0.00016118, 0.0001608 ,
       0.00016053, 0.00016034, 0.00016021, 0.00016012, 0.00016006,
       0.00016001, 0.00015998, 0.00015996, 0.00015994, 0.00015993,
       0.00015992, 0.00015992, 0.00015991, 0.00015991, 0.00015991,
       0.00015991, 0.00015991, 0.00015991, 0.00015991, 0.00015991,
       0.00015991, 0.00015991, 0.00015991]), 3400: array([0.00034468, 0.00043613, 0.00052759, 0.00061904, 0.0007105 ,
       0.00080195, 0.0008934 , 0.00098486, 0.00107631, 0.00116777,
       0.00125922, 0.00135068, 0.00144213, 0.00153358, 0.00162504,
       0.00171649, 0.00180795, 0.0018994 , 0.00199085, 0.00208231,
       0.00217376, 0.00226522, 0.00235667, 0.00244812, 0.00253958,
       0.00263103, 0.00272249, 0.00281394]), 3405: array([0.01808142, 0.01885185, 0.01962228, 0.02039271, 0.02116314,
       0.02193357, 0.022704  , 0.02347443, 0.02424486, 0.02501529,
       0.02578572, 0.02655615, 0.02732658, 0.02809701, 0.02886744,
       0.02963787, 0.0304083 , 0.03117873, 0.03194916, 0.03271959,
       0.03349002, 0.03426045, 0.03503089, 0.03580132, 0.03657175,
       0.03734218, 0.03811261, 0.03888304]), 3410: array([0.00719511, 0.00794783, 0.00870051, 0.00945315, 0.01020574,
       0.01095828, 0.01171078, 0.01246324, 0.01321565, 0.01396802,
       0.01472035, 0.01547263, 0.01622486, 0.01697706, 0.0177292 ,
       0.01848131, 0.01923337, 0.01998538, 0.02073735, 0.02148928,
       0.02224116, 0.022993  , 0.0237448 , 0.02449655, 0.02524825,
       0.02599991, 0.02675153, 0.0275031 ]), 3415: array([0.00379174, 0.00403629, 0.00428085, 0.0045254 , 0.00476995,
       0.0050145 , 0.00525905, 0.00550361, 0.00574816, 0.00599271,
       0.00623726, 0.00648181, 0.00672637, 0.00697092, 0.00721547,
       0.00746002, 0.00770458, 0.00794913, 0.00819368, 0.00843823,
       0.00868278, 0.00892734, 0.00917189, 0.00941644, 0.00966099,
       0.00990554, 0.0101501 , 0.01039465]), 3420: array([0.00060002, 0.00082222, 0.001009  , 0.001166  , 0.00129797,
       0.0014089 , 0.00150214, 0.00158051, 0.00164639, 0.00170177,
       0.00174831, 0.00178744, 0.00182033, 0.00184797, 0.00187121,
       0.00189074, 0.00190716, 0.00192096, 0.00193256, 0.00194231,
       0.0019505 , 0.00195739, 0.00196318, 0.00196805, 0.00197214,
       0.00197558, 0.00197847, 0.0019809 ]), 3425: array([0.00124106, 0.00116818, 0.00113028, 0.00111058, 0.00110033,
       0.001095  , 0.00109223, 0.00109079, 0.00109004, 0.00108965,
       0.00108945, 0.00108935, 0.00108929, 0.00108926, 0.00108925,
       0.00108924, 0.00108924, 0.00108923, 0.00108923, 0.00108923,
       0.00108923, 0.00108923, 0.00108923, 0.00108923, 0.00108923,
       0.00108923, 0.00108923, 0.00108923]), 3430: array([0.01341431, 0.01400436, 0.0145944 , 0.01518444, 0.01577448,
       0.01636453, 0.01695457, 0.01754461, 0.01813466, 0.0187247 ,
       0.01931474, 0.01990478, 0.02049483, 0.02108487, 0.02167491,
       0.02226496, 0.022855  , 0.02344504, 0.02403508, 0.02462513,
       0.02521517, 0.02580521, 0.02639526, 0.0269853 , 0.02757534,
       0.02816539, 0.02875543, 0.02934547]), 3435: array([0.00137045, 0.00149536, 0.00162026, 0.00174517, 0.00187007,
       0.00199498, 0.00211989, 0.00224479, 0.0023697 , 0.0024946 ,
       0.00261951, 0.00274441, 0.00286932, 0.00299422, 0.00311913,
       0.00324404, 0.00336894, 0.00349385, 0.00361875, 0.00374366,
       0.00386856, 0.00399347, 0.00411837, 0.00424328, 0.00436818,
       0.00449309, 0.004618  , 0.0047429 ]), 3440: array([0.00355842, 0.00374067, 0.00392292, 0.00410517, 0.00428742,
       0.00446967, 0.00465192, 0.00483417, 0.00501642, 0.00519867,
       0.00538092, 0.00556317, 0.00574542, 0.00592767, 0.00610992,
       0.00629216, 0.00647441, 0.00665666, 0.00683891, 0.00702116,
       0.00720341, 0.00738566, 0.00756791, 0.00775016, 0.00793241,
       0.00811466, 0.00829691, 0.00847916]), 3445: array([0.00658437, 0.00712797, 0.00767158, 0.00821518, 0.00875878,
       0.00930239, 0.00984599, 0.0103896 , 0.0109332 , 0.0114768 ,
       0.01202041, 0.01256401, 0.01310762, 0.01365122, 0.01419482,
       0.01473843, 0.01528203, 0.01582564, 0.01636924, 0.01691284,
       0.01745645, 0.01800005, 0.01854366, 0.01908726, 0.01963086,
       0.02017447, 0.02071807, 0.02126168]), 3450: array([0.00232052, 0.00294956, 0.00353999, 0.0040942 , 0.00461439,
       0.00510266, 0.00556096, 0.00599114, 0.00639492, 0.00677392,
       0.00712966, 0.00746357, 0.00777699, 0.00807117, 0.0083473 ,
       0.00860649, 0.00884977, 0.00907812, 0.00929246, 0.00949364,
       0.00968247, 0.00985972, 0.01002609, 0.01018225, 0.01032883,
       0.01046641, 0.01059555, 0.01071677]), 3455: array([0.01026179, 0.01058575, 0.01090971, 0.01123367, 0.01155763,
       0.01188159, 0.01220555, 0.01252951, 0.01285346, 0.01317742,
       0.01350137, 0.01382533, 0.01414928, 0.01447324, 0.01479719,
       0.01512114, 0.0154451 , 0.01576905, 0.016093  , 0.01641695,
       0.0167409 , 0.01706485, 0.0173888 , 0.01771274, 0.01803669,
       0.01836064, 0.01868458, 0.01900853]), 3460: array([0.00136462, 0.00132175, 0.00128023, 0.00124002, 0.00120107,
       0.00116334, 0.00112679, 0.0010914 , 0.00105711, 0.00102391,
       0.00099174, 0.00096059, 0.00093041, 0.00090119, 0.00087288,
       0.00084546, 0.0008189 , 0.00079318, 0.00076826, 0.00074413,
       0.00072075, 0.00069811, 0.00067618, 0.00065494, 0.00063437,
       0.00061444, 0.00059514, 0.00057644]), 3465: array([0.02841712, 0.0290352 , 0.02965331, 0.03027145, 0.03088961,
       0.03150779, 0.032126  , 0.03274423, 0.03336249, 0.03398078,
       0.03459909, 0.03521742, 0.03583578, 0.03645416, 0.03707257,
       0.03769101, 0.03830947, 0.03892795, 0.03954646, 0.040165  ,
       0.04078356, 0.04140214, 0.04202075, 0.04263938, 0.04325804,
       0.04387673, 0.04449544, 0.04511417]), 3470: array([0.00013894, 0.00019401, 0.00024909, 0.00030416, 0.00035923,
       0.0004143 , 0.00046938, 0.00052445, 0.00057952, 0.00063459,
       0.00068966, 0.00074473, 0.0007998 , 0.00085487, 0.00090995,
       0.00096501, 0.00102008, 0.00107515, 0.00113022, 0.00118529,
       0.00124036, 0.00129543, 0.0013505 , 0.00140556, 0.00146063,
       0.0015157 , 0.00157077, 0.00162583]), 3475: array([0.00072857, 0.00074773, 0.00076595, 0.00078328, 0.00079977,
       0.00081546, 0.00083039, 0.00084459, 0.0008581 , 0.00087096,
       0.00088318, 0.00089482, 0.00090589, 0.00091642, 0.00092643,
       0.00093596, 0.00094503, 0.00095366, 0.00096186, 0.00096967,
       0.0009771 , 0.00098417, 0.00099089, 0.00099728, 0.00100337,
       0.00100916, 0.00101467, 0.00101991]), 3480: array([0.00026315, 0.00026306, 0.00026298, 0.0002629 , 0.00026284,
       0.00026278, 0.00026273, 0.00026268, 0.00026264, 0.0002626 ,
       0.00026257, 0.00026253, 0.00026251, 0.00026248, 0.00026246,
       0.00026244, 0.00026242, 0.0002624 , 0.00026239, 0.00026238,
       0.00026236, 0.00026235, 0.00026234, 0.00026233, 0.00026233,
       0.00026232, 0.00026231, 0.00026231]), 3485: array([0.00137236, 0.00148754, 0.00160146, 0.00171414, 0.0018256 ,
       0.00193584, 0.00204488, 0.00215274, 0.00225941, 0.00236493,
       0.0024693 , 0.00257253, 0.00267463, 0.00277562, 0.00287552,
       0.00297432, 0.00307205, 0.00316871, 0.00326432, 0.00335889,
       0.00345243, 0.00354495, 0.00363646, 0.00372698, 0.0038165 ,
       0.00390506, 0.00399265, 0.00407928]), 3490: array([0.00039627, 0.00046512, 0.00052187, 0.00056866, 0.00060724,
       0.00063904, 0.00066525, 0.00068687, 0.00070468, 0.00071937,
       0.00073148, 0.00074147, 0.0007497 , 0.00075648, 0.00076208,
       0.00076669, 0.00077049, 0.00077363, 0.00077621, 0.00077834,
       0.0007801 , 0.00078154, 0.00078274, 0.00078372, 0.00078453,
       0.0007852 , 0.00078575, 0.00078621]), 3495: array([0.0002934 , 0.00044649, 0.00059958, 0.00075268, 0.00090577,
       0.00105886, 0.00121195, 0.00136504, 0.00151814, 0.00167123,
       0.00182432, 0.00197741, 0.00213051, 0.0022836 , 0.00243669,
       0.00258978, 0.00274287, 0.00289597, 0.00304906, 0.00320215,
       0.00335524, 0.00350833, 0.00366143, 0.00381452, 0.00396761,
       0.0041207 , 0.0042738 , 0.00442689]), 3500: array([0.02429343, 0.02418616, 0.02408511, 0.02398993, 0.02390027,
       0.02381582, 0.02373627, 0.02366133, 0.02359075, 0.02352426,
       0.02346163, 0.02340264, 0.02334707, 0.02329473, 0.02324542,
       0.02319898, 0.02315523, 0.02311402, 0.0230752 , 0.02303864,
       0.02300419, 0.02297175, 0.02294119, 0.0229124 , 0.02288529,
       0.02285975, 0.02283569, 0.02281303]), 3505: array([6.14606299e-05, 1.20591131e-04, 1.79721633e-04, 2.38852134e-04,
       2.97982635e-04, 3.57113137e-04, 4.16243638e-04, 4.75374139e-04,
       5.34504641e-04, 5.93635142e-04, 6.52765643e-04, 7.11896145e-04,
       7.71026646e-04, 8.30157147e-04, 8.89287649e-04, 9.48418150e-04,
       1.00754865e-03, 1.06667915e-03, 1.12580965e-03, 1.18494016e-03,
       1.24407066e-03, 1.30320116e-03, 1.36233166e-03, 1.42146216e-03,
       1.48059266e-03, 1.53972316e-03, 1.59885367e-03, 1.65798417e-03]), 3510: array([0.00021797, 0.00026494, 0.00029349, 0.00031085, 0.00032139,
       0.00032781, 0.00033171, 0.00033407, 0.00033551, 0.00033639,
       0.00033692, 0.00033725, 0.00033744, 0.00033756, 0.00033763,
       0.00033768, 0.00033771, 0.00033772, 0.00033773, 0.00033774,
       0.00033774, 0.00033774, 0.00033775, 0.00033775, 0.00033775,
       0.00033775, 0.00033775, 0.00033775]), 3515: array([0.00017919, 0.00017893, 0.00017875, 0.00017863, 0.00017854,
       0.00017848, 0.00017844, 0.00017841, 0.00017839, 0.00017837,
       0.00017836, 0.00017835, 0.00017835, 0.00017835, 0.00017834,
       0.00017834, 0.00017834, 0.00017834, 0.00017834, 0.00017834,
       0.00017834, 0.00017834, 0.00017834, 0.00017834, 0.00017834,
       0.00017834, 0.00017834, 0.00017834]), 3520: array([0.00202676, 0.00164098, 0.00140835, 0.00126807, 0.00118348,
       0.00113248, 0.00110172, 0.00108317, 0.00107199, 0.00106524,
       0.00106118, 0.00105872, 0.00105725, 0.00105635, 0.00105582,
       0.00105549, 0.0010553 , 0.00105518, 0.00105511, 0.00105506,
       0.00105504, 0.00105502, 0.00105501, 0.00105501, 0.001055  ,
       0.001055  , 0.001055  , 0.001055  ]), 3525: array([0.00017549, 0.00020285, 0.00022548, 0.00024419, 0.00025966,
       0.00027245, 0.00028303, 0.00029177, 0.000299  , 0.00030498,
       0.00030993, 0.00031401, 0.00031739, 0.00032019, 0.0003225 ,
       0.00032441, 0.00032599, 0.0003273 , 0.00032838, 0.00032927,
       0.00033001, 0.00033062, 0.00033112, 0.00033154, 0.00033189,
       0.00033217, 0.00033241, 0.0003326 ]), 3530: array([0.00032139, 0.00035518, 0.00038897, 0.00042277, 0.00045656,
       0.00049036, 0.00052415, 0.00055795, 0.00059174, 0.00062554,
       0.00065933, 0.00069313, 0.00072692, 0.00076072, 0.00079451,
       0.00082831, 0.0008621 , 0.0008959 , 0.00092969, 0.00096349,
       0.00099728, 0.00103108, 0.00106487, 0.00109867, 0.00113246,
       0.00116626, 0.00120005, 0.00123385]), 3535: array([0.00011253, 0.00011247, 0.00011243, 0.0001124 , 0.00011238,
       0.00011236, 0.00011235, 0.00011235, 0.00011234, 0.00011234,
       0.00011233, 0.00011233, 0.00011233, 0.00011233, 0.00011233,
       0.00011233, 0.00011233, 0.00011233, 0.00011233, 0.00011233,
       0.00011233, 0.00011233, 0.00011233, 0.00011233, 0.00011233,
       0.00011233, 0.00011233, 0.00011233]), 3540: array([0.00052097, 0.00038976, 0.00032829, 0.0002995 , 0.00028601,
       0.00027969, 0.00027673, 0.00027534, 0.00027469, 0.00027439,
       0.00027424, 0.00027418, 0.00027415, 0.00027413, 0.00027412,
       0.00027412, 0.00027412, 0.00027412, 0.00027412, 0.00027412,
       0.00027412, 0.00027412, 0.00027412, 0.00027412, 0.00027412,
       0.00027412, 0.00027412, 0.00027412]), 3545: array([0.00412792, 0.00431154, 0.00449516, 0.00467878, 0.0048624 ,
       0.00504603, 0.00522965, 0.00541327, 0.00559689, 0.00578051,
       0.00596414, 0.00614776, 0.00633138, 0.006515  , 0.00669862,
       0.00688225, 0.00706587, 0.00724949, 0.00743311, 0.00761673,
       0.00780036, 0.00798398, 0.0081676 , 0.00835122, 0.00853484,
       0.00871847, 0.00890209, 0.00908571]), 3550: array([0.0002427 , 0.00041521, 0.00055924, 0.00067947, 0.00077985,
       0.00086365, 0.0009336 , 0.00099201, 0.00104076, 0.00108147,
       0.00111545, 0.00114382, 0.0011675 , 0.00118727, 0.00120378,
       0.00121756, 0.00122906, 0.00123866, 0.00124668, 0.00125337,
       0.00125896, 0.00126363, 0.00126752, 0.00127077, 0.00127349,
       0.00127575, 0.00127764, 0.00127922]), 3555: array([0.00011838, 0.0001954 , 0.00025724, 0.0003069 , 0.00034676,
       0.00037877, 0.00040447, 0.00042511, 0.00044168, 0.00045498,
       0.00046566, 0.00047424, 0.00048113, 0.00048665, 0.00049109,
       0.00049466, 0.00049752, 0.00049982, 0.00050166, 0.00050314,
       0.00050433, 0.00050529, 0.00050605, 0.00050667, 0.00050716,
       0.00050756, 0.00050788, 0.00050814]), 3560: array([0.00099646, 0.00103237, 0.00106827, 0.00110418, 0.00114008,
       0.00117598, 0.00121188, 0.00124778, 0.00128368, 0.00131958,
       0.00135548, 0.00139137, 0.00142727, 0.00146316, 0.00149905,
       0.00153494, 0.00157083, 0.00160672, 0.00164261, 0.00167849,
       0.00171438, 0.00175026, 0.00178614, 0.00182202, 0.0018579 ,
       0.00189378, 0.00192966, 0.00196554]), 3565: array([0.00487455, 0.00493748, 0.00499407, 0.00504498, 0.00509077,
       0.00513195, 0.005169  , 0.00520232, 0.00523229, 0.00525924,
       0.00528349, 0.00530529, 0.00532491, 0.00534255, 0.00535842,
       0.00537269, 0.00538553, 0.00539708, 0.00540746, 0.00541681,
       0.00542521, 0.00543277, 0.00543956, 0.00544568, 0.00545118,
       0.00545612, 0.00546057, 0.00546458]), 3570: array([0.00050141, 0.0006509 , 0.00075262, 0.00082185, 0.00086895,
       0.000901  , 0.00092282, 0.00093766, 0.00094776, 0.00095463,
       0.00095931, 0.00096249, 0.00096466, 0.00096613, 0.00096713,
       0.00096781, 0.00096828, 0.00096859, 0.00096881, 0.00096896,
       0.00096906, 0.00096912, 0.00096917, 0.0009692 , 0.00096922,
       0.00096924, 0.00096925, 0.00096925]), 3575: array([0.01624616, 0.01650416, 0.01676216, 0.01702016, 0.01727816,
       0.01753616, 0.01779416, 0.01805216, 0.01831016, 0.01856816,
       0.01882616, 0.01908416, 0.01934216, 0.01960016, 0.01985816,
       0.02011616, 0.02037416, 0.02063216, 0.02089016, 0.02114816,
       0.02140616, 0.02166416, 0.02192216, 0.02218016, 0.02243816,
       0.02269616, 0.02295416, 0.02321216]), 3580: array([0.0093955 , 0.00903268, 0.00874948, 0.00852845, 0.00835592,
       0.00822127, 0.00811617, 0.00803413, 0.0079701 , 0.00792013,
       0.00788112, 0.00785067, 0.00782691, 0.00780836, 0.00779389,
       0.00778259, 0.00777377, 0.00776688, 0.00776151, 0.00775732,
       0.00775404, 0.00775149, 0.0077495 , 0.00774794, 0.00774672,
       0.00774578, 0.00774504, 0.00774446]), 3585: array([0.0406849 , 0.0417982 , 0.0429115 , 0.0440248 , 0.04513811,
       0.04625141, 0.04736471, 0.04847801, 0.04959131, 0.05070461,
       0.05181792, 0.05293122, 0.05404452, 0.05515782, 0.05627112,
       0.05738442, 0.05849772, 0.05961103, 0.06072433, 0.06183763,
       0.06295093, 0.06406423, 0.06517753, 0.06629084, 0.06740414,
       0.06851744, 0.06963074, 0.07074404]), 3590: array([0.000813  , 0.00106548, 0.00131795, 0.00157041, 0.00182286,
       0.0020753 , 0.00232774, 0.00258016, 0.00283258, 0.00308499,
       0.0033374 , 0.00358979, 0.00384218, 0.00409456, 0.00434693,
       0.00459929, 0.00485164, 0.00510399, 0.00535632, 0.00560865,
       0.00586097, 0.00611329, 0.00636559, 0.00661789, 0.00687018,
       0.00712246, 0.00737473, 0.007627  ]), 3595: array([1.16365671e-04, 1.01796382e-04, 8.90512888e-05, 7.79019860e-05,
       6.81486678e-05, 5.96165456e-05, 5.21527154e-05, 4.56234183e-05,
       3.99116431e-05, 3.49150293e-05, 3.05440327e-05, 2.67203209e-05,
       2.33753694e-05, 2.04492335e-05, 1.78894739e-05, 1.56502173e-05,
       1.36913341e-05, 1.19777192e-05, 1.04786631e-05, 9.16730111e-06,
       8.02013249e-06, 7.01659885e-06, 6.13871589e-06, 5.37075113e-06,
       4.69894188e-06, 4.11124870e-06, 3.59713955e-06, 3.14740111e-06]), 3600: array([0.00032582, 0.00033125, 0.00033668, 0.00034211, 0.00034755,
       0.00035298, 0.00035841, 0.00036384, 0.00036927, 0.0003747 ,
       0.00038013, 0.00038556, 0.000391  , 0.00039643, 0.00040186,
       0.00040729, 0.00041272, 0.00041815, 0.00042358, 0.00042901,
       0.00043445, 0.00043988, 0.00044531, 0.00045074, 0.00045617,
       0.0004616 , 0.00046703, 0.00047246]), 3605: array([0.00011362, 0.00019974, 0.00026562, 0.00031601, 0.00035456,
       0.00038405, 0.00040661, 0.00042386, 0.00043706, 0.00044716,
       0.00045488, 0.00046079, 0.00046531, 0.00046877, 0.00047141,
       0.00047344, 0.00047498, 0.00047617, 0.00047707, 0.00047777,
       0.0004783 , 0.0004787 , 0.00047901, 0.00047925, 0.00047943,
       0.00047957, 0.00047967, 0.00047976]), 3610: array([0.00892472, 0.00913454, 0.00934436, 0.00955418, 0.009764  ,
       0.00997382, 0.01018364, 0.01039346, 0.01060329, 0.01081311,
       0.01102293, 0.01123275, 0.01144257, 0.01165239, 0.01186221,
       0.01207203, 0.01228185, 0.01249167, 0.01270149, 0.01291131,
       0.01312113, 0.01333095, 0.01354077, 0.01375059, 0.01396041,
       0.01417023, 0.01438005, 0.01458987]), 3615: array([0.00191968, 0.00225076, 0.00244773, 0.00256491, 0.00263462,
       0.00267609, 0.00270077, 0.00271545, 0.00272418, 0.00272938,
       0.00273247, 0.00273431, 0.0027354 , 0.00273605, 0.00273644,
       0.00273667, 0.00273681, 0.00273689, 0.00273694, 0.00273697,
       0.00273698, 0.00273699, 0.002737  , 0.002737  , 0.00273701,
       0.00273701, 0.00273701, 0.00273701]), 3620: array([0.01108364, 0.01170597, 0.01232829, 0.01295062, 0.01357294,
       0.01419527, 0.01481759, 0.01543992, 0.01606224, 0.01668457,
       0.01730689, 0.01792921, 0.01855154, 0.01917386, 0.01979619,
       0.02041851, 0.02104084, 0.02166316, 0.02228549, 0.02290781,
       0.02353014, 0.02415246, 0.02477479, 0.02539711, 0.02601943,
       0.02664176, 0.02726408, 0.02788641]), 3625: array([0.00766479, 0.00770951, 0.00775036, 0.00778769, 0.00782178,
       0.00785292, 0.00788137, 0.00790736, 0.0079311 , 0.00795279,
       0.0079726 , 0.0079907 , 0.00800723, 0.00802234, 0.00803613,
       0.00804874, 0.00806025, 0.00807077, 0.00808037, 0.00808915,
       0.00809717, 0.00810449, 0.00811118, 0.0081173 , 0.00812288,
       0.00812798, 0.00813264, 0.00813689]), 3630: array([0.00138419, 0.00126703, 0.00115978, 0.00106161, 0.00097176,
       0.00088951, 0.00081422, 0.0007453 , 0.00068221, 0.00062447,
       0.00057161, 0.00052323, 0.00047894, 0.0004384 , 0.0004013 ,
       0.00036733, 0.00033624, 0.00030778, 0.00028173, 0.00025788,
       0.00023605, 0.00021607, 0.00019778, 0.00018104, 0.00016572,
       0.00015169, 0.00013885, 0.0001271 ]), 3635: array([0.00425373, 0.00474421, 0.00523469, 0.00572517, 0.00621565,
       0.00670613, 0.00719661, 0.00768709, 0.00817757, 0.00866805,
       0.00915852, 0.009649  , 0.01013948, 0.01062996, 0.01112044,
       0.01161092, 0.0121014 , 0.01259188, 0.01308236, 0.01357284,
       0.01406332, 0.0145538 , 0.01504428, 0.01553476, 0.01602524,
       0.01651572, 0.0170062 , 0.01749668]), 3640: array([0.02265857, 0.01746659, 0.01501202, 0.0138516 , 0.01330299,
       0.01304364, 0.01292102, 0.01286306, 0.01283565, 0.0128227 ,
       0.01281657, 0.01281368, 0.01281231, 0.01281166, 0.01281135,
       0.01281121, 0.01281114, 0.01281111, 0.01281109, 0.01281109,
       0.01281108, 0.01281108, 0.01281108, 0.01281108, 0.01281108,
       0.01281108, 0.01281108, 0.01281108]), 3645: array([0.00557319, 0.00614926, 0.00672534, 0.00730142, 0.00787749,
       0.00845357, 0.00902964, 0.00960572, 0.01018179, 0.01075787,
       0.01133395, 0.01191002, 0.0124861 , 0.01306217, 0.01363825,
       0.01421432, 0.0147904 , 0.01536648, 0.01594255, 0.01651863,
       0.0170947 , 0.01767078, 0.01824686, 0.01882293, 0.01939901,
       0.01997508, 0.02055116, 0.02112723]), 3650: array([0.00878167, 0.00857755, 0.00838998, 0.00821762, 0.00805923,
       0.00791368, 0.00777994, 0.00765703, 0.0075441 , 0.00744031,
       0.00734495, 0.00725731, 0.00717678, 0.00710278, 0.00703478,
       0.00697229, 0.00691487, 0.00686211, 0.00681362, 0.00676906,
       0.00672812, 0.00669049, 0.00665592, 0.00662415, 0.00659495,
       0.00656813, 0.00654347, 0.00652082]), 3655: array([0.00032177, 0.00047636, 0.00060954, 0.00072427, 0.00082311,
       0.00090826, 0.00098161, 0.0010448 , 0.00109924, 0.00114614,
       0.00118654, 0.00122135, 0.00125133, 0.00127717, 0.00129942,
       0.00131859, 0.0013351 , 0.00134933, 0.00136159, 0.00137215,
       0.00138124, 0.00138908, 0.00139583, 0.00140165, 0.00140666,
       0.00141097, 0.00141469, 0.00141789]), 3660: array([0.00405294, 0.00393961, 0.00383538, 0.00373952, 0.00365136,
       0.00357028, 0.00349572, 0.00342715, 0.00336408, 0.00330608,
       0.00325274, 0.00320369, 0.00315857, 0.00311708, 0.00307893,
       0.00304383, 0.00301156, 0.00298188, 0.00295458, 0.00292948,
       0.00290639, 0.00288516, 0.00286563, 0.00284768, 0.00283116,
       0.00281597, 0.002802  , 0.00278916]), 3665: array([0.00080683, 0.00116874, 0.00141272, 0.0015772 , 0.00168808,
       0.00176283, 0.00181323, 0.0018472 , 0.00187011, 0.00188555,
       0.00189595, 0.00190297, 0.0019077 , 0.00191089, 0.00191304,
       0.00191449, 0.00191547, 0.00191613, 0.00191657, 0.00191687,
       0.00191707, 0.00191721, 0.0019173 , 0.00191736, 0.0019174 ,
       0.00191743, 0.00191745, 0.00191746]), 3670: array([0.08582431, 0.08094106, 0.07928518, 0.07872368, 0.07853328,
       0.07846872, 0.07844682, 0.0784394 , 0.07843688, 0.07843603,
       0.07843574, 0.07843564, 0.07843561, 0.0784356 , 0.07843559,
       0.07843559, 0.07843559, 0.07843559, 0.07843559, 0.07843559,
       0.07843559, 0.07843559, 0.07843559, 0.07843559, 0.07843559,
       0.07843559, 0.07843559, 0.07843559]), 3675: array([0.99264936, 0.85996011, 0.76267158, 0.69133905, 0.63903761,
       0.6006899 , 0.57257312, 0.55195774, 0.53684242, 0.52575978,
       0.51763392, 0.51167599, 0.5073076 , 0.50410467, 0.50175627,
       0.5000344 , 0.49877192, 0.49784626, 0.49716757, 0.49666994,
       0.49630508, 0.49603756, 0.49584141, 0.4956976 , 0.49559215,
       0.49551484, 0.49545815, 0.49541659]), 3680: array([0.53290227, 0.55774087, 0.58257948, 0.60741808, 0.63225669,
       0.65709529, 0.6819339 , 0.7067725 , 0.7316111 , 0.75644971,
       0.78128831, 0.80612691, 0.83096551, 0.85580411, 0.88064271,
       0.9054813 , 0.9303199 , 0.9551585 , 0.9799971 , 1.00483569,
       1.02967429, 1.05451288, 1.07935148, 1.10419007, 1.12902866,
       1.15386725, 1.17870585, 1.20354444]), 3685: array([0.1559704 , 0.16509837, 0.17422634, 0.18335431, 0.19248228,
       0.20161026, 0.21073823, 0.2198662 , 0.22899417, 0.23812215,
       0.24725012, 0.25637809, 0.26550606, 0.27463404, 0.28376201,
       0.29288998, 0.30201795, 0.31114592, 0.3202739 , 0.32940187,
       0.33852984, 0.34765781, 0.35678579, 0.36591376, 0.37504173,
       0.3841697 , 0.39329768, 0.40242565]), 3690: array([0.18874544, 0.19775416, 0.20676289, 0.21577161, 0.22478033,
       0.23378906, 0.24279778, 0.2518065 , 0.26081523, 0.26982395,
       0.27883267, 0.28784139, 0.29685012, 0.30585884, 0.31486756,
       0.32387629, 0.33288501, 0.34189373, 0.35090245, 0.35991118,
       0.3689199 , 0.37792862, 0.38693735, 0.39594607, 0.40495479,
       0.41396352, 0.42297224, 0.43198096]), 3695: array([9.05402292e-05, 1.42913671e-04, 1.95287114e-04, 2.47660556e-04,
       3.00033998e-04, 3.52407440e-04, 4.04780882e-04, 4.57154324e-04,
       5.09527766e-04, 5.61901209e-04, 6.14274651e-04, 6.66648093e-04,
       7.19021535e-04, 7.71394977e-04, 8.23768419e-04, 8.76141862e-04,
       9.28515304e-04, 9.80888746e-04, 1.03326219e-03, 1.08563563e-03,
       1.13800907e-03, 1.19038251e-03, 1.24275596e-03, 1.29512940e-03,
       1.34750284e-03, 1.39987628e-03, 1.45224973e-03, 1.50462317e-03]), 3700: array([0.00068915, 0.00070593, 0.0007227 , 0.00073947, 0.00075624,
       0.00077301, 0.00078978, 0.00080655, 0.00082332, 0.00084009,
       0.00085687, 0.00087364, 0.00089041, 0.00090718, 0.00092395,
       0.00094072, 0.00095749, 0.00097426, 0.00099103, 0.0010078 ,
       0.00102458, 0.00104135, 0.00105812, 0.00107489, 0.00109166,
       0.00110843, 0.0011252 , 0.00114197]), 3705: array([0.00094476, 0.00095907, 0.00097338, 0.00098769, 0.001002  ,
       0.00101631, 0.00103062, 0.00104493, 0.00105924, 0.00107355,
       0.00108786, 0.00110217, 0.00111648, 0.00113079, 0.0011451 ,
       0.00115941, 0.00117372, 0.00118803, 0.00120234, 0.00121665,
       0.00123096, 0.00124527, 0.00125958, 0.00127389, 0.0012882 ,
       0.00130251, 0.00131682, 0.00133113]), 3710: array([0.00015404, 0.00020625, 0.00025505, 0.00030065, 0.00034327,
       0.00038309, 0.00042031, 0.00045509, 0.00048759, 0.00051796,
       0.00054635, 0.00057287, 0.00059766, 0.00062083, 0.00064248,
       0.00066271, 0.00068161, 0.00069928, 0.00071579, 0.00073122,
       0.00074564, 0.00075911, 0.00077171, 0.00078347, 0.00079447,
       0.00080475, 0.00081435, 0.00082333]), 3715: array([0.00130635, 0.00133003, 0.00135371, 0.00137739, 0.00140107,
       0.00142475, 0.00144843, 0.00147211, 0.00149579, 0.00151947,
       0.00154315, 0.00156683, 0.00159051, 0.00161419, 0.00163787,
       0.00166155, 0.00168523, 0.00170891, 0.00173259, 0.00175627,
       0.00177995, 0.00180364, 0.00182732, 0.001851  , 0.00187468,
       0.00189836, 0.00192204, 0.00194572]), 3720: array([0.00352296, 0.00288896, 0.0026533 , 0.0025657 , 0.00253314,
       0.00252104, 0.00251654, 0.00251487, 0.00251425, 0.00251402,
       0.00251393, 0.0025139 , 0.00251389, 0.00251388, 0.00251388,
       0.00251388, 0.00251388, 0.00251388, 0.00251388, 0.00251388,
       0.00251388, 0.00251388, 0.00251388, 0.00251388, 0.00251388,
       0.00251388, 0.00251388, 0.00251388]), 3725: array([0.03211045, 0.0334535 , 0.03479656, 0.03613961, 0.03748266,
       0.03882571, 0.04016876, 0.04151181, 0.04285486, 0.04419792,
       0.04554097, 0.04688402, 0.04822707, 0.04957012, 0.05091317,
       0.05225623, 0.05359928, 0.05494233, 0.05628538, 0.05762843,
       0.05897148, 0.06031453, 0.06165759, 0.06300064, 0.06434369,
       0.06568674, 0.06702979, 0.06837284]), 3730: array([0.00849931, 0.00979799, 0.01109667, 0.01239535, 0.01369402,
       0.0149927 , 0.01629138, 0.01759005, 0.01888873, 0.02018741,
       0.02148608, 0.02278476, 0.02408344, 0.02538212, 0.02668079,
       0.02797947, 0.02927815, 0.03057682, 0.0318755 , 0.03317418,
       0.03447285, 0.03577153, 0.03707021, 0.03836889, 0.03966756,
       0.04096624, 0.04226492, 0.04356359]), 3735: array([0.01304049, 0.01332345, 0.01360642, 0.01388938, 0.01417234,
       0.0144553 , 0.01473826, 0.01502122, 0.01530419, 0.01558715,
       0.01587011, 0.01615307, 0.01643603, 0.01671899, 0.01700196,
       0.01728492, 0.01756788, 0.01785084, 0.0181338 , 0.01841676,
       0.01869973, 0.01898269, 0.01926565, 0.01954861, 0.01983157,
       0.02011453, 0.0203975 , 0.02068046]), 3740: array([0.19248322, 0.19443157, 0.19637991, 0.19832825, 0.20027659,
       0.20222493, 0.20417328, 0.20612162, 0.20806996, 0.2100183 ,
       0.21196664, 0.21391499, 0.21586333, 0.21781167, 0.21976001,
       0.22170836, 0.2236567 , 0.22560504, 0.22755338, 0.22950172,
       0.23145007, 0.23339841, 0.23534675, 0.23729509, 0.23924343,
       0.24119178, 0.24314012, 0.24508846]), 3745: array([0.02007928, 0.01868115, 0.01738036, 0.01617015, 0.01504421,
       0.01399667, 0.01302207, 0.01211533, 0.01127173, 0.01048687,
       0.00975666, 0.00907729, 0.00844523, 0.00785718, 0.00731008,
       0.00680107, 0.00632751, 0.00588692, 0.00547701, 0.00509564,
       0.00474082, 0.00441072, 0.00410359, 0.00381786, 0.00355202,
       0.00330469, 0.00307458, 0.00286049]), 3750: array([0.11102217, 0.11587921, 0.12073625, 0.12559329, 0.13045033,
       0.13530736, 0.1401644 , 0.14502144, 0.14987848, 0.15473552,
       0.15959256, 0.16444959, 0.16930663, 0.17416367, 0.17902071,
       0.18387775, 0.18873479, 0.19359182, 0.19844886, 0.2033059 ,
       0.20816294, 0.21301998, 0.21787702, 0.22273405, 0.22759109,
       0.23244813, 0.23730517, 0.24216221]), 3755: array([0.00364489, 0.00710129, 0.01055768, 0.01401408, 0.01747048,
       0.02092688, 0.02438328, 0.02783968, 0.03129608, 0.03475247,
       0.03820887, 0.04166527, 0.04512167, 0.04857807, 0.05203447,
       0.05549086, 0.05894726, 0.06240366, 0.06586006, 0.06931646,
       0.07277286, 0.07622925, 0.07968565, 0.08314205, 0.08659845,
       0.09005485, 0.09351125, 0.09696764]), 3760: array([0.01958856, 0.01958775, 0.01958723, 0.0195869 , 0.01958669,
       0.01958655, 0.01958647, 0.01958641, 0.01958638, 0.01958636,
       0.01958634, 0.01958633, 0.01958633, 0.01958633, 0.01958632,
       0.01958632, 0.01958632, 0.01958632, 0.01958632, 0.01958632,
       0.01958632, 0.01958632, 0.01958632, 0.01958632, 0.01958632,
       0.01958632, 0.01958632, 0.01958632]), 3765: array([0.0049865 , 0.00996381, 0.01494113, 0.01991844, 0.02489575,
       0.02987307, 0.03485038, 0.03982769, 0.04480501, 0.04978232,
       0.05475964, 0.05973695, 0.06471426, 0.06969158, 0.07466889,
       0.0796462 , 0.08462352, 0.08960083, 0.09457814, 0.09955546,
       0.10453277, 0.10951009, 0.1144874 , 0.11946471, 0.12444203,
       0.12941934, 0.13439665, 0.13937397]), 3770: array([0.15952738, 0.16565985, 0.17179233, 0.17792481, 0.18405728,
       0.19018976, 0.19632224, 0.20245471, 0.20858719, 0.21471966,
       0.22085214, 0.22698462, 0.23311709, 0.23924957, 0.24538205,
       0.25151452, 0.257647  , 0.26377947, 0.26991195, 0.27604443,
       0.2821769 , 0.28830938, 0.29444186, 0.30057433, 0.30670681,
       0.31283929, 0.31897176, 0.32510424]), 3775: array([0.02732995, 0.03028226, 0.03323457, 0.03618689, 0.0391392 ,
       0.04209151, 0.04504383, 0.04799614, 0.05094845, 0.05390077,
       0.05685308, 0.05980539, 0.06275771, 0.06571002, 0.06866234,
       0.07161465, 0.07456697, 0.07751928, 0.0804716 , 0.08342391,
       0.08637623, 0.08932855, 0.09228086, 0.09523318, 0.0981855 ,
       0.10113781, 0.10409013, 0.10704245]), 3780: array([0.1936156 , 0.19922136, 0.20482711, 0.21043287, 0.21603862,
       0.22164438, 0.22725013, 0.23285589, 0.23846164, 0.2440674 ,
       0.24967315, 0.25527891, 0.26088466, 0.26649042, 0.27209617,
       0.27770193, 0.28330768, 0.28891343, 0.29451919, 0.30012494,
       0.3057307 , 0.31133645, 0.31694221, 0.32254796, 0.32815372,
       0.33375947, 0.33936523, 0.34497098]), 3785: array([0.00027929, 0.00032786, 0.00037643, 0.000425  , 0.00047356,
       0.00052213, 0.0005707 , 0.00061927, 0.00066784, 0.0007164 ,
       0.00076497, 0.00081354, 0.00086211, 0.00091068, 0.00095925,
       0.00100781, 0.00105638, 0.00110495, 0.00115352, 0.00120209,
       0.00125065, 0.00129922, 0.00134779, 0.00139636, 0.00144493,
       0.00149349, 0.00154206, 0.00159063]), 3790: array([0.00142536, 0.00250683, 0.0035883 , 0.00466977, 0.00575125,
       0.00683272, 0.00791419, 0.00899566, 0.01007713, 0.0111586 ,
       0.01224007, 0.01332154, 0.01440301, 0.01548448, 0.01656595,
       0.01764742, 0.01872889, 0.01981035, 0.02089182, 0.02197329,
       0.02305476, 0.02413622, 0.02521769, 0.02629915, 0.02738062,
       0.02846208, 0.02954355, 0.03062501]), 3795: array([0.00435929, 0.00447576, 0.00459223, 0.0047087 , 0.00482518,
       0.00494165, 0.00505812, 0.00517459, 0.00529107, 0.00540754,
       0.00552401, 0.00564048, 0.00575696, 0.00587343, 0.0059899 ,
       0.00610637, 0.00622285, 0.00633932, 0.00645579, 0.00657226,
       0.00668874, 0.00680521, 0.00692168, 0.00703815, 0.00715463,
       0.0072711 , 0.00738757, 0.00750404]), 3800: array([0.05082949, 0.05381912, 0.05680874, 0.05979837, 0.062788  ,
       0.06577763, 0.06876726, 0.07175689, 0.07474652, 0.07773615,
       0.08072578, 0.08371541, 0.08670504, 0.08969467, 0.0926843 ,
       0.09567393, 0.09866356, 0.10165319, 0.10464282, 0.10763244,
       0.11062207, 0.1136117 , 0.11660133, 0.11959096, 0.12258059,
       0.12557022, 0.12855985, 0.13154948]), 3805: array([0.01109056, 0.01153472, 0.01197888, 0.01242304, 0.0128672 ,
       0.01331136, 0.01375551, 0.01419967, 0.01464383, 0.01508799,
       0.01553215, 0.0159763 , 0.01642046, 0.01686462, 0.01730878,
       0.01775294, 0.01819709, 0.01864125, 0.01908541, 0.01952957,
       0.01997373, 0.02041788, 0.02086204, 0.0213062 , 0.02175036,
       0.02219452, 0.02263867, 0.02308283]), 3810: array([0.00021173, 0.00036268, 0.00051247, 0.0006611 , 0.00080859,
       0.00095494, 0.00110016, 0.00124426, 0.00138725, 0.00152914,
       0.00166993, 0.00180964, 0.00194827, 0.00208583, 0.00222234,
       0.00235779, 0.00249219, 0.00262556, 0.0027579 , 0.00288922,
       0.00301953, 0.00314883, 0.00327714, 0.00340446, 0.0035308 ,
       0.00365616, 0.00378055, 0.00390399]), 3815: array([0.0028797 , 0.0032704 , 0.0036611 , 0.0040518 , 0.0044425 ,
       0.00483319, 0.00522389, 0.00561459, 0.00600529, 0.00639599,
       0.00678669, 0.00717739, 0.00756808, 0.00795878, 0.00834948,
       0.00874018, 0.00913088, 0.00952158, 0.00991228, 0.01030297,
       0.01069367, 0.01108437, 0.01147507, 0.01186577, 0.01225647,
       0.01264716, 0.01303786, 0.01342856]), 3820: array([0.00042061, 0.0008067 , 0.00119279, 0.00157888, 0.00196498,
       0.00235107, 0.00273716, 0.00312325, 0.00350934, 0.00389544,
       0.00428153, 0.00466762, 0.00505371, 0.00543981, 0.0058259 ,
       0.00621199, 0.00659808, 0.00698418, 0.00737027, 0.00775636,
       0.00814245, 0.00852855, 0.00891464, 0.00930073, 0.00968682,
       0.01007292, 0.01045901, 0.0108451 ]), 3825: array([0.00011107, 0.00014396, 0.00016595, 0.00018065, 0.00019047,
       0.00019704, 0.00020143, 0.00020436, 0.00020632, 0.00020763,
       0.00020851, 0.00020909, 0.00020948, 0.00020975, 0.00020992,
       0.00021004, 0.00021012, 0.00021017, 0.0002102 , 0.00021023,
       0.00021024, 0.00021025, 0.00021026, 0.00021026, 0.00021027,
       0.00021027, 0.00021027, 0.00021027]), 3830: array([0.00033041, 0.00033236, 0.00033421, 0.00033595, 0.00033758,
       0.00033913, 0.00034058, 0.00034196, 0.00034325, 0.00034447,
       0.00034562, 0.00034671, 0.00034773, 0.0003487 , 0.0003496 ,
       0.00035046, 0.00035127, 0.00035203, 0.00035275, 0.00035343,
       0.00035407, 0.00035467, 0.00035523, 0.00035577, 0.00035627,
       0.00035675, 0.0003572 , 0.00035762]), 3835: array([0.00064787, 0.00057176, 0.00053088, 0.00050892, 0.00049712,
       0.00049078, 0.00048738, 0.00048555, 0.00048457, 0.00048404,
       0.00048375, 0.0004836 , 0.00048352, 0.00048348, 0.00048345,
       0.00048344, 0.00048343, 0.00048343, 0.00048343, 0.00048343,
       0.00048343, 0.00048343, 0.00048343, 0.00048342, 0.00048342,
       0.00048342, 0.00048342, 0.00048342]), 3840: array([0.00226923, 0.00231771, 0.0023662 , 0.00241468, 0.00246316,
       0.00251165, 0.00256013, 0.00260862, 0.0026571 , 0.00270559,
       0.00275407, 0.00280255, 0.00285104, 0.00289952, 0.00294801,
       0.00299649, 0.00304498, 0.00309346, 0.00314195, 0.00319043,
       0.00323891, 0.0032874 , 0.00333588, 0.00338437, 0.00343285,
       0.00348134, 0.00352982, 0.00357831]), 3845: array([0.0033013 , 0.0033072 , 0.00331134, 0.00331425, 0.00331629,
       0.00331772, 0.00331872, 0.00331942, 0.00331992, 0.00332026,
       0.00332051, 0.00332068, 0.0033208 , 0.00332088, 0.00332094,
       0.00332098, 0.00332101, 0.00332103, 0.00332104, 0.00332105,
       0.00332106, 0.00332106, 0.00332107, 0.00332107, 0.00332107,
       0.00332107, 0.00332107, 0.00332108]), 3850: array([0.00399177, 0.00387262, 0.003849  , 0.00384432, 0.00384339,
       0.00384321, 0.00384317, 0.00384317, 0.00384316, 0.00384316,
       0.00384316, 0.00384316, 0.00384316, 0.00384316, 0.00384316,
       0.00384316, 0.00384316, 0.00384316, 0.00384316, 0.00384316,
       0.00384316, 0.00384316, 0.00384316, 0.00384316, 0.00384316,
       0.00384316, 0.00384316, 0.00384316]), 3855: array([0.00042451, 0.00073312, 0.00100489, 0.00124424, 0.00145502,
       0.00164064, 0.00180412, 0.00194808, 0.00207487, 0.00218652,
       0.00228485, 0.00237144, 0.00244771, 0.00251487, 0.00257401,
       0.0026261 , 0.00267197, 0.00271237, 0.00274794, 0.00277927,
       0.00280686, 0.00283116, 0.00285256, 0.00287141, 0.002888  ,
       0.00290262, 0.00291549, 0.00292683]), 3860: array([0.00890708, 0.00925094, 0.0095948 , 0.00993866, 0.01028251,
       0.01062637, 0.01097023, 0.01131409, 0.01165795, 0.01200181,
       0.01234567, 0.01268953, 0.01303339, 0.01337725, 0.01372111,
       0.01406497, 0.01440883, 0.01475269, 0.01509655, 0.01544041,
       0.01578427, 0.01612813, 0.01647199, 0.01681585, 0.01715971,
       0.01750357, 0.01784743, 0.01819129]), 3865: array([0.00596917, 0.00625203, 0.00653489, 0.00681776, 0.00710062,
       0.00738349, 0.00766635, 0.00794922, 0.00823208, 0.00851495,
       0.00879781, 0.00908067, 0.00936354, 0.0096464 , 0.00992927,
       0.01021213, 0.010495  , 0.01077786, 0.01106072, 0.01134359,
       0.01162645, 0.01190932, 0.01219218, 0.01247505, 0.01275791,
       0.01304077, 0.01332364, 0.0136065 ]), 3870: array([0.00010502, 0.0001997 , 0.00029437, 0.00038904, 0.00048371,
       0.00057839, 0.00067306, 0.00076773, 0.0008624 , 0.00095708,
       0.00105175, 0.00114642, 0.0012411 , 0.00133577, 0.00143044,
       0.00152511, 0.00161979, 0.00171446, 0.00180913, 0.0019038 ,
       0.00199848, 0.00209315, 0.00218782, 0.0022825 , 0.00237717,
       0.00247184, 0.00256651, 0.00266119]), 3875: array([0.00016523, 0.00017692, 0.00018744, 0.0001969 , 0.00020542,
       0.00021309, 0.00021999, 0.00022619, 0.00023178, 0.00023681,
       0.00024134, 0.00024541, 0.00024908, 0.00025238, 0.00025535,
       0.00025802, 0.00026042, 0.00026259, 0.00026454, 0.00026629,
       0.00026787, 0.00026929, 0.00027056, 0.00027171, 0.00027275,
       0.00027368, 0.00027452, 0.00027527]), 3880: array([0.00720015, 0.00722232, 0.00724448, 0.00726664, 0.00728881,
       0.00731097, 0.00733314, 0.0073553 , 0.00737747, 0.00739963,
       0.00742179, 0.00744396, 0.00746612, 0.00748829, 0.00751045,
       0.00753262, 0.00755478, 0.00757694, 0.00759911, 0.00762127,
       0.00764344, 0.0076656 , 0.00768777, 0.00770993, 0.0077321 ,
       0.00775426, 0.00777642, 0.00779859]), 3885: array([0.00177975, 0.00198037, 0.00215255, 0.00230034, 0.00242719,
       0.00253606, 0.00262951, 0.00270971, 0.00277855, 0.00283764,
       0.00288835, 0.00293188, 0.00296923, 0.0030013 , 0.00302882,
       0.00305244, 0.00307272, 0.00309012, 0.00310506, 0.00311788,
       0.00312888, 0.00313832, 0.00314643, 0.00315339, 0.00315936,
       0.00316448, 0.00316888, 0.00317266]), 3890: array([0.00091905, 0.00113307, 0.00128784, 0.00139976, 0.00148069,
       0.00153922, 0.00158154, 0.00161215, 0.00163428, 0.00165029,
       0.00166186, 0.00167023, 0.00167628, 0.00168066, 0.00168383,
       0.00168611, 0.00168777, 0.00168897, 0.00168983, 0.00169046,
       0.00169091, 0.00169124, 0.00169147, 0.00169165, 0.00169177,
       0.00169186, 0.00169192, 0.00169197]), 3895: array([0.00163588, 0.00166762, 0.00169936, 0.0017311 , 0.00176284,
       0.00179458, 0.00182632, 0.00185806, 0.00188979, 0.00192153,
       0.00195327, 0.00198501, 0.00201675, 0.00204849, 0.00208023,
       0.00211197, 0.00214371, 0.00217544, 0.00220718, 0.00223892,
       0.00227066, 0.0023024 , 0.00233414, 0.00236588, 0.00239762,
       0.00242936, 0.00246109, 0.00249283]), 3900: array([0.09687537, 0.09765673, 0.09843808, 0.09921943, 0.10000079,
       0.10078214, 0.10156349, 0.10234485, 0.1031262 , 0.10390755,
       0.10468891, 0.10547026, 0.10625162, 0.10703297, 0.10781432,
       0.10859568, 0.10937703, 0.11015838, 0.11093974, 0.11172109,
       0.11250245, 0.1132838 , 0.11406515, 0.11484651, 0.11562786,
       0.11640921, 0.11719057, 0.11797192]), 3905: array([0.00776054, 0.00978765, 0.01098031, 0.01168202, 0.01209488,
       0.01233779, 0.01248071, 0.01256479, 0.01261427, 0.01264337,
       0.0126605 , 0.01267058, 0.0126765 , 0.01267999, 0.01268204,
       0.01268325, 0.01268396, 0.01268438, 0.01268463, 0.01268477,
       0.01268486, 0.01268491, 0.01268494, 0.01268495, 0.01268496,
       0.01268497, 0.01268497, 0.01268497]), 3910: array([0.00813967, 0.00937036, 0.01060104, 0.01183173, 0.01306242,
       0.01429311, 0.01552381, 0.0167545 , 0.0179852 , 0.0192159 ,
       0.02044661, 0.02167731, 0.02290802, 0.02413873, 0.02536944,
       0.02660015, 0.02783087, 0.02906159, 0.03029231, 0.03152303,
       0.03275376, 0.03398448, 0.03521521, 0.03644595, 0.03767668,
       0.03890741, 0.04013815, 0.04136889]), 3915: array([0.00317958, 0.00339838, 0.00361718, 0.00383598, 0.00405478,
       0.00427358, 0.00449238, 0.00471118, 0.00492998, 0.00514878,
       0.00536758, 0.00558638, 0.00580518, 0.00602397, 0.00624277,
       0.00646157, 0.00668037, 0.00689917, 0.00711797, 0.00733677,
       0.00755556, 0.00777436, 0.00799316, 0.00821196, 0.00843076,
       0.00864955, 0.00886835, 0.00908715]), 3920: array([0.00177094, 0.00213273, 0.00249453, 0.00285632, 0.00321811,
       0.00357991, 0.0039417 , 0.00430349, 0.00466529, 0.00502708,
       0.00538887, 0.00575067, 0.00611246, 0.00647425, 0.00683605,
       0.00719784, 0.00755963, 0.00792143, 0.00828322, 0.00864501,
       0.00900681, 0.0093686 , 0.00973039, 0.01009219, 0.01045398,
       0.01081577, 0.01117757, 0.01153936]), 3925: array([0.0010532 , 0.00123579, 0.00132499, 0.00136856, 0.00138985,
       0.00140025, 0.00140533, 0.00140781, 0.00140902, 0.00140961,
       0.0014099 , 0.00141004, 0.00141011, 0.00141015, 0.00141016,
       0.00141017, 0.00141018, 0.00141018, 0.00141018, 0.00141018,
       0.00141018, 0.00141018, 0.00141018, 0.00141018, 0.00141018,
       0.00141018, 0.00141018, 0.00141018]), 3930: array([0.01882349, 0.01966453, 0.02050557, 0.02134662, 0.02218766,
       0.0230287 , 0.02386974, 0.02471079, 0.02555183, 0.02639287,
       0.02723391, 0.02807496, 0.028916  , 0.02975704, 0.03059808,
       0.03143913, 0.03228017, 0.03312121, 0.03396225, 0.0348033 ,
       0.03564434, 0.03648538, 0.03732643, 0.03816747, 0.03900851,
       0.03984955, 0.0406906 , 0.04153164]), 3935: array([0.03774384, 0.03907699, 0.0403946 , 0.04169686, 0.04298393,
       0.04425599, 0.04551323, 0.04675581, 0.04798391, 0.04919769,
       0.05039732, 0.05158297, 0.0527548 , 0.05391296, 0.05505763,
       0.05618895, 0.05730708, 0.05841218, 0.0595044 , 0.06058388,
       0.06165078, 0.06270525, 0.06374742, 0.06477744, 0.06579546,
       0.06680161, 0.06779602, 0.06877885]), 3940: array([0.00239103, 0.00297582, 0.00356061, 0.0041454 , 0.00473019,
       0.00531497, 0.00589976, 0.00648455, 0.00706934, 0.00765413,
       0.00823892, 0.00882371, 0.0094085 , 0.00999328, 0.01057807,
       0.01116286, 0.01174765, 0.01233244, 0.01291723, 0.01350202,
       0.0140868 , 0.01467159, 0.01525638, 0.01584117, 0.01642596,
       0.01701075, 0.01759554, 0.01818032]), 3945: array([0.00242599, 0.00267509, 0.0029242 , 0.0031733 , 0.00342241,
       0.00367151, 0.00392061, 0.00416972, 0.00441882, 0.00466792,
       0.00491703, 0.00516613, 0.00541523, 0.00566434, 0.00591344,
       0.00616255, 0.00641165, 0.00666075, 0.00690986, 0.00715896,
       0.00740806, 0.00765717, 0.00790627, 0.00815537, 0.00840448,
       0.00865358, 0.00890269, 0.00915179]), 3950: array([0.00120418, 0.00122015, 0.00123611, 0.00125207, 0.00126804,
       0.001284  , 0.00129997, 0.00131593, 0.0013319 , 0.00134786,
       0.00136383, 0.00137979, 0.00139575, 0.00141172, 0.00142768,
       0.00144365, 0.00145961, 0.00147558, 0.00149154, 0.00150751,
       0.00152347, 0.00153944, 0.0015554 , 0.00157136, 0.00158733,
       0.00160329, 0.00161926, 0.00163522]), 3955: array([0.00346831, 0.00354527, 0.00362224, 0.00369921, 0.00377619,
       0.00385318, 0.00393017, 0.00400717, 0.00408418, 0.00416119,
       0.00423822, 0.00431525, 0.00439228, 0.00446932, 0.00454637,
       0.00462343, 0.00470049, 0.00477756, 0.00485464, 0.00493173,
       0.00500882, 0.00508592, 0.00516302, 0.00524014, 0.00531726,
       0.00539438, 0.00547152, 0.00554866]), 3960: array([0.00328345, 0.00360941, 0.00393538, 0.00426134, 0.0045873 ,
       0.00491327, 0.00523923, 0.0055652 , 0.00589116, 0.00621712,
       0.00654309, 0.00686905, 0.00719501, 0.00752098, 0.00784694,
       0.0081729 , 0.00849887, 0.00882483, 0.00915079, 0.00947676,
       0.00980272, 0.01012868, 0.01045465, 0.01078061, 0.01110657,
       0.01143254, 0.0117585 , 0.01208446]), 3965: array([0.00266043, 0.00274353, 0.00282662, 0.00290972, 0.00299282,
       0.00307592, 0.00315902, 0.00324212, 0.00332522, 0.00340831,
       0.00349141, 0.00357451, 0.00365761, 0.00374071, 0.00382381,
       0.00390691, 0.00399   , 0.0040731 , 0.0041562 , 0.0042393 ,
       0.0043224 , 0.0044055 , 0.0044886 , 0.00457169, 0.00465479,
       0.00473789, 0.00482099, 0.00490409]), 3970: array([0.03583816, 0.03696076, 0.03802525, 0.03903466, 0.03999182,
       0.04089945, 0.0417601 , 0.04257621, 0.04335009, 0.04408391,
       0.04477976, 0.0454396 , 0.04606528, 0.04665859, 0.04722118,
       0.04775467, 0.04826054, 0.04874023, 0.0491951 , 0.04962642,
       0.05003542, 0.05042326, 0.05079102, 0.05113975, 0.05147044,
       0.051784  , 0.05208135, 0.0523633 ]), 3975: array([0.0050562 , 0.00740873, 0.00940621, 0.01110221, 0.01254224,
       0.01376493, 0.01480308, 0.01568455, 0.01643298, 0.01706845,
       0.01760802, 0.01806614, 0.01845513, 0.01878541, 0.01906583,
       0.01930394, 0.01950611, 0.01967776, 0.01982351, 0.01994726,
       0.02005234, 0.02014155, 0.0202173 , 0.02028162, 0.02033623,
       0.0203826 , 0.02042197, 0.02045539]), 3980: array([0.11392737, 0.11803034, 0.12213331, 0.12623628, 0.13033925,
       0.13444223, 0.1385452 , 0.14264817, 0.14675114, 0.15085411,
       0.15495708, 0.15906005, 0.16316302, 0.16726599, 0.17136897,
       0.17547194, 0.17957491, 0.18367788, 0.18778085, 0.19188382,
       0.19598679, 0.20008976, 0.20419273, 0.20829571, 0.21239868,
       0.21650165, 0.22060462, 0.22470759]), 3985: array([0.00842156, 0.01252056, 0.01661955, 0.02071855, 0.02481755,
       0.02891655, 0.03301555, 0.03711454, 0.04121354, 0.04531254,
       0.04941154, 0.05351054, 0.05760953, 0.06170853, 0.06580753,
       0.06990653, 0.07400553, 0.07810452, 0.08220352, 0.08630252,
       0.09040152, 0.09450051, 0.09859951, 0.10269851, 0.10679751,
       0.11089651, 0.1149955 , 0.1190945 ]), 3990: array([0.42456849, 0.44815921, 0.47174992, 0.49534063, 0.51893134,
       0.54252206, 0.56611277, 0.58970348, 0.61329419, 0.6368849 ,
       0.66047562, 0.68406633, 0.70765704, 0.73124775, 0.75483846,
       0.77842918, 0.80201989, 0.8256106 , 0.84920131, 0.87279203,
       0.89638274, 0.91997345, 0.94356416, 0.96715487, 0.99074559,
       1.0143363 , 1.03792701, 1.06151772]), 3995: array([8.21587792e-03, 6.86109287e-03, 5.72970988e-03, 4.78489026e-03,
       3.99587001e-03, 3.33695803e-03, 2.78669966e-03, 2.32717808e-03,
       1.94343093e-03, 1.62296312e-03, 1.35533997e-03, 1.13184749e-03,
       9.45208588e-04, 7.89346165e-04, 6.59185225e-04, 5.50487631e-04,
       4.59714110e-04, 3.83909008e-04, 3.20604056e-04, 2.67737996e-04,
       2.23589472e-04, 1.86720974e-04, 1.55932037e-04, 1.30220150e-04,
       1.08748115e-04, 9.08167871e-05, 7.58423086e-05, 6.33370995e-05]), 4000: array([0.16502266, 0.1779533 , 0.19088394, 0.20381458, 0.21674522,
       0.22967586, 0.2426065 , 0.25553714, 0.26846778, 0.28139842,
       0.29432906, 0.3072597 , 0.32019034, 0.33312098, 0.34605162,
       0.35898226, 0.3719129 , 0.38484354, 0.39777418, 0.41070482,
       0.42363546, 0.4365661 , 0.44949674, 0.46242738, 0.47535802,
       0.48828866, 0.5012193 , 0.51414994]), 4005: array([0.09389937, 0.09742238, 0.1009454 , 0.10446841, 0.10799143,
       0.11151445, 0.11503746, 0.11856048, 0.1220835 , 0.12560651,
       0.12912953, 0.13265254, 0.13617556, 0.13969858, 0.14322159,
       0.14674461, 0.15026763, 0.15379064, 0.15731366, 0.16083668,
       0.16435969, 0.16788271, 0.17140572, 0.17492874, 0.17845176,
       0.18197477, 0.18549779, 0.18902081]), 4010: array([0.08462398, 0.08838818, 0.09215237, 0.09591657, 0.09968076,
       0.10344496, 0.10720915, 0.11097335, 0.11473754, 0.11850174,
       0.12226593, 0.12603013, 0.12979433, 0.13355852, 0.13732272,
       0.14108691, 0.14485111, 0.1486153 , 0.1523795 , 0.15614369,
       0.15990789, 0.16367209, 0.16743628, 0.17120048, 0.17496467,
       0.17872887, 0.18249306, 0.18625726]), 4015: array([0.12745815, 0.13014399, 0.13282983, 0.13551568, 0.13820152,
       0.14088736, 0.1435732 , 0.14625904, 0.14894488, 0.15163073,
       0.15431657, 0.15700241, 0.15968825, 0.16237409, 0.16505993,
       0.16774577, 0.17043162, 0.17311746, 0.1758033 , 0.17848914,
       0.18117498, 0.18386082, 0.18654667, 0.18923251, 0.19191835,
       0.19460419, 0.19729003, 0.19997587]), 4020: array([0.00247949, 0.00307325, 0.00366701, 0.00426076, 0.00485452,
       0.00544827, 0.00604203, 0.00663579, 0.00722954, 0.0078233 ,
       0.00841705, 0.00901081, 0.00960457, 0.01019832, 0.01079208,
       0.01138583, 0.01197959, 0.01257335, 0.0131671 , 0.01376086,
       0.01435461, 0.01494837, 0.01554213, 0.01613588, 0.01672964,
       0.0173234 , 0.01791715, 0.01851091]), 4025: array([0.07839704, 0.07905995, 0.07972286, 0.08038578, 0.08104869,
       0.08171161, 0.08237452, 0.08303743, 0.08370035, 0.08436326,
       0.08502618, 0.08568909, 0.086352  , 0.08701492, 0.08767783,
       0.08834074, 0.08900366, 0.08966657, 0.09032949, 0.0909924 ,
       0.09165531, 0.09231823, 0.09298114, 0.09364406, 0.09430697,
       0.09496988, 0.0956328 , 0.09629571]), 4030: array([0.05042831, 0.05298037, 0.05553243, 0.0580845 , 0.06063656,
       0.06318862, 0.06574068, 0.06829274, 0.0708448 , 0.07339686,
       0.07594893, 0.07850099, 0.08105305, 0.08360511, 0.08615717,
       0.08870923, 0.09126129, 0.09381336, 0.09636542, 0.09891748,
       0.10146954, 0.1040216 , 0.10657366, 0.10912572, 0.11167779,
       0.11422985, 0.11678191, 0.11933397]), 4035: array([9.49571085e-05, 1.15727185e-04, 1.36497272e-04, 1.57267368e-04,
       1.78037475e-04, 1.98807590e-04, 2.19577716e-04, 2.40347851e-04,
       2.61117996e-04, 2.81888150e-04, 3.02658315e-04, 3.23428489e-04,
       3.44198672e-04, 3.64968866e-04, 3.85739069e-04, 4.06509281e-04,
       4.27279504e-04, 4.48049736e-04, 4.68819978e-04, 4.89590229e-04,
       5.10360491e-04, 5.31130762e-04, 5.51901042e-04, 5.72671333e-04,
       5.93441633e-04, 6.14211942e-04, 6.34982262e-04, 6.55752591e-04]), 4040: array([0.01123755, 0.01172832, 0.0122191 , 0.01270988, 0.01320065,
       0.01369143, 0.01418221, 0.01467298, 0.01516376, 0.01565454,
       0.01614531, 0.01663609, 0.01712686, 0.01761764, 0.01810842,
       0.01859919, 0.01908997, 0.01958075, 0.02007152, 0.0205623 ,
       0.02105308, 0.02154385, 0.02203463, 0.02252541, 0.02301618,
       0.02350696, 0.02399774, 0.02448851]), 4045: array([0.007209  , 0.00600387, 0.00550376, 0.00529623, 0.0052101 ,
       0.00517436, 0.00515953, 0.00515338, 0.00515082, 0.00514976,
       0.00514932, 0.00514914, 0.00514906, 0.00514903, 0.00514902,
       0.00514901, 0.00514901, 0.00514901, 0.00514901, 0.00514901,
       0.00514901, 0.00514901, 0.00514901, 0.00514901, 0.00514901,
       0.00514901, 0.00514901, 0.00514901]), 4050: array([0.02561752, 0.02627431, 0.02693111, 0.02758791, 0.02824471,
       0.0289015 , 0.0295583 , 0.0302151 , 0.0308719 , 0.03152869,
       0.03218549, 0.03284229, 0.03349909, 0.03415588, 0.03481268,
       0.03546948, 0.03612628, 0.03678307, 0.03743987, 0.03809667,
       0.03875347, 0.03941026, 0.04006706, 0.04072386, 0.04138065,
       0.04203745, 0.04269425, 0.04335105]), 4055: array([0.01965786, 0.02059207, 0.02152628, 0.0224605 , 0.02339471,
       0.02432892, 0.02526314, 0.02619735, 0.02713156, 0.02806578,
       0.02899999, 0.0299342 , 0.03086842, 0.03180263, 0.03273685,
       0.03367106, 0.03460527, 0.03553949, 0.0364737 , 0.03740791,
       0.03834213, 0.03927634, 0.04021055, 0.04114477, 0.04207898,
       0.0430132 , 0.04394741, 0.04488162]), 4060: array([0.01641088, 0.01679063, 0.01717039, 0.01755014, 0.01792989,
       0.01830964, 0.01868938, 0.01906913, 0.01944887, 0.01982861,
       0.02020834, 0.02058808, 0.02096781, 0.02134754, 0.02172727,
       0.022107  , 0.02248672, 0.02286644, 0.02324616, 0.02362588,
       0.0240056 , 0.02438531, 0.02476502, 0.02514473, 0.02552444,
       0.02590414, 0.02628385, 0.02666355]), 4065: array([0.02108286, 0.02152559, 0.02196832, 0.02241105, 0.02285378,
       0.02329651, 0.02373923, 0.02418196, 0.02462469, 0.02506742,
       0.02551015, 0.02595288, 0.02639561, 0.02683834, 0.02728106,
       0.02772379, 0.02816652, 0.02860925, 0.02905198, 0.02949471,
       0.02993744, 0.03038017, 0.03082289, 0.03126562, 0.03170835,
       0.03215108, 0.03259381, 0.03303654]), 4070: array([0.013494  , 0.01427665, 0.0150593 , 0.01584195, 0.0166246 ,
       0.01740725, 0.0181899 , 0.01897255, 0.0197552 , 0.02053785,
       0.0213205 , 0.02210314, 0.02288579, 0.02366844, 0.02445109,
       0.02523374, 0.02601638, 0.02679903, 0.02758168, 0.02836433,
       0.02914697, 0.02992962, 0.03071227, 0.03149491, 0.03227756,
       0.0330602 , 0.03384285, 0.03462549]), 4075: array([0.00857204, 0.00911977, 0.00964879, 0.01015973, 0.01065322,
       0.01112985, 0.0115902 , 0.01203481, 0.01246424, 0.01287899,
       0.01327957, 0.01366647, 0.01404015, 0.01440106, 0.01474964,
       0.01508632, 0.01541148, 0.01572554, 0.01602887, 0.01632184,
       0.0166048 , 0.01687809, 0.01714204, 0.01739697, 0.0176432 ,
       0.01788101, 0.01811069, 0.01833253]), 4080: array([0.00213484, 0.00224822, 0.00232125, 0.0023683 , 0.0023986 ,
       0.00241812, 0.00243069, 0.00243879, 0.00244401, 0.00244737,
       0.00244953, 0.00245093, 0.00245182, 0.0024524 , 0.00245278,
       0.00245302, 0.00245317, 0.00245327, 0.00245333, 0.00245338,
       0.0024534 , 0.00245342, 0.00245343, 0.00245344, 0.00245344,
       0.00245344, 0.00245345, 0.00245345]), 4085: array([0.00036196, 0.00042726, 0.00048323, 0.00053121, 0.00057234,
       0.00060759, 0.00063782, 0.00066373, 0.00068594, 0.00070498,
       0.0007213 , 0.00073529, 0.00074728, 0.00075757, 0.00076638,
       0.00077394, 0.00078041, 0.00078596, 0.00079072, 0.0007948 ,
       0.0007983 , 0.0008013 , 0.00080387, 0.00080607, 0.00080796,
       0.00080958, 0.00081097, 0.00081216]), 4090: array([7.65414777e-05, 1.48462275e-04, 2.20383072e-04, 2.92303869e-04,
       3.64224666e-04, 4.36145463e-04, 5.08066260e-04, 5.79987057e-04,
       6.51907855e-04, 7.23828652e-04, 7.95749449e-04, 8.67670246e-04,
       9.39591043e-04, 1.01151184e-03, 1.08343264e-03, 1.15535343e-03,
       1.22727423e-03, 1.29919503e-03, 1.37111583e-03, 1.44303662e-03,
       1.51495742e-03, 1.58687822e-03, 1.65879901e-03, 1.73071981e-03,
       1.80264061e-03, 1.87456141e-03, 1.94648220e-03, 2.01840300e-03]), 4095: array([2.40254965e-05, 2.39531630e-05, 2.39169963e-05, 2.38989129e-05,
       2.38898712e-05, 2.38853503e-05, 2.38830899e-05, 2.38819597e-05,
       2.38813946e-05, 2.38811120e-05, 2.38809707e-05, 2.38809001e-05,
       2.38808648e-05, 2.38808471e-05, 2.38808383e-05, 2.38808339e-05,
       2.38808317e-05, 2.38808306e-05, 2.38808300e-05, 2.38808297e-05,
       2.38808296e-05, 2.38808295e-05, 2.38808295e-05, 2.38808295e-05,
       2.38808295e-05, 2.38808295e-05, 2.38808295e-05, 2.38808295e-05]), 4100: array([5.74181906e-05, 5.07614544e-05, 4.61010111e-05, 4.28381913e-05,
       4.05538606e-05, 3.89545794e-05, 3.78349076e-05, 3.70510150e-05,
       3.65022044e-05, 3.61179770e-05, 3.58489758e-05, 3.56606456e-05,
       3.55287938e-05, 3.54364831e-05, 3.53718556e-05, 3.53266092e-05,
       3.52949318e-05, 3.52727542e-05, 3.52572274e-05, 3.52463570e-05,
       3.52387465e-05, 3.52334183e-05, 3.52296880e-05, 3.52270764e-05,
       3.52252479e-05, 3.52239679e-05, 3.52230716e-05, 3.52224442e-05]), 4105: array([0.00019174, 0.00019991, 0.00020808, 0.00021625, 0.00022442,
       0.00023259, 0.00024076, 0.00024893, 0.00025711, 0.00026528,
       0.00027345, 0.00028162, 0.00028979, 0.00029796, 0.00030613,
       0.0003143 , 0.00032248, 0.00033065, 0.00033882, 0.00034699,
       0.00035516, 0.00036333, 0.00037151, 0.00037968, 0.00038785,
       0.00039602, 0.00040419, 0.00041237]), 4110: array([7.24702189e-05, 8.19625090e-05, 8.67464814e-05, 8.91575320e-05,
       9.03726654e-05, 9.09850746e-05, 9.12937196e-05, 9.14492721e-05,
       9.15276682e-05, 9.15671787e-05, 9.15870914e-05, 9.15971271e-05,
       9.16021850e-05, 9.16047340e-05, 9.16060187e-05, 9.16066662e-05,
       9.16069925e-05, 9.16071570e-05, 9.16072399e-05, 9.16072816e-05,
       9.16073027e-05, 9.16073133e-05, 9.16073186e-05, 9.16073213e-05,
       9.16073227e-05, 9.16073234e-05, 9.16073237e-05, 9.16073239e-05]), 4115: array([0.00044425, 0.00045737, 0.00047049, 0.00048361, 0.00049673,
       0.00050985, 0.00052297, 0.00053609, 0.00054921, 0.00056233,
       0.00057545, 0.00058857, 0.00060169, 0.00061481, 0.00062793,
       0.00064105, 0.00065417, 0.00066729, 0.00068041, 0.00069353,
       0.00070665, 0.00071977, 0.00073289, 0.00074601, 0.00075913,
       0.00077225, 0.00078537, 0.00079849]), 4120: array([0.00432117, 0.0042074 , 0.00410368, 0.00400912, 0.0039229 ,
       0.0038443 , 0.00377263, 0.0037073 , 0.00364773, 0.00359342,
       0.0035439 , 0.00349876, 0.0034576 , 0.00342007, 0.00338586,
       0.00335467, 0.00332623, 0.0033003 , 0.00327666, 0.00325511,
       0.00323546, 0.00321754, 0.00320121, 0.00318632, 0.00317274,
       0.00316036, 0.00314908, 0.00313879]), 4125: array([0.00011144, 0.00017974, 0.00024202, 0.00029882, 0.00035062,
       0.00039786, 0.00044093, 0.00048022, 0.00051605, 0.00054872,
       0.00057851, 0.00060568, 0.00063046, 0.00065306, 0.00067367,
       0.00069246, 0.0007096 , 0.00072523, 0.00073948, 0.00075248,
       0.00076433, 0.00077514, 0.000785  , 0.00079399, 0.00080219,
       0.00080967, 0.00081648, 0.0008227 ]), 4130: array([0.00289586, 0.00255965, 0.00228959, 0.00207265, 0.00189838,
       0.0017584 , 0.00164596, 0.00155563, 0.00148308, 0.00142479,
       0.00137798, 0.00134037, 0.00131016, 0.00128589, 0.0012664 ,
       0.00125074, 0.00123816, 0.00122806, 0.00121994, 0.00121342,
       0.00120819, 0.00120398, 0.0012006 , 0.00119789, 0.00119571,
       0.00119396, 0.00119255, 0.00119142]), 4135: array([0.00478903, 0.00502353, 0.00525803, 0.00549252, 0.00572702,
       0.00596151, 0.00619601, 0.00643051, 0.006665  , 0.0068995 ,
       0.007134  , 0.00736849, 0.00760299, 0.00783749, 0.00807198,
       0.00830648, 0.00854097, 0.00877547, 0.00900997, 0.00924446,
       0.00947896, 0.00971346, 0.00994795, 0.01018245, 0.01041695,
       0.01065144, 0.01088594, 0.01112043]), 4140: array([0.00103287, 0.00101442, 0.00099629, 0.00097849, 0.000961  ,
       0.00094383, 0.00092696, 0.0009104 , 0.00089413, 0.00087815,
       0.00086246, 0.00084705, 0.00083191, 0.00081705, 0.00080245,
       0.00078811, 0.00077403, 0.00076019, 0.00074661, 0.00073327,
       0.00072017, 0.0007073 , 0.00069466, 0.00068224, 0.00067005,
       0.00065808, 0.00064632, 0.00063477]), 4145: array([0.00084959, 0.0009348 , 0.00102002, 0.00110523, 0.00119045,
       0.00127566, 0.00136088, 0.00144609, 0.0015313 , 0.00161652,
       0.00170173, 0.00178694, 0.00187216, 0.00195737, 0.00204258,
       0.00212779, 0.00221301, 0.00229822, 0.00238343, 0.00246864,
       0.00255385, 0.00263906, 0.00272427, 0.00280948, 0.00289469,
       0.0029799 , 0.00306511, 0.00315031]), 4150: array([0.00048695, 0.00053353, 0.00058011, 0.0006267 , 0.00067328,
       0.00071986, 0.00076644, 0.00081302, 0.0008596 , 0.00090619,
       0.00095277, 0.00099935, 0.00104593, 0.00109251, 0.0011391 ,
       0.00118568, 0.00123226, 0.00127884, 0.00132542, 0.00137201,
       0.00141859, 0.00146517, 0.00151175, 0.00155833, 0.00160491,
       0.0016515 , 0.00169808, 0.00174466]), 4155: array([0.00332424, 0.00347124, 0.00361823, 0.00376523, 0.00391223,
       0.00405923, 0.00420622, 0.00435322, 0.00450022, 0.00464721,
       0.00479421, 0.00494121, 0.00508821, 0.0052352 , 0.0053822 ,
       0.0055292 , 0.0056762 , 0.00582319, 0.00597019, 0.00611719,
       0.00626418, 0.00641118, 0.00655818, 0.00670518, 0.00685217,
       0.00699917, 0.00714617, 0.00729316]), 4160: array([0.00395371, 0.00376989, 0.0036338 , 0.00353305, 0.00345846,
       0.00340323, 0.00336235, 0.00333208, 0.00330968, 0.00329309,
       0.00328081, 0.00327171, 0.00326498, 0.00326   , 0.00325631,
       0.00325358, 0.00325156, 0.00325006, 0.00324895, 0.00324813,
       0.00324752, 0.00324707, 0.00324674, 0.00324649, 0.00324631,
       0.00324618, 0.00324608, 0.003246  ]), 4165: array([8.24142620e-05, 1.56250445e-04, 2.30086597e-04, 3.03922719e-04,
       3.77758810e-04, 4.51594870e-04, 5.25430900e-04, 5.99266900e-04,
       6.73102868e-04, 7.46938807e-04, 8.20774714e-04, 8.94610591e-04,
       9.68446438e-04, 1.04228225e-03, 1.11611804e-03, 1.18995379e-03,
       1.26378952e-03, 1.33762521e-03, 1.41146087e-03, 1.48529651e-03,
       1.55913211e-03, 1.63296768e-03, 1.70680322e-03, 1.78063873e-03,
       1.85447421e-03, 1.92830966e-03, 2.00214508e-03, 2.07598046e-03]), 4170: array([0.00015263, 0.00015754, 0.00016105, 0.00016356, 0.00016536,
       0.00016665, 0.00016757, 0.00016823, 0.00016871, 0.00016904,
       0.00016929, 0.00016946, 0.00016958, 0.00016967, 0.00016974,
       0.00016978, 0.00016981, 0.00016984, 0.00016985, 0.00016987,
       0.00016987, 0.00016988, 0.00016988, 0.00016989, 0.00016989,
       0.00016989, 0.00016989, 0.00016989]), 4175: array([0.00547772, 0.00553214, 0.00558657, 0.00564099, 0.00569541,
       0.00574983, 0.00580425, 0.00585867, 0.00591309, 0.00596751,
       0.00602193, 0.00607635, 0.00613077, 0.00618519, 0.00623961,
       0.00629403, 0.00634845, 0.00640287, 0.00645729, 0.00651171,
       0.00656613, 0.00662055, 0.00667497, 0.00672939, 0.00678381,
       0.00683823, 0.00689265, 0.00694706]), 4180: array([2.00614784e-05, 3.81944230e-05, 5.63248933e-05, 7.44528896e-05,
       9.25784123e-05, 1.10701462e-04, 1.28822038e-04, 1.46940142e-04,
       1.65055773e-04, 1.83168933e-04, 2.01279621e-04, 2.19387837e-04,
       2.37493583e-04, 2.55596858e-04, 2.73697663e-04, 2.91795997e-04,
       3.09891863e-04, 3.27985259e-04, 3.46076186e-04, 3.64164644e-04,
       3.82250634e-04, 4.00334157e-04, 4.18415211e-04, 4.36493799e-04,
       4.54569919e-04, 4.72643573e-04, 4.90714761e-04, 5.08783483e-04]), 4185: array([0.00044534, 0.00049055, 0.00052775, 0.00055837, 0.00058356,
       0.00060429, 0.00062135, 0.00063539, 0.00064694, 0.00065645,
       0.00066427, 0.00067071, 0.00067601, 0.00068037, 0.00068396,
       0.00068691, 0.00068934, 0.00069134, 0.00069298, 0.00069434,
       0.00069545, 0.00069637, 0.00069712, 0.00069774, 0.00069825,
       0.00069867, 0.00069902, 0.0006993 ]), 4190: array([0.00013527, 0.00013522, 0.00013518, 0.00013515, 0.00013513,
       0.00013512, 0.00013512, 0.00013511, 0.00013511, 0.00013511,
       0.0001351 , 0.0001351 , 0.0001351 , 0.0001351 , 0.0001351 ,
       0.0001351 , 0.0001351 , 0.0001351 , 0.0001351 , 0.0001351 ,
       0.0001351 , 0.0001351 , 0.0001351 , 0.0001351 , 0.0001351 ,
       0.0001351 , 0.0001351 , 0.0001351 ]), 4195: array([0.00153137, 0.00160101, 0.00167065, 0.00174029, 0.00180994,
       0.00187958, 0.00194922, 0.00201886, 0.0020885 , 0.00215814,
       0.00222778, 0.00229742, 0.00236706, 0.0024367 , 0.00250635,
       0.00257599, 0.00264563, 0.00271527, 0.00278491, 0.00285455,
       0.00292419, 0.00299383, 0.00306347, 0.00313311, 0.00320276,
       0.0032724 , 0.00334204, 0.00341168]), 4200: array([0.00574674, 0.00593417, 0.00612158, 0.00630898, 0.00649635,
       0.00668371, 0.00687105, 0.00705838, 0.00724569, 0.00743297,
       0.00762025, 0.0078075 , 0.00799474, 0.00818196, 0.00836916,
       0.00855634, 0.00874351, 0.00893066, 0.00911779, 0.00930491,
       0.009492  , 0.00967908, 0.00986615, 0.01005319, 0.01024022,
       0.01042723, 0.01061422, 0.0108012 ]), 4205: array([0.00770037, 0.0079253 , 0.00815023, 0.00837516, 0.00860009,
       0.00882503, 0.00904996, 0.00927489, 0.00949982, 0.00972475,
       0.00994968, 0.01017461, 0.01039954, 0.01062447, 0.0108494 ,
       0.01107433, 0.01129926, 0.01152419, 0.01174912, 0.01197405,
       0.01219898, 0.01242391, 0.01264884, 0.01287378, 0.01309871,
       0.01332364, 0.01354857, 0.0137735 ]), 4210: array([0.00087814, 0.00112294, 0.00128538, 0.00139317, 0.00146469,
       0.00151214, 0.00154363, 0.00156453, 0.00157839, 0.00158759,
       0.00159369, 0.00159774, 0.00160043, 0.00160222, 0.0016034 ,
       0.00160418, 0.00160471, 0.00160505, 0.00160528, 0.00160543,
       0.00160553, 0.0016056 , 0.00160564, 0.00160567, 0.00160569,
       0.00160571, 0.00160572, 0.00160572]), 4215: array([0.00068818, 0.00087209, 0.00103219, 0.00117157, 0.00129289,
       0.00139851, 0.00149046, 0.0015705 , 0.00164018, 0.00170084,
       0.00175365, 0.00179961, 0.00183963, 0.00187447, 0.0019048 ,
       0.0019312 , 0.00195418, 0.00197419, 0.0019916 , 0.00200676,
       0.00201996, 0.00203145, 0.00204146, 0.00205016, 0.00205774,
       0.00206434, 0.00207009, 0.00207509]), 4220: array([0.00114111, 0.00126554, 0.00129873, 0.00130758, 0.00130994,
       0.00131057, 0.00131074, 0.00131078, 0.0013108 , 0.0013108 ,
       0.0013108 , 0.0013108 , 0.0013108 , 0.0013108 , 0.0013108 ,
       0.0013108 , 0.0013108 , 0.0013108 , 0.0013108 , 0.0013108 ,
       0.0013108 , 0.0013108 , 0.0013108 , 0.0013108 , 0.0013108 ,
       0.0013108 , 0.0013108 , 0.0013108 ]), 4225: array([0.13788696, 0.1437469 , 0.14960685, 0.1554668 , 0.16132674,
       0.16718669, 0.17304663, 0.17890658, 0.18476653, 0.19062647,
       0.19648642, 0.20234637, 0.20820631, 0.21406626, 0.21992621,
       0.22578615, 0.2316461 , 0.23750604, 0.24336599, 0.24922594,
       0.25508588, 0.26094583, 0.26680578, 0.27266572, 0.27852567,
       0.28438562, 0.29024556, 0.29610551]), 4230: array([0.01302344, 0.01212795, 0.01129403, 0.01051746, 0.00979428,
       0.00912083, 0.00849368, 0.00790966, 0.00736579, 0.00685932,
       0.00638767, 0.00594846, 0.00553944, 0.00515855, 0.00480385,
       0.00447354, 0.00416594, 0.00387949, 0.00361274, 0.00336433,
       0.003133  , 0.00291757, 0.00271696, 0.00253014, 0.00235617,
       0.00219416, 0.00204329, 0.0019028 ]), 4235: array([0.00382229, 0.00387568, 0.00388721, 0.0038897 , 0.00389024,
       0.00389036, 0.00389038, 0.00389039, 0.00389039, 0.00389039,
       0.00389039, 0.00389039, 0.00389039, 0.00389039, 0.00389039,
       0.00389039, 0.00389039, 0.00389039, 0.00389039, 0.00389039,
       0.00389039, 0.00389039, 0.00389039, 0.00389039, 0.00389039,
       0.00389039, 0.00389039, 0.00389039]), 4240: array([0.02524091, 0.02568994, 0.02613897, 0.02658799, 0.02703702,
       0.02748604, 0.02793507, 0.0283841 , 0.02883312, 0.02928215,
       0.02973118, 0.0301802 , 0.03062923, 0.03107825, 0.03152728,
       0.03197631, 0.03242533, 0.03287436, 0.03332339, 0.03377241,
       0.03422144, 0.03467046, 0.03511949, 0.03556852, 0.03601754,
       0.03646657, 0.03691559, 0.03736462]), 4245: array([0.0361268 , 0.03348829, 0.03110839, 0.02896175, 0.0270255 ,
       0.02527903, 0.02370374, 0.02228284, 0.02100121, 0.0198452 ,
       0.01880249, 0.01786197, 0.01701364, 0.01624846, 0.01555827,
       0.01493573, 0.01437421, 0.01386772, 0.01341088, 0.01299881,
       0.01262713, 0.01229188, 0.01198948, 0.01171673, 0.01147071,
       0.0112488 , 0.01104864, 0.0108681 ]), 4250: array([0.00014063, 0.00026386, 0.00038708, 0.00051031, 0.00063353,
       0.00075675, 0.00087998, 0.0010032 , 0.00112643, 0.00124965,
       0.00137288, 0.0014961 , 0.00161933, 0.00174255, 0.00186578,
       0.001989  , 0.00211222, 0.00223545, 0.00235867, 0.0024819 ,
       0.00260512, 0.00272835, 0.00285157, 0.00297479, 0.00309802,
       0.00322124, 0.00334447, 0.00346769]), 4255: array([0.00081055, 0.00082781, 0.00084507, 0.00086234, 0.0008796 ,
       0.00089686, 0.00091412, 0.00093138, 0.00094864, 0.00096591,
       0.00098317, 0.00100043, 0.00101769, 0.00103495, 0.00105222,
       0.00106948, 0.00108674, 0.001104  , 0.00112126, 0.00113852,
       0.00115579, 0.00117305, 0.00119031, 0.00120757, 0.00122483,
       0.0012421 , 0.00125936, 0.00127662]), 4260: array([0.01451442, 0.01515012, 0.01578582, 0.01642153, 0.01705723,
       0.01769294, 0.01832864, 0.01896435, 0.01960005, 0.02023575,
       0.02087146, 0.02150716, 0.02214287, 0.02277857, 0.02341427,
       0.02404998, 0.02468568, 0.02532139, 0.02595709, 0.02659279,
       0.0272285 , 0.0278642 , 0.02849991, 0.02913561, 0.02977131,
       0.03040702, 0.03104272, 0.03167843]), 4265: array([0.01393231, 0.01409855, 0.01426478, 0.01443101, 0.01459723,
       0.01476345, 0.01492966, 0.01509586, 0.01526206, 0.01542826,
       0.01559445, 0.01576063, 0.01592681, 0.01609298, 0.01625915,
       0.01642531, 0.01659147, 0.01675762, 0.01692376, 0.0170899 ,
       0.01725604, 0.01742217, 0.01758829, 0.01775441, 0.01792052,
       0.01808663, 0.01825273, 0.01841883]), 4270: array([0.00059611, 0.00085915, 0.00109906, 0.00131787, 0.00151743,
       0.00169945, 0.00186546, 0.00201687, 0.00215496, 0.00228091,
       0.00239579, 0.00250056, 0.00259612, 0.00268327, 0.00276276,
       0.00283526, 0.00290139, 0.00296169, 0.0030167 , 0.00306687,
       0.00311262, 0.00315436, 0.00319242, 0.00322713, 0.00325879,
       0.00328767, 0.00331401, 0.00333803]), 4275: array([0.00040656, 0.00040388, 0.00040159, 0.00039964, 0.00039797,
       0.00039654, 0.00039533, 0.00039429, 0.0003934 , 0.00039264,
       0.000392  , 0.00039145, 0.00039097, 0.00039057, 0.00039023,
       0.00038993, 0.00038968, 0.00038947, 0.00038929, 0.00038913,
       0.000389  , 0.00038888, 0.00038879, 0.0003887 , 0.00038863,
       0.00038857, 0.00038852, 0.00038848]), 4280: array([0.00064795, 0.00065293, 0.00065792, 0.0006629 , 0.00066788,
       0.00067286, 0.00067784, 0.00068282, 0.0006878 , 0.00069279,
       0.00069777, 0.00070275, 0.00070773, 0.00071271, 0.00071769,
       0.00072267, 0.00072766, 0.00073264, 0.00073762, 0.0007426 ,
       0.00074758, 0.00075256, 0.00075754, 0.00076253, 0.00076751,
       0.00077249, 0.00077747, 0.00078245]), 4285: array([0.00073984, 0.00074452, 0.00074919, 0.00075386, 0.00075854,
       0.00076321, 0.00076788, 0.00077256, 0.00077723, 0.00078191,
       0.00078658, 0.00079125, 0.00079593, 0.0008006 , 0.00080527,
       0.00080995, 0.00081462, 0.0008193 , 0.00082397, 0.00082864,
       0.00083332, 0.00083799, 0.00084266, 0.00084734, 0.00085201,
       0.00085669, 0.00086136, 0.00086603]), 4290: array([0.0138717 , 0.01444887, 0.01502604, 0.01560321, 0.01618038,
       0.01675755, 0.01733472, 0.0179119 , 0.01848907, 0.01906624,
       0.01964341, 0.02022058, 0.02079775, 0.02137492, 0.0219521 ,
       0.02252927, 0.02310644, 0.02368361, 0.02426078, 0.02483795,
       0.02541512, 0.0259923 , 0.02656947, 0.02714664, 0.02772381,
       0.02830098, 0.02887815, 0.02945532]), 4295: array([0.00015667, 0.0001874 , 0.00021812, 0.00024885, 0.00027958,
       0.00031031, 0.00034103, 0.00037176, 0.00040249, 0.00043322,
       0.00046394, 0.00049467, 0.0005254 , 0.00055613, 0.00058685,
       0.00061758, 0.00064831, 0.00067904, 0.00070976, 0.00074049,
       0.00077122, 0.00080195, 0.00083267, 0.0008634 , 0.00089413,
       0.00092485, 0.00095558, 0.00098631]), 4300: array([0.00192152, 0.00176008, 0.00164581, 0.00156491, 0.00150765,
       0.00146712, 0.00143842, 0.00141811, 0.00140373, 0.00139356,
       0.00138635, 0.00138125, 0.00137764, 0.00137509, 0.00137328,
       0.001372  , 0.00137109, 0.00137045, 0.00136999, 0.00136967,
       0.00136945, 0.00136928, 0.00136917, 0.00136909, 0.00136903,
       0.00136899, 0.00136896, 0.00136894]), 4305: array([0.00096872, 0.00102843, 0.00107803, 0.00111922, 0.00115344,
       0.00118186, 0.00120546, 0.00122507, 0.00124135, 0.00125488,
       0.00126612, 0.00127545, 0.0012832 , 0.00128964, 0.00129499,
       0.00129943, 0.00130312, 0.00130619, 0.00130873, 0.00131085,
       0.0013126 , 0.00131406, 0.00131527, 0.00131628, 0.00131712,
       0.00131781, 0.00131839, 0.00131887]), 4310: array([6.83131092e-05, 6.91318077e-05, 6.99505062e-05, 7.07692048e-05,
       7.15879033e-05, 7.24066019e-05, 7.32253004e-05, 7.40439990e-05,
       7.48626975e-05, 7.56813960e-05, 7.65000946e-05, 7.73187931e-05,
       7.81374917e-05, 7.89561902e-05, 7.97748888e-05, 8.05935873e-05,
       8.14122859e-05, 8.22309844e-05, 8.30496829e-05, 8.38683815e-05,
       8.46870800e-05, 8.55057786e-05, 8.63244771e-05, 8.71431757e-05,
       8.79618742e-05, 8.87805727e-05, 8.95992713e-05, 9.04179698e-05]), 4315: array([4.41564394e-05, 4.44653638e-05, 4.46816031e-05, 4.48329651e-05,
       4.49389147e-05, 4.50130768e-05, 4.50649884e-05, 4.51013252e-05,
       4.51267600e-05, 4.51445637e-05, 4.51570259e-05, 4.51657491e-05,
       4.51718551e-05, 4.51761292e-05, 4.51791209e-05, 4.51812151e-05,
       4.51826809e-05, 4.51837070e-05, 4.51844252e-05, 4.51849279e-05,
       4.51852798e-05, 4.51855261e-05, 4.51856985e-05, 4.51858192e-05,
       4.51859037e-05, 4.51859628e-05, 4.51860042e-05, 4.51860332e-05]), 4320: array([0.00147292, 0.0015097 , 0.00154647, 0.00158324, 0.00162001,
       0.00165679, 0.00169356, 0.00173033, 0.0017671 , 0.00180388,
       0.00184065, 0.00187742, 0.00191419, 0.00195096, 0.00198774,
       0.00202451, 0.00206128, 0.00209805, 0.00213483, 0.0021716 ,
       0.00220837, 0.00224514, 0.00228191, 0.00231869, 0.00235546,
       0.00239223, 0.002429  , 0.00246578]), 4325: array([0.00048695, 0.0004979 , 0.00050884, 0.00051978, 0.00053073,
       0.00054167, 0.00055262, 0.00056356, 0.00057451, 0.00058545,
       0.0005964 , 0.00060734, 0.00061829, 0.00062923, 0.00064017,
       0.00065112, 0.00066206, 0.00067301, 0.00068395, 0.0006949 ,
       0.00070584, 0.00071679, 0.00072773, 0.00073867, 0.00074962,
       0.00076056, 0.00077151, 0.00078245]), 4330: array([0.00040009, 0.00040009, 0.00040009, 0.00040009, 0.00040009,
       0.00040009, 0.00040009, 0.00040009, 0.00040009, 0.00040009,
       0.00040009, 0.00040009, 0.00040009, 0.00040009, 0.00040009,
       0.00040009, 0.00040009, 0.00040009, 0.00040009, 0.00040009,
       0.00040009, 0.00040009, 0.00040009, 0.00040009, 0.00040009,
       0.00040009, 0.00040009, 0.00040009]), 4335: array([0.00025641, 0.00025581, 0.00025536, 0.00025503, 0.00025477,
       0.00025458, 0.00025444, 0.00025433, 0.00025425, 0.00025419,
       0.00025414, 0.00025411, 0.00025408, 0.00025406, 0.00025405,
       0.00025404, 0.00025403, 0.00025402, 0.00025402, 0.00025402,
       0.00025401, 0.00025401, 0.00025401, 0.00025401, 0.00025401,
       0.00025401, 0.00025401, 0.00025401]), 4340: array([0.00066852, 0.00073224, 0.00079595, 0.00085967, 0.00092339,
       0.0009871 , 0.00105082, 0.00111453, 0.00117825, 0.00124196,
       0.00130568, 0.00136939, 0.00143311, 0.00149682, 0.00156054,
       0.00162426, 0.00168797, 0.00175169, 0.0018154 , 0.00187912,
       0.00194283, 0.00200655, 0.00207026, 0.00213398, 0.0021977 ,
       0.00226141, 0.00232513, 0.00238884]), 4345: array([0.00022598, 0.00028288, 0.00033963, 0.0003962 , 0.00045262,
       0.00050887, 0.00056497, 0.0006209 , 0.00067667, 0.00073227,
       0.00078772, 0.00084301, 0.00089814, 0.00095311, 0.00100792,
       0.00106258, 0.00111707, 0.00117141, 0.0012256 , 0.00127962,
       0.00133349, 0.00138721, 0.00144077, 0.00149418, 0.00154743,
       0.00160053, 0.00165348, 0.00170628]), 4350: array([0.0007117 , 0.00068035, 0.00066487, 0.00065723, 0.00065346,
       0.0006516 , 0.00065068, 0.00065022, 0.00065   , 0.00064989,
       0.00064983, 0.00064981, 0.00064979, 0.00064979, 0.00064978,
       0.00064978, 0.00064978, 0.00064978, 0.00064978, 0.00064978,
       0.00064978, 0.00064978, 0.00064978, 0.00064978, 0.00064978,
       0.00064978, 0.00064978, 0.00064978]), 4355: array([0.00249019, 0.00272228, 0.00295437, 0.00318646, 0.00341855,
       0.00365063, 0.00388272, 0.00411481, 0.0043469 , 0.00457899,
       0.00481107, 0.00504316, 0.00527525, 0.00550734, 0.00573942,
       0.00597151, 0.0062036 , 0.00643569, 0.00666778, 0.00689986,
       0.00713195, 0.00736404, 0.00759613, 0.00782821, 0.0080603 ,
       0.00829239, 0.00852448, 0.00875657]), 4360: array([0.00027017, 0.00026989, 0.00026975, 0.00026968, 0.00026964,
       0.00026963, 0.00026962, 0.00026961, 0.00026961, 0.00026961,
       0.00026961, 0.00026961, 0.00026961, 0.00026961, 0.00026961,
       0.00026961, 0.00026961, 0.00026961, 0.00026961, 0.00026961,
       0.00026961, 0.00026961, 0.00026961, 0.00026961, 0.00026961,
       0.00026961, 0.00026961, 0.00026961]), 4365: array([0.0002294 , 0.0002305 , 0.00023106, 0.00023133, 0.00023147,
       0.00023154, 0.00023158, 0.00023159, 0.0002316 , 0.00023161,
       0.00023161, 0.00023161, 0.00023161, 0.00023161, 0.00023161,
       0.00023161, 0.00023161, 0.00023161, 0.00023161, 0.00023161,
       0.00023161, 0.00023161, 0.00023161, 0.00023161, 0.00023161,
       0.00023161, 0.00023161, 0.00023161]), 4370: array([0.00055787, 0.00055347, 0.0005526 , 0.00055243, 0.00055239,
       0.00055239, 0.00055239, 0.00055239, 0.00055239, 0.00055239,
       0.00055239, 0.00055239, 0.00055239, 0.00055239, 0.00055239,
       0.00055239, 0.00055239, 0.00055239, 0.00055239, 0.00055239,
       0.00055239, 0.00055239, 0.00055239, 0.00055239, 0.00055239,
       0.00055239, 0.00055239, 0.00055239]), 4375: array([0.00188097, 0.00194147, 0.00200198, 0.00206249, 0.00212299,
       0.0021835 , 0.002244  , 0.00230451, 0.00236502, 0.00242552,
       0.00248603, 0.00254653, 0.00260704, 0.00266755, 0.00272805,
       0.00278856, 0.00284906, 0.00290957, 0.00297008, 0.00303058,
       0.00309109, 0.00315159, 0.0032121 , 0.00327261, 0.00333311,
       0.00339362, 0.00345412, 0.00351463]), 4380: array([0.00984285, 0.01023431, 0.01060526, 0.01095677, 0.01128987,
       0.01160553, 0.01190465, 0.0121881 , 0.0124567 , 0.01271123,
       0.01295242, 0.01318099, 0.01339757, 0.01360282, 0.01379731,
       0.01398161, 0.01415626, 0.01432176, 0.01447859, 0.01462721,
       0.01476804, 0.01490149, 0.01502795, 0.01514779, 0.01526135,
       0.01536896, 0.01547093, 0.01556756]), 4385: array([0.00010216, 0.0001791 , 0.00025605, 0.000333  , 0.00040995,
       0.0004869 , 0.00056384, 0.00064079, 0.00071774, 0.00079469,
       0.00087164, 0.00094858, 0.00102553, 0.00110248, 0.00117943,
       0.00125638, 0.00133332, 0.00141027, 0.00148722, 0.00156417,
       0.00164112, 0.00171807, 0.00179501, 0.00187196, 0.00194891,
       0.00202586, 0.00210281, 0.00217975]), 4390: array([0.00444626, 0.00466405, 0.00488185, 0.00509964, 0.00531744,
       0.00553524, 0.00575303, 0.00597083, 0.00618862, 0.00640642,
       0.00662421, 0.00684201, 0.00705981, 0.0072776 , 0.0074954 ,
       0.00771319, 0.00793099, 0.00814879, 0.00836658, 0.00858438,
       0.00880217, 0.00901997, 0.00923777, 0.00945556, 0.00967336,
       0.00989115, 0.01010895, 0.01032675]), 4395: array([0.00056549, 0.0007503 , 0.00093511, 0.00111992, 0.00130473,
       0.00148954, 0.00167435, 0.00185916, 0.00204397, 0.00222877,
       0.00241358, 0.00259839, 0.0027832 , 0.00296801, 0.00315282,
       0.00333763, 0.00352244, 0.00370725, 0.00389206, 0.00407687,
       0.00426168, 0.00444649, 0.00463129, 0.0048161 , 0.00500091,
       0.00518572, 0.00537053, 0.00555534]), 4400: array([0.00895143, 0.00955499, 0.01015856, 0.01076213, 0.0113657 ,
       0.01196927, 0.01257283, 0.0131764 , 0.01377997, 0.01438354,
       0.0149871 , 0.01559067, 0.01619424, 0.01679781, 0.01740137,
       0.01800494, 0.01860851, 0.01921208, 0.01981564, 0.02041921,
       0.02102278, 0.02162635, 0.02222991, 0.02283348, 0.02343705,
       0.02404062, 0.02464419, 0.02524775]), 4405: array([0.00805621, 0.00849599, 0.00893577, 0.00937554, 0.00981532,
       0.0102551 , 0.01069488, 0.01113466, 0.01157444, 0.01201422,
       0.012454  , 0.01289378, 0.01333356, 0.01377334, 0.01421312,
       0.0146529 , 0.01509268, 0.01553246, 0.01597224, 0.01641202,
       0.0168518 , 0.01729158, 0.01773136, 0.01817114, 0.01861092,
       0.0190507 , 0.01949048, 0.01993026]), 4410: array([0.02057961, 0.01248802, 0.00966695, 0.0086834 , 0.00834049,
       0.00822094, 0.00817926, 0.00816473, 0.00815966, 0.0081579 ,
       0.00815728, 0.00815707, 0.00815699, 0.00815697, 0.00815696,
       0.00815695, 0.00815695, 0.00815695, 0.00815695, 0.00815695,
       0.00815695, 0.00815695, 0.00815695, 0.00815695, 0.00815695,
       0.00815695, 0.00815695, 0.00815695]), 4415: array([0.0476691 , 0.04129668, 0.03669209, 0.0333649 , 0.03096073,
       0.02922352, 0.02796825, 0.02706121, 0.0264058 , 0.02593222,
       0.02559001, 0.02534274, 0.02516407, 0.02503496, 0.02494167,
       0.02487426, 0.02482555, 0.02479036, 0.02476492, 0.02474655,
       0.02473327, 0.02472367, 0.02471674, 0.02471173, 0.02470811,
       0.0247055 , 0.02470361, 0.02470224]), 4420: array([0.00714204, 0.00811331, 0.00908457, 0.01005584, 0.0110271 ,
       0.01199837, 0.01296964, 0.0139409 , 0.01491217, 0.01588343,
       0.0168547 , 0.01782597, 0.01879723, 0.0197685 , 0.02073976,
       0.02171103, 0.0226823 , 0.02365356, 0.02462483, 0.02559609,
       0.02656736, 0.02753863, 0.02850989, 0.02948116, 0.03045242,
       0.03142369, 0.03239496, 0.03336622]), 4425: array([0.00199878, 0.00203679, 0.00207481, 0.00211283, 0.00215084,
       0.00218886, 0.00222687, 0.00226489, 0.0023029 , 0.00234092,
       0.00237893, 0.00241695, 0.00245497, 0.00249298, 0.002531  ,
       0.00256901, 0.00260703, 0.00264504, 0.00268306, 0.00272107,
       0.00275909, 0.00279711, 0.00283512, 0.00287314, 0.00291115,
       0.00294917, 0.00298718, 0.0030252 ]), 4430: array([0.00901307, 0.00939035, 0.00976764, 0.01014492, 0.01052221,
       0.01089949, 0.01127678, 0.01165406, 0.01203134, 0.01240863,
       0.01278591, 0.0131632 , 0.01354048, 0.01391777, 0.01429505,
       0.01467234, 0.01504962, 0.0154269 , 0.01580419, 0.01618147,
       0.01655876, 0.01693604, 0.01731333, 0.01769061, 0.01806789,
       0.01844518, 0.01882246, 0.01919975]), 4435: array([0.00619529, 0.00621571, 0.00622593, 0.00623103, 0.00623359,
       0.00623486, 0.0062355 , 0.00623582, 0.00623598, 0.00623606,
       0.0062361 , 0.00623612, 0.00623613, 0.00623614, 0.00623614,
       0.00623614, 0.00623614, 0.00623614, 0.00623614, 0.00623614,
       0.00623614, 0.00623614, 0.00623614, 0.00623614, 0.00623614,
       0.00623614, 0.00623614, 0.00623614]), 4440: array([0.00268546, 0.00337878, 0.0040721 , 0.00476542, 0.00545873,
       0.00615205, 0.00684537, 0.00753869, 0.008232  , 0.00892532,
       0.00961864, 0.01031196, 0.01100527, 0.01169859, 0.01239191,
       0.01308523, 0.01377854, 0.01447186, 0.01516518, 0.0158585 ,
       0.01655181, 0.01724513, 0.01793845, 0.01863177, 0.01932508,
       0.0200184 , 0.02071172, 0.02140504]), 4445: array([0.00692431, 0.00796064, 0.00899697, 0.01003331, 0.01106964,
       0.01210597, 0.0131423 , 0.01417864, 0.01521497, 0.0162513 ,
       0.01728763, 0.01832396, 0.0193603 , 0.02039663, 0.02143296,
       0.02246929, 0.02350562, 0.02454196, 0.02557829, 0.02661462,
       0.02765095, 0.02868729, 0.02972362, 0.03075995, 0.03179628,
       0.03283261, 0.03386895, 0.03490528]), 4450: array([0.07264245, 0.07425034, 0.07585822, 0.07746611, 0.079074  ,
       0.08068189, 0.08228978, 0.08389767, 0.08550556, 0.08711345,
       0.08872133, 0.09032922, 0.09193711, 0.093545  , 0.09515289,
       0.09676078, 0.09836867, 0.09997656, 0.10158444, 0.10319233,
       0.10480022, 0.10640811, 0.108016  , 0.10962389, 0.11123178,
       0.11283967, 0.11444755, 0.11605544]), 4455: array([0.16072336, 0.16328554, 0.16584771, 0.16840989, 0.17097206,
       0.17353424, 0.17609641, 0.17865859, 0.18122077, 0.18378294,
       0.18634512, 0.18890729, 0.19146947, 0.19403164, 0.19659382,
       0.19915599, 0.20171817, 0.20428035, 0.20684252, 0.2094047 ,
       0.21196687, 0.21452905, 0.21709122, 0.2196534 , 0.22221557,
       0.22477775, 0.22733993, 0.2299021 ]), 4460: array([0.00280809, 0.00328877, 0.00376945, 0.00425013, 0.00473081,
       0.00521149, 0.00569216, 0.00617284, 0.00665352, 0.0071342 ,
       0.00761488, 0.00809555, 0.00857623, 0.00905691, 0.00953759,
       0.01001827, 0.01049894, 0.01097962, 0.0114603 , 0.01194098,
       0.01242166, 0.01290234, 0.01338301, 0.01386369, 0.01434437,
       0.01482505, 0.01530573, 0.0157864 ]), 4465: array([0.02050409, 0.02334125, 0.02617841, 0.02901557, 0.03185273,
       0.03468989, 0.03752705, 0.04036421, 0.04320137, 0.04603853,
       0.04887569, 0.05171285, 0.05455001, 0.05738717, 0.06022433,
       0.06306149, 0.06589865, 0.06873581, 0.07157297, 0.07441013,
       0.07724729, 0.08008445, 0.08292161, 0.08575877, 0.08859593,
       0.09143309, 0.09427025, 0.09710741]), 4470: array([0.03533785, 0.03695005, 0.03856225, 0.04017445, 0.04178665,
       0.04339884, 0.04501104, 0.04662324, 0.04823544, 0.04984764,
       0.05145984, 0.05307204, 0.05468424, 0.05629644, 0.05790863,
       0.05952083, 0.06113303, 0.06274523, 0.06435743, 0.06596963,
       0.06758182, 0.06919402, 0.07080622, 0.07241842, 0.07403062,
       0.07564282, 0.07725501, 0.07886721]), 4475: array([0.00362938, 0.00379638, 0.00396339, 0.00413039, 0.00429739,
       0.0044644 , 0.0046314 , 0.0047984 , 0.0049654 , 0.0051324 ,
       0.00529941, 0.00546641, 0.00563341, 0.00580041, 0.00596741,
       0.00613441, 0.00630141, 0.00646841, 0.00663541, 0.00680241,
       0.0069694 , 0.0071364 , 0.0073034 , 0.0074704 , 0.00763739,
       0.00780439, 0.00797139, 0.00813838]), 4480: array([0.00260351, 0.00266327, 0.00272302, 0.00278277, 0.00284253,
       0.00290228, 0.00296203, 0.00302179, 0.00308154, 0.00314129,
       0.00320104, 0.0032608 , 0.00332055, 0.0033803 , 0.00344006,
       0.00349981, 0.00355956, 0.00361932, 0.00367907, 0.00373882,
       0.00379857, 0.00385833, 0.00391808, 0.00397783, 0.00403759,
       0.00409734, 0.00415709, 0.00421684]), 4485: array([0.00185148, 0.00185148, 0.00185148, 0.00185148, 0.00185148,
       0.00185148, 0.00185148, 0.00185148, 0.00185148, 0.00185148,
       0.00185148, 0.00185148, 0.00185148, 0.00185148, 0.00185148,
       0.00185148, 0.00185148, 0.00185148, 0.00185148, 0.00185148,
       0.00185148, 0.00185148, 0.00185148, 0.00185148, 0.00185148,
       0.00185148, 0.00185148, 0.00185148]), 4490: array([0.02276125, 0.02354497, 0.02431462, 0.02507044, 0.02581268,
       0.02654159, 0.02725741, 0.02796036, 0.02865069, 0.02932861,
       0.02999436, 0.03064814, 0.03129018, 0.03192069, 0.03253987,
       0.03314792, 0.03374506, 0.03433146, 0.03490733, 0.03547286,
       0.03602822, 0.03657361, 0.0371092 , 0.03763517, 0.03815169,
       0.03865893, 0.03915706, 0.03964624]), 4495: array([0.0143949 , 0.01477355, 0.0151522 , 0.01553085, 0.0159095 ,
       0.01628815, 0.0166668 , 0.01704545, 0.0174241 , 0.01780275,
       0.0181814 , 0.01856005, 0.0189387 , 0.01931735, 0.019696  ,
       0.02007465, 0.0204533 , 0.02083195, 0.0212106 , 0.02158925,
       0.0219679 , 0.02234655, 0.0227252 , 0.02310385, 0.0234825 ,
       0.02386115, 0.0242398 , 0.02461845]), 4500: array([0.00563281, 0.00573657, 0.00584032, 0.00594408, 0.00604783,
       0.00615159, 0.00625534, 0.0063591 , 0.00646285, 0.00656661,
       0.00667036, 0.00677412, 0.00687787, 0.00698162, 0.00708538,
       0.00718913, 0.00729289, 0.00739664, 0.0075004 , 0.00760415,
       0.00770791, 0.00781166, 0.00791542, 0.00801917, 0.00812293,
       0.00822668, 0.00833044, 0.00843419]), 4505: array([0.07661087, 0.07895118, 0.08108788, 0.0830387 , 0.0848198 ,
       0.08644595, 0.08793063, 0.08928614, 0.09052373, 0.09165365,
       0.09268526, 0.09362713, 0.09448706, 0.09527218, 0.09598899,
       0.09664345, 0.09724096, 0.0977865 , 0.09828457, 0.09873931,
       0.09915449, 0.09953355, 0.09987964, 0.10019561, 0.1004841 ,
       0.10074748, 0.10098796, 0.10120751]), 4510: array([0.00155461, 0.00187933, 0.00220405, 0.00252877, 0.00285349,
       0.00317821, 0.00350293, 0.00382765, 0.00415237, 0.00447708,
       0.0048018 , 0.00512652, 0.00545124, 0.00577596, 0.00610068,
       0.0064254 , 0.00675012, 0.00707484, 0.00739956, 0.00772428,
       0.008049  , 0.00837371, 0.00869843, 0.00902315, 0.00934787,
       0.00967259, 0.00999731, 0.01032203]), 4515: array([0.00234139, 0.00234139, 0.00234139, 0.00234139, 0.00234139,
       0.00234139, 0.00234139, 0.00234139, 0.00234139, 0.00234139,
       0.00234139, 0.00234139, 0.00234139, 0.00234139, 0.00234139,
       0.00234139, 0.00234139, 0.00234139, 0.00234139, 0.00234139,
       0.00234139, 0.00234139, 0.00234139, 0.00234139, 0.00234139,
       0.00234139, 0.00234139, 0.00234139]), 4520: array([0.00573496, 0.00588655, 0.00603814, 0.00618973, 0.00634132,
       0.00649291, 0.0066445 , 0.00679609, 0.00694768, 0.00709927,
       0.00725086, 0.00740245, 0.00755404, 0.00770563, 0.00785722,
       0.00800881, 0.0081604 , 0.00831199, 0.00846358, 0.00861517,
       0.00876676, 0.00891835, 0.00906994, 0.00922153, 0.00937312,
       0.00952471, 0.0096763 , 0.00982789]), 4525: array([0.01624381, 0.01666245, 0.01708109, 0.01749972, 0.01791836,
       0.01833699, 0.01875563, 0.01917426, 0.0195929 , 0.02001153,
       0.02043017, 0.02084881, 0.02126744, 0.02168608, 0.02210471,
       0.02252335, 0.02294198, 0.02336062, 0.02377925, 0.02419789,
       0.02461653, 0.02503516, 0.0254538 , 0.02587243, 0.02629107,
       0.0267097 , 0.02712834, 0.02754697]), 4530: array([0.09644894, 0.10039757, 0.1043462 , 0.10829482, 0.11224345,
       0.11619208, 0.1201407 , 0.12408933, 0.12803796, 0.13198659,
       0.13593521, 0.13988384, 0.14383247, 0.14778109, 0.15172972,
       0.15567835, 0.15962698, 0.1635756 , 0.16752423, 0.17147286,
       0.17542148, 0.17937011, 0.18331874, 0.18726736, 0.19121599,
       0.19516462, 0.19911325, 0.20306187]), 4535: array([0.00081457, 0.00119705, 0.0015501 , 0.00187599, 0.0021768 ,
       0.00245447, 0.00271078, 0.00294737, 0.00316575, 0.00336733,
       0.0035534 , 0.00372516, 0.0038837 , 0.00403004, 0.00416513,
       0.00428982, 0.00440491, 0.00451116, 0.00460922, 0.00469974,
       0.0047833 , 0.00486043, 0.00493162, 0.00499734, 0.005058  ,
       0.00511399, 0.00516568, 0.00521339]), 4540: array([0.03816467, 0.03895318, 0.03974169, 0.04053019, 0.0413187 ,
       0.04210721, 0.04289571, 0.04368422, 0.04447273, 0.04526123,
       0.04604974, 0.04683825, 0.04762675, 0.04841526, 0.04920377,
       0.04999227, 0.05078078, 0.05156929, 0.05235779, 0.0531463 ,
       0.0539348 , 0.05472331, 0.05551182, 0.05630032, 0.05708883,
       0.05787734, 0.05866584, 0.05945435]), 4545: array([0.01070503, 0.01067178, 0.01065515, 0.01064684, 0.01064268,
       0.01064061, 0.01063957, 0.01063905, 0.01063879, 0.01063866,
       0.01063859, 0.01063856, 0.01063854, 0.01063854, 0.01063853,
       0.01063853, 0.01063853, 0.01063853, 0.01063853, 0.01063853,
       0.01063853, 0.01063853, 0.01063853, 0.01063853, 0.01063853,
       0.01063853, 0.01063853, 0.01063853]), 4550: array([0.00404242, 0.00423786, 0.00443331, 0.00462876, 0.00482421,
       0.00501965, 0.0052151 , 0.00541055, 0.005606  , 0.00580144,
       0.00599689, 0.00619234, 0.00638779, 0.00658323, 0.00677868,
       0.00697413, 0.00716958, 0.00736502, 0.00756047, 0.00775592,
       0.00795136, 0.00814681, 0.00834226, 0.00853771, 0.00873315,
       0.0089286 , 0.00912405, 0.0093195 ]), 4555: array([0.04324319, 0.04367609, 0.04410898, 0.04454187, 0.04497477,
       0.04540766, 0.04584055, 0.04627344, 0.04670634, 0.04713923,
       0.04757212, 0.04800502, 0.04843791, 0.0488708 , 0.0493037 ,
       0.04973659, 0.05016948, 0.05060237, 0.05103527, 0.05146816,
       0.05190105, 0.05233395, 0.05276684, 0.05319973, 0.05363262,
       0.05406552, 0.05449841, 0.0549313 ]), 4560: array([0.00534239, 0.00534521, 0.00534663, 0.00534733, 0.00534769,
       0.00534786, 0.00534795, 0.005348  , 0.00534802, 0.00534803,
       0.00534803, 0.00534804, 0.00534804, 0.00534804, 0.00534804,
       0.00534804, 0.00534804, 0.00534804, 0.00534804, 0.00534804,
       0.00534804, 0.00534804, 0.00534804, 0.00534804, 0.00534804,
       0.00534804, 0.00534804, 0.00534804]), 4565: array([0.01014486, 0.01038861, 0.01063236, 0.01087611, 0.01111987,
       0.01136362, 0.01160737, 0.01185112, 0.01209488, 0.01233863,
       0.01258238, 0.01282613, 0.01306989, 0.01331364, 0.01355739,
       0.01380114, 0.0140449 , 0.01428865, 0.0145324 , 0.01477615,
       0.01501991, 0.01526366, 0.01550741, 0.01575116, 0.01599492,
       0.01623867, 0.01648242, 0.01672617]), 4570: array([0.14407345, 0.15103584, 0.15799823, 0.16496061, 0.171923  ,
       0.17888539, 0.18584778, 0.19281016, 0.19977255, 0.20673494,
       0.21369733, 0.22065971, 0.2276221 , 0.23458449, 0.24154687,
       0.24850926, 0.25547165, 0.26243404, 0.26939642, 0.27635881,
       0.2833212 , 0.29028359, 0.29724597, 0.30420836, 0.31117075,
       0.31813314, 0.32509552, 0.33205791]), 4575: array([3.19767442e-05, 3.19772088e-05, 3.19776734e-05, 3.19781380e-05,
       3.19786026e-05, 3.19790672e-05, 3.19795318e-05, 3.19799964e-05,
       3.19804609e-05, 3.19809255e-05, 3.19813901e-05, 3.19818547e-05,
       3.19823193e-05, 3.19827839e-05, 3.19832485e-05, 3.19837131e-05,
       3.19841777e-05, 3.19846423e-05, 3.19851068e-05, 3.19855714e-05,
       3.19860360e-05, 3.19865006e-05, 3.19869652e-05, 3.19874298e-05,
       3.19878944e-05, 3.19883590e-05, 3.19888236e-05, 3.19892882e-05]), 4580: array([0.00080578, 0.00112177, 0.00143777, 0.00175376, 0.00206976,
       0.00238575, 0.00270175, 0.00301775, 0.00333375, 0.00364974,
       0.00396574, 0.00428174, 0.00459774, 0.00491374, 0.00522974,
       0.00554574, 0.00586174, 0.00617774, 0.00649375, 0.00680975,
       0.00712575, 0.00744176, 0.00775776, 0.00807376, 0.00838977,
       0.00870578, 0.00902178, 0.00933779]), 4585: array([0.08045296, 0.08227397, 0.08409499, 0.085916  , 0.08773702,
       0.08955803, 0.09137905, 0.09320006, 0.09502108, 0.0968421 ,
       0.09866311, 0.10048413, 0.10230514, 0.10412616, 0.10594717,
       0.10776819, 0.1095892 , 0.11141022, 0.11323124, 0.11505225,
       0.11687327, 0.11869428, 0.1205153 , 0.12233631, 0.12415733,
       0.12597834, 0.12779936, 0.12962037]), 4590: array([6.39052280e-05, 1.26650553e-04, 1.89395863e-04, 2.52141158e-04,
       3.14886439e-04, 3.77631706e-04, 4.40376957e-04, 5.03122194e-04,
       5.65867417e-04, 6.28612625e-04, 6.91357818e-04, 7.54102997e-04,
       8.16848161e-04, 8.79593310e-04, 9.42338445e-04, 1.00508356e-03,
       1.06782867e-03, 1.13057376e-03, 1.19331884e-03, 1.25606390e-03,
       1.31880895e-03, 1.38155398e-03, 1.44429900e-03, 1.50704400e-03,
       1.56978899e-03, 1.63253396e-03, 1.69527892e-03, 1.75802387e-03]), 4595: array([0.02096203, 0.02154461, 0.02212719, 0.02270977, 0.02329235,
       0.02387493, 0.02445751, 0.02504009, 0.02562267, 0.02620526,
       0.02678784, 0.02737043, 0.02795302, 0.02853561, 0.0291182 ,
       0.02970079, 0.03028338, 0.03086597, 0.03144857, 0.03203116,
       0.03261376, 0.03319635, 0.03377895, 0.03436155, 0.03494415,
       0.03552675, 0.03610935, 0.03669195]), 4600: array([0.11511276, 0.09191488, 0.07515618, 0.06304931, 0.05430302,
       0.04798449, 0.04341984, 0.04012224, 0.03773997, 0.03601896,
       0.03477566, 0.03387748, 0.03322861, 0.03275985, 0.0324212 ,
       0.03217656, 0.03199982, 0.03187215, 0.03177991, 0.03171327,
       0.03166514, 0.03163036, 0.03160524, 0.03158709, 0.03157397,
       0.0315645 , 0.03155766, 0.03155272]), 4605: array([0.22984919, 0.23541832, 0.24098745, 0.24655658, 0.25212571,
       0.25769484, 0.26326397, 0.2688331 , 0.27440223, 0.27997136,
       0.28554049, 0.29110963, 0.29667876, 0.30224789, 0.30781702,
       0.31338615, 0.31895528, 0.32452441, 0.33009354, 0.33566267,
       0.3412318 , 0.34680093, 0.35237006, 0.35793919, 0.36350832,
       0.36907745, 0.37464658, 0.38021571]), 4610: array([0.00081223, 0.00097929, 0.00114635, 0.00131341, 0.00148047,
       0.00164753, 0.00181459, 0.00198165, 0.00214871, 0.00231577,
       0.00248283, 0.00264989, 0.00281695, 0.00298401, 0.00315107,
       0.00331813, 0.00348519, 0.00365225, 0.00381931, 0.00398637,
       0.00415343, 0.00432049, 0.00448755, 0.00465461, 0.00482167,
       0.00498873, 0.0051558 , 0.00532286]), 4615: array([8.74349172e-09, 1.74845698e-08, 2.62256474e-08, 3.49667247e-08,
       4.37078016e-08, 5.24488781e-08, 6.11899542e-08, 6.99310300e-08,
       7.86721054e-08, 8.74131803e-08, 9.61542550e-08, 1.04895329e-07,
       1.13636403e-07, 1.22377477e-07, 1.31118550e-07, 1.39859622e-07,
       1.48600695e-07, 1.57341767e-07, 1.66082838e-07, 1.74823909e-07,
       1.83564980e-07, 1.92306051e-07, 2.01047121e-07, 2.09788190e-07,
       2.18529260e-07, 2.27270329e-07, 2.36011397e-07, 2.44752465e-07]), 4620: array([0.00148154, 0.00157522, 0.0016689 , 0.00176259, 0.00185627,
       0.00194995, 0.00204363, 0.00213731, 0.00223099, 0.00232467,
       0.00241835, 0.00251203, 0.00260571, 0.00269939, 0.00279308,
       0.00288676, 0.00298044, 0.00307412, 0.0031678 , 0.00326148,
       0.00335516, 0.00344884, 0.00354252, 0.0036362 , 0.00372988,
       0.00382357, 0.00391725, 0.00401093]), 4625: array([0.00028753, 0.00028788, 0.00028805, 0.00028813, 0.00028818,
       0.0002882 , 0.00028821, 0.00028821, 0.00028822, 0.00028822,
       0.00028822, 0.00028822, 0.00028822, 0.00028822, 0.00028822,
       0.00028822, 0.00028822, 0.00028822, 0.00028822, 0.00028822,
       0.00028822, 0.00028822, 0.00028822, 0.00028822, 0.00028822,
       0.00028822, 0.00028822, 0.00028822]), 4630: array([0.00150351, 0.00153485, 0.00156619, 0.00159753, 0.00162886,
       0.0016602 , 0.00169154, 0.00172288, 0.00175421, 0.00178555,
       0.00181689, 0.00184823, 0.00187956, 0.0019109 , 0.00194224,
       0.00197358, 0.00200492, 0.00203625, 0.00206759, 0.00209893,
       0.00213027, 0.0021616 , 0.00219294, 0.00222428, 0.00225562,
       0.00228695, 0.00231829, 0.00234963]), 4635: array([0.00821572, 0.00858938, 0.00896303, 0.00933668, 0.00971034,
       0.01008399, 0.01045764, 0.01083129, 0.01120495, 0.0115786 ,
       0.01195225, 0.01232591, 0.01269956, 0.01307321, 0.01344687,
       0.01382052, 0.01419417, 0.01456783, 0.01494148, 0.01531513,
       0.01568879, 0.01606244, 0.01643609, 0.01680975, 0.0171834 ,
       0.01755705, 0.01793071, 0.01830436]), 4640: array([0.00902089, 0.00922738, 0.00943388, 0.00964037, 0.00984686,
       0.01005336, 0.01025985, 0.01046635, 0.01067284, 0.01087933,
       0.01108583, 0.01129232, 0.01149881, 0.01170531, 0.0119118 ,
       0.0121183 , 0.01232479, 0.01253128, 0.01273778, 0.01294427,
       0.01315076, 0.01335726, 0.01356375, 0.01377025, 0.01397674,
       0.01418323, 0.01438973, 0.01459622]), 4645: array([0.00228086, 0.00298251, 0.0035821 , 0.00409447, 0.00453231,
       0.00490646, 0.00522619, 0.0054994 , 0.00573288, 0.00593239,
       0.00610288, 0.00624857, 0.00637306, 0.00647945, 0.00657036,
       0.00664805, 0.00671444, 0.00677117, 0.00681965, 0.00686107,
       0.00689647, 0.00692672, 0.00695257, 0.00697466, 0.00699354,
       0.00700967, 0.00702346, 0.00703523]), 4650: array([0.00140638, 0.00142729, 0.0014482 , 0.00146911, 0.00149002,
       0.00151093, 0.00153184, 0.00155276, 0.00157367, 0.00159458,
       0.00161549, 0.0016364 , 0.00165731, 0.00167822, 0.00169913,
       0.00172004, 0.00174095, 0.00176186, 0.00178277, 0.00180368,
       0.00182459, 0.0018455 , 0.00186641, 0.00188732, 0.00190823,
       0.00192914, 0.00195005, 0.00197097]), 4655: array([0.00750106, 0.00780872, 0.00811638, 0.00842404, 0.00873171,
       0.00903937, 0.00934703, 0.0096547 , 0.00996236, 0.01027002,
       0.01057768, 0.01088535, 0.01119301, 0.01150067, 0.01180833,
       0.012116  , 0.01242366, 0.01273132, 0.01303898, 0.01334665,
       0.01365431, 0.01396197, 0.01426964, 0.0145773 , 0.01488496,
       0.01519262, 0.01550029, 0.01580795]), 4660: array([0.25047022, 0.26109892, 0.27172762, 0.28235632, 0.29298501,
       0.30361371, 0.31424241, 0.3248711 , 0.3354998 , 0.3461285 ,
       0.3567572 , 0.36738589, 0.37801459, 0.38864329, 0.39927199,
       0.40990068, 0.42052938, 0.43115808, 0.44178677, 0.45241547,
       0.46304417, 0.47367287, 0.48430156, 0.49493026, 0.50555896,
       0.51618765, 0.52681635, 0.53744505]), 4665: array([0.09668561, 0.09162088, 0.08834235, 0.08622008, 0.08484627,
       0.08395697, 0.08338131, 0.08300866, 0.08276744, 0.08261129,
       0.08251021, 0.08244478, 0.08240242, 0.08237501, 0.08235726,
       0.08234577, 0.08233833, 0.08233352, 0.0823304 , 0.08232838,
       0.08232708, 0.08232623, 0.08232569, 0.08232533, 0.0823251 ,
       0.08232495, 0.08232486, 0.0823248 ]), 4670: array([0.4412129 , 0.46008315, 0.4789534 , 0.49782365, 0.5166939 ,
       0.53556414, 0.55443439, 0.57330464, 0.59217489, 0.61104514,
       0.62991539, 0.64878564, 0.66765589, 0.68652613, 0.70539638,
       0.72426663, 0.74313688, 0.76200713, 0.78087738, 0.79974763,
       0.81861788, 0.83748813, 0.85635837, 0.87522862, 0.89409887,
       0.91296912, 0.93183937, 0.95070962]), 4675: array([0.03058014, 0.03341521, 0.03625028, 0.03908535, 0.04192042,
       0.04475549, 0.04759056, 0.05042563, 0.05326071, 0.05609578,
       0.05893085, 0.06176592, 0.06460099, 0.06743606, 0.07027113,
       0.0731062 , 0.07594127, 0.07877635, 0.08161142, 0.08444649,
       0.08728156, 0.09011663, 0.0929517 , 0.09578677, 0.09862184,
       0.10145691, 0.10429199, 0.10712706]), 4680: array([0.02191666, 0.02382602, 0.02567194, 0.02745652, 0.02918179,
       0.03084974, 0.03246226, 0.0340212 , 0.03552833, 0.03698539,
       0.03839402, 0.03975585, 0.04107242, 0.04234525, 0.04357578,
       0.04476542, 0.04591553, 0.04702742, 0.04810236, 0.04914158,
       0.05014627, 0.05111758, 0.05205661, 0.05296443, 0.05384209,
       0.05469058, 0.05551088, 0.05630392]), 4685: array([0.01612781, 0.01661876, 0.01695049, 0.01717464, 0.0173261 ,
       0.01742844, 0.01749759, 0.01754432, 0.01757589, 0.01759722,
       0.01761164, 0.01762138, 0.01762796, 0.01763241, 0.01763541,
       0.01763744, 0.01763881, 0.01763974, 0.01764037, 0.01764079,
       0.01764108, 0.01764127, 0.0176414 , 0.01764149, 0.01764155,
       0.01764159, 0.01764161, 0.01764163]), 4690: array([0.04999857, 0.05142381, 0.05284905, 0.0542743 , 0.05569954,
       0.05712478, 0.05855002, 0.05997526, 0.0614005 , 0.06282574,
       0.06425098, 0.06567622, 0.06710146, 0.0685267 , 0.06995194,
       0.07137718, 0.07280242, 0.07422766, 0.0756529 , 0.07707814,
       0.07850338, 0.07992862, 0.08135386, 0.0827791 , 0.08420434,
       0.08562958, 0.08705482, 0.08848006]), 4695: array([5.99390172e-08, 5.51585670e-08, 5.08258574e-08, 4.68989527e-08,
       4.33398449e-08, 4.01140858e-08, 3.71904537e-08, 3.45406513e-08,
       3.21390313e-08, 2.99623489e-08, 2.79895362e-08, 2.62014987e-08,
       2.45809301e-08, 2.31121452e-08, 2.17809278e-08, 2.05743932e-08,
       1.94808636e-08, 1.84897548e-08, 1.75914740e-08, 1.67773269e-08,
       1.60394334e-08, 1.53706515e-08, 1.47645083e-08, 1.42151369e-08,
       1.37172201e-08, 1.32659385e-08, 1.28569243e-08, 1.24862187e-08]), 4700: array([0.13210712, 0.13442931, 0.13675151, 0.1390737 , 0.14139589,
       0.14371808, 0.14604027, 0.14836246, 0.15068465, 0.15300684,
       0.15532903, 0.15765122, 0.15997341, 0.1622956 , 0.16461779,
       0.16693998, 0.16926217, 0.17158437, 0.17390656, 0.17622875,
       0.17855094, 0.18087313, 0.18319532, 0.18551751, 0.1878397 ,
       0.19016189, 0.19248408, 0.19480627]), 4705: array([0.34755972, 0.34986822, 0.35217671, 0.3544852 , 0.3567937 ,
       0.35910219, 0.36141068, 0.36371916, 0.36602765, 0.36833614,
       0.37064462, 0.3729531 , 0.37526159, 0.37757007, 0.37987855,
       0.38218703, 0.3844955 , 0.38680398, 0.38911246, 0.39142093,
       0.3937294 , 0.39603787, 0.39834634, 0.40065481, 0.40296328,
       0.40527175, 0.40758021, 0.40988868]), 4710: array([0.06960105, 0.07259835, 0.07559565, 0.07859294, 0.08159024,
       0.08458754, 0.08758484, 0.09058214, 0.09357944, 0.09657674,
       0.09957404, 0.10257134, 0.10556864, 0.10856594, 0.11156324,
       0.11456054, 0.11755784, 0.12055514, 0.12355244, 0.12654974,
       0.12954704, 0.13254434, 0.13554164, 0.13853893, 0.14153623,
       0.14453353, 0.14753083, 0.15052813]), 4715: array([0.0611113 , 0.06473737, 0.06836344, 0.07198951, 0.07561558,
       0.07924164, 0.08286771, 0.08649378, 0.09011985, 0.09374592,
       0.09737199, 0.10099805, 0.10462412, 0.10825019, 0.11187626,
       0.11550233, 0.1191284 , 0.12275447, 0.12638053, 0.1300066 ,
       0.13363267, 0.13725874, 0.14088481, 0.14451088, 0.14813694,
       0.15176301, 0.15538908, 0.15901515]), 4720: array([0.03800286, 0.04189092, 0.04577898, 0.04966705, 0.05355511,
       0.05744317, 0.06133123, 0.0652193 , 0.06910736, 0.07299542,
       0.07688349, 0.08077155, 0.08465961, 0.08854767, 0.09243574,
       0.0963238 , 0.10021186, 0.10409993, 0.10798799, 0.11187605,
       0.11576411, 0.11965218, 0.12354024, 0.1274283 , 0.13131636,
       0.13520443, 0.13909249, 0.14298055]), 4725: array([0.00619741, 0.00666661, 0.00713581, 0.00760501, 0.00807422,
       0.00854342, 0.00901262, 0.00948182, 0.00995102, 0.01042022,
       0.01088942, 0.01135862, 0.01182782, 0.01229703, 0.01276623,
       0.01323543, 0.01370463, 0.01417383, 0.01464303, 0.01511223,
       0.01558143, 0.01605064, 0.01651984, 0.01698904, 0.01745824,
       0.01792744, 0.01839664, 0.01886584]), 4730: array([0.00381337, 0.00374497, 0.00367779, 0.00361181, 0.00354702,
       0.0034834 , 0.00342091, 0.00335954, 0.00329928, 0.00324009,
       0.00318197, 0.00312489, 0.00306884, 0.00301379, 0.00295972,
       0.00290663, 0.00285449, 0.00280329, 0.002753  , 0.00270361,
       0.00265512, 0.00260749, 0.00256071, 0.00251478, 0.00246967,
       0.00242536, 0.00238186, 0.00233913]), 4735: array([0.01436225, 0.01578817, 0.01719331, 0.01857798, 0.01994247,
       0.02128707, 0.02261208, 0.02391778, 0.02520445, 0.02647237,
       0.02772181, 0.02895305, 0.03016634, 0.03136195, 0.03254014,
       0.03370115, 0.03484525, 0.03597268, 0.03708367, 0.03817848,
       0.03925733, 0.04032045, 0.04136809, 0.04240046, 0.04341778,
       0.04442028, 0.04540816, 0.04638165]), 4740: array([0.00532948, 0.00546577, 0.00560207, 0.00573836, 0.00587466,
       0.00601095, 0.00614724, 0.00628354, 0.00641983, 0.00655613,
       0.00669242, 0.00682872, 0.00696501, 0.00710131, 0.0072376 ,
       0.0073739 , 0.00751019, 0.00764649, 0.00778278, 0.00791908,
       0.00805537, 0.00819167, 0.00832796, 0.00846426, 0.00860055,
       0.00873685, 0.00887314, 0.00900944]), 4745: array([0.00715707, 0.00726643, 0.0073758 , 0.00748516, 0.00759453,
       0.00770389, 0.00781325, 0.00792262, 0.00803198, 0.00814135,
       0.00825071, 0.00836007, 0.00846944, 0.0085788 , 0.00868817,
       0.00879753, 0.00890689, 0.00901626, 0.00912562, 0.00923499,
       0.00934435, 0.00945371, 0.00956308, 0.00967244, 0.00978181,
       0.00989117, 0.01000053, 0.0101099 ]), 4750: array([0.00242815, 0.00222416, 0.00203733, 0.00186621, 0.00170949,
       0.00156595, 0.00143448, 0.00131407, 0.00120379, 0.00110279,
       0.00101028, 0.00092555, 0.00084795, 0.00077688, 0.00071179,
       0.00065217, 0.00059756, 0.00054755, 0.00050175, 0.00045979,
       0.00042137, 0.00038618, 0.00035395, 0.00032443, 0.00029739,
       0.00027263, 0.00024995, 0.00022918]), 4755: array([0.00027539, 0.00035744, 0.00040744, 0.00043791, 0.00045648,
       0.00046779, 0.00047469, 0.00047889, 0.00048146, 0.00048302,
       0.00048397, 0.00048455, 0.0004849 , 0.00048512, 0.00048525,
       0.00048533, 0.00048538, 0.00048541, 0.00048542, 0.00048543,
       0.00048544, 0.00048545, 0.00048545, 0.00048545, 0.00048545,
       0.00048545, 0.00048545, 0.00048545]), 4760: array([3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30]), 4765: array([0.00243852, 0.00251275, 0.00258698, 0.00266121, 0.00273544,
       0.00280967, 0.0028839 , 0.00295813, 0.00303236, 0.00310659,
       0.00318082, 0.00325505, 0.00332928, 0.00340351, 0.00347774,
       0.00355197, 0.00362621, 0.00370044, 0.00377467, 0.0038489 ,
       0.00392313, 0.00399736, 0.00407159, 0.00414582, 0.00422005,
       0.00429428, 0.00436851, 0.00444274]), 4770: array([0.00453474, 0.00463715, 0.00473956, 0.00484197, 0.00494438,
       0.00504678, 0.00514919, 0.0052516 , 0.00535401, 0.00545642,
       0.00555883, 0.00566124, 0.00576365, 0.00586606, 0.00596847,
       0.00607088, 0.00617329, 0.0062757 , 0.00637811, 0.00648052,
       0.00658293, 0.00668534, 0.00678775, 0.00689016, 0.00699256,
       0.00709497, 0.00719738, 0.00729979]), 4775: array([0.01119225, 0.01140008, 0.01160791, 0.01181574, 0.01202358,
       0.01223141, 0.01243924, 0.01264707, 0.0128549 , 0.01306273,
       0.01327056, 0.01347839, 0.01368623, 0.01389406, 0.01410189,
       0.01430972, 0.01451755, 0.01472538, 0.01493321, 0.01514104,
       0.01534888, 0.01555671, 0.01576454, 0.01597237, 0.0161802 ,
       0.01638803, 0.01659586, 0.01680369]), 4780: array([0.00593739, 0.00593179, 0.00592743, 0.00592403, 0.00592138,
       0.00591931, 0.0059177 , 0.00591644, 0.00591546, 0.0059147 ,
       0.0059141 , 0.00591364, 0.00591327, 0.00591299, 0.00591277,
       0.0059126 , 0.00591247, 0.00591236, 0.00591228, 0.00591222,
       0.00591217, 0.00591213, 0.0059121 , 0.00591207, 0.00591206,
       0.00591204, 0.00591203, 0.00591202]), 4785: array([0.1256888 , 0.12737445, 0.1290601 , 0.13074575, 0.13243139,
       0.13411704, 0.13580269, 0.13748833, 0.13917398, 0.14085963,
       0.14254527, 0.14423092, 0.14591657, 0.14760221, 0.14928786,
       0.15097351, 0.15265915, 0.1543448 , 0.15603045, 0.15771609,
       0.15940174, 0.16108739, 0.16277303, 0.16445868, 0.16614433,
       0.16782997, 0.16951562, 0.17120127]), 4790: array([0.50073128, 0.50460078, 0.50847027, 0.51233977, 0.51620926,
       0.52007875, 0.52394825, 0.52781774, 0.53168724, 0.53555673,
       0.53942623, 0.54329572, 0.54716522, 0.55103471, 0.5549042 ,
       0.5587737 , 0.56264319, 0.56651269, 0.57038218, 0.57425168,
       0.57812117, 0.58199067, 0.58586016, 0.58972965, 0.59359915,
       0.59746864, 0.60133814, 0.60520763]), 4795: array([5.45171945e-09, 1.09033013e-08, 1.63548764e-08, 2.18064447e-08,
       2.72580061e-08, 3.27095607e-08, 3.81611084e-08, 4.36126494e-08,
       4.90641835e-08, 5.45157108e-08, 5.99672312e-08, 6.54187449e-08,
       7.08702517e-08, 7.63217516e-08, 8.17732448e-08, 8.72247311e-08,
       9.26762106e-08, 9.81276832e-08, 1.03579149e-07, 1.09030608e-07,
       1.14482060e-07, 1.19933506e-07, 1.25384944e-07, 1.30836376e-07,
       1.36287801e-07, 1.41739219e-07, 1.47190630e-07, 1.52642034e-07]), 4800: array([0.05805587, 0.06087203, 0.0635491 , 0.06609396, 0.06851312,
       0.07081281, 0.07299892, 0.07507705, 0.07705255, 0.07893049,
       0.08071567, 0.08241269, 0.08402589, 0.08555941, 0.0870172 ,
       0.08840299, 0.08972034, 0.09097262, 0.09216306, 0.0932947 ,
       0.09437045, 0.09539307, 0.09636518, 0.09728929, 0.09816775,
       0.09900283, 0.09979666, 0.10055128]), 4805: array([0.01586289, 0.01515645, 0.01477818, 0.01457563, 0.01446717,
       0.01440909, 0.01437799, 0.01436134, 0.01435242, 0.01434765,
       0.01434509, 0.01434372, 0.01434299, 0.0143426 , 0.01434239,
       0.01434228, 0.01434222, 0.01434218, 0.01434217, 0.01434216,
       0.01434215, 0.01434215, 0.01434215, 0.01434215, 0.01434215,
       0.01434215, 0.01434215, 0.01434215]), 4810: array([7.72873486e-06, 7.74827647e-06, 7.76781808e-06, 7.78735969e-06,
       7.80690130e-06, 7.82644291e-06, 7.84598452e-06, 7.86552613e-06,
       7.88506774e-06, 7.90460935e-06, 7.92415096e-06, 7.94369257e-06,
       7.96323418e-06, 7.98277579e-06, 8.00231739e-06, 8.02185900e-06,
       8.04140061e-06, 8.06094222e-06, 8.08048383e-06, 8.10002544e-06,
       8.11956705e-06, 8.13910866e-06, 8.15865027e-06, 8.17819188e-06,
       8.19773349e-06, 8.21727510e-06, 8.23681671e-06, 8.25635832e-06]), 4815: array([6.44634493e-05, 1.28883518e-04, 1.93319406e-04, 2.57771117e-04,
       3.22238655e-04, 3.86722024e-04, 4.51221227e-04, 5.15736269e-04,
       5.80267154e-04, 6.44813884e-04, 7.09376465e-04, 7.73954900e-04,
       8.38549193e-04, 9.03159348e-04, 9.67785369e-04, 1.03242726e-03,
       1.09708502e-03, 1.16175866e-03, 1.22644819e-03, 1.29115360e-03,
       1.35587489e-03, 1.42061208e-03, 1.48536517e-03, 1.55013416e-03,
       1.61491905e-03, 1.67971985e-03, 1.74453657e-03, 1.80936920e-03]), 4820: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 4825: array([0.06402205, 0.04671419, 0.03614527, 0.02969143, 0.02575043,
       0.0233439 , 0.02187436, 0.020977  , 0.02042903, 0.02009442,
       0.01989009, 0.01976531, 0.01968912, 0.0196426 , 0.01961419,
       0.01959684, 0.01958624, 0.01957978, 0.01957582, 0.01957341,
       0.01957194, 0.01957104, 0.01957049, 0.01957016, 0.01956995,
       0.01956983, 0.01956975, 0.0195697 ]), 4830: array([0.01747136, 0.02526943, 0.02875025, 0.03030399, 0.03099754,
       0.03130712, 0.0314453 , 0.03150699, 0.03153452, 0.03154681,
       0.0315523 , 0.03155474, 0.03155584, 0.03155632, 0.03155654,
       0.03155664, 0.03155668, 0.0315567 , 0.03155671, 0.03155672,
       0.03155672, 0.03155672, 0.03155672, 0.03155672, 0.03155672,
       0.03155672, 0.03155672, 0.03155672]), 4835: array([0.0509778 , 0.05097781, 0.05097781, 0.05097781, 0.05097781,
       0.05097781, 0.05097781, 0.05097781, 0.05097781, 0.05097781,
       0.05097781, 0.05097781, 0.05097781, 0.05097781, 0.05097781,
       0.05097781, 0.05097781, 0.05097781, 0.05097781, 0.05097781,
       0.05097781, 0.05097781, 0.05097781, 0.05097781, 0.05097781,
       0.05097781, 0.05097781, 0.05097781]), 4840: array([0.00534095, 0.00478839, 0.004293  , 0.00384886, 0.00345067,
       0.00309367, 0.00277361, 0.00248666, 0.0022294 , 0.00199875,
       0.00179197, 0.00160658, 0.00144037, 0.00129135, 0.00115775,
       0.00103798, 0.00093059, 0.00083431, 0.000748  , 0.00067061,
       0.00060124, 0.00053903, 0.00048327, 0.00043327, 0.00038845,
       0.00034826, 0.00031223, 0.00027993]), 4845: array([6.65736563e-07, 9.04546586e-07, 1.14335661e-06, 1.38216663e-06,
       1.62097665e-06, 1.85978668e-06, 2.09859670e-06, 2.33740672e-06,
       2.57621675e-06, 2.81502677e-06, 3.05383679e-06, 3.29264681e-06,
       3.53145684e-06, 3.77026686e-06, 4.00907688e-06, 4.24788690e-06,
       4.48669693e-06, 4.72550695e-06, 4.96431697e-06, 5.20312700e-06,
       5.44193702e-06, 5.68074704e-06, 5.91955706e-06, 6.15836709e-06,
       6.39717711e-06, 6.63598713e-06, 6.87479715e-06, 7.11360718e-06]), 4850: array([0.02021729, 0.02570161, 0.02777149, 0.0285527 , 0.02884754,
       0.02895882, 0.02900082, 0.02901667, 0.02902265, 0.02902491,
       0.02902576, 0.02902608, 0.0290262 , 0.02902625, 0.02902626,
       0.02902627, 0.02902627, 0.02902627, 0.02902628, 0.02902628,
       0.02902628, 0.02902628, 0.02902628, 0.02902628, 0.02902628,
       0.02902628, 0.02902628, 0.02902628]), 4855: array([0.09593886, 0.09465973, 0.0936634 , 0.09288733, 0.09228284,
       0.09181198, 0.09144523, 0.09115955, 0.09093704, 0.09076372,
       0.09062871, 0.09052355, 0.09044164, 0.09037784, 0.09032815,
       0.09028944, 0.09025929, 0.0902358 , 0.09021751, 0.09020326,
       0.09019216, 0.09018352, 0.09017678, 0.09017154, 0.09016745,
       0.09016427, 0.09016179, 0.09015986]), 4860: array([2.98482555e-07, 2.93150660e-07, 2.87921403e-07, 2.82792808e-07,
       2.77762937e-07, 2.72829891e-07, 2.67991804e-07, 2.63246850e-07,
       2.58593235e-07, 2.54029201e-07, 2.49553024e-07, 2.45163013e-07,
       2.40857508e-07, 2.36634883e-07, 2.32493543e-07, 2.28431923e-07,
       2.24448488e-07, 2.20541734e-07, 2.16710183e-07, 2.12952390e-07,
       2.09266933e-07, 2.05652420e-07, 2.02107486e-07, 1.98630791e-07,
       1.95221022e-07, 1.91876890e-07, 1.88597132e-07, 1.85380508e-07]), 4865: array([0.02923464, 0.02464409, 0.02222171, 0.02094346, 0.02026894,
       0.01991301, 0.01972518, 0.01962607, 0.01957377, 0.01954617,
       0.01953161, 0.01952393, 0.01951987, 0.01951773, 0.0195166 ,
       0.01951601, 0.01951569, 0.01951553, 0.01951544, 0.01951539,
       0.01951537, 0.01951535, 0.01951535, 0.01951534, 0.01951534,
       0.01951534, 0.01951534, 0.01951534]), 4870: array([0.01870074, 0.02256178, 0.02449064, 0.02545425, 0.02593564,
       0.02617613, 0.02629627, 0.02635628, 0.02638627, 0.02640125,
       0.02640873, 0.02641247, 0.02641434, 0.02641527, 0.02641574,
       0.02641597, 0.02641608, 0.02641614, 0.02641617, 0.02641619,
       0.02641619, 0.0264162 , 0.0264162 , 0.0264162 , 0.0264162 ,
       0.0264162 , 0.0264162 , 0.0264162 ]), 4875: array([0.0133121 , 0.02375839, 0.03420467, 0.04465096, 0.05509724,
       0.06554353, 0.07598981, 0.0864361 , 0.09688238, 0.10732867,
       0.11777496, 0.12822124, 0.13866753, 0.14911381, 0.1595601 ,
       0.17000638, 0.18045267, 0.19089895, 0.20134524, 0.21179152,
       0.22223781, 0.23268409, 0.24313038, 0.25357667, 0.26402295,
       0.27446924, 0.28491552, 0.29536181]), 4880: array([4.59725888e-06, 6.39416222e-06, 8.19095921e-06, 9.98764985e-06,
       1.17842341e-05, 1.35807121e-05, 1.53770837e-05, 1.71733491e-05,
       1.89695081e-05, 2.07655608e-05, 2.25615071e-05, 2.43573472e-05,
       2.61530810e-05, 2.79487085e-05, 2.97442298e-05, 3.15396448e-05,
       3.33349535e-05, 3.51301559e-05, 3.69252521e-05, 3.87202420e-05,
       4.05151257e-05, 4.23099032e-05, 4.41045745e-05, 4.58991395e-05,
       4.76935983e-05, 4.94879509e-05, 5.12821973e-05, 5.30763375e-05]), 4885: array([0.24143071, 0.26423664, 0.28704258, 0.30984851, 0.33265445,
       0.35546038, 0.37826631, 0.40107225, 0.42387818, 0.44668412,
       0.46949005, 0.49229598, 0.51510192, 0.53790785, 0.56071379,
       0.58351972, 0.60632565, 0.62913159, 0.65193752, 0.67474346,
       0.69754939, 0.72035532, 0.74316126, 0.76596719, 0.78877313,
       0.81157906, 0.83438499, 0.85719093]), 4890: array([0.13961638, 0.12671317, 0.11684312, 0.10929324, 0.10351811,
       0.09910055, 0.09572143, 0.09313664, 0.09115946, 0.08964705,
       0.08849017, 0.08760524, 0.08692833, 0.08641054, 0.08601447,
       0.0857115 , 0.08547975, 0.08530248, 0.08516688, 0.08506316,
       0.08498382, 0.08492313, 0.0848767 , 0.08484119, 0.08481403,
       0.08479325, 0.08477736, 0.0847652 ]), 4895: array([2.99349755e-05, 2.99646608e-05, 2.99943461e-05, 3.00240314e-05,
       3.00537166e-05, 3.00834019e-05, 3.01130872e-05, 3.01427725e-05,
       3.01724578e-05, 3.02021430e-05, 3.02318283e-05, 3.02615136e-05,
       3.02911989e-05, 3.03208842e-05, 3.03505695e-05, 3.03802547e-05,
       3.04099400e-05, 3.04396253e-05, 3.04693106e-05, 3.04989959e-05,
       3.05286812e-05, 3.05583664e-05, 3.05880517e-05, 3.06177370e-05,
       3.06474223e-05, 3.06771076e-05, 3.07067928e-05, 3.07364781e-05]), 4900: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 4905: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 4910: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 4915: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 4920: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 4925: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 4930: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 4935: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 4940: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 4945: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 4950: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 4955: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31])}, 28: {0: array([0.05047681, 0.04922978, 0.04804138, 0.04690887, 0.04582961,
       0.0448011 , 0.04382095, 0.04288689, 0.04199675, 0.04114847,
       0.04034008, 0.0395697 , 0.03883555, 0.03813592, 0.03746918,
       0.0368338 , 0.0362283 , 0.03565127, 0.03510137, 0.03457733,
       0.03407793, 0.03360201, 0.03314847, 0.03271626, 0.03230438,
       0.03191186, 0.0315378 , 0.03118132]), 5: array([0.05464766, 0.05530569, 0.05596373, 0.05662176, 0.0572798 ,
       0.05793784, 0.05859587, 0.05925391, 0.05991194, 0.06056998,
       0.06122802, 0.06188605, 0.06254409, 0.06320212, 0.06386016,
       0.0645182 , 0.06517623, 0.06583427, 0.0664923 , 0.06715034,
       0.06780838, 0.06846641, 0.06912445, 0.06978248, 0.07044052,
       0.07109856, 0.07175659, 0.07241463]), 10: array([0.05162302, 0.05227389, 0.05292477, 0.05357565, 0.05422653,
       0.05487741, 0.05552828, 0.05617916, 0.05683004, 0.05748092,
       0.05813179, 0.05878267, 0.05943355, 0.06008443, 0.06073531,
       0.06138618, 0.06203706, 0.06268794, 0.06333882, 0.0639897 ,
       0.06464057, 0.06529145, 0.06594233, 0.06659321, 0.06724408,
       0.06789496, 0.06854584, 0.06919672]), 15: array([0.00602531, 0.0062276 , 0.00642989, 0.00663219, 0.00683448,
       0.00703677, 0.00723906, 0.00744136, 0.00764365, 0.00784594,
       0.00804823, 0.00825053, 0.00845282, 0.00865511, 0.00885741,
       0.0090597 , 0.00926199, 0.00946428, 0.00966658, 0.00986887,
       0.01007116, 0.01027346, 0.01047575, 0.01067804, 0.01088033,
       0.01108263, 0.01128492, 0.01148721]), 20: array([0.03166347, 0.03173879, 0.0318141 , 0.03188941, 0.03196473,
       0.03204004, 0.03211536, 0.03219067, 0.03226598, 0.0323413 ,
       0.03241661, 0.03249193, 0.03256724, 0.03264256, 0.03271787,
       0.03279318, 0.0328685 , 0.03294381, 0.03301913, 0.03309444,
       0.03316975, 0.03324507, 0.03332038, 0.0333957 , 0.03347101,
       0.03354632, 0.03362164, 0.03369695]), 25: array([0.03513071, 0.03530033, 0.03546995, 0.03563957, 0.03580919,
       0.03597881, 0.03614843, 0.03631805, 0.03648767, 0.03665729,
       0.03682691, 0.03699653, 0.03716615, 0.03733577, 0.03750539,
       0.03767501, 0.03784463, 0.03801425, 0.03818387, 0.03835349,
       0.03852311, 0.03869273, 0.03886235, 0.03903197, 0.0392016 ,
       0.03937122, 0.03954084, 0.03971046]), 30: array([0.00060384, 0.00062901, 0.00065364, 0.00067774, 0.00070131,
       0.00072437, 0.00074694, 0.00076901, 0.00079061, 0.00081174,
       0.00083241, 0.00085264, 0.00087242, 0.00089178, 0.00091072,
       0.00092925, 0.00094737, 0.00096511, 0.00098246, 0.00099943,
       0.00101604, 0.00103228, 0.00104818, 0.00106373, 0.00107894,
       0.00109383, 0.00110839, 0.00112264]), 35: array([0.00080675, 0.00085047, 0.00089419, 0.00093791, 0.00098163,
       0.00102536, 0.00106908, 0.0011128 , 0.00115652, 0.00120024,
       0.00124397, 0.00128769, 0.00133141, 0.00137513, 0.00141886,
       0.00146258, 0.0015063 , 0.00155002, 0.00159374, 0.00163747,
       0.00168119, 0.00172491, 0.00176863, 0.00181235, 0.00185608,
       0.0018998 , 0.00194352, 0.00198724]), 40: array([0.00014794, 0.00020149, 0.00025504, 0.00030858, 0.00036213,
       0.00041568, 0.00046923, 0.00052278, 0.00057632, 0.00062987,
       0.00068342, 0.00073697, 0.00079052, 0.00084407, 0.00089761,
       0.00095116, 0.00100471, 0.00105826, 0.00111181, 0.00116535,
       0.0012189 , 0.00127245, 0.001326  , 0.00137955, 0.0014331 ,
       0.00148664, 0.00154019, 0.00159374]), 45: array([0.00527295, 0.00357727, 0.00263239, 0.00210588, 0.0018125 ,
       0.00164902, 0.00155792, 0.00150716, 0.00147887, 0.00146311,
       0.00145433, 0.00144944, 0.00144671, 0.00144519, 0.00144434,
       0.00144387, 0.00144361, 0.00144346, 0.00144338, 0.00144333,
       0.00144331, 0.0014433 , 0.00144329, 0.00144328, 0.00144328,
       0.00144328, 0.00144328, 0.00144328]), 50: array([0.00193432, 0.00198017, 0.00200874, 0.00202655, 0.00203765,
       0.00204456, 0.00204887, 0.00205155, 0.00205323, 0.00205427,
       0.00205492, 0.00205532, 0.00205558, 0.00205573, 0.00205583,
       0.00205589, 0.00205593, 0.00205595, 0.00205597, 0.00205598,
       0.00205598, 0.00205599, 0.00205599, 0.00205599, 0.00205599,
       0.00205599, 0.00205599, 0.00205599]), 55: array([0.00179794, 0.00204377, 0.0021576 , 0.00221031, 0.00223472,
       0.00224602, 0.00225125, 0.00225368, 0.0022548 , 0.00225532,
       0.00225556, 0.00225567, 0.00225572, 0.00225575, 0.00225576,
       0.00225576, 0.00225577, 0.00225577, 0.00225577, 0.00225577,
       0.00225577, 0.00225577, 0.00225577, 0.00225577, 0.00225577,
       0.00225577, 0.00225577, 0.00225577]), 60: array([0.00069922, 0.00110898, 0.0013731 , 0.00154336, 0.0016531 ,
       0.00172384, 0.00176944, 0.00179883, 0.00181778, 0.00182999,
       0.00183787, 0.00184294, 0.00184621, 0.00184832, 0.00184968,
       0.00185055, 0.00185112, 0.00185148, 0.00185172, 0.00185187,
       0.00185197, 0.00185203, 0.00185207, 0.0018521 , 0.00185211,
       0.00185212, 0.00185213, 0.00185214]), 65: array([1.46537618e-04, 1.43251502e-04, 1.40039077e-04, 1.36898692e-04,
       1.33828730e-04, 1.30827612e-04, 1.27893795e-04, 1.25025769e-04,
       1.22222059e-04, 1.19481223e-04, 1.16801850e-04, 1.14182562e-04,
       1.11622013e-04, 1.09118884e-04, 1.06671888e-04, 1.04279767e-04,
       1.01941289e-04, 9.96552516e-05, 9.74204792e-05, 9.52358218e-05,
       9.31001557e-05, 9.10123822e-05, 8.89714274e-05, 8.69762412e-05,
       8.50257974e-05, 8.31190926e-05, 8.12551459e-05, 7.94329985e-05]), 70: array([0.00228611, 0.00224856, 0.00221602, 0.00218782, 0.0021634 ,
       0.00214224, 0.0021239 , 0.00210802, 0.00209425, 0.00208233,
       0.002072  , 0.00206305, 0.00205529, 0.00204857, 0.00204275,
       0.00203771, 0.00203334, 0.00202955, 0.00202627, 0.00202343,
       0.00202097, 0.00201884, 0.00201699, 0.00201539, 0.002014  ,
       0.0020128 , 0.00201175, 0.00201085]), 75: array([0.00036922, 0.00036843, 0.00036777, 0.00036719, 0.00036671,
       0.00036629, 0.00036593, 0.00036562, 0.00036536, 0.00036514,
       0.00036495, 0.00036479, 0.00036465, 0.00036453, 0.00036442,
       0.00036434, 0.00036426, 0.0003642 , 0.00036414, 0.0003641 ,
       0.00036406, 0.00036402, 0.00036399, 0.00036397, 0.00036395,
       0.00036393, 0.00036391, 0.0003639 ]), 80: array([0.00046136, 0.0004613 , 0.00046126, 0.00046125, 0.00046124,
       0.00046123, 0.00046123, 0.00046123, 0.00046123, 0.00046123,
       0.00046123, 0.00046123, 0.00046123, 0.00046123, 0.00046123,
       0.00046123, 0.00046123, 0.00046123, 0.00046123, 0.00046123,
       0.00046123, 0.00046123, 0.00046123, 0.00046123, 0.00046123,
       0.00046123, 0.00046123, 0.00046123]), 85: array([0.0028135 , 0.00286545, 0.0029174 , 0.00296935, 0.0030213 ,
       0.00307325, 0.0031252 , 0.00317715, 0.0032291 , 0.00328105,
       0.00333301, 0.00338496, 0.00343691, 0.00348886, 0.00354081,
       0.00359276, 0.00364471, 0.00369666, 0.00374861, 0.00380056,
       0.00385251, 0.00390446, 0.00395641, 0.00400836, 0.00406031,
       0.00411226, 0.00416421, 0.00421616]), 90: array([0.01401289, 0.01412069, 0.01422849, 0.01433629, 0.01444409,
       0.01455189, 0.01465968, 0.01476748, 0.01487528, 0.01498308,
       0.01509088, 0.01519868, 0.01530648, 0.01541428, 0.01552208,
       0.01562988, 0.01573768, 0.01584548, 0.01595328, 0.01606108,
       0.01616888, 0.01627668, 0.01638448, 0.01649228, 0.01660008,
       0.01670788, 0.01681568, 0.01692348]), 95: array([0.01342109, 0.01356682, 0.01371255, 0.01385828, 0.01400401,
       0.01414974, 0.01429547, 0.0144412 , 0.01458693, 0.01473266,
       0.01487839, 0.01502412, 0.01516985, 0.01531558, 0.01546131,
       0.01560704, 0.01575277, 0.0158985 , 0.01604423, 0.01618996,
       0.01633569, 0.01648142, 0.01662715, 0.01677288, 0.01691861,
       0.01706434, 0.01721007, 0.0173558 ]), 100: array([0.0007513 , 0.0009545 , 0.0011409 , 0.00131187, 0.00146871,
       0.00161257, 0.00174453, 0.00186557, 0.0019766 , 0.00207845,
       0.00217187, 0.00225756, 0.00233617, 0.00240827, 0.00247441,
       0.00253508, 0.00259073, 0.00264177, 0.00268859, 0.00273154,
       0.00277094, 0.00280708, 0.00284023, 0.00287063, 0.00289852,
       0.00292411, 0.00294758, 0.0029691 ]), 105: array([0.00020959, 0.00037736, 0.00051761, 0.00063487, 0.0007329 ,
       0.00081485, 0.00088337, 0.00094065, 0.00098853, 0.00102857,
       0.00106204, 0.00109002, 0.00111341, 0.00113297, 0.00114932,
       0.00116299, 0.00117442, 0.00118397, 0.00119196, 0.00119863,
       0.00120422, 0.00120888, 0.00121278, 0.00121605, 0.00121877,
       0.00122105, 0.00122296, 0.00122455]), 110: array([0.00206353, 0.0023044 , 0.00254528, 0.00278615, 0.00302702,
       0.0032679 , 0.00350877, 0.00374964, 0.00399051, 0.00423139,
       0.00447226, 0.00471313, 0.004954  , 0.00519488, 0.00543575,
       0.00567662, 0.00591749, 0.00615837, 0.00639924, 0.00664011,
       0.00688098, 0.00712186, 0.00736273, 0.0076036 , 0.00784447,
       0.00808535, 0.00832622, 0.00856709]), 115: array([0.00193621, 0.00151297, 0.00123466, 0.00105165, 0.00093131,
       0.00085218, 0.00080015, 0.00076593, 0.00074344, 0.00072864,
       0.00071891, 0.00071252, 0.00070831, 0.00070554, 0.00070372,
       0.00070253, 0.00070174, 0.00070122, 0.00070088, 0.00070066,
       0.00070051, 0.00070042, 0.00070035, 0.00070031, 0.00070028,
       0.00070027, 0.00070025, 0.00070025]), 120: array([0.00423003, 0.00389342, 0.00360017, 0.00334468, 0.0031221 ,
       0.00292818, 0.00275924, 0.00261206, 0.00248383, 0.00237212,
       0.00227479, 0.00219   , 0.00211613, 0.00205177, 0.0019957 ,
       0.00194685, 0.00190429, 0.00186722, 0.00183492, 0.00180678,
       0.00178226, 0.0017609 , 0.00174229, 0.00172608, 0.00171196,
       0.00169965, 0.00168893, 0.00167959]), 125: array([0.00300447, 0.00305031, 0.00309615, 0.00314199, 0.00318783,
       0.00323367, 0.00327952, 0.00332536, 0.00337121, 0.00341706,
       0.00346292, 0.00350877, 0.00355463, 0.00360048, 0.00364634,
       0.0036922 , 0.00373807, 0.00378393, 0.0038298 , 0.00387567,
       0.00392154, 0.00396741, 0.00401329, 0.00405916, 0.00410504,
       0.00415092, 0.0041968 , 0.00424269]), 130: array([0.04205925, 0.04210464, 0.04215003, 0.04219542, 0.04224081,
       0.0422862 , 0.04233159, 0.04237698, 0.04242237, 0.04246776,
       0.04251315, 0.04255855, 0.04260394, 0.04264933, 0.04269472,
       0.04274011, 0.0427855 , 0.04283089, 0.04287628, 0.04292167,
       0.04296706, 0.04301245, 0.04305784, 0.04310323, 0.04314862,
       0.04319401, 0.0432394 , 0.04328479]), 135: array([0.06637597, 0.06642715, 0.06647833, 0.06652952, 0.0665807 ,
       0.06663188, 0.06668307, 0.06673425, 0.06678543, 0.06683662,
       0.0668878 , 0.06693899, 0.06699017, 0.06704135, 0.06709254,
       0.06714372, 0.0671949 , 0.06724609, 0.06729727, 0.06734845,
       0.06739964, 0.06745082, 0.067502  , 0.06755319, 0.06760437,
       0.06765555, 0.06770674, 0.06775792]), 140: array([0.04115217, 0.04128502, 0.04141787, 0.04155072, 0.04168357,
       0.04181641, 0.04194926, 0.04208211, 0.04221495, 0.0423478 ,
       0.04248064, 0.04261348, 0.04274632, 0.04287916, 0.043012  ,
       0.04314484, 0.04327768, 0.04341051, 0.04354335, 0.04367618,
       0.04380902, 0.04394185, 0.04407468, 0.04420752, 0.04434035,
       0.04447318, 0.044606  , 0.04473883]), 145: array([0.00012236, 0.00015623, 0.00018833, 0.00021875, 0.00024758,
       0.00027491, 0.00030081, 0.00032535, 0.00034862, 0.00037067,
       0.00039157, 0.00041137, 0.00043014, 0.00044794, 0.0004648 ,
       0.00048078, 0.00049593, 0.00051028, 0.00052389, 0.00053679,
       0.00054901, 0.00056059, 0.00057157, 0.00058198, 0.00059184,
       0.00060119, 0.00061005, 0.00061844]), 150: array([0.00053199, 0.00058655, 0.00064101, 0.00069537, 0.00074962,
       0.00080378, 0.00085783, 0.00091179, 0.00096564, 0.0010194 ,
       0.00107305, 0.0011266 , 0.00118006, 0.00123341, 0.00128667,
       0.00133982, 0.00139288, 0.00144584, 0.0014987 , 0.00155146,
       0.00160412, 0.00165668, 0.00170915, 0.00176152, 0.00181379,
       0.00186597, 0.00191804, 0.00197002]), 155: array([0.00146933, 0.00153567, 0.00160201, 0.00166836, 0.0017347 ,
       0.00180104, 0.00186738, 0.00193373, 0.00200007, 0.00206641,
       0.00213275, 0.0021991 , 0.00226544, 0.00233178, 0.00239813,
       0.00246447, 0.00253081, 0.00259715, 0.0026635 , 0.00272984,
       0.00279618, 0.00286252, 0.00292887, 0.00299521, 0.00306155,
       0.0031279 , 0.00319424, 0.00326058]), 160: array([0.0002256 , 0.0002846 , 0.0003197 , 0.00034059, 0.00035302,
       0.00036041, 0.00036481, 0.00036743, 0.00036899, 0.00036992,
       0.00037047, 0.0003708 , 0.00037099, 0.00037111, 0.00037118,
       0.00037122, 0.00037124, 0.00037126, 0.00037127, 0.00037127,
       0.00037127, 0.00037128, 0.00037128, 0.00037128, 0.00037128,
       0.00037128, 0.00037128, 0.00037128]), 165: array([0.00036475, 0.00039326, 0.00041256, 0.00042562, 0.00043447,
       0.00044046, 0.00044451, 0.00044725, 0.00044911, 0.00045037,
       0.00045122, 0.0004518 , 0.00045219, 0.00045245, 0.00045263,
       0.00045275, 0.00045283, 0.00045289, 0.00045293, 0.00045295,
       0.00045297, 0.00045298, 0.00045299, 0.000453  , 0.000453  ,
       0.000453  , 0.000453  , 0.000453  ]), 170: array([0.00067875, 0.0006403 , 0.00061223, 0.00059174, 0.00057679,
       0.00056587, 0.0005579 , 0.00055208, 0.00054783, 0.00054473,
       0.00054246, 0.00054081, 0.00053961, 0.00053872, 0.00053808,
       0.00053761, 0.00053727, 0.00053702, 0.00053684, 0.0005367 ,
       0.00053661, 0.00053653, 0.00053648, 0.00053645, 0.00053642,
       0.0005364 , 0.00053638, 0.00053637]), 175: array([0.00031293, 0.00034488, 0.000366  , 0.00037996, 0.00038919,
       0.00039529, 0.00039932, 0.00040199, 0.00040375, 0.00040491,
       0.00040568, 0.00040619, 0.00040653, 0.00040675, 0.0004069 ,
       0.000407  , 0.00040706, 0.0004071 , 0.00040713, 0.00040715,
       0.00040716, 0.00040717, 0.00040717, 0.00040718, 0.00040718,
       0.00040718, 0.00040718, 0.00040718]), 180: array([0.0024278 , 0.00219785, 0.00200514, 0.00184363, 0.00170827,
       0.00159483, 0.00149975, 0.00142007, 0.00135329, 0.00129733,
       0.00125043, 0.00121112, 0.00117817, 0.00115056, 0.00112742,
       0.00110803, 0.00109178, 0.00107816, 0.00106674, 0.00105718,
       0.00104916, 0.00104244, 0.00103681, 0.00103209, 0.00102813,
       0.00102482, 0.00102204, 0.00101971]), 185: array([0.00014462, 0.00026977, 0.00038019, 0.00047761, 0.00056356,
       0.0006394 , 0.00070631, 0.00076534, 0.00081743, 0.00086338,
       0.00090393, 0.0009397 , 0.00097126, 0.00099911, 0.00102368,
       0.00104535, 0.00106448, 0.00108135, 0.00109624, 0.00110937,
       0.00112096, 0.00113119, 0.00114021, 0.00114817, 0.00115519,
       0.00116138, 0.00116685, 0.00117167]), 190: array([8.23388559e-05, 1.64349779e-04, 2.46360701e-04, 3.28371624e-04,
       4.10382546e-04, 4.92393469e-04, 5.74404392e-04, 6.56415314e-04,
       7.38426237e-04, 8.20437159e-04, 9.02448082e-04, 9.84459005e-04,
       1.06646993e-03, 1.14848085e-03, 1.23049177e-03, 1.31250270e-03,
       1.39451362e-03, 1.47652454e-03, 1.55853546e-03, 1.64054639e-03,
       1.72255731e-03, 1.80456823e-03, 1.88657915e-03, 1.96859008e-03,
       2.05060100e-03, 2.13261192e-03, 2.21462284e-03, 2.29663377e-03]), 195: array([0.01585362, 0.01602439, 0.01619515, 0.01636592, 0.01653669,
       0.01670745, 0.01687822, 0.01704899, 0.01721975, 0.01739052,
       0.01756128, 0.01773205, 0.01790282, 0.01807358, 0.01824435,
       0.01841512, 0.01858588, 0.01875665, 0.01892741, 0.01909818,
       0.01926895, 0.01943971, 0.01961048, 0.01978125, 0.01995201,
       0.02012278, 0.02029354, 0.02046431]), 200: array([0.01664046, 0.01681844, 0.01699642, 0.0171744 , 0.01735238,
       0.01753036, 0.01770834, 0.01788632, 0.0180643 , 0.01824228,
       0.01842025, 0.01859823, 0.01877621, 0.01895419, 0.01913217,
       0.01931015, 0.01948813, 0.01966611, 0.01984409, 0.02002207,
       0.02020005, 0.02037802, 0.020556  , 0.02073398, 0.02091196,
       0.02108994, 0.02126792, 0.0214459 ]), 205: array([0.01249284, 0.01268948, 0.01288613, 0.01308278, 0.01327942,
       0.01347607, 0.01367271, 0.01386936, 0.01406601, 0.01426265,
       0.0144593 , 0.01465594, 0.01485259, 0.01504923, 0.01524588,
       0.01544253, 0.01563917, 0.01583582, 0.01603246, 0.01622911,
       0.01642575, 0.0166224 , 0.01681905, 0.01701569, 0.01721234,
       0.01740898, 0.01760563, 0.01780227]), 210: array([0.00014549, 0.00022352, 0.00028604, 0.00033614, 0.00037629,
       0.00040846, 0.00043424, 0.00045489, 0.00047145, 0.00048471,
       0.00049534, 0.00050386, 0.00051068, 0.00051615, 0.00052053,
       0.00052405, 0.00052686, 0.00052911, 0.00053092, 0.00053237,
       0.00053353, 0.00053446, 0.0005352 , 0.0005358 , 0.00053628,
       0.00053666, 0.00053697, 0.00053722]), 215: array([0.00023436, 0.00026927, 0.00030348, 0.000337  , 0.00036985,
       0.00040204, 0.00043359, 0.0004645 , 0.00049479, 0.00052448,
       0.00055357, 0.00058207, 0.00061001, 0.00063738, 0.0006642 ,
       0.00069049, 0.00071624, 0.00074148, 0.00076622, 0.00079046,
       0.00081421, 0.00083748, 0.00086029, 0.00088264, 0.00090454,
       0.000926  , 0.00094703, 0.00096764]), 220: array([0.00015136, 0.00012722, 0.00011515, 0.00010912, 0.0001061 ,
       0.00010459, 0.00010383, 0.00010346, 0.00010327, 0.00010317,
       0.00010313, 0.0001031 , 0.00010309, 0.00010309, 0.00010308,
       0.00010308, 0.00010308, 0.00010308, 0.00010308, 0.00010308,
       0.00010308, 0.00010308, 0.00010308, 0.00010308, 0.00010308,
       0.00010308, 0.00010308, 0.00010308]), 225: array([0.00038238, 0.00031782, 0.00027263, 0.000241  , 0.00021886,
       0.00020336, 0.00019251, 0.00018492, 0.0001796 , 0.00017588,
       0.00017327, 0.00017145, 0.00017017, 0.00016928, 0.00016865,
       0.00016821, 0.00016791, 0.00016769, 0.00016754, 0.00016744,
       0.00016736, 0.00016731, 0.00016728, 0.00016725, 0.00016723,
       0.00016722, 0.00016721, 0.00016721]), 230: array([0.00133541, 0.00135962, 0.00138383, 0.00140804, 0.00143226,
       0.00145647, 0.00148068, 0.00150489, 0.0015291 , 0.0015533 ,
       0.00157751, 0.00160172, 0.00162593, 0.00165014, 0.00167435,
       0.00169856, 0.00172277, 0.00174698, 0.00177119, 0.00179539,
       0.0018196 , 0.00184381, 0.00186802, 0.00189223, 0.00191643,
       0.00194064, 0.00196485, 0.00198906]), 235: array([0.00037181, 0.00039318, 0.00040626, 0.00041427, 0.00041918,
       0.00042218, 0.00042402, 0.00042514, 0.00042583, 0.00042625,
       0.00042651, 0.00042667, 0.00042677, 0.00042683, 0.00042686,
       0.00042688, 0.0004269 , 0.00042691, 0.00042691, 0.00042691,
       0.00042692, 0.00042692, 0.00042692, 0.00042692, 0.00042692,
       0.00042692, 0.00042692, 0.00042692]), 240: array([0.00021802, 0.00028738, 0.00031962, 0.0003346 , 0.00034157,
       0.0003448 , 0.00034631, 0.00034701, 0.00034733, 0.00034748,
       0.00034755, 0.00034759, 0.0003476 , 0.00034761, 0.00034761,
       0.00034761, 0.00034762, 0.00034762, 0.00034762, 0.00034762,
       0.00034762, 0.00034762, 0.00034762, 0.00034762, 0.00034762,
       0.00034762, 0.00034762, 0.00034762]), 245: array([0.00016361, 0.00016399, 0.00016434, 0.00016466, 0.00016494,
       0.0001652 , 0.00016543, 0.00016563, 0.00016582, 0.00016599,
       0.00016614, 0.00016627, 0.00016639, 0.0001665 , 0.0001666 ,
       0.00016669, 0.00016677, 0.00016684, 0.00016691, 0.00016697,
       0.00016702, 0.00016707, 0.00016711, 0.00016715, 0.00016718,
       0.00016721, 0.00016724, 0.00016727]), 250: array([0.00031142, 0.00030883, 0.00030649, 0.00030439, 0.0003025 ,
       0.0003008 , 0.00029927, 0.00029789, 0.00029665, 0.00029554,
       0.00029453, 0.00029363, 0.00029281, 0.00029208, 0.00029142,
       0.00029083, 0.0002903 , 0.00028981, 0.00028938, 0.00028899,
       0.00028864, 0.00028833, 0.00028804, 0.00028779, 0.00028756,
       0.00028735, 0.00028717, 0.000287  ]), 255: array([0.02913052, 0.02922801, 0.02932551, 0.02942301, 0.0295205 ,
       0.029618  , 0.0297155 , 0.02981299, 0.02991049, 0.03000799,
       0.03010548, 0.03020298, 0.03030048, 0.03039797, 0.03049547,
       0.03059297, 0.03069046, 0.03078796, 0.03088546, 0.03098296,
       0.03108045, 0.03117795, 0.03127545, 0.03137295, 0.03147045,
       0.03156794, 0.03166544, 0.03176294]), 260: array([0.02596464, 0.02607638, 0.02618812, 0.02629986, 0.02641161,
       0.02652336, 0.02663511, 0.02674686, 0.02685862, 0.02697038,
       0.02708215, 0.02719391, 0.02730568, 0.02741745, 0.02752923,
       0.02764101, 0.02775279, 0.02786458, 0.02797636, 0.02808816,
       0.02819995, 0.02831175, 0.02842355, 0.02853535, 0.02864716,
       0.02875897, 0.02887078, 0.02898259]), 265: array([0.00104796, 0.00149091, 0.00186589, 0.00218333, 0.00245205,
       0.00267953, 0.00287211, 0.00303513, 0.00317314, 0.00328997,
       0.00338887, 0.00347259, 0.00354346, 0.00360346, 0.00365425,
       0.00369725, 0.00373365, 0.00376446, 0.00379055, 0.00381263,
       0.00383132, 0.00384715, 0.00386054, 0.00387188, 0.00388148,
       0.00388961, 0.00389649, 0.00390231]), 270: array([0.00098662, 0.00115656, 0.00131507, 0.00146292, 0.00160082,
       0.00172945, 0.00184942, 0.00196132, 0.0020657 , 0.00216305,
       0.00225386, 0.00233856, 0.00241756, 0.00249124, 0.00255997,
       0.00262408, 0.00268387, 0.00273964, 0.00279166, 0.00284018,
       0.00288544, 0.00292765, 0.00296703, 0.00300375, 0.00303801,
       0.00306996, 0.00309976, 0.00312755]), 275: array([0.00071059, 0.00073741, 0.00075909, 0.0007766 , 0.00079076,
       0.00080219, 0.00081143, 0.0008189 , 0.00082493, 0.0008298 ,
       0.00083374, 0.00083692, 0.00083949, 0.00084157, 0.00084325,
       0.00084461, 0.0008457 , 0.00084659, 0.0008473 , 0.00084788,
       0.00084835, 0.00084873, 0.00084903, 0.00084928, 0.00084948,
       0.00084964, 0.00084977, 0.00084987]), 280: array([0.00019312, 0.00035271, 0.00050244, 0.00064291, 0.00077469,
       0.00089833, 0.00101433, 0.00112316, 0.00122526, 0.00132105,
       0.00141092, 0.00149524, 0.00157434, 0.00164856, 0.00171818,
       0.00178351, 0.00184479, 0.00190229, 0.00195623, 0.00200684,
       0.00205432, 0.00209887, 0.00214066, 0.00217987, 0.00221665,
       0.00225117, 0.00228354, 0.00231392]), 285: array([0.00028343, 0.00039754, 0.00046963, 0.00051518, 0.00054395,
       0.00056212, 0.00057361, 0.00058086, 0.00058544, 0.00058834,
       0.00059017, 0.00059132, 0.00059205, 0.00059251, 0.0005928 ,
       0.00059299, 0.0005931 , 0.00059318, 0.00059322, 0.00059325,
       0.00059327, 0.00059328, 0.00059329, 0.0005933 , 0.0005933 ,
       0.0005933 , 0.0005933 , 0.0005933 ]), 290: array([7.54551667e-05, 7.97716449e-05, 8.40012985e-05, 8.81458740e-05,
       9.22070828e-05, 9.61866018e-05, 1.00086074e-04, 1.03907110e-04,
       1.07651287e-04, 1.11320151e-04, 1.14915217e-04, 1.18437969e-04,
       1.21889863e-04, 1.25272322e-04, 1.28586745e-04, 1.31834500e-04,
       1.35016926e-04, 1.38135340e-04, 1.41191027e-04, 1.44185251e-04,
       1.47119246e-04, 1.49994225e-04, 1.52811375e-04, 1.55571859e-04,
       1.58276817e-04, 1.60927366e-04, 1.63524599e-04, 1.66069590e-04]), 295: array([0.00427481, 0.00410085, 0.00393853, 0.00378709, 0.00364578,
       0.00351394, 0.00339093, 0.00327615, 0.00316906, 0.00306915,
       0.00297592, 0.00288894, 0.00280778, 0.00273205, 0.0026614 ,
       0.00259548, 0.00253397, 0.00247658, 0.00242304, 0.00237308,
       0.00232646, 0.00228297, 0.00224239, 0.00220453, 0.0021692 ,
       0.00213624, 0.00210548, 0.00207679]), 300: array([0.00162306, 0.00169046, 0.00175689, 0.00182238, 0.00188695,
       0.00195059, 0.00201333, 0.00207518, 0.00213616, 0.00219626,
       0.00225552, 0.00231393, 0.00237151, 0.00242828, 0.00248423,
       0.0025394 , 0.00259378, 0.00264739, 0.00270024, 0.00275234,
       0.00280369, 0.00285432, 0.00290423, 0.00295343, 0.00300193,
       0.00304975, 0.00309688, 0.00314335]), 305: array([0.00347935, 0.0035338 , 0.00358824, 0.00364269, 0.00369714,
       0.00375158, 0.00380603, 0.00386048, 0.00391492, 0.00396937,
       0.00402382, 0.00407826, 0.00413271, 0.00418716, 0.0042416 ,
       0.00429605, 0.00435049, 0.00440494, 0.00445938, 0.00451383,
       0.00456827, 0.00462272, 0.00467717, 0.00473161, 0.00478606,
       0.0048405 , 0.00489494, 0.00494939]), 310: array([0.00035332, 0.00051946, 0.00066411, 0.00079005, 0.00089971,
       0.00099518, 0.00107831, 0.00115069, 0.00121371, 0.00126858,
       0.00131636, 0.00135795, 0.00139417, 0.0014257 , 0.00145316,
       0.00147706, 0.00149788, 0.001516  , 0.00153178, 0.00154552,
       0.00155748, 0.00156789, 0.00157696, 0.00158486, 0.00159173,
       0.00159772, 0.00160293, 0.00160746]), 315: array([0.00218507, 0.00199078, 0.00183647, 0.00171391, 0.00161657,
       0.00153926, 0.00147785, 0.00142909, 0.00139035, 0.00135959,
       0.00133516, 0.00131575, 0.00130034, 0.0012881 , 0.00127838,
       0.00127066, 0.00126453, 0.00125965, 0.00125579, 0.00125271,
       0.00125027, 0.00124834, 0.0012468 , 0.00124557, 0.0012446 ,
       0.00124383, 0.00124322, 0.00124273]), 320: array([0.00255532, 0.00258498, 0.00261388, 0.00264203, 0.00266946,
       0.00269619, 0.00272222, 0.00274758, 0.00277229, 0.00279637,
       0.00281982, 0.00284267, 0.00286493, 0.00288662, 0.00290774,
       0.00292833, 0.00294838, 0.00296792, 0.00298695, 0.00300549,
       0.00302356, 0.00304116, 0.00305831, 0.00307501, 0.00309129,
       0.00310714, 0.00312259, 0.00313764]), 325: array([0.00092769, 0.00099083, 0.00104498, 0.00109143, 0.00113127,
       0.00116544, 0.00119475, 0.00121988, 0.00124145, 0.00125994,
       0.0012758 , 0.00128941, 0.00130108, 0.00131109, 0.00131967,
       0.00132703, 0.00133335, 0.00133877, 0.00134341, 0.0013474 ,
       0.00135082, 0.00135375, 0.00135626, 0.00135842, 0.00136027,
       0.00136185, 0.00136322, 0.00136438]), 330: array([0.00041064, 0.00058916, 0.00076767, 0.00094619, 0.00112471,
       0.00130323, 0.00148174, 0.00166026, 0.00183878, 0.00201729,
       0.00219581, 0.00237433, 0.00255285, 0.00273136, 0.00290988,
       0.0030884 , 0.00326691, 0.00344543, 0.00362395, 0.00380247,
       0.00398098, 0.0041595 , 0.00433802, 0.00451654, 0.00469505,
       0.00487357, 0.00505209, 0.0052306 ]), 335: array([0.00115885, 0.001295  , 0.00143114, 0.00156729, 0.00170344,
       0.00183958, 0.00197572, 0.00211186, 0.002248  , 0.00238414,
       0.00252028, 0.00265641, 0.00279255, 0.00292868, 0.00306481,
       0.00320094, 0.00333706, 0.00347319, 0.00360931, 0.00374543,
       0.00388155, 0.00401767, 0.00415379, 0.00428991, 0.00442602,
       0.00456213, 0.00469824, 0.00483435]), 340: array([0.00059529, 0.00064797, 0.00070065, 0.00075333, 0.00080601,
       0.00085869, 0.00091137, 0.00096405, 0.00101673, 0.00106941,
       0.00112209, 0.00117477, 0.00122745, 0.00128013, 0.00133281,
       0.00138549, 0.00143817, 0.00149085, 0.00154353, 0.00159621,
       0.00164889, 0.00170157, 0.00175425, 0.00180693, 0.00185961,
       0.00191229, 0.00196497, 0.00201765]), 345: array([0.00032401, 0.00043583, 0.00053939, 0.00063531, 0.00072415,
       0.00080643, 0.00088264, 0.00095323, 0.0010186 , 0.00107915,
       0.00113524, 0.00118718, 0.00123529, 0.00127985, 0.00132112,
       0.00135934, 0.00139475, 0.00142754, 0.00145791, 0.00148604,
       0.00151209, 0.00153622, 0.00155857, 0.00157927, 0.00159844,
       0.0016162 , 0.00163265, 0.00164788]), 350: array([0.04400357, 0.04422594, 0.04444831, 0.04467068, 0.04489306,
       0.04511543, 0.0453378 , 0.04556017, 0.04578254, 0.04600491,
       0.04622728, 0.04644966, 0.04667203, 0.0468944 , 0.04711677,
       0.04733914, 0.04756151, 0.04778388, 0.04800625, 0.04822863,
       0.048451  , 0.04867337, 0.04889574, 0.04911811, 0.04934048,
       0.04956285, 0.04978522, 0.0500076 ]), 355: array([0.04402475, 0.04473724, 0.04544973, 0.04616222, 0.04687471,
       0.0475872 , 0.04829969, 0.04901218, 0.04972467, 0.05043716,
       0.05114965, 0.05186214, 0.05257463, 0.05328712, 0.05399961,
       0.0547121 , 0.05542459, 0.05613708, 0.05684957, 0.05756206,
       0.05827455, 0.05898704, 0.05969953, 0.06041202, 0.06112451,
       0.061837  , 0.06254949, 0.06326198]), 360: array([0.01750223, 0.01699046, 0.01652183, 0.01609271, 0.01569976,
       0.01533995, 0.01501047, 0.01470877, 0.0144325 , 0.01417952,
       0.01394787, 0.01373575, 0.01354152, 0.01336365, 0.01320079,
       0.01305165, 0.01291509, 0.01279004, 0.01267553, 0.01257068,
       0.01247466, 0.01238674, 0.01230624, 0.01223252, 0.01216501,
       0.0121032 , 0.0120466 , 0.01199477]), 365: array([5.27367513e-05, 6.01030791e-05, 6.74694069e-05, 7.48357347e-05,
       8.22020626e-05, 8.95683904e-05, 9.69347182e-05, 1.04301046e-04,
       1.11667374e-04, 1.19033702e-04, 1.26400029e-04, 1.33766357e-04,
       1.41132685e-04, 1.48499013e-04, 1.55865341e-04, 1.63231669e-04,
       1.70597996e-04, 1.77964324e-04, 1.85330652e-04, 1.92696980e-04,
       2.00063308e-04, 2.07429636e-04, 2.14795963e-04, 2.22162291e-04,
       2.29528619e-04, 2.36894947e-04, 2.44261275e-04, 2.51627603e-04]), 370: array([0.00404353, 0.00422161, 0.00439969, 0.00457777, 0.00475585,
       0.00493393, 0.00511201, 0.00529009, 0.00546817, 0.00564625,
       0.00582433, 0.00600241, 0.00618049, 0.00635857, 0.00653665,
       0.00671473, 0.00689281, 0.00707089, 0.00724896, 0.00742704,
       0.00760512, 0.0077832 , 0.00796128, 0.00813936, 0.00831743,
       0.00849551, 0.00867359, 0.00885167]), 375: array([0.0016099 , 0.00170784, 0.00180578, 0.00190372, 0.00200166,
       0.0020996 , 0.00219754, 0.00229549, 0.00239343, 0.00249137,
       0.00258931, 0.00268725, 0.00278519, 0.00288313, 0.00298108,
       0.00307902, 0.00317696, 0.0032749 , 0.00337284, 0.00347078,
       0.00356872, 0.00366666, 0.00376461, 0.00386255, 0.00396049,
       0.00405843, 0.00415637, 0.00425431]), 380: array([0.00499604, 0.0050953 , 0.00519462, 0.00529401, 0.00539346,
       0.00549298, 0.00559256, 0.0056922 , 0.00579191, 0.00589168,
       0.00599152, 0.00609142, 0.00619138, 0.00629141, 0.00639151,
       0.00649167, 0.00659189, 0.00669218, 0.00679254, 0.00689295,
       0.00699344, 0.00709399, 0.0071946 , 0.00729528, 0.00739602,
       0.00749683, 0.0075977 , 0.00769864]), 385: array([0.00024643, 0.00034088, 0.00043533, 0.00052978, 0.00062424,
       0.00071869, 0.00081314, 0.00090759, 0.00100204, 0.00109649,
       0.00119095, 0.0012854 , 0.00137985, 0.0014743 , 0.00156875,
       0.0016632 , 0.00175766, 0.00185211, 0.00194656, 0.00204101,
       0.00213546, 0.00222991, 0.00232437, 0.00241882, 0.00251327,
       0.00260772, 0.00270217, 0.00279662]), 390: array([0.00020358, 0.00029288, 0.00038074, 0.00046718, 0.00055222,
       0.00063589, 0.00071821, 0.0007992 , 0.00087887, 0.00095726,
       0.00103439, 0.00111027, 0.00118492, 0.00125837, 0.00133063,
       0.00140172, 0.00147166, 0.00154047, 0.00160817, 0.00167478,
       0.00174031, 0.00180478, 0.00186822, 0.00193062, 0.00199202,
       0.00205242, 0.00211185, 0.00217032]), 395: array([0.00036092, 0.00038309, 0.00040482, 0.00042612, 0.00044698,
       0.00046743, 0.00048747, 0.00050711, 0.00052636, 0.00054522,
       0.00056371, 0.00058182, 0.00059957, 0.00061697, 0.00063402,
       0.00065073, 0.0006671 , 0.00068315, 0.00069887, 0.00071428,
       0.00072938, 0.00074418, 0.00075869, 0.0007729 , 0.00078683,
       0.00080048, 0.00081385, 0.00082696]), 400: array([0.00021837, 0.00023359, 0.0002485 , 0.00026312, 0.00027744,
       0.00029147, 0.00030523, 0.00031871, 0.00033192, 0.00034486,
       0.00035755, 0.00036998, 0.00038216, 0.0003941 , 0.0004058 ,
       0.00041726, 0.0004285 , 0.00043951, 0.0004503 , 0.00046088,
       0.00047124, 0.0004814 , 0.00049135, 0.0005011 , 0.00051066,
       0.00052002, 0.0005292 , 0.0005382 ]), 405: array([0.00694191, 0.00720971, 0.0074775 , 0.0077453 , 0.0080131 ,
       0.0082809 , 0.00854869, 0.00881649, 0.00908429, 0.00935209,
       0.00961988, 0.00988768, 0.01015548, 0.01042328, 0.01069107,
       0.01095887, 0.01122667, 0.01149447, 0.01176227, 0.01203006,
       0.01229786, 0.01256566, 0.01283346, 0.01310125, 0.01336905,
       0.01363685, 0.01390465, 0.01417244]), 410: array([0.06025166, 0.06052456, 0.06079746, 0.06107037, 0.06134327,
       0.06161617, 0.06188907, 0.06216197, 0.06243487, 0.06270777,
       0.06298067, 0.06325357, 0.06352647, 0.06379938, 0.06407228,
       0.06434518, 0.06461808, 0.06489098, 0.06516388, 0.06543678,
       0.06570968, 0.06598258, 0.06625549, 0.06652839, 0.06680129,
       0.06707419, 0.06734709, 0.06761999]), 415: array([0.08864203, 0.08914753, 0.08965302, 0.09015852, 0.09066402,
       0.09116952, 0.09167503, 0.09218053, 0.09268604, 0.09319154,
       0.09369705, 0.09420256, 0.09470807, 0.09521358, 0.0957191 ,
       0.09622461, 0.09673013, 0.09723565, 0.09774116, 0.09824668,
       0.09875221, 0.09925773, 0.09976325, 0.10026878, 0.1007743 ,
       0.10127983, 0.10178536, 0.10229089]), 420: array([0.0514845 , 0.05200308, 0.05252167, 0.05304026, 0.05355884,
       0.05407743, 0.05459602, 0.0551146 , 0.05563319, 0.05615178,
       0.05667036, 0.05718895, 0.05770753, 0.05822612, 0.05874471,
       0.05926329, 0.05978188, 0.06030047, 0.06081905, 0.06133764,
       0.06185622, 0.06237481, 0.0628934 , 0.06341198, 0.06393057,
       0.06444916, 0.06496774, 0.06548633]), 425: array([3.54719606e-05, 4.23798917e-05, 4.86148549e-05, 5.42424104e-05,
       5.93217318e-05, 6.39062277e-05, 6.80441038e-05, 7.17788697e-05,
       7.51497963e-05, 7.81923285e-05, 8.09384584e-05, 8.34170615e-05,
       8.56542000e-05, 8.76733974e-05, 8.94958854e-05, 9.11408273e-05,
       9.26255197e-05, 9.39655739e-05, 9.51750806e-05, 9.62667576e-05,
       9.72520839e-05, 9.81414201e-05, 9.89441175e-05, 9.96686165e-05,
       1.00322535e-04, 1.00912749e-04, 1.01445465e-04, 1.01926284e-04]), 430: array([7.09766117e-06, 1.24501555e-05, 1.78026497e-05, 2.31551438e-05,
       2.85076379e-05, 3.38601318e-05, 3.92126256e-05, 4.45651193e-05,
       4.99176129e-05, 5.52701065e-05, 6.06225999e-05, 6.59750932e-05,
       7.13275864e-05, 7.66800795e-05, 8.20325725e-05, 8.73850655e-05,
       9.27375583e-05, 9.80900510e-05, 1.03442544e-04, 1.08795036e-04,
       1.14147529e-04, 1.19500021e-04, 1.24852513e-04, 1.30205005e-04,
       1.35557497e-04, 1.40909989e-04, 1.46262481e-04, 1.51614973e-04]), 435: array([0.00048915, 0.0005619 , 0.00061856, 0.00066267, 0.00069703,
       0.00072378, 0.00074461, 0.00076084, 0.00077347, 0.0007833 ,
       0.00079096, 0.00079693, 0.00080157, 0.00080519, 0.00080801,
       0.0008102 , 0.00081191, 0.00081324, 0.00081427, 0.00081508,
       0.00081571, 0.0008162 , 0.00081658, 0.00081687, 0.00081711,
       0.00081728, 0.00081742, 0.00081753]), 440: array([0.00073296, 0.0007669 , 0.00080084, 0.00083479, 0.00086873,
       0.00090268, 0.00093662, 0.00097056, 0.00100451, 0.00103845,
       0.00107239, 0.00110634, 0.00114028, 0.00117422, 0.00120817,
       0.00124211, 0.00127606, 0.00131   , 0.00134394, 0.00137789,
       0.00141183, 0.00144577, 0.00147972, 0.00151366, 0.00154761,
       0.00158155, 0.00161549, 0.00164944]), 445: array([0.00036043, 0.00048244, 0.00057042, 0.00063386, 0.00067961,
       0.00071259, 0.00073638, 0.00075353, 0.00076589, 0.00077481,
       0.00078124, 0.00078588, 0.00078922, 0.00079163, 0.00079337,
       0.00079462, 0.00079553, 0.00079618, 0.00079665, 0.00079699,
       0.00079723, 0.00079741, 0.00079753, 0.00079763, 0.00079769,
       0.00079774, 0.00079777, 0.0007978 ]), 450: array([0.00025439, 0.00029145, 0.00031335, 0.00032628, 0.00033392,
       0.00033844, 0.0003411 , 0.00034268, 0.00034361, 0.00034416,
       0.00034449, 0.00034468, 0.00034479, 0.00034486, 0.0003449 ,
       0.00034492, 0.00034493, 0.00034494, 0.00034495, 0.00034495,
       0.00034495, 0.00034495, 0.00034495, 0.00034495, 0.00034495,
       0.00034495, 0.00034495, 0.00034495]), 455: array([0.00072405, 0.00065503, 0.00060817, 0.00057637, 0.00055478,
       0.00054013, 0.00053018, 0.00052343, 0.00051885, 0.00051574,
       0.00051362, 0.00051219, 0.00051122, 0.00051056, 0.00051011,
       0.0005098 , 0.0005096 , 0.00050946, 0.00050936, 0.0005093 ,
       0.00050925, 0.00050922, 0.0005092 , 0.00050919, 0.00050918,
       0.00050917, 0.00050917, 0.00050917]), 460: array([0.00207366, 0.00214385, 0.00221404, 0.00228423, 0.00235442,
       0.00242461, 0.0024948 , 0.00256499, 0.00263518, 0.00270537,
       0.00277556, 0.00284575, 0.00291594, 0.00298613, 0.00305632,
       0.00312651, 0.0031967 , 0.00326689, 0.00333708, 0.00340727,
       0.00347746, 0.00354765, 0.00361784, 0.00368803, 0.00375822,
       0.00382841, 0.0038986 , 0.00396879]), 465: array([0.00026789, 0.00033946, 0.00041104, 0.00048261, 0.00055419,
       0.00062576, 0.00069734, 0.00076891, 0.00084049, 0.00091206,
       0.00098364, 0.00105521, 0.00112679, 0.00119836, 0.00126994,
       0.00134151, 0.00141309, 0.00148466, 0.00155623, 0.00162781,
       0.00169938, 0.00177096, 0.00184253, 0.00191411, 0.00198568,
       0.00205726, 0.00212883, 0.00220041]), 470: array([0.00026591, 0.00035481, 0.00039188, 0.00040733, 0.00041377,
       0.00041646, 0.00041757, 0.00041804, 0.00041824, 0.00041832,
       0.00041835, 0.00041837, 0.00041837, 0.00041837, 0.00041837,
       0.00041837, 0.00041838, 0.00041838, 0.00041838, 0.00041838,
       0.00041838, 0.00041838, 0.00041838, 0.00041838, 0.00041838,
       0.00041838, 0.00041838, 0.00041838]), 475: array([0.05597545, 0.05619244, 0.05640942, 0.0566264 , 0.05684338,
       0.05706036, 0.05727734, 0.05749432, 0.0577113 , 0.05792829,
       0.05814527, 0.05836225, 0.05857923, 0.05879621, 0.05901319,
       0.05923017, 0.05944715, 0.05966414, 0.05988112, 0.0600981 ,
       0.06031508, 0.06053206, 0.06074904, 0.06096602, 0.061183  ,
       0.06139998, 0.06161697, 0.06183395]), 480: array([0.04856769, 0.04874158, 0.04891547, 0.04908936, 0.04926325,
       0.04943713, 0.04961102, 0.04978491, 0.0499588 , 0.05013269,
       0.05030657, 0.05048046, 0.05065435, 0.05082824, 0.05100213,
       0.05117602, 0.0513499 , 0.05152379, 0.05169768, 0.05187157,
       0.05204546, 0.05221935, 0.05239323, 0.05256712, 0.05274101,
       0.0529149 , 0.05308879, 0.05326268]), 485: array([0.05608426, 0.05634997, 0.05661565, 0.05688131, 0.05714696,
       0.05741258, 0.05767819, 0.05794378, 0.05820935, 0.0584749 ,
       0.05874044, 0.05900595, 0.05927145, 0.05953692, 0.05980238,
       0.06006782, 0.06033324, 0.06059864, 0.06086402, 0.06112939,
       0.06139473, 0.06166006, 0.06192537, 0.06219066, 0.06245593,
       0.06272118, 0.06298641, 0.06325163]), 490: array([0.00218903, 0.0022841 , 0.00237917, 0.00247424, 0.0025693 ,
       0.00266437, 0.00275944, 0.0028545 , 0.00294957, 0.00304464,
       0.00313971, 0.00323477, 0.00332984, 0.00342491, 0.00351997,
       0.00361504, 0.00371011, 0.00380518, 0.00390024, 0.00399531,
       0.00409038, 0.00418545, 0.00428051, 0.00437558, 0.00447065,
       0.00456571, 0.00466078, 0.00475585]), 495: array([5.39427083e-05, 7.97723485e-05, 1.05601988e-04, 1.31431628e-04,
       1.57261267e-04, 1.83090906e-04, 2.08920545e-04, 2.34750183e-04,
       2.60579821e-04, 2.86409459e-04, 3.12239096e-04, 3.38068733e-04,
       3.63898370e-04, 3.89728006e-04, 4.15557643e-04, 4.41387278e-04,
       4.67216914e-04, 4.93046549e-04, 5.18876184e-04, 5.44705818e-04,
       5.70535453e-04, 5.96365086e-04, 6.22194720e-04, 6.48024353e-04,
       6.73853986e-04, 6.99683619e-04, 7.25513251e-04, 7.51342883e-04]), 500: array([0.00034219, 0.00042387, 0.00048831, 0.00053916, 0.00057928,
       0.00061093, 0.00063591, 0.00065562, 0.00067117, 0.00068344,
       0.00069312, 0.00070075, 0.00070678, 0.00071153, 0.00071529,
       0.00071825, 0.00072058, 0.00072243, 0.00072388, 0.00072503,
       0.00072593, 0.00072665, 0.00072721, 0.00072765, 0.000728  ,
       0.00072828, 0.0007285 , 0.00072867]), 505: array([0.00020782, 0.00025835, 0.00029675, 0.00032593, 0.00034811,
       0.00036497, 0.00037778, 0.00038751, 0.00039491, 0.00040054,
       0.00040481, 0.00040806, 0.00041052, 0.0004124 , 0.00041382,
       0.00041491, 0.00041573, 0.00041636, 0.00041683, 0.00041719,
       0.00041747, 0.00041768, 0.00041784, 0.00041796, 0.00041805,
       0.00041812, 0.00041817, 0.00041821]), 510: array([0.00047741, 0.00059705, 0.00068483, 0.00074925, 0.00079652,
       0.00083121, 0.00085666, 0.00087534, 0.00088904, 0.0008991 ,
       0.00090648, 0.0009119 , 0.00091587, 0.00091879, 0.00092093,
       0.0009225 , 0.00092365, 0.00092449, 0.00092511, 0.00092557,
       0.0009259 , 0.00092615, 0.00092633, 0.00092646, 0.00092656,
       0.00092663, 0.00092668, 0.00092672]), 515: array([0.00024213, 0.00029947, 0.00032456, 0.00033553, 0.00034033,
       0.00034243, 0.00034335, 0.00034375, 0.00034392, 0.000344  ,
       0.00034403, 0.00034405, 0.00034406, 0.00034406, 0.00034406,
       0.00034406, 0.00034406, 0.00034406, 0.00034406, 0.00034406,
       0.00034406, 0.00034406, 0.00034406, 0.00034406, 0.00034406,
       0.00034406, 0.00034406, 0.00034406]), 520: array([0.00011748, 0.0001731 , 0.00020791, 0.00022969, 0.00024332,
       0.00025185, 0.00025719, 0.00026054, 0.00026263, 0.00026394,
       0.00026476, 0.00026527, 0.00026559, 0.00026579, 0.00026592,
       0.00026599, 0.00026604, 0.00026607, 0.00026609, 0.00026611,
       0.00026611, 0.00026612, 0.00026612, 0.00026612, 0.00026612,
       0.00026612, 0.00026612, 0.00026612]), 525: array([0.00030259, 0.0003651 , 0.00041695, 0.00045997, 0.00049566,
       0.00052527, 0.00054983, 0.00057021, 0.00058711, 0.00060114,
       0.00061277, 0.00062242, 0.00063043, 0.00063707, 0.00064258,
       0.00064716, 0.00065095, 0.0006541 , 0.00065671, 0.00065887,
       0.00066067, 0.00066216, 0.0006634 , 0.00066442, 0.00066527,
       0.00066598, 0.00066656, 0.00066705]), 530: array([0.00073931, 0.00074865, 0.000758  , 0.00076734, 0.00077669,
       0.00078603, 0.00079538, 0.00080473, 0.00081407, 0.00082342,
       0.00083276, 0.00084211, 0.00085145, 0.0008608 , 0.00087015,
       0.00087949, 0.00088884, 0.00089818, 0.00090753, 0.00091687,
       0.00092622, 0.00093557, 0.00094491, 0.00095426, 0.0009636 ,
       0.00097295, 0.00098229, 0.00099164]), 535: array([0.00069404, 0.00099997, 0.0013059 , 0.00161183, 0.00191775,
       0.00222368, 0.00252961, 0.00283554, 0.00314146, 0.00344739,
       0.00375332, 0.00405925, 0.00436517, 0.0046711 , 0.00497703,
       0.00528296, 0.00558888, 0.00589481, 0.00620074, 0.00650667,
       0.0068126 , 0.00711852, 0.00742445, 0.00773038, 0.00803631,
       0.00834223, 0.00864816, 0.00895409]), 540: array([0.00210655, 0.00266217, 0.00321779, 0.0037734 , 0.00432902,
       0.00488464, 0.00544026, 0.00599588, 0.0065515 , 0.00710712,
       0.00766274, 0.00821836, 0.00877397, 0.00932959, 0.00988521,
       0.01044083, 0.01099645, 0.01155207, 0.01210769, 0.01266331,
       0.01321892, 0.01377454, 0.01433016, 0.01488578, 0.0154414 ,
       0.01599702, 0.01655264, 0.01710826]), 545: array([0.00175225, 0.00198334, 0.0020637 , 0.00209164, 0.00210136,
       0.00210473, 0.00210591, 0.00210632, 0.00210646, 0.00210651,
       0.00210653, 0.00210653, 0.00210653, 0.00210653, 0.00210653,
       0.00210653, 0.00210653, 0.00210653, 0.00210653, 0.00210653,
       0.00210653, 0.00210653, 0.00210653, 0.00210653, 0.00210653,
       0.00210653, 0.00210653, 0.00210653]), 550: array([0.0030973 , 0.00239727, 0.00214558, 0.00205509, 0.00202255,
       0.00201085, 0.00200665, 0.00200513, 0.00200459, 0.0020044 ,
       0.00200433, 0.0020043 , 0.00200429, 0.00200429, 0.00200429,
       0.00200429, 0.00200429, 0.00200429, 0.00200429, 0.00200429,
       0.00200429, 0.00200429, 0.00200429, 0.00200429, 0.00200429,
       0.00200429, 0.00200429, 0.00200429]), 555: array([0.00153533, 0.00182688, 0.00193049, 0.00196732, 0.0019804 ,
       0.00198505, 0.0019867 , 0.00198729, 0.0019875 , 0.00198757,
       0.0019876 , 0.00198761, 0.00198761, 0.00198761, 0.00198761,
       0.00198761, 0.00198761, 0.00198761, 0.00198761, 0.00198761,
       0.00198761, 0.00198761, 0.00198761, 0.00198761, 0.00198761,
       0.00198761, 0.00198761, 0.00198761]), 560: array([0.04012616, 0.04054544, 0.04096472, 0.041384  , 0.04180327,
       0.04222255, 0.04264183, 0.04306111, 0.04348039, 0.04389967,
       0.04431894, 0.04473822, 0.0451575 , 0.04557678, 0.04599606,
       0.04641534, 0.04683461, 0.04725389, 0.04767317, 0.04809245,
       0.04851173, 0.04893101, 0.04935028, 0.04976956, 0.05018884,
       0.05060812, 0.0510274 , 0.05144668]), 565: array([0.0069524 , 0.00708385, 0.0072153 , 0.00734675, 0.0074782 ,
       0.00760966, 0.00774111, 0.00787256, 0.00800401, 0.00813546,
       0.00826691, 0.00839836, 0.00852981, 0.00866126, 0.00879271,
       0.00892416, 0.00905561, 0.00918706, 0.00931852, 0.00944997,
       0.00958142, 0.00971287, 0.00984432, 0.00997577, 0.01010722,
       0.01023867, 0.01037012, 0.01050157]), 570: array([0.00117943, 0.00143062, 0.00166606, 0.00188672, 0.00209354,
       0.00228739, 0.00246907, 0.00263936, 0.00279897, 0.00294856,
       0.00308877, 0.00322018, 0.00334335, 0.0034588 , 0.003567  ,
       0.00366841, 0.00376346, 0.00385255, 0.00393605, 0.00401431,
       0.00408766, 0.00415641, 0.00422085, 0.00428125, 0.00433785,
       0.00439091, 0.00444064, 0.00448724]), 575: array([0.00048409, 0.00071137, 0.00092914, 0.00113778, 0.00133769,
       0.00152923, 0.00171275, 0.00188859, 0.00205706, 0.00221848,
       0.00237314, 0.00252133, 0.00266331, 0.00279934, 0.00292968,
       0.00305457, 0.00317422, 0.00328887, 0.00339871, 0.00350396,
       0.00360479, 0.00370141, 0.00379398, 0.00388268, 0.00396766,
       0.00404908, 0.0041271 , 0.00420185]), 580: array([0.00945267, 0.00980721, 0.01016174, 0.01051628, 0.01087082,
       0.01122535, 0.01157989, 0.01193443, 0.01228896, 0.0126435 ,
       0.01299804, 0.01335257, 0.01370711, 0.01406165, 0.01441618,
       0.01477072, 0.01512526, 0.01547979, 0.01583433, 0.01618886,
       0.0165434 , 0.01689794, 0.01725247, 0.01760701, 0.01796155,
       0.01831608, 0.01867062, 0.01902516]), 585: array([0.00062736, 0.00085133, 0.00093401, 0.00096453, 0.0009758 ,
       0.00097996, 0.00098149, 0.00098206, 0.00098227, 0.00098234,
       0.00098237, 0.00098238, 0.00098239, 0.00098239, 0.00098239,
       0.00098239, 0.00098239, 0.00098239, 0.00098239, 0.00098239,
       0.00098239, 0.00098239, 0.00098239, 0.00098239, 0.00098239,
       0.00098239, 0.00098239, 0.00098239]), 590: array([0.00487947, 0.00375332, 0.00303425, 0.00257509, 0.00228191,
       0.00209471, 0.00197517, 0.00189884, 0.00185011, 0.00181899,
       0.00179911, 0.00178643, 0.00177832, 0.00177315, 0.00176985,
       0.00176774, 0.00176639, 0.00176553, 0.00176498, 0.00176463,
       0.00176441, 0.00176426, 0.00176417, 0.00176412, 0.00176408,
       0.00176405, 0.00176404, 0.00176403]), 595: array([0.00855311, 0.00841472, 0.0082857 , 0.0081654 , 0.00805325,
       0.00794868, 0.00785119, 0.0077603 , 0.00767556, 0.00759655,
       0.00752289, 0.00745422, 0.00739019, 0.00733049, 0.00727484,
       0.00722295, 0.00717457, 0.00712946, 0.00708741, 0.0070482 ,
       0.00701165, 0.00697757, 0.0069458 , 0.00691617, 0.00688855,
       0.0068628 , 0.00683879, 0.00681641]), 600: array([0.00387102, 0.00399472, 0.00410149, 0.00419365, 0.00427319,
       0.00434184, 0.0044011 , 0.00445224, 0.00449638, 0.00453448,
       0.00456736, 0.00459575, 0.00462024, 0.00464139, 0.00465964,
       0.00467539, 0.00468898, 0.00470072, 0.00471085, 0.00471959,
       0.00472713, 0.00473364, 0.00473926, 0.00474412, 0.0047483 ,
       0.00475192, 0.00475504, 0.00475773]), 605: array([0.0040155 , 0.00419698, 0.0043523 , 0.00448524, 0.00459902,
       0.0046964 , 0.00477975, 0.00485109, 0.00491214, 0.0049644 ,
       0.00500913, 0.00504741, 0.00508017, 0.00510822, 0.00513222,
       0.00515276, 0.00517034, 0.00518539, 0.00519827, 0.00520929,
       0.00521873, 0.0052268 , 0.00523371, 0.00523963, 0.00524469,
       0.00524903, 0.00525274, 0.00525591]), 610: array([0.00156541, 0.00188878, 0.00215205, 0.00236639, 0.00254089,
       0.00268297, 0.00279864, 0.00289281, 0.00296948, 0.00303191,
       0.00308273, 0.0031241 , 0.00315779, 0.00318522, 0.00320754,
       0.00322572, 0.00324052, 0.00325257, 0.00326238, 0.00327037,
       0.00327687, 0.00328217, 0.00328648, 0.00328999, 0.00329285,
       0.00329517, 0.00329707, 0.00329861]), 615: array([0.00078548, 0.00103673, 0.00112   , 0.00114759, 0.00115674,
       0.00115977, 0.00116077, 0.00116111, 0.00116122, 0.00116125,
       0.00116127, 0.00116127, 0.00116127, 0.00116127, 0.00116127,
       0.00116127, 0.00116127, 0.00116127, 0.00116127, 0.00116127,
       0.00116127, 0.00116127, 0.00116127, 0.00116127, 0.00116127,
       0.00116127, 0.00116127, 0.00116127]), 620: array([0.00186477, 0.00181752, 0.0017939 , 0.00178209, 0.00177619,
       0.00177323, 0.00177176, 0.00177102, 0.00177065, 0.00177047,
       0.00177037, 0.00177033, 0.00177031, 0.00177029, 0.00177029,
       0.00177029, 0.00177028, 0.00177028, 0.00177028, 0.00177028,
       0.00177028, 0.00177028, 0.00177028, 0.00177028, 0.00177028,
       0.00177028, 0.00177028, 0.00177028]), 625: array([0.15022499, 0.15179575, 0.1533665 , 0.15493726, 0.15650802,
       0.15807877, 0.15964953, 0.16122029, 0.16279104, 0.1643618 ,
       0.16593255, 0.16750331, 0.16907407, 0.17064482, 0.17221558,
       0.17378634, 0.17535709, 0.17692785, 0.17849861, 0.18006936,
       0.18164012, 0.18321088, 0.18478163, 0.18635239, 0.18792314,
       0.1894939 , 0.19106466, 0.19263541]), 630: array([0.16485429, 0.16659653, 0.16833877, 0.170081  , 0.17182324,
       0.17356548, 0.17530771, 0.17704995, 0.17879218, 0.18053442,
       0.18227666, 0.18401889, 0.18576113, 0.18750337, 0.1892456 ,
       0.19098784, 0.19273008, 0.19447231, 0.19621455, 0.19795678,
       0.19969902, 0.20144126, 0.20318349, 0.20492573, 0.20666797,
       0.2084102 , 0.21015244, 0.21189468]), 635: array([0.20758884, 0.20954322, 0.21149757, 0.2134519 , 0.2154062 ,
       0.21736048, 0.21931474, 0.22126898, 0.22322319, 0.22517737,
       0.22713154, 0.22908568, 0.23103979, 0.23299388, 0.23494795,
       0.236902  , 0.23885602, 0.24081001, 0.24276399, 0.24471794,
       0.24667187, 0.24862577, 0.25057965, 0.2525335 , 0.25448734,
       0.25644114, 0.25839493, 0.26034869]), 640: array([0.00123582, 0.00156565, 0.00187148, 0.00215507, 0.00241804,
       0.00266187, 0.00288797, 0.00309762, 0.00329203, 0.00347229,
       0.00363944, 0.00379443, 0.00393815, 0.00407141, 0.00419498,
       0.00430956, 0.00441581, 0.00451433, 0.00460568, 0.00469039,
       0.00476894, 0.00484177, 0.00490931, 0.00497193, 0.00503   ,
       0.00508384, 0.00513377, 0.00518007]), 645: array([0.0006473 , 0.00104837, 0.00138706, 0.00167308, 0.00191462,
       0.00211859, 0.00229085, 0.00243631, 0.00255915, 0.00266289,
       0.0027505 , 0.00282448, 0.00288695, 0.00293971, 0.00298426,
       0.00302189, 0.00305366, 0.0030805 , 0.00310316, 0.00312229,
       0.00313845, 0.0031521 , 0.00316362, 0.00317335, 0.00318157,
       0.00318851, 0.00319437, 0.00319932]), 650: array([0.00065496, 0.00100822, 0.00122775, 0.00136418, 0.00144896,
       0.00150165, 0.00153439, 0.00155474, 0.00156738, 0.00157524,
       0.00158012, 0.00158316, 0.00158505, 0.00158622, 0.00158695,
       0.0015874 , 0.00158768, 0.00158786, 0.00158796, 0.00158803,
       0.00158807, 0.0015881 , 0.00158812, 0.00158813, 0.00158813,
       0.00158814, 0.00158814, 0.00158814]), 655: array([0.00073703, 0.00076887, 0.00077167, 0.00077192, 0.00077194,
       0.00077194, 0.00077194, 0.00077194, 0.00077194, 0.00077194,
       0.00077194, 0.00077194, 0.00077194, 0.00077194, 0.00077194,
       0.00077194, 0.00077194, 0.00077194, 0.00077194, 0.00077194,
       0.00077194, 0.00077194, 0.00077194, 0.00077194, 0.00077194,
       0.00077194, 0.00077194, 0.00077194]), 660: array([0.03771457, 0.03828944, 0.03886432, 0.0394392 , 0.04001407,
       0.04058895, 0.04116383, 0.0417387 , 0.04231358, 0.04288845,
       0.04346333, 0.04403821, 0.04461308, 0.04518796, 0.04576283,
       0.04633771, 0.04691259, 0.04748746, 0.04806234, 0.04863722,
       0.04921209, 0.04978697, 0.05036184, 0.05093672, 0.0515116 ,
       0.05208647, 0.05266135, 0.05323622]), 665: array([0.08141396, 0.0821643 , 0.08291463, 0.08366496, 0.08441529,
       0.08516562, 0.08591595, 0.08666628, 0.08741662, 0.08816695,
       0.08891728, 0.08966761, 0.09041794, 0.09116827, 0.09191861,
       0.09266894, 0.09341927, 0.0941696 , 0.09491993, 0.09567026,
       0.09642059, 0.09717093, 0.09792126, 0.09867159, 0.09942192,
       0.10017225, 0.10092258, 0.10167291]), 670: array([0.05568557, 0.04909462, 0.04355063, 0.0388873 , 0.03496473,
       0.03166526, 0.02888991, 0.02655541, 0.02459175, 0.02294001,
       0.02155065, 0.02038199, 0.01939897, 0.0185721 , 0.01787658,
       0.01729154, 0.01679943, 0.01638549, 0.01603731, 0.01574444,
       0.01549808, 0.01529086, 0.01511656, 0.01496995, 0.01484662,
       0.01474289, 0.01465563, 0.01458223]), 675: array([0.00228756, 0.00262507, 0.00295608, 0.00328072, 0.00359911,
       0.00391137, 0.00421762, 0.00451798, 0.00481255, 0.00510146,
       0.0053848 , 0.00566269, 0.00593523, 0.00620253, 0.00646468,
       0.00672178, 0.00697394, 0.00722124, 0.00746379, 0.00770166,
       0.00793496, 0.00816376, 0.00838816, 0.00860824, 0.00882409,
       0.00903578, 0.00924339, 0.00944701]), 680: array([0.0013934 , 0.00160121, 0.0017868 , 0.00195256, 0.0021006 ,
       0.00223282, 0.00235091, 0.00245637, 0.00255057, 0.00263469,
       0.00270982, 0.00277692, 0.00283685, 0.00289038, 0.00293818,
       0.00298088, 0.00301901, 0.00305306, 0.00308348, 0.00311064,
       0.0031349 , 0.00315657, 0.00317592, 0.0031932 , 0.00320864,
       0.00322242, 0.00323474, 0.00324573]), 685: array([0.00022674, 0.00022599, 0.00022537, 0.00022484, 0.00022439,
       0.00022402, 0.0002237 , 0.00022343, 0.00022321, 0.00022302,
       0.00022286, 0.00022272, 0.00022261, 0.00022251, 0.00022243,
       0.00022236, 0.0002223 , 0.00022226, 0.00022221, 0.00022218,
       0.00022215, 0.00022213, 0.00022211, 0.00022209, 0.00022207,
       0.00022206, 0.00022205, 0.00022204]), 690: array([0.00529277, 0.00547506, 0.00565735, 0.00583965, 0.00602194,
       0.00620423, 0.00638653, 0.00656882, 0.00675111, 0.00693341,
       0.0071157 , 0.00729799, 0.00748029, 0.00766258, 0.00784488,
       0.00802717, 0.00820946, 0.00839176, 0.00857405, 0.00875635,
       0.00893864, 0.00912094, 0.00930323, 0.00948552, 0.00966782,
       0.00985011, 0.01003241, 0.0102147 ]), 695: array([0.01937261, 0.01951227, 0.01965193, 0.01979159, 0.01993126,
       0.02007092, 0.02021058, 0.02035024, 0.0204899 , 0.02062956,
       0.02076922, 0.02090888, 0.02104854, 0.0211882 , 0.02132786,
       0.02146753, 0.02160719, 0.02174685, 0.02188651, 0.02202617,
       0.02216583, 0.02230549, 0.02244515, 0.02258481, 0.02272447,
       0.02286413, 0.0230038 , 0.02314346]), 700: array([0.02288429, 0.02307864, 0.02327298, 0.02346733, 0.02366168,
       0.02385602, 0.02405037, 0.02424472, 0.02443906, 0.02463341,
       0.02482776, 0.0250221 , 0.02521645, 0.0254108 , 0.02560515,
       0.02579949, 0.02599384, 0.02618819, 0.02638253, 0.02657688,
       0.02677123, 0.02696557, 0.02715992, 0.02735427, 0.02754861,
       0.02774296, 0.02793731, 0.02813165]), 705: array([0.00133391, 0.00166071, 0.00198751, 0.00231431, 0.00264111,
       0.00296792, 0.00329472, 0.00362152, 0.00394832, 0.00427512,
       0.00460193, 0.00492873, 0.00525553, 0.00558233, 0.00590914,
       0.00623594, 0.00656274, 0.00688954, 0.00721634, 0.00754315,
       0.00786995, 0.00819675, 0.00852355, 0.00885035, 0.00917716,
       0.00950396, 0.00983076, 0.01015756]), 710: array([0.00264853, 0.00278803, 0.0028944 , 0.00297549, 0.00303732,
       0.00308446, 0.00312041, 0.00314781, 0.00316871, 0.00318464,
       0.00319678, 0.00320604, 0.0032131 , 0.00321849, 0.00322259,
       0.00322572, 0.00322811, 0.00322993, 0.00323131, 0.00323237,
       0.00323318, 0.00323379, 0.00323426, 0.00323462, 0.00323489,
       0.0032351 , 0.00323526, 0.00323538]), 715: array([0.01429667, 0.01471169, 0.01512672, 0.01554174, 0.01595676,
       0.01637178, 0.0167868 , 0.01720182, 0.01761684, 0.01803186,
       0.01844688, 0.0188619 , 0.01927692, 0.01969194, 0.02010697,
       0.02052199, 0.02093701, 0.02135203, 0.02176705, 0.02218207,
       0.02259709, 0.02301211, 0.02342713, 0.02384215, 0.02425717,
       0.02467219, 0.02508721, 0.02550223]), 720: array([0.00540827, 0.00553319, 0.00564645, 0.00574913, 0.00584223,
       0.00592663, 0.00600316, 0.00607254, 0.00613544, 0.00619247,
       0.00624417, 0.00629105, 0.00633355, 0.00637209, 0.00640702,
       0.0064387 , 0.00646741, 0.00649345, 0.00651706, 0.00653846,
       0.00655786, 0.00657545, 0.0065914 , 0.00660586, 0.00661897,
       0.00663086, 0.00664164, 0.00665141]), 725: array([0.00690818, 0.00720334, 0.00748431, 0.00775177, 0.00800636,
       0.00824872, 0.00847942, 0.00869903, 0.00890808, 0.00910708,
       0.00929651, 0.00947683, 0.00964848, 0.00981188, 0.00996742,
       0.01011549, 0.01025643, 0.0103906 , 0.01051831, 0.01063988,
       0.01075561, 0.01086578, 0.01097064, 0.01107047, 0.01116549,
       0.01125595, 0.01134206, 0.01142402]), 730: array([0.00092868, 0.00140118, 0.00172844, 0.0019551 , 0.0021121 ,
       0.00222084, 0.00229615, 0.00234832, 0.00238445, 0.00240947,
       0.00242681, 0.00243881, 0.00244713, 0.00245289, 0.00245687,
       0.00245964, 0.00246155, 0.00246288, 0.00246379, 0.00246443,
       0.00246487, 0.00246518, 0.00246539, 0.00246553, 0.00246564,
       0.00246571, 0.00246575, 0.00246579]), 735: array([0.00117986, 0.00160228, 0.0017707 , 0.00183786, 0.00186463,
       0.00187531, 0.00187957, 0.00188126, 0.00188194, 0.00188221,
       0.00188232, 0.00188236, 0.00188238, 0.00188238, 0.00188239,
       0.00188239, 0.00188239, 0.00188239, 0.00188239, 0.00188239,
       0.00188239, 0.00188239, 0.00188239, 0.00188239, 0.00188239,
       0.00188239, 0.00188239, 0.00188239]), 740: array([0.0154052 , 0.01161591, 0.00909495, 0.00741781, 0.00630203,
       0.00555972, 0.00506587, 0.00473733, 0.00451875, 0.00437333,
       0.00427659, 0.00421223, 0.00416941, 0.00414092, 0.00412197,
       0.00410936, 0.00410098, 0.0040954 , 0.00409168, 0.00408921,
       0.00408757, 0.00408648, 0.00408575, 0.00408527, 0.00408494,
       0.00408473, 0.00408459, 0.00408449]), 745: array([0.00967256, 0.00846767, 0.00759343, 0.0069591 , 0.00649885,
       0.0061649 , 0.0059226 , 0.00574678, 0.00561922, 0.00552666,
       0.0054595 , 0.00541078, 0.00537542, 0.00534977, 0.00533115,
       0.00531765, 0.00530785, 0.00530074, 0.00529558, 0.00529184,
       0.00528912, 0.00528715, 0.00528572, 0.00528468, 0.00528393,
       0.00528338, 0.00528299, 0.0052827 ]), 750: array([0.00175644, 0.00261401, 0.00309861, 0.00337245, 0.00352719,
       0.00361463, 0.00366404, 0.00369197, 0.00370774, 0.00371666,
       0.0037217 , 0.00372455, 0.00372615, 0.00372706, 0.00372758,
       0.00372787, 0.00372803, 0.00372812, 0.00372818, 0.00372821,
       0.00372822, 0.00372823, 0.00372824, 0.00372824, 0.00372824,
       0.00372824, 0.00372824, 0.00372824]), 755: array([0.0026677 , 0.00334953, 0.00364634, 0.00377555, 0.00383179,
       0.00385628, 0.00386693, 0.00387157, 0.00387359, 0.00387447,
       0.00387486, 0.00387502, 0.0038751 , 0.00387513, 0.00387514,
       0.00387515, 0.00387515, 0.00387515, 0.00387515, 0.00387515,
       0.00387515, 0.00387515, 0.00387515, 0.00387515, 0.00387515,
       0.00387515, 0.00387515, 0.00387515]), 760: array([0.00467575, 0.0043892 , 0.00424174, 0.00416585, 0.0041268 ,
       0.0041067 , 0.00409636, 0.00409104, 0.0040883 , 0.00408689,
       0.00408617, 0.00408579, 0.0040856 , 0.0040855 , 0.00408545,
       0.00408542, 0.00408541, 0.0040854 , 0.0040854 , 0.0040854 ,
       0.0040854 , 0.0040854 , 0.0040854 , 0.0040854 , 0.0040854 ,
       0.0040854 , 0.0040854 , 0.0040854 ]), 765: array([0.00154083, 0.00167994, 0.00181905, 0.00195816, 0.00209726,
       0.00223637, 0.00237548, 0.00251459, 0.0026537 , 0.00279281,
       0.00293192, 0.00307103, 0.00321014, 0.00334925, 0.00348836,
       0.00362747, 0.00376658, 0.00390569, 0.00404479, 0.0041839 ,
       0.00432301, 0.00446212, 0.00460123, 0.00474034, 0.00487945,
       0.00501856, 0.00515767, 0.00529678]), 770: array([0.01718516, 0.01728245, 0.01737974, 0.01747703, 0.01757431,
       0.0176716 , 0.01776889, 0.01786617, 0.01796346, 0.01806075,
       0.01815804, 0.01825532, 0.01835261, 0.0184499 , 0.01854718,
       0.01864447, 0.01874176, 0.01883905, 0.01893633, 0.01903362,
       0.01913091, 0.0192282 , 0.01932548, 0.01942277, 0.01952006,
       0.01961735, 0.01971463, 0.01981192]), 775: array([0.01583765, 0.01593705, 0.01603646, 0.01613586, 0.01623526,
       0.01633466, 0.01643406, 0.01653346, 0.01663286, 0.01673225,
       0.01683165, 0.01693105, 0.01703045, 0.01712984, 0.01722924,
       0.01732863, 0.01742803, 0.01752742, 0.01762682, 0.01772621,
       0.0178256 , 0.01792499, 0.01802439, 0.01812378, 0.01822317,
       0.01832256, 0.01842195, 0.01852134]), 780: array([0.00111421, 0.00156544, 0.00196848, 0.00232848, 0.00265005,
       0.00293728, 0.00319384, 0.00342301, 0.0036277 , 0.00381054,
       0.00397386, 0.00411973, 0.00425003, 0.00436642, 0.00447038,
       0.00456324, 0.00464619, 0.00472027, 0.00478645, 0.00484556,
       0.00489836, 0.00494552, 0.00498765, 0.00502527, 0.00505888,
       0.0050889 , 0.00511572, 0.00513967]), 785: array([0.01547887, 0.0157776 , 0.01607633, 0.01637506, 0.01667379,
       0.01697252, 0.01727125, 0.01756998, 0.01786871, 0.01816744,
       0.01846617, 0.0187649 , 0.01906363, 0.01936237, 0.0196611 ,
       0.01995983, 0.02025856, 0.02055729, 0.02085602, 0.02115475,
       0.02145348, 0.02175221, 0.02205094, 0.02234967, 0.0226484 ,
       0.02294713, 0.02324587, 0.0235446 ]), 790: array([0.03351725, 0.03383543, 0.03415361, 0.03447179, 0.03478997,
       0.03510815, 0.03542633, 0.0357445 , 0.03606268, 0.03638086,
       0.03669904, 0.03701722, 0.0373354 , 0.03765358, 0.03797176,
       0.03828994, 0.03860812, 0.0389263 , 0.03924448, 0.03956266,
       0.03988083, 0.04019901, 0.04051719, 0.04083537, 0.04115355,
       0.04147173, 0.04178991, 0.04210809]), 795: array([0.01856629, 0.01895114, 0.01933599, 0.01972084, 0.02010569,
       0.02049053, 0.02087538, 0.02126023, 0.02164508, 0.02202993,
       0.02241478, 0.02279963, 0.02318448, 0.02356933, 0.02395418,
       0.02433903, 0.02472387, 0.02510872, 0.02549357, 0.02587842,
       0.02626327, 0.02664812, 0.02703297, 0.02741782, 0.02780267,
       0.02818752, 0.02857236, 0.02895721]), 800: array([0.0003459 , 0.00064079, 0.00093568, 0.00123057, 0.00152546,
       0.00182035, 0.00211524, 0.00241013, 0.00270502, 0.00299991,
       0.0032948 , 0.00358969, 0.00388458, 0.00417947, 0.00447436,
       0.00476925, 0.00506413, 0.00535902, 0.00565391, 0.0059488 ,
       0.00624369, 0.00653858, 0.00683347, 0.00712836, 0.00742325,
       0.00771814, 0.00801303, 0.00830792]), 805: array([0.00280767, 0.00266073, 0.00256176, 0.00249511, 0.00245021,
       0.00241998, 0.00239962, 0.0023859 , 0.00237667, 0.00237044,
       0.00236626, 0.00236343, 0.00236153, 0.00236025, 0.00235939,
       0.00235881, 0.00235842, 0.00235816, 0.00235798, 0.00235786,
       0.00235778, 0.00235772, 0.00235769, 0.00235766, 0.00235765,
       0.00235764, 0.00235763, 0.00235762]), 810: array([0.00143029, 0.00132169, 0.00126739, 0.00124024, 0.00122666,
       0.00121988, 0.00121648, 0.00121478, 0.00121394, 0.00121351,
       0.0012133 , 0.00121319, 0.00121314, 0.00121311, 0.0012131 ,
       0.00121309, 0.00121309, 0.00121309, 0.00121309, 0.00121309,
       0.00121309, 0.00121309, 0.00121309, 0.00121309, 0.00121309,
       0.00121309, 0.00121309, 0.00121309]), 815: array([0.01220738, 0.00693312, 0.00448468, 0.00334805, 0.00282039,
       0.00257545, 0.00246173, 0.00240895, 0.00238444, 0.00237306,
       0.00236778, 0.00236533, 0.00236419, 0.00236367, 0.00236342,
       0.00236331, 0.00236325, 0.00236323, 0.00236322, 0.00236321,
       0.00236321, 0.00236321, 0.00236321, 0.00236321, 0.00236321,
       0.00236321, 0.00236321, 0.00236321]), 820: array([0.01121009, 0.00866729, 0.00699912, 0.00590475, 0.00518681,
       0.00471581, 0.00440682, 0.00420411, 0.00407113, 0.00398389,
       0.00392665, 0.00388911, 0.00386448, 0.00384832, 0.00383771,
       0.00383076, 0.0038262 , 0.0038232 , 0.00382124, 0.00381995,
       0.00381911, 0.00381855, 0.00381819, 0.00381795, 0.00381779,
       0.00381769, 0.00381762, 0.00381758]), 825: array([0.01870712, 0.01826516, 0.01786618, 0.01750599, 0.01718083,
       0.01688729, 0.01662229, 0.01638305, 0.01616708, 0.01597211,
       0.0157961 , 0.0156372 , 0.01549376, 0.01536426, 0.01524735,
       0.01514181, 0.01504654, 0.01496053, 0.01488288, 0.01481278,
       0.0147495 , 0.01469237, 0.01464079, 0.01459424, 0.0145522 ,
       0.01451426, 0.01448   , 0.01444908]), 830: array([0.00411229, 0.00450404, 0.00486404, 0.00519486, 0.00549887,
       0.00577823, 0.00603496, 0.00627088, 0.00648767, 0.0066869 ,
       0.00686998, 0.00703822, 0.00719282, 0.00733489, 0.00746545,
       0.00758543, 0.00769568, 0.007797  , 0.00789011, 0.00797566,
       0.00805429, 0.00812654, 0.00819294, 0.00825395, 0.00831002,
       0.00836155, 0.0084089 , 0.00845241]), 835: array([0.01475813, 0.01546041, 0.01616258, 0.01686463, 0.01756656,
       0.01826837, 0.01897006, 0.01967163, 0.02037309, 0.02107442,
       0.02177564, 0.02247673, 0.02317771, 0.02387857, 0.02457931,
       0.02527993, 0.02598043, 0.02668081, 0.02738107, 0.02808122,
       0.02878124, 0.02948115, 0.03018094, 0.03088061, 0.03158016,
       0.03227959, 0.0329789 , 0.0336781 ]), 840: array([0.01122485, 0.01189101, 0.01255717, 0.01322334, 0.0138895 ,
       0.01455567, 0.01522183, 0.01588799, 0.01655416, 0.01722032,
       0.01788649, 0.01855265, 0.01921881, 0.01988498, 0.02055114,
       0.02121731, 0.02188347, 0.02254963, 0.0232158 , 0.02388196,
       0.02454813, 0.02521429, 0.02588045, 0.02654662, 0.02721278,
       0.02787895, 0.02854511, 0.02921127]), 845: array([0.00097208, 0.00124677, 0.00152146, 0.00179615, 0.00207083,
       0.00234552, 0.00262021, 0.0028949 , 0.00316959, 0.00344428,
       0.00371897, 0.00399365, 0.00426834, 0.00454303, 0.00481772,
       0.0050924 , 0.00536709, 0.00564178, 0.00591646, 0.00619115,
       0.00646584, 0.00674052, 0.00701521, 0.00728989, 0.00756458,
       0.00783926, 0.00811395, 0.00838863]), 850: array([0.00041659, 0.0005428 , 0.00066901, 0.00079522, 0.00092142,
       0.00104763, 0.00117384, 0.00130005, 0.00142625, 0.00155246,
       0.00167867, 0.00180487, 0.00193108, 0.00205729, 0.0021835 ,
       0.0023097 , 0.00243591, 0.00256212, 0.00268833, 0.00281453,
       0.00294074, 0.00306695, 0.00319315, 0.00331936, 0.00344557,
       0.00357178, 0.00369798, 0.00382419]), 855: array([0.00016785, 0.0003219 , 0.00047596, 0.00063002, 0.00078407,
       0.00093813, 0.00109219, 0.00124624, 0.0014003 , 0.00155436,
       0.00170841, 0.00186247, 0.00201653, 0.00217058, 0.00232464,
       0.0024787 , 0.00263275, 0.00278681, 0.00294087, 0.00309492,
       0.00324898, 0.00340304, 0.00355709, 0.00371115, 0.00386521,
       0.00401926, 0.00417332, 0.00432738]), 860: array([0.00073013, 0.00096598, 0.00104224, 0.0010669 , 0.00107487,
       0.00107745, 0.00107828, 0.00107855, 0.00107864, 0.00107866,
       0.00107867, 0.00107868, 0.00107868, 0.00107868, 0.00107868,
       0.00107868, 0.00107868, 0.00107868, 0.00107868, 0.00107868,
       0.00107868, 0.00107868, 0.00107868, 0.00107868, 0.00107868,
       0.00107868, 0.00107868, 0.00107868]), 865: array([0.00295714, 0.00239876, 0.00207124, 0.00187913, 0.00176645,
       0.00170036, 0.0016616 , 0.00163886, 0.00162552, 0.0016177 ,
       0.00161311, 0.00161042, 0.00160884, 0.00160792, 0.00160737,
       0.00160706, 0.00160687, 0.00160676, 0.0016067 , 0.00160666,
       0.00160664, 0.00160662, 0.00160662, 0.00160661, 0.00160661,
       0.00160661, 0.00160661, 0.00160661]), 870: array([0.01447746, 0.0150508 , 0.01562414, 0.01619748, 0.01677082,
       0.01734416, 0.0179175 , 0.01849084, 0.01906418, 0.01963751,
       0.02021085, 0.02078419, 0.02135753, 0.02193087, 0.02250421,
       0.02307755, 0.02365089, 0.02422423, 0.02479757, 0.02537091,
       0.02594425, 0.02651758, 0.02709092, 0.02766426, 0.0282376 ,
       0.02881094, 0.02938428, 0.02995762]), 875: array([0.04973925, 0.05048792, 0.0512366 , 0.05198527, 0.05273394,
       0.05348261, 0.05423128, 0.05497996, 0.05572863, 0.0564773 ,
       0.05722597, 0.05797464, 0.05872332, 0.05947199, 0.06022066,
       0.06096933, 0.061718  , 0.06246668, 0.06321535, 0.06396402,
       0.06471269, 0.06546136, 0.06621004, 0.06695871, 0.06770738,
       0.06845605, 0.06920472, 0.0699534 ]), 880: array([0.10027546, 0.10137337, 0.10247129, 0.1035692 , 0.10466711,
       0.10576503, 0.10686294, 0.10796086, 0.10905877, 0.11015668,
       0.1112546 , 0.11235251, 0.11345043, 0.11454834, 0.11564626,
       0.11674417, 0.11784208, 0.11894   , 0.12003791, 0.12113583,
       0.12223374, 0.12333165, 0.12442957, 0.12552748, 0.1266254 ,
       0.12772331, 0.12882122, 0.12991914]), 885: array([0.03200638, 0.03229709, 0.0325878 , 0.0328785 , 0.03316921,
       0.03345992, 0.03375062, 0.03404133, 0.03433204, 0.03462275,
       0.03491345, 0.03520416, 0.03549487, 0.03578558, 0.03607628,
       0.03636699, 0.0366577 , 0.0369484 , 0.03723911, 0.03752982,
       0.03782053, 0.03811123, 0.03840194, 0.03869265, 0.03898335,
       0.03927406, 0.03956477, 0.03985548]), 890: array([0.0026911 , 0.00416926, 0.00559443, 0.00696851, 0.00829333,
       0.00957066, 0.01080219, 0.01198957, 0.01313439, 0.01423816,
       0.01530237, 0.01632843, 0.0173177 , 0.0182715 , 0.01919112,
       0.02007776, 0.02093262, 0.02175683, 0.0225515 , 0.02331768,
       0.02405639, 0.02476861, 0.02545531, 0.02611739, 0.02675573,
       0.02737119, 0.02796458, 0.0285367 ]), 895: array([0.00241972, 0.00327439, 0.00403959, 0.00472469, 0.00533807,
       0.00588723, 0.00637891, 0.00681912, 0.00721324, 0.0075661 ,
       0.00788203, 0.00816488, 0.00841812, 0.00864486, 0.00884785,
       0.0090296 , 0.00919232, 0.009338  , 0.00946844, 0.00958522,
       0.00968977, 0.00978338, 0.00986719, 0.00994223, 0.01000941,
       0.01006956, 0.01012341, 0.01017163]), 900: array([0.00018665, 0.00028478, 0.00038292, 0.00048106, 0.0005792 ,
       0.00067734, 0.00077548, 0.00087362, 0.00097175, 0.00106989,
       0.00116803, 0.00126617, 0.00136431, 0.00146245, 0.00156058,
       0.00165872, 0.00175686, 0.001855  , 0.00195314, 0.00205128,
       0.00214942, 0.00224755, 0.00234569, 0.00244383, 0.00254197,
       0.00264011, 0.00273825, 0.00283638]), 905: array([0.00821518, 0.00731349, 0.00678827, 0.00648233, 0.00630412,
       0.00620032, 0.00613986, 0.00610464, 0.00608412, 0.00607217,
       0.00606521, 0.00606116, 0.0060588 , 0.00605742, 0.00605662,
       0.00605615, 0.00605588, 0.00605572, 0.00605563, 0.00605558,
       0.00605554, 0.00605553, 0.00605552, 0.00605551, 0.00605551,
       0.0060555 , 0.0060555 , 0.0060555 ]), 910: array([0.00126409, 0.00192141, 0.00257873, 0.00323606, 0.00389338,
       0.0045507 , 0.00520802, 0.00586534, 0.00652266, 0.00717998,
       0.0078373 , 0.00849463, 0.00915195, 0.00980927, 0.01046659,
       0.01112391, 0.01178123, 0.01243855, 0.01309587, 0.0137532 ,
       0.01441052, 0.01506784, 0.01572516, 0.01638248, 0.0170398 ,
       0.01769712, 0.01835444, 0.01901176]), 915: array([0.00046006, 0.00091724, 0.00137441, 0.00183158, 0.00228875,
       0.00274592, 0.00320309, 0.00366026, 0.00411744, 0.00457461,
       0.00503178, 0.00548895, 0.00594612, 0.00640329, 0.00686046,
       0.00731764, 0.00777481, 0.00823198, 0.00868915, 0.00914632,
       0.00960349, 0.01006066, 0.01051783, 0.01097501, 0.01143218,
       0.01188935, 0.01234652, 0.01280369]), 920: array([0.00123741, 0.00143347, 0.00160655, 0.00175934, 0.00189422,
       0.0020133 , 0.00211842, 0.00221122, 0.00229314, 0.00236546,
       0.0024293 , 0.00248566, 0.00253542, 0.00257934, 0.00261811,
       0.00265234, 0.00268256, 0.00270924, 0.00273279, 0.00275358,
       0.00277193, 0.00278813, 0.00280244, 0.00281506, 0.00282621,
       0.00283605, 0.00284474, 0.00285241]), 925: array([0.00079202, 0.00106405, 0.00131875, 0.00155725, 0.00178056,
       0.00198965, 0.00218543, 0.00236875, 0.0025404 , 0.00270112,
       0.00285161, 0.00299252, 0.00312446, 0.00324799, 0.00336367,
       0.00347198, 0.0035734 , 0.00366835, 0.00375727, 0.00384052,
       0.00391848, 0.00399147, 0.00405981, 0.00412381, 0.00418372,
       0.00423983, 0.00429236, 0.00434155]), 930: array([0.0011257 , 0.00122416, 0.00124608, 0.00125096, 0.00125205,
       0.00125229, 0.00125234, 0.00125236, 0.00125236, 0.00125236,
       0.00125236, 0.00125236, 0.00125236, 0.00125236, 0.00125236,
       0.00125236, 0.00125236, 0.00125236, 0.00125236, 0.00125236,
       0.00125236, 0.00125236, 0.00125236, 0.00125236, 0.00125236,
       0.00125236, 0.00125236, 0.00125236]), 935: array([0.01741086, 0.01433906, 0.01194078, 0.01006833, 0.00860643,
       0.00746506, 0.00657394, 0.00587821, 0.00533502, 0.00491093,
       0.00457982, 0.00432131, 0.00411948, 0.0039619 , 0.00383887,
       0.00374282, 0.00366782, 0.00360927, 0.00356356, 0.00352787,
       0.00350001, 0.00347825, 0.00346127, 0.003448  , 0.00343765,
       0.00342957, 0.00342326, 0.00341833]), 940: array([0.00646575, 0.00674039, 0.00700651, 0.00726437, 0.00751423,
       0.00775633, 0.00799091, 0.00821821, 0.00843846, 0.00865186,
       0.00885865, 0.00905901, 0.00925315, 0.00944127, 0.00962355,
       0.00980016, 0.0099713 , 0.01013712, 0.0102978 , 0.01045348,
       0.01060434, 0.01075051, 0.01089214, 0.01102938, 0.01116235,
       0.0112912 , 0.01141605, 0.01153702]), 945: array([0.05571024, 0.05626332, 0.0568164 , 0.05736948, 0.05792256,
       0.05847563, 0.05902871, 0.05958179, 0.06013487, 0.06068795,
       0.06124102, 0.0617941 , 0.06234718, 0.06290026, 0.06345334,
       0.06400641, 0.06455949, 0.06511257, 0.06566565, 0.06621873,
       0.0667718 , 0.06732488, 0.06787796, 0.06843104, 0.06898412,
       0.06953719, 0.07009027, 0.07064335]), 950: array([0.09201037, 0.09296644, 0.0939225 , 0.09487856, 0.09583462,
       0.09679069, 0.09774675, 0.09870281, 0.09965887, 0.10061493,
       0.101571  , 0.10252706, 0.10348312, 0.10443918, 0.10539525,
       0.10635131, 0.10730737, 0.10826343, 0.1092195 , 0.11017556,
       0.11113162, 0.11208768, 0.11304374, 0.11399981, 0.11495587,
       0.11591193, 0.11686799, 0.11782406]), 955: array([0.04474518, 0.04402635, 0.04333714, 0.04267633, 0.04204274,
       0.04143527, 0.04085282, 0.04029438, 0.03975895, 0.03924557,
       0.03875336, 0.03828142, 0.03782893, 0.03739509, 0.03697912,
       0.0365803 , 0.0361979 , 0.03583127, 0.03547974, 0.0351427 ,
       0.03481954, 0.0345097 , 0.03421263, 0.0339278 , 0.0336547 ,
       0.03339286, 0.03314181, 0.0329011 ]), 960: array([0.00062598, 0.00118594, 0.00174591, 0.00230587, 0.00286583,
       0.0034258 , 0.00398576, 0.00454573, 0.00510569, 0.00566566,
       0.00622562, 0.00678559, 0.00734555, 0.00790552, 0.00846548,
       0.00902544, 0.00958541, 0.01014537, 0.01070534, 0.0112653 ,
       0.01182527, 0.01238523, 0.0129452 , 0.01350516, 0.01406513,
       0.01462509, 0.01518505, 0.01574502]), 965: array([0.0004503 , 0.00080349, 0.0011293 , 0.00142985, 0.00170711,
       0.00196287, 0.0021988 , 0.00241644, 0.00261722, 0.00280242,
       0.00297327, 0.00313087, 0.00327626, 0.00341037, 0.00353409,
       0.00364822, 0.0037535 , 0.00385062, 0.00394021, 0.00402285,
       0.00409909, 0.00416942, 0.00423429, 0.00429414, 0.00434934,
       0.00440027, 0.00444725, 0.00449059]), 970: array([0.00181765, 0.00226815, 0.00269364, 0.00309551, 0.00347506,
       0.00383354, 0.00417212, 0.0044919 , 0.00479392, 0.00507918,
       0.00534859, 0.00560305, 0.00584338, 0.00607036, 0.00628474,
       0.00648722, 0.00667846, 0.00685908, 0.00702967, 0.00719079,
       0.00734296, 0.00748669, 0.00762243, 0.00775064, 0.00787173,
       0.00798609, 0.00809411, 0.00819613]), 975: array([0.0039074 , 0.00396558, 0.00401701, 0.00406248, 0.00410268,
       0.00413821, 0.00416963, 0.0041974 , 0.00422195, 0.00424366,
       0.00426284, 0.00427981, 0.0042948 , 0.00430806, 0.00431978,
       0.00433014, 0.0043393 , 0.0043474 , 0.00435456, 0.00436089,
       0.00436648, 0.00437143, 0.0043758 , 0.00437967, 0.00438308,
       0.0043861 , 0.00438877, 0.00439114]), 980: array([0.00411584, 0.00347153, 0.00302008, 0.00270375, 0.00248211,
       0.00232681, 0.002218  , 0.00214175, 0.00208833, 0.0020509 ,
       0.00202467, 0.00200629, 0.00199341, 0.00198439, 0.00197807,
       0.00197364, 0.00197054, 0.00196836, 0.00196684, 0.00196577,
       0.00196502, 0.0019645 , 0.00196413, 0.00196387, 0.00196369,
       0.00196357, 0.00196348, 0.00196342]), 985: array([0.03622137, 0.03671636, 0.03721134, 0.03770633, 0.03820131,
       0.0386963 , 0.03919128, 0.03968627, 0.04018125, 0.04067624,
       0.04117122, 0.04166621, 0.04216119, 0.04265618, 0.04315116,
       0.04364615, 0.04414113, 0.04463612, 0.0451311 , 0.04562609,
       0.04612107, 0.04661606, 0.04711104, 0.04760603, 0.04810101,
       0.048596  , 0.04909098, 0.04958597]), 990: array([0.01017803, 0.01077348, 0.01136893, 0.01196437, 0.01255982,
       0.01315527, 0.01375072, 0.01434617, 0.01494162, 0.01553707,
       0.01613252, 0.01672797, 0.01732341, 0.01791886, 0.01851431,
       0.01910976, 0.01970521, 0.02030066, 0.02089611, 0.02149156,
       0.02208701, 0.02268246, 0.0232779 , 0.02387335, 0.0244688 ,
       0.02506425, 0.0256597 , 0.02625515]), 995: array([0.00285464, 0.00381564, 0.00433852, 0.00462302, 0.00477782,
       0.00486205, 0.00490787, 0.00493281, 0.00494637, 0.00495376,
       0.00495777, 0.00495996, 0.00496115, 0.00496179, 0.00496215,
       0.00496234, 0.00496244, 0.0049625 , 0.00496253, 0.00496255,
       0.00496256, 0.00496256, 0.00496256, 0.00496256, 0.00496257,
       0.00496257, 0.00496257, 0.00496257]), 1000: array([0.00272082, 0.00377787, 0.00473043, 0.00558883, 0.00636237,
       0.00705944, 0.00768761, 0.00825368, 0.00876379, 0.00922347,
       0.00963772, 0.01001101, 0.01034741, 0.01065055, 0.01092372,
       0.01116989, 0.01139173, 0.01159163, 0.01177178, 0.01193411,
       0.0120804 , 0.01221223, 0.01233103, 0.01243808, 0.01253455,
       0.01262148, 0.01269982, 0.01277042]), 1005: array([0.00603457, 0.00525956, 0.0048129 , 0.00455547, 0.00440711,
       0.0043216 , 0.00427232, 0.00424392, 0.00422755, 0.00421811,
       0.00421268, 0.00420954, 0.00420774, 0.0042067 , 0.0042061 ,
       0.00420575, 0.00420555, 0.00420544, 0.00420537, 0.00420533,
       0.00420531, 0.0042053 , 0.00420529, 0.00420529, 0.00420528,
       0.00420528, 0.00420528, 0.00420528]), 1010: array([0.00203672, 0.00223594, 0.00226316, 0.00226688, 0.00226738,
       0.00226745, 0.00226746, 0.00226746, 0.00226746, 0.00226746,
       0.00226746, 0.00226746, 0.00226746, 0.00226746, 0.00226746,
       0.00226746, 0.00226746, 0.00226746, 0.00226746, 0.00226746,
       0.00226746, 0.00226746, 0.00226746, 0.00226746, 0.00226746,
       0.00226746, 0.00226746, 0.00226746]), 1015: array([0.05270353, 0.05360631, 0.0545091 , 0.05541188, 0.05631467,
       0.05721745, 0.05812023, 0.05902302, 0.0599258 , 0.06082859,
       0.06173137, 0.06263415, 0.06353694, 0.06443972, 0.06534251,
       0.06624529, 0.06714807, 0.06805086, 0.06895364, 0.06985643,
       0.07075921, 0.07166199, 0.07256478, 0.07346756, 0.07437035,
       0.07527313, 0.07617591, 0.0770787 ]), 1020: array([0.17647763, 0.17787529, 0.17927296, 0.18067062, 0.18206828,
       0.18346595, 0.18486361, 0.18626127, 0.18765894, 0.1890566 ,
       0.19045426, 0.19185193, 0.19324959, 0.19464725, 0.19604492,
       0.19744258, 0.19884024, 0.20023791, 0.20163557, 0.20303323,
       0.2044309 , 0.20582856, 0.20722622, 0.20862389, 0.21002155,
       0.21141921, 0.21281688, 0.21421454]), 1025: array([0.17892547, 0.17569809, 0.17258946, 0.16959519, 0.16671109,
       0.1639331 , 0.16125732, 0.15867998, 0.15619747, 0.15380629,
       0.15150309, 0.14928462, 0.14714778, 0.14508956, 0.14310706,
       0.1411975 , 0.13935819, 0.13758656, 0.1358801 , 0.13423643,
       0.13265324, 0.13112829, 0.12965945, 0.12824464, 0.12688189,
       0.12556928, 0.12430496, 0.12308716]), 1030: array([0.00112294, 0.00153196, 0.00194098, 0.00235   , 0.00275902,
       0.00316804, 0.00357706, 0.00398608, 0.0043951 , 0.00480412,
       0.00521314, 0.00562216, 0.00603118, 0.00644019, 0.00684921,
       0.00725823, 0.00766725, 0.00807627, 0.00848529, 0.00889431,
       0.00930333, 0.00971235, 0.01012137, 0.01053039, 0.01093941,
       0.01134843, 0.01175744, 0.01216646]), 1035: array([0.00158675, 0.0020249 , 0.00246304, 0.00290118, 0.00333933,
       0.00377747, 0.00421561, 0.00465376, 0.0050919 , 0.00553004,
       0.00596819, 0.00640633, 0.00684447, 0.00728262, 0.00772076,
       0.0081589 , 0.00859705, 0.00903519, 0.00947333, 0.00991148,
       0.01034962, 0.01078776, 0.01122591, 0.01166405, 0.0121022 ,
       0.01254034, 0.01297848, 0.01341663]), 1040: array([0.00174462, 0.00247896, 0.00321329, 0.00394763, 0.00468197,
       0.00541631, 0.00615065, 0.00688498, 0.00761932, 0.00835366,
       0.009088  , 0.00982234, 0.01055668, 0.01129101, 0.01202535,
       0.01275969, 0.01349403, 0.01422837, 0.0149627 , 0.01569704,
       0.01643138, 0.01716572, 0.01790006, 0.01863439, 0.01936873,
       0.02010307, 0.02083741, 0.02157175]), 1045: array([0.01113992, 0.012178  , 0.01321608, 0.01425416, 0.01529224,
       0.01633032, 0.0173684 , 0.01840649, 0.01944457, 0.02048265,
       0.02152073, 0.02255881, 0.02359689, 0.02463497, 0.02567305,
       0.02671113, 0.02774921, 0.02878729, 0.02982537, 0.03086345,
       0.03190153, 0.03293961, 0.03397769, 0.03501577, 0.03605385,
       0.03709193, 0.03813001, 0.03916809]), 1050: array([0.00582128, 0.00603636, 0.00621685, 0.00636832, 0.00649543,
       0.0066021 , 0.00669161, 0.00676673, 0.00682976, 0.00688266,
       0.00692705, 0.00696431, 0.00699557, 0.0070218 , 0.00704382,
       0.00706229, 0.00707779, 0.00709081, 0.00710172, 0.00711089,
       0.00711857, 0.00712503, 0.00713044, 0.00713498, 0.0071388 ,
       0.007142  , 0.00714468, 0.00714694]), 1055: array([0.00167132, 0.00245167, 0.00308047, 0.00358715, 0.00399543,
       0.00432442, 0.00458951, 0.00480313, 0.00497525, 0.00511395,
       0.00522572, 0.00531577, 0.00538834, 0.00544682, 0.00549394,
       0.0055319 , 0.0055625 , 0.00558715, 0.00560701, 0.00562302,
       0.00563592, 0.00564631, 0.00565469, 0.00566144, 0.00566687,
       0.00567125, 0.00567479, 0.00567763]), 1060: array([0.00050399, 0.00083085, 0.00113691, 0.0014235 , 0.00169186,
       0.00194315, 0.00217845, 0.00239877, 0.00260509, 0.00279827,
       0.00297917, 0.00314855, 0.00330716, 0.00345568, 0.00359475,
       0.00372498, 0.00384691, 0.00396109, 0.00406801, 0.00416812,
       0.00426187, 0.00434965, 0.00443184, 0.00450881, 0.00458088,
       0.00464837, 0.00471156, 0.00477073]), 1065: array([0.00162364, 0.00182391, 0.00199937, 0.00215311, 0.0022878 ,
       0.00240582, 0.00250922, 0.00259981, 0.00267919, 0.00274874,
       0.00280967, 0.00286306, 0.00290984, 0.00295082, 0.00298673,
       0.00301819, 0.00304576, 0.00306991, 0.00309107, 0.00310961,
       0.00312585, 0.00314009, 0.00315256, 0.00316348, 0.00317305,
       0.00318144, 0.00318879, 0.00319523]), 1070: array([0.0052487 , 0.00562224, 0.00599577, 0.0063693 , 0.00674283,
       0.00711636, 0.00748988, 0.00786341, 0.00823693, 0.00861046,
       0.00898398, 0.0093575 , 0.00973103, 0.01010455, 0.01047807,
       0.01085158, 0.0112251 , 0.01159862, 0.01197213, 0.01234565,
       0.01271916, 0.01309267, 0.01346618, 0.01383969, 0.0142132 ,
       0.01458671, 0.01496022, 0.01533372]), 1075: array([0.00042301, 0.00065433, 0.00088566, 0.00111698, 0.00134831,
       0.00157964, 0.00181096, 0.00204229, 0.00227361, 0.00250494,
       0.00273627, 0.00296759, 0.00319892, 0.00343024, 0.00366157,
       0.00389289, 0.00412422, 0.00435555, 0.00458687, 0.0048182 ,
       0.00504952, 0.00528085, 0.00551217, 0.0057435 , 0.00597483,
       0.00620615, 0.00643748, 0.0066688 ]), 1080: array([0.00060103, 0.00087401, 0.00112205, 0.00134744, 0.00155223,
       0.00173831, 0.0019074 , 0.00206104, 0.00220064, 0.00232749,
       0.00244275, 0.00254748, 0.00264264, 0.00272911, 0.00280768,
       0.00287907, 0.00294395, 0.00300289, 0.00305645, 0.00310511,
       0.00314934, 0.00318952, 0.00322603, 0.0032592 , 0.00328934,
       0.00331673, 0.00334162, 0.00336424]), 1085: array([0.01401317, 0.01433147, 0.01464977, 0.01496807, 0.01528636,
       0.01560466, 0.01592296, 0.01624126, 0.01655956, 0.01687786,
       0.01719616, 0.01751446, 0.01783275, 0.01815105, 0.01846935,
       0.01878765, 0.01910595, 0.01942425, 0.01974255, 0.02006085,
       0.02037915, 0.02069744, 0.02101574, 0.02133404, 0.02165234,
       0.02197064, 0.02228894, 0.02260724]), 1090: array([0.02454336, 0.02514822, 0.02575309, 0.02635795, 0.02696281,
       0.02756767, 0.02817254, 0.0287774 , 0.02938226, 0.02998712,
       0.03059198, 0.03119685, 0.03180171, 0.03240657, 0.03301143,
       0.0336163 , 0.03422116, 0.03482602, 0.03543088, 0.03603575,
       0.03664061, 0.03724547, 0.03785033, 0.03845519, 0.03906006,
       0.03966492, 0.04026978, 0.04087464]), 1095: array([0.03588722, 0.03621243, 0.03653764, 0.03686285, 0.03718806,
       0.03751327, 0.03783848, 0.03816369, 0.0384889 , 0.03881411,
       0.03913932, 0.03946453, 0.03978974, 0.04011495, 0.04044015,
       0.04076536, 0.04109057, 0.04141578, 0.04174099, 0.0420662 ,
       0.04239141, 0.04271662, 0.04304183, 0.04336704, 0.04369225,
       0.04401746, 0.04434267, 0.04466788]), 1100: array([0.00041875, 0.00082935, 0.00123995, 0.00165055, 0.00206116,
       0.00247176, 0.00288236, 0.00329296, 0.00370357, 0.00411417,
       0.00452477, 0.00493537, 0.00534597, 0.00575658, 0.00616718,
       0.00657778, 0.00698838, 0.00739899, 0.00780959, 0.00822019,
       0.00863079, 0.00904139, 0.009452  , 0.0098626 , 0.0102732 ,
       0.0106838 , 0.01109441, 0.01150501]), 1105: array([0.0026487 , 0.00387855, 0.00470565, 0.00526189, 0.00563596,
       0.00588754, 0.00605672, 0.00617051, 0.00624703, 0.00629849,
       0.00633309, 0.00635637, 0.00637202, 0.00638255, 0.00638963,
       0.00639439, 0.00639759, 0.00639974, 0.00640119, 0.00640216,
       0.00640282, 0.00640326, 0.00640356, 0.00640376, 0.00640389,
       0.00640398, 0.00640404, 0.00640408]), 1110: array([0.00449173, 0.00425317, 0.00411901, 0.00404356, 0.00400113,
       0.00397727, 0.00396385, 0.0039563 , 0.00395206, 0.00394967,
       0.00394833, 0.00394758, 0.00394715, 0.00394691, 0.00394678,
       0.0039467 , 0.00394666, 0.00394664, 0.00394662, 0.00394662,
       0.00394661, 0.00394661, 0.00394661, 0.00394661, 0.00394661,
       0.00394661, 0.00394661, 0.00394661]), 1115: array([0.02753158, 0.02017492, 0.01565904, 0.01288695, 0.01118531,
       0.01014076, 0.00949955, 0.00910595, 0.00886434, 0.00871603,
       0.00862498, 0.0085691 , 0.00853479, 0.00851373, 0.00850081,
       0.00849287, 0.008488  , 0.00848501, 0.00848317, 0.00848205,
       0.00848135, 0.00848093, 0.00848067, 0.00848051, 0.00848041,
       0.00848035, 0.00848031, 0.00848029]), 1120: array([0.09758126, 0.08525824, 0.07497927, 0.0664053 , 0.05925352,
       0.05328803, 0.04831205, 0.04416144, 0.04069932, 0.03781146,
       0.03540262, 0.03339334, 0.03171735, 0.03031936, 0.02915325,
       0.02818058, 0.02736924, 0.02669248, 0.02612798, 0.02565711,
       0.02526435, 0.02493673, 0.02466346, 0.02443552, 0.02424538,
       0.02408679, 0.0239545 , 0.02384415]), 1125: array([0.09848474, 0.09157628, 0.08542634, 0.07995163, 0.07507803,
       0.07073952, 0.06687735, 0.06343924, 0.06037862, 0.05765404,
       0.0552286 , 0.05306947, 0.0511474 , 0.04943636, 0.04791319,
       0.04655725, 0.04535019, 0.04427566, 0.04331911, 0.04246758,
       0.04170955, 0.04103475, 0.04043403, 0.03989928, 0.03942323,
       0.03899945, 0.03862221, 0.03828638]), 1130: array([0.00223586, 0.00262187, 0.00300789, 0.0033939 , 0.00377991,
       0.00416593, 0.00455194, 0.00493795, 0.00532397, 0.00570998,
       0.00609599, 0.00648201, 0.00686802, 0.00725403, 0.00764005,
       0.00802606, 0.00841207, 0.00879808, 0.0091841 , 0.00957011,
       0.00995612, 0.01034214, 0.01072815, 0.01111416, 0.01150018,
       0.01188619, 0.0122722 , 0.01265822]), 1135: array([0.0002152 , 0.00042638, 0.00063755, 0.00084872, 0.00105989,
       0.00127107, 0.00148224, 0.00169341, 0.00190458, 0.00211576,
       0.00232693, 0.0025381 , 0.00274927, 0.00296045, 0.00317162,
       0.00338279, 0.00359396, 0.00380514, 0.00401631, 0.00422748,
       0.00443865, 0.00464983, 0.004861  , 0.00507217, 0.00528334,
       0.00549452, 0.00570569, 0.00591686]), 1140: array([0.00067653, 0.00134235, 0.00200817, 0.00267399, 0.00333981,
       0.00400562, 0.00467144, 0.00533726, 0.00600308, 0.0066689 ,
       0.00733472, 0.00800054, 0.00866636, 0.00933218, 0.009998  ,
       0.01066382, 0.01132964, 0.01199545, 0.01266127, 0.01332709,
       0.01399291, 0.01465873, 0.01532455, 0.01599037, 0.01665619,
       0.01732201, 0.01798783, 0.01865365]), 1145: array([0.00665757, 0.00720937, 0.00749597, 0.00764482, 0.00772213,
       0.00776229, 0.00778314, 0.00779398, 0.0077996 , 0.00780253,
       0.00780404, 0.00780483, 0.00780524, 0.00780545, 0.00780556,
       0.00780562, 0.00780565, 0.00780567, 0.00780567, 0.00780568,
       0.00780568, 0.00780568, 0.00780568, 0.00780568, 0.00780568,
       0.00780568, 0.00780568, 0.00780568]), 1150: array([0.03438596, 0.0361284 , 0.03787071, 0.03961288, 0.04135492,
       0.04309682, 0.04483859, 0.04658023, 0.04832173, 0.0500631 ,
       0.05180434, 0.05354544, 0.05528641, 0.05702725, 0.05876795,
       0.06050852, 0.06224895, 0.06398925, 0.06572942, 0.06746945,
       0.06920935, 0.07094912, 0.07268875, 0.07442825, 0.07616761,
       0.07790685, 0.07964595, 0.08138491]), 1155: array([0.08667221, 0.08831861, 0.08996502, 0.09161142, 0.09325783,
       0.09490423, 0.09655063, 0.09819703, 0.09984342, 0.10148982,
       0.10313621, 0.1047826 , 0.10642899, 0.10807538, 0.10972176,
       0.11136815, 0.11301453, 0.11466091, 0.11630729, 0.11795367,
       0.11960005, 0.12124642, 0.1228928 , 0.12453917, 0.12618554,
       0.12783191, 0.12947827, 0.13112464]), 1160: array([0.1527284 , 0.1548157 , 0.15690299, 0.15899027, 0.16107755,
       0.16316483, 0.1652521 , 0.16733936, 0.16942661, 0.17151386,
       0.17360111, 0.17568835, 0.17777558, 0.1798628 , 0.18195002,
       0.18403724, 0.18612444, 0.18821165, 0.19029884, 0.19238603,
       0.19447322, 0.19656039, 0.19864757, 0.20073473, 0.20282189,
       0.20490904, 0.20699619, 0.20908333]), 1165: array([0.0277751 , 0.02923842, 0.03069441, 0.03214311, 0.03358456,
       0.03501879, 0.03644584, 0.03786574, 0.03927853, 0.04068425,
       0.04208293, 0.0434746 , 0.04485931, 0.04623708, 0.04760795,
       0.04897196, 0.05032913, 0.05167951, 0.05302313, 0.05436002,
       0.05569022, 0.05701375, 0.05833065, 0.05964097, 0.06094472,
       0.06224194, 0.06353266, 0.06481693]), 1170: array([0.04759967, 0.04814997, 0.04870027, 0.04925056, 0.04980086,
       0.05035116, 0.05090146, 0.05145175, 0.05200205, 0.05255235,
       0.05310264, 0.05365294, 0.05420324, 0.05475354, 0.05530383,
       0.05585413, 0.05640443, 0.05695472, 0.05750502, 0.05805532,
       0.05860562, 0.05915591, 0.05970621, 0.06025651, 0.0608068 ,
       0.0613571 , 0.0619074 , 0.0624577 ]), 1175: array([0.03812392, 0.03865791, 0.03919189, 0.03972588, 0.04025987,
       0.04079385, 0.04132784, 0.04186183, 0.04239582, 0.0429298 ,
       0.04346379, 0.04399778, 0.04453176, 0.04506575, 0.04559974,
       0.04613372, 0.04666771, 0.0472017 , 0.04773568, 0.04826967,
       0.04880366, 0.04933764, 0.04987163, 0.05040562, 0.0509396 ,
       0.05147359, 0.05200758, 0.05254157]), 1180: array([0.0008799 , 0.00158687, 0.00224158, 0.0028479 , 0.00340939,
       0.00392939, 0.00441094, 0.0048569 , 0.00526989, 0.00565236,
       0.00600655, 0.00633456, 0.00663833, 0.00691964, 0.00718016,
       0.00742142, 0.00764484, 0.00785175, 0.00804337, 0.00822082,
       0.00838516, 0.00853734, 0.00867828, 0.0088088 , 0.00892967,
       0.00904161, 0.00914527, 0.00924127]), 1185: array([0.01111593, 0.01143778, 0.01175964, 0.01208149, 0.01240334,
       0.01272519, 0.01304704, 0.01336889, 0.01369075, 0.0140126 ,
       0.01433445, 0.0146563 , 0.01497815, 0.0153    , 0.01562186,
       0.01594371, 0.01626556, 0.01658741, 0.01690926, 0.01723111,
       0.01755297, 0.01787482, 0.01819667, 0.01851852, 0.01884037,
       0.01916222, 0.01948408, 0.01980593]), 1190: array([0.00090954, 0.00123923, 0.00156893, 0.00189862, 0.00222831,
       0.00255801, 0.0028877 , 0.00321739, 0.00354709, 0.00387678,
       0.00420647, 0.00453617, 0.00486586, 0.00519555, 0.00552525,
       0.00585494, 0.00618464, 0.00651433, 0.00684402, 0.00717372,
       0.00750341, 0.0078331 , 0.0081628 , 0.00849249, 0.00882218,
       0.00915188, 0.00948157, 0.00981126]), 1195: array([0.00163857, 0.00141707, 0.00131419, 0.00126641, 0.00124422,
       0.00123391, 0.00122912, 0.0012269 , 0.00122586, 0.00122538,
       0.00122516, 0.00122506, 0.00122501, 0.00122499, 0.00122498,
       0.00122497, 0.00122497, 0.00122497, 0.00122497, 0.00122497,
       0.00122497, 0.00122497, 0.00122497, 0.00122497, 0.00122497,
       0.00122497, 0.00122497, 0.00122497]), 1200: array([0.01638783, 0.01549546, 0.01468575, 0.01395105, 0.0132844 ,
       0.01267951, 0.01213065, 0.01163263, 0.01118075, 0.01077072,
       0.01039868, 0.0100611 , 0.00975479, 0.00947686, 0.00922467,
       0.00899584, 0.00878821, 0.00859981, 0.00842887, 0.00827376,
       0.00813302, 0.00800531, 0.00788944, 0.00778429, 0.00768889,
       0.00760233, 0.00752378, 0.00745251]), 1205: array([0.04275659, 0.04339146, 0.04402632, 0.04466118, 0.04529604,
       0.04593091, 0.04656577, 0.04720063, 0.04783549, 0.04847036,
       0.04910522, 0.04974008, 0.05037494, 0.05100981, 0.05164467,
       0.05227953, 0.05291439, 0.05354925, 0.05418412, 0.05481898,
       0.05545384, 0.0560887 , 0.05672357, 0.05735843, 0.05799329,
       0.05862815, 0.05926302, 0.05989788]), 1210: array([0.06156078, 0.06248797, 0.06341517, 0.06434236, 0.06526956,
       0.06619675, 0.06712394, 0.06805114, 0.06897833, 0.06990552,
       0.07083272, 0.07175991, 0.07268711, 0.0736143 , 0.0745415 ,
       0.07546869, 0.07639588, 0.07732308, 0.07825027, 0.07917747,
       0.08010466, 0.08103186, 0.08195905, 0.08288624, 0.08381344,
       0.08474063, 0.08566783, 0.08659502]), 1215: array([0.01722962, 0.01753819, 0.01784676, 0.01815533, 0.01846391,
       0.01877248, 0.01908105, 0.01938962, 0.01969819, 0.02000677,
       0.02031534, 0.02062391, 0.02093248, 0.02124105, 0.02154963,
       0.0218582 , 0.02216677, 0.02247534, 0.02278391, 0.02309249,
       0.02340106, 0.02370963, 0.0240182 , 0.02432677, 0.02463535,
       0.02494392, 0.02525249, 0.02556106]), 1220: array([0.02358154, 0.02384225, 0.02410296, 0.02436368, 0.02462439,
       0.02488511, 0.02514582, 0.02540654, 0.02566726, 0.02592798,
       0.0261887 , 0.02644942, 0.02671014, 0.02697087, 0.02723159,
       0.02749232, 0.02775304, 0.02801377, 0.0282745 , 0.02853523,
       0.02879596, 0.0290567 , 0.02931743, 0.02957816, 0.0298389 ,
       0.03009964, 0.03036038, 0.03062111]), 1225: array([0.02414998, 0.02439131, 0.02463265, 0.02487398, 0.02511531,
       0.02535664, 0.02559798, 0.02583931, 0.02608064, 0.02632197,
       0.0265633 , 0.02680464, 0.02704597, 0.0272873 , 0.02752863,
       0.02776996, 0.0280113 , 0.02825263, 0.02849396, 0.02873529,
       0.02897662, 0.02921796, 0.02945929, 0.02970062, 0.02994195,
       0.03018328, 0.03042462, 0.03066595]), 1230: array([0.02543643, 0.02566039, 0.02588434, 0.02610829, 0.02633224,
       0.02655619, 0.02678014, 0.02700409, 0.02722804, 0.027452  ,
       0.02767595, 0.0278999 , 0.02812385, 0.0283478 , 0.02857175,
       0.0287957 , 0.02901965, 0.02924361, 0.02946756, 0.02969151,
       0.02991546, 0.03013941, 0.03036336, 0.03058731, 0.03081126,
       0.03103521, 0.03125917, 0.03148312]), 1235: array([0.04036064, 0.04054948, 0.04073831, 0.04092715, 0.04111599,
       0.04130483, 0.04149367, 0.0416825 , 0.04187134, 0.04206018,
       0.04224902, 0.04243786, 0.04262669, 0.04281553, 0.04300437,
       0.04319321, 0.04338204, 0.04357088, 0.04375972, 0.04394856,
       0.0441374 , 0.04432623, 0.04451507, 0.04470391, 0.04489275,
       0.04508159, 0.04527042, 0.04545926]), 1240: array([0.00664959, 0.00669724, 0.0067449 , 0.00679255, 0.0068402 ,
       0.00688786, 0.00693551, 0.00698316, 0.00703082, 0.00707847,
       0.00712613, 0.00717378, 0.00722143, 0.00726909, 0.00731674,
       0.0073644 , 0.00741205, 0.0074597 , 0.00750736, 0.00755501,
       0.00760267, 0.00765032, 0.00769797, 0.00774563, 0.00779328,
       0.00784094, 0.00788859, 0.00793624]), 1245: array([0.00430202, 0.00439788, 0.00449375, 0.00458961, 0.00468547,
       0.00478134, 0.0048772 , 0.00497307, 0.00506893, 0.0051648 ,
       0.00526066, 0.00535653, 0.00545239, 0.00554825, 0.00564412,
       0.00573998, 0.00583585, 0.00593171, 0.00602758, 0.00612344,
       0.00621931, 0.00631517, 0.00641103, 0.0065069 , 0.00660276,
       0.00669863, 0.00679449, 0.00689036]), 1250: array([0.00176744, 0.001637  , 0.00155398, 0.00150114, 0.00146751,
       0.00144611, 0.00143249, 0.00142382, 0.0014183 , 0.00141479,
       0.00141256, 0.00141114, 0.00141023, 0.00140965, 0.00140929,
       0.00140905, 0.00140891, 0.00140881, 0.00140875, 0.00140871,
       0.00140869, 0.00140867, 0.00140866, 0.00140866, 0.00140865,
       0.00140865, 0.00140865, 0.00140865]), 1255: array([0.00080747, 0.00088568, 0.00095459, 0.0010153 , 0.00106879,
       0.00111591, 0.00115742, 0.00119399, 0.00122621, 0.00125459,
       0.0012796 , 0.00130163, 0.00132104, 0.00133814, 0.0013532 ,
       0.00136647, 0.00137816, 0.00138846, 0.00139754, 0.00140553,
       0.00141257, 0.00141878, 0.00142425, 0.00142906, 0.0014333 ,
       0.00143704, 0.00144034, 0.00144324]), 1260: array([0.00046255, 0.00043294, 0.00041688, 0.00040816, 0.00040344,
       0.00040088, 0.00039949, 0.00039873, 0.00039833, 0.0003981 ,
       0.00039798, 0.00039792, 0.00039788, 0.00039786, 0.00039785,
       0.00039785, 0.00039784, 0.00039784, 0.00039784, 0.00039784,
       0.00039784, 0.00039784, 0.00039784, 0.00039784, 0.00039784,
       0.00039784, 0.00039784, 0.00039784]), 1265: array([0.00166923, 0.00147782, 0.00132881, 0.0012128 , 0.00112249,
       0.00105218, 0.00099744, 0.00095483, 0.00092165, 0.00089582,
       0.00087572, 0.00086006, 0.00084788, 0.00083839, 0.000831  ,
       0.00082525, 0.00082078, 0.00081729, 0.00081458, 0.00081247,
       0.00081082, 0.00080954, 0.00080854, 0.00080777, 0.00080716,
       0.00080669, 0.00080633, 0.00080604]), 1270: array([0.00080037, 0.0007408 , 0.00071311, 0.00070024, 0.00069426,
       0.00069148, 0.00069018, 0.00068958, 0.0006893 , 0.00068917,
       0.00068911, 0.00068908, 0.00068907, 0.00068907, 0.00068906,
       0.00068906, 0.00068906, 0.00068906, 0.00068906, 0.00068906,
       0.00068906, 0.00068906, 0.00068906, 0.00068906, 0.00068906,
       0.00068906, 0.00068906, 0.00068906]), 1275: array([0.00907869, 0.00897196, 0.00887167, 0.00877744, 0.00868889,
       0.00860568, 0.0085275 , 0.00845404, 0.008385  , 0.00832014,
       0.00825919, 0.00820191, 0.00814809, 0.00809753, 0.00805001,
       0.00800536, 0.0079634 , 0.00792398, 0.00788693, 0.00785212,
       0.00781942, 0.00778868, 0.0077598 , 0.00773266, 0.00770717,
       0.0076832 , 0.00766069, 0.00763953]), 1280: array([0.00698835, 0.00706361, 0.00713887, 0.00721413, 0.00728938,
       0.00736464, 0.0074399 , 0.00751516, 0.00759042, 0.00766568,
       0.00774094, 0.00781619, 0.00789145, 0.00796671, 0.00804197,
       0.00811723, 0.00819249, 0.00826775, 0.008343  , 0.00841826,
       0.00849352, 0.00856878, 0.00864404, 0.0087193 , 0.00879455,
       0.00886981, 0.00894507, 0.00902033]), 1285: array([0.00023057, 0.00033541, 0.00044026, 0.0005451 , 0.00064994,
       0.00075478, 0.00085963, 0.00096447, 0.00106931, 0.00117415,
       0.001279  , 0.00138384, 0.00148868, 0.00159352, 0.00169836,
       0.00180321, 0.00190805, 0.00201289, 0.00211773, 0.00222258,
       0.00232742, 0.00243226, 0.0025371 , 0.00264195, 0.00274679,
       0.00285163, 0.00295647, 0.00306132]), 1290: array([0.00025733, 0.00039312, 0.00052892, 0.00066471, 0.0008005 ,
       0.0009363 , 0.00107209, 0.00120789, 0.00134368, 0.00147947,
       0.00161527, 0.00175106, 0.00188685, 0.00202265, 0.00215844,
       0.00229424, 0.00243003, 0.00256582, 0.00270162, 0.00283741,
       0.0029732 , 0.003109  , 0.00324479, 0.00338059, 0.00351638,
       0.00365217, 0.00378797, 0.00392376]), 1295: array([0.0001713 , 0.00031822, 0.00046514, 0.00061206, 0.00075899,
       0.00090591, 0.00105283, 0.00119975, 0.00134668, 0.0014936 ,
       0.00164052, 0.00178744, 0.00193437, 0.00208129, 0.00222821,
       0.00237513, 0.00252206, 0.00266898, 0.0028159 , 0.00296282,
       0.00310975, 0.00325667, 0.00340359, 0.00355051, 0.00369744,
       0.00384436, 0.00399128, 0.0041382 ]), 1300: array([0.00094318, 0.00072379, 0.00060753, 0.00054593, 0.00051329,
       0.00049599, 0.00048683, 0.00048197, 0.0004794 , 0.00047803,
       0.00047731, 0.00047693, 0.00047673, 0.00047662, 0.00047656,
       0.00047653, 0.00047652, 0.00047651, 0.0004765 , 0.0004765 ,
       0.0004765 , 0.0004765 , 0.0004765 , 0.0004765 , 0.0004765 ,
       0.0004765 , 0.0004765 , 0.0004765 ]), 1305: array([0.00178605, 0.00177467, 0.00176463, 0.00175576, 0.00174794,
       0.00174103, 0.00173494, 0.00172956, 0.00172482, 0.00172063,
       0.00171694, 0.00171368, 0.0017108 , 0.00170826, 0.00170602,
       0.00170404, 0.00170229, 0.00170075, 0.00169939, 0.00169819,
       0.00169713, 0.0016962 , 0.00169538, 0.00169465, 0.00169401,
       0.00169344, 0.00169294, 0.0016925 ]), 1310: array([0.03034369, 0.03061841, 0.03089312, 0.03116784, 0.03144256,
       0.03171727, 0.03199199, 0.0322667 , 0.03254142, 0.03281613,
       0.03309085, 0.03336556, 0.03364028, 0.03391499, 0.03418971,
       0.03446443, 0.03473914, 0.03501386, 0.03528857, 0.03556329,
       0.035838  , 0.03611272, 0.03638743, 0.03666215, 0.03693687,
       0.03721158, 0.0374863 , 0.03776101]), 1315: array([0.0519238 , 0.05215661, 0.05238943, 0.05262224, 0.05285506,
       0.05308787, 0.05332069, 0.0535535 , 0.05378632, 0.05401914,
       0.05425195, 0.05448477, 0.05471758, 0.0549504 , 0.05518321,
       0.05541603, 0.05564884, 0.05588165, 0.05611447, 0.05634728,
       0.0565801 , 0.05681291, 0.05704573, 0.05727854, 0.05751136,
       0.05774417, 0.05797698, 0.0582098 ]), 1320: array([0.04836023, 0.04871431, 0.04906839, 0.04942247, 0.04977655,
       0.05013063, 0.05048471, 0.05083879, 0.05119287, 0.05154695,
       0.05190103, 0.05225511, 0.05260919, 0.05296327, 0.05331734,
       0.05367142, 0.0540255 , 0.05437958, 0.05473366, 0.05508774,
       0.05544182, 0.0557959 , 0.05614998, 0.05650406, 0.05685814,
       0.05721222, 0.0575663 , 0.05792038]), 1325: array([0.00010097, 0.00017727, 0.00025357, 0.00032987, 0.00040616,
       0.00048246, 0.00055875, 0.00063505, 0.00071134, 0.00078763,
       0.00086393, 0.00094022, 0.00101651, 0.00109281, 0.0011691 ,
       0.00124539, 0.00132168, 0.00139797, 0.00147426, 0.00155055,
       0.00162684, 0.00170313, 0.00177941, 0.0018557 , 0.00193199,
       0.00200827, 0.00208456, 0.00216085]), 1330: array([0.00067962, 0.00083071, 0.00094545, 0.00103259, 0.00109877,
       0.00114903, 0.00118719, 0.00121617, 0.00123819, 0.0012549 ,
       0.0012676 , 0.00127724, 0.00128456, 0.00129012, 0.00129434,
       0.00129755, 0.00129998, 0.00130183, 0.00130323, 0.0013043 ,
       0.00130511, 0.00130573, 0.00130619, 0.00130655, 0.00130682,
       0.00130702, 0.00130718, 0.00130729]), 1335: array([0.0005712 , 0.00065016, 0.00072122, 0.00078517, 0.00084273,
       0.00089453, 0.00094114, 0.0009831 , 0.00102086, 0.00105484,
       0.00108542, 0.00111295, 0.00113772, 0.00116001, 0.00118007,
       0.00119813, 0.00121438, 0.001229  , 0.00124217, 0.00125401,
       0.00126467, 0.00127427, 0.0012829 , 0.00129067, 0.00129767,
       0.00130396, 0.00130963, 0.00131472]), 1340: array([0.00013296, 0.00013326, 0.00013346, 0.00013361, 0.00013371,
       0.00013378, 0.00013383, 0.00013387, 0.00013389, 0.00013391,
       0.00013392, 0.00013393, 0.00013394, 0.00013394, 0.00013394,
       0.00013395, 0.00013395, 0.00013395, 0.00013395, 0.00013395,
       0.00013395, 0.00013395, 0.00013395, 0.00013395, 0.00013395,
       0.00013395, 0.00013395, 0.00013395]), 1345: array([0.00029734, 0.00029027, 0.00028695, 0.00028539, 0.00028466,
       0.00028432, 0.00028416, 0.00028408, 0.00028405, 0.00028403,
       0.00028402, 0.00028402, 0.00028402, 0.00028402, 0.00028402,
       0.00028402, 0.00028402, 0.00028402, 0.00028402, 0.00028402,
       0.00028402, 0.00028402, 0.00028402, 0.00028402, 0.00028402,
       0.00028402, 0.00028402, 0.00028402]), 1350: array([0.00032731, 0.00032353, 0.00032237, 0.000322  , 0.00032189,
       0.00032186, 0.00032185, 0.00032184, 0.00032184, 0.00032184,
       0.00032184, 0.00032184, 0.00032184, 0.00032184, 0.00032184,
       0.00032184, 0.00032184, 0.00032184, 0.00032184, 0.00032184,
       0.00032184, 0.00032184, 0.00032184, 0.00032184, 0.00032184,
       0.00032184, 0.00032184, 0.00032184]), 1355: array([0.00060627, 0.0006129 , 0.00061952, 0.00062615, 0.00063278,
       0.0006394 , 0.00064603, 0.00065265, 0.00065928, 0.0006659 ,
       0.00067253, 0.00067915, 0.00068578, 0.00069241, 0.00069903,
       0.00070566, 0.00071228, 0.00071891, 0.00072553, 0.00073216,
       0.00073878, 0.00074541, 0.00075204, 0.00075866, 0.00076529,
       0.00077191, 0.00077854, 0.00078516]), 1360: array([0.00061132, 0.0006978 , 0.00078428, 0.00087077, 0.00095725,
       0.00104373, 0.00113021, 0.0012167 , 0.00130318, 0.00138966,
       0.00147614, 0.00156263, 0.00164911, 0.00173559, 0.00182208,
       0.00190856, 0.00199504, 0.00208152, 0.00216801, 0.00225449,
       0.00234097, 0.00242746, 0.00251394, 0.00260042, 0.0026869 ,
       0.00277339, 0.00285987, 0.00294635]), 1365: array([0.00062549, 0.00062548, 0.00062547, 0.00062546, 0.00062545,
       0.00062545, 0.00062544, 0.00062544, 0.00062544, 0.00062544,
       0.00062544, 0.00062544, 0.00062544, 0.00062544, 0.00062544,
       0.00062544, 0.00062544, 0.00062543, 0.00062543, 0.00062543,
       0.00062543, 0.00062543, 0.00062543, 0.00062543, 0.00062543,
       0.00062543, 0.00062543, 0.00062543]), 1370: array([0.00097592, 0.00099152, 0.00100711, 0.0010227 , 0.00103829,
       0.00105388, 0.00106948, 0.00108507, 0.00110066, 0.00111625,
       0.00113185, 0.00114744, 0.00116303, 0.00117862, 0.00119422,
       0.00120981, 0.0012254 , 0.00124099, 0.00125658, 0.00127218,
       0.00128777, 0.00130336, 0.00131895, 0.00133455, 0.00135014,
       0.00136573, 0.00138132, 0.00139692]), 1375: array([0.00156296, 0.00159128, 0.0016196 , 0.00164793, 0.00167625,
       0.00170458, 0.0017329 , 0.00176122, 0.00178955, 0.00181787,
       0.00184619, 0.00187452, 0.00190284, 0.00193116, 0.00195949,
       0.00198781, 0.00201613, 0.00204446, 0.00207278, 0.0021011 ,
       0.00212943, 0.00215775, 0.00218607, 0.0022144 , 0.00224272,
       0.00227105, 0.00229937, 0.00232769]), 1380: array([0.00074511, 0.00097264, 0.00116831, 0.0013366 , 0.00148133,
       0.0016058 , 0.00171285, 0.00180492, 0.0018841 , 0.00195219,
       0.00201075, 0.00206112, 0.00210444, 0.00214169, 0.00217373,
       0.00220128, 0.00222498, 0.00224536, 0.00226288, 0.00227796,
       0.00229092, 0.00230207, 0.00231166, 0.00231991, 0.002327  ,
       0.0023331 , 0.00233834, 0.00234286]), 1385: array([0.00188976, 0.0019111 , 0.00193244, 0.00195379, 0.00197513,
       0.00199647, 0.00201782, 0.00203916, 0.0020605 , 0.00208184,
       0.00210319, 0.00212453, 0.00214587, 0.00216721, 0.00218856,
       0.0022099 , 0.00223124, 0.00225258, 0.00227393, 0.00229527,
       0.00231661, 0.00233796, 0.0023593 , 0.00238064, 0.00240198,
       0.00242333, 0.00244467, 0.00246601]), 1390: array([0.00186842, 0.00186527, 0.00186369, 0.0018629 , 0.0018625 ,
       0.00186231, 0.00186221, 0.00186216, 0.00186213, 0.00186212,
       0.00186211, 0.00186211, 0.00186211, 0.00186211, 0.00186211,
       0.00186211, 0.00186211, 0.00186211, 0.00186211, 0.00186211,
       0.00186211, 0.00186211, 0.00186211, 0.00186211, 0.00186211,
       0.00186211, 0.00186211, 0.00186211]), 1395: array([0.00106772, 0.00147569, 0.00176713, 0.00197533, 0.00212407,
       0.00223033, 0.00230624, 0.00236046, 0.0023992 , 0.00242688,
       0.00244665, 0.00246077, 0.00247086, 0.00247807, 0.00248322,
       0.0024869 , 0.00248952, 0.0024914 , 0.00249274, 0.0024937 ,
       0.00249438, 0.00249487, 0.00249522, 0.00249547, 0.00249565,
       0.00249578, 0.00249587, 0.00249593]), 1400: array([0.02758758, 0.02875218, 0.02991677, 0.03108136, 0.03224595,
       0.03341055, 0.03457514, 0.03573973, 0.03690433, 0.03806892,
       0.03923351, 0.0403981 , 0.0415627 , 0.04272729, 0.04389188,
       0.04505647, 0.04622107, 0.04738566, 0.04855025, 0.04971485,
       0.05087944, 0.05204403, 0.05320862, 0.05437322, 0.05553781,
       0.0567024 , 0.057867  , 0.05903159]), 1405: array([0.06444336, 0.06015935, 0.05628086, 0.05276949, 0.0495905 ,
       0.04671242, 0.04410678, 0.04174777, 0.03961207, 0.03767852,
       0.035928  , 0.03434318, 0.03290837, 0.03160938, 0.03043335,
       0.02936863, 0.0284047 , 0.02753201, 0.02674193, 0.02602664,
       0.02537905, 0.02479276, 0.02426197, 0.02378142, 0.02334636,
       0.02295248, 0.02259589, 0.02227304]), 1410: array([0.03401572, 0.0304325 , 0.02745772, 0.02498807, 0.02293777,
       0.02123563, 0.01982251, 0.01864935, 0.01767539, 0.01686682,
       0.01619554, 0.01563825, 0.01517559, 0.01479149, 0.01447261,
       0.01420788, 0.0139881 , 0.01380565, 0.01365417, 0.01352841,
       0.01342401, 0.01333734, 0.01326538, 0.01320564, 0.01315605,
       0.01311488, 0.01308069, 0.01305232]), 1415: array([4.05494466e-05, 6.11768713e-05, 8.18042960e-05, 1.02431721e-04,
       1.23059145e-04, 1.43686570e-04, 1.64313995e-04, 1.84941419e-04,
       2.05568844e-04, 2.26196269e-04, 2.46823693e-04, 2.67451118e-04,
       2.88078543e-04, 3.08705968e-04, 3.29333392e-04, 3.49960817e-04,
       3.70588242e-04, 3.91215666e-04, 4.11843091e-04, 4.32470516e-04,
       4.53097940e-04, 4.73725365e-04, 4.94352790e-04, 5.14980214e-04,
       5.35607639e-04, 5.56235064e-04, 5.76862488e-04, 5.97489913e-04]), 1420: array([0.00191352, 0.00210153, 0.00224475, 0.00235385, 0.00243695,
       0.00250026, 0.00254848, 0.00258521, 0.00261319, 0.00263451,
       0.00265075, 0.00266311, 0.00267254, 0.00267971, 0.00268518,
       0.00268934, 0.00269251, 0.00269493, 0.00269677, 0.00269817,
       0.00269924, 0.00270006, 0.00270068, 0.00270115, 0.00270151,
       0.00270178, 0.00270199, 0.00270215]), 1425: array([0.00174039, 0.00190034, 0.00202472, 0.00212144, 0.00219666,
       0.00225515, 0.00230064, 0.00233601, 0.00236352, 0.00238491,
       0.00240154, 0.00241447, 0.00242453, 0.00243236, 0.00243844,
       0.00244317, 0.00244685, 0.00244971, 0.00245193, 0.00245366,
       0.00245501, 0.00245605, 0.00245687, 0.0024575 , 0.00245799,
       0.00245837, 0.00245867, 0.0024589 ]), 1430: array([0.00542934, 0.00593786, 0.00644637, 0.00695488, 0.0074634 ,
       0.00797191, 0.00848042, 0.00898893, 0.00949744, 0.01000595,
       0.01051446, 0.01102297, 0.01153147, 0.01203998, 0.01254849,
       0.01305699, 0.0135655 , 0.014074  , 0.01458251, 0.01509101,
       0.01559951, 0.01610801, 0.01661651, 0.01712502, 0.01763352,
       0.01814201, 0.01865051, 0.01915901]), 1435: array([0.02201577, 0.02274456, 0.02347334, 0.02420213, 0.02493092,
       0.02565971, 0.0263885 , 0.02711729, 0.02784607, 0.02857486,
       0.02930365, 0.03003244, 0.03076123, 0.03149002, 0.0322188 ,
       0.03294759, 0.03367638, 0.03440517, 0.03513396, 0.03586275,
       0.03659154, 0.03732032, 0.03804911, 0.0387779 , 0.03950669,
       0.04023548, 0.04096427, 0.04169305]), 1440: array([0.05503656, 0.0560108 , 0.05698503, 0.05795927, 0.05893351,
       0.05990774, 0.06088198, 0.06185622, 0.06283045, 0.06380469,
       0.06477892, 0.06575316, 0.0667274 , 0.06770163, 0.06867587,
       0.06965011, 0.07062434, 0.07159858, 0.07257281, 0.07354705,
       0.07452129, 0.07549552, 0.07646976, 0.077444  , 0.07841823,
       0.07939247, 0.0803667 , 0.08134094]), 1445: array([0.0384256 , 0.03474253, 0.03159986, 0.02891829, 0.02663017,
       0.02467776, 0.02301182, 0.02159031, 0.02037737, 0.01934239,
       0.01845927, 0.01770572, 0.01706274, 0.01651409, 0.01604595,
       0.01564649, 0.01530564, 0.0150148 , 0.01476664, 0.01455488,
       0.0143742 , 0.01422002, 0.01408847, 0.01397622, 0.01388043,
       0.01379871, 0.01372897, 0.01366946]), 1450: array([0.27791607, 0.28105563, 0.28419518, 0.28733473, 0.29047429,
       0.29361384, 0.29675339, 0.29989295, 0.3030325 , 0.30617205,
       0.30931161, 0.31245116, 0.31559071, 0.31873027, 0.32186982,
       0.32500937, 0.32814893, 0.33128848, 0.33442804, 0.33756759,
       0.34070714, 0.3438467 , 0.34698625, 0.3501258 , 0.35326536,
       0.35640491, 0.35954446, 0.36268402]), 1455: array([0.29530865, 0.29944116, 0.30357368, 0.3077062 , 0.31183872,
       0.31597124, 0.32010376, 0.32423627, 0.32836879, 0.33250131,
       0.33663383, 0.34076635, 0.34489886, 0.34903138, 0.3531639 ,
       0.35729642, 0.36142894, 0.36556146, 0.36969397, 0.37382649,
       0.37795901, 0.38209153, 0.38622405, 0.39035657, 0.39448908,
       0.3986216 , 0.40275412, 0.40688664]), 1460: array([9.67342567e-05, 1.71658376e-04, 2.42680981e-04, 3.10005234e-04,
       3.73823721e-04, 4.34318994e-04, 4.91664106e-04, 5.46023092e-04,
       5.97551449e-04, 6.46396577e-04, 6.92698198e-04, 7.36588761e-04,
       7.78193816e-04, 8.17632376e-04, 8.55017257e-04, 8.90455400e-04,
       9.24048176e-04, 9.55891680e-04, 9.86077002e-04, 1.01469049e-03,
       1.04181398e-03, 1.06752508e-03, 1.09189733e-03, 1.11500045e-03,
       1.13690052e-03, 1.15766019e-03, 1.17733884e-03, 1.19599277e-03]), 1465: array([0.00921289, 0.00942197, 0.00962081, 0.00980992, 0.00998978,
       0.01016083, 0.01032351, 0.01047823, 0.01062538, 0.01076532,
       0.01089842, 0.011025  , 0.01114538, 0.01125988, 0.01136877,
       0.01147233, 0.01157082, 0.0116645 , 0.01175358, 0.01183831,
       0.01191889, 0.01199553, 0.01206841, 0.01213773, 0.01220366,
       0.01226636, 0.01232599, 0.0123827 ]), 1470: array([0.01479112, 0.01544523, 0.01609933, 0.01675344, 0.01740755,
       0.01806165, 0.01871576, 0.01936987, 0.02002397, 0.02067808,
       0.02133219, 0.02198629, 0.0226404 , 0.02329451, 0.02394861,
       0.02460272, 0.02525683, 0.02591093, 0.02656504, 0.02721915,
       0.02787325, 0.02852736, 0.02918147, 0.02983557, 0.03048968,
       0.03114379, 0.03179789, 0.032452  ]), 1475: array([0.00313227, 0.00362266, 0.00411304, 0.00460342, 0.00509379,
       0.00558417, 0.00607454, 0.00656491, 0.00705528, 0.00754564,
       0.008036  , 0.00852636, 0.00901672, 0.00950707, 0.00999743,
       0.01048778, 0.01097812, 0.01146847, 0.01195881, 0.01244915,
       0.01293949, 0.01342982, 0.01392016, 0.01441049, 0.01490081,
       0.01539114, 0.01588146, 0.01637178]), 1480: array([0.00048395, 0.00081763, 0.00106819, 0.00125633, 0.0013976 ,
       0.00150368, 0.00158334, 0.00164315, 0.00168807, 0.00172179,
       0.00174711, 0.00176613, 0.00178041, 0.00179113, 0.00179918,
       0.00180523, 0.00180977, 0.00181318, 0.00181573, 0.00181766,
       0.0018191 , 0.00182018, 0.001821  , 0.00182161, 0.00182207,
       0.00182241, 0.00182267, 0.00182286]), 1485: array([0.00171394, 0.00188981, 0.00201883, 0.00211346, 0.00218288,
       0.0022338 , 0.00227116, 0.00229856, 0.00231866, 0.0023334 ,
       0.00234422, 0.00235215, 0.00235797, 0.00236224, 0.00236537,
       0.00236767, 0.00236935, 0.00237059, 0.0023715 , 0.00237216,
       0.00237265, 0.00237301, 0.00237327, 0.00237346, 0.0023736 ,
       0.00237371, 0.00237378, 0.00237384]), 1490: array([0.00383793, 0.00291604, 0.00237523, 0.00205798, 0.00187187,
       0.0017627 , 0.00169865, 0.00166108, 0.00163904, 0.00162611,
       0.00161853, 0.00161408, 0.00161147, 0.00160994, 0.00160904,
       0.00160851, 0.00160821, 0.00160802, 0.00160792, 0.00160786,
       0.00160782, 0.0016078 , 0.00160778, 0.00160778, 0.00160777,
       0.00160777, 0.00160777, 0.00160777]), 1495: array([0.00655275, 0.00668935, 0.00681982, 0.00694444, 0.00706346,
       0.00717713, 0.00728571, 0.0073894 , 0.00748845, 0.00758305,
       0.0076734 , 0.00775969, 0.00784211, 0.00792083, 0.00799602,
       0.00806783, 0.00813642, 0.00820193, 0.0082645 , 0.00832426,
       0.00838133, 0.00843585, 0.00848791, 0.00853764, 0.00858514,
       0.00863051, 0.00867383, 0.00871522]), 1500: array([0.00159575, 0.00182486, 0.00204888, 0.00226794, 0.00248214,
       0.00269158, 0.00289638, 0.00309663, 0.00329244, 0.00348391,
       0.00367113, 0.0038542 , 0.0040332 , 0.00420824, 0.00437939,
       0.00454674, 0.00471038, 0.00487039, 0.00502685, 0.00517984,
       0.00532943, 0.00547571, 0.00561874, 0.00575859, 0.00589535,
       0.00602907, 0.00615982, 0.00628767]), 1505: array([0.00380104, 0.00417112, 0.00452448, 0.00486185, 0.00518396,
       0.00549151, 0.00578515, 0.00606551, 0.00633319, 0.00658876,
       0.00683278, 0.00706576, 0.0072882 , 0.00750058, 0.00770336,
       0.00789697, 0.00808183, 0.00825832, 0.00842683, 0.00858772,
       0.00874134, 0.008888  , 0.00902804, 0.00916174, 0.00928939,
       0.00941128, 0.00952765, 0.00963875]), 1510: array([0.00321405, 0.0032913 , 0.00336316, 0.00343   , 0.00349218,
       0.00355001, 0.0036038 , 0.00365384, 0.00370038, 0.00374367,
       0.00378394, 0.0038214 , 0.00385624, 0.00388865, 0.0039188 ,
       0.00394684, 0.00397292, 0.00399718, 0.00401975, 0.00404074,
       0.00406027, 0.00407843, 0.00409533, 0.00411104, 0.00412566,
       0.00413925, 0.0041519 , 0.00416366]), 1515: array([0.03717656, 0.03744418, 0.0377118 , 0.03797942, 0.03824704,
       0.03851465, 0.03878227, 0.03904989, 0.03931751, 0.03958513,
       0.03985275, 0.04012037, 0.04038799, 0.04065561, 0.04092323,
       0.04119085, 0.04145847, 0.04172608, 0.0419937 , 0.04226132,
       0.04252894, 0.04279656, 0.04306418, 0.0433318 , 0.04359942,
       0.04386704, 0.04413466, 0.04440228]), 1520: array([0.00879984, 0.00917674, 0.00955364, 0.00993054, 0.01030744,
       0.01068434, 0.01106124, 0.01143814, 0.01181504, 0.01219194,
       0.01256885, 0.01294575, 0.01332265, 0.01369955, 0.01407645,
       0.01445335, 0.01483025, 0.01520715, 0.01558405, 0.01596095,
       0.01633785, 0.01671475, 0.01709166, 0.01746856, 0.01784546,
       0.01822236, 0.01859926, 0.01897616]), 1525: array([0.00024507, 0.00036664, 0.00048822, 0.0006098 , 0.00073137,
       0.00085295, 0.00097453, 0.00109611, 0.00121768, 0.00133926,
       0.00146084, 0.00158242, 0.00170399, 0.00182557, 0.00194715,
       0.00206873, 0.0021903 , 0.00231188, 0.00243346, 0.00255504,
       0.00267661, 0.00279819, 0.00291977, 0.00304134, 0.00316292,
       0.0032845 , 0.00340608, 0.00352765]), 1530: array([0.00017062, 0.00027211, 0.0003736 , 0.0004751 , 0.00057659,
       0.00067809, 0.00077958, 0.00088107, 0.00098257, 0.00108406,
       0.00118556, 0.00128705, 0.00138855, 0.00149004, 0.00159153,
       0.00169303, 0.00179452, 0.00189602, 0.00199751, 0.002099  ,
       0.0022005 , 0.00230199, 0.00240349, 0.00250498, 0.00260648,
       0.00270797, 0.00280946, 0.00291096]), 1535: array([0.00060481, 0.00090028, 0.00119574, 0.00149121, 0.00178668,
       0.00208214, 0.00237761, 0.00267307, 0.00296854, 0.003264  ,
       0.00355947, 0.00385493, 0.0041504 , 0.00444587, 0.00474133,
       0.0050368 , 0.00533226, 0.00562773, 0.00592319, 0.00621866,
       0.00651412, 0.00680959, 0.00710506, 0.00740052, 0.00769599,
       0.00799145, 0.00828692, 0.00858238]), 1540: array([0.00068711, 0.00058807, 0.00058159, 0.00058117, 0.00058114,
       0.00058114, 0.00058114, 0.00058114, 0.00058114, 0.00058114,
       0.00058114, 0.00058114, 0.00058114, 0.00058114, 0.00058114,
       0.00058114, 0.00058114, 0.00058114, 0.00058114, 0.00058114,
       0.00058114, 0.00058114, 0.00058114, 0.00058114, 0.00058114,
       0.00058114, 0.00058114, 0.00058114]), 1545: array([0.00059205, 0.00065359, 0.0006616 , 0.00066264, 0.00066278,
       0.0006628 , 0.0006628 , 0.0006628 , 0.0006628 , 0.0006628 ,
       0.0006628 , 0.0006628 , 0.0006628 , 0.0006628 , 0.0006628 ,
       0.0006628 , 0.0006628 , 0.0006628 , 0.0006628 , 0.0006628 ,
       0.0006628 , 0.0006628 , 0.0006628 , 0.0006628 , 0.0006628 ,
       0.0006628 , 0.0006628 , 0.0006628 ]), 1550: array([0.00088075, 0.00091705, 0.00092168, 0.00092227, 0.00092234,
       0.00092235, 0.00092235, 0.00092235, 0.00092235, 0.00092235,
       0.00092235, 0.00092235, 0.00092235, 0.00092235, 0.00092235,
       0.00092235, 0.00092235, 0.00092235, 0.00092235, 0.00092235,
       0.00092235, 0.00092235, 0.00092235, 0.00092235, 0.00092235,
       0.00092235, 0.00092235, 0.00092235]), 1555: array([0.00094731, 0.00094795, 0.00094843, 0.00094878, 0.00094904,
       0.00094924, 0.00094938, 0.00094949, 0.00094956, 0.00094962,
       0.00094967, 0.0009497 , 0.00094972, 0.00094974, 0.00094975,
       0.00094976, 0.00094977, 0.00094978, 0.00094978, 0.00094978,
       0.00094978, 0.00094979, 0.00094979, 0.00094979, 0.00094979,
       0.00094979, 0.00094979, 0.00094979]), 1560: array([0.01417697, 0.01456369, 0.01495041, 0.01533713, 0.01572384,
       0.01611056, 0.01649728, 0.01688399, 0.01727071, 0.01765743,
       0.01804415, 0.01843086, 0.01881758, 0.0192043 , 0.01959101,
       0.01997773, 0.02036445, 0.02075117, 0.02113788, 0.0215246 ,
       0.02191132, 0.02229803, 0.02268475, 0.02307147, 0.02345819,
       0.0238449 , 0.02423162, 0.02461834]), 1565: array([0.03252243, 0.03289006, 0.03325769, 0.03362533, 0.03399296,
       0.03436059, 0.03472823, 0.03509586, 0.03546349, 0.03583113,
       0.03619876, 0.03656639, 0.03693403, 0.03730166, 0.03766929,
       0.03803693, 0.03840456, 0.0387722 , 0.03913983, 0.03950746,
       0.0398751 , 0.04024273, 0.04061037, 0.040978  , 0.04134563,
       0.04171327, 0.0420809 , 0.04244854]), 1570: array([0.03363034, 0.0341458 , 0.03466127, 0.03517673, 0.03569219,
       0.03620766, 0.03672312, 0.03723859, 0.03775405, 0.03826951,
       0.03878498, 0.03930044, 0.0398159 , 0.04033137, 0.04084683,
       0.04136229, 0.04187776, 0.04239322, 0.04290868, 0.04342415,
       0.04393961, 0.04445508, 0.04497054, 0.045486  , 0.04600147,
       0.04651693, 0.04703239, 0.04754786]), 1575: array([0.00207329, 0.00228568, 0.0024786 , 0.00265384, 0.00281302,
       0.00295762, 0.00308897, 0.00320828, 0.00331666, 0.00341511,
       0.00350454, 0.00358577, 0.00365956, 0.00372659, 0.00378748,
       0.00384279, 0.00389303, 0.00393866, 0.00398012, 0.00401777,
       0.00405198, 0.00408305, 0.00411127, 0.00413691, 0.0041602 ,
       0.00418136, 0.00420057, 0.00421803]), 1580: array([0.00034834, 0.00041025, 0.00047215, 0.00053406, 0.00059597,
       0.00065788, 0.00071978, 0.00078169, 0.0008436 , 0.0009055 ,
       0.00096741, 0.00102931, 0.00109122, 0.00115312, 0.00121503,
       0.00127693, 0.00133883, 0.00140074, 0.00146264, 0.00152454,
       0.00158644, 0.00164835, 0.00171025, 0.00177215, 0.00183405,
       0.00189595, 0.00195785, 0.00201975]), 1585: array([0.01244369, 0.01276461, 0.01308553, 0.01340645, 0.01372737,
       0.01404829, 0.01436921, 0.01469013, 0.01501105, 0.01533197,
       0.01565289, 0.01597381, 0.01629473, 0.01661565, 0.01693657,
       0.01725749, 0.0175784 , 0.01789932, 0.01822024, 0.01854116,
       0.01886208, 0.019183  , 0.01950392, 0.01982484, 0.02014576,
       0.02046668, 0.0207876 , 0.02110852]), 1590: array([0.00836069, 0.00864309, 0.00892548, 0.00920788, 0.00949028,
       0.00977267, 0.01005507, 0.01033747, 0.01061987, 0.01090226,
       0.01118466, 0.01146706, 0.01174945, 0.01203185, 0.01231425,
       0.01259664, 0.01287904, 0.01316144, 0.01344384, 0.01372623,
       0.01400863, 0.01429103, 0.01457342, 0.01485582, 0.01513822,
       0.01542062, 0.01570301, 0.01598541]), 1595: array([0.00738524, 0.00785747, 0.0083297 , 0.00880192, 0.00927415,
       0.00974638, 0.01021861, 0.01069084, 0.01116307, 0.0116353 ,
       0.01210753, 0.01257976, 0.01305199, 0.01352422, 0.01399645,
       0.01446868, 0.01494091, 0.01541314, 0.01588536, 0.01635759,
       0.01682982, 0.01730205, 0.01777428, 0.01824651, 0.01871874,
       0.01919097, 0.0196632 , 0.02013543]), 1600: array([0.00103048, 0.00111909, 0.00120109, 0.00127699, 0.00134724,
       0.00141225, 0.00147241, 0.0015281 , 0.00157964, 0.00162734,
       0.00167148, 0.00171234, 0.00175015, 0.00178514, 0.00181753,
       0.00184751, 0.00187525, 0.00190093, 0.00192469, 0.00194668,
       0.00196704, 0.00198588, 0.00200331, 0.00201945, 0.00203438,
       0.0020482 , 0.00206099, 0.00207283]), 1605: array([0.00030349, 0.00054682, 0.00078931, 0.00103095, 0.00127175,
       0.00151171, 0.00175083, 0.00198912, 0.00222658, 0.00246322,
       0.00269903, 0.00293401, 0.00316818, 0.00340153, 0.00363407,
       0.0038658 , 0.00409673, 0.00432684, 0.00455616, 0.00478468,
       0.0050124 , 0.00523932, 0.00546546, 0.00569081, 0.00591537,
       0.00613915, 0.00636215, 0.00658438]), 1610: array([0.00042367, 0.00047447, 0.00051291, 0.000542  , 0.00056401,
       0.00058067, 0.00059328, 0.00060282, 0.00061004, 0.0006155 ,
       0.00061964, 0.00062277, 0.00062514, 0.00062693, 0.00062828,
       0.00062931, 0.00063009, 0.00063067, 0.00063112, 0.00063145,
       0.00063171, 0.0006319 , 0.00063205, 0.00063216, 0.00063224,
       0.0006323 , 0.00063235, 0.00063239]), 1615: array([0.00051499, 0.00048631, 0.00047196, 0.00046479, 0.00046121,
       0.00045941, 0.00045852, 0.00045807, 0.00045785, 0.00045773,
       0.00045768, 0.00045765, 0.00045764, 0.00045763, 0.00045762,
       0.00045762, 0.00045762, 0.00045762, 0.00045762, 0.00045762,
       0.00045762, 0.00045762, 0.00045762, 0.00045762, 0.00045762,
       0.00045762, 0.00045762, 0.00045762]), 1620: array([0.05617011, 0.05656504, 0.05695996, 0.05735489, 0.05774981,
       0.05814474, 0.05853966, 0.05893459, 0.05932952, 0.05972444,
       0.06011937, 0.06051429, 0.06090922, 0.06130414, 0.06169907,
       0.06209399, 0.06248892, 0.06288385, 0.06327877, 0.0636737 ,
       0.06406862, 0.06446355, 0.06485847, 0.0652534 , 0.06564832,
       0.06604325, 0.06643818, 0.0668331 ]), 1625: array([0.06122609, 0.06161544, 0.06200478, 0.06239412, 0.06278346,
       0.0631728 , 0.06356215, 0.06395149, 0.06434083, 0.06473017,
       0.06511951, 0.06550886, 0.0658982 , 0.06628754, 0.06667688,
       0.06706622, 0.06745556, 0.06784491, 0.06823425, 0.06862359,
       0.06901293, 0.06940227, 0.06979161, 0.07018096, 0.0705703 ,
       0.07095964, 0.07134898, 0.07173832]), 1630: array([0.00011966, 0.00014414, 0.00016863, 0.00019311, 0.00021759,
       0.00024208, 0.00026656, 0.00029104, 0.00031553, 0.00034001,
       0.00036449, 0.00038898, 0.00041346, 0.00043794, 0.00046243,
       0.00048691, 0.00051139, 0.00053588, 0.00056036, 0.00058484,
       0.00060933, 0.00063381, 0.00065829, 0.00068278, 0.00070726,
       0.00073174, 0.00075623, 0.00078071]), 1635: array([0.00075379, 0.00073091, 0.00071194, 0.00069621, 0.00068317,
       0.00067236, 0.00066339, 0.00065596, 0.00064979, 0.00064468,
       0.00064044, 0.00063693, 0.00063401, 0.00063159, 0.00062959,
       0.00062793, 0.00062655, 0.00062541, 0.00062446, 0.00062368,
       0.00062303, 0.00062249, 0.00062204, 0.00062167, 0.00062136,
       0.0006211 , 0.00062089, 0.00062072]), 1640: array([0.00354812, 0.00359392, 0.00363972, 0.00368552, 0.00373132,
       0.00377712, 0.00382292, 0.00386872, 0.00391452, 0.00396032,
       0.00400612, 0.00405192, 0.00409772, 0.00414352, 0.00418932,
       0.00423512, 0.00428092, 0.00432673, 0.00437253, 0.00441833,
       0.00446413, 0.00450993, 0.00455573, 0.00460153, 0.00464733,
       0.00469313, 0.00473893, 0.00478473]), 1645: array([0.00018705, 0.00022136, 0.00025567, 0.00028998, 0.00032429,
       0.00035859, 0.0003929 , 0.00042721, 0.00046152, 0.00049583,
       0.00053014, 0.00056444, 0.00059875, 0.00063306, 0.00066737,
       0.00070168, 0.00073599, 0.00077029, 0.0008046 , 0.00083891,
       0.00087322, 0.00090753, 0.00094184, 0.00097614, 0.00101045,
       0.00104476, 0.00107907, 0.00111338]), 1650: array([0.00172836, 0.00158273, 0.00147034, 0.00138362, 0.00131669,
       0.00126505, 0.00122519, 0.00119444, 0.0011707 , 0.00115239,
       0.00113825, 0.00112734, 0.00111893, 0.00111243, 0.00110742,
       0.00110355, 0.00110057, 0.00109826, 0.00109648, 0.00109511,
       0.00109405, 0.00109324, 0.00109261, 0.00109212, 0.00109174,
       0.00109145, 0.00109123, 0.00109106]), 1655: array([0.00045244, 0.00067465, 0.00079376, 0.00085759, 0.00089181,
       0.00091014, 0.00091997, 0.00092524, 0.00092806, 0.00092958,
       0.00093039, 0.00093082, 0.00093106, 0.00093118, 0.00093125,
       0.00093128, 0.0009313 , 0.00093131, 0.00093132, 0.00093132,
       0.00093132, 0.00093133, 0.00093133, 0.00093133, 0.00093133,
       0.00093133, 0.00093133, 0.00093133]), 1660: array([0.00895789, 0.00802368, 0.00725019, 0.00660978, 0.00607954,
       0.00564053, 0.00527704, 0.00497609, 0.00472692, 0.00452061,
       0.0043498 , 0.00420837, 0.00409127, 0.00399432, 0.00391405,
       0.00384759, 0.00379257, 0.00374701, 0.00370928, 0.00367805,
       0.00365219, 0.00363078, 0.00361306, 0.00359838, 0.00358623,
       0.00357617, 0.00356784, 0.00356094]), 1665: array([0.02221072, 0.02248203, 0.02275334, 0.02302465, 0.02329595,
       0.02356726, 0.02383857, 0.02410988, 0.02438119, 0.0246525 ,
       0.02492381, 0.02519512, 0.02546642, 0.02573773, 0.02600904,
       0.02628035, 0.02655166, 0.02682297, 0.02709428, 0.02736559,
       0.0276369 , 0.0279082 , 0.02817951, 0.02845082, 0.02872213,
       0.02899344, 0.02926475, 0.02953606]), 1670: array([0.00093674, 0.00149178, 0.00194274, 0.00230913, 0.00260683,
       0.0028487 , 0.00304521, 0.00320488, 0.0033346 , 0.00344001,
       0.00352564, 0.00359522, 0.00365175, 0.00369768, 0.003735  ,
       0.00376532, 0.00378995, 0.00380997, 0.00382623, 0.00383944,
       0.00385018, 0.0038589 , 0.00386599, 0.00387174, 0.00387642,
       0.00388022, 0.00388331, 0.00388582]), 1675: array([0.00214493, 0.00271709, 0.00326864, 0.00380034, 0.00431288,
       0.00480697, 0.00528327, 0.00574241, 0.00618502, 0.00661169,
       0.007023  , 0.0074195 , 0.00780171, 0.00817017, 0.00852535,
       0.00886775, 0.00919781, 0.00951599, 0.00982272, 0.01011839,
       0.01040342, 0.01067819, 0.01094306, 0.01119839, 0.01144453,
       0.0116818 , 0.01191053, 0.01213102]), 1680: array([0.00363236, 0.00407997, 0.00447663, 0.00482813, 0.00513962,
       0.00541566, 0.00566027, 0.00587704, 0.00606913, 0.00623936,
       0.00639021, 0.00652389, 0.00664235, 0.00674732, 0.00684035,
       0.00692279, 0.00699584, 0.00706058, 0.00711795, 0.00716878,
       0.00721384, 0.00725376, 0.00728914, 0.00732049, 0.00734827,
       0.00737289, 0.00739471, 0.00741404]), 1685: array([0.00876795, 0.00918764, 0.0095817 , 0.00995169, 0.01029908,
       0.01062525, 0.01093151, 0.01121905, 0.01148904, 0.01174254,
       0.01198055, 0.01220403, 0.01241385, 0.01261087, 0.01279585,
       0.01296953, 0.0131326 , 0.01328572, 0.01342948, 0.01356446,
       0.0136912 , 0.0138102 , 0.01392193, 0.01402683, 0.01412533,
       0.01421781, 0.01430465, 0.01438618]), 1690: array([0.00885311, 0.00797244, 0.00739725, 0.00702158, 0.00677622,
       0.00661597, 0.00651131, 0.00644295, 0.0063983 , 0.00636914,
       0.0063501 , 0.00633766, 0.00632953, 0.00632423, 0.00632076,
       0.0063185 , 0.00631702, 0.00631606, 0.00631543, 0.00631501,
       0.00631474, 0.00631457, 0.00631445, 0.00631438, 0.00631433,
       0.0063143 , 0.00631428, 0.00631426]), 1695: array([0.02681699, 0.02743673, 0.02805647, 0.02867621, 0.02929594,
       0.02991568, 0.03053542, 0.03115516, 0.03177489, 0.03239463,
       0.03301437, 0.03363411, 0.03425384, 0.03487358, 0.03549332,
       0.03611306, 0.0367328 , 0.03735253, 0.03797227, 0.03859201,
       0.03921175, 0.03983148, 0.04045122, 0.04107096, 0.0416907 ,
       0.04231043, 0.04293017, 0.04354991]), 1700: array([0.00289228, 0.00454734, 0.00583719, 0.00684241, 0.00762582,
       0.00823635, 0.00871216, 0.00908298, 0.00937196, 0.00959718,
       0.00977271, 0.0099095 , 0.0100161 , 0.01009918, 0.01016393,
       0.01021439, 0.01025371, 0.01028436, 0.01030825, 0.01032686,
       0.01034137, 0.01035267, 0.01036148, 0.01036835, 0.0103737 ,
       0.01037787, 0.01038112, 0.01038366]), 1705: array([0.02289193, 0.02255274, 0.02224627, 0.02196937, 0.02171917,
       0.02149311, 0.02128886, 0.02110431, 0.02093756, 0.0207869 ,
       0.02065077, 0.02052777, 0.02041664, 0.02031623, 0.0202255 ,
       0.02014353, 0.02006946, 0.02000254, 0.01994208, 0.01988744,
       0.01983808, 0.01979348, 0.01975318, 0.01971677, 0.01968387,
       0.01965414, 0.01962729, 0.01960302]), 1710: array([0.00568188, 0.00612842, 0.00643685, 0.00664988, 0.00679702,
       0.00689865, 0.00696885, 0.00701733, 0.00705082, 0.00707395,
       0.00708992, 0.00710096, 0.00710858, 0.00711384, 0.00711748,
       0.00711999, 0.00712172, 0.00712292, 0.00712375, 0.00712432,
       0.00712472, 0.00712499, 0.00712518, 0.00712531, 0.0071254 ,
       0.00712546, 0.0071255 , 0.00712553]), 1715: array([0.03694593, 0.03602969, 0.03517696, 0.03438335, 0.03364476,
       0.03295737, 0.03231764, 0.03172225, 0.03116814, 0.03065245,
       0.03017251, 0.02972584, 0.02931013, 0.02892325, 0.02856318,
       0.02822808, 0.02791621, 0.02762596, 0.02735583, 0.02710443,
       0.02687046, 0.0266527 , 0.02645005, 0.02626144, 0.02608591,
       0.02592255, 0.02577051, 0.02562901]), 1720: array([0.09382893, 0.09572744, 0.09762594, 0.09952444, 0.10142294,
       0.10332144, 0.10521994, 0.10711844, 0.10901694, 0.11091544,
       0.11281394, 0.11471244, 0.11661094, 0.11850944, 0.12040794,
       0.12230644, 0.12420495, 0.12610345, 0.12800195, 0.12990045,
       0.13179895, 0.13369745, 0.13559595, 0.13749445, 0.13939295,
       0.14129145, 0.14318995, 0.14508845]), 1725: array([0.02558207, 0.02592066, 0.02625926, 0.02659785, 0.02693645,
       0.02727505, 0.02761364, 0.02795224, 0.02829084, 0.02862943,
       0.02896803, 0.02930662, 0.02964522, 0.02998382, 0.03032241,
       0.03066101, 0.0309996 , 0.0313382 , 0.0316768 , 0.03201539,
       0.03235399, 0.03269259, 0.03303118, 0.03336978, 0.03370837,
       0.03404697, 0.03438557, 0.03472416]), 1730: array([0.00068256, 0.00121757, 0.00175257, 0.00228757, 0.00282258,
       0.00335758, 0.00389259, 0.00442759, 0.00496259, 0.0054976 ,
       0.0060326 , 0.00656761, 0.00710261, 0.00763761, 0.00817262,
       0.00870762, 0.00924263, 0.00977763, 0.01031263, 0.01084764,
       0.01138264, 0.01191765, 0.01245265, 0.01298765, 0.01352266,
       0.01405766, 0.01459267, 0.01512767]), 1735: array([0.00155942, 0.00198857, 0.00241772, 0.00284687, 0.00327602,
       0.00370517, 0.00413432, 0.00456347, 0.00499262, 0.00542177,
       0.00585092, 0.00628007, 0.00670922, 0.00713838, 0.00756753,
       0.00799668, 0.00842583, 0.00885498, 0.00928413, 0.00971328,
       0.01014243, 0.01057158, 0.01100073, 0.01142988, 0.01185903,
       0.01228818, 0.01271733, 0.01314648]), 1740: array([0.00911615, 0.00948951, 0.00986286, 0.01023622, 0.01060958,
       0.01098293, 0.01135629, 0.01172965, 0.01210301, 0.01247636,
       0.01284972, 0.01322308, 0.01359643, 0.01396979, 0.01434315,
       0.01471651, 0.01508986, 0.01546322, 0.01583658, 0.01620993,
       0.01658329, 0.01695665, 0.01733   , 0.01770336, 0.01807672,
       0.01845007, 0.01882343, 0.01919679]), 1745: array([0.0028981 , 0.00324323, 0.00358835, 0.00393348, 0.00427861,
       0.00462374, 0.00496887, 0.005314  , 0.00565913, 0.00600425,
       0.00634938, 0.00669451, 0.00703964, 0.00738477, 0.0077299 ,
       0.00807503, 0.00842016, 0.00876529, 0.00911042, 0.00945555,
       0.00980068, 0.01014581, 0.01049094, 0.01083608, 0.01118121,
       0.01152634, 0.01187147, 0.0122166 ]), 1750: array([0.00314374, 0.00314634, 0.0031487 , 0.00315082, 0.00315275,
       0.00315449, 0.00315606, 0.00315748, 0.00315877, 0.00315993,
       0.00316098, 0.00316193, 0.0031628 , 0.00316357, 0.00316428,
       0.00316491, 0.00316549, 0.00316601, 0.00316648, 0.0031669 ,
       0.00316729, 0.00316764, 0.00316795, 0.00316824, 0.00316849,
       0.00316873, 0.00316894, 0.00316913]), 1755: array([0.06882517, 0.06002961, 0.05263605, 0.04642102, 0.04119667,
       0.03680508, 0.0331135 , 0.03001036, 0.02740186, 0.02520916,
       0.02336597, 0.02181658, 0.02051416, 0.01941935, 0.01849906,
       0.01772545, 0.01707516, 0.01652853, 0.01606903, 0.01568277,
       0.01535808, 0.01508515, 0.01485572, 0.01466286, 0.01450075,
       0.01436447, 0.01424992, 0.01415363]), 1760: array([0.1028916 , 0.10422276, 0.10555393, 0.10688509, 0.10821625,
       0.10954741, 0.11087857, 0.11220973, 0.1135409 , 0.11487206,
       0.11620322, 0.11753438, 0.11886554, 0.12019671, 0.12152787,
       0.12285903, 0.12419019, 0.12552135, 0.12685251, 0.12818368,
       0.12951484, 0.130846  , 0.13217716, 0.13350832, 0.13483949,
       0.13617065, 0.13750181, 0.13883297]), 1765: array([0.12793633, 0.12974956, 0.13156279, 0.13337602, 0.13518925,
       0.13700248, 0.13881572, 0.14062895, 0.14244218, 0.14425541,
       0.14606864, 0.14788187, 0.1496951 , 0.15150833, 0.15332156,
       0.15513479, 0.15694802, 0.15876125, 0.16057448, 0.16238771,
       0.16420094, 0.16601418, 0.16782741, 0.16964064, 0.17145387,
       0.1732671 , 0.17508033, 0.17689356]), 1770: array([0.00433436, 0.00477798, 0.00522161, 0.00566523, 0.00610885,
       0.00655248, 0.0069961 , 0.00743973, 0.00788335, 0.00832697,
       0.0087706 , 0.00921422, 0.00965785, 0.01010147, 0.01054509,
       0.01098872, 0.01143234, 0.01187597, 0.01231959, 0.01276322,
       0.01320684, 0.01365046, 0.01409409, 0.01453771, 0.01498134,
       0.01542496, 0.01586859, 0.01631221]), 1775: array([0.00017721, 0.00023656, 0.0002959 , 0.00035525, 0.00041459,
       0.00047393, 0.00053328, 0.00059262, 0.00065196, 0.00071129,
       0.00077063, 0.00082997, 0.0008893 , 0.00094864, 0.00100797,
       0.0010673 , 0.00112664, 0.00118597, 0.0012453 , 0.00130462,
       0.00136395, 0.00142328, 0.0014826 , 0.00154193, 0.00160125,
       0.00166058, 0.0017199 , 0.00177922]), 1780: array([0.00167508, 0.00172147, 0.00176786, 0.00181425, 0.00186064,
       0.00190703, 0.00195341, 0.0019998 , 0.00204619, 0.00209258,
       0.00213896, 0.00218535, 0.00223174, 0.00227812, 0.00232451,
       0.00237089, 0.00241728, 0.00246366, 0.00251005, 0.00255643,
       0.00260282, 0.0026492 , 0.00269558, 0.00274197, 0.00278835,
       0.00283473, 0.00288112, 0.0029275 ]), 1785: array([0.00028006, 0.00036477, 0.00044948, 0.00053418, 0.00061889,
       0.0007036 , 0.0007883 , 0.00087301, 0.00095772, 0.00104242,
       0.00112713, 0.00121184, 0.00129655, 0.00138125, 0.00146596,
       0.00155067, 0.00163537, 0.00172008, 0.00180479, 0.00188949,
       0.0019742 , 0.00205891, 0.00214361, 0.00222832, 0.00231303,
       0.00239774, 0.00248244, 0.00256715]), 1790: array([0.00569988, 0.005817  , 0.00593412, 0.00605124, 0.00616836,
       0.00628548, 0.0064026 , 0.00651972, 0.00663685, 0.00675397,
       0.0068711 , 0.00698822, 0.00710535, 0.00722247, 0.0073396 ,
       0.00745672, 0.00757385, 0.00769098, 0.00780811, 0.00792523,
       0.00804236, 0.00815949, 0.00827662, 0.00839375, 0.00851088,
       0.00862801, 0.00874515, 0.00886228]), 1795: array([0.05811034, 0.05841351, 0.05871668, 0.05901985, 0.05932301,
       0.05962618, 0.05992935, 0.06023251, 0.06053568, 0.06083885,
       0.06114202, 0.06144518, 0.06174835, 0.06205152, 0.06235468,
       0.06265785, 0.06296102, 0.06326419, 0.06356735, 0.06387052,
       0.06417369, 0.06447685, 0.06478002, 0.06508319, 0.06538636,
       0.06568952, 0.06599269, 0.06629586]), 1800: array([0.05567846, 0.0559942 , 0.05630994, 0.05662568, 0.05694142,
       0.05725717, 0.05757291, 0.05788865, 0.05820439, 0.05852013,
       0.05883588, 0.05915162, 0.05946736, 0.0597831 , 0.06009884,
       0.06041459, 0.06073033, 0.06104607, 0.06136181, 0.06167755,
       0.0619933 , 0.06230904, 0.06262478, 0.06294052, 0.06325626,
       0.063572  , 0.06388775, 0.06420349]), 1805: array([1.50717985e-05, 2.29117506e-05, 3.07523443e-05, 3.85935796e-05,
       4.64354567e-05, 5.42779755e-05, 6.21211361e-05, 6.99649386e-05,
       7.78093830e-05, 8.56544693e-05, 9.35001977e-05, 1.01346568e-04,
       1.09193581e-04, 1.17041236e-04, 1.24889533e-04, 1.32738472e-04,
       1.40588053e-04, 1.48438277e-04, 1.56289144e-04, 1.64140653e-04,
       1.71992804e-04, 1.79845598e-04, 1.87699035e-04, 1.95553115e-04,
       2.03407837e-04, 2.11263202e-04, 2.19119210e-04, 2.26975861e-04]), 1810: array([0.00113922, 0.00118606, 0.00122935, 0.00126936, 0.00130635,
       0.00134053, 0.00137213, 0.00140133, 0.00142832, 0.00145327,
       0.00147633, 0.00149765, 0.00151735, 0.00153556, 0.00155239,
       0.00156794, 0.00158232, 0.00159561, 0.00160789, 0.00161925,
       0.00162974, 0.00163944, 0.0016484 , 0.00165669, 0.00166435,
       0.00167143, 0.00167797, 0.00168402]), 1815: array([0.00098336, 0.0010361 , 0.00108282, 0.00112419, 0.00116084,
       0.0011933 , 0.00122205, 0.00124751, 0.00127007, 0.00129005,
       0.00130774, 0.00132341, 0.00133729, 0.00134959, 0.00136048,
       0.00137013, 0.00137867, 0.00138624, 0.00139294, 0.00139888,
       0.00140413, 0.00140879, 0.00141292, 0.00141657, 0.00141981,
       0.00142267, 0.00142521, 0.00142746]), 1820: array([0.0021196 , 0.00217424, 0.00222888, 0.00228352, 0.00233816,
       0.0023928 , 0.00244744, 0.00250208, 0.00255672, 0.00261136,
       0.002666  , 0.00272063, 0.00277527, 0.00282991, 0.00288455,
       0.00293919, 0.00299383, 0.00304847, 0.00310311, 0.00315775,
       0.00321239, 0.00326703, 0.00332166, 0.0033763 , 0.00343094,
       0.00348558, 0.00354022, 0.00359486]), 1825: array([0.00040121, 0.00043458, 0.00045429, 0.00046595, 0.00047283,
       0.0004769 , 0.00047931, 0.00048073, 0.00048157, 0.00048206,
       0.00048236, 0.00048253, 0.00048263, 0.00048269, 0.00048273,
       0.00048275, 0.00048276, 0.00048277, 0.00048278, 0.00048278,
       0.00048278, 0.00048278, 0.00048278, 0.00048278, 0.00048278,
       0.00048278, 0.00048278, 0.00048278]), 1830: array([0.00051453, 0.00063008, 0.00073055, 0.0008179 , 0.00089386,
       0.00095991, 0.00101733, 0.00106727, 0.00111068, 0.00114843,
       0.00118126, 0.0012098 , 0.00123461, 0.00125619, 0.00127495,
       0.00129127, 0.00130545, 0.00131778, 0.00132851, 0.00133783,
       0.00134594, 0.00135299, 0.00135912, 0.00136445, 0.00136908,
       0.00137311, 0.00137661, 0.00137966]), 1835: array([0.00329813, 0.00350672, 0.0037153 , 0.00392389, 0.00413248,
       0.00434106, 0.00454965, 0.00475824, 0.00496682, 0.00517541,
       0.00538399, 0.00559258, 0.00580117, 0.00600975, 0.00621834,
       0.00642693, 0.00663551, 0.0068441 , 0.00705268, 0.00726127,
       0.00746986, 0.00767844, 0.00788703, 0.00809561, 0.0083042 ,
       0.00851279, 0.00872137, 0.00892996]), 1840: array([0.0023439 , 0.0025267 , 0.0027095 , 0.00289229, 0.00307509,
       0.00325788, 0.00344068, 0.00362348, 0.00380627, 0.00398907,
       0.00417186, 0.00435466, 0.00453746, 0.00472025, 0.00490305,
       0.00508585, 0.00526864, 0.00545144, 0.00563423, 0.00581703,
       0.00599983, 0.00618262, 0.00636542, 0.00654821, 0.00673101,
       0.00691381, 0.0070966 , 0.0072794 ]), 1845: array([0.01170964, 0.01203256, 0.01235548, 0.01267841, 0.01300133,
       0.01332425, 0.01364718, 0.0139701 , 0.01429302, 0.01461595,
       0.01493887, 0.0152618 , 0.01558472, 0.01590764, 0.01623057,
       0.01655349, 0.01687641, 0.01719934, 0.01752226, 0.01784518,
       0.01816811, 0.01849103, 0.01881396, 0.01913688, 0.0194598 ,
       0.01978273, 0.02010565, 0.02042857]), 1850: array([0.00107714, 0.00115805, 0.00123896, 0.00131986, 0.00140077,
       0.00148168, 0.00156259, 0.0016435 , 0.00172441, 0.00180532,
       0.00188623, 0.00196714, 0.00204805, 0.00212896, 0.00220987,
       0.00229078, 0.00237169, 0.0024526 , 0.00253351, 0.00261442,
       0.00269533, 0.00277624, 0.00285715, 0.00293806, 0.00301897,
       0.00309988, 0.00318078, 0.00326169]), 1855: array([8.86602425e-05, 1.30162379e-04, 1.71664516e-04, 2.13166653e-04,
       2.54668789e-04, 2.96170926e-04, 3.37673063e-04, 3.79175200e-04,
       4.20677337e-04, 4.62179473e-04, 5.03681610e-04, 5.45183747e-04,
       5.86685884e-04, 6.28188020e-04, 6.69690157e-04, 7.11192294e-04,
       7.52694431e-04, 7.94196567e-04, 8.35698704e-04, 8.77200841e-04,
       9.18702978e-04, 9.60205114e-04, 1.00170725e-03, 1.04320939e-03,
       1.08471152e-03, 1.12621366e-03, 1.16771580e-03, 1.20921793e-03]), 1860: array([1.03199818e-05, 1.10626101e-05, 1.16408988e-05, 1.20912153e-05,
       1.24418793e-05, 1.27149431e-05, 1.29275795e-05, 1.30931605e-05,
       1.32220994e-05, 1.33225048e-05, 1.34006910e-05, 1.34615750e-05,
       1.35089857e-05, 1.35459047e-05, 1.35746537e-05, 1.35970407e-05,
       1.36144736e-05, 1.36280487e-05, 1.36386197e-05, 1.36468514e-05,
       1.36532614e-05, 1.36582530e-05, 1.36621399e-05, 1.36651667e-05,
       1.36675237e-05, 1.36693591e-05, 1.36707883e-05, 1.36719013e-05]), 1865: array([0.00045801, 0.00049093, 0.00051165, 0.0005247 , 0.00053292,
       0.00053809, 0.00054134, 0.00054339, 0.00054468, 0.0005455 ,
       0.00054601, 0.00054633, 0.00054653, 0.00054666, 0.00054674,
       0.00054679, 0.00054682, 0.00054684, 0.00054686, 0.00054686,
       0.00054687, 0.00054687, 0.00054687, 0.00054687, 0.00054688,
       0.00054688, 0.00054688, 0.00054688]), 1870: array([0.00019323, 0.00029306, 0.00039289, 0.00049272, 0.00059255,
       0.00069238, 0.00079221, 0.00089203, 0.00099186, 0.00109169,
       0.00119152, 0.00129135, 0.00139118, 0.00149101, 0.00159084,
       0.00169066, 0.00179049, 0.00189032, 0.00199015, 0.00208998,
       0.00218981, 0.00228964, 0.00238946, 0.00248929, 0.00258912,
       0.00268895, 0.00278878, 0.00288861]), 1875: array([0.01068381, 0.00813117, 0.00636139, 0.00513438, 0.00428368,
       0.00369389, 0.00328497, 0.00300147, 0.00280491, 0.00266864,
       0.00257416, 0.00250865, 0.00246324, 0.00243175, 0.00240992,
       0.00239479, 0.00238429, 0.00237702, 0.00237197, 0.00236848,
       0.00236605, 0.00236437, 0.00236321, 0.0023624 , 0.00236184,
       0.00236145, 0.00236118, 0.00236099]), 1880: array([0.00514278, 0.00413186, 0.00348377, 0.00306829, 0.00280193,
       0.00263117, 0.0025217 , 0.00245152, 0.00240652, 0.00237768,
       0.00235919, 0.00234733, 0.00233973, 0.00233486, 0.00233174,
       0.00232974, 0.00232845, 0.00232763, 0.0023271 , 0.00232676,
       0.00232655, 0.00232641, 0.00232632, 0.00232626, 0.00232623,
       0.0023262 , 0.00232619, 0.00232618]), 1885: array([0.00215414, 0.00197675, 0.0019232 , 0.00190704, 0.00190216,
       0.00190068, 0.00190024, 0.0019001 , 0.00190006, 0.00190005,
       0.00190005, 0.00190005, 0.00190005, 0.00190005, 0.00190005,
       0.00190005, 0.00190005, 0.00190005, 0.00190005, 0.00190005,
       0.00190005, 0.00190005, 0.00190005, 0.00190005, 0.00190005,
       0.00190005, 0.00190005, 0.00190005]), 1890: array([0.00246939, 0.00238987, 0.00232525, 0.00227274, 0.00223007,
       0.0021954 , 0.00216722, 0.00214432, 0.00212572, 0.0021106 ,
       0.00209831, 0.00208833, 0.00208022, 0.00207362, 0.00206827,
       0.00206391, 0.00206038, 0.0020575 , 0.00205517, 0.00205327,
       0.00205173, 0.00205047, 0.00204945, 0.00204863, 0.00204795,
       0.00204741, 0.00204696, 0.0020466 ]), 1895: array([0.00144475, 0.00146551, 0.00148136, 0.00149347, 0.00150271,
       0.00150976, 0.00151515, 0.00151926, 0.00152241, 0.0015248 ,
       0.00152664, 0.00152803, 0.0015291 , 0.00152992, 0.00153054,
       0.00153101, 0.00153138, 0.00153165, 0.00153187, 0.00153203,
       0.00153215, 0.00153224, 0.00153232, 0.00153237, 0.00153241,
       0.00153245, 0.00153247, 0.00153249]), 1900: array([0.0181315 , 0.01846988, 0.01880826, 0.01914664, 0.01948502,
       0.01982339, 0.02016177, 0.02050015, 0.02083853, 0.02117691,
       0.02151528, 0.02185366, 0.02219204, 0.02253042, 0.02286879,
       0.02320717, 0.02354555, 0.02388393, 0.02422231, 0.02456068,
       0.02489906, 0.02523744, 0.02557582, 0.0259142 , 0.02625257,
       0.02659095, 0.02692933, 0.02726771]), 1905: array([0.00526632, 0.0052305 , 0.00520405, 0.00518452, 0.0051701 ,
       0.00515945, 0.00515159, 0.00514579, 0.0051415 , 0.00513834,
       0.005136  , 0.00513428, 0.005133  , 0.00513206, 0.00513137,
       0.00513086, 0.00513048, 0.0051302 , 0.00512999, 0.00512984,
       0.00512973, 0.00512964, 0.00512958, 0.00512954, 0.0051295 ,
       0.00512948, 0.00512946, 0.00512945]), 1910: array([0.00460682, 0.00435206, 0.00425927, 0.00422547, 0.00421316,
       0.00420868, 0.00420704, 0.00420645, 0.00420623, 0.00420615,
       0.00420612, 0.00420611, 0.00420611, 0.00420611, 0.00420611,
       0.00420611, 0.00420611, 0.00420611, 0.00420611, 0.00420611,
       0.00420611, 0.00420611, 0.00420611, 0.00420611, 0.00420611,
       0.00420611, 0.00420611, 0.00420611]), 1915: array([0.01243458, 0.0130525 , 0.0136276 , 0.01416285, 0.01466102,
       0.01512466, 0.01555618, 0.0159578 , 0.01633159, 0.01667948,
       0.01700327, 0.01730461, 0.01758508, 0.01784611, 0.01808906,
       0.01831517, 0.01852562, 0.01872148, 0.01890377, 0.01907343,
       0.01923133, 0.01937829, 0.01951507, 0.01964237, 0.01976085,
       0.01987112, 0.01997375, 0.02006927]), 1920: array([0.01403858, 0.01189662, 0.01082454, 0.01028796, 0.01001939,
       0.00988497, 0.00981769, 0.00978402, 0.00976717, 0.00975873,
       0.00975451, 0.00975239, 0.00975134, 0.00975081, 0.00975054,
       0.00975041, 0.00975034, 0.00975031, 0.00975029, 0.00975028,
       0.00975028, 0.00975028, 0.00975028, 0.00975028, 0.00975028,
       0.00975028, 0.00975028, 0.00975028]), 1925: array([0.12909809, 0.13045289, 0.13180768, 0.13316248, 0.13451728,
       0.13587208, 0.13722688, 0.13858167, 0.13993647, 0.14129127,
       0.14264607, 0.14400087, 0.14535566, 0.14671046, 0.14806526,
       0.14942006, 0.15077486, 0.15212965, 0.15348445, 0.15483925,
       0.15619405, 0.15754885, 0.15890364, 0.16025844, 0.16161324,
       0.16296804, 0.16432284, 0.16567763]), 1930: array([0.23548831, 0.23658424, 0.23768017, 0.23877609, 0.23987202,
       0.24096794, 0.24206387, 0.24315979, 0.24425572, 0.24535164,
       0.24644757, 0.2475435 , 0.24863942, 0.24973535, 0.25083127,
       0.2519272 , 0.25302312, 0.25411905, 0.25521497, 0.2563109 ,
       0.25740683, 0.25850275, 0.25959868, 0.2606946 , 0.26179053,
       0.26288645, 0.26398238, 0.26507831]), 1935: array([0.2381662 , 0.23920243, 0.24023865, 0.24127488, 0.2423111 ,
       0.24334733, 0.24438356, 0.24541978, 0.24645601, 0.24749224,
       0.24852846, 0.24956469, 0.25060092, 0.25163714, 0.25267337,
       0.25370959, 0.25474582, 0.25578205, 0.25681827, 0.2578545 ,
       0.25889073, 0.25992695, 0.26096318, 0.26199941, 0.26303563,
       0.26407186, 0.26510809, 0.26614431]), 1940: array([0.00015093, 0.00022387, 0.0002968 , 0.00036974, 0.00044267,
       0.00051561, 0.00058854, 0.00066148, 0.00073441, 0.00080735,
       0.00088028, 0.00095321, 0.00102615, 0.00109908, 0.00117202,
       0.00124495, 0.00131789, 0.00139082, 0.00146376, 0.00153669,
       0.00160963, 0.00168256, 0.0017555 , 0.00182843, 0.00190137,
       0.0019743 , 0.00204723, 0.00212017]), 1945: array([0.00048071, 0.00069319, 0.00084407, 0.00095119, 0.00102726,
       0.00108127, 0.00111961, 0.00114684, 0.00116618, 0.0011799 ,
       0.00118965, 0.00119657, 0.00120149, 0.00120498, 0.00120745,
       0.00120921, 0.00121046, 0.00121135, 0.00121198, 0.00121242,
       0.00121274, 0.00121297, 0.00121313, 0.00121324, 0.00121332,
       0.00121338, 0.00121342, 0.00121345]), 1950: array([0.00024143, 0.00027684, 0.0003062 , 0.00033056, 0.00035075,
       0.0003675 , 0.00038139, 0.00039291, 0.00040246, 0.00041039,
       0.00041696, 0.00042241, 0.00042692, 0.00043067, 0.00043378,
       0.00043636, 0.00043849, 0.00044027, 0.00044173, 0.00044295,
       0.00044396, 0.0004448 , 0.0004455 , 0.00044607, 0.00044655,
       0.00044695, 0.00044728, 0.00044755]), 1955: array([0.00041667, 0.00045413, 0.00048613, 0.00051346, 0.00053679,
       0.00055672, 0.00057375, 0.00058828, 0.00060069, 0.0006113 ,
       0.00062035, 0.00062808, 0.00063469, 0.00064032, 0.00064514,
       0.00064925, 0.00065277, 0.00065577, 0.00065833, 0.00066052,
       0.00066238, 0.00066398, 0.00066534, 0.00066651, 0.0006675 ,
       0.00066835, 0.00066907, 0.00066969]), 1960: array([0.00076231, 0.00080727, 0.00085224, 0.00089721, 0.00094217,
       0.00098714, 0.0010321 , 0.00107707, 0.00112203, 0.001167  ,
       0.00121196, 0.00125693, 0.0013019 , 0.00134686, 0.00139183,
       0.00143679, 0.00148176, 0.00152672, 0.00157169, 0.00161665,
       0.00166162, 0.00170658, 0.00175155, 0.00179652, 0.00184148,
       0.00188645, 0.00193141, 0.00197638]), 1965: array([0.00060315, 0.00064203, 0.0006809 , 0.00071978, 0.00075866,
       0.00079753, 0.00083641, 0.00087529, 0.00091417, 0.00095304,
       0.00099192, 0.0010308 , 0.00106967, 0.00110855, 0.00114743,
       0.0011863 , 0.00122518, 0.00126406, 0.00130294, 0.00134181,
       0.00138069, 0.00141957, 0.00145844, 0.00149732, 0.0015362 ,
       0.00157508, 0.00161395, 0.00165283]), 1970: array([0.00017287, 0.00019477, 0.00021667, 0.00023857, 0.00026047,
       0.00028238, 0.00030428, 0.00032617, 0.00034807, 0.00036997,
       0.00039187, 0.00041377, 0.00043566, 0.00045756, 0.00047945,
       0.00050135, 0.00052324, 0.00054513, 0.00056703, 0.00058892,
       0.00061081, 0.0006327 , 0.00065459, 0.00067648, 0.00069837,
       0.00072026, 0.00074215, 0.00076404]), 1975: array([0.00024584, 0.00027698, 0.00029878, 0.00031403, 0.00032471,
       0.00033219, 0.00033742, 0.00034109, 0.00034365, 0.00034544,
       0.0003467 , 0.00034758, 0.0003482 , 0.00034863, 0.00034893,
       0.00034914, 0.00034929, 0.00034939, 0.00034946, 0.00034951,
       0.00034955, 0.00034958, 0.00034959, 0.0003496 , 0.00034961,
       0.00034962, 0.00034962, 0.00034963]), 1980: array([7.35721899e-05, 1.36538569e-04, 1.93226215e-04, 2.44261216e-04,
       2.90207231e-04, 3.31571709e-04, 3.68811502e-04, 4.02337905e-04,
       4.32521202e-04, 4.59694752e-04, 4.84158675e-04, 5.06183162e-04,
       5.26011463e-04, 5.43862573e-04, 5.59933648e-04, 5.74402185e-04,
       5.87427983e-04, 5.99154906e-04, 6.09712470e-04, 6.19217281e-04,
       6.27774313e-04, 6.35478076e-04, 6.42413653e-04, 6.48657644e-04,
       6.54279012e-04, 6.59339842e-04, 6.63896028e-04, 6.67997890e-04]), 1985: array([0.00073832, 0.0007862 , 0.00083409, 0.00088197, 0.00092985,
       0.00097774, 0.00102562, 0.0010735 , 0.00112139, 0.00116927,
       0.00121715, 0.00126504, 0.00131292, 0.00136081, 0.00140869,
       0.00145657, 0.00150446, 0.00155234, 0.00160022, 0.00164811,
       0.00169599, 0.00174387, 0.00179176, 0.00183964, 0.00188752,
       0.00193541, 0.00198329, 0.00203117]), 1990: array([0.00033729, 0.00035337, 0.00036462, 0.00037249, 0.000378  ,
       0.00038186, 0.00038456, 0.00038645, 0.00038777, 0.0003887 ,
       0.00038935, 0.0003898 , 0.00039012, 0.00039034, 0.0003905 ,
       0.00039061, 0.00039068, 0.00039074, 0.00039078, 0.0003908 ,
       0.00039082, 0.00039083, 0.00039084, 0.00039085, 0.00039085,
       0.00039086, 0.00039086, 0.00039086]), 1995: array([0.00250209, 0.00257179, 0.00264149, 0.0027112 , 0.00278091,
       0.00285063, 0.00292035, 0.00299008, 0.00305981, 0.00312955,
       0.00319928, 0.00326903, 0.00333878, 0.00340853, 0.00347828,
       0.00354804, 0.00361781, 0.00368758, 0.00375735, 0.00382713,
       0.00389691, 0.0039667 , 0.00403649, 0.00410628, 0.00417608,
       0.00424589, 0.00431569, 0.00438551]), 2000: array([0.00408782, 0.00416652, 0.00424522, 0.00432392, 0.00440262,
       0.00448132, 0.00456002, 0.00463871, 0.00471741, 0.00479611,
       0.00487481, 0.00495351, 0.00503221, 0.00511091, 0.00518961,
       0.00526831, 0.00534701, 0.00542571, 0.0055044 , 0.0055831 ,
       0.0056618 , 0.0057405 , 0.0058192 , 0.0058979 , 0.0059766 ,
       0.0060553 , 0.006134  , 0.0062127 ]), 2005: array([0.00854434, 0.00882694, 0.00910955, 0.00939215, 0.00967475,
       0.00995735, 0.01023996, 0.01052256, 0.01080516, 0.01108776,
       0.01137037, 0.01165297, 0.01193557, 0.01221817, 0.01250078,
       0.01278338, 0.01306598, 0.01334858, 0.01363119, 0.01391379,
       0.01419639, 0.01447899, 0.0147616 , 0.0150442 , 0.0153268 ,
       0.0156094 , 0.01589201, 0.01617461]), 2010: array([0.00369418, 0.00395971, 0.00422523, 0.00449076, 0.00475628,
       0.0050218 , 0.00528732, 0.00555284, 0.00581835, 0.00608386,
       0.00634937, 0.00661488, 0.00688039, 0.00714589, 0.00741139,
       0.00767689, 0.00794239, 0.00820788, 0.00847338, 0.00873887,
       0.00900435, 0.00926984, 0.00953533, 0.00980081, 0.01006629,
       0.01033177, 0.01059724, 0.01086272]), 2015: array([0.00062033, 0.00087707, 0.00113379, 0.0013905 , 0.00164719,
       0.00190386, 0.00216052, 0.00241717, 0.0026738 , 0.00293042,
       0.00318702, 0.0034436 , 0.00370017, 0.00395672, 0.00421326,
       0.00446978, 0.00472629, 0.00498278, 0.00523926, 0.00549572,
       0.00575216, 0.00600859, 0.00626501, 0.0065214 , 0.00677779,
       0.00703416, 0.00729051, 0.00754685]), 2020: array([0.00093133, 0.00137966, 0.001828  , 0.00227634, 0.00272468,
       0.00317301, 0.00362135, 0.00406969, 0.00451803, 0.00496637,
       0.0054147 , 0.00586304, 0.00631138, 0.00675972, 0.00720805,
       0.00765639, 0.00810473, 0.00855307, 0.00900141, 0.00944974,
       0.00989808, 0.01034642, 0.01079476, 0.01124309, 0.01169143,
       0.01213977, 0.01258811, 0.01303644]), 2025: array([0.00174858, 0.00219963, 0.00265068, 0.00310173, 0.00355278,
       0.00400383, 0.00445488, 0.00490593, 0.00535698, 0.00580803,
       0.00625908, 0.00671013, 0.00716118, 0.00761223, 0.00806328,
       0.00851433, 0.00896538, 0.00941643, 0.00986748, 0.01031853,
       0.01076958, 0.01122063, 0.01167168, 0.01212273, 0.01257377,
       0.01302482, 0.01347587, 0.01392692]), 2030: array([0.00920514, 0.00954611, 0.00988707, 0.01022804, 0.010569  ,
       0.01090997, 0.01125093, 0.0115919 , 0.01193286, 0.01227383,
       0.01261479, 0.01295576, 0.01329672, 0.01363769, 0.01397865,
       0.01431962, 0.01466058, 0.01500155, 0.01534251, 0.01568348,
       0.01602444, 0.01636541, 0.01670637, 0.01704733, 0.0173883 ,
       0.01772926, 0.01807023, 0.01841119]), 2035: array([0.03729723, 0.03761729, 0.03793735, 0.03825741, 0.03857747,
       0.03889753, 0.03921759, 0.03953765, 0.03985772, 0.04017778,
       0.04049784, 0.0408179 , 0.04113796, 0.04145802, 0.04177808,
       0.04209814, 0.0424182 , 0.04273826, 0.04305833, 0.04337839,
       0.04369845, 0.04401851, 0.04433857, 0.04465863, 0.04497869,
       0.04529875, 0.04561881, 0.04593887]), 2040: array([0.05018769, 0.05057402, 0.05096034, 0.05134666, 0.05173298,
       0.0521193 , 0.05250562, 0.05289194, 0.05327825, 0.05366456,
       0.05405087, 0.05443719, 0.05482349, 0.0552098 , 0.05559611,
       0.05598241, 0.05636872, 0.05675502, 0.05714132, 0.05752762,
       0.05791391, 0.05830021, 0.0586865 , 0.0590728 , 0.05945909,
       0.05984538, 0.06023167, 0.06061796]), 2045: array([5.86554639e-07, 1.13743223e-06, 1.68833250e-06, 2.23925546e-06,
       2.79020110e-06, 3.34116943e-06, 3.89216045e-06, 4.44317415e-06,
       4.99421055e-06, 5.54526963e-06, 6.09635141e-06, 6.64745588e-06,
       7.19858304e-06, 7.74973290e-06, 8.30090545e-06, 8.85210070e-06,
       9.40331864e-06, 9.95455929e-06, 1.05058226e-05, 1.10571087e-05,
       1.16084174e-05, 1.21597489e-05, 1.27111030e-05, 1.32624799e-05,
       1.38138794e-05, 1.43653017e-05, 1.49167466e-05, 1.54682143e-05]), 2050: array([0.00963565, 0.01058993, 0.0115337 , 0.01246707, 0.01339016,
       0.01430307, 0.01520593, 0.01609884, 0.01698191, 0.01785525,
       0.01871897, 0.01957318, 0.02041797, 0.02125346, 0.02207974,
       0.02289691, 0.02370509, 0.02450435, 0.02529482, 0.02607657,
       0.02684971, 0.02761433, 0.02837053, 0.0291184 , 0.02985803,
       0.0305895 , 0.03131292, 0.03202837]), 2055: array([0.02153301, 0.02259949, 0.02366594, 0.02473239, 0.02579881,
       0.02686522, 0.02793161, 0.02899799, 0.03006434, 0.03113068,
       0.03219701, 0.03326332, 0.03432961, 0.03539588, 0.03646214,
       0.03752838, 0.03859461, 0.03966081, 0.040727  , 0.04179318,
       0.04285933, 0.04392547, 0.0449916 , 0.0460577 , 0.04712379,
       0.04818987, 0.04925592, 0.05032196]), 2060: array([0.01336508, 0.01453149, 0.01569324, 0.01685035, 0.01800283,
       0.01915072, 0.02029402, 0.02143276, 0.02256694, 0.0236966 ,
       0.02482175, 0.0259424 , 0.02705858, 0.0281703 , 0.02927758,
       0.03038044, 0.03147889, 0.03257296, 0.03366266, 0.034748  ,
       0.03582902, 0.03690571, 0.03797811, 0.03904622, 0.04011006,
       0.04116966, 0.04222503, 0.04327618]), 2065: array([0.00083752, 0.00093068, 0.00102385, 0.00111701, 0.00121018,
       0.00130334, 0.00139651, 0.00148967, 0.00158284, 0.001676  ,
       0.00176917, 0.00186233, 0.0019555 , 0.00204866, 0.00214183,
       0.00223499, 0.00232816, 0.00242132, 0.00251448, 0.00260765,
       0.00270081, 0.00279398, 0.00288714, 0.00298031, 0.00307347,
       0.00316664, 0.0032598 , 0.00335296]), 2070: array([0.00501391, 0.00515978, 0.00530565, 0.00545152, 0.00559739,
       0.00574326, 0.00588913, 0.006035  , 0.00618087, 0.00632674,
       0.00647262, 0.00661849, 0.00676436, 0.00691023, 0.0070561 ,
       0.00720197, 0.00734784, 0.00749371, 0.00763958, 0.00778546,
       0.00793133, 0.0080772 , 0.00822307, 0.00836894, 0.00851481,
       0.00866068, 0.00880655, 0.00895242]), 2075: array([0.0036513 , 0.00407473, 0.00448109, 0.00487106, 0.0052453 ,
       0.00560446, 0.00594913, 0.0062799 , 0.00659734, 0.00690198,
       0.00719433, 0.00747489, 0.00774414, 0.00800253, 0.0082505 ,
       0.00848848, 0.00871686, 0.00893602, 0.00914636, 0.0093482 ,
       0.00954192, 0.00972781, 0.00990622, 0.01007743, 0.01024173,
       0.01039941, 0.01055073, 0.01069595]), 2080: array([0.00044532, 0.00069193, 0.00088546, 0.00103733, 0.00115652,
       0.00125005, 0.00132346, 0.00138106, 0.00142627, 0.00146174,
       0.00148958, 0.00151143, 0.00152857, 0.00154203, 0.00155259,
       0.00156087, 0.00156738, 0.00157248, 0.00157649, 0.00157963,
       0.00158209, 0.00158403, 0.00158555, 0.00158674, 0.00158768,
       0.00158841, 0.00158899, 0.00158944]), 2085: array([0.00414626, 0.00447753, 0.0048088 , 0.00514007, 0.00547134,
       0.0058026 , 0.00613387, 0.00646514, 0.00679641, 0.00712768,
       0.00745895, 0.00779022, 0.00812149, 0.00845276, 0.00878403,
       0.0091153 , 0.00944657, 0.00977784, 0.01010911, 0.01044038,
       0.01077165, 0.01110292, 0.01143419, 0.01176546, 0.01209673,
       0.012428  , 0.01275927, 0.01309054]), 2090: array([0.03422589, 0.03501438, 0.03580286, 0.03659134, 0.03737982,
       0.03816831, 0.03895679, 0.03974527, 0.04053375, 0.04132224,
       0.04211072, 0.0428992 , 0.04368768, 0.04447616, 0.04526465,
       0.04605313, 0.04684161, 0.04763009, 0.04841858, 0.04920706,
       0.04999554, 0.05078402, 0.05157251, 0.05236099, 0.05314947,
       0.05393795, 0.05472644, 0.05551492]), 2095: array([0.02619681, 0.02686047, 0.02752413, 0.02818779, 0.02885145,
       0.02951511, 0.03017877, 0.03084243, 0.03150608, 0.03216974,
       0.0328334 , 0.03349706, 0.03416072, 0.03482438, 0.03548804,
       0.03615169, 0.03681535, 0.03747901, 0.03814267, 0.03880633,
       0.03946999, 0.04013365, 0.0407973 , 0.04146096, 0.04212462,
       0.04278828, 0.04345194, 0.0441156 ]), 2100: array([0.001022  , 0.00121545, 0.0014089 , 0.00160234, 0.00179579,
       0.00198924, 0.00218269, 0.00237614, 0.00256958, 0.00276303,
       0.00295648, 0.00314993, 0.00334338, 0.00353683, 0.00373027,
       0.00392372, 0.00411717, 0.00431062, 0.00450407, 0.00469751,
       0.00489096, 0.00508441, 0.00527786, 0.00547131, 0.00566476,
       0.0058582 , 0.00605165, 0.0062451 ]), 2105: array([0.00324065, 0.00355489, 0.00386914, 0.00418338, 0.00449762,
       0.00481187, 0.00512611, 0.00544035, 0.0057546 , 0.00606884,
       0.00638308, 0.00669733, 0.00701157, 0.00732581, 0.00764006,
       0.0079543 , 0.00826854, 0.00858279, 0.00889703, 0.00921127,
       0.00952552, 0.00983976, 0.010154  , 0.01046825, 0.01078249,
       0.01109674, 0.01141098, 0.01172522]), 2110: array([0.00413698, 0.00442822, 0.00471946, 0.00501071, 0.00530195,
       0.00559319, 0.00588443, 0.00617567, 0.00646691, 0.00675815,
       0.00704939, 0.00734063, 0.00763188, 0.00792312, 0.00821436,
       0.0085056 , 0.00879684, 0.00908808, 0.00937932, 0.00967056,
       0.00996181, 0.01025305, 0.01054429, 0.01083553, 0.01112677,
       0.01141801, 0.01170925, 0.01200049]), 2115: array([0.0120883 , 0.01234181, 0.01259533, 0.01284885, 0.01310236,
       0.01335588, 0.01360939, 0.01386291, 0.01411642, 0.01436994,
       0.01462345, 0.01487697, 0.01513048, 0.015384  , 0.01563751,
       0.01589103, 0.01614454, 0.01639806, 0.01665158, 0.01690509,
       0.01715861, 0.01741212, 0.01766564, 0.01791915, 0.01817267,
       0.01842618, 0.0186797 , 0.01893321]), 2120: array([0.01517364, 0.01423   , 0.01341298, 0.01270557, 0.01209308,
       0.01156276, 0.0111036 , 0.01070605, 0.01036183, 0.0100638 ,
       0.00980576, 0.00958233, 0.00938889, 0.0092214 , 0.00907638,
       0.00895082, 0.0088421 , 0.00874797, 0.00866647, 0.00859591,
       0.00853481, 0.00848191, 0.00843611, 0.00839646, 0.00836212,
       0.00833239, 0.00830665, 0.00828436]), 2125: array([0.00789609, 0.00806421, 0.00822115, 0.00836765, 0.00850441,
       0.00863207, 0.00875125, 0.0088625 , 0.00896636, 0.0090633 ,
       0.0091538 , 0.00923828, 0.00931715, 0.00939077, 0.00945949,
       0.00952365, 0.00958354, 0.00963944, 0.00969163, 0.00974035,
       0.00978583, 0.00982828, 0.00986791, 0.00990491, 0.00993944,
       0.00997168, 0.01000178, 0.01002987]), 2130: array([0.00272146, 0.00319469, 0.00365549, 0.00410417, 0.00454106,
       0.00496646, 0.00538067, 0.005784  , 0.00617672, 0.00655912,
       0.00693146, 0.00729402, 0.00764704, 0.00799078, 0.00832549,
       0.00865139, 0.00896873, 0.00927772, 0.0095786 , 0.00987156,
       0.01015681, 0.01043457, 0.01070503, 0.01096838, 0.0112248 ,
       0.01147448, 0.0117176 , 0.01195432]), 2135: array([0.00144248, 0.00176924, 0.00208431, 0.00238811, 0.00268105,
       0.0029635 , 0.00323586, 0.00349847, 0.00375169, 0.00399585,
       0.00423128, 0.00445829, 0.00467718, 0.00488825, 0.00509176,
       0.00528799, 0.00547721, 0.00565965, 0.00583558, 0.00600521,
       0.00616877, 0.00632648, 0.00647855, 0.00662518, 0.00676657,
       0.0069029 , 0.00703436, 0.00716111]), 2140: array([0.01980822, 0.02033529, 0.02086238, 0.02138946, 0.02191656,
       0.02244366, 0.02297076, 0.02349787, 0.02402499, 0.02455211,
       0.02507924, 0.02560638, 0.02613352, 0.02666067, 0.02718782,
       0.02771498, 0.02824215, 0.02876932, 0.0292965 , 0.02982368,
       0.03035087, 0.03087806, 0.03140527, 0.03193247, 0.03245969,
       0.03298691, 0.03351413, 0.03404136]), 2145: array([0.01908981, 0.01964207, 0.02019434, 0.02074661, 0.02129887,
       0.02185114, 0.02240341, 0.02295567, 0.02350794, 0.02406021,
       0.02461248, 0.02516475, 0.02571702, 0.02626929, 0.02682156,
       0.02737383, 0.0279261 , 0.02847837, 0.02903064, 0.02958292,
       0.03013519, 0.03068747, 0.03123974, 0.03179201, 0.03234429,
       0.03289656, 0.03344884, 0.03400112]), 2150: array([0.06796337, 0.06865432, 0.06934527, 0.07003622, 0.07072718,
       0.07141813, 0.07210908, 0.07280003, 0.07349098, 0.07418193,
       0.07487288, 0.07556383, 0.07625478, 0.07694574, 0.07763669,
       0.07832764, 0.07901859, 0.07970954, 0.08040049, 0.08109144,
       0.08178239, 0.08247334, 0.08316429, 0.08385525, 0.0845462 ,
       0.08523715, 0.0859281 , 0.08661905]), 2155: array([0.01551876, 0.0156259 , 0.01571897, 0.01579982, 0.01587007,
       0.01593109, 0.0159841 , 0.01603015, 0.01607016, 0.01610491,
       0.01613511, 0.01616134, 0.01618412, 0.01620392, 0.01622112,
       0.01623606, 0.01624903, 0.01626031, 0.0162701 , 0.01627861,
       0.016286  , 0.01629243, 0.01629801, 0.01630285, 0.01630706,
       0.01631072, 0.0163139 , 0.01631666]), 2160: array([0.0054355 , 0.00544698, 0.00545639, 0.00546412, 0.00547046,
       0.00547566, 0.00547993, 0.00548343, 0.0054863 , 0.00548866,
       0.00549059, 0.00549217, 0.00549348, 0.00549454, 0.00549542,
       0.00549614, 0.00549673, 0.00549721, 0.00549761, 0.00549793,
       0.0054982 , 0.00549842, 0.0054986 , 0.00549875, 0.00549887,
       0.00549897, 0.00549905, 0.00549912]), 2165: array([0.0295535 , 0.02308863, 0.01870608, 0.01573513, 0.01372112,
       0.01235581, 0.01143026, 0.01080283, 0.0103775 , 0.01008916,
       0.0098937 , 0.00976119, 0.00967136, 0.00961047, 0.00956919,
       0.00954121, 0.00952224, 0.00950938, 0.00950066, 0.00949475,
       0.00949074, 0.00948803, 0.00948618, 0.00948494, 0.00948409,
       0.00948352, 0.00948313, 0.00948286]), 2170: array([0.03443901, 0.03585904, 0.03727907, 0.03869909, 0.04011912,
       0.04153914, 0.04295917, 0.04437919, 0.04579922, 0.04721925,
       0.04863927, 0.0500593 , 0.05147932, 0.05289935, 0.05431938,
       0.0557394 , 0.05715943, 0.05857945, 0.05999948, 0.0614195 ,
       0.06283953, 0.06425956, 0.06567958, 0.06709961, 0.06851963,
       0.06993966, 0.07135968, 0.07277971]), 2175: array([0.00940055, 0.01051355, 0.01158673, 0.01262151, 0.01361927,
       0.01458134, 0.01550898, 0.01640344, 0.01726589, 0.01809749,
       0.01889934, 0.0196725 , 0.020418  , 0.02113682, 0.02182993,
       0.02249824, 0.02314265, 0.02376399, 0.02436311, 0.02494079,
       0.0254978 , 0.02603489, 0.02655276, 0.0270521 , 0.02753358,
       0.02799783, 0.02844547, 0.0288771 ]), 2180: array([0.00945878, 0.01025632, 0.01104574, 0.01182713, 0.01260057,
       0.01336614, 0.01412392, 0.01487399, 0.01561642, 0.01635131,
       0.01707871, 0.01779872, 0.0185114 , 0.01921682, 0.01991507,
       0.02060621, 0.02129033, 0.02196748, 0.02263774, 0.02330118,
       0.02395787, 0.02460788, 0.02525127, 0.02588812, 0.02651849,
       0.02714244, 0.02776005, 0.02837137]), 2185: array([0.08825281, 0.08917165, 0.09009048, 0.09100931, 0.09192814,
       0.09284697, 0.09376581, 0.09468464, 0.09560347, 0.0965223 ,
       0.09744113, 0.09835997, 0.0992788 , 0.10019763, 0.10111646,
       0.10203529, 0.10295413, 0.10387296, 0.10479179, 0.10571062,
       0.10662945, 0.10754829, 0.10846712, 0.10938595, 0.11030478,
       0.11122361, 0.11214245, 0.11306128]), 2190: array([0.03261067, 0.03347071, 0.03433075, 0.03519079, 0.03605083,
       0.03691087, 0.03777091, 0.03863095, 0.03949099, 0.04035103,
       0.04121107, 0.04207111, 0.04293115, 0.0437912 , 0.04465124,
       0.04551128, 0.04637132, 0.04723136, 0.0480914 , 0.04895144,
       0.04981148, 0.05067152, 0.05153156, 0.0523916 , 0.05325164,
       0.05411168, 0.05497172, 0.05583176]), 2195: array([0.00163548, 0.00181157, 0.001976  , 0.00212956, 0.00227295,
       0.00240686, 0.0025319 , 0.00264868, 0.00275772, 0.00285955,
       0.00295465, 0.00304345, 0.00312638, 0.00320381, 0.00327613,
       0.00334366, 0.00340672, 0.00346561, 0.00352061, 0.00357196,
       0.00361992, 0.0036647 , 0.00370652, 0.00374558, 0.00378205,
       0.0038161 , 0.00384791, 0.00387761]), 2200: array([0.00305206, 0.00324537, 0.00340146, 0.0035275 , 0.00362927,
       0.00371144, 0.00377779, 0.00383137, 0.00387464, 0.00390957,
       0.00393778, 0.00396055, 0.00397894, 0.00399379, 0.00400578,
       0.00401547, 0.00402328, 0.0040296 , 0.0040347 , 0.00403881,
       0.00404213, 0.00404482, 0.00404699, 0.00404873, 0.00405015,
       0.00405129, 0.00405221, 0.00405295]), 2205: array([0.04195228, 0.03542208, 0.03038433, 0.02649793, 0.02349975,
       0.02118679, 0.01940245, 0.01802591, 0.01696397, 0.01614474,
       0.01551273, 0.01502517, 0.01464904, 0.01435887, 0.01413502,
       0.01396233, 0.0138291 , 0.01372633, 0.01364704, 0.01358587,
       0.01353869, 0.01350228, 0.0134742 , 0.01345254, 0.01343582,
       0.01342293, 0.01341298, 0.01340531]), 2210: array([0.08704032, 0.08860702, 0.09017372, 0.09174041, 0.09330711,
       0.0948738 , 0.0964405 , 0.09800719, 0.09957389, 0.10114058,
       0.10270728, 0.10427397, 0.10584067, 0.10740736, 0.10897406,
       0.11054075, 0.11210745, 0.11367414, 0.11524084, 0.11680754,
       0.11837423, 0.11994093, 0.12150762, 0.12307432, 0.12464101,
       0.12620771, 0.1277744 , 0.1293411 ]), 2215: array([0.00302832, 0.00551334, 0.00780393, 0.00991533, 0.01186154,
       0.01365548, 0.01530908, 0.01683331, 0.01823829, 0.01953335,
       0.02072709, 0.02182744, 0.02284171, 0.02377662, 0.02463839,
       0.02543274, 0.02616494, 0.02683986, 0.02746198, 0.02803542,
       0.028564  , 0.02905123, 0.02950034, 0.02991431, 0.0302959 ,
       0.03064763, 0.03097185, 0.0312707 ]), 2220: array([0.03983534, 0.04093439, 0.04193508, 0.04284622, 0.04367582,
       0.04443117, 0.04511893, 0.04574513, 0.0463153 , 0.04683443,
       0.04730711, 0.04773749, 0.04812935, 0.04848615, 0.04881101,
       0.0491068 , 0.04937611, 0.04962133, 0.0498446 , 0.05004789,
       0.05023299, 0.05040152, 0.05055497, 0.05069468, 0.0508219 ,
       0.05093772, 0.05104319, 0.05113921]), 2225: array([0.02156785, 0.02385535, 0.0257463 , 0.02730945, 0.02860162,
       0.02966979, 0.03055279, 0.03128272, 0.03188611, 0.0323849 ,
       0.03279723, 0.03313808, 0.03341984, 0.03365275, 0.03384529,
       0.03400446, 0.03413603, 0.03424479, 0.0343347 , 0.03440902,
       0.03447046, 0.03452125, 0.03456323, 0.03459794, 0.03462663,
       0.03465034, 0.03466995, 0.03468615]), 2230: array([0.00318656, 0.0057257 , 0.0080159 , 0.01008156, 0.01194469,
       0.01362515, 0.01514086, 0.01650796, 0.01774102, 0.0188532 ,
       0.01985632, 0.0207611 , 0.02157717, 0.02231323, 0.02297713,
       0.02357593, 0.02411603, 0.02460317, 0.02504255, 0.02543885,
       0.0257963 , 0.0261187 , 0.02640949, 0.02667177, 0.02690834,
       0.02712171, 0.02731417, 0.02748775]), 2235: array([0.05115683, 0.04831226, 0.04592094, 0.04391063, 0.04222064,
       0.04079993, 0.03960558, 0.03860154, 0.03775747, 0.0370479 ,
       0.03645138, 0.03594991, 0.03552834, 0.03517395, 0.03487602,
       0.03462556, 0.03441501, 0.034238  , 0.0340892 , 0.03396411,
       0.03385895, 0.03377055, 0.03369623, 0.03363375, 0.03358123,
       0.03353708, 0.03349996, 0.03346875]), 2240: array([0.12845168, 0.11462572, 0.10285182, 0.0928254 , 0.0842871 ,
       0.07701607, 0.0708242 , 0.06555133, 0.06106107, 0.05723725,
       0.05398096, 0.05120797, 0.04884655, 0.04683561, 0.04512314,
       0.04366483, 0.04242297, 0.04136542, 0.04046484, 0.03969792,
       0.03904482, 0.03848866, 0.03801505, 0.03761173, 0.03726827,
       0.03697578, 0.03672671, 0.0365146 ]), 2245: array([0.06342255, 0.05941605, 0.05593545, 0.05291172, 0.05028488,
       0.04800286, 0.04602037, 0.04429811, 0.04280192, 0.04150211,
       0.04037293, 0.03939196, 0.03853976, 0.03779941, 0.03715625,
       0.03659751, 0.03611211, 0.03569042, 0.03532409, 0.03500584,
       0.03472937, 0.03448918, 0.03428053, 0.03409926, 0.03394178,
       0.03380498, 0.03368613, 0.03358288]), 2250: array([0.00627269, 0.0080601 , 0.00984752, 0.01163493, 0.01342234,
       0.01520975, 0.01699717, 0.01878458, 0.02057199, 0.0223594 ,
       0.02414682, 0.02593423, 0.02772164, 0.02950905, 0.03129647,
       0.03308388, 0.03487129, 0.03665871, 0.03844612, 0.04023353,
       0.04202094, 0.04380836, 0.04559577, 0.04738318, 0.04917059,
       0.05095801, 0.05274542, 0.05453283]), 2255: array([0.00400405, 0.00610023, 0.00763045, 0.00874751, 0.00956297,
       0.01015825, 0.01059281, 0.01091004, 0.01114162, 0.01131068,
       0.01143409, 0.01152418, 0.01158994, 0.01163795, 0.011673  ,
       0.01169858, 0.01171726, 0.01173089, 0.01174084, 0.01174811,
       0.01175341, 0.01175728, 0.01176011, 0.01176217, 0.01176368,
       0.01176478, 0.01176558, 0.01176617]), 2260: array([0.08781894, 0.08747069, 0.08713469, 0.08681051, 0.08649772,
       0.08619594, 0.08590477, 0.08562384, 0.0853528 , 0.08509128,
       0.08483896, 0.08459552, 0.08436064, 0.08413402, 0.08391537,
       0.08370441, 0.08350087, 0.08330448, 0.08311501, 0.0829322 ,
       0.08275582, 0.08258564, 0.08242144, 0.08226303, 0.08211018,
       0.08196271, 0.08182042, 0.08168314]), 2265: array([0.01815411, 0.01935575, 0.02045252, 0.02145356, 0.02236724,
       0.02320118, 0.02396233, 0.02465706, 0.02529115, 0.0258699 ,
       0.02639814, 0.02688028, 0.02732033, 0.02772198, 0.02808858,
       0.02842318, 0.02872858, 0.02900733, 0.02926174, 0.02949396,
       0.0297059 , 0.02989935, 0.03007592, 0.03023707, 0.03038416,
       0.03051841, 0.03064095, 0.03075279]), 2270: array([0.01391588, 0.01524094, 0.01631416, 0.01718341, 0.01788746,
       0.01845769, 0.01891955, 0.01929363, 0.01959662, 0.01984202,
       0.02004078, 0.02020176, 0.02033215, 0.02043776, 0.0205233 ,
       0.02059258, 0.02064869, 0.02069414, 0.02073095, 0.02076076,
       0.02078491, 0.02080447, 0.02082031, 0.02083314, 0.02084353,
       0.02085195, 0.02085877, 0.02086429]), 2275: array([0.05459693, 0.04647586, 0.0406216 , 0.03640142, 0.03335921,
       0.03116616, 0.02958525, 0.02844562, 0.02762409, 0.02703187,
       0.02660495, 0.0262972 , 0.02607535, 0.02591543, 0.02580014,
       0.02571703, 0.02565712, 0.02561394, 0.0255828 , 0.02556036,
       0.02554418, 0.02553252, 0.02552411, 0.02551805, 0.02551369,
       0.02551054, 0.02550827, 0.02550663]), 2280: array([0.19321551, 0.19635693, 0.19949836, 0.20263979, 0.20578121,
       0.20892264, 0.21206406, 0.21520549, 0.21834691, 0.22148834,
       0.22462977, 0.22777119, 0.23091262, 0.23405404, 0.23719547,
       0.24033689, 0.24347832, 0.24661975, 0.24976117, 0.2529026 ,
       0.25604402, 0.25918545, 0.26232687, 0.2654683 , 0.26860972,
       0.27175115, 0.27489258, 0.278034  ]), 2285: array([0.42793883, 0.43142776, 0.43491668, 0.43840561, 0.44189454,
       0.44538347, 0.44887239, 0.45236132, 0.45585025, 0.45933918,
       0.46282811, 0.46631703, 0.46980596, 0.47329489, 0.47678382,
       0.48027274, 0.48376167, 0.4872506 , 0.49073953, 0.49422845,
       0.49771738, 0.50120631, 0.50469524, 0.50818416, 0.51167309,
       0.51516202, 0.51865095, 0.52213988]), 2290: array([0.05545823, 0.05605334, 0.05664844, 0.05724355, 0.05783865,
       0.05843376, 0.05902886, 0.05962397, 0.06021907, 0.06081418,
       0.06140929, 0.06200439, 0.0625995 , 0.0631946 , 0.06378971,
       0.06438481, 0.06497992, 0.06557502, 0.06617013, 0.06676523,
       0.06736034, 0.06795545, 0.06855055, 0.06914566, 0.06974076,
       0.07033587, 0.07093097, 0.07152608]), 2295: array([0.04734366, 0.04784253, 0.0483414 , 0.04884027, 0.04933915,
       0.04983802, 0.05033689, 0.05083576, 0.05133463, 0.0518335 ,
       0.05233237, 0.05283124, 0.05333012, 0.05382899, 0.05432786,
       0.05482673, 0.0553256 , 0.05582447, 0.05632334, 0.05682221,
       0.05732109, 0.05781996, 0.05831883, 0.0588177 , 0.05931657,
       0.05981544, 0.06031431, 0.06081318]), 2300: array([0.00527454, 0.00578264, 0.00629074, 0.00679884, 0.00730694,
       0.00781504, 0.00832314, 0.00883124, 0.00933934, 0.00984744,
       0.01035554, 0.01086364, 0.01137174, 0.01187984, 0.01238794,
       0.01289604, 0.01340414, 0.01391224, 0.01442034, 0.01492844,
       0.01543654, 0.01594464, 0.01645274, 0.01696084, 0.01746894,
       0.01797704, 0.01848514, 0.01899324]), 2305: array([0.0039395 , 0.00523389, 0.00648495, 0.00769412, 0.0088628 ,
       0.00999236, 0.0110841 , 0.01213929, 0.01315915, 0.01414487,
       0.01509758, 0.0160184 , 0.01690838, 0.01776857, 0.01859996,
       0.01940352, 0.02018017, 0.02093082, 0.02165634, 0.02235756,
       0.02303531, 0.02369037, 0.0243235 , 0.02493542, 0.02552687,
       0.02609851, 0.02665101, 0.02718501]), 2310: array([0.03220201, 0.03383332, 0.03546463, 0.03709594, 0.03872726,
       0.04035857, 0.04198988, 0.04362119, 0.0452525 , 0.04688382,
       0.04851513, 0.05014644, 0.05177775, 0.05340906, 0.05504038,
       0.05667169, 0.058303  , 0.05993431, 0.06156562, 0.06319694,
       0.06482825, 0.06645956, 0.06809087, 0.06972218, 0.0713535 ,
       0.07298481, 0.07461612, 0.07624743]), 2315: array([0.0575667 , 0.05889088, 0.06021506, 0.06153924, 0.06286341,
       0.06418759, 0.06551177, 0.06683595, 0.06816013, 0.06948431,
       0.07080848, 0.07213266, 0.07345684, 0.07478102, 0.0761052 ,
       0.07742937, 0.07875355, 0.08007773, 0.08140191, 0.08272609,
       0.08405027, 0.08537444, 0.08669862, 0.0880228 , 0.08934698,
       0.09067116, 0.09199534, 0.09331951]), 2320: array([0.00243703, 0.00309944, 0.00376186, 0.00442428, 0.00508669,
       0.00574911, 0.00641153, 0.00707394, 0.00773636, 0.00839877,
       0.00906119, 0.00972361, 0.01038602, 0.01104844, 0.01171086,
       0.01237327, 0.01303569, 0.01369811, 0.01436052, 0.01502294,
       0.01568536, 0.01634777, 0.01701019, 0.0176726 , 0.01833502,
       0.01899744, 0.01965985, 0.02032227]), 2325: array([0.0004781 , 0.00085229, 0.00117918, 0.00146473, 0.00171419,
       0.0019321 , 0.00212247, 0.00228876, 0.00243404, 0.00256094,
       0.0026718 , 0.00276865, 0.00285325, 0.00292716, 0.00299172,
       0.00304812, 0.00309739, 0.00314043, 0.00317803, 0.00321087,
       0.00323957, 0.00326463, 0.00328653, 0.00330565, 0.00332236,
       0.00333696, 0.00334971, 0.00336085]), 2330: array([0.03358924, 0.03416612, 0.034743  , 0.03531988, 0.03589676,
       0.03647364, 0.03705052, 0.0376274 , 0.03820428, 0.03878116,
       0.03935804, 0.03993492, 0.0405118 , 0.04108868, 0.04166556,
       0.04224245, 0.04281933, 0.04339621, 0.04397309, 0.04454997,
       0.04512685, 0.04570373, 0.04628061, 0.04685749, 0.04743437,
       0.04801125, 0.04858813, 0.04916501]), 2335: array([0.09061627, 0.09119423, 0.0917722 , 0.09235017, 0.09292814,
       0.09350611, 0.09408408, 0.09466205, 0.09524002, 0.09581799,
       0.09639597, 0.09697394, 0.09755192, 0.09812989, 0.09870787,
       0.09928585, 0.09986382, 0.1004418 , 0.10101978, 0.10159776,
       0.10217574, 0.10275373, 0.10333171, 0.10390969, 0.10448768,
       0.10506566, 0.10564365, 0.10622163]), 2340: array([0.09165712, 0.09241299, 0.09316885, 0.09392471, 0.09468057,
       0.09543643, 0.09619229, 0.09694815, 0.09770401, 0.09845987,
       0.09921573, 0.09997159, 0.10072745, 0.10148331, 0.10223918,
       0.10299504, 0.1037509 , 0.10450676, 0.10526262, 0.10601848,
       0.10677434, 0.1075302 , 0.10828606, 0.10904192, 0.10979778,
       0.11055364, 0.1113095 , 0.11206537]), 2345: array([0.02885095, 0.02946969, 0.03008843, 0.03070716, 0.0313259 ,
       0.03194464, 0.03256337, 0.03318211, 0.03380084, 0.03441958,
       0.03503832, 0.03565705, 0.03627579, 0.03689453, 0.03751326,
       0.038132  , 0.03875073, 0.03936947, 0.03998821, 0.04060694,
       0.04122568, 0.04184441, 0.04246315, 0.04308189, 0.04370062,
       0.04431936, 0.0449381 , 0.04555683]), 2350: array([0.00955808, 0.01018855, 0.01081901, 0.01144947, 0.01207994,
       0.0127104 , 0.01334086, 0.01397133, 0.01460179, 0.01523226,
       0.01586272, 0.01649318, 0.01712365, 0.01775411, 0.01838457,
       0.01901504, 0.0196455 , 0.02027597, 0.02090643, 0.02153689,
       0.02216736, 0.02279782, 0.02342828, 0.02405875, 0.02468921,
       0.02531967, 0.02595014, 0.0265806 ]), 2355: array([0.05463385, 0.05520434, 0.05577483, 0.05634532, 0.05691582,
       0.05748631, 0.0580568 , 0.05862729, 0.05919778, 0.05976827,
       0.06033876, 0.06090925, 0.06147974, 0.06205023, 0.06262073,
       0.06319122, 0.06376171, 0.0643322 , 0.06490269, 0.06547318,
       0.06604367, 0.06661416, 0.06718465, 0.06775515, 0.06832564,
       0.06889613, 0.06946662, 0.07003711]), 2360: array([0.00786877, 0.00797156, 0.00807435, 0.00817714, 0.00827993,
       0.00838272, 0.00848551, 0.0085883 , 0.00869109, 0.00879388,
       0.00889667, 0.00899946, 0.00910225, 0.00920504, 0.00930783,
       0.00941062, 0.00951341, 0.0096162 , 0.00971899, 0.00982178,
       0.00992457, 0.01002736, 0.01013015, 0.01023294, 0.01033573,
       0.01043852, 0.01054131, 0.01064411]), 2365: array([0.00945949, 0.01046735, 0.01125064, 0.0118594 , 0.01233251,
       0.0127002 , 0.01298596, 0.01320805, 0.01338065, 0.01351479,
       0.01361904, 0.01370006, 0.01376303, 0.01381197, 0.01385   ,
       0.01387956, 0.01390254, 0.01392039, 0.01393427, 0.01394505,
       0.01395343, 0.01395994, 0.01396501, 0.01396894, 0.013972  ,
       0.01397437, 0.01397622, 0.01397766]), 2370: array([0.04612412, 0.04507587, 0.04410957, 0.04321882, 0.04239771,
       0.04164079, 0.04094306, 0.04029987, 0.03970697, 0.03916043,
       0.03865662, 0.03819219, 0.03776408, 0.03736944, 0.03700565,
       0.0366703 , 0.03636117, 0.03607621, 0.03581353, 0.03557139,
       0.03534818, 0.03514242, 0.03495274, 0.0347779 , 0.03461673,
       0.03446815, 0.03433119, 0.03420494]), 2375: array([0.00039451, 0.00078866, 0.00118281, 0.00157696, 0.00197111,
       0.00236526, 0.00275941, 0.00315355, 0.0035477 , 0.00394185,
       0.00433599, 0.00473014, 0.00512428, 0.00551842, 0.00591257,
       0.00630671, 0.00670085, 0.00709499, 0.00748913, 0.00788327,
       0.00827741, 0.00867155, 0.00906569, 0.00945982, 0.00985396,
       0.0102481 , 0.01064223, 0.01103637]), 2380: array([0.0049437 , 0.00560498, 0.00626626, 0.00692754, 0.00758882,
       0.0082501 , 0.00891138, 0.00957266, 0.01023394, 0.01089522,
       0.0115565 , 0.01221778, 0.01287906, 0.01354034, 0.01420162,
       0.0148629 , 0.01552418, 0.01618546, 0.01684674, 0.01750802,
       0.0181693 , 0.01883058, 0.01949186, 0.02015314, 0.02081442,
       0.0214757 , 0.02213698, 0.02279826]), 2385: array([0.00182227, 0.00223804, 0.00258039, 0.00286229, 0.00309442,
       0.00328556, 0.00344295, 0.00357254, 0.00367926, 0.00376713,
       0.00383949, 0.00389907, 0.00394813, 0.00398853, 0.00402179,
       0.00404918, 0.00407174, 0.00409031, 0.0041056 , 0.00411819,
       0.00412856, 0.0041371 , 0.00414413, 0.00414992, 0.00415469,
       0.00415861, 0.00416184, 0.00416451]), 2390: array([0.04816806, 0.04900577, 0.04984348, 0.05068119, 0.0515189 ,
       0.05235661, 0.05319432, 0.05403203, 0.05486974, 0.05570745,
       0.05654516, 0.05738287, 0.05822058, 0.05905829, 0.059896  ,
       0.06073371, 0.06157142, 0.06240913, 0.06324684, 0.06408455,
       0.06492226, 0.06575997, 0.06659768, 0.06743539, 0.0682731 ,
       0.06911081, 0.06994852, 0.07078623]), 2395: array([0.06485263, 0.06537175, 0.06589088, 0.06641001, 0.06692914,
       0.06744827, 0.0679674 , 0.06848652, 0.06900565, 0.06952478,
       0.07004391, 0.07056304, 0.07108217, 0.07160129, 0.07212042,
       0.07263955, 0.07315868, 0.07367781, 0.07419694, 0.07471606,
       0.07523519, 0.07575432, 0.07627345, 0.07679258, 0.07731171,
       0.07783083, 0.07834996, 0.07886909]), 2400: array([0.12661467, 0.12732702, 0.12803937, 0.12875172, 0.12946406,
       0.13017641, 0.13088876, 0.13160111, 0.13231346, 0.13302581,
       0.13373816, 0.1344505 , 0.13516285, 0.1358752 , 0.13658755,
       0.1372999 , 0.13801225, 0.1387246 , 0.13943695, 0.14014929,
       0.14086164, 0.14157399, 0.14228634, 0.14299869, 0.14371104,
       0.14442339, 0.14513574, 0.14584808]), 2405: array([0.07755577, 0.07959688, 0.08163799, 0.0836791 , 0.08572021,
       0.08776132, 0.08980244, 0.09184355, 0.09388466, 0.09592577,
       0.09796688, 0.10000799, 0.10204911, 0.10409022, 0.10613133,
       0.10817244, 0.11021355, 0.11225466, 0.11429577, 0.11633689,
       0.118378  , 0.12041911, 0.12246022, 0.12450133, 0.12654244,
       0.12858355, 0.13062467, 0.13266578]), 2410: array([0.00145717, 0.00190724, 0.00235731, 0.00280738, 0.00325745,
       0.00370752, 0.00415759, 0.00460766, 0.00505773, 0.0055078 ,
       0.00595787, 0.00640794, 0.00685801, 0.00730808, 0.00775815,
       0.00820822, 0.00865829, 0.00910836, 0.00955843, 0.0100085 ,
       0.01045857, 0.01090864, 0.01135871, 0.01180878, 0.01225885,
       0.01270892, 0.01315899, 0.01360906]), 2415: array([0.10359971, 0.10444317, 0.10528663, 0.10613008, 0.10697354,
       0.107817  , 0.10866046, 0.10950392, 0.11034738, 0.11119083,
       0.11203429, 0.11287775, 0.11372121, 0.11456467, 0.11540813,
       0.11625158, 0.11709504, 0.1179385 , 0.11878196, 0.11962542,
       0.12046888, 0.12131233, 0.12215579, 0.12299925, 0.12384271,
       0.12468617, 0.12552962, 0.12637308]), 2420: array([0.01367256, 0.01464309, 0.01561362, 0.01658415, 0.01755468,
       0.01852521, 0.01949574, 0.02046627, 0.0214368 , 0.02240733,
       0.02337786, 0.02434839, 0.02531892, 0.02628945, 0.02725998,
       0.02823051, 0.02920104, 0.03017157, 0.0311421 , 0.03211263,
       0.03308316, 0.03405369, 0.03502422, 0.03599475, 0.03696528,
       0.03793581, 0.03890634, 0.03987688]), 2425: array([0.00155909, 0.00258518, 0.00349498, 0.00430167, 0.00501692,
       0.00565111, 0.00621342, 0.006712  , 0.00715407, 0.00754604,
       0.00789358, 0.00820173, 0.00847496, 0.00871721, 0.00893202,
       0.00912247, 0.00929134, 0.00944107, 0.00957383, 0.00969154,
       0.00979592, 0.00988846, 0.00997051, 0.01004326, 0.01010777,
       0.01016497, 0.01021568, 0.01026065]), 2430: array([0.00294673, 0.00369214, 0.00431562, 0.0048371 , 0.00527327,
       0.0056381 , 0.00594324, 0.00619847, 0.00641194, 0.00659049,
       0.00673984, 0.00686475, 0.00696923, 0.00705661, 0.00712971,
       0.00719084, 0.00724198, 0.00728475, 0.00732052, 0.00735044,
       0.00737547, 0.0073964 , 0.00741391, 0.00742855, 0.0074408 ,
       0.00745104, 0.00745961, 0.00746678]), 2435: array([0.00175903, 0.00234242, 0.00289588, 0.00342092, 0.00391902,
       0.00439155, 0.00483983, 0.0052651 , 0.00566855, 0.00605128,
       0.00641438, 0.00675883, 0.00708561, 0.00739561, 0.00768971,
       0.0079687 , 0.00823338, 0.00848448, 0.00872268, 0.00894866,
       0.00916304, 0.00936642, 0.00955936, 0.0097424 , 0.00991604,
       0.01008077, 0.01023704, 0.0103853 ]), 2440: array([0.00359817, 0.00392792, 0.00423463, 0.00451991, 0.00478525,
       0.00503206, 0.00526162, 0.00547514, 0.00567374, 0.00585847,
       0.00603028, 0.0061901 , 0.00633874, 0.006477  , 0.0066056 ,
       0.00672521, 0.00683646, 0.00693995, 0.0070362 , 0.00712572,
       0.00720899, 0.00728644, 0.00735848, 0.00742549, 0.00748781,
       0.00754578, 0.0075997 , 0.00764985]), 2445: array([0.00089912, 0.00134895, 0.00161892, 0.00178094, 0.00187817,
       0.00193652, 0.00197154, 0.00199256, 0.00200518, 0.00201275,
       0.00201729, 0.00202001, 0.00202165, 0.00202263, 0.00202322,
       0.00202358, 0.00202379, 0.00202392, 0.00202399, 0.00202404,
       0.00202407, 0.00202408, 0.00202409, 0.0020241 , 0.0020241 ,
       0.0020241 , 0.0020241 , 0.00202411]), 2450: array([0.01724234, 0.017694  , 0.01814565, 0.0185973 , 0.01904895,
       0.0195006 , 0.01995226, 0.02040391, 0.02085556, 0.02130721,
       0.02175887, 0.02221052, 0.02266217, 0.02311382, 0.02356547,
       0.02401713, 0.02446878, 0.02492043, 0.02537208, 0.02582373,
       0.02627539, 0.02672704, 0.02717869, 0.02763034, 0.02808199,
       0.02853365, 0.0289853 , 0.02943695]), 2455: array([0.00972592, 0.00980765, 0.00988694, 0.00996386, 0.0100385 ,
       0.01011092, 0.01018118, 0.01024936, 0.0103155 , 0.01037967,
       0.01044193, 0.01050234, 0.01056095, 0.01061782, 0.010673  ,
       0.01072653, 0.01077847, 0.01082886, 0.01087775, 0.01092519,
       0.01097121, 0.01101587, 0.0110592 , 0.01110123, 0.01114202,
       0.01118159, 0.01121998, 0.01125723]), 2460: array([0.00308888, 0.00314296, 0.00318178, 0.00320964, 0.00322964,
       0.00324399, 0.00325429, 0.00326168, 0.00326699, 0.0032708 ,
       0.00327353, 0.00327549, 0.0032769 , 0.00327791, 0.00327863,
       0.00327915, 0.00327953, 0.0032798 , 0.00327999, 0.00328013,
       0.00328023, 0.0032803 , 0.00328035, 0.00328038, 0.00328041,
       0.00328043, 0.00328044, 0.00328045]), 2465: array([0.04251878, 0.0434397 , 0.04436063, 0.04528155, 0.04620248,
       0.04712341, 0.04804433, 0.04896526, 0.04988618, 0.05080711,
       0.05172804, 0.05264896, 0.05356989, 0.05449081, 0.05541174,
       0.05633267, 0.05725359, 0.05817452, 0.05909544, 0.06001637,
       0.0609373 , 0.06185822, 0.06277915, 0.06370007, 0.064621  ,
       0.06554193, 0.06646285, 0.06738378]), 2470: array([0.01832212, 0.01864175, 0.01891788, 0.01915644, 0.01936254,
       0.01954059, 0.01969442, 0.01982731, 0.01994211, 0.0200413 ,
       0.02012699, 0.02020101, 0.02026497, 0.02032022, 0.02036795,
       0.02040919, 0.02044482, 0.02047559, 0.02050218, 0.02052515,
       0.020545  , 0.02056215, 0.02057696, 0.02058975, 0.02060081,
       0.02061036, 0.02061861, 0.02062574]), 2475: array([0.04982291, 0.05000533, 0.05017943, 0.05034559, 0.05050417,
       0.05065551, 0.05079995, 0.0509378 , 0.05106936, 0.05119492,
       0.05131475, 0.05142912, 0.05153826, 0.05164243, 0.05174184,
       0.05183672, 0.05192727, 0.05201369, 0.05209616, 0.05217488,
       0.05225   , 0.05232169, 0.05239012, 0.05245542, 0.05251774,
       0.05257722, 0.05263399, 0.05268817]), 2480: array([0.07108739, 0.07219218, 0.07328396, 0.07436286, 0.07542905,
       0.07648268, 0.07752388, 0.07855282, 0.07956963, 0.08057445,
       0.08156743, 0.08254871, 0.08351842, 0.0844767 , 0.08542369,
       0.08635951, 0.08728431, 0.08819821, 0.08910134, 0.08999382,
       0.09087578, 0.09174735, 0.09260864, 0.09345979, 0.0943009 ,
       0.0951321 , 0.0959535 , 0.09676522]), 2485: array([0.0891861 , 0.09088746, 0.09258882, 0.09429019, 0.09599155,
       0.09769292, 0.09939428, 0.10109565, 0.10279701, 0.10449838,
       0.10619974, 0.10790111, 0.10960247, 0.11130383, 0.1130052 ,
       0.11470656, 0.11640793, 0.11810929, 0.11981066, 0.12151202,
       0.12321339, 0.12491475, 0.12661612, 0.12831748, 0.13001884,
       0.13172021, 0.13342157, 0.13512294]), 2490: array([0.03307066, 0.03362847, 0.03418628, 0.03474409, 0.0353019 ,
       0.0358597 , 0.03641751, 0.03697532, 0.03753313, 0.03809094,
       0.03864875, 0.03920656, 0.03976437, 0.04032217, 0.04087998,
       0.04143779, 0.0419956 , 0.04255341, 0.04311122, 0.04366903,
       0.04422683, 0.04478464, 0.04534245, 0.04590026, 0.04645807,
       0.04701588, 0.04757369, 0.04813149]), 2495: array([0.06713288, 0.06765328, 0.06817369, 0.06869409, 0.06921449,
       0.0697349 , 0.0702553 , 0.0707757 , 0.07129611, 0.07181651,
       0.07233691, 0.07285732, 0.07337772, 0.07389812, 0.07441853,
       0.07493893, 0.07545933, 0.07597974, 0.07650014, 0.07702054,
       0.07754095, 0.07806135, 0.07858175, 0.07910216, 0.07962256,
       0.08014296, 0.08066337, 0.08118377]), 2500: array([0.10696168, 0.10746915, 0.10797662, 0.10848409, 0.10899156,
       0.10949903, 0.1100065 , 0.11051397, 0.11102144, 0.11152891,
       0.11203638, 0.11254385, 0.11305132, 0.11355879, 0.11406626,
       0.11457373, 0.1150812 , 0.11558866, 0.11609613, 0.1166036 ,
       0.11711107, 0.11761854, 0.11812601, 0.11863348, 0.11914095,
       0.11964842, 0.12015589, 0.12066336]), 2505: array([0.00222606, 0.00235733, 0.00247951, 0.00259322, 0.00269905,
       0.00279755, 0.00288922, 0.00297454, 0.00305394, 0.00312784,
       0.00319663, 0.00326064, 0.00332022, 0.00337567, 0.00342728,
       0.00347531, 0.00352001, 0.00356161, 0.00360034, 0.00363637,
       0.00366991, 0.00370113, 0.00373018, 0.00375722, 0.00378239,
       0.00380581, 0.00382761, 0.0038479 ]), 2510: array([0.00081334, 0.00087411, 0.00093488, 0.00099565, 0.00105642,
       0.00111719, 0.00117796, 0.00123873, 0.0012995 , 0.00136027,
       0.00142104, 0.00148182, 0.00154259, 0.00160336, 0.00166413,
       0.0017249 , 0.00178567, 0.00184644, 0.0019072 , 0.00196797,
       0.00202874, 0.00208951, 0.00215028, 0.00221105, 0.00227182,
       0.00233259, 0.00239336, 0.00245413]), 2515: array([0.00041153, 0.00054341, 0.00067528, 0.00080716, 0.00093903,
       0.00107091, 0.00120278, 0.00133465, 0.00146653, 0.0015984 ,
       0.00173028, 0.00186215, 0.00199403, 0.0021259 , 0.00225778,
       0.00238965, 0.00252153, 0.0026534 , 0.00278528, 0.00291715,
       0.00304903, 0.0031809 , 0.00331278, 0.00344465, 0.00357652,
       0.0037084 , 0.00384027, 0.00397215]), 2520: array([0.00928918, 0.00954491, 0.00980065, 0.01005638, 0.01031211,
       0.01056784, 0.01082358, 0.01107931, 0.01133504, 0.01159077,
       0.0118465 , 0.01210224, 0.01235797, 0.0126137 , 0.01286943,
       0.01312517, 0.0133809 , 0.01363663, 0.01389236, 0.0141481 ,
       0.01440383, 0.01465956, 0.01491529, 0.01517103, 0.01542676,
       0.01568249, 0.01593822, 0.01619396]), 2525: array([0.01470424, 0.01375203, 0.01288333, 0.01209082, 0.01136782,
       0.01070823, 0.01010648, 0.00955752, 0.00905669, 0.0085998 ,
       0.00818297, 0.0078027 , 0.00745578, 0.00713929, 0.00685056,
       0.00658714, 0.00634684, 0.0061276 , 0.0059276 , 0.00574513,
       0.00557867, 0.00542681, 0.00528826, 0.00516187, 0.00504656,
       0.00494137, 0.0048454 , 0.00475785]), 2530: array([0.01488361, 0.01516813, 0.01545265, 0.01573717, 0.01602169,
       0.01630621, 0.01659073, 0.01687525, 0.01715978, 0.0174443 ,
       0.01772882, 0.01801334, 0.01829787, 0.01858239, 0.01886692,
       0.01915144, 0.01943597, 0.01972049, 0.02000502, 0.02028954,
       0.02057407, 0.0208586 , 0.02114312, 0.02142765, 0.02171218,
       0.02199671, 0.02228124, 0.02256577]), 2535: array([0.01340713, 0.01424608, 0.01508504, 0.01592399, 0.01676294,
       0.01760189, 0.01844084, 0.01927979, 0.02011874, 0.0209577 ,
       0.02179665, 0.0226356 , 0.02347455, 0.0243135 , 0.02515245,
       0.0259914 , 0.02683036, 0.02766931, 0.02850826, 0.02934721,
       0.03018616, 0.03102511, 0.03186407, 0.03270302, 0.03354197,
       0.03438092, 0.03521987, 0.03605882]), 2540: array([0.02154311, 0.02261566, 0.0236882 , 0.02476075, 0.0258333 ,
       0.02690585, 0.0279784 , 0.02905095, 0.0301235 , 0.03119604,
       0.03226859, 0.03334114, 0.03441369, 0.03548624, 0.03655879,
       0.03763134, 0.03870389, 0.03977643, 0.04084898, 0.04192153,
       0.04299408, 0.04406663, 0.04513918, 0.04621173, 0.04728427,
       0.04835682, 0.04942937, 0.05050192]), 2545: array([0.01018279, 0.01035953, 0.01051225, 0.0106442 , 0.0107582 ,
       0.01085671, 0.01094182, 0.01101535, 0.01107889, 0.01113379,
       0.01118122, 0.0112222 , 0.01125761, 0.01128821, 0.01131464,
       0.01133748, 0.01135722, 0.01137427, 0.011389  , 0.01140173,
       0.01141273, 0.01142223, 0.01143044, 0.01143754, 0.01144367,
       0.01144896, 0.01145354, 0.01145749]), 2550: array([0.0083158 , 0.00905348, 0.00974078, 0.01038112, 0.01097772,
       0.01153356, 0.01205143, 0.01253393, 0.01298346, 0.01340229,
       0.0137925 , 0.01415605, 0.01449477, 0.01481035, 0.01510438,
       0.01537831, 0.01563354, 0.01587132, 0.01609287, 0.01629928,
       0.01649159, 0.01667076, 0.01683769, 0.01699322, 0.01713812,
       0.01727312, 0.01739891, 0.01751609]), 2555: array([0.00141686, 0.00208616, 0.00275545, 0.00342475, 0.00409405,
       0.00476335, 0.00543264, 0.00610194, 0.00677124, 0.00744054,
       0.00810983, 0.00877913, 0.00944843, 0.01011773, 0.01078702,
       0.01145632, 0.01212562, 0.01279492, 0.01346421, 0.01413351,
       0.01480281, 0.01547211, 0.0161414 , 0.0168107 , 0.01748   ,
       0.01814929, 0.01881859, 0.01948789]), 2560: array([0.00289281, 0.00309326, 0.00324547, 0.00336105, 0.00344881,
       0.00351545, 0.00356605, 0.00360447, 0.00363365, 0.0036558 ,
       0.00367262, 0.0036854 , 0.0036951 , 0.00370246, 0.00370805,
       0.0037123 , 0.00371552, 0.00371797, 0.00371983, 0.00372124,
       0.00372231, 0.00372313, 0.00372375, 0.00372422, 0.00372457,
       0.00372484, 0.00372505, 0.0037252 ]), 2565: array([0.01396791, 0.01201374, 0.01046398, 0.00923495, 0.00826027,
       0.0074873 , 0.0068743 , 0.00638816, 0.00600263, 0.00569689,
       0.00545442, 0.00526212, 0.00510963, 0.00498869, 0.00489278,
       0.00481672, 0.0047564 , 0.00470857, 0.00467063, 0.00464055,
       0.00461669, 0.00459776, 0.00458276, 0.00457086, 0.00456142,
       0.00455394, 0.004548  , 0.00454329]), 2570: array([0.02107018, 0.02156117, 0.02205215, 0.02254314, 0.02303412,
       0.02352511, 0.0240161 , 0.02450708, 0.02499807, 0.02548905,
       0.02598004, 0.02647103, 0.02696201, 0.027453  , 0.02794398,
       0.02843497, 0.02892595, 0.02941694, 0.02990793, 0.03039891,
       0.0308899 , 0.03138088, 0.03187187, 0.03236285, 0.03285384,
       0.03334482, 0.03383581, 0.03432679]), 2575: array([0.00043476, 0.00057682, 0.00071888, 0.00086093, 0.00100299,
       0.00114504, 0.0012871 , 0.00142916, 0.00157121, 0.00171327,
       0.00185532, 0.00199738, 0.00213943, 0.00228149, 0.00242355,
       0.0025656 , 0.00270766, 0.00284971, 0.00299177, 0.00313382,
       0.00327588, 0.00341794, 0.00355999, 0.00370205, 0.0038441 ,
       0.00398616, 0.00412821, 0.00427027]), 2580: array([0.00158328, 0.00173098, 0.00187868, 0.00202638, 0.00217407,
       0.00232177, 0.00246946, 0.00261715, 0.00276484, 0.00291253,
       0.00306022, 0.00320791, 0.0033556 , 0.00350328, 0.00365097,
       0.00379865, 0.00394633, 0.00409401, 0.0042417 , 0.00438937,
       0.00453705, 0.00468473, 0.00483241, 0.00498008, 0.00512776,
       0.00527543, 0.0054231 , 0.00557077]), 2585: array([0.01055065, 0.01073306, 0.01091546, 0.01109786, 0.01128026,
       0.01146267, 0.01164507, 0.01182747, 0.01200987, 0.01219228,
       0.01237468, 0.01255708, 0.01273948, 0.01292188, 0.01310429,
       0.01328669, 0.01346909, 0.01365149, 0.0138339 , 0.0140163 ,
       0.0141987 , 0.0143811 , 0.01456351, 0.01474591, 0.01492831,
       0.01511071, 0.01529312, 0.01547552]), 2590: array([0.00747076, 0.00765694, 0.00784312, 0.0080293 , 0.00821547,
       0.00840165, 0.00858783, 0.00877401, 0.00896019, 0.00914637,
       0.00933255, 0.00951873, 0.00970491, 0.00989109, 0.01007727,
       0.01026345, 0.01044962, 0.0106358 , 0.01082198, 0.01100816,
       0.01119434, 0.01138052, 0.0115667 , 0.01175288, 0.01193905,
       0.01212523, 0.01231141, 0.01249759]), 2595: array([0.00034738, 0.00048535, 0.00062333, 0.00076131, 0.00089929,
       0.00103726, 0.00117524, 0.00131322, 0.0014512 , 0.00158917,
       0.00172715, 0.00186513, 0.00200311, 0.00214108, 0.00227906,
       0.00241704, 0.00255502, 0.00269299, 0.00283097, 0.00296895,
       0.00310692, 0.0032449 , 0.00338288, 0.00352086, 0.00365883,
       0.00379681, 0.00393479, 0.00407276]), 2600: array([0.01309059, 0.01334891, 0.01360722, 0.01386553, 0.01412385,
       0.01438216, 0.01464048, 0.01489879, 0.0151571 , 0.01541542,
       0.01567373, 0.01593204, 0.01619036, 0.01644867, 0.01670698,
       0.0169653 , 0.01722361, 0.01748193, 0.01774024, 0.01799855,
       0.01825687, 0.01851518, 0.01877349, 0.01903181, 0.01929012,
       0.01954844, 0.01980675, 0.02006506]), 2605: array([0.00060891, 0.00105166, 0.00149441, 0.00193716, 0.0023799 ,
       0.00282265, 0.0032654 , 0.00370815, 0.00415089, 0.00459364,
       0.00503639, 0.00547914, 0.00592189, 0.00636463, 0.00680738,
       0.00725013, 0.00769288, 0.00813563, 0.00857837, 0.00902112,
       0.00946387, 0.00990662, 0.01034937, 0.01079211, 0.01123486,
       0.01167761, 0.01212036, 0.0125631 ]), 2610: array([0.02246511, 0.02362585, 0.0247866 , 0.02594734, 0.02710809,
       0.02826883, 0.02942958, 0.03059032, 0.03175107, 0.03291181,
       0.03407256, 0.0352333 , 0.03639405, 0.03755479, 0.03871554,
       0.03987628, 0.04103703, 0.04219777, 0.04335852, 0.04451926,
       0.04568001, 0.04684075, 0.0480015 , 0.04916224, 0.05032299,
       0.05148373, 0.05264447, 0.05380522]), 2615: array([0.011801  , 0.01342525, 0.0150495 , 0.01667375, 0.018298  ,
       0.01992224, 0.02154649, 0.02317074, 0.02479499, 0.02641924,
       0.02804349, 0.02966774, 0.03129199, 0.03291624, 0.03454049,
       0.03616474, 0.03778899, 0.03941324, 0.04103749, 0.04266174,
       0.04428599, 0.04591024, 0.04753449, 0.04915873, 0.05078298,
       0.05240723, 0.05403148, 0.05565573]), 2620: array([0.00112518, 0.00178794, 0.0024507 , 0.00311347, 0.00377623,
       0.00443899, 0.00510175, 0.00576451, 0.00642727, 0.00709004,
       0.0077528 , 0.00841556, 0.00907832, 0.00974108, 0.01040385,
       0.01106661, 0.01172937, 0.01239213, 0.0130549 , 0.01371766,
       0.01438042, 0.01504318, 0.01570595, 0.01636871, 0.01703147,
       0.01769423, 0.018357  , 0.01901976]), 2625: array([0.01544228, 0.01581104, 0.01617981, 0.01654857, 0.01691733,
       0.01728609, 0.01765485, 0.01802361, 0.01839237, 0.01876113,
       0.01912989, 0.01949865, 0.01986741, 0.02023617, 0.02060493,
       0.02097369, 0.02134244, 0.0217112 , 0.02207996, 0.02244872,
       0.02281748, 0.02318624, 0.023555  , 0.02392376, 0.02429252,
       0.02466128, 0.02503004, 0.0253988 ]), 2630: array([0.01910594, 0.01946677, 0.0198276 , 0.02018843, 0.02054926,
       0.02091009, 0.02127092, 0.02163174, 0.02199257, 0.0223534 ,
       0.02271423, 0.02307506, 0.02343589, 0.02379671, 0.02415754,
       0.02451837, 0.0248792 , 0.02524002, 0.02560085, 0.02596168,
       0.0263225 , 0.02668333, 0.02704415, 0.02740498, 0.0277658 ,
       0.02812663, 0.02848746, 0.02884828]), 2635: array([0.00012809, 0.00016626, 0.00020444, 0.00024261, 0.00028078,
       0.00031895, 0.00035712, 0.00039529, 0.00043347, 0.00047164,
       0.00050981, 0.00054798, 0.00058615, 0.00062432, 0.00066249,
       0.00070067, 0.00073884, 0.00077701, 0.00081518, 0.00085335,
       0.00089152, 0.00092969, 0.00096787, 0.00100604, 0.00104421,
       0.00108238, 0.00112055, 0.00115872]), 2640: array([0.00018515, 0.00020494, 0.00022473, 0.00024452, 0.0002643 ,
       0.00028409, 0.00030388, 0.00032367, 0.00034346, 0.00036324,
       0.00038303, 0.00040282, 0.00042261, 0.0004424 , 0.00046218,
       0.00048197, 0.00050176, 0.00052155, 0.00054134, 0.00056112,
       0.00058091, 0.0006007 , 0.00062049, 0.00064028, 0.00066006,
       0.00067985, 0.00069964, 0.00071943]), 2645: array([0.00214181, 0.0022086 , 0.00227539, 0.00234218, 0.00240897,
       0.00247577, 0.00254256, 0.00260935, 0.00267614, 0.00274293,
       0.00280972, 0.00287652, 0.00294331, 0.0030101 , 0.00307689,
       0.00314368, 0.00321047, 0.00327727, 0.00334406, 0.00341085,
       0.00347764, 0.00354443, 0.00361122, 0.00367802, 0.00374481,
       0.0038116 , 0.00387839, 0.00394518]), 2650: array([0.00114803, 0.00116796, 0.00118718, 0.00120573, 0.00122363,
       0.0012409 , 0.00125756, 0.00127364, 0.00128916, 0.00130413,
       0.00131857, 0.00133251, 0.00134596, 0.00135894, 0.00137146,
       0.00138354, 0.0013952 , 0.00140645, 0.0014173 , 0.00142777,
       0.00143788, 0.00144763, 0.00145704, 0.00146612, 0.00147488,
       0.00148333, 0.00149148, 0.00149935]), 2655: array([0.00044813, 0.00045449, 0.00045942, 0.00046325, 0.00046621,
       0.00046851, 0.00047028, 0.00047166, 0.00047273, 0.00047356,
       0.0004742 , 0.0004747 , 0.00047509, 0.00047538, 0.00047562,
       0.0004758 , 0.00047593, 0.00047604, 0.00047613, 0.00047619,
       0.00047624, 0.00047628, 0.00047631, 0.00047633, 0.00047635,
       0.00047636, 0.00047638, 0.00047638]), 2660: array([0.00214052, 0.00205652, 0.00198134, 0.00191406, 0.00185384,
       0.00179994, 0.00175171, 0.00170854, 0.0016699 , 0.00163532,
       0.00160437, 0.00157668, 0.00155189, 0.0015297 , 0.00150985,
       0.00149208, 0.00147617, 0.00146194, 0.0014492 , 0.0014378 ,
       0.00142759, 0.00141846, 0.00141029, 0.00140297, 0.00139642,
       0.00139057, 0.00138532, 0.00138063]), 2665: array([0.00105211, 0.00114354, 0.00123496, 0.00132639, 0.00141782,
       0.00150924, 0.00160067, 0.00169209, 0.00178352, 0.00187495,
       0.00196637, 0.0020578 , 0.00214923, 0.00224065, 0.00233208,
       0.00242351, 0.00251493, 0.00260636, 0.00269778, 0.00278921,
       0.00288064, 0.00297206, 0.00306349, 0.00315492, 0.00324634,
       0.00333777, 0.0034292 , 0.00352062]), 2670: array([0.00181699, 0.00130378, 0.00099841, 0.0008167 , 0.00070858,
       0.00064424, 0.00060595, 0.00058317, 0.00056962, 0.00056155,
       0.00055675, 0.0005539 , 0.0005522 , 0.00055119, 0.00055059,
       0.00055023, 0.00055001, 0.00054989, 0.00054981, 0.00054977,
       0.00054974, 0.00054973, 0.00054972, 0.00054971, 0.00054971,
       0.0005497 , 0.0005497 , 0.0005497 ]), 2675: array([0.00020674, 0.00029832, 0.00038991, 0.00048149, 0.00057308,
       0.00066466, 0.00075625, 0.00084784, 0.00093942, 0.00103101,
       0.00112259, 0.00121418, 0.00130576, 0.00139735, 0.00148893,
       0.00158052, 0.0016721 , 0.00176369, 0.00185527, 0.00194686,
       0.00203844, 0.00213003, 0.00222161, 0.0023132 , 0.00240478,
       0.00249637, 0.00258796, 0.00267954]), 2680: array([0.00629156, 0.0063892 , 0.00648684, 0.00658448, 0.00668213,
       0.00677977, 0.00687741, 0.00697505, 0.0070727 , 0.00717034,
       0.00726798, 0.00736562, 0.00746326, 0.00756091, 0.00765855,
       0.00775619, 0.00785383, 0.00795148, 0.00804912, 0.00814676,
       0.0082444 , 0.00834204, 0.00843969, 0.00853733, 0.00863497,
       0.00873261, 0.00883026, 0.0089279 ]), 2685: array([0.01229358, 0.01239358, 0.01249358, 0.01259358, 0.01269357,
       0.01279357, 0.01289357, 0.01299357, 0.01309356, 0.01319356,
       0.01329356, 0.01339356, 0.01349356, 0.01359355, 0.01369355,
       0.01379355, 0.01389355, 0.01399355, 0.01409354, 0.01419354,
       0.01429354, 0.01439354, 0.01449353, 0.01459353, 0.01469353,
       0.01479353, 0.01489353, 0.01499352]), 2690: array([0.00895411, 0.00912891, 0.0093037 , 0.0094785 , 0.0096533 ,
       0.00982809, 0.01000289, 0.01017769, 0.01035249, 0.01052728,
       0.01070208, 0.01087688, 0.01105167, 0.01122647, 0.01140127,
       0.01157607, 0.01175086, 0.01192566, 0.01210046, 0.01227525,
       0.01245005, 0.01262485, 0.01279964, 0.01297444, 0.01314924,
       0.01332404, 0.01349883, 0.01367363]), 2695: array([0.00092546, 0.00090708, 0.0008911 , 0.0008772 , 0.0008651 ,
       0.00085458, 0.00084543, 0.00083747, 0.00083054, 0.00082452,
       0.00081928, 0.00081472, 0.00081075, 0.0008073 , 0.0008043 ,
       0.00080169, 0.00079942, 0.00079745, 0.00079573, 0.00079423,
       0.00079293, 0.0007918 , 0.00079082, 0.00078996, 0.00078922,
       0.00078857, 0.000788  , 0.00078751]), 2700: array([0.00170005, 0.00173504, 0.00177004, 0.00180504, 0.00184004,
       0.00187504, 0.00191004, 0.00194504, 0.00198004, 0.00201504,
       0.00205004, 0.00208504, 0.00212004, 0.00215504, 0.00219004,
       0.00222504, 0.00226004, 0.00229504, 0.00233004, 0.00236504,
       0.00240004, 0.00243504, 0.00247004, 0.00250504, 0.00254004,
       0.00257504, 0.00261004, 0.00264504]), 2705: array([0.00094763, 0.00088773, 0.00083881, 0.00079886, 0.00076623,
       0.00073958, 0.00071782, 0.00070005, 0.00068554, 0.00067368,
       0.000664  , 0.0006561 , 0.00064964, 0.00064437, 0.00064006,
       0.00063655, 0.00063368, 0.00063133, 0.00062942, 0.00062785,
       0.00062657, 0.00062553, 0.00062468, 0.00062398, 0.00062342,
       0.00062295, 0.00062257, 0.00062226]), 2710: array([0.00032573, 0.00035132, 0.00037103, 0.00038621, 0.00039789,
       0.00040689, 0.00041382, 0.00041915, 0.00042326, 0.00042642,
       0.00042886, 0.00043073, 0.00043218, 0.00043329, 0.00043415,
       0.00043481, 0.00043531, 0.0004357 , 0.00043601, 0.00043624,
       0.00043642, 0.00043655, 0.00043666, 0.00043674, 0.0004368 ,
       0.00043685, 0.00043689, 0.00043692]), 2715: array([0.0002366 , 0.0002572 , 0.00027574, 0.00029242, 0.00030743,
       0.00032094, 0.0003331 , 0.00034404, 0.00035388, 0.00036274,
       0.00037071, 0.00037788, 0.00038434, 0.00039015, 0.00039537,
       0.00040008, 0.00040431, 0.00040812, 0.00041155, 0.00041463,
       0.00041741, 0.00041991, 0.00042215, 0.00042418, 0.000426  ,
       0.00042763, 0.00042911, 0.00043043]), 2720: array([0.00010071, 0.00011987, 0.00013328, 0.00014267, 0.00014923,
       0.00015383, 0.00015705, 0.0001593 , 0.00016088, 0.00016198,
       0.00016276, 0.0001633 , 0.00016367, 0.00016394, 0.00016412,
       0.00016425, 0.00016435, 0.00016441, 0.00016445, 0.00016448,
       0.00016451, 0.00016452, 0.00016453, 0.00016454, 0.00016454,
       0.00016455, 0.00016455, 0.00016455]), 2725: array([2.31887077e-04, 1.65022461e-04, 1.31590037e-04, 1.14873767e-04,
       1.06515603e-04, 1.02336506e-04, 1.00246951e-04, 9.92021691e-05,
       9.86797766e-05, 9.84185794e-05, 9.82879803e-05, 9.82226806e-05,
       9.81900306e-05, 9.81737055e-05, 9.81655430e-05, 9.81614617e-05,
       9.81594211e-05, 9.81584007e-05, 9.81578906e-05, 9.81576355e-05,
       9.81575079e-05, 9.81574442e-05, 9.81574123e-05, 9.81573963e-05,
       9.81573884e-05, 9.81573844e-05, 9.81573824e-05, 9.81573814e-05]), 2730: array([9.67640142e-05, 1.12557409e-04, 1.20454143e-04, 1.24402529e-04,
       1.26376732e-04, 1.27363838e-04, 1.27857393e-04, 1.28104172e-04,
       1.28227562e-04, 1.28289257e-04, 1.28320105e-04, 1.28335529e-04,
       1.28343241e-04, 1.28347097e-04, 1.28349025e-04, 1.28349989e-04,
       1.28350471e-04, 1.28350712e-04, 1.28350832e-04, 1.28350893e-04,
       1.28350923e-04, 1.28350938e-04, 1.28350945e-04, 1.28350949e-04,
       1.28350951e-04, 1.28350952e-04, 1.28350952e-04, 1.28350953e-04]), 2735: array([0.00275915, 0.00281953, 0.00287991, 0.00294029, 0.00300067,
       0.00306105, 0.00312143, 0.00318181, 0.00324219, 0.00330257,
       0.00336294, 0.00342332, 0.0034837 , 0.00354408, 0.00360445,
       0.00366483, 0.00372521, 0.00378558, 0.00384596, 0.00390634,
       0.00396671, 0.00402709, 0.00408746, 0.00414784, 0.00420821,
       0.00426859, 0.00432896, 0.00438933]), 2740: array([0.00188622, 0.00163061, 0.00143757, 0.00129179, 0.0011817 ,
       0.00109856, 0.00103577, 0.00098836, 0.00095255, 0.00092551,
       0.00090508, 0.00088966, 0.00087801, 0.00086922, 0.00086258,
       0.00085756, 0.00085377, 0.00085091, 0.00084875, 0.00084712,
       0.00084589, 0.00084496, 0.00084425, 0.00084372, 0.00084332,
       0.00084302, 0.00084279, 0.00084262]), 2745: array([0.0003069 , 0.00046902, 0.00058392, 0.00066535, 0.00072307,
       0.00076397, 0.00079296, 0.00081351, 0.00082807, 0.00083839,
       0.0008457 , 0.00085089, 0.00085456, 0.00085716, 0.00085901,
       0.00086032, 0.00086124, 0.0008619 , 0.00086237, 0.0008627 ,
       0.00086293, 0.0008631 , 0.00086321, 0.0008633 , 0.00086336,
       0.0008634 , 0.00086343, 0.00086345]), 2750: array([0.00044187, 0.00048689, 0.00052741, 0.00056387, 0.00059668,
       0.00062622, 0.00065279, 0.00067671, 0.00069824, 0.00071761,
       0.00073504, 0.00075073, 0.00076486, 0.00077756, 0.000789  ,
       0.00079929, 0.00080855, 0.00081689, 0.00082439, 0.00083114,
       0.00083722, 0.00084269, 0.00084761, 0.00085204, 0.00085603,
       0.00085961, 0.00086284, 0.00086575]), 2755: array([0.00029335, 0.00030087, 0.00030763, 0.00031371, 0.00031917,
       0.00032408, 0.00032849, 0.00033246, 0.00033603, 0.00033924,
       0.00034212, 0.00034472, 0.00034705, 0.00034914, 0.00035103,
       0.00035272, 0.00035424, 0.00035561, 0.00035684, 0.00035795,
       0.00035894, 0.00035984, 0.00036064, 0.00036136, 0.00036201,
       0.0003626 , 0.00036312, 0.00036359]), 2760: array([2.76973505e-05, 5.29027010e-05, 7.60669622e-05, 9.73554183e-05,
       1.16919969e-04, 1.34900213e-04, 1.51424446e-04, 1.66610573e-04,
       1.80566951e-04, 1.93393164e-04, 2.05180730e-04, 2.16013758e-04,
       2.25969545e-04, 2.35119128e-04, 2.43527792e-04, 2.51255536e-04,
       2.58357499e-04, 2.64884357e-04, 2.70882680e-04, 2.76395269e-04,
       2.81461456e-04, 2.86117392e-04, 2.90396298e-04, 2.94328704e-04,
       2.97942671e-04, 3.01263984e-04, 3.04316343e-04, 3.07121526e-04]), 2765: array([0.00729598, 0.00743099, 0.00756599, 0.007701  , 0.00783601,
       0.00797101, 0.00810602, 0.00824103, 0.00837603, 0.00851104,
       0.00864605, 0.00878105, 0.00891606, 0.00905107, 0.00918607,
       0.00932108, 0.00945608, 0.00959109, 0.0097261 , 0.0098611 ,
       0.00999611, 0.01013112, 0.01026612, 0.01040113, 0.01053614,
       0.01067114, 0.01080615, 0.01094116]), 2770: array([0.01756988, 0.01770745, 0.01784503, 0.0179826 , 0.01812018,
       0.01825775, 0.01839533, 0.0185329 , 0.01867048, 0.01880805,
       0.01894563, 0.0190832 , 0.01922078, 0.01935835, 0.01949593,
       0.0196335 , 0.01977108, 0.01990865, 0.02004623, 0.0201838 ,
       0.02032138, 0.02045895, 0.02059653, 0.0207341 , 0.02087168,
       0.02100925, 0.02114683, 0.0212844 ]), 2775: array([0.02035228, 0.02001965, 0.01969586, 0.01938067, 0.01907385,
       0.01877519, 0.01848446, 0.01820146, 0.01792597, 0.0176578 ,
       0.01739676, 0.01714265, 0.0168953 , 0.01665451, 0.01642012,
       0.01619196, 0.01596986, 0.01575367, 0.01554321, 0.01533835,
       0.01513893, 0.01494481, 0.01475584, 0.0145719 , 0.01439284,
       0.01421854, 0.01404887, 0.01388371]), 2780: array([0.00019542, 0.00030293, 0.00038737, 0.00045369, 0.00050579,
       0.0005467 , 0.00057883, 0.00060407, 0.0006239 , 0.00063947,
       0.0006517 , 0.00066131, 0.00066885, 0.00067478, 0.00067943,
       0.00068309, 0.00068596, 0.00068821, 0.00068998, 0.00069137,
       0.00069247, 0.00069333, 0.000694  , 0.00069453, 0.00069494,
       0.00069527, 0.00069553, 0.00069573]), 2785: array([0.00016595, 0.00015235, 0.00014223, 0.0001347 , 0.00012909,
       0.00012492, 0.00012182, 0.00011951, 0.00011779, 0.00011651,
       0.00011555, 0.00011485, 0.00011432, 0.00011393, 0.00011363,
       0.00011342, 0.00011325, 0.00011313, 0.00011304, 0.00011298,
       0.00011293, 0.00011289, 0.00011286, 0.00011284, 0.00011283,
       0.00011282, 0.00011281, 0.0001128 ]), 2790: array([0.00090535, 0.00093223, 0.00095822, 0.00098336, 0.00100768,
       0.00103119, 0.00105392, 0.00107591, 0.00109718, 0.00111774,
       0.00113763, 0.00115687, 0.00117547, 0.00119346, 0.00121085,
       0.00122768, 0.00124395, 0.00125968, 0.0012749 , 0.00128962,
       0.00130385, 0.00131761, 0.00133092, 0.00134379, 0.00135624,
       0.00136828, 0.00137992, 0.00139118]), 2795: array([0.00098737, 0.00100902, 0.00103067, 0.00105232, 0.00107398,
       0.00109563, 0.00111728, 0.00113893, 0.00116059, 0.00118224,
       0.00120389, 0.00122554, 0.0012472 , 0.00126885, 0.0012905 ,
       0.00131215, 0.00133381, 0.00135546, 0.00137711, 0.00139876,
       0.00142042, 0.00144207, 0.00146372, 0.00148538, 0.00150703,
       0.00152868, 0.00155033, 0.00157199]), 2800: array([0.00084614, 0.00086482, 0.00088349, 0.00090216, 0.00092084,
       0.00093951, 0.00095818, 0.00097686, 0.00099553, 0.00101421,
       0.00103288, 0.00105155, 0.00107023, 0.0010889 , 0.00110757,
       0.00112625, 0.00114492, 0.00116359, 0.00118227, 0.00120094,
       0.00121961, 0.00123829, 0.00125696, 0.00127564, 0.00129431,
       0.00131298, 0.00133166, 0.00135033]), 2805: array([0.00218422, 0.00223605, 0.00228787, 0.0023397 , 0.00239152,
       0.00244335, 0.00249518, 0.002547  , 0.00259883, 0.00265065,
       0.00270248, 0.0027543 , 0.00280613, 0.00285795, 0.00290978,
       0.0029616 , 0.00301343, 0.00306525, 0.00311708, 0.00316891,
       0.00322073, 0.00327256, 0.00332438, 0.00337621, 0.00342803,
       0.00347986, 0.00353168, 0.00358351]), 2810: array([0.0282558 , 0.02866538, 0.02907496, 0.02948454, 0.02989412,
       0.0303037 , 0.03071328, 0.03112286, 0.03153245, 0.03194203,
       0.03235161, 0.03276119, 0.03317077, 0.03358035, 0.03398994,
       0.03439952, 0.0348091 , 0.03521868, 0.03562826, 0.03603784,
       0.03644743, 0.03685701, 0.03726659, 0.03767617, 0.03808576,
       0.03849534, 0.03890492, 0.0393145 ]), 2815: array([0.00546874, 0.00565632, 0.00582962, 0.00598973, 0.00613766,
       0.00627432, 0.00640058, 0.00651723, 0.00662501, 0.00672458,
       0.00681656, 0.00690155, 0.00698007, 0.00705261, 0.00711963,
       0.00718155, 0.00723876, 0.00729161, 0.00734044, 0.00738555,
       0.00742723, 0.00746573, 0.00750131, 0.00753418, 0.00756454,
       0.0075926 , 0.00761851, 0.00764246]), 2820: array([0.00692399, 0.0075257 , 0.00812741, 0.00872912, 0.00933083,
       0.00993255, 0.01053426, 0.01113597, 0.01173768, 0.01233939,
       0.0129411 , 0.01354282, 0.01414453, 0.01474624, 0.01534795,
       0.01594966, 0.01655137, 0.01715308, 0.0177548 , 0.01835651,
       0.01895822, 0.01955993, 0.02016164, 0.02076335, 0.02136506,
       0.02196678, 0.02256849, 0.0231702 ]), 2825: array([0.01121847, 0.01151434, 0.01177163, 0.01199538, 0.01218995,
       0.01235915, 0.01250628, 0.01263423, 0.0127455 , 0.01284226,
       0.0129264 , 0.01299958, 0.01306321, 0.01311854, 0.01316666,
       0.0132085 , 0.01324489, 0.01327654, 0.01330405, 0.01332798,
       0.01334879, 0.01336689, 0.01338263, 0.01339631, 0.01340821,
       0.01341856, 0.01342756, 0.01343538]), 2830: array([0.03066681, 0.03121932, 0.03177183, 0.03232434, 0.03287685,
       0.03342936, 0.03398187, 0.03453438, 0.03508689, 0.0356394 ,
       0.03619191, 0.03674441, 0.03729692, 0.03784943, 0.03840194,
       0.03895445, 0.03950696, 0.04005947, 0.04061198, 0.04116449,
       0.041717  , 0.04226951, 0.04282202, 0.04337453, 0.04392703,
       0.04447954, 0.04503205, 0.04558456]), 2835: array([0.06784383, 0.06545144, 0.06315223, 0.06094257, 0.05881897,
       0.05677809, 0.05481669, 0.05293168, 0.05112009, 0.04937906,
       0.04770584, 0.04609779, 0.04455237, 0.04306714, 0.04163976,
       0.04026797, 0.03894961, 0.0376826 , 0.03646493, 0.03529469,
       0.03417003, 0.03308918, 0.03205042, 0.03105212, 0.0300927 ,
       0.02917065, 0.02828451, 0.02743288]), 2840: array([0.05550978, 0.05557612, 0.05564245, 0.05570879, 0.05577513,
       0.05584147, 0.0559078 , 0.05597414, 0.05604048, 0.05610681,
       0.05617315, 0.05623949, 0.05630583, 0.05637216, 0.0564385 ,
       0.05650484, 0.05657117, 0.05663751, 0.05670385, 0.05677019,
       0.05683652, 0.05690286, 0.0569692 , 0.05703554, 0.05710187,
       0.05716821, 0.05723455, 0.05730088]), 2845: array([6.15079468e-05, 1.20022132e-04, 1.78536390e-04, 2.37050723e-04,
       2.95565129e-04, 3.54079609e-04, 4.12594162e-04, 4.71108790e-04,
       5.29623491e-04, 5.88138266e-04, 6.46653115e-04, 7.05168037e-04,
       7.63683033e-04, 8.22198103e-04, 8.80713247e-04, 9.39228464e-04,
       9.97743755e-04, 1.05625912e-03, 1.11477456e-03, 1.17329007e-03,
       1.23180566e-03, 1.29032132e-03, 1.34883705e-03, 1.40735286e-03,
       1.46586874e-03, 1.52438469e-03, 1.58290072e-03, 1.64141683e-03]), 2850: array([0.00016469, 0.0002439 , 0.00032312, 0.00040234, 0.00048155,
       0.00056077, 0.00063999, 0.00071921, 0.00079842, 0.00087764,
       0.00095686, 0.00103607, 0.00111529, 0.00119451, 0.00127373,
       0.00135294, 0.00143216, 0.00151138, 0.0015906 , 0.00166981,
       0.00174903, 0.00182825, 0.00190746, 0.00198668, 0.0020659 ,
       0.00214512, 0.00222433, 0.00230355]), 2855: array([0.00032352, 0.00034643, 0.00036889, 0.00039089, 0.00041245,
       0.00043358, 0.00045428, 0.00047457, 0.00049445, 0.00051393,
       0.00053302, 0.00055172, 0.00057005, 0.00058801, 0.0006056 ,
       0.00062285, 0.00063974, 0.0006563 , 0.00067253, 0.00068842,
       0.000704  , 0.00071927, 0.00073423, 0.00074888, 0.00076325,
       0.00077732, 0.00079111, 0.00080463]), 2860: array([0.0001349 , 0.00015065, 0.00015931, 0.00016408, 0.0001667 ,
       0.00016814, 0.00016893, 0.00016937, 0.00016961, 0.00016974,
       0.00016981, 0.00016985, 0.00016987, 0.00016989, 0.00016989,
       0.0001699 , 0.0001699 , 0.0001699 , 0.0001699 , 0.0001699 ,
       0.0001699 , 0.0001699 , 0.0001699 , 0.0001699 , 0.0001699 ,
       0.0001699 , 0.0001699 , 0.0001699 ]), 2865: array([0.0002539 , 0.00024421, 0.00023809, 0.00023423, 0.0002318 ,
       0.00023026, 0.00022929, 0.00022868, 0.00022829, 0.00022805,
       0.0002279 , 0.0002278 , 0.00022774, 0.0002277 , 0.00022767,
       0.00022766, 0.00022765, 0.00022764, 0.00022764, 0.00022764,
       0.00022764, 0.00022763, 0.00022763, 0.00022763, 0.00022763,
       0.00022763, 0.00022763, 0.00022763]), 2870: array([0.00127139, 0.00101156, 0.00082968, 0.00070236, 0.00061324,
       0.00055085, 0.00050718, 0.00047661, 0.00045521, 0.00044023,
       0.00042974, 0.0004224 , 0.00041726, 0.00041367, 0.00041115,
       0.00040939, 0.00040815, 0.00040729, 0.00040668, 0.00040626,
       0.00040596, 0.00040576, 0.00040561, 0.00040551, 0.00040544,
       0.00040539, 0.00040535, 0.00040533]), 2875: array([0.00284927, 0.00246456, 0.00215318, 0.00190117, 0.00169719,
       0.0015321 , 0.00139848, 0.00129033, 0.0012028 , 0.00113195,
       0.00107461, 0.00102821, 0.00099064, 0.00096024, 0.00093563,
       0.00091572, 0.0008996 , 0.00088655, 0.00087599, 0.00086745,
       0.00086053, 0.00085493, 0.0008504 , 0.00084673, 0.00084377,
       0.00084136, 0.00083942, 0.00083784]), 2880: array([0.00393269, 0.00364936, 0.00340045, 0.00318176, 0.00298964,
       0.00282085, 0.00267256, 0.00254228, 0.00242782, 0.00232727,
       0.00223892, 0.00216131, 0.00209312, 0.00203322, 0.00198059,
       0.00193435, 0.00189373, 0.00185804, 0.00182668, 0.00179914,
       0.00177494, 0.00175368, 0.001735  , 0.00171859, 0.00170417,
       0.0016915 , 0.00168037, 0.0016706 ]), 2885: array([3.96573503e-05, 5.24178263e-05, 6.51783022e-05, 7.79387781e-05,
       9.06992541e-05, 1.03459730e-04, 1.16220206e-04, 1.28980682e-04,
       1.41741158e-04, 1.54501634e-04, 1.67262110e-04, 1.80022586e-04,
       1.92783062e-04, 2.05543537e-04, 2.18304013e-04, 2.31064489e-04,
       2.43824965e-04, 2.56585441e-04, 2.69345917e-04, 2.82106393e-04,
       2.94866869e-04, 3.07627345e-04, 3.20387821e-04, 3.33148297e-04,
       3.45908773e-04, 3.58669249e-04, 3.71429725e-04, 3.84190200e-04]), 2890: array([0.00034848, 0.00038438, 0.00041668, 0.00044575, 0.00047192,
       0.00049547, 0.00051666, 0.00053573, 0.00055289, 0.00056834,
       0.00058224, 0.00059475, 0.00060601, 0.00061615, 0.00062527,
       0.00063347, 0.00064086, 0.00064751, 0.00065349, 0.00065887,
       0.00066372, 0.00066808, 0.000672  , 0.00067554, 0.00067871,
       0.00068157, 0.00068415, 0.00068647]), 2895: array([0.00012526, 0.00013308, 0.00013854, 0.00014234, 0.000145  ,
       0.00014685, 0.00014814, 0.00014904, 0.00014966, 0.0001501 ,
       0.00015041, 0.00015062, 0.00015077, 0.00015087, 0.00015094,
       0.00015099, 0.00015103, 0.00015105, 0.00015107, 0.00015108,
       0.00015109, 0.0001511 , 0.0001511 , 0.0001511 , 0.00015111,
       0.00015111, 0.00015111, 0.00015111]), 2900: array([0.00022984, 0.00017156, 0.00014241, 0.00012784, 0.00012055,
       0.00011691, 0.00011509, 0.00011418, 0.00011372, 0.0001135 ,
       0.00011338, 0.00011332, 0.0001133 , 0.00011328, 0.00011327,
       0.00011327, 0.00011327, 0.00011327, 0.00011327, 0.00011327,
       0.00011327, 0.00011327, 0.00011327, 0.00011327, 0.00011327,
       0.00011327, 0.00011327, 0.00011327]), 2905: array([7.40507794e-05, 7.59676669e-05, 7.69897032e-05, 7.75346274e-05,
       7.78251673e-05, 7.79800759e-05, 7.80626693e-05, 7.81067060e-05,
       7.81301853e-05, 7.81427038e-05, 7.81493784e-05, 7.81529371e-05,
       7.81548346e-05, 7.81558462e-05, 7.81563856e-05, 7.81566732e-05,
       7.81568265e-05, 7.81569083e-05, 7.81569519e-05, 7.81569751e-05,
       7.81569875e-05, 7.81569941e-05, 7.81569976e-05, 7.81569995e-05,
       7.81570005e-05, 7.81570010e-05, 7.81570013e-05, 7.81570015e-05]), 2910: array([6.99085008e-05, 7.41801971e-05, 7.63160516e-05, 7.73839821e-05,
       7.79179490e-05, 7.81849332e-05, 7.83184257e-05, 7.83851721e-05,
       7.84185455e-05, 7.84352322e-05, 7.84435756e-05, 7.84477473e-05,
       7.84498331e-05, 7.84508761e-05, 7.84513975e-05, 7.84516583e-05,
       7.84517886e-05, 7.84518538e-05, 7.84518864e-05, 7.84519027e-05,
       7.84519109e-05, 7.84519149e-05, 7.84519170e-05, 7.84519180e-05,
       7.84519185e-05, 7.84519187e-05, 7.84519189e-05, 7.84519189e-05]), 2915: array([0.00017632, 0.00015966, 0.00015132, 0.00014715, 0.00014507,
       0.00014403, 0.00014351, 0.00014324, 0.00014311, 0.00014305,
       0.00014302, 0.000143  , 0.00014299, 0.00014299, 0.00014299,
       0.00014299, 0.00014298, 0.00014298, 0.00014298, 0.00014298,
       0.00014298, 0.00014298, 0.00014298, 0.00014298, 0.00014298,
       0.00014298, 0.00014298, 0.00014298]), 2920: array([0.00155113, 0.0014502 , 0.00135834, 0.00127476, 0.0011987 ,
       0.00112948, 0.0010665 , 0.00100918, 0.00095702, 0.00090956,
       0.00086637, 0.00082706, 0.00079129, 0.00075875, 0.00072913,
       0.00070218, 0.00067765, 0.00065533, 0.00063502, 0.00061654,
       0.00059972, 0.00058442, 0.00057049, 0.00055781, 0.00054628,
       0.00053579, 0.00052624, 0.00051754]), 2925: array([0.00202651, 0.00159193, 0.00128541, 0.0010692 , 0.00091671,
       0.00080915, 0.00073328, 0.00067977, 0.00064203, 0.0006154 ,
       0.00059663, 0.00058338, 0.00057404, 0.00056745, 0.0005628 ,
       0.00055953, 0.00055721, 0.00055558, 0.00055443, 0.00055362,
       0.00055305, 0.00055265, 0.00055236, 0.00055216, 0.00055202,
       0.00055192, 0.00055185, 0.0005518 ]), 2930: array([0.00036082, 0.0005025 , 0.00056678, 0.00059594, 0.00060917,
       0.00061517, 0.0006179 , 0.00061913, 0.00061969, 0.00061995,
       0.00062006, 0.00062011, 0.00062014, 0.00062015, 0.00062015,
       0.00062016, 0.00062016, 0.00062016, 0.00062016, 0.00062016,
       0.00062016, 0.00062016, 0.00062016, 0.00062016, 0.00062016,
       0.00062016, 0.00062016, 0.00062016]), 2935: array([0.0102915 , 0.01044785, 0.0106042 , 0.01076054, 0.01091689,
       0.01107324, 0.01122959, 0.01138594, 0.01154229, 0.01169863,
       0.01185498, 0.01201133, 0.01216768, 0.01232403, 0.01248038,
       0.01263672, 0.01279307, 0.01294942, 0.01310577, 0.01326212,
       0.01341847, 0.01357481, 0.01373116, 0.01388751, 0.01404386,
       0.01420021, 0.01435656, 0.0145129 ]), 2940: array([0.01442691, 0.01453275, 0.0146386 , 0.01474444, 0.01485029,
       0.01495613, 0.01506198, 0.01516783, 0.01527367, 0.01537952,
       0.01548537, 0.01559122, 0.01569707, 0.01580292, 0.01590878,
       0.01601463, 0.01612048, 0.01622634, 0.01633219, 0.01643805,
       0.0165439 , 0.01664976, 0.01675562, 0.01686148, 0.01696734,
       0.0170732 , 0.01717906, 0.01728492]), 2945: array([0.01574362, 0.01583966, 0.01593567, 0.01603165, 0.0161276 ,
       0.01622352, 0.01631942, 0.01641529, 0.01651113, 0.01660694,
       0.01670273, 0.01679848, 0.01689421, 0.01698991, 0.01708559,
       0.01718123, 0.01727685, 0.01737244, 0.017468  , 0.01756353,
       0.01765904, 0.01775452, 0.01784997, 0.01794539, 0.01804079,
       0.01813615, 0.01823149, 0.01832681]), 2950: array([0.00018878, 0.00033644, 0.00045647, 0.00055404, 0.00063335,
       0.00069782, 0.00075023, 0.00079283, 0.00082745, 0.0008556 ,
       0.00087848, 0.00089708, 0.00091219, 0.00092448, 0.00093447,
       0.00094259, 0.00094919, 0.00095456, 0.00095892, 0.00096246,
       0.00096534, 0.00096769, 0.00096959, 0.00097114, 0.0009724 ,
       0.00097342, 0.00097425, 0.00097493]), 2955: array([0.00064481, 0.00082637, 0.00098268, 0.00111726, 0.00123312,
       0.00133287, 0.00141875, 0.00149268, 0.00155634, 0.00161114,
       0.00165832, 0.00169894, 0.00173392, 0.00176403, 0.00178995,
       0.00181226, 0.00183148, 0.00184802, 0.00186226, 0.00187452,
       0.00188508, 0.00189417, 0.00190199, 0.00190873, 0.00191453,
       0.00191952, 0.00192382, 0.00192752]), 2960: array([0.0007623 , 0.00090299, 0.00093169, 0.00093754, 0.00093874,
       0.00093898, 0.00093903, 0.00093904, 0.00093904, 0.00093904,
       0.00093904, 0.00093904, 0.00093904, 0.00093904, 0.00093904,
       0.00093904, 0.00093904, 0.00093904, 0.00093904, 0.00093904,
       0.00093904, 0.00093904, 0.00093904, 0.00093904, 0.00093904,
       0.00093904, 0.00093904, 0.00093904]), 2965: array([0.01423326, 0.01268462, 0.01139156, 0.0103119 , 0.00941042,
       0.00865771, 0.00802922, 0.00750445, 0.00706629, 0.00670043,
       0.00639496, 0.0061399 , 0.00592693, 0.00574911, 0.00560063,
       0.00547666, 0.00537315, 0.00528672, 0.00521455, 0.0051543 ,
       0.00510399, 0.00506198, 0.0050269 , 0.00499761, 0.00497316,
       0.00495274, 0.00493569, 0.00492146]), 2970: array([0.02712313, 0.02762438, 0.02812564, 0.02862689, 0.02912815,
       0.0296294 , 0.03013066, 0.03063191, 0.03113317, 0.03163442,
       0.03213568, 0.03263693, 0.03313818, 0.03363944, 0.03414069,
       0.03464195, 0.0351432 , 0.03564446, 0.03614571, 0.03664697,
       0.03714822, 0.03764948, 0.03815073, 0.03865198, 0.03915324,
       0.03965449, 0.04015575, 0.040657  ]), 2975: array([0.01218759, 0.01253548, 0.01288338, 0.01323127, 0.01357916,
       0.01392706, 0.01427495, 0.01462285, 0.01497074, 0.01531863,
       0.01566653, 0.01601442, 0.01636231, 0.01671021, 0.0170581 ,
       0.017406  , 0.01775389, 0.01810178, 0.01844968, 0.01879757,
       0.01914546, 0.01949336, 0.01984125, 0.02018915, 0.02053704,
       0.02088493, 0.02123283, 0.02158072]), 2980: array([2.62859997e-05, 3.68089058e-05, 4.73318118e-05, 5.78547178e-05,
       6.83776238e-05, 7.89005299e-05, 8.94234359e-05, 9.99463419e-05,
       1.10469248e-04, 1.20992154e-04, 1.31515060e-04, 1.42037966e-04,
       1.52560872e-04, 1.63083778e-04, 1.73606684e-04, 1.84129590e-04,
       1.94652496e-04, 2.05175402e-04, 2.15698308e-04, 2.26221214e-04,
       2.36744120e-04, 2.47267026e-04, 2.57789932e-04, 2.68312838e-04,
       2.78835744e-04, 2.89358650e-04, 2.99881556e-04, 3.10404462e-04]), 2985: array([0.00274351, 0.00291599, 0.00308845, 0.00326089, 0.00343331,
       0.00360571, 0.00377809, 0.00395045, 0.0041228 , 0.00429512,
       0.00446742, 0.0046397 , 0.00481196, 0.0049842 , 0.00515643,
       0.00532863, 0.00550081, 0.00567297, 0.00584511, 0.00601724,
       0.00618934, 0.00636142, 0.00653349, 0.00670553, 0.00687755,
       0.00704956, 0.00722154, 0.0073935 ]), 2990: array([0.00077796, 0.00077788, 0.00077783, 0.00077778, 0.00077775,
       0.00077773, 0.00077771, 0.0007777 , 0.00077769, 0.00077768,
       0.00077768, 0.00077767, 0.00077767, 0.00077767, 0.00077767,
       0.00077767, 0.00077766, 0.00077766, 0.00077766, 0.00077766,
       0.00077766, 0.00077766, 0.00077766, 0.00077766, 0.00077766,
       0.00077766, 0.00077766, 0.00077766]), 2995: array([0.00055643, 0.0007779 , 0.0008845 , 0.00093581, 0.00096051,
       0.00097239, 0.00097811, 0.00098087, 0.00098219, 0.00098283,
       0.00098314, 0.00098329, 0.00098336, 0.00098339, 0.00098341,
       0.00098342, 0.00098342, 0.00098342, 0.00098342, 0.00098342,
       0.00098342, 0.00098342, 0.00098342, 0.00098342, 0.00098342,
       0.00098342, 0.00098342, 0.00098342]), 3000: array([0.00129975, 0.0013042 , 0.00130728, 0.00130943, 0.00131091,
       0.00131195, 0.00131266, 0.00131316, 0.00131351, 0.00131375,
       0.00131391, 0.00131403, 0.00131411, 0.00131417, 0.0013142 ,
       0.00131423, 0.00131425, 0.00131426, 0.00131427, 0.00131428,
       0.00131428, 0.00131428, 0.00131429, 0.00131429, 0.00131429,
       0.00131429, 0.00131429, 0.00131429]), 3005: array([0.03354428, 0.03399983, 0.03445538, 0.03491093, 0.03536648,
       0.03582203, 0.03627758, 0.03673312, 0.03718867, 0.03764422,
       0.03809977, 0.03855532, 0.03901087, 0.03946642, 0.03992197,
       0.04037751, 0.04083306, 0.04128861, 0.04174416, 0.04219971,
       0.04265526, 0.04311081, 0.04356636, 0.0440219 , 0.04447745,
       0.044933  , 0.04538855, 0.0458441 ]), 3010: array([0.02627324, 0.02672897, 0.02718471, 0.02764044, 0.02809617,
       0.02855191, 0.02900764, 0.02946338, 0.02991911, 0.03037484,
       0.03083058, 0.03128631, 0.03174205, 0.03219778, 0.03265351,
       0.03310925, 0.03356498, 0.03402072, 0.03447645, 0.03493218,
       0.03538792, 0.03584365, 0.03629939, 0.03675512, 0.03721085,
       0.03766659, 0.03812232, 0.03857806]), 3015: array([0.09445338, 0.09515   , 0.09584662, 0.09654324, 0.09723986,
       0.09793648, 0.0986331 , 0.09932972, 0.10002634, 0.10072296,
       0.10141958, 0.1021162 , 0.10281282, 0.10350944, 0.10420606,
       0.10490268, 0.1055993 , 0.10629592, 0.10699254, 0.10768916,
       0.10838577, 0.10908239, 0.10977901, 0.11047563, 0.11117225,
       0.11186887, 0.11256549, 0.11326211]), 3020: array([0.01363798, 0.01425957, 0.01488115, 0.01550273, 0.01612431,
       0.01674589, 0.01736747, 0.01798905, 0.01861064, 0.01923222,
       0.0198538 , 0.02047538, 0.02109696, 0.02171854, 0.02234012,
       0.02296171, 0.02358329, 0.02420487, 0.02482645, 0.02544803,
       0.02606961, 0.02669119, 0.02731278, 0.02793436, 0.02855594,
       0.02917752, 0.0297991 , 0.03042068]), 3025: array([0.00741084, 0.00826022, 0.00910959, 0.00995897, 0.01080835,
       0.01165773, 0.0125071 , 0.01335648, 0.01420586, 0.01505524,
       0.01590461, 0.01675399, 0.01760337, 0.01845275, 0.01930212,
       0.0201515 , 0.02100088, 0.02185025, 0.02269963, 0.02354901,
       0.02439838, 0.02524776, 0.02609714, 0.02694652, 0.02779589,
       0.02864527, 0.02949465, 0.03034402]), 3030: array([0.0035294 , 0.00352809, 0.00352699, 0.00352607, 0.0035253 ,
       0.00352466, 0.00352412, 0.00352367, 0.00352329, 0.00352297,
       0.00352271, 0.00352249, 0.0035223 , 0.00352214, 0.00352201,
       0.0035219 , 0.00352181, 0.00352173, 0.00352167, 0.00352162,
       0.00352157, 0.00352153, 0.0035215 , 0.00352147, 0.00352145,
       0.00352143, 0.00352142, 0.0035214 ]), 3035: array([0.05569511, 0.05602455, 0.056354  , 0.05668345, 0.0570129 ,
       0.05734235, 0.0576718 , 0.05800125, 0.0583307 , 0.05866014,
       0.05898959, 0.05931904, 0.05964849, 0.05997794, 0.06030739,
       0.06063684, 0.06096629, 0.06129574, 0.06162518, 0.06195463,
       0.06228408, 0.06261353, 0.06294298, 0.06327243, 0.06360188,
       0.06393133, 0.06426077, 0.06459022]), 3040: array([0.00213074, 0.00261617, 0.00310159, 0.003587  , 0.00407241,
       0.00455781, 0.0050432 , 0.00552859, 0.00601398, 0.00649935,
       0.00698472, 0.00747008, 0.00795544, 0.00844079, 0.00892614,
       0.00941148, 0.00989681, 0.01038213, 0.01086745, 0.01135277,
       0.01183808, 0.01232338, 0.01280867, 0.01329396, 0.01377924,
       0.01426452, 0.01474979, 0.01523505]), 3045: array([0.00817674, 0.0090556 , 0.00993444, 0.01081328, 0.01169212,
       0.01257094, 0.01344977, 0.01432858, 0.0152074 , 0.0160862 ,
       0.016965  , 0.0178438 , 0.01872259, 0.01960137, 0.02048015,
       0.02135892, 0.02223769, 0.02311645, 0.0239952 , 0.02487395,
       0.0257527 , 0.02663143, 0.02751017, 0.02838889, 0.02926761,
       0.03014633, 0.03102504, 0.03190374]), 3050: array([0.0219296 , 0.02337689, 0.02482418, 0.02627147, 0.02771876,
       0.02916605, 0.03061334, 0.03206063, 0.03350793, 0.03495522,
       0.03640251, 0.0378498 , 0.03929709, 0.04074438, 0.04219167,
       0.04363896, 0.04508625, 0.04653354, 0.04798083, 0.04942812,
       0.05087541, 0.0523227 , 0.05376999, 0.05521728, 0.05666457,
       0.05811186, 0.05955915, 0.06100644]), 3055: array([0.00295336, 0.00321878, 0.00348419, 0.00374961, 0.00401502,
       0.00428044, 0.00454585, 0.00481127, 0.00507668, 0.00534209,
       0.00560751, 0.00587292, 0.00613834, 0.00640375, 0.00666917,
       0.00693458, 0.0072    , 0.00746541, 0.00773083, 0.00799624,
       0.00826166, 0.00852707, 0.00879249, 0.0090579 , 0.00932332,
       0.00958873, 0.00985415, 0.01011956]), 3060: array([0.00751607, 0.00775764, 0.00799921, 0.00824078, 0.00848235,
       0.00872392, 0.00896548, 0.00920705, 0.00944862, 0.00969018,
       0.00993175, 0.01017332, 0.01041488, 0.01065645, 0.01089801,
       0.01113958, 0.01138114, 0.0116227 , 0.01186427, 0.01210583,
       0.0123474 , 0.01258896, 0.01283052, 0.01307208, 0.01331365,
       0.01355521, 0.01379677, 0.01403833]), 3065: array([0.01103202, 0.01130474, 0.01157745, 0.01185017, 0.01212288,
       0.0123956 , 0.01266832, 0.01294103, 0.01321375, 0.01348646,
       0.01375918, 0.01403189, 0.01430461, 0.01457732, 0.01485004,
       0.01512275, 0.01539547, 0.01566818, 0.0159409 , 0.01621361,
       0.01648633, 0.01675904, 0.01703176, 0.01730447, 0.01757719,
       0.0178499 , 0.01812262, 0.01839533]), 3070: array([0.00113462, 0.00117248, 0.00121034, 0.0012482 , 0.00128607,
       0.00132393, 0.00136179, 0.00139965, 0.00143751, 0.00147538,
       0.00151324, 0.0015511 , 0.00158896, 0.00162682, 0.00166469,
       0.00170255, 0.00174041, 0.00177827, 0.00181614, 0.001854  ,
       0.00189186, 0.00192972, 0.00196758, 0.00200545, 0.00204331,
       0.00208117, 0.00211903, 0.00215689]), 3075: array([0.00012709, 0.00015546, 0.00018146, 0.0002053 , 0.00022716,
       0.0002472 , 0.00026557, 0.00028241, 0.00029785, 0.000312  ,
       0.00032498, 0.00033688, 0.00034778, 0.00035778, 0.00036695,
       0.00037535, 0.00038306, 0.00039012, 0.0003966 , 0.00040253,
       0.00040798, 0.00041297, 0.00041754, 0.00042173, 0.00042558,
       0.0004291 , 0.00043233, 0.0004353 ]), 3080: array([0.00062177, 0.00065701, 0.00069225, 0.0007275 , 0.00076274,
       0.00079798, 0.00083323, 0.00086847, 0.00090372, 0.00093896,
       0.0009742 , 0.00100945, 0.00104469, 0.00107993, 0.00111518,
       0.00115042, 0.00118566, 0.00122091, 0.00125615, 0.00129139,
       0.00132663, 0.00136188, 0.00139712, 0.00143236, 0.00146761,
       0.00150285, 0.00153809, 0.00157334]), 3085: array([0.00093789, 0.00097462, 0.00101136, 0.0010481 , 0.00108484,
       0.00112158, 0.00115832, 0.00119506, 0.00123179, 0.00126853,
       0.00130527, 0.00134201, 0.00137875, 0.00141549, 0.00145223,
       0.00148896, 0.0015257 , 0.00156244, 0.00159918, 0.00163592,
       0.00167266, 0.0017094 , 0.00174613, 0.00178287, 0.00181961,
       0.00185635, 0.00189309, 0.00192983]), 3090: array([0.00030655, 0.00033881, 0.00035668, 0.00036657, 0.00037205,
       0.00037509, 0.00037677, 0.0003777 , 0.00037821, 0.0003785 ,
       0.00037866, 0.00037874, 0.00037879, 0.00037882, 0.00037883,
       0.00037884, 0.00037885, 0.00037885, 0.00037885, 0.00037885,
       0.00037885, 0.00037885, 0.00037885, 0.00037885, 0.00037885,
       0.00037885, 0.00037885, 0.00037885]), 3095: array([0.00031377, 0.00031309, 0.00031247, 0.00031192, 0.00031143,
       0.00031098, 0.00031058, 0.00031022, 0.00030989, 0.0003096 ,
       0.00030934, 0.0003091 , 0.00030889, 0.00030869, 0.00030852,
       0.00030836, 0.00030822, 0.0003081 , 0.00030798, 0.00030788,
       0.00030779, 0.00030771, 0.00030763, 0.00030757, 0.00030751,
       0.00030745, 0.0003074 , 0.00030736]), 3100: array([0.00013594, 0.00021565, 0.00027111, 0.0003097 , 0.00033655,
       0.00035523, 0.00036823, 0.00037727, 0.00038356, 0.00038794,
       0.00039099, 0.00039311, 0.00039458, 0.00039561, 0.00039632,
       0.00039682, 0.00039717, 0.00039741, 0.00039757, 0.00039769,
       0.00039777, 0.00039783, 0.00039787, 0.00039789, 0.00039791,
       0.00039793, 0.00039794, 0.00039794]), 3105: array([0.00048615, 0.00055296, 0.00061203, 0.00066425, 0.00071042,
       0.00075125, 0.00078734, 0.00081925, 0.00084746, 0.00087241,
       0.00089446, 0.00091396, 0.0009312 , 0.00094645, 0.00095992,
       0.00097184, 0.00098237, 0.00099169, 0.00099992, 0.0010072 ,
       0.00101364, 0.00101933, 0.00102437, 0.00102881, 0.00103275,
       0.00103623, 0.0010393 , 0.00104202]), 3110: array([0.00058072, 0.00066814, 0.00071622, 0.00074267, 0.00075722,
       0.00076522, 0.00076962, 0.00077204, 0.00077337, 0.0007741 ,
       0.0007745 , 0.00077473, 0.00077485, 0.00077491, 0.00077495,
       0.00077497, 0.00077498, 0.00077499, 0.00077499, 0.00077499,
       0.000775  , 0.000775  , 0.000775  , 0.000775  , 0.000775  ,
       0.000775  , 0.000775  , 0.000775  ]), 3115: array([0.0127783 , 0.01290988, 0.013038  , 0.01316278, 0.01328429,
       0.01340261, 0.01351784, 0.01363006, 0.01373933, 0.01384575,
       0.01394938, 0.01405029, 0.01414857, 0.01424427, 0.01433747,
       0.01442823, 0.01451661, 0.01460268, 0.0146865 , 0.01476812,
       0.0148476 , 0.01492501, 0.01500039, 0.01507379, 0.01514528,
       0.01521489, 0.01528268, 0.01534869]), 3120: array([0.02664125, 0.02708537, 0.02752948, 0.0279736 , 0.02841771,
       0.02886183, 0.02930594, 0.02975005, 0.03019417, 0.03063828,
       0.0310824 , 0.03152651, 0.03197063, 0.03241474, 0.03285886,
       0.03330297, 0.03374709, 0.0341912 , 0.03463532, 0.03507943,
       0.03552355, 0.03596766, 0.03641178, 0.03685589, 0.03730001,
       0.03774412, 0.03818824, 0.03863235]), 3125: array([0.03934902, 0.03989595, 0.04044289, 0.04098982, 0.04153676,
       0.04208369, 0.04263062, 0.04317756, 0.04372449, 0.04427143,
       0.04481836, 0.0453653 , 0.04591223, 0.04645916, 0.0470061 ,
       0.04755303, 0.04809997, 0.0486469 , 0.04919384, 0.04974077,
       0.0502877 , 0.05083464, 0.05138157, 0.05192851, 0.05247544,
       0.05302238, 0.05356931, 0.05411624]), 3130: array([0.00378689, 0.00394009, 0.00409329, 0.00424648, 0.00439968,
       0.00455288, 0.00470608, 0.00485927, 0.00501247, 0.00516567,
       0.00531886, 0.00547206, 0.00562526, 0.00577846, 0.00593165,
       0.00608485, 0.00623805, 0.00639124, 0.00654444, 0.00669764,
       0.00685084, 0.00700403, 0.00715723, 0.00731043, 0.00746362,
       0.00761682, 0.00777002, 0.00792322]), 3135: array([0.01046902, 0.01061827, 0.01076753, 0.01091679, 0.01106604,
       0.0112153 , 0.01136455, 0.0115138 , 0.01166305, 0.0118123 ,
       0.01196155, 0.0121108 , 0.01226004, 0.01240929, 0.01255853,
       0.01270778, 0.01285702, 0.01300626, 0.0131555 , 0.01330474,
       0.01345398, 0.01360322, 0.01375245, 0.01390169, 0.01405092,
       0.01420015, 0.01434939, 0.01449862]), 3140: array([0.00034277, 0.00038128, 0.00041967, 0.00045794, 0.00049609,
       0.00053412, 0.00057204, 0.00060983, 0.0006475 , 0.00068506,
       0.0007225 , 0.00075982, 0.00079703, 0.00083412, 0.00087109,
       0.00090795, 0.00094469, 0.00098132, 0.00101783, 0.00105423,
       0.00109052, 0.00112669, 0.00116275, 0.00119869, 0.00123452,
       0.00127024, 0.00130585, 0.00134135]), 3145: array([8.18241168e-05, 1.41342229e-04, 2.00860340e-04, 2.60378452e-04,
       3.19896564e-04, 3.79414676e-04, 4.38932787e-04, 4.98450899e-04,
       5.57969011e-04, 6.17487123e-04, 6.77005234e-04, 7.36523346e-04,
       7.96041458e-04, 8.55559570e-04, 9.15077682e-04, 9.74595793e-04,
       1.03411391e-03, 1.09363202e-03, 1.15315013e-03, 1.21266824e-03,
       1.27218635e-03, 1.33170446e-03, 1.39122258e-03, 1.45074069e-03,
       1.51025880e-03, 1.56977691e-03, 1.62929502e-03, 1.68881313e-03]), 3150: array([0.00913015, 0.00798871, 0.00701027, 0.00617155, 0.0054526 ,
       0.00483631, 0.00430804, 0.0038552 , 0.00346702, 0.00313428,
       0.00284905, 0.00260456, 0.00239498, 0.00221532, 0.00206132,
       0.00192932, 0.00181616, 0.00171916, 0.00163601, 0.00156474,
       0.00150364, 0.00145127, 0.00140638, 0.0013679 , 0.00133491,
       0.00130664, 0.0012824 , 0.00126162]), 3155: array([0.00151549, 0.00154368, 0.00157187, 0.00160006, 0.00162826,
       0.00165645, 0.00168464, 0.00171283, 0.00174102, 0.00176921,
       0.0017974 , 0.00182559, 0.00185378, 0.00188197, 0.00191016,
       0.00193835, 0.00196654, 0.00199473, 0.00202292, 0.00205111,
       0.0020793 , 0.0021075 , 0.00213569, 0.00216388, 0.00219207,
       0.00222026, 0.00224845, 0.00227664]), 3160: array([0.00506163, 0.00462765, 0.00426455, 0.00396075, 0.00370657,
       0.0034939 , 0.00331596, 0.00316709, 0.00304252, 0.00293831,
       0.00285111, 0.00277815, 0.00271711, 0.00266604, 0.00262331,
       0.00258756, 0.00255764, 0.00253262, 0.00251168, 0.00249416,
       0.0024795 , 0.00246723, 0.00245697, 0.00244838, 0.0024412 ,
       0.00243519, 0.00243016, 0.00242595]), 3165: array([0.0077922 , 0.00802   , 0.0082478 , 0.0084756 , 0.0087034 ,
       0.0089312 , 0.00915899, 0.00938679, 0.00961459, 0.00984239,
       0.01007019, 0.01029799, 0.01052579, 0.01075358, 0.01098138,
       0.01120918, 0.01143698, 0.01166478, 0.01189258, 0.01212038,
       0.01234817, 0.01257597, 0.01280377, 0.01303157, 0.01325937,
       0.01348717, 0.01371497, 0.01394276]), 3170: array([0.00575371, 0.00608372, 0.00641374, 0.00674375, 0.00707376,
       0.00740378, 0.00773379, 0.0080638 , 0.00839382, 0.00872383,
       0.00905384, 0.00938386, 0.00971387, 0.01004389, 0.0103739 ,
       0.01070391, 0.01103393, 0.01136394, 0.01169395, 0.01202397,
       0.01235398, 0.01268399, 0.01301401, 0.01334402, 0.01367403,
       0.01400405, 0.01433406, 0.01466407]), 3175: array([5.96384452e-05, 7.99828552e-05, 1.00327265e-04, 1.20671675e-04,
       1.41016085e-04, 1.61360495e-04, 1.81704905e-04, 2.02049316e-04,
       2.22393726e-04, 2.42738136e-04, 2.63082546e-04, 2.83426956e-04,
       3.03771366e-04, 3.24115776e-04, 3.44460186e-04, 3.64804596e-04,
       3.85149006e-04, 4.05493416e-04, 4.25837826e-04, 4.46182236e-04,
       4.66526646e-04, 4.86871056e-04, 5.07215467e-04, 5.27559877e-04,
       5.47904287e-04, 5.68248697e-04, 5.88593107e-04, 6.08937517e-04]), 3180: array([0.00380522, 0.00386057, 0.00391593, 0.00397128, 0.00402663,
       0.00408198, 0.00413733, 0.00419269, 0.00424804, 0.00430339,
       0.00435874, 0.00441409, 0.00446944, 0.0045248 , 0.00458015,
       0.0046355 , 0.00469085, 0.0047462 , 0.00480156, 0.00485691,
       0.00491226, 0.00496761, 0.00502296, 0.00507831, 0.00513367,
       0.00518902, 0.00524437, 0.00529972]), 3185: array([0.00825592, 0.00831003, 0.00836415, 0.00841826, 0.00847237,
       0.00852649, 0.0085806 , 0.00863471, 0.00868882, 0.00874294,
       0.00879705, 0.00885116, 0.00890527, 0.00895939, 0.0090135 ,
       0.00906761, 0.00912172, 0.00917584, 0.00922995, 0.00928406,
       0.00933817, 0.00939229, 0.0094464 , 0.00950051, 0.00955462,
       0.00960874, 0.00966285, 0.00971696]), 3190: array([0.00292032, 0.00240174, 0.00209315, 0.00190953, 0.00180026,
       0.00173524, 0.00169654, 0.00167352, 0.00165982, 0.00165166,
       0.00164681, 0.00164393, 0.00164221, 0.00164119, 0.00164058,
       0.00164022, 0.00164   , 0.00163987, 0.0016398 , 0.00163975,
       0.00163972, 0.00163971, 0.0016397 , 0.00163969, 0.00163969,
       0.00163969, 0.00163969, 0.00163969]), 3195: array([0.00107002, 0.00118908, 0.00130727, 0.00142457, 0.00154101,
       0.00165658, 0.00177129, 0.00188516, 0.00199817, 0.00211035,
       0.0022217 , 0.00233221, 0.00244191, 0.0025508 , 0.00265887,
       0.00276614, 0.00287262, 0.00297831, 0.00308321, 0.00318733,
       0.00329068, 0.00339327, 0.00349509, 0.00359615, 0.00369647,
       0.00379604, 0.00389487, 0.00399297]), 3200: array([0.00132571, 0.00144351, 0.0015613 , 0.0016791 , 0.00179689,
       0.00191469, 0.00203248, 0.00215027, 0.00226807, 0.00238586,
       0.00250366, 0.00262145, 0.00273924, 0.00285704, 0.00297483,
       0.00309263, 0.00321042, 0.00332822, 0.00344601, 0.0035638 ,
       0.0036816 , 0.00379939, 0.00391719, 0.00403498, 0.00415277,
       0.00427057, 0.00438836, 0.00450616]), 3205: array([0.00010937, 0.00020573, 0.0002935 , 0.00037343, 0.00044622,
       0.00051251, 0.00057289, 0.00062787, 0.00067795, 0.00072356,
       0.00076509, 0.00080291, 0.00083736, 0.00086874, 0.00089731,
       0.00092333, 0.00094703, 0.00096861, 0.00098826, 0.00100616,
       0.00102247, 0.00103731, 0.00105084, 0.00106315, 0.00107436,
       0.00108458, 0.00109388, 0.00110235]), 3210: array([0.00020107, 0.0002873 , 0.00034184, 0.00037632, 0.00039813,
       0.00041192, 0.00042064, 0.00042615, 0.00042964, 0.00043185,
       0.00043324, 0.00043412, 0.00043468, 0.00043503, 0.00043525,
       0.0004354 , 0.00043548, 0.00043554, 0.00043558, 0.0004356 ,
       0.00043561, 0.00043562, 0.00043563, 0.00043563, 0.00043563,
       0.00043564, 0.00043564, 0.00043564]), 3215: array([0.00044665, 0.00040208, 0.0003716 , 0.00035077, 0.00033653,
       0.0003268 , 0.00032015, 0.0003156 , 0.00031249, 0.00031036,
       0.00030891, 0.00030792, 0.00030724, 0.00030677, 0.00030646,
       0.00030624, 0.00030609, 0.00030599, 0.00030592, 0.00030587,
       0.00030584, 0.00030582, 0.0003058 , 0.00030579, 0.00030579,
       0.00030578, 0.00030578, 0.00030578]), 3220: array([0.00017779, 0.00018943, 0.00019796, 0.00020421, 0.0002088 ,
       0.00021215, 0.00021462, 0.00021642, 0.00021774, 0.00021871,
       0.00021942, 0.00021994, 0.00022033, 0.00022061, 0.00022081,
       0.00022096, 0.00022107, 0.00022115, 0.00022121, 0.00022125,
       0.00022129, 0.00022131, 0.00022133, 0.00022134, 0.00022135,
       0.00022135, 0.00022136, 0.00022136]), 3225: array([0.00079968, 0.00059139, 0.00048168, 0.0004239 , 0.00039346,
       0.00037743, 0.00036899, 0.00036454, 0.0003622 , 0.00036096,
       0.00036031, 0.00035997, 0.00035979, 0.0003597 , 0.00035965,
       0.00035962, 0.00035961, 0.0003596 , 0.00035959, 0.00035959,
       0.00035959, 0.00035959, 0.00035959, 0.00035959, 0.00035959,
       0.00035959, 0.00035959, 0.00035959]), 3230: array([0.00044426, 0.00049283, 0.00052786, 0.00055314, 0.00057137,
       0.00058451, 0.000594  , 0.00060084, 0.00060578, 0.00060934,
       0.0006119 , 0.00061376, 0.00061509, 0.00061606, 0.00061675,
       0.00061725, 0.00061762, 0.00061788, 0.00061806, 0.0006182 ,
       0.0006183 , 0.00061837, 0.00061842, 0.00061846, 0.00061848,
       0.0006185 , 0.00061852, 0.00061853]), 3235: array([0.00130029, 0.00102505, 0.00090752, 0.00085734, 0.00083591,
       0.00082676, 0.00082285, 0.00082118, 0.00082047, 0.00082016,
       0.00082003, 0.00081998, 0.00081996, 0.00081995, 0.00081994,
       0.00081994, 0.00081994, 0.00081994, 0.00081994, 0.00081994,
       0.00081994, 0.00081994, 0.00081994, 0.00081994, 0.00081994,
       0.00081994, 0.00081994, 0.00081994]), 3240: array([0.00072928, 0.00072869, 0.00072816, 0.0007277 , 0.0007273 ,
       0.00072695, 0.00072664, 0.00072637, 0.00072614, 0.00072593,
       0.00072575, 0.0007256 , 0.00072546, 0.00072534, 0.00072523,
       0.00072514, 0.00072506, 0.00072499, 0.00072493, 0.00072488,
       0.00072483, 0.00072479, 0.00072475, 0.00072472, 0.00072469,
       0.00072467, 0.00072465, 0.00072463]), 3245: array([0.00179437, 0.00119405, 0.00104415, 0.00100672, 0.00099738,
       0.00099504, 0.00099446, 0.00099431, 0.00099428, 0.00099427,
       0.00099427, 0.00099427, 0.00099427, 0.00099427, 0.00099427,
       0.00099427, 0.00099427, 0.00099427, 0.00099427, 0.00099427,
       0.00099427, 0.00099427, 0.00099427, 0.00099427, 0.00099427,
       0.00099427, 0.00099427, 0.00099427]), 3250: array([0.01351065, 0.01278569, 0.0121194 , 0.01150702, 0.0109442 ,
       0.01042693, 0.00995151, 0.00951457, 0.00911298, 0.0087439 ,
       0.00840468, 0.00809291, 0.00780637, 0.00754302, 0.00730098,
       0.00707852, 0.00687407, 0.00668616, 0.00651346, 0.00635473,
       0.00620885, 0.00607478, 0.00595155, 0.0058383 , 0.00573421,
       0.00563854, 0.00555062, 0.00546981]), 3255: array([0.00185058, 0.00204483, 0.0021959 , 0.00231339, 0.00240477,
       0.00247583, 0.0025311 , 0.00257408, 0.00260751, 0.00263351,
       0.00265373, 0.00266946, 0.00268169, 0.0026912 , 0.00269859,
       0.00270435, 0.00270882, 0.0027123 , 0.00271501, 0.00271711,
       0.00271875, 0.00272002, 0.00272101, 0.00272178, 0.00272238,
       0.00272285, 0.00272321, 0.00272349]), 3260: array([0.00011002, 0.00021399, 0.00031266, 0.00040629, 0.00049514,
       0.00057947, 0.00065949, 0.00073542, 0.00080749, 0.00087588,
       0.00094077, 0.00100236, 0.00106081, 0.00111627, 0.00116891,
       0.00121886, 0.00126626, 0.00131124, 0.00135393, 0.00139444,
       0.00143289, 0.00146937, 0.00150399, 0.00153685, 0.00156803,
       0.00159762, 0.00162569, 0.00165234]), 3265: array([0.00210305, 0.00233738, 0.00255739, 0.00276396, 0.00295789,
       0.00313998, 0.00331093, 0.00347144, 0.00362214, 0.00376362,
       0.00389646, 0.00402118, 0.00413828, 0.00424822, 0.00435144,
       0.00444835, 0.00453934, 0.00462476, 0.00470497, 0.00478027,
       0.00485097, 0.00491735, 0.00497967, 0.00503819, 0.00509312,
       0.0051447 , 0.00519313, 0.0052386 ]), 3270: array([0.01800936, 0.01826759, 0.01852581, 0.01878404, 0.01904226,
       0.01930049, 0.01955871, 0.01981693, 0.02007516, 0.02033338,
       0.02059161, 0.02084983, 0.02110806, 0.02136628, 0.02162451,
       0.02188273, 0.02214095, 0.02239918, 0.0226574 , 0.02291563,
       0.02317385, 0.02343208, 0.0236903 , 0.02394853, 0.02420675,
       0.02446497, 0.0247232 , 0.02498142]), 3275: array([0.01195017, 0.00934879, 0.00767049, 0.00658773, 0.00588917,
       0.0054385 , 0.00514774, 0.00496016, 0.00483914, 0.00476106,
       0.00471069, 0.00467819, 0.00465723, 0.0046437 , 0.00463497,
       0.00462934, 0.00462571, 0.00462337, 0.00462186, 0.00462088,
       0.00462025, 0.00461985, 0.00461958, 0.00461942, 0.00461931,
       0.00461924, 0.00461919, 0.00461916]), 3280: array([5.77902868e-05, 6.89944442e-05, 8.01985980e-05, 9.14027482e-05,
       1.02606895e-04, 1.13811038e-04, 1.25015177e-04, 1.36219313e-04,
       1.47423445e-04, 1.58627574e-04, 1.69831699e-04, 1.81035820e-04,
       1.92239938e-04, 2.03444052e-04, 2.14648162e-04, 2.25852269e-04,
       2.37056373e-04, 2.48260473e-04, 2.59464569e-04, 2.70668661e-04,
       2.81872750e-04, 2.93076836e-04, 3.04280917e-04, 3.15484995e-04,
       3.26689070e-04, 3.37893141e-04, 3.49097208e-04, 3.60301272e-04]), 3285: array([0.00484309, 0.00487353, 0.00489956, 0.00492182, 0.00494086,
       0.00495714, 0.00497106, 0.00498296, 0.00499314, 0.00500185,
       0.00500929, 0.00501566, 0.0050211 , 0.00502576, 0.00502974,
       0.00503315, 0.00503606, 0.00503855, 0.00504068, 0.0050425 ,
       0.00504405, 0.00504538, 0.00504652, 0.0050475 , 0.00504833,
       0.00504904, 0.00504965, 0.00505017]), 3290: array([0.02130879, 0.02127186, 0.02123614, 0.02120158, 0.02116815,
       0.02113581, 0.02110453, 0.02107427, 0.02104499, 0.02101668,
       0.02098928, 0.02096278, 0.02093714, 0.02091234, 0.02088835,
       0.02086514, 0.02084269, 0.02082098, 0.02079997, 0.02077964,
       0.02075998, 0.02074097, 0.02072257, 0.02070477, 0.02068755,
       0.0206709 , 0.02065479, 0.0206392 ]), 3295: array([0.01312558, 0.01306609, 0.01300987, 0.01295675, 0.01290653,
       0.01285908, 0.01281424, 0.01277186, 0.0127318 , 0.01269395,
       0.01265818, 0.01262437, 0.01259242, 0.01256223, 0.01253369,
       0.01250672, 0.01248124, 0.01245715, 0.01243439, 0.01241288,
       0.01239255, 0.01237333, 0.01235518, 0.01233802, 0.0123218 ,
       0.01230647, 0.01229199, 0.0122783 ]), 3300: array([0.00449473, 0.00472519, 0.00495566, 0.00518612, 0.00541658,
       0.00564705, 0.00587751, 0.00610797, 0.00633844, 0.0065689 ,
       0.00679936, 0.00702982, 0.00726029, 0.00749075, 0.00772121,
       0.00795167, 0.00818214, 0.0084126 , 0.00864306, 0.00887352,
       0.00910399, 0.00933445, 0.00956491, 0.00979537, 0.01002583,
       0.01025629, 0.01048676, 0.01071722]), 3305: array([0.00230887, 0.00251749, 0.00272611, 0.00293474, 0.00314336,
       0.00335198, 0.0035606 , 0.00376923, 0.00397785, 0.00418647,
       0.0043951 , 0.00460372, 0.00481234, 0.00502097, 0.00522959,
       0.00543821, 0.00564684, 0.00585546, 0.00606408, 0.00627271,
       0.00648133, 0.00668995, 0.00689858, 0.0071072 , 0.00731582,
       0.00752445, 0.00773307, 0.00794169]), 3310: array([0.00066339, 0.0008719 , 0.00108041, 0.00128892, 0.00149743,
       0.00170594, 0.00191445, 0.00212296, 0.00233147, 0.00253998,
       0.00274849, 0.002957  , 0.0031655 , 0.00337401, 0.00358252,
       0.00379103, 0.00399954, 0.00420805, 0.00441656, 0.00462507,
       0.00483358, 0.00504209, 0.0052506 , 0.00545911, 0.00566762,
       0.00587613, 0.00608464, 0.00629315]), 3315: array([0.00156495, 0.00156503, 0.00156509, 0.00156514, 0.00156519,
       0.00156522, 0.00156525, 0.00156527, 0.00156529, 0.00156531,
       0.00156532, 0.00156533, 0.00156534, 0.00156535, 0.00156535,
       0.00156536, 0.00156536, 0.00156536, 0.00156537, 0.00156537,
       0.00156537, 0.00156537, 0.00156537, 0.00156537, 0.00156537,
       0.00156538, 0.00156538, 0.00156538]), 3320: array([0.0024263 , 0.00302606, 0.00319465, 0.00324205, 0.00325537,
       0.00325911, 0.00326016, 0.00326046, 0.00326054, 0.00326057,
       0.00326057, 0.00326058, 0.00326058, 0.00326058, 0.00326058,
       0.00326058, 0.00326058, 0.00326058, 0.00326058, 0.00326058,
       0.00326058, 0.00326058, 0.00326058, 0.00326058, 0.00326058,
       0.00326058, 0.00326058, 0.00326058]), 3325: array([0.00228853, 0.0030045 , 0.00372046, 0.00443642, 0.00515239,
       0.00586835, 0.00658431, 0.00730027, 0.00801623, 0.0087322 ,
       0.00944816, 0.01016412, 0.01088008, 0.01159604, 0.012312  ,
       0.01302796, 0.01374392, 0.01445988, 0.01517584, 0.0158918 ,
       0.01660776, 0.01732372, 0.01803968, 0.01875564, 0.0194716 ,
       0.02018756, 0.02090352, 0.02161948]), 3330: array([0.02145609, 0.02306259, 0.02466909, 0.0262756 , 0.0278821 ,
       0.02948861, 0.03109511, 0.03270162, 0.03430812, 0.03591463,
       0.03752113, 0.03912764, 0.04073414, 0.04234065, 0.04394715,
       0.04555366, 0.04716016, 0.04876667, 0.05037317, 0.05197968,
       0.05358618, 0.05519269, 0.05679919, 0.0584057 , 0.0600122 ,
       0.0616187 , 0.06322521, 0.06483171]), 3335: array([0.09607142, 0.09847579, 0.10088017, 0.10328455, 0.10568892,
       0.1080933 , 0.11049767, 0.11290205, 0.11530642, 0.1177108 ,
       0.12011517, 0.12251955, 0.12492392, 0.1273283 , 0.12973267,
       0.13213705, 0.13454142, 0.1369458 , 0.13935018, 0.14175455,
       0.14415893, 0.1465633 , 0.14896768, 0.15137205, 0.15377643,
       0.1561808 , 0.15858518, 0.16098955]), 3340: array([0.0667775 , 0.06845603, 0.07013456, 0.07181309, 0.07349162,
       0.07517015, 0.07684868, 0.07852721, 0.08020574, 0.08188426,
       0.08356279, 0.08524132, 0.08691985, 0.08859838, 0.09027691,
       0.09195544, 0.09363397, 0.0953125 , 0.09699102, 0.09866955,
       0.10034808, 0.10202661, 0.10370514, 0.10538367, 0.1070622 ,
       0.10874073, 0.11041926, 0.11209778]), 3345: array([0.02061089, 0.02230274, 0.02399458, 0.02568643, 0.02737827,
       0.02907012, 0.03076196, 0.03245381, 0.03414565, 0.0358375 ,
       0.03752934, 0.03922119, 0.04091303, 0.04260488, 0.04429672,
       0.04598857, 0.04768041, 0.04937226, 0.0510641 , 0.05275595,
       0.05444779, 0.05613964, 0.05783149, 0.05952333, 0.06121518,
       0.06290702, 0.06459887, 0.06629071]), 3350: array([0.00116074, 0.00173544, 0.00225804, 0.00273324, 0.00316536,
       0.00355829, 0.00391559, 0.0042405 , 0.00453594, 0.0048046 ,
       0.00504889, 0.00527104, 0.00547304, 0.00565672, 0.00582375,
       0.00597563, 0.00611374, 0.00623933, 0.00635353, 0.00645738,
       0.0065518 , 0.00663767, 0.00671575, 0.00678675, 0.00685131,
       0.00691002, 0.00696341, 0.00701195]), 3355: array([0.00046499, 0.00091179, 0.00135859, 0.00180539, 0.00225219,
       0.00269899, 0.00314579, 0.00359259, 0.0040394 , 0.0044862 ,
       0.004933  , 0.0053798 , 0.0058266 , 0.0062734 , 0.0067202 ,
       0.00716701, 0.00761381, 0.00806061, 0.00850741, 0.00895421,
       0.00940101, 0.00984781, 0.01029461, 0.01074142, 0.01118822,
       0.01163502, 0.01208182, 0.01252862]), 3360: array([0.01063443, 0.01119039, 0.01174635, 0.01230232, 0.01285828,
       0.01341425, 0.01397021, 0.01452618, 0.01508214, 0.01563811,
       0.01619407, 0.01675004, 0.017306  , 0.01786197, 0.01841793,
       0.0189739 , 0.01952986, 0.02008582, 0.02064179, 0.02119775,
       0.02175372, 0.02230968, 0.02286565, 0.02342161, 0.02397758,
       0.02453354, 0.02508951, 0.02564547]), 3365: array([0.00875182, 0.0085168 , 0.00830525, 0.00811484, 0.00794345,
       0.00778918, 0.00765033, 0.00752534, 0.00741285, 0.00731159,
       0.00722045, 0.00713841, 0.00706457, 0.00699811, 0.00693828,
       0.00688443, 0.00683597, 0.00679234, 0.00675307, 0.00671773,
       0.00668592, 0.00665728, 0.00663151, 0.00660831, 0.00658742,
       0.00656863, 0.00655171, 0.00653648]), 3370: array([0.0193304 , 0.01964065, 0.0199509 , 0.02026116, 0.02057141,
       0.02088166, 0.02119191, 0.02150217, 0.02181242, 0.02212267,
       0.02243292, 0.02274318, 0.02305343, 0.02336368, 0.02367393,
       0.02398418, 0.02429444, 0.02460469, 0.02491494, 0.02522519,
       0.02553545, 0.0258457 , 0.02615595, 0.0264662 , 0.02677645,
       0.02708671, 0.02739696, 0.02770721]), 3375: array([0.00621437, 0.00646577, 0.00671717, 0.00696857, 0.00721997,
       0.00747136, 0.00772276, 0.00797416, 0.00822556, 0.00847696,
       0.00872836, 0.00897976, 0.00923116, 0.00948256, 0.00973396,
       0.00998536, 0.01023676, 0.01048816, 0.01073955, 0.01099095,
       0.01124235, 0.01149375, 0.01174515, 0.01199655, 0.01224795,
       0.01249935, 0.01275075, 0.01300215]), 3380: array([0.00019213, 0.00025122, 0.00031028, 0.00036934, 0.00042837,
       0.0004874 , 0.0005464 , 0.00060539, 0.00066437, 0.00072333,
       0.00078227, 0.0008412 , 0.00090011, 0.00095901, 0.00101789,
       0.00107675, 0.0011356 , 0.00119444, 0.00125326, 0.00131206,
       0.00137085, 0.00142962, 0.00148838, 0.00154712, 0.00160584,
       0.00166455, 0.00172325, 0.00178193]), 3385: array([0.00061034, 0.00070264, 0.00079494, 0.00088724, 0.00097954,
       0.00107184, 0.00116414, 0.00125644, 0.00134874, 0.00144105,
       0.00153335, 0.00162565, 0.00171795, 0.00181025, 0.00190255,
       0.00199485, 0.00208715, 0.00217946, 0.00227176, 0.00236406,
       0.00245636, 0.00254866, 0.00264096, 0.00273326, 0.00282556,
       0.00291786, 0.00301017, 0.00310247]), 3390: array([0.00338829, 0.0035557 , 0.0037231 , 0.00389051, 0.00405791,
       0.00422532, 0.00439272, 0.00456013, 0.00472753, 0.00489494,
       0.00506234, 0.00522975, 0.00539715, 0.00556456, 0.00573196,
       0.00589936, 0.00606677, 0.00623417, 0.00640158, 0.00656898,
       0.00673639, 0.00690379, 0.0070712 , 0.0072386 , 0.00740601,
       0.00757341, 0.00774082, 0.00790822]), 3395: array([0.00065577, 0.00105593, 0.00145535, 0.00185403, 0.00225197,
       0.00264918, 0.00304566, 0.00344141, 0.00383642, 0.00423071,
       0.00462426, 0.00501709, 0.00540919, 0.00580057, 0.00619123,
       0.00658116, 0.00697038, 0.00735887, 0.00774665, 0.00813371,
       0.00852006, 0.0089057 , 0.00929062, 0.00967483, 0.01005833,
       0.01044112, 0.0108232 , 0.01120458]), 3400: array([0.01227249, 0.01301731, 0.01376213, 0.01450695, 0.01525176,
       0.01599658, 0.0167414 , 0.01748622, 0.01823104, 0.01897586,
       0.01972068, 0.02046549, 0.02121031, 0.02195513, 0.02269995,
       0.02344477, 0.02418959, 0.02493441, 0.02567923, 0.02642404,
       0.02716886, 0.02791368, 0.0286585 , 0.02940332, 0.03014814,
       0.03089296, 0.03163777, 0.03238259]), 3405: array([0.00175588, 0.00251508, 0.00311186, 0.00358097, 0.00394972,
       0.00423958, 0.00446743, 0.00464654, 0.00478732, 0.00489799,
       0.00498498, 0.00505337, 0.00510712, 0.00514937, 0.00518258,
       0.00520869, 0.00522921, 0.00524534, 0.00525803, 0.00526799,
       0.00527583, 0.00528199, 0.00528683, 0.00529063, 0.00529363,
       0.00529598, 0.00529783, 0.00529928]), 3410: array([0.00083349, 0.00154284, 0.00215404, 0.00268067, 0.00313443,
       0.0035254 , 0.00386227, 0.00415253, 0.00440262, 0.00461811,
       0.00480378, 0.00496376, 0.0051016 , 0.00522037, 0.00532271,
       0.00541088, 0.00548686, 0.00555232, 0.00560872, 0.00565732,
       0.0056992 , 0.00573528, 0.00576637, 0.00579315, 0.00581623,
       0.00583612, 0.00585325, 0.00586802]), 3415: array([0.01103934, 0.01148888, 0.01193841, 0.01238794, 0.01283748,
       0.01328701, 0.01373655, 0.01418608, 0.01463561, 0.01508515,
       0.01553468, 0.01598421, 0.01643375, 0.01688328, 0.01733282,
       0.01778235, 0.01823188, 0.01868142, 0.01913095, 0.01958048,
       0.02003002, 0.02047955, 0.02092909, 0.02137862, 0.02182815,
       0.02227769, 0.02272722, 0.02317675]), 3420: array([0.0187392 , 0.01919916, 0.01965913, 0.02011909, 0.02057905,
       0.02103902, 0.02149898, 0.02195894, 0.02241891, 0.02287887,
       0.02333883, 0.0237988 , 0.02425876, 0.02471873, 0.02517869,
       0.02563865, 0.02609862, 0.02655858, 0.02701854, 0.02747851,
       0.02793847, 0.02839843, 0.0288584 , 0.02931836, 0.02977832,
       0.03023829, 0.03069825, 0.03115821]), 3425: array([0.00171759, 0.00235626, 0.00282637, 0.0031724 , 0.0034271 ,
       0.00361458, 0.00375257, 0.00385415, 0.00392892, 0.00398395,
       0.00402446, 0.00405427, 0.00407622, 0.00409238, 0.00410427,
       0.00411302, 0.00411946, 0.0041242 , 0.00412769, 0.00413026,
       0.00413216, 0.00413355, 0.00413457, 0.00413533, 0.00413588,
       0.00413629, 0.00413659, 0.00413681]), 3430: array([0.00742028, 0.00662667, 0.00604519, 0.00561913, 0.00530696,
       0.00507823, 0.00491064, 0.00478784, 0.00469787, 0.00463195,
       0.00458364, 0.00454825, 0.00452232, 0.00450332, 0.0044894 ,
       0.0044792 , 0.00447172, 0.00446625, 0.00446224, 0.0044593 ,
       0.00445714, 0.00445556, 0.00445441, 0.00445356, 0.00445294,
       0.00445248, 0.00445215, 0.00445191]), 3435: array([0.00084255, 0.00108268, 0.00132216, 0.00156098, 0.00179916,
       0.0020367 , 0.00227359, 0.00250984, 0.00274545, 0.00298042,
       0.00321476, 0.00344846, 0.00368152, 0.00391396, 0.00414576,
       0.00437694, 0.00460749, 0.00483742, 0.00506672, 0.0052954 ,
       0.00552346, 0.00575091, 0.00597774, 0.00620395, 0.00642955,
       0.00665454, 0.00687892, 0.00710269]), 3440: array([0.00556916, 0.00506826, 0.00469497, 0.00441676, 0.00420943,
       0.00405491, 0.00393975, 0.00385393, 0.00378997, 0.00374231,
       0.00370678, 0.00368031, 0.00366058, 0.00364587, 0.00363491,
       0.00362675, 0.00362066, 0.00361613, 0.00361274, 0.00361023,
       0.00360835, 0.00360695, 0.00360591, 0.00360513, 0.00360455,
       0.00360412, 0.0036038 , 0.00360356]), 3445: array([0.00653727, 0.00705393, 0.00757058, 0.00808724, 0.0086039 ,
       0.00912056, 0.00963722, 0.01015388, 0.01067053, 0.01118719,
       0.01170385, 0.01222051, 0.01273717, 0.01325382, 0.01377048,
       0.01428714, 0.0148038 , 0.01532046, 0.01583711, 0.01635377,
       0.01687043, 0.01738709, 0.01790375, 0.01842041, 0.01893706,
       0.01945372, 0.01997038, 0.02048704]), 3450: array([0.05419564, 0.05489672, 0.0555978 , 0.05629888, 0.05699996,
       0.05770104, 0.05840212, 0.0591032 , 0.05980428, 0.06050536,
       0.06120644, 0.06190752, 0.06260861, 0.06330969, 0.06401077,
       0.06471185, 0.06541293, 0.06611401, 0.06681509, 0.06751617,
       0.06821725, 0.06891833, 0.06961941, 0.07032049, 0.07102157,
       0.07172265, 0.07242373, 0.07312481]), 3455: array([0.03137149, 0.03199309, 0.03261468, 0.03323627, 0.03385786,
       0.03447945, 0.03510104, 0.03572264, 0.03634423, 0.03696582,
       0.03758741, 0.038209  , 0.03883059, 0.03945218, 0.04007378,
       0.04069537, 0.04131696, 0.04193855, 0.04256014, 0.04318173,
       0.04380332, 0.04442492, 0.04504651, 0.0456681 , 0.04628969,
       0.04691128, 0.04753287, 0.04815447]), 3460: array([0.03309441, 0.03371082, 0.03432723, 0.03494363, 0.03556004,
       0.03617644, 0.03679285, 0.03740925, 0.03802566, 0.03864206,
       0.03925847, 0.03987487, 0.04049128, 0.04110768, 0.04172409,
       0.04234049, 0.0429569 , 0.0435733 , 0.04418971, 0.04480612,
       0.04542252, 0.04603893, 0.04665533, 0.04727174, 0.04788814,
       0.04850455, 0.04912095, 0.04973736]), 3465: array([0.000175  , 0.0002942 , 0.00040836, 0.0005177 , 0.00062242,
       0.00072272, 0.00081878, 0.00091078, 0.0009989 , 0.00108329,
       0.00116412, 0.00124154, 0.00131568, 0.0013867 , 0.00145471,
       0.00151985, 0.00158224, 0.00164199, 0.00169922, 0.00175404,
       0.00180653, 0.00185681, 0.00190497, 0.00195109, 0.00199526,
       0.00203757, 0.00207809, 0.0021169 ]), 3470: array([0.00522281, 0.00542503, 0.00562724, 0.00582946, 0.00603167,
       0.00623389, 0.0064361 , 0.00663832, 0.00684053, 0.00704275,
       0.00724496, 0.00744718, 0.00764939, 0.00785161, 0.00805382,
       0.00825604, 0.00845825, 0.00866047, 0.00886268, 0.0090649 ,
       0.00926711, 0.00946933, 0.00967154, 0.00987376, 0.01007597,
       0.01027819, 0.0104804 , 0.01068262]), 3475: array([0.00474894, 0.00432771, 0.00396302, 0.0036473 , 0.00337396,
       0.00313731, 0.00293244, 0.00275507, 0.0026015 , 0.00246856,
       0.00235346, 0.00225381, 0.00216754, 0.00209286, 0.00202819,
       0.00197221, 0.00192375, 0.00188179, 0.00184546, 0.00181401,
       0.00178679, 0.00176321, 0.0017428 , 0.00172514, 0.00170984,
       0.0016966 , 0.00168513, 0.00167521]), 3480: array([0.00354449, 0.00362091, 0.00369732, 0.00377374, 0.00385015,
       0.00392656, 0.00400298, 0.00407939, 0.0041558 , 0.00423222,
       0.00430863, 0.00438505, 0.00446146, 0.00453787, 0.00461429,
       0.0046907 , 0.00476711, 0.00484353, 0.00491994, 0.00499636,
       0.00507277, 0.00514918, 0.0052256 , 0.00530201, 0.00537842,
       0.00545484, 0.00553125, 0.00560767]), 3485: array([0.0175148 , 0.01544344, 0.01370848, 0.01225527, 0.01103807,
       0.01001854, 0.00916458, 0.00844931, 0.0078502 , 0.00734839,
       0.00692807, 0.00657601, 0.00628112, 0.00603413, 0.00582725,
       0.00565396, 0.00550882, 0.00538725, 0.00528542, 0.00520013,
       0.00512869, 0.00506885, 0.00501873, 0.00497675, 0.00494159,
       0.00491213, 0.00488747, 0.0048668 ]), 3490: array([0.02386196, 0.02280579, 0.02182767, 0.02092182, 0.02008292,
       0.01930601, 0.0185865 , 0.01792017, 0.01730307, 0.01673158,
       0.01620232, 0.01571217, 0.01525823, 0.01483785, 0.01444852,
       0.01408797, 0.01375406, 0.01344483, 0.01315844, 0.01289322,
       0.0126476 , 0.01242013, 0.01220946, 0.01201437, 0.01183369,
       0.01166636, 0.0115114 , 0.01136789]), 3495: array([0.02819139, 0.02816419, 0.02813783, 0.02811228, 0.02808751,
       0.0280635 , 0.02804023, 0.02801768, 0.02799581, 0.02797462,
       0.02795408, 0.02793418, 0.02791488, 0.02789617, 0.02787804,
       0.02786047, 0.02784344, 0.02782693, 0.02781092, 0.02779541,
       0.02778038, 0.02776581, 0.02775168, 0.02773799, 0.02772472,
       0.02771185, 0.02769939, 0.0276873 ]), 3500: array([0.00137943, 0.0020461 , 0.0025793 , 0.00300574, 0.0033468 ,
       0.00361958, 0.00383775, 0.00401223, 0.00415178, 0.00426339,
       0.00435265, 0.00442404, 0.00448114, 0.00452681, 0.00456333,
       0.00459254, 0.00461591, 0.00463459, 0.00464954, 0.00466149,
       0.00467105, 0.00467869, 0.00468481, 0.0046897 , 0.00469361,
       0.00469674, 0.00469924, 0.00470124]), 3505: array([0.00317614, 0.00337432, 0.00357247, 0.0037706 , 0.00396872,
       0.00416682, 0.0043649 , 0.00456296, 0.004761  , 0.00495902,
       0.00515702, 0.00535501, 0.00555297, 0.00575092, 0.00594885,
       0.00614675, 0.00634464, 0.00654252, 0.00674037, 0.0069382 ,
       0.00713602, 0.00733381, 0.00753159, 0.00772935, 0.00792709,
       0.00812481, 0.00832251, 0.0085202 ]), 3510: array([0.00376271, 0.00396536, 0.004168  , 0.00437064, 0.00457329,
       0.00477593, 0.00497858, 0.00518122, 0.00538387, 0.00558651,
       0.00578915, 0.0059918 , 0.00619444, 0.00639709, 0.00659973,
       0.00680238, 0.00700502, 0.00720766, 0.00741031, 0.00761295,
       0.0078156 , 0.00801824, 0.00822089, 0.00842353, 0.00862617,
       0.00882882, 0.00903146, 0.00923411]), 3515: array([0.00498304, 0.00520284, 0.00542264, 0.00564244, 0.00586223,
       0.00608203, 0.00630183, 0.00652162, 0.00674142, 0.00696122,
       0.00718101, 0.00740081, 0.00762061, 0.00784041, 0.0080602 ,
       0.00828   , 0.0084998 , 0.00871959, 0.00893939, 0.00915919,
       0.00937899, 0.00959878, 0.00981858, 0.01003838, 0.01025817,
       0.01047797, 0.01069777, 0.01091757]), 3520: array([0.00021894, 0.00027846, 0.00033394, 0.00038565, 0.00043386,
       0.0004788 , 0.00052069, 0.00055974, 0.00059615, 0.00063008,
       0.00066172, 0.0006912 , 0.00071869, 0.00074432, 0.0007682 ,
       0.00079047, 0.00081123, 0.00083058, 0.00084861, 0.00086543,
       0.0008811 , 0.00089571, 0.00090933, 0.00092203, 0.00093386,
       0.0009449 , 0.00095518, 0.00096477]), 3525: array([0.00078568, 0.00073026, 0.0006898 , 0.00066026, 0.0006387 ,
       0.00062296, 0.00061147, 0.00060308, 0.00059696, 0.00059249,
       0.00058923, 0.00058685, 0.00058511, 0.00058384, 0.00058291,
       0.00058224, 0.00058174, 0.00058138, 0.00058112, 0.00058093,
       0.00058079, 0.00058068, 0.00058061, 0.00058056, 0.00058052,
       0.00058049, 0.00058046, 0.00058045]), 3530: array([0.00090746, 0.00093139, 0.00095373, 0.0009746 , 0.00099408,
       0.00101228, 0.00102927, 0.00104513, 0.00105994, 0.00107377,
       0.00108669, 0.00109875, 0.00111001, 0.00112053, 0.00113035,
       0.00113952, 0.00114808, 0.00115607, 0.00116354, 0.00117051,
       0.00117702, 0.0011831 , 0.00118877, 0.00119407, 0.00119902,
       0.00120364, 0.00120796, 0.00121199]), 3535: array([0.00074426, 0.00080587, 0.00086324, 0.00091666, 0.00096641,
       0.00101274, 0.00105588, 0.00109605, 0.00113347, 0.0011683 ,
       0.00120074, 0.00123095, 0.00125908, 0.00128528, 0.00130968,
       0.00133239, 0.00135355, 0.00137325, 0.00139159, 0.00140867,
       0.00142458, 0.00143939, 0.00145319, 0.00146603, 0.00147799,
       0.00148913, 0.00149951, 0.00150917]), 3540: array([0.00058426, 0.00071251, 0.00083621, 0.00095551, 0.00107059,
       0.00118158, 0.00128863, 0.00139189, 0.00149148, 0.00158754,
       0.00168019, 0.00176955, 0.00185574, 0.00193888, 0.00201906,
       0.0020964 , 0.002171  , 0.00224295, 0.00231235, 0.00237928,
       0.00244384, 0.00250611, 0.00256617, 0.0026241 , 0.00267998,
       0.00273387, 0.00278585, 0.00283598]), 3545: array([0.00019178, 0.00035278, 0.00048853, 0.00060298, 0.00069949,
       0.00078086, 0.00084946, 0.00090731, 0.00095609, 0.00099721,
       0.00103189, 0.00106112, 0.00108578, 0.00110656, 0.00112409,
       0.00113886, 0.00115132, 0.00116183, 0.00117069, 0.00117815,
       0.00118445, 0.00118976, 0.00119424, 0.00119801, 0.00120119,
       0.00120388, 0.00120614, 0.00120805]), 3550: array([0.00547621, 0.00450268, 0.00381044, 0.00331821, 0.0029682 ,
       0.00271933, 0.00254236, 0.00241653, 0.00232706, 0.00226343,
       0.0022182 , 0.00218603, 0.00216315, 0.00214689, 0.00213532,
       0.0021271 , 0.00212125, 0.0021171 , 0.00211414, 0.00211204,
       0.00211054, 0.00210948, 0.00210872, 0.00210819, 0.0021078 ,
       0.00210753, 0.00210734, 0.0021072 ]), 3555: array([0.00882399, 0.00821933, 0.00768737, 0.00721937, 0.00680763,
       0.0064454 , 0.00612672, 0.00584635, 0.00559969, 0.00538269,
       0.00519177, 0.00502381, 0.00487605, 0.00474605, 0.00463168,
       0.00453106, 0.00444253, 0.00436465, 0.00429614, 0.00423586,
       0.00418283, 0.00413617, 0.00409513, 0.00405902, 0.00402725,
       0.0039993 , 0.00397471, 0.00395307]), 3560: array([0.00231446, 0.00240741, 0.00249014, 0.00256378, 0.00262933,
       0.00268767, 0.0027396 , 0.00278583, 0.00282697, 0.00286359,
       0.00289619, 0.00292521, 0.00295103, 0.00297402, 0.00299449,
       0.0030127 , 0.00302891, 0.00304334, 0.00305619, 0.00306762,
       0.0030778 , 0.00308685, 0.00309492, 0.00310209, 0.00310848,
       0.00311417, 0.00311923, 0.00312373]), 3565: array([0.02069997, 0.02128547, 0.02185745, 0.02241622, 0.02296209,
       0.02349536, 0.02401631, 0.02452524, 0.02502242, 0.02550812,
       0.02598261, 0.02644614, 0.02689897, 0.02734135, 0.02777351,
       0.0281957 , 0.02860814, 0.02901105, 0.02940467, 0.02978919,
       0.03016484, 0.03053182, 0.03089032, 0.03124055, 0.03158269,
       0.03191693, 0.03224345, 0.03256244]), 3570: array([0.10906059, 0.10065003, 0.0929236 , 0.08582565, 0.07930508,
       0.0733149 , 0.06781198, 0.06275668, 0.05811259, 0.05384626,
       0.04992697, 0.04632648, 0.04301886, 0.03998029, 0.03718889,
       0.03462455, 0.0322688 , 0.03010467, 0.02811657, 0.0262902 ,
       0.02461238, 0.02307104, 0.02165508, 0.0203543 , 0.01915932,
       0.01806155, 0.01705307, 0.01612663]), 3575: array([0.06833636, 0.06843161, 0.06852477, 0.0686159 , 0.06870504,
       0.06879224, 0.06887753, 0.06896096, 0.06904257, 0.0691224 ,
       0.06920048, 0.06927686, 0.06935158, 0.06942466, 0.06949615,
       0.06956607, 0.06963447, 0.06970138, 0.06976683, 0.06983084,
       0.06989346, 0.06995472, 0.07001463, 0.07007324, 0.07013057,
       0.07018665, 0.0702415 , 0.07029516]), 3580: array([0.00194718, 0.00312926, 0.00415904, 0.00505615, 0.00583767,
       0.00651851, 0.00711162, 0.00762832, 0.00807845, 0.00847059,
       0.0088122 , 0.0091098 , 0.00936906, 0.00959491, 0.00979167,
       0.00996308, 0.0101124 , 0.01024248, 0.01035581, 0.01045453,
       0.01054054, 0.01061546, 0.01068073, 0.01073759, 0.01078713,
       0.01083028, 0.01086787, 0.01090062]), 3585: array([0.00019029, 0.00032437, 0.00045117, 0.00057109, 0.00068449,
       0.00079173, 0.00089314, 0.00098905, 0.00107974, 0.00116551,
       0.00124662, 0.00132333, 0.00139587, 0.00146446, 0.00152934,
       0.00159068, 0.0016487 , 0.00170356, 0.00175545, 0.00180451,
       0.00185091, 0.00189479, 0.00193629, 0.00197553, 0.00201264,
       0.00204773, 0.00208092, 0.00211231]), 3590: array([0.00018987, 0.00035748, 0.00051895, 0.0006745 , 0.00082434,
       0.00096868, 0.00110772, 0.00124167, 0.0013707 , 0.001495  ,
       0.00161474, 0.00173009, 0.00184121, 0.00194825, 0.00205136,
       0.00215069, 0.00224638, 0.00233856, 0.00242735, 0.00251289,
       0.00259529, 0.00267467, 0.00275114, 0.0028248 , 0.00289576,
       0.00296412, 0.00302996, 0.0030934 ]), 3595: array([0.00510243, 0.00357361, 0.00266391, 0.0021226 , 0.0018005 ,
       0.00160884, 0.0014948 , 0.00142694, 0.00138656, 0.00136253,
       0.00134824, 0.00133973, 0.00133467, 0.00133165, 0.00132986,
       0.0013288 , 0.00132816, 0.00132778, 0.00132756, 0.00132742,
       0.00132735, 0.0013273 , 0.00132727, 0.00132725, 0.00132724,
       0.00132724, 0.00132723, 0.00132723]), 3600: array([0.00966854, 0.00993643, 0.01020431, 0.0104722 , 0.01074009,
       0.01100798, 0.01127587, 0.01154376, 0.01181164, 0.01207953,
       0.01234742, 0.01261531, 0.0128832 , 0.01315109, 0.01341897,
       0.01368686, 0.01395475, 0.01422264, 0.01449053, 0.01475842,
       0.0150263 , 0.01529419, 0.01556208, 0.01582997, 0.01609786,
       0.01636575, 0.01663363, 0.01690152]), 3605: array([0.00371423, 0.00380222, 0.0038771 , 0.00394081, 0.00399502,
       0.00404115, 0.00408041, 0.00411381, 0.00414223, 0.00416641,
       0.00418699, 0.0042045 , 0.0042194 , 0.00423208, 0.00424286,
       0.00425204, 0.00425985, 0.0042665 , 0.00427216, 0.00427697,
       0.00428106, 0.00428455, 0.00428751, 0.00429003, 0.00429218,
       0.00429401, 0.00429556, 0.00429688]), 3610: array([0.00694261, 0.00708129, 0.00721402, 0.00734103, 0.00746259,
       0.00757892, 0.00769025, 0.0077968 , 0.00789876, 0.00799634,
       0.00808973, 0.0081791 , 0.00826462, 0.00834648, 0.00842481,
       0.00849977, 0.00857152, 0.00864017, 0.00870588, 0.00876876,
       0.00882894, 0.00888653, 0.00894164, 0.00899439, 0.00904487,
       0.00909318, 0.00913941, 0.00918365]), 3615: array([0.00256122, 0.00316034, 0.00375945, 0.00435856, 0.00495767,
       0.00555678, 0.00615589, 0.006755  , 0.00735412, 0.00795323,
       0.00855234, 0.00915145, 0.00975056, 0.01034967, 0.01094878,
       0.0115479 , 0.01214701, 0.01274612, 0.01334523, 0.01394434,
       0.01454345, 0.01514256, 0.01574168, 0.01634079, 0.0169399 ,
       0.01753901, 0.01813812, 0.01873723]), 3620: array([0.00258891, 0.00327384, 0.00395878, 0.00464371, 0.00532865,
       0.00601358, 0.00669852, 0.00738345, 0.00806839, 0.00875332,
       0.00943826, 0.01012319, 0.01080813, 0.01149306, 0.012178  ,
       0.01286293, 0.01354787, 0.0142328 , 0.01491774, 0.01560267,
       0.01628761, 0.01697254, 0.01765748, 0.01834241, 0.01902735,
       0.01971228, 0.02039722, 0.02108215]), 3625: array([0.02958621, 0.01935676, 0.01448715, 0.01216903, 0.01106551,
       0.01054019, 0.01029012, 0.01017108, 0.01011441, 0.01008743,
       0.01007459, 0.01006848, 0.01006557, 0.01006418, 0.01006352,
       0.01006321, 0.01006306, 0.01006299, 0.01006295, 0.01006294,
       0.01006293, 0.01006293, 0.01006292, 0.01006292, 0.01006292,
       0.01006292, 0.01006292, 0.01006292]), 3630: array([0.06414864, 0.0516197 , 0.04266769, 0.03627142, 0.03170124,
       0.02843582, 0.02610265, 0.02443559, 0.02324446, 0.02239339,
       0.0217853 , 0.02135081, 0.02104037, 0.02081856, 0.02066007,
       0.02054683, 0.02046592, 0.0204081 , 0.0203668 , 0.02033728,
       0.0203162 , 0.02030113, 0.02029036, 0.02028267, 0.02027717,
       0.02027325, 0.02027044, 0.02026844]), 3635: array([0.07687495, 0.07057256, 0.06518486, 0.0605791 , 0.05664178,
       0.0532759 , 0.05039852, 0.04793874, 0.04583596, 0.04403836,
       0.04250166, 0.04118798, 0.04006496, 0.03910493, 0.03828423,
       0.03758264, 0.03698287, 0.03647015, 0.03603185, 0.03565715,
       0.03533684, 0.03506301, 0.03482893, 0.03462882, 0.03445775,
       0.03431151, 0.03418649, 0.03407962]), 3640: array([0.00034083, 0.00042126, 0.00049786, 0.00057083, 0.00064034,
       0.00070654, 0.00076961, 0.00082968, 0.00088691, 0.00094141,
       0.00099333, 0.00104279, 0.0010899 , 0.00113477, 0.00117752,
       0.00121823, 0.00125701, 0.00129396, 0.00132915, 0.00136267,
       0.0013946 , 0.00142501, 0.00145398, 0.00148158, 0.00150786,
       0.0015329 , 0.00155675, 0.00157947]), 3645: array([0.00539738, 0.00576083, 0.00612427, 0.00648772, 0.00685117,
       0.00721461, 0.00757806, 0.0079415 , 0.00830495, 0.00866839,
       0.00903184, 0.00939529, 0.00975873, 0.01012218, 0.01048562,
       0.01084907, 0.01121251, 0.01157596, 0.01193941, 0.01230285,
       0.0126663 , 0.01302974, 0.01339319, 0.01375663, 0.01412008,
       0.01448353, 0.01484697, 0.01521042]), 3650: array([0.00048088, 0.00080083, 0.00106511, 0.00128341, 0.00146372,
       0.00161266, 0.00173568, 0.0018373 , 0.00192124, 0.00199057,
       0.00204784, 0.00209514, 0.00213422, 0.00216649, 0.00219315,
       0.00221517, 0.00223336, 0.00224838, 0.00226079, 0.00227104,
       0.00227951, 0.0022865 , 0.00229228, 0.00229705, 0.002301  ,
       0.00230425, 0.00230694, 0.00230916]), 3655: array([0.05283991, 0.05407362, 0.05530734, 0.05654105, 0.05777477,
       0.05900848, 0.0602422 , 0.06147591, 0.06270963, 0.06394334,
       0.06517706, 0.06641077, 0.06764449, 0.0688782 , 0.07011192,
       0.07134563, 0.07257935, 0.07381307, 0.07504678, 0.0762805 ,
       0.07751421, 0.07874793, 0.07998164, 0.08121536, 0.08244907,
       0.08368279, 0.0849165 , 0.08615022]), 3660: array([0.92105397, 0.91728991, 0.91366134, 0.91016337, 0.90679132,
       0.90354063, 0.90040696, 0.89738607, 0.89447393, 0.8916666 ,
       0.88896032, 0.88635145, 0.88383649, 0.88141205, 0.87907488,
       0.87682183, 0.87464988, 0.87255611, 0.8705377 , 0.86859195,
       0.86671623, 0.86490802, 0.8631649 , 0.86148453, 0.85986463,
       0.85830305, 0.85679767, 0.85534648]), 3665: array([2.88157495, 2.92828101, 2.9749221 , 3.0214983 , 3.06800972,
       3.11445642, 3.16083852, 3.20715609, 3.25340923, 3.29959803,
       3.34572257, 3.39178295, 3.43777925, 3.48371157, 3.52957998,
       3.5753846 , 3.62112549, 3.66680275, 3.71241647, 3.75796673,
       3.80345363, 3.84887725, 3.89423768, 3.93953501, 3.98476933,
       4.02994072, 4.07504927, 4.12009508]), 3670: array([3.74976282, 3.69575793, 3.64368252, 3.59346767, 3.54504688,
       3.49835607, 3.45333343, 3.40991936, 3.36805638, 3.32768908,
       3.28876402, 3.25122968, 3.21503636, 3.18013615, 3.14648286,
       3.11403193, 3.08274041, 3.05256687, 3.02347137, 2.99541539,
       2.96836179, 2.94227476, 2.91711977, 2.89286352, 2.86947389,
       2.84691993, 2.82517177, 2.80420063]), 3675: array([0.25338126, 0.2602706 , 0.26715994, 0.27404929, 0.28093863,
       0.28782797, 0.29471732, 0.30160666, 0.308496  , 0.31538535,
       0.32227469, 0.32916403, 0.33605338, 0.34294272, 0.34983206,
       0.35672141, 0.36361075, 0.37050009, 0.37738944, 0.38427878,
       0.39116812, 0.39805747, 0.40494681, 0.41183615, 0.4187255 ,
       0.42561484, 0.43250419, 0.43939353]), 3680: array([7.63000751e-05, 1.24566390e-04, 1.72164333e-04, 2.19103159e-04,
       2.65391996e-04, 3.11039844e-04, 3.56055579e-04, 4.00447955e-04,
       4.44225604e-04, 4.87397038e-04, 5.29970651e-04, 5.71954723e-04,
       6.13357416e-04, 6.54186782e-04, 6.94450759e-04, 7.34157178e-04,
       7.73313759e-04, 8.11928115e-04, 8.50007755e-04, 8.87560085e-04,
       9.24592405e-04, 9.61111917e-04, 9.97125721e-04, 1.03264082e-03,
       1.06766412e-03, 1.10220244e-03, 1.13626248e-03, 1.16985087e-03]), 3685: array([0.00070227, 0.00120535, 0.00166646, 0.0020891 , 0.0024765 ,
       0.00283158, 0.00315704, 0.00345536, 0.00372879, 0.00397942,
       0.00420914, 0.0044197 , 0.00461269, 0.00478959, 0.00495173,
       0.00510035, 0.00523657, 0.00536143, 0.00547588, 0.00558077,
       0.00567692, 0.00576505, 0.00584583, 0.00591987, 0.00598773,
       0.00604994, 0.00610695, 0.00615921]), 3690: array([0.00220073, 0.00295677, 0.00356574, 0.00405624, 0.00445133,
       0.00476956, 0.00502588, 0.00523235, 0.00539864, 0.00553259,
       0.00564048, 0.00572738, 0.00579738, 0.00585376, 0.00589917,
       0.00593575, 0.00596521, 0.00598895, 0.00600806, 0.00602346,
       0.00603586, 0.00604585, 0.00605389, 0.00606037, 0.00606559,
       0.0060698 , 0.00607319, 0.00607591]), 3695: array([0.00051859, 0.00090225, 0.00123204, 0.00151551, 0.00175918,
       0.00196863, 0.00214867, 0.00230342, 0.00243645, 0.00255079,
       0.00264908, 0.00273357, 0.00280619, 0.00286861, 0.00292227,
       0.00296839, 0.00300804, 0.00304212, 0.00307141, 0.00309659,
       0.00311823, 0.00313684, 0.00315283, 0.00316657, 0.00317839,
       0.00318855, 0.00319728, 0.00320478]), 3700: array([0.00090697, 0.00091908, 0.0009312 , 0.00094332, 0.00095543,
       0.00096755, 0.00097967, 0.00099179, 0.0010039 , 0.00101602,
       0.00102814, 0.00104025, 0.00105237, 0.00106449, 0.00107661,
       0.00108872, 0.00110084, 0.00111296, 0.00112508, 0.00113719,
       0.00114931, 0.00116143, 0.00117354, 0.00118566, 0.00119778,
       0.0012099 , 0.00122201, 0.00123413]), 3705: array([0.00144178, 0.00139598, 0.00138375, 0.00138048, 0.00137961,
       0.00137937, 0.00137931, 0.00137929, 0.00137929, 0.00137929,
       0.00137929, 0.00137929, 0.00137929, 0.00137929, 0.00137929,
       0.00137929, 0.00137929, 0.00137929, 0.00137929, 0.00137929,
       0.00137929, 0.00137929, 0.00137929, 0.00137929, 0.00137929,
       0.00137929, 0.00137929, 0.00137929]), 3710: array([0.01983737, 0.01733372, 0.01526485, 0.01355524, 0.01214251,
       0.0109751 , 0.01001042, 0.00921326, 0.00855453, 0.0080102 ,
       0.00756038, 0.00718868, 0.00688153, 0.00662771, 0.00641797,
       0.00624466, 0.00610144, 0.00598309, 0.00588529, 0.00580448,
       0.0057377 , 0.00568251, 0.00563691, 0.00559923, 0.00556809,
       0.00554236, 0.00552109, 0.00550352]), 3715: array([0.06143215, 0.06251741, 0.06360266, 0.06468791, 0.06577317,
       0.06685842, 0.06794367, 0.06902893, 0.07011418, 0.07119943,
       0.07228469, 0.07336994, 0.07445519, 0.07554044, 0.0766257 ,
       0.07771095, 0.0787962 , 0.07988146, 0.08096671, 0.08205196,
       0.08313722, 0.08422247, 0.08530772, 0.08639298, 0.08747823,
       0.08856348, 0.08964874, 0.09073399]), 3720: array([0.0387689 , 0.04026331, 0.04175772, 0.04325213, 0.04474654,
       0.04624094, 0.04773535, 0.04922976, 0.05072417, 0.05221858,
       0.05371299, 0.0552074 , 0.0567018 , 0.05819621, 0.05969062,
       0.06118503, 0.06267944, 0.06417385, 0.06566826, 0.06716267,
       0.06865708, 0.07015149, 0.0716459 , 0.07314031, 0.07463472,
       0.07612913, 0.07762354, 0.07911795]), 3725: array([0.05370451, 0.05570843, 0.05771234, 0.05971626, 0.06172018,
       0.0637241 , 0.06572802, 0.06773194, 0.06973585, 0.07173977,
       0.07374369, 0.07574761, 0.07775153, 0.07975544, 0.08175936,
       0.08376328, 0.0857672 , 0.08777112, 0.08977504, 0.09177895,
       0.09378287, 0.09578679, 0.09779071, 0.09979463, 0.10179855,
       0.10380246, 0.10580638, 0.1078103 ]), 3730: array([0.09812822, 0.09992967, 0.10173112, 0.10353258, 0.10533403,
       0.10713549, 0.10893694, 0.1107384 , 0.11253985, 0.1143413 ,
       0.11614276, 0.11794421, 0.11974567, 0.12154712, 0.12334858,
       0.12515003, 0.12695148, 0.12875294, 0.13055439, 0.13235585,
       0.1341573 , 0.13595876, 0.13776021, 0.13956167, 0.14136312,
       0.14316457, 0.14496603, 0.14676748]), 3735: array([0.35365352, 0.35704271, 0.36043191, 0.3638211 , 0.36721029,
       0.37059948, 0.37398867, 0.37737786, 0.38076705, 0.38415625,
       0.38754544, 0.39093463, 0.39432382, 0.39771301, 0.4011022 ,
       0.40449139, 0.40788058, 0.41126978, 0.41465897, 0.41804816,
       0.42143735, 0.42482654, 0.42821573, 0.43160492, 0.43499411,
       0.43838331, 0.4417725 , 0.44516169]), 3740: array([0.1537505 , 0.16008439, 0.16641827, 0.17275216, 0.17908604,
       0.18541993, 0.19175381, 0.1980877 , 0.20442158, 0.21075547,
       0.21708935, 0.22342324, 0.22975713, 0.23609101, 0.2424249 ,
       0.24875878, 0.25509267, 0.26142655, 0.26776044, 0.27409432,
       0.28042821, 0.28676209, 0.29309598, 0.29942986, 0.30576375,
       0.31209763, 0.31843152, 0.3247654 ]), 3745: array([0.00740178, 0.01290074, 0.0183997 , 0.02389866, 0.02939762,
       0.03489658, 0.04039553, 0.04589449, 0.05139345, 0.05689241,
       0.06239137, 0.06789033, 0.07338929, 0.07888825, 0.08438721,
       0.08988617, 0.09538513, 0.10088409, 0.10638305, 0.11188201,
       0.11738097, 0.12287993, 0.12837889, 0.13387785, 0.13937681,
       0.14487577, 0.15037473, 0.15587369]), 3750: array([0.05417359, 0.06023548, 0.06629738, 0.07235927, 0.07842116,
       0.08448306, 0.09054495, 0.09660684, 0.10266873, 0.10873063,
       0.11479252, 0.12085441, 0.12691631, 0.1329782 , 0.13904009,
       0.14510198, 0.15116388, 0.15722577, 0.16328766, 0.16934955,
       0.17541145, 0.18147334, 0.18753523, 0.19359713, 0.19965902,
       0.20572091, 0.2117828 , 0.2178447 ]), 3755: array([0.25227768, 0.24537772, 0.23902854, 0.23318618, 0.22781017,
       0.22286329, 0.21831129, 0.21412265, 0.21026835, 0.20672172,
       0.2034582 , 0.20045518, 0.19769187, 0.19514913, 0.19280937,
       0.19065637, 0.18867524, 0.18685224, 0.18517477, 0.18363119,
       0.18221083, 0.18090384, 0.17970119, 0.17859453, 0.17757621,
       0.17663918, 0.17577694, 0.17498353]), 3760: array([0.47876528, 0.49024266, 0.50172004, 0.51319743, 0.52467481,
       0.53615219, 0.54762957, 0.55910696, 0.57058434, 0.58206172,
       0.5935391 , 0.60501648, 0.61649387, 0.62797125, 0.63944863,
       0.65092601, 0.6624034 , 0.67388078, 0.68535816, 0.69683554,
       0.70831293, 0.71979031, 0.73126769, 0.74274507, 0.75422246,
       0.76569984, 0.77717722, 0.7886546 ]), 3765: array([0.89963704, 0.90539397, 0.9111509 , 0.91690784, 0.92266477,
       0.9284217 , 0.93417863, 0.93993556, 0.9456925 , 0.95144943,
       0.95720636, 0.96296329, 0.96872022, 0.97447715, 0.98023409,
       0.98599102, 0.99174795, 0.99750488, 1.00326181, 1.00901875,
       1.01477568, 1.02053261, 1.02628954, 1.03204647, 1.03780341,
       1.04356034, 1.04931727, 1.0550742 ]), 3770: array([0.28628697, 0.29289011, 0.29949326, 0.30609641, 0.31269956,
       0.3193027 , 0.32590585, 0.332509  , 0.33911214, 0.34571529,
       0.35231844, 0.35892159, 0.36552473, 0.37212788, 0.37873103,
       0.38533418, 0.39193732, 0.39854047, 0.40514362, 0.41174677,
       0.41834991, 0.42495306, 0.43155621, 0.43815935, 0.4447625 ,
       0.45136565, 0.4579688 , 0.46457194]), 3775: array([0.00558539, 0.00650996, 0.00743454, 0.00835911, 0.00928368,
       0.01020825, 0.01113282, 0.01205739, 0.01298196, 0.01390653,
       0.0148311 , 0.01575567, 0.01668024, 0.01760481, 0.01852938,
       0.01945395, 0.02037852, 0.02130309, 0.02222766, 0.02315223,
       0.02407681, 0.02500138, 0.02592595, 0.02685052, 0.02777509,
       0.02869966, 0.02962423, 0.0305488 ]), 3780: array([0.01569948, 0.01738579, 0.01907209, 0.02075839, 0.0224447 ,
       0.024131  , 0.0258173 , 0.0275036 , 0.02918991, 0.03087621,
       0.03256251, 0.03424882, 0.03593512, 0.03762142, 0.03930772,
       0.04099403, 0.04268033, 0.04436663, 0.04605294, 0.04773924,
       0.04942554, 0.05111184, 0.05279815, 0.05448445, 0.05617075,
       0.05785706, 0.05954336, 0.06122966]), 3785: array([0.07317161, 0.07523648, 0.07730134, 0.07936621, 0.08143108,
       0.08349595, 0.08556081, 0.08762568, 0.08969055, 0.09175541,
       0.09382028, 0.09588515, 0.09795001, 0.10001488, 0.10207975,
       0.10414462, 0.10620948, 0.10827435, 0.11033922, 0.11240408,
       0.11446895, 0.11653382, 0.11859868, 0.12066355, 0.12272842,
       0.12479328, 0.12685815, 0.12892302]), 3790: array([0.13024815, 0.12425326, 0.11865251, 0.11341998, 0.10853145,
       0.10396432, 0.09969745, 0.09571111, 0.09198684, 0.08850742,
       0.08525676, 0.08221981, 0.07938252, 0.07673177, 0.07425529,
       0.07194162, 0.06978007, 0.06776062, 0.06587395, 0.06411131,
       0.06246455, 0.06092606, 0.05948872, 0.05814587, 0.05689131,
       0.05571923, 0.05462421, 0.05360117]), 3795: array([0.12358811, 0.12625264, 0.12891717, 0.1315817 , 0.13424623,
       0.13691076, 0.13957529, 0.14223982, 0.14490435, 0.14756888,
       0.15023341, 0.15289793, 0.15556246, 0.15822699, 0.16089152,
       0.16355605, 0.16622058, 0.16888511, 0.17154964, 0.17421417,
       0.1768787 , 0.17954323, 0.18220776, 0.18487228, 0.18753681,
       0.19020134, 0.19286587, 0.1955304 ]), 3800: array([0.00087127, 0.00116817, 0.00146507, 0.00176196, 0.00205886,
       0.00235575, 0.00265265, 0.00294954, 0.00324644, 0.00354334,
       0.00384023, 0.00413713, 0.00443402, 0.00473092, 0.00502782,
       0.00532471, 0.00562161, 0.0059185 , 0.0062154 , 0.00651229,
       0.00680919, 0.00710609, 0.00740298, 0.00769988, 0.00799677,
       0.00829367, 0.00859056, 0.00888746]), 3805: array([0.00091863, 0.00119622, 0.00147382, 0.00175141, 0.002029  ,
       0.00230658, 0.00258417, 0.00286176, 0.00313934, 0.00341693,
       0.00369451, 0.00397209, 0.00424967, 0.00452725, 0.00480483,
       0.0050824 , 0.00535998, 0.00563755, 0.00591513, 0.0061927 ,
       0.00647027, 0.00674784, 0.00702541, 0.00730298, 0.00758054,
       0.00785811, 0.00813567, 0.00841323]), 3810: array([0.00100186, 0.00139641, 0.00169337, 0.00191688, 0.00208511,
       0.00221172, 0.00230702, 0.00237875, 0.00243274, 0.00247337,
       0.00250396, 0.00252698, 0.0025443 , 0.00255734, 0.00256716,
       0.00257454, 0.0025801 , 0.00258429, 0.00258744, 0.00258981,
       0.00259159, 0.00259294, 0.00259395, 0.00259471, 0.00259528,
       0.00259571, 0.00259604, 0.00259628]), 3815: array([0.00036237, 0.00057992, 0.00077535, 0.00095089, 0.00110858,
       0.00125023, 0.00137748, 0.00149177, 0.00159445, 0.00168668,
       0.00176953, 0.00184395, 0.0019108 , 0.00197085, 0.00202479,
       0.00207325, 0.00211678, 0.00215588, 0.002191  , 0.00222255,
       0.00225089, 0.00227635, 0.00229922, 0.00231976, 0.00233821,
       0.00235479, 0.00236968, 0.00238306]), 3820: array([0.00156378, 0.0017829 , 0.00200201, 0.00222113, 0.00244024,
       0.00265936, 0.00287847, 0.00309759, 0.0033167 , 0.00353582,
       0.00375494, 0.00397405, 0.00419317, 0.00441228, 0.0046314 ,
       0.00485051, 0.00506963, 0.00528874, 0.00550786, 0.00572697,
       0.00594609, 0.0061652 , 0.00638432, 0.00660343, 0.00682255,
       0.00704166, 0.00726078, 0.00747989]), 3825: array([0.00290813, 0.00312121, 0.00333429, 0.00354737, 0.00376045,
       0.00397353, 0.00418662, 0.0043997 , 0.00461278, 0.00482586,
       0.00503894, 0.00525202, 0.0054651 , 0.00567819, 0.00589127,
       0.00610435, 0.00631743, 0.00653051, 0.00674359, 0.00695668,
       0.00716976, 0.00738284, 0.00759592, 0.007809  , 0.00802208,
       0.00823517, 0.00844825, 0.00866133]), 3830: array([0.00189142, 0.00203452, 0.00217761, 0.00232071, 0.0024638 ,
       0.0026069 , 0.00274999, 0.00289309, 0.00303619, 0.00317928,
       0.00332238, 0.00346547, 0.00360857, 0.00375166, 0.00389476,
       0.00403785, 0.00418095, 0.00432404, 0.00446714, 0.00461023,
       0.00475333, 0.00489642, 0.00503952, 0.00518261, 0.00532571,
       0.0054688 , 0.0056119 , 0.00575499]), 3835: array([0.00998963, 0.01013056, 0.01027149, 0.01041242, 0.01055335,
       0.01069429, 0.01083522, 0.01097615, 0.01111708, 0.01125801,
       0.01139894, 0.01153987, 0.01168081, 0.01182174, 0.01196267,
       0.0121036 , 0.01224453, 0.01238546, 0.0125264 , 0.01266733,
       0.01280826, 0.01294919, 0.01309012, 0.01323105, 0.01337198,
       0.01351292, 0.01365385, 0.01379478]), 3840: array([0.00356178, 0.00345632, 0.00342302, 0.00341251, 0.00340919,
       0.00340815, 0.00340782, 0.00340771, 0.00340768, 0.00340767,
       0.00340766, 0.00340766, 0.00340766, 0.00340766, 0.00340766,
       0.00340766, 0.00340766, 0.00340766, 0.00340766, 0.00340766,
       0.00340766, 0.00340766, 0.00340766, 0.00340766, 0.00340766,
       0.00340766, 0.00340766, 0.00340766]), 3845: array([0.01618848, 0.01685538, 0.01752227, 0.01818917, 0.01885606,
       0.01952296, 0.02018985, 0.02085675, 0.02152364, 0.02219054,
       0.02285743, 0.02352433, 0.02419122, 0.02485812, 0.02552501,
       0.02619191, 0.0268588 , 0.0275257 , 0.02819259, 0.02885949,
       0.02952638, 0.03019328, 0.03086017, 0.03152707, 0.03219396,
       0.03286086, 0.03352775, 0.03419465]), 3850: array([0.0225099 , 0.02313517, 0.02376044, 0.02438571, 0.02501098,
       0.02563625, 0.02626152, 0.02688679, 0.02751206, 0.02813733,
       0.0287626 , 0.02938787, 0.03001314, 0.03063841, 0.03126369,
       0.03188896, 0.03251423, 0.0331395 , 0.03376477, 0.03439004,
       0.03501531, 0.03564058, 0.03626585, 0.03689112, 0.0375164 ,
       0.03814167, 0.03876694, 0.03939221]), 3855: array([0.01485421, 0.01522159, 0.01558897, 0.01595634, 0.01632372,
       0.01669109, 0.01705847, 0.01742585, 0.01779322, 0.0181606 ,
       0.01852798, 0.01889535, 0.01926273, 0.0196301 , 0.01999748,
       0.02036486, 0.02073223, 0.02109961, 0.02146699, 0.02183436,
       0.02220174, 0.02256911, 0.02293649, 0.02330387, 0.02367124,
       0.02403862, 0.024406  , 0.02477337]), 3860: array([0.00079328, 0.00108691, 0.00133447, 0.0015432 , 0.00171918,
       0.00186755, 0.00199264, 0.00209811, 0.00218703, 0.002262  ,
       0.00232521, 0.00237851, 0.00242344, 0.00246132, 0.00249326,
       0.00252019, 0.0025429 , 0.00256204, 0.00257818, 0.00259178,
       0.00260326, 0.00261293, 0.00262109, 0.00262796, 0.00263376,
       0.00263865, 0.00264277, 0.00264624]), 3865: array([0.01112696, 0.01127083, 0.0114147 , 0.01155856, 0.01170243,
       0.0118463 , 0.01199017, 0.01213404, 0.01227791, 0.01242178,
       0.01256565, 0.01270952, 0.01285339, 0.01299726, 0.01314113,
       0.013285  , 0.01342887, 0.01357274, 0.01371661, 0.01386048,
       0.01400435, 0.01414822, 0.01429209, 0.01443596, 0.01457983,
       0.0147237 , 0.01486757, 0.01501144]), 3870: array([0.01713273, 0.01725701, 0.01738129, 0.01750557, 0.01762985,
       0.01775413, 0.01787842, 0.0180027 , 0.01812698, 0.01825126,
       0.01837554, 0.01849982, 0.01862411, 0.01874839, 0.01887267,
       0.01899695, 0.01912123, 0.01924551, 0.01936979, 0.01949408,
       0.01961836, 0.01974264, 0.01986692, 0.0199912 , 0.02011548,
       0.02023977, 0.02036405, 0.02048833]), 3875: array([0.00280377, 0.00296152, 0.00311928, 0.00327703, 0.00343478,
       0.00359253, 0.00375029, 0.00390804, 0.00406579, 0.00422354,
       0.00438129, 0.00453905, 0.0046968 , 0.00485455, 0.0050123 ,
       0.00517006, 0.00532781, 0.00548556, 0.00564331, 0.00580107,
       0.00595882, 0.00611657, 0.00627432, 0.00643207, 0.00658983,
       0.00674758, 0.00690533, 0.00706308]), 3880: array([0.00088678, 0.00124167, 0.00154165, 0.00179521, 0.00200953,
       0.00219069, 0.00234382, 0.00247326, 0.00258266, 0.00267514,
       0.00275331, 0.00281938, 0.00287523, 0.00292244, 0.00296234,
       0.00299607, 0.00302458, 0.00304868, 0.00306905, 0.00308626,
       0.00310082, 0.00311312, 0.00312352, 0.0031323 , 0.00313973,
       0.00314601, 0.00315132, 0.00315581]), 3885: array([0.04605104, 0.04681779, 0.04758455, 0.0483513 , 0.04911806,
       0.04988481, 0.05065156, 0.05141832, 0.05218507, 0.05295182,
       0.05371858, 0.05448533, 0.05525208, 0.05601884, 0.05678559,
       0.05755235, 0.0583191 , 0.05908585, 0.05985261, 0.06061936,
       0.06138611, 0.06215287, 0.06291962, 0.06368638, 0.06445313,
       0.06521988, 0.06598664, 0.06675339]), 3890: array([0.00272796, 0.00346982, 0.00421168, 0.00495354, 0.0056954 ,
       0.00643726, 0.00717912, 0.00792098, 0.00866284, 0.0094047 ,
       0.01014656, 0.01088842, 0.01163028, 0.01237214, 0.01311401,
       0.01385587, 0.01459773, 0.01533959, 0.01608145, 0.01682331,
       0.01756517, 0.01830703, 0.01904889, 0.01979075, 0.02053261,
       0.02127447, 0.02201633, 0.02275819]), 3895: array([0.01659288, 0.01823431, 0.01987574, 0.02151718, 0.02315861,
       0.02480004, 0.02644147, 0.02808291, 0.02972434, 0.03136577,
       0.0330072 , 0.03464864, 0.03629007, 0.0379315 , 0.03957293,
       0.04121437, 0.0428558 , 0.04449723, 0.04613866, 0.0477801 ,
       0.04942153, 0.05106296, 0.05270439, 0.05434583, 0.05598726,
       0.05762869, 0.05927012, 0.06091156]), 3900: array([0.02713712, 0.02877485, 0.03041258, 0.0320503 , 0.03368803,
       0.03532576, 0.03696349, 0.03860121, 0.04023894, 0.04187667,
       0.0435144 , 0.04515212, 0.04678985, 0.04842758, 0.05006531,
       0.05170303, 0.05334076, 0.05497849, 0.05661621, 0.05825394,
       0.05989167, 0.0615294 , 0.06316712, 0.06480485, 0.06644258,
       0.06808031, 0.06971803, 0.07135576]), 3905: array([0.00048288, 0.0006581 , 0.00083331, 0.00100852, 0.00118374,
       0.00135895, 0.00153416, 0.00170937, 0.00188459, 0.0020598 ,
       0.00223501, 0.00241022, 0.00258544, 0.00276065, 0.00293586,
       0.00311108, 0.00328629, 0.0034615 , 0.00363671, 0.00381193,
       0.00398714, 0.00416235, 0.00433757, 0.00451278, 0.00468799,
       0.0048632 , 0.00503842, 0.00521363]), 3910: array([0.00342451, 0.00381504, 0.00416704, 0.00448432, 0.00477029,
       0.00502805, 0.00526038, 0.00546979, 0.00565854, 0.00582867,
       0.00598201, 0.00612023, 0.00624481, 0.00635709, 0.00645831,
       0.00654953, 0.00663176, 0.00670587, 0.00677267, 0.00683288,
       0.00688715, 0.00693607, 0.00698016, 0.0070199 , 0.00705572,
       0.00708801, 0.00711711, 0.00714334]), 3915: array([0.00535972, 0.00599451, 0.0066293 , 0.00726409, 0.00789888,
       0.00853366, 0.00916845, 0.00980324, 0.01043803, 0.01107282,
       0.01170761, 0.0123424 , 0.01297719, 0.01361198, 0.01424677,
       0.01488156, 0.01551635, 0.01615113, 0.01678592, 0.01742071,
       0.0180555 , 0.01869029, 0.01932508, 0.01995987, 0.02059466,
       0.02122945, 0.02186424, 0.02249903]), 3920: array([0.02788678, 0.02807618, 0.02826222, 0.02844495, 0.02862444,
       0.02880075, 0.02897392, 0.02914402, 0.02931109, 0.02947521,
       0.0296364 , 0.02979474, 0.02995027, 0.03010303, 0.03025308,
       0.03040047, 0.03054524, 0.03068744, 0.03082712, 0.03096431,
       0.03109907, 0.03123144, 0.03136146, 0.03148917, 0.03161461,
       0.03173782, 0.03185885, 0.03197773]), 3925: array([0.03718586, 0.03596076, 0.03481217, 0.03373531, 0.03272571,
       0.03177915, 0.03089171, 0.03005969, 0.02927963, 0.02854829,
       0.02786262, 0.02721978, 0.02661708, 0.02605202, 0.02552225,
       0.02502556, 0.0245599 , 0.02412331, 0.02371399, 0.02333024,
       0.02297045, 0.02263313, 0.02231687, 0.02202037, 0.02174238,
       0.02148176, 0.02123741, 0.02100832]), 3930: array([0.00139354, 0.00213445, 0.00275149, 0.00326535, 0.00369331,
       0.00404971, 0.00434652, 0.00459371, 0.00479957, 0.00497102,
       0.00511379, 0.0052327 , 0.00533173, 0.0054142 , 0.00548288,
       0.00554008, 0.00558771, 0.00562738, 0.00566042, 0.00568793,
       0.00571085, 0.00572993, 0.00574582, 0.00575906, 0.00577008,
       0.00577926, 0.0057869 , 0.00579327]), 3935: array([0.00015959, 0.00029794, 0.00043629, 0.00057464, 0.00071299,
       0.00085134, 0.00098969, 0.00112805, 0.0012664 , 0.00140475,
       0.0015431 , 0.00168145, 0.0018198 , 0.00195815, 0.0020965 ,
       0.00223485, 0.0023732 , 0.00251155, 0.0026499 , 0.00278825,
       0.00292659, 0.00306494, 0.00320329, 0.00334164, 0.00347999,
       0.00361834, 0.00375669, 0.00389504]), 3940: array([0.00179053, 0.00223237, 0.0026742 , 0.00311603, 0.00355786,
       0.00399969, 0.00444151, 0.00488333, 0.00532515, 0.00576697,
       0.00620878, 0.00665059, 0.00709239, 0.00753419, 0.00797599,
       0.00841779, 0.00885958, 0.00930137, 0.00974316, 0.01018494,
       0.01062672, 0.0110685 , 0.01151027, 0.01195204, 0.01239381,
       0.01283557, 0.01327733, 0.01371909]), 3945: array([0.00673362, 0.00718986, 0.0076461 , 0.00810233, 0.00855857,
       0.00901481, 0.00947105, 0.00992728, 0.01038352, 0.01083976,
       0.011296  , 0.01175223, 0.01220847, 0.01266471, 0.01312094,
       0.01357718, 0.01403342, 0.01448966, 0.01494589, 0.01540213,
       0.01585837, 0.01631461, 0.01677084, 0.01722708, 0.01768332,
       0.01813956, 0.01859579, 0.01905203]), 3950: array([0.04091204, 0.04106224, 0.04121245, 0.04136266, 0.04151286,
       0.04166307, 0.04181328, 0.04196349, 0.04211369, 0.0422639 ,
       0.04241411, 0.04256432, 0.04271453, 0.04286474, 0.04301495,
       0.04316516, 0.04331537, 0.04346558, 0.04361579, 0.043766  ,
       0.04391621, 0.04406642, 0.04421663, 0.04436684, 0.04451706,
       0.04466727, 0.04481748, 0.04496769]), 3955: array([0.02397609, 0.02420864, 0.02444118, 0.02467373, 0.02490627,
       0.02513882, 0.02537136, 0.02560391, 0.02583645, 0.026069  ,
       0.02630154, 0.02653409, 0.02676663, 0.02699918, 0.02723172,
       0.02746427, 0.02769681, 0.02792936, 0.0281619 , 0.02839445,
       0.02862699, 0.02885954, 0.02909208, 0.02932463, 0.02955717,
       0.02978972, 0.03002226, 0.03025481]), 3960: array([0.07023612, 0.07119439, 0.07215266, 0.07311094, 0.07406921,
       0.07502749, 0.07598576, 0.07694403, 0.07790231, 0.07886058,
       0.07981885, 0.08077713, 0.0817354 , 0.08269367, 0.08365195,
       0.08461022, 0.08556849, 0.08652677, 0.08748504, 0.08844331,
       0.08940159, 0.09035986, 0.09131814, 0.09227641, 0.09323468,
       0.09419296, 0.09515123, 0.0961095 ]), 3965: array([0.00741181, 0.00883922, 0.01014157, 0.01132982, 0.01241396,
       0.01340311, 0.01430561, 0.01512903, 0.01588031, 0.01656576,
       0.01719117, 0.01776178, 0.01828239, 0.0187574 , 0.01919078,
       0.0195862 , 0.01994697, 0.02027613, 0.02057646, 0.02085047,
       0.02110048, 0.02132858, 0.02153669, 0.02172658, 0.02189982,
       0.02205789, 0.02220211, 0.02233369]), 3970: array([0.01905816, 0.02353136, 0.02632917, 0.02807908, 0.02917357,
       0.02985813, 0.0302863 , 0.0305541 , 0.0307216 , 0.03082636,
       0.03089188, 0.03093287, 0.0309585 , 0.03097453, 0.03098456,
       0.03099083, 0.03099475, 0.03099721, 0.03099874, 0.0309997 ,
       0.0310003 , 0.03100068, 0.03100091, 0.03100106, 0.03100115,
       0.03100121, 0.03100125, 0.03100127]), 3975: array([0.43813072, 0.44719384, 0.45625695, 0.46532007, 0.47438318,
       0.4834463 , 0.49250941, 0.50157252, 0.51063564, 0.51969875,
       0.52876187, 0.53782498, 0.5468881 , 0.55595121, 0.56501433,
       0.57407744, 0.58314056, 0.59220367, 0.60126679, 0.6103299 ,
       0.61939302, 0.62845613, 0.63751925, 0.64658236, 0.65564548,
       0.66470859, 0.67377171, 0.68283482]), 3980: array([0.07454807, 0.07931781, 0.08408754, 0.08885728, 0.09362701,
       0.09839675, 0.10316648, 0.10793622, 0.11270595, 0.11747568,
       0.12224542, 0.12701515, 0.13178489, 0.13655462, 0.14132436,
       0.14609409, 0.15086383, 0.15563356, 0.1604033 , 0.16517303,
       0.16994276, 0.1747125 , 0.17948223, 0.18425197, 0.1890217 ,
       0.19379144, 0.19856117, 0.20333091]), 3985: array([0.0043809 , 0.00834951, 0.01231812, 0.01628673, 0.02025534,
       0.02422395, 0.02819257, 0.03216118, 0.03612979, 0.0400984 ,
       0.04406701, 0.04803562, 0.05200423, 0.05597284, 0.05994145,
       0.06391007, 0.06787868, 0.07184729, 0.0758159 , 0.07978451,
       0.08375312, 0.08772173, 0.09169034, 0.09565895, 0.09962757,
       0.10359618, 0.10756479, 0.1115334 ]), 3990: array([0.04523269, 0.05180268, 0.05837267, 0.06494266, 0.07151265,
       0.07808264, 0.08465263, 0.09122262, 0.09779261, 0.1043626 ,
       0.11093259, 0.11750257, 0.12407256, 0.13064255, 0.13721254,
       0.14378253, 0.15035252, 0.15692251, 0.1634925 , 0.17006249,
       0.17663248, 0.18320247, 0.18977246, 0.19634245, 0.20291244,
       0.20948243, 0.21605242, 0.22262241]), 3995: array([0.12434484, 0.12692591, 0.12950699, 0.13208806, 0.13466914,
       0.13725021, 0.13983128, 0.14241236, 0.14499343, 0.14757451,
       0.15015558, 0.15273666, 0.15531773, 0.15789881, 0.16047988,
       0.16306096, 0.16564203, 0.1682231 , 0.17080418, 0.17338525,
       0.17596633, 0.1785474 , 0.18112848, 0.18370955, 0.18629063,
       0.1888717 , 0.19145277, 0.19403385]), 4000: array([0.32130256, 0.32353523, 0.3257679 , 0.32800058, 0.33023325,
       0.33246592, 0.33469859, 0.33693127, 0.33916394, 0.34139661,
       0.34362928, 0.34586196, 0.34809463, 0.3503273 , 0.35255997,
       0.35479265, 0.35702532, 0.35925799, 0.36149066, 0.36372334,
       0.36595601, 0.36818868, 0.37042135, 0.37265403, 0.3748867 ,
       0.37711937, 0.37935204, 0.38158472]), 4005: array([0.13142666, 0.13423462, 0.13704258, 0.13985055, 0.14265851,
       0.14546647, 0.14827444, 0.1510824 , 0.15389037, 0.15669833,
       0.15950629, 0.16231426, 0.16512222, 0.16793018, 0.17073815,
       0.17354611, 0.17635407, 0.17916204, 0.18197   , 0.18477796,
       0.18758593, 0.19039389, 0.19320186, 0.19600982, 0.19881778,
       0.20162575, 0.20443371, 0.20724167]), 4010: array([0.05679907, 0.05748213, 0.05816519, 0.05884825, 0.05953131,
       0.06021436, 0.06089742, 0.06158048, 0.06226354, 0.06294659,
       0.06362965, 0.06431271, 0.06499577, 0.06567882, 0.06636188,
       0.06704494, 0.06772799, 0.06841105, 0.06909411, 0.06977717,
       0.07046022, 0.07114328, 0.07182634, 0.0725094 , 0.07319245,
       0.07387551, 0.07455857, 0.07524162]), 4015: array([0.15175851, 0.15240412, 0.15304974, 0.15369536, 0.15434097,
       0.15498659, 0.15563221, 0.15627782, 0.15692344, 0.15756906,
       0.15821467, 0.15886029, 0.15950591, 0.16015153, 0.16079714,
       0.16144276, 0.16208838, 0.16273399, 0.16337961, 0.16402523,
       0.16467084, 0.16531646, 0.16596208, 0.16660769, 0.16725331,
       0.16789893, 0.16854455, 0.16919016]), 4020: array([0.1656121 , 0.16621302, 0.16681392, 0.1674148 , 0.16801567,
       0.16861651, 0.16921733, 0.16981814, 0.17041893, 0.17101969,
       0.17162044, 0.17222117, 0.17282188, 0.17342257, 0.17402324,
       0.1746239 , 0.17522453, 0.17582514, 0.17642574, 0.17702631,
       0.17762687, 0.17822741, 0.17882792, 0.17942842, 0.1800289 ,
       0.18062936, 0.1812298 , 0.18183022]), 4025: array([0.01624811, 0.01671674, 0.01718536, 0.01765398, 0.0181226 ,
       0.01859122, 0.01905984, 0.01952846, 0.01999708, 0.0204657 ,
       0.02093432, 0.02140294, 0.02187156, 0.02234018, 0.0228088 ,
       0.02327743, 0.02374605, 0.02421467, 0.02468329, 0.02515191,
       0.02562053, 0.02608915, 0.02655777, 0.02702639, 0.02749501,
       0.02796363, 0.02843225, 0.02890087]), 4030: array([0.03080331, 0.03127846, 0.03175361, 0.03222876, 0.03270391,
       0.03317906, 0.03365421, 0.03412936, 0.03460452, 0.03507967,
       0.03555482, 0.03602997, 0.03650512, 0.03698027, 0.03745542,
       0.03793057, 0.03840572, 0.03888087, 0.03935602, 0.03983117,
       0.04030633, 0.04078148, 0.04125663, 0.04173178, 0.04220693,
       0.04268208, 0.04315723, 0.04363238]), 4035: array([0.09074894, 0.09125971, 0.09177049, 0.09228126, 0.09279203,
       0.09330281, 0.09381358, 0.09432435, 0.09483513, 0.0953459 ,
       0.09585667, 0.09636745, 0.09687822, 0.09738899, 0.09789977,
       0.09841054, 0.09892131, 0.09943209, 0.09994286, 0.10045363,
       0.10096441, 0.10147518, 0.10198595, 0.10249673, 0.1030075 ,
       0.10351827, 0.10402905, 0.10453982]), 4040: array([0.16762881, 0.1685332 , 0.16943759, 0.17034199, 0.17124638,
       0.17215077, 0.17305517, 0.17395956, 0.17486395, 0.17576834,
       0.17667274, 0.17757713, 0.17848152, 0.17938592, 0.18029031,
       0.1811947 , 0.18209909, 0.18300349, 0.18390788, 0.18481227,
       0.18571667, 0.18662106, 0.18752545, 0.18842984, 0.18933424,
       0.19023863, 0.19114302, 0.19204742]), 4045: array([0.07315727, 0.07373634, 0.0743154 , 0.07489447, 0.07547353,
       0.0760526 , 0.07663167, 0.07721073, 0.0777898 , 0.07836886,
       0.07894793, 0.07952699, 0.08010606, 0.08068513, 0.08126419,
       0.08184326, 0.08242232, 0.08300139, 0.08358046, 0.08415952,
       0.08473859, 0.08531765, 0.08589672, 0.08647578, 0.08705485,
       0.08763392, 0.08821298, 0.08879205]), 4050: array([0.02056291, 0.02092244, 0.02128197, 0.0216415 , 0.02200103,
       0.02236055, 0.02272008, 0.02307961, 0.02343914, 0.02379867,
       0.0241582 , 0.02451772, 0.02487725, 0.02523678, 0.02559631,
       0.02595584, 0.02631537, 0.02667489, 0.02703442, 0.02739395,
       0.02775348, 0.02811301, 0.02847254, 0.02883206, 0.02919159,
       0.02955112, 0.02991065, 0.03027018]), 4055: array([0.06062224, 0.06093908, 0.06125593, 0.06157277, 0.06188961,
       0.06220646, 0.0625233 , 0.06284015, 0.06315699, 0.06347384,
       0.06379068, 0.06410753, 0.06442437, 0.06474122, 0.06505806,
       0.06537491, 0.06569175, 0.0660086 , 0.06632544, 0.06664229,
       0.06695913, 0.06727598, 0.06759283, 0.06790967, 0.06822652,
       0.06854336, 0.06886021, 0.06917706]), 4060: array([0.12192169, 0.12221413, 0.12250657, 0.12279901, 0.12309145,
       0.12338389, 0.12367632, 0.12396876, 0.1242612 , 0.12455364,
       0.12484608, 0.12513852, 0.12543095, 0.12572339, 0.12601583,
       0.12630827, 0.12660071, 0.12689315, 0.12718559, 0.12747802,
       0.12777046, 0.1280629 , 0.12835534, 0.12864778, 0.12894022,
       0.12923265, 0.12952509, 0.12981753]), 4065: array([0.05355279, 0.05431974, 0.0550867 , 0.05585365, 0.05662061,
       0.05738757, 0.05815452, 0.05892148, 0.05968843, 0.06045539,
       0.06122234, 0.0619893 , 0.06275626, 0.06352321, 0.06429017,
       0.06505712, 0.06582408, 0.06659103, 0.06735799, 0.06812495,
       0.0688919 , 0.06965886, 0.07042581, 0.07119277, 0.07195972,
       0.07272668, 0.07349364, 0.07426059]), 4070: array([0.00284123, 0.00296636, 0.0030915 , 0.00321663, 0.00334177,
       0.0034669 , 0.00359204, 0.00371717, 0.00384231, 0.00396745,
       0.00409258, 0.00421772, 0.00434285, 0.00446799, 0.00459312,
       0.00471826, 0.00484339, 0.00496853, 0.00509366, 0.0052188 ,
       0.00534394, 0.00546907, 0.00559421, 0.00571934, 0.00584448,
       0.00596961, 0.00609475, 0.00621988]), 4075: array([2.50145043e-05, 4.17538088e-05, 5.74866834e-05, 7.22736382e-05,
       8.61715457e-05, 9.92338587e-05, 1.11510816e-04, 1.23049637e-04,
       1.33894700e-04, 1.44087718e-04, 1.53667892e-04, 1.62672071e-04,
       1.71134884e-04, 1.79088881e-04, 1.86564654e-04, 1.93590956e-04,
       2.00194809e-04, 2.06401615e-04, 2.12235243e-04, 2.17718132e-04,
       2.22871369e-04, 2.27714774e-04, 2.32266975e-04, 2.36545481e-04,
       2.40566747e-04, 2.44346239e-04, 2.47898494e-04, 2.51237174e-04]), 4080: array([1.74129037e-05, 2.91330910e-05, 3.99011914e-05, 4.97945472e-05,
       5.88842184e-05, 6.72354920e-05, 7.49083516e-05, 8.19579080e-05,
       8.84347952e-05, 9.43855338e-05, 9.98528653e-05, 1.04876059e-04,
       1.09491195e-04, 1.13731421e-04, 1.17627194e-04, 1.21206494e-04,
       1.24495030e-04, 1.27516423e-04, 1.30292374e-04, 1.32842820e-04,
       1.35186082e-04, 1.37338990e-04, 1.39317006e-04, 1.41134339e-04,
       1.42804041e-04, 1.44338105e-04, 1.45747550e-04, 1.47042498e-04]), 4085: array([0.00020945, 0.0002411 , 0.00026959, 0.00029523, 0.0003183 ,
       0.00033907, 0.00035775, 0.00037457, 0.00038971, 0.00040333,
       0.0004156 , 0.00042663, 0.00043656, 0.0004455 , 0.00045354,
       0.00046078, 0.00046729, 0.00047316, 0.00047843, 0.00048318,
       0.00048746, 0.0004913 , 0.00049476, 0.00049788, 0.00050068,
       0.00050321, 0.00050548, 0.00050752]), 4090: array([0.00011645, 0.00012061, 0.00012435, 0.00012771, 0.00013074,
       0.00013346, 0.00013591, 0.00013812, 0.0001401 , 0.00014189,
       0.00014349, 0.00014494, 0.00014624, 0.00014741, 0.00014846,
       0.0001494 , 0.00015026, 0.00015102, 0.00015171, 0.00015233,
       0.00015289, 0.00015339, 0.00015384, 0.00015425, 0.00015462,
       0.00015495, 0.00015524, 0.00015551]), 4095: array([5.98503415e-05, 6.70792261e-05, 7.06940474e-05, 7.25016474e-05,
       7.34055422e-05, 7.38575370e-05, 7.40835581e-05, 7.41965805e-05,
       7.42530976e-05, 7.42813591e-05, 7.42954913e-05, 7.43025582e-05,
       7.43060920e-05, 7.43078591e-05, 7.43087427e-05, 7.43091846e-05,
       7.43094055e-05, 7.43095160e-05, 7.43095713e-05, 7.43095989e-05,
       7.43096127e-05, 7.43096196e-05, 7.43096231e-05, 7.43096248e-05,
       7.43096257e-05, 7.43096261e-05, 7.43096263e-05, 7.43096264e-05]), 4100: array([5.17077905e-05, 6.04202054e-05, 6.47765053e-05, 6.69547015e-05,
       6.80438227e-05, 6.85883949e-05, 6.88606867e-05, 6.89968355e-05,
       6.90649114e-05, 6.90989500e-05, 6.91159697e-05, 6.91244797e-05,
       6.91287348e-05, 6.91308624e-05, 6.91319263e-05, 6.91324582e-05,
       6.91327242e-05, 6.91328571e-05, 6.91329236e-05, 6.91329569e-05,
       6.91329735e-05, 6.91329818e-05, 6.91329860e-05, 6.91329881e-05,
       6.91329891e-05, 6.91329896e-05, 6.91329899e-05, 6.91329900e-05]), 4105: array([0.00399246, 0.00292292, 0.00219008, 0.00168794, 0.00134388,
       0.00110813, 0.0009466 , 0.00083592, 0.00076009, 0.00070813,
       0.00067252, 0.00064813, 0.00063141, 0.00061996, 0.00061211,
       0.00060673, 0.00060305, 0.00060052, 0.00059879, 0.00059761,
       0.0005968 , 0.00059624, 0.00059586, 0.0005956 , 0.00059542,
       0.0005953 , 0.00059521, 0.00059515]), 4110: array([0.00453335, 0.00391861, 0.00341912, 0.00301328, 0.00268354,
       0.00241561, 0.00219793, 0.00202105, 0.00187734, 0.00176057,
       0.0016657 , 0.00158861, 0.00152598, 0.00147509, 0.00143374,
       0.00140014, 0.00137284, 0.00135067, 0.00133264, 0.001318  ,
       0.00130611, 0.00129644, 0.00128859, 0.0012822 , 0.00127702,
       0.00127281, 0.00126938, 0.0012666 ]), 4115: array([0.00380199, 0.0033939 , 0.00309584, 0.00287813, 0.00271912,
       0.00260297, 0.00251814, 0.00245618, 0.00241093, 0.00237787,
       0.00235373, 0.0023361 , 0.00232322, 0.00231381, 0.00230694,
       0.00230192, 0.00229825, 0.00229557, 0.00229362, 0.00229219,
       0.00229115, 0.00229039, 0.00228983, 0.00228942, 0.00228913,
       0.00228891, 0.00228875, 0.00228863]), 4120: array([0.01578762, 0.01609865, 0.01640968, 0.01672071, 0.01703175,
       0.01734278, 0.01765381, 0.01796484, 0.01827587, 0.01858691,
       0.01889794, 0.01920897, 0.01952   , 0.01983103, 0.02014207,
       0.0204531 , 0.02076413, 0.02107516, 0.02138619, 0.02169723,
       0.02200826, 0.02231929, 0.02263032, 0.02294135, 0.02325238,
       0.02356342, 0.02387445, 0.02418548]), 4125: array([0.0167269 , 0.0169798 , 0.0172327 , 0.0174856 , 0.0177385 ,
       0.0179914 , 0.0182443 , 0.0184972 , 0.0187501 , 0.019003  ,
       0.0192559 , 0.0195088 , 0.0197617 , 0.0200146 , 0.0202675 ,
       0.0205204 , 0.0207733 , 0.0210262 , 0.02127911, 0.02153201,
       0.02178491, 0.02203781, 0.02229071, 0.02254361, 0.02279651,
       0.02304941, 0.02330231, 0.02355521]), 4130: array([0.00586316, 0.00607404, 0.00628492, 0.0064958 , 0.00670669,
       0.00691757, 0.00712845, 0.00733933, 0.00755021, 0.00776109,
       0.00797198, 0.00818286, 0.00839374, 0.00860462, 0.0088155 ,
       0.00902638, 0.00923727, 0.00944815, 0.00965903, 0.00986991,
       0.01008079, 0.01029167, 0.01050256, 0.01071344, 0.01092432,
       0.0111352 , 0.01134608, 0.01155697]), 4135: array([0.00033035, 0.00049291, 0.00062948, 0.00074421, 0.0008406 ,
       0.00092157, 0.0009896 , 0.00104675, 0.00109476, 0.0011351 ,
       0.00116898, 0.00119745, 0.00122137, 0.00124146, 0.00125834,
       0.00127252, 0.00128443, 0.00129444, 0.00130285, 0.00130991,
       0.00131585, 0.00132083, 0.00132502, 0.00132854, 0.00133149,
       0.00133398, 0.00133606, 0.00133782]), 4140: array([0.00064449, 0.00070355, 0.00076261, 0.00082168, 0.00088074,
       0.0009398 , 0.00099887, 0.00105793, 0.00111699, 0.00117605,
       0.00123512, 0.00129418, 0.00135324, 0.0014123 , 0.00147137,
       0.00153043, 0.00158949, 0.00164856, 0.00170762, 0.00176668,
       0.00182574, 0.00188481, 0.00194387, 0.00200293, 0.002062  ,
       0.00212106, 0.00218012, 0.00223918]), 4145: array([0.00598624, 0.00603597, 0.0060857 , 0.00613543, 0.00618517,
       0.0062349 , 0.00628463, 0.00633436, 0.00638409, 0.00643383,
       0.00648356, 0.00653329, 0.00658302, 0.00663275, 0.00668249,
       0.00673222, 0.00678195, 0.00683168, 0.00688141, 0.00693115,
       0.00698088, 0.00703061, 0.00708034, 0.00713007, 0.00717981,
       0.00722954, 0.00727927, 0.007329  ]), 4150: array([0.00854183, 0.00864036, 0.0087389 , 0.00883743, 0.00893596,
       0.0090345 , 0.00913303, 0.00923157, 0.0093301 , 0.00942863,
       0.00952717, 0.0096257 , 0.00972424, 0.00982277, 0.0099213 ,
       0.01001984, 0.01011837, 0.0102169 , 0.01031544, 0.01041397,
       0.01051251, 0.01061104, 0.01070957, 0.01080811, 0.01090664,
       0.01100518, 0.01110371, 0.01120224]), 4155: array([0.00079533, 0.00085716, 0.00091898, 0.00098081, 0.00104264,
       0.00110447, 0.0011663 , 0.00122812, 0.00128995, 0.00135178,
       0.00141361, 0.00147544, 0.00153726, 0.00159909, 0.00166092,
       0.00172275, 0.00178458, 0.0018464 , 0.00190823, 0.00197006,
       0.00203189, 0.00209371, 0.00215554, 0.00221737, 0.0022792 ,
       0.00234102, 0.00240285, 0.00246468]), 4160: array([0.00484869, 0.00508584, 0.00532298, 0.00556013, 0.00579728,
       0.00603443, 0.00627158, 0.00650873, 0.00674588, 0.00698303,
       0.00722018, 0.00745733, 0.00769448, 0.00793163, 0.00816878,
       0.00840593, 0.00864308, 0.00888022, 0.00911737, 0.00935452,
       0.00959167, 0.00982882, 0.01006597, 0.01030312, 0.01054027,
       0.01077742, 0.01101457, 0.01125172]), 4165: array([0.00185465, 0.00202372, 0.00219279, 0.00236185, 0.00253092,
       0.00269998, 0.00286905, 0.00303811, 0.00320718, 0.00337624,
       0.00354531, 0.00371437, 0.00388343, 0.00405249, 0.00422156,
       0.00439062, 0.00455968, 0.00472874, 0.0048978 , 0.00506686,
       0.00523592, 0.00540498, 0.00557404, 0.0057431 , 0.00591216,
       0.00608121, 0.00625027, 0.00641933]), 4170: array([0.00039532, 0.00045865, 0.00052199, 0.00058533, 0.00064867,
       0.00071201, 0.00077535, 0.00083869, 0.00090202, 0.00096536,
       0.0010287 , 0.00109204, 0.00115538, 0.00121872, 0.00128206,
       0.0013454 , 0.00140873, 0.00147207, 0.00153541, 0.00159875,
       0.00166209, 0.00172543, 0.00178877, 0.00185211, 0.00191545,
       0.00197879, 0.00204213, 0.00210547]), 4175: array([0.00018771, 0.00022692, 0.00026213, 0.00029376, 0.00032216,
       0.00034768, 0.00037059, 0.00039117, 0.00040966, 0.00042626,
       0.00044117, 0.00045456, 0.00046659, 0.00047739, 0.0004871 ,
       0.00049581, 0.00050364, 0.00051067, 0.00051698, 0.00052265,
       0.00052774, 0.00053232, 0.00053643, 0.00054012, 0.00054343,
       0.00054641, 0.00054908, 0.00055148]), 4180: array([0.00117266, 0.0011549 , 0.00113895, 0.00112462, 0.00111174,
       0.00110018, 0.00108979, 0.00108046, 0.00107208, 0.00106456,
       0.00105779, 0.00105172, 0.00104627, 0.00104137, 0.00103696,
       0.00103301, 0.00102946, 0.00102627, 0.0010234 , 0.00102083,
       0.00101852, 0.00101644, 0.00101457, 0.0010129 , 0.00101139,
       0.00101004, 0.00100883, 0.00100773]), 4185: array([0.00792653, 0.00803067, 0.00813481, 0.00823895, 0.00834309,
       0.00844722, 0.00855136, 0.0086555 , 0.00875964, 0.00886378,
       0.00896792, 0.00907206, 0.00917619, 0.00928033, 0.00938447,
       0.00948861, 0.00959275, 0.00969689, 0.00980103, 0.00990516,
       0.0100093 , 0.01011344, 0.01021758, 0.01032172, 0.01042586,
       0.01053   , 0.01063413, 0.01073827]), 4190: array([0.01070074, 0.01079716, 0.01089357, 0.01098999, 0.01108641,
       0.01118282, 0.01127924, 0.01137565, 0.01147207, 0.01156849,
       0.0116649 , 0.01176132, 0.01185774, 0.01195415, 0.01205057,
       0.01214698, 0.0122434 , 0.01233982, 0.01243623, 0.01253265,
       0.01262906, 0.01272548, 0.0128219 , 0.01291831, 0.01301473,
       0.01311115, 0.01320756, 0.01330398]), 4195: array([0.02923186, 0.02938409, 0.02953631, 0.02968854, 0.02984077,
       0.029993  , 0.03014523, 0.03029745, 0.03044968, 0.03060191,
       0.03075414, 0.03090637, 0.0310586 , 0.03121082, 0.03136305,
       0.03151528, 0.03166751, 0.03181974, 0.03197196, 0.03212419,
       0.03227642, 0.03242865, 0.03258088, 0.0327331 , 0.03288533,
       0.03303756, 0.03318979, 0.03334202]), 4200: array([0.0012979 , 0.00153232, 0.00172449, 0.00188202, 0.00201115,
       0.002117  , 0.00220378, 0.00227491, 0.00233322, 0.00238102,
       0.0024202 , 0.00245232, 0.00247865, 0.00250023, 0.00251792,
       0.00253243, 0.00254432, 0.00255406, 0.00256205, 0.0025686 ,
       0.00257397, 0.00257837, 0.00258198, 0.00258493, 0.00258736,
       0.00258935, 0.00259098, 0.00259231]), 4205: array([0.00884772, 0.00928711, 0.0097265 , 0.01016589, 0.01060527,
       0.01104466, 0.01148405, 0.01192344, 0.01236282, 0.01280221,
       0.0132416 , 0.01368098, 0.01412037, 0.01455976, 0.01499915,
       0.01543853, 0.01587792, 0.01631731, 0.0167567 , 0.01719608,
       0.01763547, 0.01807486, 0.01851425, 0.01895363, 0.01939302,
       0.01983241, 0.0202718 , 0.02071118]), 4210: array([0.09994895, 0.10037531, 0.10080166, 0.10122802, 0.10165437,
       0.10208072, 0.10250708, 0.10293343, 0.10335978, 0.10378614,
       0.10421249, 0.10463884, 0.1050652 , 0.10549155, 0.1059179 ,
       0.10634426, 0.10677061, 0.10719696, 0.10762332, 0.10804967,
       0.10847603, 0.10890238, 0.10932873, 0.10975509, 0.11018144,
       0.11060779, 0.11103415, 0.1114605 ]), 4215: array([0.03920603, 0.03994282, 0.0406796 , 0.04141639, 0.04215317,
       0.04288996, 0.04362674, 0.04436353, 0.04510031, 0.0458371 ,
       0.04657388, 0.04731067, 0.04804745, 0.04878424, 0.04952103,
       0.05025781, 0.0509946 , 0.05173138, 0.05246817, 0.05320495,
       0.05394174, 0.05467852, 0.05541531, 0.05615209, 0.05688888,
       0.05762567, 0.05836245, 0.05909924]), 4220: array([0.01801728, 0.01858696, 0.01915663, 0.01972631, 0.02029598,
       0.02086566, 0.02143533, 0.02200501, 0.02257468, 0.02314436,
       0.02371403, 0.02428371, 0.02485338, 0.02542305, 0.02599273,
       0.0265624 , 0.02713208, 0.02770175, 0.02827143, 0.0288411 ,
       0.02941078, 0.02998045, 0.03055013, 0.0311198 , 0.03168948,
       0.03225915, 0.03282883, 0.0333985 ]), 4225: array([0.01497831, 0.01538843, 0.01579855, 0.01620868, 0.0166188 ,
       0.01702892, 0.01743904, 0.01784917, 0.01825929, 0.01866941,
       0.01907953, 0.01948966, 0.01989978, 0.0203099 , 0.02072003,
       0.02113015, 0.02154027, 0.02195039, 0.02236052, 0.02277064,
       0.02318076, 0.02359088, 0.02400101, 0.02441113, 0.02482125,
       0.02523138, 0.0256415 , 0.02605162]), 4230: array([0.04497145, 0.04538654, 0.04580164, 0.04621673, 0.04663182,
       0.04704691, 0.047462  , 0.04787709, 0.04829218, 0.04870727,
       0.04912236, 0.04953746, 0.04995255, 0.05036764, 0.05078273,
       0.05119782, 0.05161291, 0.052028  , 0.05244309, 0.05285818,
       0.05327327, 0.05368837, 0.05410346, 0.05451855, 0.05493364,
       0.05534873, 0.05576382, 0.05617891]), 4235: array([0.06986933, 0.07048861, 0.0711079 , 0.07172718, 0.07234647,
       0.07296575, 0.07358504, 0.07420433, 0.07482361, 0.0754429 ,
       0.07606218, 0.07668147, 0.07730075, 0.07792004, 0.07853932,
       0.07915861, 0.07977789, 0.08039718, 0.08101647, 0.08163575,
       0.08225504, 0.08287432, 0.08349361, 0.08411289, 0.08473218,
       0.08535146, 0.08597075, 0.08659003]), 4240: array([0.00109047, 0.00181582, 0.00242846, 0.00294589, 0.00338292,
       0.00375203, 0.00406379, 0.0043271 , 0.00454949, 0.00473733,
       0.00489598, 0.00502997, 0.00514314, 0.00523872, 0.00531945,
       0.00538764, 0.00544523, 0.00549387, 0.00553495, 0.00556965,
       0.00559896, 0.00562371, 0.00564462, 0.00566227, 0.00567719,
       0.00568978, 0.00570042, 0.00570941]), 4245: array([0.01413636, 0.01492247, 0.01570857, 0.01649467, 0.01728078,
       0.01806688, 0.01885298, 0.01963909, 0.02042519, 0.0212113 ,
       0.0219974 , 0.0227835 , 0.02356961, 0.02435571, 0.02514181,
       0.02592792, 0.02671402, 0.02750012, 0.02828623, 0.02907233,
       0.02985843, 0.03064454, 0.03143064, 0.03221675, 0.03300285,
       0.03378895, 0.03457506, 0.03536116]), 4250: array([0.06143854, 0.06225017, 0.06306181, 0.06387344, 0.06468507,
       0.0654967 , 0.06630834, 0.06711997, 0.0679316 , 0.06874323,
       0.06955487, 0.0703665 , 0.07117813, 0.07198976, 0.0728014 ,
       0.07361303, 0.07442466, 0.07523629, 0.07604793, 0.07685956,
       0.07767119, 0.07848282, 0.07929446, 0.08010609, 0.08091772,
       0.08172935, 0.08254099, 0.08335262]), 4255: array([0.05570795, 0.05649618, 0.05728441, 0.05807264, 0.05886087,
       0.0596491 , 0.06043734, 0.06122557, 0.0620138 , 0.06280203,
       0.06359026, 0.06437849, 0.06516673, 0.06595496, 0.06674319,
       0.06753142, 0.06831965, 0.06910788, 0.06989612, 0.07068435,
       0.07147258, 0.07226081, 0.07304904, 0.07383727, 0.07462551,
       0.07541374, 0.07620197, 0.0769902 ]), 4260: array([0.00018034, 0.000325  , 0.00046093, 0.00058866, 0.00070867,
       0.00082143, 0.00092739, 0.00102694, 0.00112049, 0.00120839,
       0.00129098, 0.00136858, 0.0014415 , 0.00151002, 0.0015744 ,
       0.00163489, 0.00169173, 0.00174514, 0.00179532, 0.00184247,
       0.00188678, 0.00192841, 0.00196752, 0.00200428, 0.00203881,
       0.00207126, 0.00210175, 0.0021304 ]), 4265: array([0.00017729, 0.00034942, 0.00052154, 0.00069366, 0.00086578,
       0.0010379 , 0.00121002, 0.00138214, 0.00155426, 0.00172638,
       0.00189849, 0.00207061, 0.00224273, 0.00241484, 0.00258695,
       0.00275907, 0.00293118, 0.00310329, 0.0032754 , 0.00344751,
       0.00361962, 0.00379173, 0.00396384, 0.00413595, 0.00430805,
       0.00448016, 0.00465227, 0.00482437]), 4270: array([0.00441301, 0.0046303 , 0.0048476 , 0.00506489, 0.00528219,
       0.00549948, 0.00571677, 0.00593407, 0.00615136, 0.00636865,
       0.00658594, 0.00680323, 0.00702052, 0.0072378 , 0.00745509,
       0.00767238, 0.00788966, 0.00810695, 0.00832423, 0.00854151,
       0.0087588 , 0.00897608, 0.00919336, 0.00941064, 0.00962792,
       0.0098452 , 0.01006248, 0.01027975]), 4275: array([0.01322811, 0.01343503, 0.01364194, 0.01384885, 0.01405577,
       0.01426268, 0.0144696 , 0.01467651, 0.01488342, 0.01509034,
       0.01529725, 0.01550416, 0.01571108, 0.01591799, 0.01612491,
       0.01633182, 0.01653873, 0.01674565, 0.01695256, 0.01715947,
       0.01736639, 0.0175733 , 0.01778022, 0.01798713, 0.01819404,
       0.01840096, 0.01860787, 0.01881478]), 4280: array([0.01306495, 0.01023148, 0.00821942, 0.00679065, 0.00577607,
       0.00505561, 0.00454401, 0.00418072, 0.00392275, 0.00373956,
       0.00360948, 0.00351711, 0.00345151, 0.00340493, 0.00337186,
       0.00334837, 0.00333169, 0.00331985, 0.00331144, 0.00330547,
       0.00330123, 0.00329822, 0.00329608, 0.00329456, 0.00329348,
       0.00329271, 0.00329217, 0.00329178]), 4285: array([0.02800957, 0.02833762, 0.02866568, 0.02899374, 0.02932179,
       0.02964985, 0.0299779 , 0.03030596, 0.03063401, 0.03096207,
       0.03129012, 0.03161818, 0.03194623, 0.03227429, 0.03260235,
       0.0329304 , 0.03325846, 0.03358651, 0.03391457, 0.03424262,
       0.03457068, 0.03489873, 0.03522679, 0.03555485, 0.0358829 ,
       0.03621096, 0.03653901, 0.03686707]), 4290: array([0.00753077, 0.00762647, 0.00772217, 0.00781787, 0.00791356,
       0.00800926, 0.00810496, 0.00820066, 0.00829635, 0.00839205,
       0.00848775, 0.00858345, 0.00867915, 0.00877484, 0.00887054,
       0.00896624, 0.00906194, 0.00915763, 0.00925333, 0.00934903,
       0.00944473, 0.00954043, 0.00963612, 0.00973182, 0.00982752,
       0.00992322, 0.01001891, 0.01011461]), 4295: array([8.40244553e-05, 8.21256919e-05, 8.02698375e-05, 7.84559226e-05,
       7.66829993e-05, 7.49501413e-05, 7.32564432e-05, 7.16010200e-05,
       6.99830068e-05, 6.84015582e-05, 6.68558478e-05, 6.53450681e-05,
       6.38684297e-05, 6.24251610e-05, 6.10145079e-05, 5.96357333e-05,
       5.82881170e-05, 5.69709546e-05, 5.56835581e-05, 5.44252547e-05,
       5.31953870e-05, 5.19933124e-05, 5.08184028e-05, 4.96700443e-05,
       4.85476369e-05, 4.74505942e-05, 4.63783430e-05, 4.53303229e-05]), 4300: array([3.83809217e-05, 4.61811163e-05, 5.34496687e-05, 6.02228142e-05,
       6.65343186e-05, 7.24156462e-05, 7.78961169e-05, 8.30030521e-05,
       8.77619110e-05, 9.21964177e-05, 9.63286792e-05, 1.00179296e-04,
       1.03767464e-04, 1.07111071e-04, 1.10226786e-04, 1.13130142e-04,
       1.15835611e-04, 1.18356683e-04, 1.20705925e-04, 1.22895048e-04,
       1.24934965e-04, 1.26835847e-04, 1.28607170e-04, 1.30257763e-04,
       1.31795856e-04, 1.33229116e-04, 1.34564689e-04, 1.35809232e-04]), 4305: array([0.00123106, 0.00110125, 0.00100023, 0.00092162, 0.00086045,
       0.00081285, 0.00077582, 0.00074699, 0.00072456, 0.00070711,
       0.00069353, 0.00068296, 0.00067473, 0.00066834, 0.00066336,
       0.00065948, 0.00065646, 0.00065412, 0.00065229, 0.00065087,
       0.00064976, 0.0006489 , 0.00064823, 0.00064771, 0.00064731,
       0.00064699, 0.00064675, 0.00064656]), 4310: array([0.00036856, 0.00041869, 0.00046882, 0.00051894, 0.00056907,
       0.0006192 , 0.00066933, 0.00071946, 0.00076959, 0.00081971,
       0.00086984, 0.00091997, 0.0009701 , 0.00102023, 0.00107036,
       0.00112048, 0.00117061, 0.00122074, 0.00127087, 0.001321  ,
       0.00137113, 0.00142126, 0.00147138, 0.00152151, 0.00157164,
       0.00162177, 0.0016719 , 0.00172203]), 4315: array([0.00017289, 0.00020503, 0.00022773, 0.00024375, 0.00025506,
       0.00026305, 0.00026869, 0.00027267, 0.00027548, 0.00027746,
       0.00027886, 0.00027985, 0.00028055, 0.00028104, 0.00028139,
       0.00028163, 0.00028181, 0.00028193, 0.00028202, 0.00028208,
       0.00028212, 0.00028215, 0.00028217, 0.00028219, 0.0002822 ,
       0.0002822 , 0.00028221, 0.00028221]), 4320: array([0.00031812, 0.00031812, 0.00031812, 0.00031812, 0.00031812,
       0.00031812, 0.00031812, 0.00031812, 0.00031812, 0.00031812,
       0.00031812, 0.00031812, 0.00031812, 0.00031812, 0.00031812,
       0.00031812, 0.00031812, 0.00031812, 0.00031812, 0.00031812,
       0.00031812, 0.00031812, 0.00031812, 0.00031812, 0.00031812,
       0.00031812, 0.00031812, 0.00031812]), 4325: array([0.00031344, 0.00031344, 0.00031345, 0.00031345, 0.00031345,
       0.00031345, 0.00031345, 0.00031345, 0.00031345, 0.00031345,
       0.00031345, 0.00031345, 0.00031346, 0.00031346, 0.00031346,
       0.00031346, 0.00031346, 0.00031346, 0.00031346, 0.00031346,
       0.00031346, 0.00031346, 0.00031346, 0.00031346, 0.00031346,
       0.00031346, 0.00031346, 0.00031346]), 4330: array([0.00032934, 0.00040184, 0.00044792, 0.00047721, 0.00049582,
       0.00050764, 0.00051516, 0.00051994, 0.00052297, 0.0005249 ,
       0.00052613, 0.00052691, 0.0005274 , 0.00052772, 0.00052792,
       0.00052805, 0.00052813, 0.00052818, 0.00052821, 0.00052823,
       0.00052824, 0.00052825, 0.00052826, 0.00052826, 0.00052826,
       0.00052827, 0.00052827, 0.00052827]), 4335: array([0.00120015, 0.00131305, 0.00142305, 0.00153024, 0.00163468,
       0.00173644, 0.0018356 , 0.00193221, 0.00202635, 0.00211808,
       0.00220746, 0.00229455, 0.0023794 , 0.00246209, 0.00254265,
       0.00262115, 0.00269764, 0.00277217, 0.00284479, 0.00291555,
       0.00298449, 0.00305167, 0.00311713, 0.00318091, 0.00324306,
       0.00330361, 0.00336261, 0.00342011]), 4340: array([0.00287119, 0.0029731 , 0.00307502, 0.00317693, 0.00327884,
       0.00338076, 0.00348267, 0.00358458, 0.00368649, 0.00378841,
       0.00389032, 0.00399223, 0.00409415, 0.00419606, 0.00429797,
       0.00439989, 0.0045018 , 0.00460371, 0.00470563, 0.00480754,
       0.00490945, 0.00501137, 0.00511328, 0.00521519, 0.0053171 ,
       0.00541902, 0.00552093, 0.00562284]), 4345: array([0.00038174, 0.00053732, 0.00061883, 0.00066153, 0.0006839 ,
       0.00069561, 0.00070175, 0.00070497, 0.00070665, 0.00070753,
       0.000708  , 0.00070824, 0.00070836, 0.00070843, 0.00070847,
       0.00070848, 0.00070849, 0.0007085 , 0.0007085 , 0.0007085 ,
       0.0007085 , 0.0007085 , 0.0007085 , 0.0007085 , 0.0007085 ,
       0.0007085 , 0.0007085 , 0.0007085 ]), 4350: array([0.00047222, 0.00057187, 0.00065384, 0.00072126, 0.00077671,
       0.00082233, 0.00085985, 0.00089072, 0.0009161 , 0.00093699,
       0.00095416, 0.00096829, 0.00097991, 0.00098947, 0.00099734,
       0.00100381, 0.00100913, 0.0010135 , 0.0010171 , 0.00102006,
       0.0010225 , 0.0010245 , 0.00102615, 0.00102751, 0.00102862,
       0.00102954, 0.00103029, 0.00103091]), 4355: array([0.00168976, 0.00189509, 0.00210041, 0.00230573, 0.00251105,
       0.00271637, 0.00292169, 0.00312701, 0.00333233, 0.00353766,
       0.00374298, 0.0039483 , 0.00415362, 0.00435894, 0.00456426,
       0.00476958, 0.00497491, 0.00518023, 0.00538555, 0.00559087,
       0.00579619, 0.00600151, 0.00620683, 0.00641215, 0.00661748,
       0.0068228 , 0.00702812, 0.00723344]), 4360: array([0.00050157, 0.00047038, 0.00046316, 0.00046148, 0.0004611 ,
       0.00046101, 0.00046099, 0.00046098, 0.00046098, 0.00046098,
       0.00046098, 0.00046098, 0.00046098, 0.00046098, 0.00046098,
       0.00046098, 0.00046098, 0.00046098, 0.00046098, 0.00046098,
       0.00046098, 0.00046098, 0.00046098, 0.00046098, 0.00046098,
       0.00046098, 0.00046098, 0.00046098]), 4365: array([0.01320448, 0.01350737, 0.01381026, 0.01411315, 0.01441604,
       0.01471893, 0.01502182, 0.01532471, 0.0156276 , 0.01593049,
       0.01623338, 0.01653627, 0.01683916, 0.01714205, 0.01744494,
       0.01774782, 0.01805071, 0.0183536 , 0.01865649, 0.01895938,
       0.01926227, 0.01956516, 0.01986805, 0.02017093, 0.02047382,
       0.02077671, 0.0210796 , 0.02138249]), 4370: array([0.00034699, 0.00052859, 0.00071019, 0.00089179, 0.00107339,
       0.00125498, 0.00143658, 0.00161818, 0.00179978, 0.00198138,
       0.00216297, 0.00234457, 0.00252617, 0.00270777, 0.00288937,
       0.00307096, 0.00325256, 0.00343416, 0.00361576, 0.00379736,
       0.00397895, 0.00416055, 0.00434215, 0.00452375, 0.00470534,
       0.00488694, 0.00506854, 0.00525014]), 4375: array([0.00043095, 0.0006543 , 0.00087765, 0.001101  , 0.00132435,
       0.0015477 , 0.00177105, 0.0019944 , 0.00221775, 0.0024411 ,
       0.00266445, 0.0028878 , 0.00311115, 0.0033345 , 0.00355785,
       0.0037812 , 0.00400454, 0.00422789, 0.00445124, 0.00467458,
       0.00489793, 0.00512128, 0.00534462, 0.00556797, 0.00579132,
       0.00601466, 0.00623801, 0.00646135]), 4380: array([0.00014968, 0.00029646, 0.00044324, 0.00059002, 0.00073681,
       0.00088359, 0.00103037, 0.00117716, 0.00132394, 0.00147072,
       0.0016175 , 0.00176429, 0.00191107, 0.00205785, 0.00220464,
       0.00235142, 0.0024982 , 0.00264498, 0.00279177, 0.00293855,
       0.00308533, 0.00323211, 0.0033789 , 0.00352568, 0.00367246,
       0.00381925, 0.00396603, 0.00411281]), 4385: array([0.00043476, 0.00049575, 0.00055211, 0.00060419, 0.00065232,
       0.0006968 , 0.0007379 , 0.00077588, 0.00081098, 0.00084342,
       0.00087339, 0.00090109, 0.00092668, 0.00095034, 0.00097219,
       0.00099239, 0.00101106, 0.00102831, 0.00104425, 0.00105898,
       0.00107259, 0.00108517, 0.00109679, 0.00110754, 0.00111746,
       0.00112664, 0.00113511, 0.00114295]), 4390: array([0.01935807, 0.01969396, 0.02002984, 0.02036572, 0.0207016 ,
       0.02103748, 0.02137336, 0.02170923, 0.0220451 , 0.02238097,
       0.02271683, 0.02305269, 0.02338856, 0.02372441, 0.02406027,
       0.02439612, 0.02473198, 0.02506783, 0.02540367, 0.02573952,
       0.02607536, 0.0264112 , 0.02674704, 0.02708287, 0.02741871,
       0.02775454, 0.02809037, 0.02842619]), 4395: array([0.01281736, 0.01318166, 0.01354595, 0.01391025, 0.01427455,
       0.01463885, 0.01500315, 0.01536745, 0.01573175, 0.01609604,
       0.01646034, 0.01682464, 0.01718894, 0.01755324, 0.01791754,
       0.01828184, 0.01864613, 0.01901043, 0.01937473, 0.01973903,
       0.02010333, 0.02046763, 0.02083193, 0.02119623, 0.02156052,
       0.02192482, 0.02228912, 0.02265342]), 4400: array([0.03011771, 0.03079205, 0.03146639, 0.03214072, 0.03281506,
       0.03348939, 0.03416373, 0.03483807, 0.0355124 , 0.03618674,
       0.03686107, 0.03753541, 0.03820975, 0.03888408, 0.03955842,
       0.04023275, 0.04090709, 0.04158143, 0.04225576, 0.0429301 ,
       0.04360443, 0.04427877, 0.04495311, 0.04562744, 0.04630178,
       0.04697611, 0.04765045, 0.04832479]), 4405: array([0.05952314, 0.06002152, 0.06051989, 0.06101828, 0.06151666,
       0.06201505, 0.06251345, 0.06301184, 0.06351024, 0.06400865,
       0.06450706, 0.06500547, 0.06550389, 0.06600231, 0.06650073,
       0.06699916, 0.06749759, 0.06799603, 0.06849447, 0.06899291,
       0.06949136, 0.06998981, 0.07048827, 0.07098673, 0.07148519,
       0.07198366, 0.07248213, 0.0729806 ]), 4410: array([0.00164202, 0.00235132, 0.00300866, 0.00361785, 0.00418241,
       0.00470562, 0.0051905 , 0.00563986, 0.00605631, 0.00644225,
       0.00679991, 0.00713138, 0.00743857, 0.00772325, 0.00798708,
       0.00823158, 0.00845818, 0.00866817, 0.00886278, 0.00904314,
       0.00921028, 0.00936518, 0.00950874, 0.00964177, 0.00976506,
       0.00987932, 0.00998522, 0.01008335]), 4415: array([0.0208504 , 0.02175359, 0.02265678, 0.02355997, 0.02446316,
       0.02536635, 0.02626954, 0.02717273, 0.02807592, 0.02897911,
       0.0298823 , 0.03078549, 0.03168868, 0.03259187, 0.03349506,
       0.03439825, 0.03530144, 0.03620463, 0.03710782, 0.03801101,
       0.0389142 , 0.03981739, 0.04072058, 0.04162377, 0.04252696,
       0.04343015, 0.04433334, 0.04523653]), 4420: array([0.0250169 , 0.02601167, 0.02700643, 0.02800119, 0.02899596,
       0.02999072, 0.03098549, 0.03198025, 0.03297501, 0.03396978,
       0.03496454, 0.0359593 , 0.03695407, 0.03794883, 0.03894359,
       0.03993836, 0.04093312, 0.04192789, 0.04292265, 0.04391741,
       0.04491218, 0.04590694, 0.0469017 , 0.04789647, 0.04889123,
       0.049886  , 0.05088076, 0.05187552]), 4425: array([0.01967806, 0.01444867, 0.01153665, 0.00991506, 0.00901207,
       0.00850924, 0.00822923, 0.0080733 , 0.00798648, 0.00793813,
       0.0079112 , 0.00789621, 0.00788786, 0.00788321, 0.00788062,
       0.00787918, 0.00787838, 0.00787793, 0.00787768, 0.00787754,
       0.00787746, 0.00787742, 0.0078774 , 0.00787738, 0.00787738,
       0.00787737, 0.00787737, 0.00787737]), 4430: array([0.00532597, 0.00653566, 0.0073312 , 0.00785437, 0.00819842,
       0.00842468, 0.00857348, 0.00867133, 0.00873568, 0.008778  ,
       0.00880583, 0.00882413, 0.00883617, 0.00884408, 0.00884929,
       0.00885271, 0.00885496, 0.00885644, 0.00885742, 0.00885806,
       0.00885848, 0.00885876, 0.00885894, 0.00885906, 0.00885914,
       0.00885919, 0.00885922, 0.00885924]), 4435: array([0.00920874, 0.00972163, 0.01004943, 0.01025893, 0.01039282,
       0.01047839, 0.01053308, 0.01056804, 0.01059038, 0.01060466,
       0.01061378, 0.01061961, 0.01062334, 0.01062572, 0.01062724,
       0.01062822, 0.01062884, 0.01062924, 0.01062949, 0.01062965,
       0.01062976, 0.01062982, 0.01062987, 0.01062989, 0.01062991,
       0.01062992, 0.01062993, 0.01062993]), 4440: array([0.07623686, 0.07815151, 0.08006615, 0.08198079, 0.08389543,
       0.08581008, 0.08772472, 0.08963936, 0.09155401, 0.09346865,
       0.09538329, 0.09729793, 0.09921258, 0.10112722, 0.10304186,
       0.10495651, 0.10687115, 0.10878579, 0.11070043, 0.11261508,
       0.11452972, 0.11644436, 0.11835901, 0.12027365, 0.12218829,
       0.12410294, 0.12601758, 0.12793222]), 4445: array([0.15921002, 0.16123093, 0.16325185, 0.16527276, 0.16729367,
       0.16931459, 0.1713355 , 0.17335642, 0.17537733, 0.17739824,
       0.17941916, 0.18144007, 0.18346099, 0.1854819 , 0.18750281,
       0.18952373, 0.19154464, 0.19356556, 0.19558647, 0.19760739,
       0.1996283 , 0.20164921, 0.20367013, 0.20569104, 0.20771196,
       0.20973287, 0.21175378, 0.2137747 ]), 4450: array([0.20051246, 0.201999  , 0.20348553, 0.20497207, 0.20645861,
       0.20794515, 0.20943168, 0.21091822, 0.21240476, 0.2138913 ,
       0.21537783, 0.21686437, 0.21835091, 0.21983745, 0.22132398,
       0.22281052, 0.22429706, 0.2257836 , 0.22727014, 0.22875667,
       0.23024321, 0.23172975, 0.23321629, 0.23470282, 0.23618936,
       0.2376759 , 0.23916244, 0.24064897]), 4455: array([0.04759953, 0.04911254, 0.05059266, 0.05204062, 0.05345712,
       0.05484284, 0.05619844, 0.05752459, 0.05882192, 0.06009105,
       0.06133261, 0.06254719, 0.06373538, 0.06489775, 0.06603486,
       0.06714726, 0.06823549, 0.06930007, 0.07034151, 0.07136033,
       0.07235701, 0.07333202, 0.07428586, 0.07521896, 0.07613179,
       0.07702478, 0.07789837, 0.07875297]), 4460: array([0.06620517, 0.06830578, 0.07040639, 0.072507  , 0.07460761,
       0.07670822, 0.07880882, 0.08090943, 0.08301004, 0.08511065,
       0.08721126, 0.08931187, 0.09141248, 0.09351309, 0.0956137 ,
       0.09771431, 0.09981492, 0.10191553, 0.10401614, 0.10611675,
       0.10821736, 0.11031797, 0.11241858, 0.11451919, 0.1166198 ,
       0.11872041, 0.12082102, 0.12292163]), 4465: array([0.00856326, 0.00870344, 0.00884304, 0.00898205, 0.00912047,
       0.00925831, 0.00939557, 0.00953225, 0.00966835, 0.00980388,
       0.00993884, 0.01007324, 0.01020706, 0.01034032, 0.01047303,
       0.01060517, 0.01073675, 0.01086778, 0.01099826, 0.01112819,
       0.01125757, 0.01138641, 0.01151471, 0.01164246, 0.01176968,
       0.01189636, 0.0120225 , 0.01214812]), 4470: array([0.00263601, 0.00293581, 0.00323561, 0.0035354 , 0.0038352 ,
       0.004135  , 0.00443479, 0.00473459, 0.00503439, 0.00533418,
       0.00563398, 0.00593378, 0.00623357, 0.00653337, 0.00683317,
       0.00713296, 0.00743276, 0.00773255, 0.00803235, 0.00833215,
       0.00863194, 0.00893174, 0.00923154, 0.00953133, 0.00983113,
       0.01013093, 0.01043072, 0.01073052]), 4475: array([0.04913859, 0.0495222 , 0.0499058 , 0.05028941, 0.05067301,
       0.05105662, 0.05144022, 0.05182383, 0.05220743, 0.05259104,
       0.05297464, 0.05335825, 0.05374185, 0.05412546, 0.05450906,
       0.05489267, 0.05527627, 0.05565988, 0.05604349, 0.05642709,
       0.0568107 , 0.0571943 , 0.05757791, 0.05796151, 0.05834512,
       0.05872872, 0.05911233, 0.05949593]), 4480: array([0.08515894, 0.08626546, 0.08737198, 0.0884785 , 0.08958502,
       0.09069154, 0.09179806, 0.09290458, 0.0940111 , 0.09511762,
       0.09622413, 0.09733065, 0.09843717, 0.09954369, 0.10065021,
       0.10175673, 0.10286325, 0.10396977, 0.10507629, 0.10618281,
       0.10728933, 0.10839585, 0.10950237, 0.11060889, 0.11171541,
       0.11282193, 0.11392845, 0.11503497]), 4485: array([0.04080632, 0.04155281, 0.0422993 , 0.04304579, 0.04379228,
       0.04453878, 0.04528527, 0.04603176, 0.04677825, 0.04752474,
       0.04827124, 0.04901773, 0.04976422, 0.05051071, 0.0512572 ,
       0.0520037 , 0.05275019, 0.05349668, 0.05424317, 0.05498966,
       0.05573616, 0.05648265, 0.05722914, 0.05797563, 0.05872213,
       0.05946862, 0.06021511, 0.0609616 ]), 4490: array([0.04043491, 0.04129742, 0.04215993, 0.04302245, 0.04388496,
       0.04474747, 0.04560998, 0.04647249, 0.04733501, 0.04819752,
       0.04906003, 0.04992254, 0.05078506, 0.05164757, 0.05251008,
       0.05337259, 0.0542351 , 0.05509762, 0.05596013, 0.05682264,
       0.05768515, 0.05854766, 0.05941018, 0.06027269, 0.0611352 ,
       0.06199771, 0.06286023, 0.06372274]), 4495: array([0.0746131 , 0.07533269, 0.07605229, 0.07677188, 0.07749148,
       0.07821107, 0.07893066, 0.07965026, 0.08036985, 0.08108945,
       0.08180904, 0.08252863, 0.08324823, 0.08396782, 0.08468742,
       0.08540701, 0.08612661, 0.0868462 , 0.0875658 , 0.08828539,
       0.08900499, 0.08972458, 0.09044418, 0.09116377, 0.09188337,
       0.09260296, 0.09332256, 0.09404215]), 4500: array([0.01032922, 0.01069877, 0.01106832, 0.01143787, 0.01180742,
       0.01217697, 0.01254652, 0.01291607, 0.01328562, 0.01365517,
       0.01402472, 0.01439426, 0.01476381, 0.01513336, 0.01550291,
       0.01587246, 0.016242  , 0.01661155, 0.0169811 , 0.01735064,
       0.01772019, 0.01808973, 0.01845928, 0.01882882, 0.01919837,
       0.01956791, 0.01993746, 0.020307  ]), 4505: array([0.00272726, 0.00321549, 0.00370371, 0.0041919 , 0.00468008,
       0.00516825, 0.00565639, 0.00614452, 0.00663263, 0.00712072,
       0.0076088 , 0.00809686, 0.0085849 , 0.00907293, 0.00956094,
       0.01004893, 0.0105369 , 0.01102486, 0.0115128 , 0.01200072,
       0.01248863, 0.01297652, 0.01346439, 0.01395224, 0.01444008,
       0.0149279 , 0.0154157 , 0.01590349]), 4510: array([0.00490551, 0.00565955, 0.00641359, 0.00716762, 0.00792166,
       0.00867569, 0.00942973, 0.01018376, 0.0109378 , 0.01169183,
       0.01244587, 0.0131999 , 0.01395394, 0.01470797, 0.01546201,
       0.01621604, 0.01697008, 0.01772412, 0.01847815, 0.01923219,
       0.01998622, 0.02074026, 0.02149429, 0.02224833, 0.02300236,
       0.0237564 , 0.02451043, 0.02526447]), 4515: array([0.05144918, 0.05206189, 0.05267459, 0.0532873 , 0.05390001,
       0.05451271, 0.05512542, 0.05573812, 0.05635083, 0.05696354,
       0.05757624, 0.05818895, 0.05880166, 0.05941436, 0.06002707,
       0.06063977, 0.06125248, 0.06186519, 0.06247789, 0.0630906 ,
       0.06370331, 0.06431601, 0.06492872, 0.06554142, 0.06615413,
       0.06676684, 0.06737954, 0.06799225]), 4520: array([0.12794411, 0.13092581, 0.13390752, 0.13688922, 0.13987092,
       0.14285263, 0.14583433, 0.14881604, 0.15179774, 0.15477944,
       0.15776115, 0.16074285, 0.16372456, 0.16670626, 0.16968796,
       0.17266967, 0.17565137, 0.17863307, 0.18161478, 0.18459648,
       0.18757819, 0.19055989, 0.19354159, 0.1965233 , 0.199505  ,
       0.20248671, 0.20546841, 0.20845011]), 4525: array([0.28412587, 0.28953127, 0.29493667, 0.30034208, 0.30574748,
       0.31115289, 0.31655829, 0.3219637 , 0.3273691 , 0.3327745 ,
       0.33817991, 0.34358531, 0.34899072, 0.35439612, 0.35980153,
       0.36520693, 0.37061233, 0.37601774, 0.38142314, 0.38682855,
       0.39223395, 0.39763936, 0.40304476, 0.40845016, 0.41385557,
       0.41926097, 0.42466638, 0.43007178]), 4530: array([0.04619291, 0.04694864, 0.04770437, 0.04846009, 0.04921582,
       0.04997155, 0.05072727, 0.051483  , 0.05223873, 0.05299445,
       0.05375018, 0.05450591, 0.05526163, 0.05601736, 0.05677309,
       0.05752881, 0.05828454, 0.05904027, 0.05979599, 0.06055172,
       0.06130745, 0.06206317, 0.0628189 , 0.06357463, 0.06433035,
       0.06508608, 0.06584181, 0.06659753]), 4535: array([0.00014009, 0.00023836, 0.00033091, 0.00041806, 0.00050014,
       0.00057744, 0.00065024, 0.0007188 , 0.00078336, 0.00084417,
       0.00090143, 0.00095536, 0.00100614, 0.00105397, 0.00109901,
       0.00114143, 0.00118138, 0.001219  , 0.00125443, 0.0012878 ,
       0.00131922, 0.00134882, 0.00137669, 0.00140293, 0.00142765,
       0.00145093, 0.00147285, 0.0014935 ]), 4540: array([0.01438696, 0.01457825, 0.01476954, 0.01496082, 0.01515211,
       0.0153434 , 0.01553468, 0.01572597, 0.01591726, 0.01610854,
       0.01629983, 0.01649112, 0.01668241, 0.01687369, 0.01706498,
       0.01725627, 0.01744755, 0.01763884, 0.01783013, 0.01802141,
       0.0182127 , 0.01840399, 0.01859528, 0.01878656, 0.01897785,
       0.01916914, 0.01936042, 0.01955171]), 4545: array([0.00064112, 0.00082041, 0.0009997 , 0.00117899, 0.00135828,
       0.00153756, 0.00171685, 0.00189614, 0.00207543, 0.00225472,
       0.00243401, 0.0026133 , 0.00279259, 0.00297187, 0.00315116,
       0.00333045, 0.00350974, 0.00368903, 0.00386832, 0.00404761,
       0.0042269 , 0.00440618, 0.00458547, 0.00476476, 0.00494405,
       0.00512334, 0.00530263, 0.00548192]), 4550: array([0.0375327 , 0.03888081, 0.04022892, 0.04157703, 0.04292515,
       0.04427326, 0.04562137, 0.04696948, 0.0483176 , 0.04966571,
       0.05101382, 0.05236193, 0.05371005, 0.05505816, 0.05640627,
       0.05775439, 0.0591025 , 0.06045061, 0.06179872, 0.06314684,
       0.06449495, 0.06584306, 0.06719117, 0.06853929, 0.0698874 ,
       0.07123551, 0.07258363, 0.07393174]), 4555: array([0.10436289, 0.10580098, 0.10723907, 0.10867717, 0.11011526,
       0.11155335, 0.11299144, 0.11442954, 0.11586763, 0.11730572,
       0.11874382, 0.12018191, 0.12162   , 0.12305809, 0.12449619,
       0.12593428, 0.12737237, 0.12881046, 0.13024856, 0.13168665,
       0.13312474, 0.13456283, 0.13600093, 0.13743902, 0.13887711,
       0.14031521, 0.1417533 , 0.14319139]), 4560: array([0.22750877, 0.23151461, 0.23552046, 0.23952631, 0.24353215,
       0.247538  , 0.25154385, 0.2555497 , 0.25955554, 0.26356139,
       0.26756724, 0.27157309, 0.27557893, 0.27958478, 0.28359063,
       0.28759648, 0.29160232, 0.29560817, 0.29961402, 0.30361987,
       0.30762571, 0.31163156, 0.31563741, 0.31964326, 0.3236491 ,
       0.32765495, 0.3316608 , 0.33566665]), 4565: array([0.26074642, 0.26533563, 0.26992485, 0.27451406, 0.27910328,
       0.28369249, 0.28828171, 0.29287092, 0.29746014, 0.30204935,
       0.30663856, 0.31122778, 0.31581699, 0.32040621, 0.32499542,
       0.32958464, 0.33417385, 0.33876307, 0.34335228, 0.3479415 ,
       0.35253071, 0.35711992, 0.36170914, 0.36629835, 0.37088757,
       0.37547678, 0.380066  , 0.38465521]), 4570: array([0.07104873, 0.07296164, 0.07487454, 0.07678745, 0.07870035,
       0.08061326, 0.08252616, 0.08443907, 0.08635197, 0.08826488,
       0.09017778, 0.09209069, 0.09400359, 0.09591649, 0.0978294 ,
       0.0997423 , 0.10165521, 0.10356811, 0.10548102, 0.10739392,
       0.10930683, 0.11121973, 0.11313264, 0.11504554, 0.11695844,
       0.11887135, 0.12078425, 0.12269716]), 4575: array([0.06954402, 0.07140452, 0.07326502, 0.07512552, 0.07698601,
       0.07884651, 0.08070701, 0.08256751, 0.08442801, 0.08628851,
       0.088149  , 0.0900095 , 0.09187   , 0.0937305 , 0.095591  ,
       0.09745149, 0.09931199, 0.10117249, 0.10303299, 0.10489349,
       0.10675399, 0.10861448, 0.11047498, 0.11233548, 0.11419598,
       0.11605648, 0.11791698, 0.11977747]), 4580: array([0.01476062, 0.01649939, 0.01823815, 0.01997691, 0.02171568,
       0.02345444, 0.0251932 , 0.02693197, 0.02867073, 0.0304095 ,
       0.03214826, 0.03388702, 0.03562579, 0.03736455, 0.03910331,
       0.04084208, 0.04258084, 0.0443196 , 0.04605837, 0.04779713,
       0.0495359 , 0.05127466, 0.05301342, 0.05475219, 0.05649095,
       0.05822971, 0.05996848, 0.06170724]), 4585: array([0.02521582, 0.02227378, 0.02057688, 0.01959815, 0.01903363,
       0.01870803, 0.01852024, 0.01841192, 0.01834944, 0.01831341,
       0.01829262, 0.01828064, 0.01827372, 0.01826973, 0.01826743,
       0.01826611, 0.01826534, 0.0182649 , 0.01826465, 0.0182645 ,
       0.01826441, 0.01826437, 0.01826434, 0.01826432, 0.01826431,
       0.01826431, 0.0182643 , 0.0182643 ]), 4590: array([0.05952459, 0.06065309, 0.0617816 , 0.0629101 , 0.0640386 ,
       0.06516711, 0.06629561, 0.06742411, 0.06855262, 0.06968112,
       0.07080962, 0.07193813, 0.07306663, 0.07419513, 0.07532364,
       0.07645214, 0.07758064, 0.07870914, 0.07983765, 0.08096615,
       0.08209465, 0.08322316, 0.08435166, 0.08548016, 0.08660867,
       0.08773717, 0.08886567, 0.08999418]), 4595: array([0.15470282, 0.15558462, 0.15646641, 0.1573482 , 0.15823   ,
       0.15911179, 0.15999359, 0.16087538, 0.16175717, 0.16263897,
       0.16352076, 0.16440256, 0.16528435, 0.16616614, 0.16704794,
       0.16792973, 0.16881153, 0.16969332, 0.17057512, 0.17145691,
       0.1723387 , 0.1732205 , 0.17410229, 0.17498409, 0.17586588,
       0.17674767, 0.17762947, 0.17851126]), 4600: array([0.14573507, 0.15493494, 0.16413481, 0.17333468, 0.18253455,
       0.19173443, 0.2009343 , 0.21013417, 0.21933404, 0.22853391,
       0.23773378, 0.24693365, 0.25613352, 0.2653334 , 0.27453327,
       0.28373314, 0.29293301, 0.30213288, 0.31133275, 0.32053262,
       0.3297325 , 0.33893237, 0.34813224, 0.35733211, 0.36653198,
       0.37573185, 0.38493172, 0.39413159]), 4605: array([0.0002398 , 0.00029864, 0.00035358, 0.0004049 , 0.00045282,
       0.00049757, 0.00053936, 0.0005784 , 0.00061485, 0.00064889,
       0.00068068, 0.00071036, 0.00073809, 0.00076398, 0.00078816,
       0.00081074, 0.00083183, 0.00085153, 0.00086992, 0.00088709,
       0.00090314, 0.00091812, 0.0009321 , 0.00094517, 0.00095737,
       0.00096876, 0.00097941, 0.00098934]), 4610: array([0.00029527, 0.00039314, 0.000486  , 0.00057411, 0.00065772,
       0.00073705, 0.00081232, 0.00088374, 0.00095151, 0.00101582,
       0.00107683, 0.00113473, 0.00118966, 0.00124178, 0.00129124,
       0.00133817, 0.00138269, 0.00142494, 0.00146503, 0.00150307,
       0.00153916, 0.00157341, 0.00160591, 0.00163674, 0.00166599,
       0.00169375, 0.00172009, 0.00174509]), 4615: array([0.00199423, 0.00212551, 0.00225678, 0.00238806, 0.00251934,
       0.00265061, 0.00278189, 0.00291316, 0.00304444, 0.00317571,
       0.00330699, 0.00343827, 0.00356954, 0.00370082, 0.00383209,
       0.00396337, 0.00409465, 0.00422592, 0.0043572 , 0.00448847,
       0.00461975, 0.00475103, 0.0048823 , 0.00501358, 0.00514485,
       0.00527613, 0.0054074 , 0.00553868]), 4620: array([0.01041689, 0.01052351, 0.01063014, 0.01073677, 0.01084339,
       0.01095002, 0.01105665, 0.01116327, 0.0112699 , 0.01137652,
       0.01148315, 0.01158978, 0.0116964 , 0.01180303, 0.01190966,
       0.01201628, 0.01212291, 0.01222954, 0.01233616, 0.01244279,
       0.01254942, 0.01265604, 0.01276267, 0.01286929, 0.01297592,
       0.01308255, 0.01318917, 0.0132958 ]), 4625: array([0.04905555, 0.04932483, 0.04959411, 0.0498634 , 0.05013268,
       0.05040196, 0.05067124, 0.05094053, 0.05120981, 0.0514791 ,
       0.05174838, 0.05201767, 0.05228695, 0.05255624, 0.05282552,
       0.05309481, 0.0533641 , 0.05363338, 0.05390267, 0.05417196,
       0.05444125, 0.05471054, 0.05497983, 0.05524912, 0.05551841,
       0.0557877 , 0.05605699, 0.05632628]), 4630: array([0.05267048, 0.05324772, 0.05382495, 0.05440219, 0.05497942,
       0.05555666, 0.0561339 , 0.05671113, 0.05728837, 0.0578656 ,
       0.05844284, 0.05902007, 0.05959731, 0.06017455, 0.06075178,
       0.06132902, 0.06190625, 0.06248349, 0.06306072, 0.06363796,
       0.0642152 , 0.06479243, 0.06536967, 0.0659469 , 0.06652414,
       0.06710137, 0.06767861, 0.06825584]), 4635: array([0.00070829, 0.00079389, 0.00087946, 0.00096501, 0.00105053,
       0.00113602, 0.00122149, 0.00130692, 0.00139233, 0.00147771,
       0.00156307, 0.00164839, 0.00173369, 0.00181897, 0.00190421,
       0.00198943, 0.00207462, 0.00215978, 0.00224491, 0.00233002,
       0.0024151 , 0.00250015, 0.00258518, 0.00267018, 0.00275515,
       0.00284009, 0.00292501, 0.0030099 ]), 4640: array([0.01924837, 0.0195399 , 0.01983144, 0.02012298, 0.02041452,
       0.02070606, 0.0209976 , 0.02128914, 0.02158068, 0.02187222,
       0.02216376, 0.02245529, 0.02274683, 0.02303837, 0.02332991,
       0.02362145, 0.02391299, 0.02420453, 0.02449607, 0.02478761,
       0.02507914, 0.02537068, 0.02566222, 0.02595376, 0.0262453 ,
       0.02653684, 0.02682838, 0.02711992]), 4645: array([0.52871461, 0.5290674 , 0.52942019, 0.52977299, 0.53012578,
       0.53047857, 0.53083137, 0.53118416, 0.53153695, 0.53188975,
       0.53224254, 0.53259533, 0.53294813, 0.53330092, 0.53365371,
       0.53400651, 0.5343593 , 0.53471209, 0.53506489, 0.53541768,
       0.53577047, 0.53612327, 0.53647606, 0.53682885, 0.53718165,
       0.53753444, 0.53788723, 0.53824003]), 4650: array([0.02288694, 0.02328057, 0.02367421, 0.02406784, 0.02446148,
       0.02485512, 0.02524875, 0.02564239, 0.02603602, 0.02642966,
       0.0268233 , 0.02721693, 0.02761057, 0.02800421, 0.02839784,
       0.02879148, 0.02918511, 0.02957875, 0.02997239, 0.03036602,
       0.03075966, 0.03115329, 0.03154693, 0.03194057, 0.0323342 ,
       0.03272784, 0.03312147, 0.03351511]), 4655: array([0.14843509, 0.14982239, 0.1512097 , 0.152597  , 0.1539843 ,
       0.1553716 , 0.1567589 , 0.1581462 , 0.15953351, 0.16092081,
       0.16230811, 0.16369541, 0.16508271, 0.16647001, 0.16785732,
       0.16924462, 0.17063192, 0.17201922, 0.17340652, 0.17479382,
       0.17618113, 0.17756843, 0.17895573, 0.18034303, 0.18173033,
       0.18311763, 0.18450494, 0.18589224]), 4660: array([0.27847274, 0.29011331, 0.30175387, 0.31339443, 0.32503499,
       0.33667555, 0.34831611, 0.35995667, 0.37159723, 0.38323779,
       0.39487835, 0.40651891, 0.41815947, 0.42980003, 0.4414406 ,
       0.45308116, 0.46472172, 0.47636228, 0.48800284, 0.4996434 ,
       0.51128396, 0.52292452, 0.53456508, 0.54620564, 0.5578462 ,
       0.56948676, 0.58112732, 0.59276789]), 4665: array([0.04979315, 0.05218186, 0.05457057, 0.05695928, 0.05934799,
       0.0617367 , 0.06412541, 0.06651412, 0.06890283, 0.07129154,
       0.07368025, 0.07606896, 0.07845768, 0.08084639, 0.0832351 ,
       0.08562381, 0.08801252, 0.09040123, 0.09278994, 0.09517865,
       0.09756736, 0.09995607, 0.10234478, 0.10473349, 0.1071222 ,
       0.10951091, 0.11189962, 0.11428833]), 4670: array([0.00518469, 0.00717924, 0.00909254, 0.0109279 , 0.01268849,
       0.01437735, 0.01599741, 0.01755147, 0.01904223, 0.02047225,
       0.02184402, 0.0231599 , 0.02442218, 0.02563303, 0.02679456,
       0.02790876, 0.02897758, 0.03000285, 0.03098636, 0.0319298 ,
       0.03283481, 0.03370295, 0.03453572, 0.03533457, 0.03610087,
       0.03683595, 0.03754109, 0.03821751]), 4675: array([0.32406774, 0.32688556, 0.32970339, 0.33252122, 0.33533905,
       0.33815688, 0.3409747 , 0.34379253, 0.34661036, 0.34942819,
       0.35224602, 0.35506385, 0.35788167, 0.3606995 , 0.36351733,
       0.36633516, 0.36915299, 0.37197082, 0.37478864, 0.37760647,
       0.3804243 , 0.38324213, 0.38605996, 0.38887778, 0.39169561,
       0.39451344, 0.39733127, 0.4001491 ]), 4680: array([0.44292763, 0.44599797, 0.44906832, 0.45213866, 0.455209  ,
       0.45827935, 0.46134969, 0.46442004, 0.46749038, 0.47056072,
       0.47363107, 0.47670141, 0.47977175, 0.4828421 , 0.48591244,
       0.48898279, 0.49205313, 0.49512347, 0.49819382, 0.50126416,
       0.5043345 , 0.50740485, 0.51047519, 0.51354554, 0.51661588,
       0.51968622, 0.52275657, 0.52582691]), 4685: array([0.51613783, 0.52797093, 0.53980403, 0.55163714, 0.56347024,
       0.57530334, 0.58713645, 0.59896955, 0.61080266, 0.62263576,
       0.63446886, 0.64630197, 0.65813507, 0.66996817, 0.68180128,
       0.69363438, 0.70546748, 0.71730059, 0.72913369, 0.74096679,
       0.7527999 , 0.764633  , 0.7764661 , 0.78829921, 0.80013231,
       0.81196542, 0.82379852, 0.83563162]), 4690: array([0.43871742, 0.44091918, 0.44312094, 0.4453227 , 0.44752446,
       0.44972623, 0.45192799, 0.45412975, 0.45633151, 0.45853327,
       0.46073503, 0.46293679, 0.46513855, 0.46734031, 0.46954208,
       0.47174384, 0.4739456 , 0.47614736, 0.47834912, 0.48055088,
       0.48275264, 0.4849544 , 0.48715617, 0.48935793, 0.49155969,
       0.49376145, 0.49596321, 0.49816497]), 4695: array([0.82441628, 0.8263607 , 0.82830512, 0.83024954, 0.83219396,
       0.83413837, 0.83608279, 0.83802721, 0.83997163, 0.84191605,
       0.84386047, 0.84580489, 0.84774931, 0.84969372, 0.85163814,
       0.85358256, 0.85552698, 0.8574714 , 0.85941582, 0.86136024,
       0.86330466, 0.86524907, 0.86719349, 0.86913791, 0.87108233,
       0.87302675, 0.87497117, 0.87691559]), 4700: array([1.16498376, 1.16679461, 1.16860547, 1.17041632, 1.17222717,
       1.17403802, 1.17584888, 1.17765973, 1.17947058, 1.18128144,
       1.18309229, 1.18490314, 1.18671399, 1.18852485, 1.1903357 ,
       1.19214655, 1.19395741, 1.19576826, 1.19757911, 1.19938996,
       1.20120082, 1.20301167, 1.20482252, 1.20663338, 1.20844423,
       1.21025508, 1.21206593, 1.21387679]), 4705: array([0.22922372, 0.23270228, 0.23618084, 0.23965939, 0.24313795,
       0.24661651, 0.25009507, 0.25357362, 0.25705218, 0.26053074,
       0.26400929, 0.26748785, 0.27096641, 0.27444497, 0.27792352,
       0.28140208, 0.28488064, 0.28835919, 0.29183775, 0.29531631,
       0.29879487, 0.30227342, 0.30575198, 0.30923054, 0.31270909,
       0.31618765, 0.31966621, 0.32314477]), 4710: array([0.18756436, 0.1924896 , 0.19741484, 0.20234008, 0.20726532,
       0.21219057, 0.21711581, 0.22204105, 0.22696629, 0.23189153,
       0.23681677, 0.24174202, 0.24666726, 0.2515925 , 0.25651774,
       0.26144298, 0.26636822, 0.27129347, 0.27621871, 0.28114395,
       0.28606919, 0.29099443, 0.29591967, 0.30084491, 0.30577016,
       0.3106954 , 0.31562064, 0.32054588]), 4715: array([0.00444801, 0.00874749, 0.01290512, 0.01692556, 0.02081335,
       0.02457286, 0.02820833, 0.03172385, 0.03512337, 0.03841073,
       0.04158962, 0.04466363, 0.0476362 , 0.0505107 , 0.05329036,
       0.0559783 , 0.05857755, 0.06109104, 0.0635216 , 0.06587196,
       0.06814478, 0.0703426 , 0.0724679 , 0.07452308, 0.07651045,
       0.07843225, 0.08029064, 0.08208771]), 4720: array([0.01465022, 0.01747448, 0.02011921, 0.02259582, 0.02491498,
       0.02708672, 0.0291204 , 0.0310248 , 0.03280813, 0.0344781 ,
       0.03604191, 0.03750631, 0.03887761, 0.04016175, 0.04136425,
       0.0424903 , 0.04354478, 0.04453222, 0.04545689, 0.04632278,
       0.04713362, 0.04789292, 0.04860395, 0.04926978, 0.04989328,
       0.05047715, 0.0510239 , 0.05153589]), 4725: array([0.01151067, 0.0109859 , 0.01069718, 0.01053832, 0.01045092,
       0.01040284, 0.01037638, 0.01036183, 0.01035382, 0.01034941,
       0.01034699, 0.01034565, 0.01034492, 0.01034451, 0.01034429,
       0.01034417, 0.0103441 , 0.01034407, 0.01034405, 0.01034403,
       0.01034403, 0.01034402, 0.01034402, 0.01034402, 0.01034402,
       0.01034402, 0.01034402, 0.01034402]), 4730: array([0.01480472, 0.01078908, 0.00930734, 0.0087606 , 0.00855885,
       0.00848441, 0.00845694, 0.00844681, 0.00844307, 0.00844169,
       0.00844118, 0.00844099, 0.00844092, 0.0084409 , 0.00844089,
       0.00844088, 0.00844088, 0.00844088, 0.00844088, 0.00844088,
       0.00844088, 0.00844088, 0.00844088, 0.00844088, 0.00844088,
       0.00844088, 0.00844088, 0.00844088]), 4735: array([0.01491932, 0.0130863 , 0.01192219, 0.0111829 , 0.0107134 ,
       0.01041523, 0.01022587, 0.01010561, 0.01002924, 0.00998074,
       0.00994994, 0.00993038, 0.00991795, 0.00991006, 0.00990505,
       0.00990187, 0.00989985, 0.00989857, 0.00989775, 0.00989724,
       0.00989691, 0.0098967 , 0.00989657, 0.00989648, 0.00989643,
       0.00989639, 0.00989637, 0.00989636]), 4740: array([0.00613866, 0.00614363, 0.00614611, 0.00614735, 0.00614797,
       0.00614828, 0.00614844, 0.00614851, 0.00614855, 0.00614857,
       0.00614858, 0.00614859, 0.00614859, 0.00614859, 0.00614859,
       0.00614859, 0.00614859, 0.00614859, 0.00614859, 0.00614859,
       0.00614859, 0.00614859, 0.00614859, 0.00614859, 0.00614859,
       0.00614859, 0.00614859, 0.00614859]), 4745: array([5.53254916e-05, 1.10319049e-04, 1.65312606e-04, 2.20306163e-04,
       2.75299720e-04, 3.30293277e-04, 3.85286834e-04, 4.40280391e-04,
       4.95273948e-04, 5.50267505e-04, 6.05261062e-04, 6.60254619e-04,
       7.15248176e-04, 7.70241733e-04, 8.25235290e-04, 8.80228847e-04,
       9.35222404e-04, 9.90215961e-04, 1.04520952e-03, 1.10020307e-03,
       1.15519663e-03, 1.21019019e-03, 1.26518375e-03, 1.32017730e-03,
       1.37517086e-03, 1.43016442e-03, 1.48515797e-03, 1.54015153e-03]), 4750: array([0.00325547, 0.00384687, 0.00443828, 0.00502968, 0.00562109,
       0.00621249, 0.0068039 , 0.00739531, 0.00798671, 0.00857812,
       0.00916952, 0.00976093, 0.01035233, 0.01094374, 0.01153515,
       0.01212655, 0.01271796, 0.01330936, 0.01390077, 0.01449217,
       0.01508358, 0.01567499, 0.01626639, 0.0168578 , 0.0174492 ,
       0.01804061, 0.01863201, 0.01922342]), 4755: array([0.00201434, 0.00236731, 0.00268622, 0.00297435, 0.00323468,
       0.00346988, 0.00368238, 0.00387438, 0.00404785, 0.00420458,
       0.00434618, 0.00447412, 0.00458971, 0.00469414, 0.0047885 ,
       0.00487375, 0.00495077, 0.00502036, 0.00508324, 0.00514004,
       0.00519137, 0.00523774, 0.00527964, 0.00531749, 0.00535169,
       0.00538259, 0.00541051, 0.00543573]), 4760: array([0.02774063, 0.02818411, 0.02862759, 0.02907108, 0.02951456,
       0.02995804, 0.03040152, 0.030845  , 0.03128848, 0.03173196,
       0.03217544, 0.03261892, 0.0330624 , 0.03350588, 0.03394936,
       0.03439284, 0.03483632, 0.0352798 , 0.03572328, 0.03616676,
       0.03661024, 0.03705372, 0.0374972 , 0.03794068, 0.03838416,
       0.03882765, 0.03927113, 0.03971461]), 4765: array([0.02833669, 0.02913292, 0.02992914, 0.03072537, 0.03152159,
       0.03231782, 0.03311404, 0.03391027, 0.03470649, 0.03550272,
       0.03629895, 0.03709517, 0.0378914 , 0.03868762, 0.03948385,
       0.04028007, 0.0410763 , 0.04187253, 0.04266875, 0.04346498,
       0.0442612 , 0.04505743, 0.04585365, 0.04664988, 0.0474461 ,
       0.04824233, 0.04903856, 0.04983478]), 4770: array([0.04866032, 0.05200928, 0.05535825, 0.05870722, 0.06205618,
       0.06540515, 0.06875412, 0.07210309, 0.07545205, 0.07880102,
       0.08214999, 0.08549896, 0.08884792, 0.09219689, 0.09554586,
       0.09889483, 0.10224379, 0.10559276, 0.10894173, 0.11229069,
       0.11563966, 0.11898863, 0.1223376 , 0.12568656, 0.12903553,
       0.1323845 , 0.13573347, 0.13908243]), 4775: array([0.51010265, 0.51461476, 0.51912687, 0.52363898, 0.52815109,
       0.5326632 , 0.53717531, 0.54168742, 0.54619953, 0.55071164,
       0.55522375, 0.55973586, 0.56424797, 0.56876008, 0.57327219,
       0.57778431, 0.58229642, 0.58680853, 0.59132064, 0.59583275,
       0.60034486, 0.60485697, 0.60936908, 0.61388119, 0.6183933 ,
       0.62290541, 0.62741752, 0.63192963]), 4780: array([0.53340341, 0.53860997, 0.54381653, 0.54902309, 0.55422965,
       0.55943621, 0.56464277, 0.56984933, 0.57505589, 0.58026245,
       0.58546901, 0.59067557, 0.59588213, 0.60108869, 0.60629525,
       0.61150181, 0.61670837, 0.62191493, 0.62712149, 0.63232805,
       0.63753461, 0.64274117, 0.64794773, 0.65315429, 0.65836085,
       0.66356741, 0.66877397, 0.67398053]), 4785: array([0.93538666, 0.94175278, 0.9481189 , 0.95448502, 0.96085114,
       0.96721726, 0.97358338, 0.9799495 , 0.98631562, 0.99268174,
       0.99904785, 1.00541397, 1.01178009, 1.01814621, 1.02451233,
       1.03087845, 1.03724457, 1.04361069, 1.04997681, 1.05634293,
       1.06270905, 1.06907517, 1.07544129, 1.08180741, 1.08817353,
       1.09453965, 1.10090577, 1.10727189]), 4790: array([1.09154921e-05, 1.81369215e-05, 2.31238747e-05, 2.65677501e-05,
       2.89460114e-05, 3.05883840e-05, 3.17225688e-05, 3.25058108e-05,
       3.30466997e-05, 3.34202251e-05, 3.36781733e-05, 3.38563063e-05,
       3.39793209e-05, 3.40642719e-05, 3.41229372e-05, 3.41634501e-05,
       3.41914273e-05, 3.42107478e-05, 3.42240900e-05, 3.42333039e-05,
       3.42396668e-05, 3.42440608e-05, 3.42470953e-05, 3.42491908e-05,
       3.42506379e-05, 3.42516372e-05, 3.42523273e-05, 3.42528039e-05]), 4795: array([0.02378028, 0.02840708, 0.03302733, 0.03764104, 0.04224822,
       0.04684887, 0.05144301, 0.05603065, 0.06061179, 0.06518645,
       0.06975463, 0.07431634, 0.0788716 , 0.0834204 , 0.08796277,
       0.0924987 , 0.09702821, 0.10155132, 0.10606801, 0.11057831,
       0.11508223, 0.11957977, 0.12407095, 0.12855576, 0.13303423,
       0.13750635, 0.14197215, 0.14643162]), 4800: array([1.89009970e-05, 3.77580516e-05, 5.66151076e-05, 7.54721652e-05,
       9.43292243e-05, 1.13186285e-04, 1.32043347e-04, 1.50900410e-04,
       1.69757476e-04, 1.88614542e-04, 2.07471610e-04, 2.26328680e-04,
       2.45185751e-04, 2.64042824e-04, 2.82899898e-04, 3.01756973e-04,
       3.20614051e-04, 3.39471129e-04, 3.58328209e-04, 3.77185291e-04,
       3.96042374e-04, 4.14899459e-04, 4.33756545e-04, 4.52613633e-04,
       4.71470722e-04, 4.90327813e-04, 5.09184905e-04, 5.28041999e-04]), 4805: array([3.21775696e-05, 3.30047669e-05, 3.36699489e-05, 3.42048479e-05,
       3.46349814e-05, 3.49808686e-05, 3.52590102e-05, 3.54826748e-05,
       3.56625324e-05, 3.58071629e-05, 3.59234660e-05, 3.60169899e-05,
       3.60921962e-05, 3.61526725e-05, 3.62013039e-05, 3.62404104e-05,
       3.62718574e-05, 3.62971452e-05, 3.63174801e-05, 3.63338322e-05,
       3.63469816e-05, 3.63575555e-05, 3.63660584e-05, 3.63728959e-05,
       3.63783943e-05, 3.63828157e-05, 3.63863711e-05, 3.63892302e-05]), 4810: array([0.11225715, 0.11367106, 0.11502401, 0.11631861, 0.1175574 ,
       0.11874276, 0.11987702, 0.12096236, 0.12200091, 0.12299467,
       0.12394558, 0.12485549, 0.12572617, 0.1265593 , 0.1273565 ,
       0.12811933, 0.12884927, 0.12954773, 0.13021608, 0.1308556 ,
       0.13146755, 0.13205312, 0.13261343, 0.13314958, 0.13366262,
       0.13415353, 0.13462327, 0.13507276]), 4815: array([0.11959339, 0.12551061, 0.13142783, 0.13734505, 0.14326226,
       0.14917948, 0.1550967 , 0.16101392, 0.16693114, 0.17284835,
       0.17876557, 0.18468279, 0.19060001, 0.19651723, 0.20243444,
       0.20835166, 0.21426888, 0.2201861 , 0.22610332, 0.23202054,
       0.23793775, 0.24385497, 0.24977219, 0.25568941, 0.26160663,
       0.26752384, 0.27344106, 0.27935828]), 4820: array([0.07578751, 0.0778302 , 0.0798729 , 0.08191559, 0.08395829,
       0.08600098, 0.08804368, 0.09008638, 0.09212907, 0.09417177,
       0.09621446, 0.09825716, 0.10029985, 0.10234255, 0.10438525,
       0.10642794, 0.10847064, 0.11051333, 0.11255603, 0.11459872,
       0.11664142, 0.11868412, 0.12072681, 0.12276951, 0.1248122 ,
       0.1268549 , 0.12889759, 0.13094029]), 4825: array([0.04068601, 0.04138631, 0.04208661, 0.04278691, 0.0434872 ,
       0.0441875 , 0.0448878 , 0.0455881 , 0.0462884 , 0.0469887 ,
       0.047689  , 0.0483893 , 0.0490896 , 0.0497899 , 0.0504902 ,
       0.0511905 , 0.0518908 , 0.0525911 , 0.0532914 , 0.0539917 ,
       0.054692  , 0.0553923 , 0.0560926 , 0.0567929 , 0.05749319,
       0.05819349, 0.05889379, 0.05959409]), 4830: array([0.01067524, 0.02042315, 0.03017105, 0.03991896, 0.04966686,
       0.05941476, 0.06916267, 0.07891057, 0.08865848, 0.09840638,
       0.10815429, 0.11790219, 0.1276501 , 0.137398  , 0.14714591,
       0.15689381, 0.16664171, 0.17638962, 0.18613752, 0.19588543,
       0.20563333, 0.21538124, 0.22512914, 0.23487705, 0.24462495,
       0.25437286, 0.26412076, 0.27386866]), 4835: array([0.04283788, 0.04919501, 0.05186137, 0.05297972, 0.05344879,
       0.05364553, 0.05372805, 0.05376266, 0.05377717, 0.05378326,
       0.05378582, 0.05378689, 0.05378734, 0.05378753, 0.0537876 ,
       0.05378764, 0.05378765, 0.05378766, 0.05378766, 0.05378766,
       0.05378766, 0.05378766, 0.05378766, 0.05378766, 0.05378766,
       0.05378766, 0.05378766, 0.05378766]), 4840: array([0.35095707, 0.35141673, 0.35186323, 0.35229694, 0.35271824,
       0.35312748, 0.353525  , 0.35391114, 0.35428622, 0.35465057,
       0.35500448, 0.35534826, 0.3556822 , 0.35600658, 0.35632167,
       0.35662775, 0.35692505, 0.35721385, 0.35749438, 0.35776688,
       0.35803157, 0.35828869, 0.35853845, 0.35878106, 0.35901672,
       0.35924563, 0.35946799, 0.35968399]), 4845: array([0.33116227, 0.33787964, 0.34454683, 0.35116421, 0.35773215,
       0.36425101, 0.37072118, 0.377143  , 0.38351685, 0.38984308,
       0.39612204, 0.40235409, 0.40853959, 0.41467887, 0.42077228,
       0.42682017, 0.43282287, 0.43878073, 0.44469407, 0.45056324,
       0.45638855, 0.46217035, 0.46790895, 0.47360467, 0.47925784,
       0.48486878, 0.49043779, 0.4959652 ]), 4850: array([0.06564939, 0.0689534 , 0.07219793, 0.07538406, 0.07851282,
       0.08158527, 0.0846024 , 0.08756522, 0.09047471, 0.09333182,
       0.09613749, 0.09889266, 0.10159823, 0.1042551 , 0.10686414,
       0.10942621, 0.11194216, 0.11441281, 0.11683899, 0.1192215 ,
       0.12156111, 0.12385861, 0.12611475, 0.12833027, 0.13050592,
       0.13264239, 0.13474041, 0.13680065]), 4855: array([0.02226919, 0.02670215, 0.03077794, 0.03452534, 0.0379708 ,
       0.04113867, 0.04405129, 0.04672924, 0.04919143, 0.05145523,
       0.05353664, 0.05545035, 0.05720987, 0.05882762, 0.06031503,
       0.06168259, 0.06293997, 0.06409605, 0.06515897, 0.06613626,
       0.0670348 , 0.06786095, 0.06862053, 0.06931892, 0.06996103,
       0.07055141, 0.07109422, 0.0715933 ]), 4860: array([0.19457838, 0.20605189, 0.21752539, 0.2289989 , 0.2404724 ,
       0.25194591, 0.26341941, 0.27489292, 0.28636642, 0.29783993,
       0.30931343, 0.32078694, 0.33226044, 0.34373395, 0.35520745,
       0.36668096, 0.37815446, 0.38962797, 0.40110147, 0.41257498,
       0.42404848, 0.43552199, 0.44699549, 0.458469  , 0.4699425 ,
       0.48141601, 0.49288951, 0.50436302]), 4865: array([0.01469767, 0.02263594, 0.02940284, 0.0351712 , 0.04008837,
       0.04427996, 0.04785303, 0.05089885, 0.05349523, 0.05570848,
       0.05759515, 0.05920341, 0.06057436, 0.06174301, 0.06273921,
       0.06358841, 0.0643123 , 0.06492937, 0.06545539, 0.06590379,
       0.06628602, 0.06661184, 0.06688959, 0.06712636, 0.06732818,
       0.06750023, 0.06764689, 0.0677719 ]), 4870: array([1.68075757e-08, 3.34979679e-08, 5.01883567e-08, 6.68787423e-08,
       8.35691246e-08, 1.00259504e-07, 1.16949879e-07, 1.33640252e-07,
       1.50330621e-07, 1.67020987e-07, 1.83711350e-07, 2.00401709e-07,
       2.17092065e-07, 2.33782418e-07, 2.50472767e-07, 2.67163114e-07,
       2.83853457e-07, 3.00543796e-07, 3.17234133e-07, 3.33924466e-07,
       3.50614796e-07, 3.67305122e-07, 3.83995446e-07, 4.00685766e-07,
       4.17376083e-07, 4.34066396e-07, 4.50756706e-07, 4.67447013e-07]), 4875: array([0.18864577, 0.18975478, 0.19076485, 0.19168481, 0.19252269,
       0.19328581, 0.19398085, 0.19461389, 0.19519044, 0.19571556,
       0.19619382, 0.19662942, 0.19702616, 0.19738749, 0.19771659,
       0.19801633, 0.19828933, 0.19853797, 0.19876443, 0.19897069,
       0.19915854, 0.19932963, 0.19948546, 0.19962739, 0.19975665,
       0.19987438, 0.19998161, 0.20007927]), 4880: array([0.17033004, 0.17598268, 0.18125408, 0.18616996, 0.19075429,
       0.19502944, 0.19901625, 0.20273418, 0.20620135, 0.20943469,
       0.21244995, 0.21526185, 0.21788411, 0.22032951, 0.22260999,
       0.22473666, 0.22671989, 0.22856938, 0.23029412, 0.23190254,
       0.23340248, 0.23480126, 0.2361057 , 0.23732217, 0.23845659,
       0.2395145 , 0.24050106, 0.24142108]), 4885: array([1.64941847e-06, 1.64318213e-06, 1.63698045e-06, 1.63081325e-06,
       1.62468032e-06, 1.61858148e-06, 1.61251654e-06, 1.60648530e-06,
       1.60048759e-06, 1.59452322e-06, 1.58859199e-06, 1.58269373e-06,
       1.57682825e-06, 1.57099538e-06, 1.56519492e-06, 1.55942671e-06,
       1.55369055e-06, 1.54798627e-06, 1.54231370e-06, 1.53667266e-06,
       1.53106298e-06, 1.52548447e-06, 1.51993696e-06, 1.51442029e-06,
       1.50893429e-06, 1.50347877e-06, 1.49805357e-06, 1.49265853e-06]), 4890: array([0.00014315, 0.00019142, 0.00020838, 0.00021434, 0.00021643,
       0.00021717, 0.00021742, 0.00021751, 0.00021755, 0.00021756,
       0.00021756, 0.00021756, 0.00021756, 0.00021756, 0.00021756,
       0.00021756, 0.00021756, 0.00021756, 0.00021756, 0.00021756,
       0.00021756, 0.00021756, 0.00021756, 0.00021756, 0.00021756,
       0.00021756, 0.00021756, 0.00021756]), 4895: array([0.00028105, 0.00028105, 0.00028105, 0.00028105, 0.00028105,
       0.00028105, 0.00028105, 0.00028105, 0.00028105, 0.00028105,
       0.00028105, 0.00028105, 0.00028105, 0.00028105, 0.00028105,
       0.00028106, 0.00028106, 0.00028106, 0.00028106, 0.00028106,
       0.00028106, 0.00028106, 0.00028106, 0.00028106, 0.00028106,
       0.00028106, 0.00028106, 0.00028106]), 4900: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 4905: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 4910: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 4915: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 4920: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 4925: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 4930: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 4935: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 4940: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31])}, 21: {0: array([0.00210258, 0.00218974, 0.00222696, 0.00224285, 0.00224964,
       0.00225254, 0.00225377, 0.0022543 , 0.00225453, 0.00225462,
       0.00225466, 0.00225468, 0.00225469, 0.00225469, 0.00225469,
       0.00225469, 0.00225469, 0.00225469, 0.00225469, 0.00225469,
       0.00225469, 0.00225469, 0.00225469, 0.00225469, 0.00225469,
       0.00225469, 0.00225469, 0.00225469]), 5: array([0.02286516, 0.02350113, 0.0241371 , 0.02477306, 0.02540903,
       0.026045  , 0.02668096, 0.02731693, 0.0279529 , 0.02858886,
       0.02922483, 0.0298608 , 0.03049676, 0.03113273, 0.0317687 ,
       0.03240466, 0.03304063, 0.0336766 , 0.03431256, 0.03494853,
       0.0355845 , 0.03622046, 0.03685643, 0.0374924 , 0.03812836,
       0.03876433, 0.0394003 , 0.04003626]), 10: array([0.06026095, 0.06092238, 0.0615838 , 0.06224522, 0.06290665,
       0.06356807, 0.0642295 , 0.06489092, 0.06555234, 0.06621377,
       0.06687519, 0.06753662, 0.06819804, 0.06885946, 0.06952089,
       0.07018231, 0.07084374, 0.07150516, 0.07216658, 0.07282801,
       0.07348943, 0.07415086, 0.07481228, 0.0754737 , 0.07613513,
       0.07679655, 0.07745798, 0.0781194 ]), 15: array([7.70768722e-05, 1.16840894e-04, 1.56604915e-04, 1.96368937e-04,
       2.36132958e-04, 2.75896980e-04, 3.15661001e-04, 3.55425023e-04,
       3.95189044e-04, 4.34953066e-04, 4.74717087e-04, 5.14481109e-04,
       5.54245131e-04, 5.94009152e-04, 6.33773174e-04, 6.73537195e-04,
       7.13301217e-04, 7.53065238e-04, 7.92829260e-04, 8.32593281e-04,
       8.72357303e-04, 9.12121324e-04, 9.51885346e-04, 9.91649367e-04,
       1.03141339e-03, 1.07117741e-03, 1.11094143e-03, 1.15070545e-03]), 20: array([0.0011478 , 0.00125169, 0.00134733, 0.00143537, 0.00151642,
       0.00159104, 0.00165973, 0.00172296, 0.00178117, 0.00183476,
       0.0018841 , 0.00192951, 0.00197132, 0.00200981, 0.00204525,
       0.00207787, 0.0021079 , 0.00213554, 0.00216099, 0.00218442,
       0.00220598, 0.00222584, 0.00224412, 0.00226094, 0.00227643,
       0.00229069, 0.00230382, 0.00231591]), 25: array([0.02217166, 0.02236289, 0.02255411, 0.02274533, 0.02293656,
       0.02312778, 0.02331901, 0.02351023, 0.02370146, 0.02389268,
       0.02408391, 0.02427513, 0.02446635, 0.02465758, 0.0248488 ,
       0.02504003, 0.02523125, 0.02542248, 0.0256137 , 0.02580493,
       0.02599615, 0.02618737, 0.0263786 , 0.02656982, 0.02676105,
       0.02695227, 0.0271435 , 0.02733472]), 30: array([0.0275748 , 0.0255854 , 0.02377585, 0.02212989, 0.02063274,
       0.01927095, 0.01803226, 0.01690556, 0.01588072, 0.01494854,
       0.01410062, 0.01332937, 0.01262784, 0.01198973, 0.01140931,
       0.01088137, 0.01040115, 0.00996435, 0.00956704, 0.00920565,
       0.00887693, 0.00857793, 0.00830596, 0.00805857, 0.00783355,
       0.00762888, 0.00744271, 0.00727337]), 35: array([0.00041014, 0.00044802, 0.0004858 , 0.00052347, 0.00056104,
       0.00059851, 0.00063588, 0.00067315, 0.00071032, 0.00074739,
       0.00078435, 0.00082122, 0.00085799, 0.00089466, 0.00093123,
       0.0009677 , 0.00100408, 0.00104035, 0.00107653, 0.00111261,
       0.00114859, 0.00118447, 0.00122026, 0.00125595, 0.00129155,
       0.00132705, 0.00136245, 0.00139776]), 40: array([0.00499798, 0.00504211, 0.00508624, 0.00513037, 0.00517449,
       0.00521862, 0.00526275, 0.00530687, 0.005351  , 0.00539513,
       0.00543925, 0.00548338, 0.00552751, 0.00557163, 0.00561576,
       0.00565989, 0.00570401, 0.00574814, 0.00579227, 0.00583639,
       0.00588052, 0.00592465, 0.00596878, 0.0060129 , 0.00605703,
       0.00610116, 0.00614528, 0.00618941]), 45: array([0.0011624 , 0.00120542, 0.00124844, 0.00129146, 0.00133448,
       0.0013775 , 0.00142052, 0.00146355, 0.00150657, 0.00154959,
       0.00159261, 0.00163563, 0.00167865, 0.00172167, 0.00176469,
       0.00180771, 0.00185073, 0.00189375, 0.00193677, 0.0019798 ,
       0.00202282, 0.00206584, 0.00210886, 0.00215188, 0.0021949 ,
       0.00223792, 0.00228094, 0.00232396]), 50: array([0.00026057, 0.00042643, 0.00058956, 0.00075002, 0.00090784,
       0.00106307, 0.00121574, 0.00136591, 0.00151361, 0.00165888,
       0.00180177, 0.00194231, 0.00208054, 0.0022165 , 0.00235023,
       0.00248176, 0.00261113, 0.00273837, 0.00286352, 0.00298662,
       0.00310769, 0.00322678, 0.0033439 , 0.00345911, 0.00357242,
       0.00368387, 0.00379349, 0.00390131]), 55: array([0.01599259, 0.01657134, 0.0171501 , 0.01772885, 0.01830761,
       0.01888636, 0.01946511, 0.02004387, 0.02062262, 0.02120138,
       0.02178013, 0.02235888, 0.02293764, 0.02351639, 0.02409514,
       0.0246739 , 0.02525265, 0.02583141, 0.02641016, 0.02698891,
       0.02756767, 0.02814642, 0.02872518, 0.02930393, 0.02988268,
       0.03046144, 0.03104019, 0.03161895]), 60: array([0.00093996, 0.00147456, 0.00178178, 0.00195833, 0.00205979,
       0.00211809, 0.00215159, 0.00217085, 0.00218191, 0.00218827,
       0.00219193, 0.00219403, 0.00219523, 0.00219593, 0.00219632,
       0.00219655, 0.00219669, 0.00219676, 0.0021968 , 0.00219683,
       0.00219684, 0.00219685, 0.00219686, 0.00219686, 0.00219686,
       0.00219686, 0.00219686, 0.00219686]), 65: array([0.00150234, 0.00175709, 0.00201183, 0.00226658, 0.00252133,
       0.00277607, 0.00303082, 0.00328556, 0.00354031, 0.00379505,
       0.0040498 , 0.00430454, 0.00455929, 0.00481403, 0.00506878,
       0.00532352, 0.00557827, 0.00583301, 0.00608776, 0.0063425 ,
       0.00659725, 0.00685199, 0.00710674, 0.00736149, 0.00761623,
       0.00787098, 0.00812572, 0.00838047]), 70: array([0.00036859, 0.00055931, 0.00071734, 0.00084829, 0.0009568 ,
       0.00104672, 0.00112123, 0.00118297, 0.00123413, 0.00127652,
       0.00131165, 0.00134076, 0.00136488, 0.00138487, 0.00140143,
       0.00141516, 0.00142653, 0.00143595, 0.00144376, 0.00145023,
       0.00145559, 0.00146004, 0.00146372, 0.00146677, 0.0014693 ,
       0.00147139, 0.00147313, 0.00147457]), 75: array([0.00037802, 0.00038106, 0.0003831 , 0.00038446, 0.00038537,
       0.00038598, 0.00038639, 0.00038667, 0.00038685, 0.00038698,
       0.00038706, 0.00038711, 0.00038715, 0.00038718, 0.00038719,
       0.0003872 , 0.00038721, 0.00038722, 0.00038722, 0.00038722,
       0.00038722, 0.00038722, 0.00038722, 0.00038722, 0.00038723,
       0.00038723, 0.00038723, 0.00038723]), 80: array([0.0003891 , 0.00038972, 0.00039016, 0.00039046, 0.00039067,
       0.00039082, 0.00039093, 0.000391  , 0.00039105, 0.00039109,
       0.00039111, 0.00039113, 0.00039114, 0.00039115, 0.00039116,
       0.00039116, 0.00039116, 0.00039117, 0.00039117, 0.00039117,
       0.00039117, 0.00039117, 0.00039117, 0.00039117, 0.00039117,
       0.00039117, 0.00039117, 0.00039117]), 85: array([0.00052608, 0.00053454, 0.000543  , 0.00055146, 0.00055991,
       0.00056837, 0.00057683, 0.00058529, 0.00059375, 0.0006022 ,
       0.00061066, 0.00061912, 0.00062758, 0.00063603, 0.00064449,
       0.00065295, 0.00066141, 0.00066987, 0.00067832, 0.00068678,
       0.00069524, 0.0007037 , 0.00071216, 0.00072061, 0.00072907,
       0.00073753, 0.00074599, 0.00075445]), 90: array([0.00061227, 0.00061998, 0.00062769, 0.0006354 , 0.00064311,
       0.00065082, 0.00065852, 0.00066623, 0.00067394, 0.00068165,
       0.00068936, 0.00069707, 0.00070478, 0.00071249, 0.0007202 ,
       0.00072791, 0.00073561, 0.00074332, 0.00075103, 0.00075874,
       0.00076645, 0.00077416, 0.00078187, 0.00078958, 0.00079729,
       0.000805  , 0.0008127 , 0.00082041]), 95: array([0.01068952, 0.01080189, 0.01091427, 0.01102665, 0.01113904,
       0.01125143, 0.01136383, 0.01147624, 0.01158865, 0.01170107,
       0.01181349, 0.01192592, 0.01203836, 0.0121508 , 0.01226325,
       0.0123757 , 0.01248816, 0.01260062, 0.0127131 , 0.01282557,
       0.01293806, 0.01305055, 0.01316304, 0.01327554, 0.01338805,
       0.01350056, 0.01361308, 0.01372561]), 100: array([0.01138562, 0.01111398, 0.01086164, 0.01062724, 0.01040949,
       0.01020721, 0.0100193 , 0.00984475, 0.00968259, 0.00953196,
       0.00939204, 0.00926205, 0.0091413 , 0.00902913, 0.00892494,
       0.00882814, 0.00873822, 0.0086547 , 0.0085771 , 0.00850502,
       0.00843807, 0.00837587, 0.00831809, 0.00826441, 0.00821455,
       0.00816823, 0.0081252 , 0.00808523]), 105: array([0.000266  , 0.00046843, 0.00064804, 0.00080739, 0.00094877,
       0.00107422, 0.00118551, 0.00128426, 0.00137187, 0.0014496 ,
       0.00151856, 0.00157975, 0.00163404, 0.00168221, 0.00172494,
       0.00176286, 0.0017965 , 0.00182635, 0.00185283, 0.00187632,
       0.00189717, 0.00191566, 0.00193207, 0.00194663, 0.00195955,
       0.00197101, 0.00198118, 0.0019902 ]), 110: array([0.00198314, 0.0022455 , 0.00250786, 0.00277023, 0.00303259,
       0.00329495, 0.00355731, 0.00381967, 0.00408203, 0.00434439,
       0.00460675, 0.00486911, 0.00513148, 0.00539384, 0.0056562 ,
       0.00591856, 0.00618092, 0.00644328, 0.00670564, 0.006968  ,
       0.00723036, 0.00749273, 0.00775509, 0.00801745, 0.00827981,
       0.00854217, 0.00880453, 0.00906689]), 115: array([0.00028437, 0.00028639, 0.0002874 , 0.0002879 , 0.00028816,
       0.00028828, 0.00028834, 0.00028838, 0.00028839, 0.0002884 ,
       0.0002884 , 0.00028841, 0.00028841, 0.00028841, 0.00028841,
       0.00028841, 0.00028841, 0.00028841, 0.00028841, 0.00028841,
       0.00028841, 0.00028841, 0.00028841, 0.00028841, 0.00028841,
       0.00028841, 0.00028841, 0.00028841]), 120: array([0.00137418, 0.00107756, 0.00089776, 0.00078877, 0.00072271,
       0.00068266, 0.00065839, 0.00064368, 0.00063476, 0.00062935,
       0.00062607, 0.00062409, 0.00062288, 0.00062215, 0.00062171,
       0.00062144, 0.00062128, 0.00062118, 0.00062112, 0.00062108,
       0.00062106, 0.00062105, 0.00062104, 0.00062104, 0.00062103,
       0.00062103, 0.00062103, 0.00062103]), 125: array([0.00074669, 0.00074159, 0.00073903, 0.00073776, 0.00073712,
       0.0007368 , 0.00073664, 0.00073656, 0.00073652, 0.0007365 ,
       0.00073649, 0.00073649, 0.00073648, 0.00073648, 0.00073648,
       0.00073648, 0.00073648, 0.00073648, 0.00073648, 0.00073648,
       0.00073648, 0.00073648, 0.00073648, 0.00073648, 0.00073648,
       0.00073648, 0.00073648, 0.00073648]), 130: array([0.00028259, 0.00032941, 0.00037624, 0.00042306, 0.00046988,
       0.00051671, 0.00056353, 0.00061036, 0.00065718, 0.000704  ,
       0.00075083, 0.00079765, 0.00084447, 0.0008913 , 0.00093812,
       0.00098495, 0.00103177, 0.00107859, 0.00112542, 0.00117224,
       0.00121906, 0.00126589, 0.00131271, 0.00135954, 0.00140636,
       0.00145318, 0.00150001, 0.00154683]), 135: array([0.02533918, 0.02543596, 0.02553272, 0.02562947, 0.02572621,
       0.02582293, 0.02591964, 0.02601634, 0.02611302, 0.02620968,
       0.02630634, 0.02640297, 0.0264996 , 0.02659621, 0.0266928 ,
       0.02678938, 0.02688595, 0.0269825 , 0.02707904, 0.02717557,
       0.02727208, 0.02736857, 0.02746506, 0.02756152, 0.02765798,
       0.02775442, 0.02785084, 0.02794725]), 140: array([0.05366468, 0.05380263, 0.05394057, 0.05407852, 0.05421646,
       0.05435441, 0.05449235, 0.0546303 , 0.05476824, 0.05490619,
       0.05504413, 0.05518208, 0.05532002, 0.05545797, 0.05559591,
       0.05573386, 0.0558718 , 0.05600975, 0.05614769, 0.05628564,
       0.05642358, 0.05656153, 0.05669947, 0.05683742, 0.05697536,
       0.05711331, 0.05725126, 0.0573892 ]), 145: array([0.00084865, 0.00104758, 0.00124616, 0.00144439, 0.00164228,
       0.00183982, 0.00203701, 0.00223386, 0.00243037, 0.00262653,
       0.00282235, 0.00301783, 0.00321296, 0.00340776, 0.00360221,
       0.00379632, 0.0039901 , 0.00418353, 0.00437663, 0.00456939,
       0.00476181, 0.0049539 , 0.00514565, 0.00533707, 0.00552815,
       0.00571889, 0.00590931, 0.00609939]), 150: array([0.00016295, 0.00018788, 0.00021281, 0.00023774, 0.00026267,
       0.00028759, 0.00031252, 0.00033745, 0.00036238, 0.00038731,
       0.00041224, 0.00043717, 0.0004621 , 0.00048703, 0.00051196,
       0.00053688, 0.00056181, 0.00058674, 0.00061167, 0.0006366 ,
       0.00066153, 0.00068646, 0.00071139, 0.00073632, 0.00076125,
       0.00078617, 0.0008111 , 0.00083603]), 155: array([0.00036484, 0.00039146, 0.00041542, 0.00043698, 0.00045639,
       0.00047385, 0.00048957, 0.00050372, 0.00051645, 0.00052791,
       0.00053822, 0.0005475 , 0.00055585, 0.00056337, 0.00057014,
       0.00057622, 0.0005817 , 0.00058664, 0.00059107, 0.00059507,
       0.00059866, 0.0006019 , 0.00060481, 0.00060743, 0.00060979,
       0.00061191, 0.00061382, 0.00061554]), 160: array([0.00061607, 0.00045904, 0.00041024, 0.00039507, 0.00039036,
       0.00038889, 0.00038843, 0.00038829, 0.00038825, 0.00038824,
       0.00038823, 0.00038823, 0.00038823, 0.00038823, 0.00038823,
       0.00038823, 0.00038823, 0.00038823, 0.00038823, 0.00038823,
       0.00038823, 0.00038823, 0.00038823, 0.00038823, 0.00038823,
       0.00038823, 0.00038823, 0.00038823]), 165: array([0.00030739, 0.00035744, 0.00040349, 0.00044585, 0.00048481,
       0.00052066, 0.00055363, 0.00058396, 0.00061186, 0.00063752,
       0.00066113, 0.00068285, 0.00070283, 0.00072121, 0.00073811,
       0.00075366, 0.00076797, 0.00078113, 0.00079323, 0.00080437,
       0.00081461, 0.00082403, 0.0008327 , 0.00084067, 0.00084801,
       0.00085475, 0.00086096, 0.00086667]), 170: array([0.00017053, 0.000189  , 0.0002045 , 0.0002175 , 0.0002284 ,
       0.00023755, 0.00024522, 0.00025166, 0.00025706, 0.00026159,
       0.00026539, 0.00026858, 0.00027125, 0.0002735 , 0.00027538,
       0.00027696, 0.00027828, 0.00027939, 0.00028033, 0.00028111,
       0.00028176, 0.00028231, 0.00028278, 0.00028316, 0.00028349,
       0.00028376, 0.00028399, 0.00028418]), 175: array([0.00090991, 0.00097666, 0.00104342, 0.00111018, 0.00117694,
       0.0012437 , 0.00131045, 0.00137721, 0.00144397, 0.00151073,
       0.00157749, 0.00164425, 0.001711  , 0.00177776, 0.00184452,
       0.00191128, 0.00197804, 0.0020448 , 0.00211155, 0.00217831,
       0.00224507, 0.00231183, 0.00237859, 0.00244535, 0.0025121 ,
       0.00257886, 0.00264562, 0.00271238]), 180: array([0.00052901, 0.00051867, 0.00051148, 0.00050647, 0.00050299,
       0.00050056, 0.00049888, 0.0004977 , 0.00049688, 0.00049632,
       0.00049592, 0.00049565, 0.00049545, 0.00049532, 0.00049523,
       0.00049516, 0.00049512, 0.00049509, 0.00049506, 0.00049505,
       0.00049504, 0.00049503, 0.00049503, 0.00049502, 0.00049502,
       0.00049502, 0.00049502, 0.00049502]), 185: array([0.00019169, 0.00025171, 0.00028662, 0.00030692, 0.00031873,
       0.0003256 , 0.00032959, 0.00033192, 0.00033327, 0.00033405,
       0.00033451, 0.00033477, 0.00033493, 0.00033502, 0.00033507,
       0.0003351 , 0.00033512, 0.00033513, 0.00033514, 0.00033514,
       0.00033514, 0.00033514, 0.00033514, 0.00033514, 0.00033514,
       0.00033514, 0.00033514, 0.00033514]), 190: array([0.00025853, 0.00035562, 0.00039245, 0.00040642, 0.00041172,
       0.00041373, 0.0004145 , 0.00041479, 0.0004149 , 0.00041494,
       0.00041495, 0.00041496, 0.00041496, 0.00041496, 0.00041496,
       0.00041496, 0.00041496, 0.00041496, 0.00041496, 0.00041496,
       0.00041496, 0.00041496, 0.00041496, 0.00041496, 0.00041496,
       0.00041496, 0.00041496, 0.00041496]), 195: array([9.87394235e-05, 1.96056021e-04, 2.93372618e-04, 3.90689215e-04,
       4.88005812e-04, 5.85322410e-04, 6.82639007e-04, 7.79955604e-04,
       8.77272201e-04, 9.74588798e-04, 1.07190540e-03, 1.16922199e-03,
       1.26653859e-03, 1.36385519e-03, 1.46117178e-03, 1.55848838e-03,
       1.65580498e-03, 1.75312158e-03, 1.85043817e-03, 1.94775477e-03,
       2.04507137e-03, 2.14238796e-03, 2.23970456e-03, 2.33702116e-03,
       2.43433776e-03, 2.53165435e-03, 2.62897095e-03, 2.72628755e-03]), 200: array([0.001007  , 0.0010253 , 0.0010436 , 0.00106189, 0.00108018,
       0.00109848, 0.00111677, 0.00113506, 0.00115336, 0.00117165,
       0.00118994, 0.00120823, 0.00122652, 0.00124481, 0.00126309,
       0.00128138, 0.00129967, 0.00131795, 0.00133624, 0.00135452,
       0.00137281, 0.00139109, 0.00140937, 0.00142765, 0.00144593,
       0.00146421, 0.00148249, 0.00150077]), 205: array([0.0149602 , 0.0152054 , 0.01545061, 0.01569581, 0.01594102,
       0.01618622, 0.01643143, 0.01667663, 0.01692183, 0.01716704,
       0.01741224, 0.01765745, 0.01790265, 0.01814786, 0.01839306,
       0.01863827, 0.01888347, 0.01912867, 0.01937388, 0.01961908,
       0.01986429, 0.02010949, 0.02035469, 0.0205999 , 0.0208451 ,
       0.02109031, 0.02133551, 0.02158071]), 210: array([0.00011137, 0.00012006, 0.00012875, 0.00013743, 0.00014612,
       0.0001548 , 0.00016349, 0.00017218, 0.00018086, 0.00018955,
       0.00019823, 0.00020692, 0.00021561, 0.00022429, 0.00023298,
       0.00024166, 0.00025035, 0.00025903, 0.00026772, 0.00027641,
       0.00028509, 0.00029378, 0.00030246, 0.00031115, 0.00031983,
       0.00032852, 0.00033721, 0.00034589]), 215: array([0.00022495, 0.00023523, 0.00023932, 0.00024095, 0.00024159,
       0.00024185, 0.00024195, 0.000242  , 0.00024201, 0.00024202,
       0.00024202, 0.00024202, 0.00024202, 0.00024202, 0.00024202,
       0.00024202, 0.00024202, 0.00024202, 0.00024202, 0.00024202,
       0.00024202, 0.00024202, 0.00024202, 0.00024202, 0.00024202,
       0.00024202, 0.00024202, 0.00024202]), 220: array([5.84303706e-05, 5.88472679e-05, 5.91390951e-05, 5.93433736e-05,
       5.94863681e-05, 5.95864640e-05, 5.96565309e-05, 5.97055776e-05,
       5.97399102e-05, 5.97639429e-05, 5.97807658e-05, 5.97925418e-05,
       5.98007849e-05, 5.98065551e-05, 5.98105943e-05, 5.98134216e-05,
       5.98154008e-05, 5.98167862e-05, 5.98177560e-05, 5.98184348e-05,
       5.98189100e-05, 5.98192427e-05, 5.98194755e-05, 5.98196385e-05,
       5.98197526e-05, 5.98198324e-05, 5.98198883e-05, 5.98199275e-05]), 225: array([0.00022141, 0.00024476, 0.0002681 , 0.00029144, 0.00031478,
       0.00033812, 0.00036146, 0.0003848 , 0.00040814, 0.00043148,
       0.00045483, 0.00047817, 0.00050151, 0.00052485, 0.00054819,
       0.00057153, 0.00059487, 0.00061821, 0.00064155, 0.0006649 ,
       0.00068824, 0.00071158, 0.00073492, 0.00075826, 0.0007816 ,
       0.00080494, 0.00082828, 0.00085162]), 230: array([0.00070364, 0.00072853, 0.00075342, 0.00077831, 0.0008032 ,
       0.0008281 , 0.00085299, 0.00087788, 0.00090277, 0.00092766,
       0.00095255, 0.00097745, 0.00100234, 0.00102723, 0.00105212,
       0.00107701, 0.0011019 , 0.00112679, 0.00115169, 0.00117658,
       0.00120147, 0.00122636, 0.00125125, 0.00127614, 0.00130104,
       0.00132593, 0.00135082, 0.00137571]), 235: array([0.00082427, 0.00065423, 0.00054486, 0.00047451, 0.00042926,
       0.00040015, 0.00038143, 0.00036939, 0.00036164, 0.00035666,
       0.00035345, 0.00035139, 0.00035006, 0.00034921, 0.00034866,
       0.00034831, 0.00034808, 0.00034794, 0.00034784, 0.00034778,
       0.00034774, 0.00034772, 0.0003477 , 0.00034769, 0.00034768,
       0.00034768, 0.00034768, 0.00034768]), 240: array([0.00024174, 0.00030307, 0.00033076, 0.00034326, 0.0003489 ,
       0.00035145, 0.0003526 , 0.00035312, 0.00035335, 0.00035346,
       0.00035351, 0.00035353, 0.00035354, 0.00035354, 0.00035354,
       0.00035355, 0.00035355, 0.00035355, 0.00035355, 0.00035355,
       0.00035355, 0.00035355, 0.00035355, 0.00035355, 0.00035355,
       0.00035355, 0.00035355, 0.00035355]), 245: array([0.00020649, 0.00020568, 0.00020527, 0.00020507, 0.00020497,
       0.00020492, 0.00020489, 0.00020488, 0.00020487, 0.00020487,
       0.00020487, 0.00020487, 0.00020487, 0.00020487, 0.00020487,
       0.00020487, 0.00020487, 0.00020487, 0.00020487, 0.00020487,
       0.00020487, 0.00020487, 0.00020487, 0.00020487, 0.00020487,
       0.00020487, 0.00020487, 0.00020487]), 250: array([0.0001293, 0.0001293, 0.0001293, 0.0001293, 0.0001293, 0.0001293,
       0.0001293, 0.0001293, 0.0001293, 0.0001293, 0.0001293, 0.0001293,
       0.0001293, 0.0001293, 0.0001293, 0.0001293, 0.0001293, 0.0001293,
       0.0001293, 0.0001293, 0.0001293, 0.0001293, 0.0001293, 0.0001293,
       0.0001293, 0.0001293, 0.0001293, 0.0001293]), 255: array([8.84300120e-05, 8.75565459e-05, 8.71198109e-05, 8.69014425e-05,
       8.67922579e-05, 8.67376653e-05, 8.67103689e-05, 8.66967206e-05,
       8.66898965e-05, 8.66864844e-05, 8.66847783e-05, 8.66839253e-05,
       8.66834988e-05, 8.66832855e-05, 8.66831789e-05, 8.66831256e-05,
       8.66830989e-05, 8.66830856e-05, 8.66830789e-05, 8.66830756e-05,
       8.66830739e-05, 8.66830731e-05, 8.66830727e-05, 8.66830725e-05,
       8.66830724e-05, 8.66830723e-05, 8.66830723e-05, 8.66830723e-05]), 260: array([0.01886108, 0.01897363, 0.01908618, 0.01919873, 0.01931128,
       0.01942383, 0.01953638, 0.01964893, 0.01976148, 0.01987402,
       0.01998657, 0.02009912, 0.02021167, 0.02032422, 0.02043677,
       0.02054932, 0.02066187, 0.02077442, 0.02088697, 0.02099951,
       0.02111206, 0.02122461, 0.02133716, 0.02144971, 0.02156226,
       0.02167481, 0.02178736, 0.02189991]), 265: array([0.02517149, 0.02532924, 0.025487  , 0.02564475, 0.02580251,
       0.02596027, 0.02611802, 0.02627578, 0.02643353, 0.02659129,
       0.02674904, 0.0269068 , 0.02706456, 0.02722231, 0.02738007,
       0.02753782, 0.02769558, 0.02785333, 0.02801109, 0.02816885,
       0.0283266 , 0.02848436, 0.02864211, 0.02879987, 0.02895763,
       0.02911538, 0.02927314, 0.02943089]), 270: array([0.00018349, 0.00026649, 0.0003495 , 0.0004325 , 0.0005155 ,
       0.0005985 , 0.0006815 , 0.0007645 , 0.00084751, 0.00093051,
       0.00101351, 0.00109651, 0.00117951, 0.00126252, 0.00134552,
       0.00142852, 0.00151152, 0.00159452, 0.00167752, 0.00176053,
       0.00184353, 0.00192653, 0.00200953, 0.00209253, 0.00217554,
       0.00225854, 0.00234154, 0.00242454]), 275: array([0.00125252, 0.00149611, 0.0017397 , 0.00198329, 0.00222688,
       0.00247046, 0.00271405, 0.00295764, 0.00320123, 0.00344482,
       0.00368841, 0.003932  , 0.00417559, 0.00441918, 0.00466277,
       0.00490636, 0.00514994, 0.00539353, 0.00563712, 0.00588071,
       0.0061243 , 0.00636789, 0.00661148, 0.00685507, 0.00709866,
       0.00734225, 0.00758583, 0.00782942]), 280: array([0.00309711, 0.00263169, 0.00228893, 0.0020365 , 0.00185061,
       0.0017137 , 0.00161288, 0.00153863, 0.00148395, 0.00144368,
       0.00141403, 0.00139218, 0.0013761 , 0.00136426, 0.00135553,
       0.00134911, 0.00134438, 0.00134089, 0.00133833, 0.00133644,
       0.00133504, 0.00133402, 0.00133326, 0.00133271, 0.0013323 ,
       0.001332  , 0.00133178, 0.00133161]), 285: array([0.0006858 , 0.00084695, 0.00100811, 0.00116926, 0.00133041,
       0.00149157, 0.00165272, 0.00181387, 0.00197503, 0.00213618,
       0.00229733, 0.00245849, 0.00261964, 0.00278079, 0.00294195,
       0.0031031 , 0.00326425, 0.00342541, 0.00358656, 0.00374771,
       0.00390886, 0.00407002, 0.00423117, 0.00439232, 0.00455348,
       0.00471463, 0.00487578, 0.00503694]), 290: array([0.00035698, 0.00035755, 0.00035807, 0.00035853, 0.00035895,
       0.00035933, 0.00035967, 0.00035998, 0.00036025, 0.0003605 ,
       0.00036072, 0.00036092, 0.0003611 , 0.00036126, 0.00036141,
       0.00036154, 0.00036166, 0.00036177, 0.00036186, 0.00036195,
       0.00036203, 0.0003621 , 0.00036216, 0.00036222, 0.00036227,
       0.00036231, 0.00036235, 0.00036239]), 295: array([0.00015129, 0.0001712 , 0.00018513, 0.00019489, 0.00020172,
       0.0002065 , 0.00020984, 0.00021218, 0.00021382, 0.00021497,
       0.00021577, 0.00021634, 0.00021673, 0.00021701, 0.0002172 ,
       0.00021733, 0.00021743, 0.00021749, 0.00021754, 0.00021757,
       0.0002176 , 0.00021761, 0.00021762, 0.00021763, 0.00021764,
       0.00021764, 0.00021764, 0.00021764]), 300: array([0.00032577, 0.00029892, 0.00028013, 0.00026697, 0.00025777,
       0.00025132, 0.00024681, 0.00024365, 0.00024144, 0.00023989,
       0.00023881, 0.00023805, 0.00023752, 0.00023715, 0.00023689,
       0.0002367 , 0.00023658, 0.00023649, 0.00023643, 0.00023638,
       0.00023635, 0.00023633, 0.00023631, 0.0002363 , 0.0002363 ,
       0.00023629, 0.00023629, 0.00023629]), 305: array([0.00517642, 0.00525881, 0.00534121, 0.00542361, 0.005506  ,
       0.0055884 , 0.0056708 , 0.00575319, 0.00583559, 0.00591799,
       0.00600038, 0.00608278, 0.00616518, 0.00624757, 0.00632997,
       0.00641236, 0.00649476, 0.00657716, 0.00665955, 0.00674195,
       0.00682435, 0.00690674, 0.00698914, 0.00707154, 0.00715393,
       0.00723633, 0.00731873, 0.00740112]), 310: array([0.00153319, 0.00137688, 0.00129872, 0.00125964, 0.0012401 ,
       0.00123033, 0.00122545, 0.001223  , 0.00122178, 0.00122117,
       0.00122087, 0.00122071, 0.00122064, 0.0012206 , 0.00122058,
       0.00122057, 0.00122056, 0.00122056, 0.00122056, 0.00122056,
       0.00122056, 0.00122056, 0.00122056, 0.00122056, 0.00122056,
       0.00122056, 0.00122056, 0.00122056]), 315: array([0.00095602, 0.00097001, 0.00097831, 0.00098324, 0.00098615,
       0.00098789, 0.00098891, 0.00098952, 0.00098988, 0.0009901 ,
       0.00099022, 0.0009903 , 0.00099034, 0.00099037, 0.00099038,
       0.00099039, 0.0009904 , 0.0009904 , 0.0009904 , 0.00099041,
       0.00099041, 0.00099041, 0.00099041, 0.00099041, 0.00099041,
       0.00099041, 0.00099041, 0.00099041]), 320: array([0.00099769, 0.00101564, 0.00103359, 0.00105153, 0.00106948,
       0.00108743, 0.00110538, 0.00112333, 0.00114128, 0.00115922,
       0.00117717, 0.00119512, 0.00121307, 0.00123102, 0.00124896,
       0.00126691, 0.00128486, 0.00130281, 0.00132076, 0.00133871,
       0.00135665, 0.0013746 , 0.00139255, 0.0014105 , 0.00142845,
       0.0014464 , 0.00146434, 0.00148229]), 325: array([0.00307713, 0.00318511, 0.00329308, 0.00340106, 0.00350903,
       0.00361701, 0.00372498, 0.00383296, 0.00394093, 0.00404891,
       0.00415688, 0.00426486, 0.00437283, 0.00448081, 0.00458878,
       0.00469676, 0.00480473, 0.00491271, 0.00502068, 0.00512866,
       0.00523663, 0.00534461, 0.00545258, 0.00556056, 0.00566853,
       0.00577651, 0.00588448, 0.00599246]), 330: array([0.00191926, 0.00177104, 0.0016908 , 0.00164737, 0.00162385,
       0.00161112, 0.00160423, 0.0016005 , 0.00159848, 0.00159738,
       0.00159679, 0.00159647, 0.0015963 , 0.0015962 , 0.00159615,
       0.00159612, 0.00159611, 0.0015961 , 0.0015961 , 0.0015961 ,
       0.00159609, 0.00159609, 0.00159609, 0.00159609, 0.00159609,
       0.00159609, 0.00159609, 0.00159609]), 335: array([0.00087202, 0.0009676 , 0.00104392, 0.00110484, 0.00115349,
       0.00119233, 0.00122335, 0.00124811, 0.00126787, 0.00128366,
       0.00129626, 0.00130632, 0.00131436, 0.00132077, 0.00132589,
       0.00132998, 0.00133325, 0.00133585, 0.00133793, 0.0013396 ,
       0.00134092, 0.00134198, 0.00134283, 0.0013435 , 0.00134404,
       0.00134447, 0.00134482, 0.00134509]), 340: array([0.00011234, 0.00014037, 0.00016108, 0.00017638, 0.00018768,
       0.00019602, 0.00020219, 0.00020674, 0.00021011, 0.0002126 ,
       0.00021443, 0.00021579, 0.00021679, 0.00021753, 0.00021808,
       0.00021848, 0.00021878, 0.000219  , 0.00021916, 0.00021928,
       0.00021937, 0.00021944, 0.00021949, 0.00021952, 0.00021955,
       0.00021957, 0.00021958, 0.00021959]), 345: array([0.00039036, 0.00044379, 0.00049722, 0.00055064, 0.00060407,
       0.0006575 , 0.00071093, 0.00076435, 0.00081778, 0.00087121,
       0.00092464, 0.00097806, 0.00103149, 0.00108492, 0.00113834,
       0.00119177, 0.0012452 , 0.00129863, 0.00135205, 0.00140548,
       0.00145891, 0.00151234, 0.00156576, 0.00161919, 0.00167262,
       0.00172605, 0.00177947, 0.0018329 ]), 350: array([4.30694841e-05, 6.56387475e-05, 8.82080110e-05, 1.10777274e-04,
       1.33346538e-04, 1.55915801e-04, 1.78485065e-04, 2.01054329e-04,
       2.23623592e-04, 2.46192856e-04, 2.68762119e-04, 2.91331383e-04,
       3.13900646e-04, 3.36469910e-04, 3.59039173e-04, 3.81608437e-04,
       4.04177700e-04, 4.26746964e-04, 4.49316228e-04, 4.71885491e-04,
       4.94454755e-04, 5.17024019e-04, 5.39593282e-04, 5.62162546e-04,
       5.84731809e-04, 6.07301073e-04, 6.29870337e-04, 6.52439600e-04]), 355: array([0.01348069, 0.01382455, 0.01416842, 0.01451229, 0.01485616,
       0.01520003, 0.01554389, 0.01588776, 0.01623163, 0.0165755 ,
       0.01691937, 0.01726323, 0.0176071 , 0.01795097, 0.01829484,
       0.01863871, 0.01898257, 0.01932644, 0.01967031, 0.02001418,
       0.02035805, 0.02070191, 0.02104578, 0.02138965, 0.02173352,
       0.02207739, 0.02242125, 0.02276512]), 360: array([0.08038486, 0.0801746 , 0.07996744, 0.07976332, 0.07956219,
       0.07936401, 0.07916874, 0.07897634, 0.07878676, 0.07859996,
       0.0784159 , 0.07823455, 0.07805585, 0.07787978, 0.0777063 ,
       0.07753535, 0.07736692, 0.07720096, 0.07703744, 0.07687631,
       0.07671755, 0.07656112, 0.07640698, 0.07625511, 0.07610546,
       0.07595802, 0.07581273, 0.07566958]), 365: array([2.96394502e-06, 2.96406611e-06, 2.96418720e-06, 2.96430829e-06,
       2.96442938e-06, 2.96455047e-06, 2.96467156e-06, 2.96479265e-06,
       2.96491373e-06, 2.96503482e-06, 2.96515591e-06, 2.96527700e-06,
       2.96539809e-06, 2.96551918e-06, 2.96564027e-06, 2.96576136e-06,
       2.96588245e-06, 2.96600354e-06, 2.96612462e-06, 2.96624571e-06,
       2.96636680e-06, 2.96648789e-06, 2.96660898e-06, 2.96673007e-06,
       2.96685116e-06, 2.96697225e-06, 2.96709334e-06, 2.96721443e-06]), 370: array([0.00049725, 0.00075106, 0.00100486, 0.00125867, 0.00151249,
       0.0017663 , 0.00202011, 0.00227392, 0.00252773, 0.00278154,
       0.00303535, 0.00328917, 0.00354298, 0.00379679, 0.0040506 ,
       0.00430442, 0.00455823, 0.00481205, 0.00506586, 0.00531968,
       0.00557349, 0.00582731, 0.00608112, 0.00633494, 0.00658875,
       0.00684257, 0.00709639, 0.00735021]), 375: array([0.00161154, 0.00181082, 0.00201009, 0.00220937, 0.00240865,
       0.00260792, 0.0028072 , 0.00300648, 0.00320575, 0.00340503,
       0.00360431, 0.00380358, 0.00400286, 0.00420214, 0.00440141,
       0.00460069, 0.00479997, 0.00499924, 0.00519852, 0.0053978 ,
       0.00559707, 0.00579635, 0.00599563, 0.0061949 , 0.00639418,
       0.00659346, 0.00679273, 0.00699201]), 380: array([0.00245195, 0.0025337 , 0.00261545, 0.00269719, 0.00277894,
       0.00286068, 0.00294243, 0.00302417, 0.00310592, 0.00318766,
       0.00326941, 0.00335115, 0.0034329 , 0.00351464, 0.00359639,
       0.00367813, 0.00375988, 0.00384162, 0.00392337, 0.00400511,
       0.00408686, 0.00416861, 0.00425035, 0.0043321 , 0.00441384,
       0.00449559, 0.00457733, 0.00465908]), 385: array([0.00437606, 0.004452  , 0.00452795, 0.0046039 , 0.00467984,
       0.00475579, 0.00483173, 0.00490768, 0.00498363, 0.00505957,
       0.00513552, 0.00521146, 0.00528741, 0.00536336, 0.0054393 ,
       0.00551525, 0.00559119, 0.00566714, 0.00574308, 0.00581903,
       0.00589498, 0.00597092, 0.00604687, 0.00612281, 0.00619876,
       0.00627471, 0.00635065, 0.0064266 ]), 390: array([0.00043047, 0.00074083, 0.00098206, 0.00116958, 0.00131534,
       0.00142863, 0.0015167 , 0.00158515, 0.00163836, 0.00167972,
       0.00171187, 0.00173686, 0.00175629, 0.00177139, 0.00178312,
       0.00179225, 0.00179934, 0.00180485, 0.00180913, 0.00181246,
       0.00181505, 0.00181706, 0.00181863, 0.00181984, 0.00182079,
       0.00182152, 0.00182209, 0.00182254]), 395: array([2.69672140e-05, 2.69680798e-05, 2.69689457e-05, 2.69698115e-05,
       2.69706774e-05, 2.69715433e-05, 2.69724093e-05, 2.69732753e-05,
       2.69741413e-05, 2.69750073e-05, 2.69758734e-05, 2.69767394e-05,
       2.69776055e-05, 2.69784717e-05, 2.69793379e-05, 2.69802040e-05,
       2.69810703e-05, 2.69819365e-05, 2.69828028e-05, 2.69836691e-05,
       2.69845354e-05, 2.69854018e-05, 2.69862682e-05, 2.69871346e-05,
       2.69880010e-05, 2.69888675e-05, 2.69897340e-05, 2.69906005e-05]), 400: array([0.00025461, 0.00031861, 0.00037578, 0.00042686, 0.00047248,
       0.00051325, 0.00054966, 0.00058219, 0.00061125, 0.00063721,
       0.00066041, 0.00068113, 0.00069964, 0.00071617, 0.00073095,
       0.00074414, 0.00075593, 0.00076646, 0.00077587, 0.00078428,
       0.00079179, 0.00079849, 0.00080449, 0.00080984, 0.00081462,
       0.0008189 , 0.00082271, 0.00082612]), 405: array([0.00012986, 0.00023307, 0.00033628, 0.00043949, 0.0005427 ,
       0.00064591, 0.00074912, 0.00085233, 0.00095554, 0.00105875,
       0.00116196, 0.00126517, 0.00136838, 0.00147159, 0.0015748 ,
       0.00167801, 0.00178122, 0.00188443, 0.00198764, 0.00209084,
       0.00219405, 0.00229726, 0.00240047, 0.00250368, 0.00260689,
       0.0027101 , 0.00281331, 0.00291652]), 410: array([0.01211631, 0.01236662, 0.01261694, 0.01286726, 0.01311758,
       0.01336789, 0.01361821, 0.01386853, 0.01411884, 0.01436916,
       0.01461948, 0.01486979, 0.01512011, 0.01537042, 0.01562074,
       0.01587105, 0.01612136, 0.01637168, 0.01662199, 0.0168723 ,
       0.01712262, 0.01737293, 0.01762324, 0.01787355, 0.01812387,
       0.01837418, 0.01862449, 0.0188748 ]), 415: array([0.02018446, 0.02063623, 0.021088  , 0.02153977, 0.02199153,
       0.0224433 , 0.02289507, 0.02334684, 0.02379861, 0.02425037,
       0.02470214, 0.02515391, 0.02560568, 0.02605745, 0.02650921,
       0.02696098, 0.02741275, 0.02786452, 0.02831629, 0.02876805,
       0.02921982, 0.02967159, 0.03012336, 0.03057513, 0.03102689,
       0.03147866, 0.03193043, 0.0323822 ]), 420: array([0.07119129, 0.07188259, 0.07257388, 0.07326518, 0.07395647,
       0.07464777, 0.07533906, 0.07603035, 0.07672165, 0.07741294,
       0.07810424, 0.07879553, 0.07948683, 0.08017812, 0.08086941,
       0.08156071, 0.082252  , 0.0829433 , 0.08363459, 0.08432588,
       0.08501718, 0.08570847, 0.08639977, 0.08709106, 0.08778236,
       0.08847365, 0.08916494, 0.08985624]), 425: array([0.04821724, 0.04868186, 0.04914648, 0.0496111 , 0.05007572,
       0.05054034, 0.05100496, 0.05146957, 0.05193419, 0.05239881,
       0.05286343, 0.05332804, 0.05379266, 0.05425728, 0.0547219 ,
       0.05518651, 0.05565113, 0.05611574, 0.05658036, 0.05704498,
       0.05750959, 0.05797421, 0.05843882, 0.05890344, 0.05936805,
       0.05983266, 0.06029728, 0.06076189]), 430: array([3.65953417e-05, 5.61096869e-05, 6.87750715e-05, 7.69952791e-05,
       8.23304360e-05, 8.57931098e-05, 8.80404871e-05, 8.94991012e-05,
       9.04457847e-05, 9.10602101e-05, 9.14589903e-05, 9.17178104e-05,
       9.18857923e-05, 9.19948175e-05, 9.20655780e-05, 9.21115037e-05,
       9.21413108e-05, 9.21606565e-05, 9.21732125e-05, 9.21813616e-05,
       9.21866507e-05, 9.21900834e-05, 9.21923114e-05, 9.21937574e-05,
       9.21946959e-05, 9.21953050e-05, 9.21957003e-05, 9.21959569e-05]), 435: array([6.22259644e-05, 1.07872011e-04, 1.43843619e-04, 1.72191235e-04,
       1.94530723e-04, 2.12135474e-04, 2.26008991e-04, 2.36942089e-04,
       2.45557975e-04, 2.52347769e-04, 2.57698502e-04, 2.61915176e-04,
       2.65238148e-04, 2.67856833e-04, 2.69920502e-04, 2.71546787e-04,
       2.72828390e-04, 2.73838363e-04, 2.74634278e-04, 2.75261503e-04,
       2.75755791e-04, 2.76145318e-04, 2.76452286e-04, 2.76694194e-04,
       2.76884831e-04, 2.77035063e-04, 2.77153454e-04, 2.77246753e-04]), 440: array([1.41345566e-04, 1.16681403e-04, 1.04348960e-04, 9.81825580e-05,
       9.50992666e-05, 9.35575758e-05, 9.27867078e-05, 9.24012625e-05,
       9.22085342e-05, 9.21121672e-05, 9.20639823e-05, 9.20398892e-05,
       9.20278422e-05, 9.20218186e-05, 9.20188067e-05, 9.20173007e-05,
       9.20165477e-05, 9.20161711e-05, 9.20159829e-05, 9.20158887e-05,
       9.20158417e-05, 9.20158181e-05, 9.20158064e-05, 9.20158005e-05,
       9.20157975e-05, 9.20157961e-05, 9.20157953e-05, 9.20157950e-05]), 445: array([0.00262988, 0.0019083 , 0.00140872, 0.00106283, 0.00082336,
       0.00065756, 0.00054277, 0.0004633 , 0.00040827, 0.00037017,
       0.0003438 , 0.00032554, 0.00031289, 0.00030414, 0.00029808,
       0.00029388, 0.00029098, 0.00028897, 0.00028757, 0.00028661,
       0.00028594, 0.00028548, 0.00028516, 0.00028494, 0.00028479,
       0.00028468, 0.00028461, 0.00028456]), 450: array([0.00048941, 0.00054493, 0.00060045, 0.00065598, 0.0007115 ,
       0.00076702, 0.00082254, 0.00087807, 0.00093359, 0.00098911,
       0.00104463, 0.00110016, 0.00115568, 0.0012112 , 0.00126672,
       0.00132225, 0.00137777, 0.00143329, 0.00148881, 0.00154434,
       0.00159986, 0.00165538, 0.0017109 , 0.00176643, 0.00182195,
       0.00187747, 0.00193299, 0.00198852]), 455: array([0.00024832, 0.00031278, 0.0003465 , 0.00036414, 0.00037336,
       0.00037819, 0.00038071, 0.00038203, 0.00038272, 0.00038308,
       0.00038327, 0.00038337, 0.00038342, 0.00038345, 0.00038346,
       0.00038347, 0.00038347, 0.00038348, 0.00038348, 0.00038348,
       0.00038348, 0.00038348, 0.00038348, 0.00038348, 0.00038348,
       0.00038348, 0.00038348, 0.00038348]), 460: array([0.00108619, 0.00114683, 0.00120747, 0.0012681 , 0.00132874,
       0.00138938, 0.00145001, 0.00151065, 0.00157129, 0.00163193,
       0.00169256, 0.0017532 , 0.00181384, 0.00187447, 0.00193511,
       0.00199575, 0.00205638, 0.00211702, 0.00217766, 0.0022383 ,
       0.00229893, 0.00235957, 0.00242021, 0.00248084, 0.00254148,
       0.00260212, 0.00266275, 0.00272339]), 465: array([0.00056285, 0.00061294, 0.000663  , 0.00071304, 0.00076305,
       0.00081303, 0.000863  , 0.00091293, 0.00096284, 0.00101273,
       0.00106259, 0.00111243, 0.00116224, 0.00121203, 0.0012618 ,
       0.00131153, 0.00136125, 0.00141094, 0.0014606 , 0.00151024,
       0.00155986, 0.00160945, 0.00165901, 0.00170855, 0.00175807,
       0.00180756, 0.00185703, 0.00190647]), 470: array([0.00050141, 0.00050072, 0.00050038, 0.00050021, 0.00050013,
       0.00050009, 0.00050006, 0.00050005, 0.00050005, 0.00050005,
       0.00050004, 0.00050004, 0.00050004, 0.00050004, 0.00050004,
       0.00050004, 0.00050004, 0.00050004, 0.00050004, 0.00050004,
       0.00050004, 0.00050004, 0.00050004, 0.00050004, 0.00050004,
       0.00050004, 0.00050004, 0.00050004]), 475: array([0.0001694 , 0.0002839 , 0.00036138, 0.00041381, 0.00044929,
       0.0004733 , 0.00048955, 0.00050054, 0.00050798, 0.00051301,
       0.00051642, 0.00051873, 0.00052029, 0.00052134, 0.00052206,
       0.00052254, 0.00052287, 0.00052309, 0.00052324, 0.00052334,
       0.00052341, 0.00052346, 0.00052349, 0.00052351, 0.00052352,
       0.00052353, 0.00052354, 0.00052354]), 480: array([0.00123556, 0.00138826, 0.00154096, 0.00169366, 0.00184636,
       0.00199906, 0.00215176, 0.00230446, 0.00245717, 0.00260987,
       0.00276258, 0.00291528, 0.00306799, 0.0032207 , 0.00337341,
       0.00352612, 0.00367883, 0.00383154, 0.00398425, 0.00413696,
       0.00428968, 0.00444239, 0.00459511, 0.00474782, 0.00490054,
       0.00505326, 0.00520598, 0.0053587 ]), 485: array([0.06911314, 0.06935492, 0.06959671, 0.06983849, 0.07008027,
       0.07032206, 0.07056384, 0.07080563, 0.07104741, 0.0712892 ,
       0.07153098, 0.07177276, 0.07201455, 0.07225633, 0.07249812,
       0.0727399 , 0.07298168, 0.07322347, 0.07346525, 0.07370704,
       0.07394882, 0.07419061, 0.07443239, 0.07467417, 0.07491596,
       0.07515774, 0.07539953, 0.07564131]), 490: array([0.01586177, 0.0160054 , 0.01614902, 0.01629265, 0.01643628,
       0.01657991, 0.01672353, 0.01686716, 0.01701079, 0.01715442,
       0.01729805, 0.01744167, 0.0175853 , 0.01772893, 0.01787256,
       0.01801619, 0.01815981, 0.01830344, 0.01844707, 0.0185907 ,
       0.01873432, 0.01887795, 0.01902158, 0.01916521, 0.01930884,
       0.01945246, 0.01959609, 0.01973972]), 495: array([0.00043145, 0.00048526, 0.00053908, 0.0005929 , 0.00064672,
       0.00070053, 0.00075435, 0.00080817, 0.00086198, 0.0009158 ,
       0.00096962, 0.00102344, 0.00107725, 0.00113107, 0.00118489,
       0.0012387 , 0.00129252, 0.00134634, 0.00140015, 0.00145397,
       0.00150778, 0.0015616 , 0.00161542, 0.00166923, 0.00172305,
       0.00177686, 0.00183068, 0.0018845 ]), 500: array([0.00093851, 0.00093566, 0.00093351, 0.0009319 , 0.00093068,
       0.00092976, 0.00092907, 0.00092855, 0.00092815, 0.00092786,
       0.00092763, 0.00092747, 0.00092734, 0.00092724, 0.00092717,
       0.00092712, 0.00092708, 0.00092705, 0.00092702, 0.00092701,
       0.00092699, 0.00092698, 0.00092697, 0.00092697, 0.00092696,
       0.00092696, 0.00092696, 0.00092696]), 505: array([0.00107661, 0.00107419, 0.00107298, 0.00107237, 0.00107207,
       0.00107192, 0.00107184, 0.0010718 , 0.00107179, 0.00107178,
       0.00107177, 0.00107177, 0.00107177, 0.00107177, 0.00107177,
       0.00107177, 0.00107177, 0.00107177, 0.00107177, 0.00107177,
       0.00107177, 0.00107177, 0.00107177, 0.00107177, 0.00107177,
       0.00107177, 0.00107177, 0.00107177]), 510: array([3.39467228e-05, 3.15169988e-05, 2.92611852e-05, 2.71668340e-05,
       2.52223884e-05, 2.34171187e-05, 2.17410633e-05, 2.01849734e-05,
       1.87402625e-05, 1.73989585e-05, 1.61536598e-05, 1.49974948e-05,
       1.39240836e-05, 1.29275031e-05, 1.20022539e-05, 1.11432306e-05,
       1.03456928e-05, 9.60523971e-06, 8.91778540e-06, 8.27953642e-06,
       7.68697085e-06, 7.13681884e-06, 6.62604459e-06, 6.15182959e-06,
       5.71155708e-06, 5.30279758e-06, 4.92329551e-06, 4.57095674e-06]), 515: array([0.00213226, 0.00219995, 0.00226765, 0.00233534, 0.00240304,
       0.00247074, 0.00253845, 0.00260615, 0.00267386, 0.00274157,
       0.00280929, 0.002877  , 0.00294472, 0.00301244, 0.00308016,
       0.00314789, 0.00321562, 0.00328335, 0.00335108, 0.00341881,
       0.00348655, 0.00355429, 0.00362203, 0.00368978, 0.00375752,
       0.00382527, 0.00389302, 0.00396078]), 520: array([0.00014987, 0.00019079, 0.00022279, 0.00024783, 0.00026742,
       0.00028275, 0.00029473, 0.00030411, 0.00031145, 0.00031719,
       0.00032168, 0.00032519, 0.00032794, 0.00033009, 0.00033177,
       0.00033309, 0.00033412, 0.00033492, 0.00033555, 0.00033605,
       0.00033643, 0.00033673, 0.00033697, 0.00033715, 0.0003373 ,
       0.00033741, 0.0003375 , 0.00033757]), 525: array([0.00044772, 0.00043633, 0.0004281 , 0.00042214, 0.00041784,
       0.00041473, 0.00041248, 0.00041085, 0.00040967, 0.00040882,
       0.00040821, 0.00040776, 0.00040744, 0.00040721, 0.00040704,
       0.00040692, 0.00040683, 0.00040677, 0.00040672, 0.00040669,
       0.00040666, 0.00040665, 0.00040663, 0.00040663, 0.00040662,
       0.00040661, 0.00040661, 0.00040661]), 530: array([0.00036748, 0.00042126, 0.00045076, 0.00046694, 0.00047581,
       0.00048068, 0.00048336, 0.00048482, 0.00048562, 0.00048607,
       0.00048631, 0.00048644, 0.00048651, 0.00048655, 0.00048657,
       0.00048659, 0.00048659, 0.0004866 , 0.0004866 , 0.0004866 ,
       0.0004866 , 0.0004866 , 0.0004866 , 0.0004866 , 0.0004866 ,
       0.0004866 , 0.0004866 , 0.0004866 ]), 535: array([0.00048436, 0.00048435, 0.00048434, 0.00048434, 0.00048434,
       0.00048433, 0.00048433, 0.00048433, 0.00048433, 0.00048433,
       0.00048433, 0.00048433, 0.00048433, 0.00048433, 0.00048433,
       0.00048433, 0.00048433, 0.00048433, 0.00048433, 0.00048433,
       0.00048433, 0.00048433, 0.00048433, 0.00048433, 0.00048433,
       0.00048433, 0.00048433, 0.00048433]), 540: array([0.01838439, 0.01859931, 0.01881424, 0.01902917, 0.01924409,
       0.01945902, 0.01967394, 0.01988887, 0.02010379, 0.02031872,
       0.02053364, 0.02074857, 0.02096349, 0.02117842, 0.02139334,
       0.02160826, 0.02182319, 0.02203811, 0.02225304, 0.02246796,
       0.02268289, 0.02289781, 0.02311273, 0.02332766, 0.02354258,
       0.0237575 , 0.02397243, 0.02418735]), 545: array([0.00204868, 0.00283575, 0.00362283, 0.0044099 , 0.00519698,
       0.00598405, 0.00677113, 0.0075582 , 0.00834528, 0.00913235,
       0.00991943, 0.0107065 , 0.01149358, 0.01228065, 0.01306773,
       0.0138548 , 0.01464188, 0.01542895, 0.01621603, 0.0170031 ,
       0.01779018, 0.01857725, 0.01936433, 0.0201514 , 0.02093848,
       0.02172555, 0.02251263, 0.0232997 ]), 550: array([0.00138086, 0.00176402, 0.00188085, 0.00191646, 0.00192732,
       0.00193063, 0.00193164, 0.00193195, 0.00193205, 0.00193207,
       0.00193208, 0.00193209, 0.00193209, 0.00193209, 0.00193209,
       0.00193209, 0.00193209, 0.00193209, 0.00193209, 0.00193209,
       0.00193209, 0.00193209, 0.00193209, 0.00193209, 0.00193209,
       0.00193209, 0.00193209, 0.00193209]), 555: array([1.98445440e-04, 1.76433671e-04, 1.56942311e-04, 1.39682766e-04,
       1.24399487e-04, 1.10866186e-04, 9.88824858e-05, 8.82709530e-05,
       7.88744703e-05, 7.05539111e-05, 6.31860792e-05, 5.66618846e-05,
       5.08847286e-05, 4.57690731e-05, 4.12391744e-05, 3.72279618e-05,
       3.36760442e-05, 3.05308311e-05, 2.77457537e-05, 2.52795755e-05,
       2.30957815e-05, 2.11620381e-05, 1.94497137e-05, 1.79334552e-05,
       1.65908126e-05, 1.54019063e-05, 1.43491331e-05, 1.34169053e-05]), 560: array([0.00671586, 0.00700543, 0.00729499, 0.00758456, 0.00787412,
       0.00816369, 0.00845325, 0.00874282, 0.00903238, 0.00932195,
       0.00961151, 0.00990108, 0.01019064, 0.01048021, 0.01076977,
       0.01105933, 0.0113489 , 0.01163846, 0.01192803, 0.01221759,
       0.01250716, 0.01279672, 0.01308629, 0.01337585, 0.01366542,
       0.01395498, 0.01424455, 0.01453411]), 565: array([0.0273803 , 0.02777559, 0.02817089, 0.02856618, 0.02896148,
       0.02935677, 0.02975207, 0.03014736, 0.03054266, 0.03093796,
       0.03133325, 0.03172855, 0.03212384, 0.03251914, 0.03291443,
       0.03330973, 0.03370502, 0.03410032, 0.03449561, 0.03489091,
       0.0352862 , 0.0356815 , 0.03607679, 0.03647209, 0.03686738,
       0.03726268, 0.03765797, 0.03805327]), 570: array([0.0134587 , 0.01337115, 0.01328461, 0.01319907, 0.01311452,
       0.01303094, 0.01294833, 0.01286667, 0.01278595, 0.01270617,
       0.01262731, 0.01254935, 0.0124723 , 0.01239614, 0.01232086,
       0.01224644, 0.01217289, 0.01210018, 0.01202831, 0.01195728,
       0.01188706, 0.01181765, 0.01174905, 0.01168123, 0.0116142 ,
       0.01154794, 0.01148245, 0.01141772]), 575: array([0.00073337, 0.00086258, 0.00099179, 0.001121  , 0.0012502 ,
       0.00137941, 0.00150862, 0.00163783, 0.00176704, 0.00189624,
       0.00202545, 0.00215466, 0.00228387, 0.00241308, 0.00254228,
       0.00267149, 0.0028007 , 0.00292991, 0.00305912, 0.00318833,
       0.00331753, 0.00344674, 0.00357595, 0.00370516, 0.00383437,
       0.00396357, 0.00409278, 0.00422199]), 580: array([7.26288534e-05, 6.42506047e-05, 5.68388491e-05, 5.02820943e-05,
       4.44817097e-05, 3.93504425e-05, 3.48111049e-05, 3.07954135e-05,
       2.72429618e-05, 2.41003117e-05, 2.13201896e-05, 1.88607752e-05,
       1.66850724e-05, 1.47603530e-05, 1.30576643e-05, 1.15513933e-05,
       1.02188818e-05, 9.04008542e-06, 7.99727190e-06, 7.07475464e-06,
       6.25865658e-06, 5.53670147e-06, 4.89802923e-06, 4.33303255e-06,
       3.83321243e-06, 3.39105026e-06, 2.99989477e-06, 2.65386196e-06]), 585: array([0.00045182, 0.0004638 , 0.00046914, 0.00047152, 0.00047258,
       0.00047305, 0.00047326, 0.00047336, 0.0004734 , 0.00047342,
       0.00047342, 0.00047343, 0.00047343, 0.00047343, 0.00047343,
       0.00047343, 0.00047343, 0.00047343, 0.00047343, 0.00047343,
       0.00047343, 0.00047343, 0.00047343, 0.00047343, 0.00047343,
       0.00047343, 0.00047343, 0.00047343]), 590: array([0.00074056, 0.00081313, 0.00085686, 0.00088321, 0.00089908,
       0.00090865, 0.00091442, 0.00091789, 0.00091999, 0.00092125,
       0.00092201, 0.00092247, 0.00092274, 0.00092291, 0.00092301,
       0.00092307, 0.00092311, 0.00092313, 0.00092314, 0.00092315,
       0.00092316, 0.00092316, 0.00092316, 0.00092316, 0.00092316,
       0.00092316, 0.00092316, 0.00092316]), 595: array([0.00169562, 0.00173152, 0.00176742, 0.00180332, 0.00183922,
       0.00187512, 0.00191102, 0.00194692, 0.00198282, 0.00201872,
       0.00205462, 0.00209052, 0.00212642, 0.00216232, 0.00219822,
       0.00223412, 0.00227002, 0.00230593, 0.00234183, 0.00237773,
       0.00241363, 0.00244953, 0.00248543, 0.00252133, 0.00255723,
       0.00259313, 0.00262903, 0.00266493]), 600: array([0.01581039, 0.01580801, 0.0158057 , 0.01580346, 0.0158013 ,
       0.0157992 , 0.01579717, 0.01579521, 0.01579331, 0.01579146,
       0.01578968, 0.01578795, 0.01578628, 0.01578466, 0.01578309,
       0.01578157, 0.0157801 , 0.01577867, 0.01577729, 0.01577596,
       0.01577466, 0.01577341, 0.0157722 , 0.01577102, 0.01576988,
       0.01576878, 0.01576772, 0.01576668]), 605: array([4.51039680e-06, 8.01846737e-06, 1.15265379e-05, 1.50346085e-05,
       1.85426791e-05, 2.20507497e-05, 2.55588202e-05, 2.90668908e-05,
       3.25749614e-05, 3.60830320e-05, 3.95911026e-05, 4.30991731e-05,
       4.66072437e-05, 5.01153143e-05, 5.36233849e-05, 5.71314555e-05,
       6.06395260e-05, 6.41475966e-05, 6.76556672e-05, 7.11637378e-05,
       7.46718084e-05, 7.81798790e-05, 8.16879496e-05, 8.51960201e-05,
       8.87040907e-05, 9.22121613e-05, 9.57202319e-05, 9.92283025e-05]), 610: array([0.00798684, 0.00841311, 0.00883938, 0.00926565, 0.00969192,
       0.0101182 , 0.01054447, 0.01097074, 0.01139701, 0.01182328,
       0.01224955, 0.01267583, 0.0131021 , 0.01352837, 0.01395464,
       0.01438091, 0.01480719, 0.01523346, 0.01565973, 0.016086  ,
       0.01651227, 0.01693855, 0.01736482, 0.01779109, 0.01821736,
       0.01864363, 0.0190699 , 0.01949618]), 615: array([0.00097837, 0.00113994, 0.00119213, 0.00120898, 0.00121443,
       0.00121619, 0.00121676, 0.00121694, 0.001217  , 0.00121702,
       0.00121702, 0.00121703, 0.00121703, 0.00121703, 0.00121703,
       0.00121703, 0.00121703, 0.00121703, 0.00121703, 0.00121703,
       0.00121703, 0.00121703, 0.00121703, 0.00121703, 0.00121703,
       0.00121703, 0.00121703, 0.00121703]), 620: array([0.00103211, 0.0013027 , 0.00141292, 0.00145782, 0.00147611,
       0.00148356, 0.0014866 , 0.00148783, 0.00148834, 0.00148854,
       0.00148863, 0.00148866, 0.00148867, 0.00148868, 0.00148868,
       0.00148868, 0.00148868, 0.00148868, 0.00148868, 0.00148868,
       0.00148868, 0.00148868, 0.00148868, 0.00148868, 0.00148868,
       0.00148868, 0.00148868, 0.00148868]), 625: array([0.00101838, 0.00120596, 0.00124738, 0.00125652, 0.00125854,
       0.00125899, 0.00125908, 0.00125911, 0.00125911, 0.00125911,
       0.00125911, 0.00125911, 0.00125911, 0.00125911, 0.00125911,
       0.00125911, 0.00125911, 0.00125911, 0.00125911, 0.00125911,
       0.00125911, 0.00125911, 0.00125911, 0.00125911, 0.00125911,
       0.00125911, 0.00125911, 0.00125911]), 630: array([0.06040337, 0.06145855, 0.06251372, 0.0635689 , 0.06462408,
       0.06567926, 0.06673443, 0.06778961, 0.06884479, 0.06989997,
       0.07095514, 0.07201032, 0.0730655 , 0.07412068, 0.07517586,
       0.07623103, 0.07728621, 0.07834139, 0.07939657, 0.08045174,
       0.08150692, 0.0825621 , 0.08361728, 0.08467245, 0.08572763,
       0.08678281, 0.08783799, 0.08889316]), 635: array([0.18795277, 0.18989267, 0.19183258, 0.19377249, 0.1957124 ,
       0.1976523 , 0.19959221, 0.20153212, 0.20347203, 0.20541193,
       0.20735184, 0.20929175, 0.21123166, 0.21317157, 0.21511147,
       0.21705138, 0.21899129, 0.2209312 , 0.2228711 , 0.22481101,
       0.22675092, 0.22869083, 0.23063074, 0.23257064, 0.23451055,
       0.23645046, 0.23839037, 0.24033027]), 640: array([0.00050146, 0.00076297, 0.00101809, 0.00126696, 0.00150974,
       0.00174659, 0.00197763, 0.00220303, 0.00242291, 0.00263741,
       0.00284666, 0.00305079, 0.00324993, 0.00344419, 0.0036337 ,
       0.00381858, 0.00399893, 0.00417486, 0.0043465 , 0.00451393,
       0.00467727, 0.00483661, 0.00499205, 0.00514369, 0.00529162,
       0.00543593, 0.00557671, 0.00571404]), 645: array([0.00185327, 0.0021968 , 0.00254032, 0.00288385, 0.00322738,
       0.00357091, 0.00391444, 0.00425797, 0.00460149, 0.00494502,
       0.00528855, 0.00563208, 0.00597561, 0.00631913, 0.00666266,
       0.00700619, 0.00734972, 0.00769324, 0.00803677, 0.0083803 ,
       0.00872383, 0.00906736, 0.00941088, 0.00975441, 0.01009794,
       0.01044147, 0.010785  , 0.01112852]), 650: array([0.0010465 , 0.00146738, 0.00177884, 0.00200934, 0.00217992,
       0.00230615, 0.00239957, 0.0024687 , 0.00251986, 0.00255772,
       0.00258574, 0.00260647, 0.00262182, 0.00263317, 0.00264158,
       0.0026478 , 0.0026524 , 0.00265581, 0.00265833, 0.00266019,
       0.00266157, 0.00266259, 0.00266335, 0.00266391, 0.00266432,
       0.00266463, 0.00266486, 0.00266502]), 655: array([0.00089395, 0.00082765, 0.00081181, 0.00080803, 0.00080713,
       0.00080691, 0.00080686, 0.00080685, 0.00080685, 0.00080685,
       0.00080685, 0.00080685, 0.00080685, 0.00080685, 0.00080685,
       0.00080685, 0.00080685, 0.00080685, 0.00080685, 0.00080685,
       0.00080685, 0.00080685, 0.00080685, 0.00080685, 0.00080685,
       0.00080685, 0.00080685, 0.00080685]), 660: array([0.00063999, 0.00063194, 0.00062421, 0.00061679, 0.00060966,
       0.00060281, 0.00059623, 0.00058992, 0.00058385, 0.00057802,
       0.00057242, 0.00056705, 0.00056189, 0.00055693, 0.00055216,
       0.00054759, 0.00054319, 0.00053897, 0.00053492, 0.00053103,
       0.00052729, 0.0005237 , 0.00052025, 0.00051694, 0.00051375,
       0.0005107 , 0.00050776, 0.00050494]), 665: array([0.00231973, 0.00237061, 0.0024215 , 0.00247238, 0.00252326,
       0.00257415, 0.00262503, 0.00267591, 0.0027268 , 0.00277768,
       0.00282856, 0.00287945, 0.00293033, 0.00298121, 0.0030321 ,
       0.00308298, 0.00313386, 0.00318475, 0.00323563, 0.00328651,
       0.0033374 , 0.00338828, 0.00343916, 0.00349005, 0.00354093,
       0.00359181, 0.0036427 , 0.00369358]), 670: array([0.06283794, 0.06011522, 0.05757818, 0.05521415, 0.05301135,
       0.05095876, 0.04904616, 0.04726398, 0.04560335, 0.04405596,
       0.0426141 , 0.04127057, 0.04001866, 0.03885213, 0.03776515,
       0.0367523 , 0.03580852, 0.0349291 , 0.03410966, 0.0333461 ,
       0.03263461, 0.03197164, 0.03135389, 0.03077826, 0.03024189,
       0.02974209, 0.02927639, 0.02884244]), 675: array([0.0727924 , 0.07325412, 0.07370635, 0.07414928, 0.07458311,
       0.07500802, 0.07542419, 0.07583181, 0.07623105, 0.07662208,
       0.07700507, 0.07738019, 0.0777476 , 0.07810746, 0.07845992,
       0.07880513, 0.07914325, 0.07947441, 0.07979877, 0.08011646,
       0.08042762, 0.08073238, 0.08103088, 0.08132324, 0.08160959,
       0.08189005, 0.08216475, 0.08243381]), 680: array([0.00071692, 0.00103649, 0.00132399, 0.00158266, 0.00181538,
       0.00202475, 0.00221312, 0.00238259, 0.00253506, 0.00267224,
       0.00279566, 0.00290669, 0.00300659, 0.00309646, 0.00317732,
       0.00325007, 0.00331552, 0.00337441, 0.00342738, 0.00347505,
       0.00351793, 0.00355651, 0.00359122, 0.00362245, 0.00365054,
       0.00367582, 0.00369856, 0.00371902]), 685: array([0.00287854, 0.00326188, 0.00364523, 0.00402857, 0.00441191,
       0.00479525, 0.00517859, 0.00556193, 0.00594527, 0.00632861,
       0.00671195, 0.00709529, 0.00747863, 0.00786197, 0.00824531,
       0.00862866, 0.009012  , 0.00939534, 0.00977868, 0.01016202,
       0.01054536, 0.0109287 , 0.01131204, 0.01169538, 0.01207872,
       0.01246206, 0.0128454 , 0.01322874]), 690: array([0.00106881, 0.00101448, 0.0009874 , 0.00097391, 0.00096718,
       0.00096383, 0.00096216, 0.00096133, 0.00096092, 0.00096071,
       0.00096061, 0.00096055, 0.00096053, 0.00096052, 0.00096051,
       0.00096051, 0.00096051, 0.0009605 , 0.0009605 , 0.0009605 ,
       0.0009605 , 0.0009605 , 0.0009605 , 0.0009605 , 0.0009605 ,
       0.0009605 , 0.0009605 , 0.0009605 ]), 695: array([0.00262367, 0.00278123, 0.00293828, 0.00309483, 0.00325088,
       0.00340644, 0.00356149, 0.00371605, 0.00387011, 0.00402368,
       0.00417675, 0.00432934, 0.00448144, 0.00463305, 0.00478417,
       0.00493481, 0.00508497, 0.00523465, 0.00538385, 0.00553257,
       0.00568082, 0.00582859, 0.00597588, 0.00612271, 0.00626906,
       0.00641495, 0.00656037, 0.00670532]), 700: array([0.02004905, 0.02020821, 0.02036737, 0.02052653, 0.02068568,
       0.02084484, 0.021004  , 0.02116315, 0.02132231, 0.02148147,
       0.02164063, 0.02179978, 0.02195894, 0.0221181 , 0.02227725,
       0.02243641, 0.02259557, 0.02275473, 0.02291388, 0.02307304,
       0.0232322 , 0.02339135, 0.02355051, 0.02370967, 0.02386883,
       0.02402798, 0.02418714, 0.0243463 ]), 705: array([0.02714148, 0.02729266, 0.02744383, 0.02759501, 0.02774619,
       0.02789736, 0.02804854, 0.02819971, 0.02835089, 0.02850206,
       0.02865324, 0.02880442, 0.02895559, 0.02910677, 0.02925794,
       0.02940912, 0.02956029, 0.02971147, 0.02986265, 0.03001382,
       0.030165  , 0.03031617, 0.03046735, 0.03061852, 0.0307697 ,
       0.03092088, 0.03107205, 0.03122323]), 710: array([0.00180602, 0.00186451, 0.00191666, 0.00196316, 0.00200463,
       0.0020416 , 0.00207456, 0.00210396, 0.00213016, 0.00215353,
       0.00217437, 0.00219295, 0.00220952, 0.00222429, 0.00223746,
       0.0022492 , 0.00225968, 0.00226901, 0.00227734, 0.00228476,
       0.00229138, 0.00229728, 0.00230254, 0.00230724, 0.00231142,
       0.00231515, 0.00231848, 0.00232144]), 715: array([0.00596471, 0.00529925, 0.00474439, 0.00428174, 0.00389599,
       0.00357434, 0.00330615, 0.00308254, 0.00289608, 0.00274062,
       0.00261099, 0.00250291, 0.00241279, 0.00233765, 0.00227499,
       0.00222275, 0.00217919, 0.00214287, 0.00211259, 0.00208734,
       0.00206629, 0.00204873, 0.00203409, 0.00202189, 0.00201171,
       0.00200323, 0.00199615, 0.00199025]), 720: array([0.01102577, 0.01145254, 0.01187932, 0.01230609, 0.01273286,
       0.01315963, 0.0135864 , 0.01401317, 0.01443995, 0.01486672,
       0.01529349, 0.01572026, 0.01614703, 0.0165738 , 0.01700057,
       0.01742734, 0.0178541 , 0.01828087, 0.01870764, 0.01913441,
       0.01956118, 0.01998795, 0.02041472, 0.02084148, 0.02126825,
       0.02169502, 0.02212178, 0.02254855]), 725: array([0.00065423, 0.00108864, 0.00147959, 0.00183141, 0.00214804,
       0.00243299, 0.00268943, 0.00292021, 0.0031279 , 0.00331481,
       0.00348302, 0.0036344 , 0.00377063, 0.00389323, 0.00400357,
       0.00410286, 0.00419223, 0.00427265, 0.00434502, 0.00441015,
       0.00446877, 0.00452152, 0.004569  , 0.00461172, 0.00465017,
       0.00468477, 0.00471591, 0.00474393]), 730: array([0.001277  , 0.00139737, 0.00144376, 0.00146164, 0.00146854,
       0.00147119, 0.00147222, 0.00147261, 0.00147276, 0.00147282,
       0.00147284, 0.00147285, 0.00147286, 0.00147286, 0.00147286,
       0.00147286, 0.00147286, 0.00147286, 0.00147286, 0.00147286,
       0.00147286, 0.00147286, 0.00147286, 0.00147286, 0.00147286,
       0.00147286, 0.00147286, 0.00147286]), 735: array([0.00208423, 0.00218492, 0.00223255, 0.00225508, 0.00226573,
       0.00227078, 0.00227316, 0.00227429, 0.00227482, 0.00227508,
       0.0022752 , 0.00227525, 0.00227528, 0.00227529, 0.0022753 ,
       0.0022753 , 0.0022753 , 0.0022753 , 0.0022753 , 0.0022753 ,
       0.0022753 , 0.0022753 , 0.0022753 , 0.0022753 , 0.0022753 ,
       0.0022753 , 0.0022753 , 0.0022753 ]), 740: array([0.00122973, 0.00169035, 0.00188022, 0.00195849, 0.00199075,
       0.00200405, 0.00200953, 0.00201179, 0.00201273, 0.00201311,
       0.00201327, 0.00201333, 0.00201336, 0.00201337, 0.00201338,
       0.00201338, 0.00201338, 0.00201338, 0.00201338, 0.00201338,
       0.00201338, 0.00201338, 0.00201338, 0.00201338, 0.00201338,
       0.00201338, 0.00201338, 0.00201338]), 745: array([0.00188855, 0.00203575, 0.00210926, 0.00214597, 0.00216431,
       0.00217347, 0.00217804, 0.00218033, 0.00218147, 0.00218204,
       0.00218232, 0.00218246, 0.00218253, 0.00218257, 0.00218259,
       0.0021826 , 0.0021826 , 0.0021826 , 0.0021826 , 0.0021826 ,
       0.0021826 , 0.0021826 , 0.0021826 , 0.0021826 , 0.0021826 ,
       0.0021826 , 0.0021826 , 0.0021826 ]), 750: array([0.00364104, 0.00364985, 0.00365425, 0.00365645, 0.00365755,
       0.00365811, 0.00365838, 0.00365852, 0.00365859, 0.00365862,
       0.00365864, 0.00365865, 0.00365865, 0.00365865, 0.00365866,
       0.00365866, 0.00365866, 0.00365866, 0.00365866, 0.00365866,
       0.00365866, 0.00365866, 0.00365866, 0.00365866, 0.00365866,
       0.00365866, 0.00365866, 0.00365866]), 755: array([0.00135442, 0.00158633, 0.00181825, 0.00205017, 0.00228209,
       0.00251401, 0.00274592, 0.00297784, 0.00320976, 0.00344168,
       0.00367359, 0.00390551, 0.00413743, 0.00436935, 0.00460127,
       0.00483318, 0.0050651 , 0.00529702, 0.00552894, 0.00576085,
       0.00599277, 0.00622469, 0.00645661, 0.00668852, 0.00692044,
       0.00715236, 0.00738428, 0.0076162 ]), 760: array([0.01025096, 0.00778316, 0.0063376 , 0.00549084, 0.00499484,
       0.00470429, 0.0045341 , 0.00443441, 0.00437602, 0.00434181,
       0.00432177, 0.00431003, 0.00430316, 0.00429913, 0.00429677,
       0.00429539, 0.00429458, 0.00429411, 0.00429383, 0.00429367,
       0.00429357, 0.00429352, 0.00429348, 0.00429346, 0.00429345,
       0.00429345, 0.00429344, 0.00429344]), 765: array([0.00805781, 0.00654301, 0.00561982, 0.0050572 , 0.00471431,
       0.00450534, 0.00437799, 0.00430037, 0.00425307, 0.00422424,
       0.00420668, 0.00419597, 0.00418944, 0.00418547, 0.00418304,
       0.00418157, 0.00418066, 0.00418012, 0.00417978, 0.00417958,
       0.00417945, 0.00417938, 0.00417933, 0.0041793 , 0.00417929,
       0.00417928, 0.00417927, 0.00417927]), 770: array([0.00230404, 0.00269147, 0.00299737, 0.0032389 , 0.00342961,
       0.00358019, 0.00369908, 0.00379296, 0.00386709, 0.00392561,
       0.00397182, 0.00400831, 0.00403712, 0.00405987, 0.00407783,
       0.00409201, 0.00410321, 0.00411205, 0.00411903, 0.00412454,
       0.00412889, 0.00413233, 0.00413504, 0.00413719, 0.00413888,
       0.00414021, 0.00414127, 0.0041421 ]), 775: array([0.01331548, 0.01342071, 0.01352595, 0.01363118, 0.01373642,
       0.01384165, 0.01394689, 0.01405212, 0.01415736, 0.01426259,
       0.01436783, 0.01447307, 0.01457831, 0.01468354, 0.01478878,
       0.01489402, 0.01499926, 0.0151045 , 0.01520974, 0.01531498,
       0.01542022, 0.01552546, 0.0156307 , 0.01573594, 0.01584118,
       0.01594642, 0.01605166, 0.01615691]), 780: array([0.01452924, 0.01462402, 0.0147188 , 0.01481358, 0.01490836,
       0.01500313, 0.01509791, 0.01519269, 0.01528747, 0.01538225,
       0.01547702, 0.0155718 , 0.01566658, 0.01576135, 0.01585613,
       0.0159509 , 0.01604568, 0.01614046, 0.01623523, 0.01633001,
       0.01642478, 0.01651955, 0.01661433, 0.0167091 , 0.01680388,
       0.01689865, 0.01699342, 0.0170882 ]), 785: array([0.00052046, 0.00066381, 0.00078093, 0.00087661, 0.00095477,
       0.00101863, 0.00107081, 0.00111343, 0.00114825, 0.0011767 ,
       0.00119994, 0.00121892, 0.00123444, 0.00124711, 0.00125746,
       0.00126592, 0.00127283, 0.00127848, 0.00128309, 0.00128686,
       0.00128993, 0.00129245, 0.0012945 , 0.00129618, 0.00129755,
       0.00129867, 0.00129959, 0.00130034]), 790: array([0.00927689, 0.0095814 , 0.00988592, 0.01019043, 0.01049495,
       0.01079946, 0.01110398, 0.01140849, 0.011713  , 0.01201752,
       0.01232203, 0.01262655, 0.01293106, 0.01323558, 0.01354009,
       0.01384461, 0.01414912, 0.01445364, 0.01475815, 0.01506266,
       0.01536718, 0.01567169, 0.01597621, 0.01628072, 0.01658524,
       0.01688975, 0.01719426, 0.01749878]), 795: array([0.00822654, 0.00857882, 0.00893111, 0.0092834 , 0.00963569,
       0.00998798, 0.01034027, 0.01069255, 0.01104484, 0.01139713,
       0.01174942, 0.01210171, 0.01245399, 0.01280628, 0.01315857,
       0.01351086, 0.01386315, 0.01421543, 0.01456772, 0.01492001,
       0.0152723 , 0.01562459, 0.01597688, 0.01632916, 0.01668145,
       0.01703374, 0.01738603, 0.01773832]), 800: array([0.00881736, 0.00936945, 0.00992154, 0.01047364, 0.01102575,
       0.01157786, 0.01212997, 0.01268208, 0.0132342 , 0.01378633,
       0.01433846, 0.01489059, 0.01544272, 0.01599486, 0.016547  ,
       0.01709915, 0.0176513 , 0.01820346, 0.01875562, 0.01930778,
       0.01985994, 0.02041212, 0.02096429, 0.02151647, 0.02206865,
       0.02262084, 0.02317303, 0.02372522]), 805: array([0.0007561 , 0.00129972, 0.0017061 , 0.00200991, 0.00223702,
       0.00240681, 0.00253373, 0.00262862, 0.00269955, 0.00275258,
       0.00279222, 0.00282186, 0.00284401, 0.00286057, 0.00287296,
       0.00288221, 0.00288913, 0.0028943 , 0.00289817, 0.00290106,
       0.00290322, 0.00290484, 0.00290605, 0.00290695, 0.00290762,
       0.00290813, 0.00290851, 0.00290879]), 810: array([0.00078313, 0.00092877, 0.00100136, 0.00103755, 0.00105559,
       0.00106458, 0.00106906, 0.0010713 , 0.00107241, 0.00107297,
       0.00107324, 0.00107338, 0.00107345, 0.00107348, 0.0010735 ,
       0.00107351, 0.00107351, 0.00107352, 0.00107352, 0.00107352,
       0.00107352, 0.00107352, 0.00107352, 0.00107352, 0.00107352,
       0.00107352, 0.00107352, 0.00107352]), 815: array([0.00059857, 0.00083847, 0.00095083, 0.00100345, 0.0010281 ,
       0.00103965, 0.00104505, 0.00104758, 0.00104877, 0.00104933,
       0.00104959, 0.00104971, 0.00104977, 0.00104979, 0.0010498 ,
       0.00104981, 0.00104981, 0.00104981, 0.00104982, 0.00104982,
       0.00104982, 0.00104982, 0.00104982, 0.00104982, 0.00104982,
       0.00104982, 0.00104982, 0.00104982]), 820: array([0.00103271, 0.00103639, 0.00103823, 0.00103915, 0.00103961,
       0.00103984, 0.00103996, 0.00104001, 0.00104004, 0.00104006,
       0.00104006, 0.00104007, 0.00104007, 0.00104007, 0.00104007,
       0.00104007, 0.00104007, 0.00104007, 0.00104007, 0.00104007,
       0.00104007, 0.00104007, 0.00104007, 0.00104007, 0.00104007,
       0.00104007, 0.00104007, 0.00104007]), 825: array([0.02290571, 0.01758817, 0.01384919, 0.01122018, 0.00937161,
       0.00807181, 0.00715788, 0.00651525, 0.0060634 , 0.00574568,
       0.00552228, 0.0053652 , 0.00525475, 0.00517709, 0.00512248,
       0.00508409, 0.00505709, 0.00503811, 0.00502476, 0.00501537,
       0.00500877, 0.00500413, 0.00500087, 0.00499858, 0.00499696,
       0.00499583, 0.00499503, 0.00499447]), 830: array([0.0073031 , 0.00663888, 0.00649367, 0.00646193, 0.00645499,
       0.00645348, 0.00645314, 0.00645307, 0.00645306, 0.00645305,
       0.00645305, 0.00645305, 0.00645305, 0.00645305, 0.00645305,
       0.00645305, 0.00645305, 0.00645305, 0.00645305, 0.00645305,
       0.00645305, 0.00645305, 0.00645305, 0.00645305, 0.00645305,
       0.00645305, 0.00645305, 0.00645305]), 835: array([0.00100308, 0.0014246 , 0.00184613, 0.00226765, 0.00268917,
       0.0031107 , 0.00353222, 0.00395374, 0.00437526, 0.00479679,
       0.00521831, 0.00563983, 0.00606136, 0.00648288, 0.0069044 ,
       0.00732592, 0.00774745, 0.00816897, 0.00859049, 0.00901202,
       0.00943354, 0.00985506, 0.01027658, 0.01069811, 0.01111963,
       0.01154115, 0.01196268, 0.0123842 ]), 840: array([0.02022165, 0.02096309, 0.02170454, 0.02244598, 0.02318743,
       0.02392887, 0.02467031, 0.02541176, 0.0261532 , 0.02689464,
       0.02763608, 0.02837752, 0.02911896, 0.0298604 , 0.03060184,
       0.03134328, 0.03208471, 0.03282615, 0.03356759, 0.03430902,
       0.03505046, 0.03579189, 0.03653333, 0.03727476, 0.0380162 ,
       0.03875763, 0.03949906, 0.04024049]), 845: array([0.02252976, 0.02326868, 0.02400761, 0.02474653, 0.02548546,
       0.02622439, 0.02696331, 0.02770224, 0.02844116, 0.02918009,
       0.02991902, 0.03065794, 0.03139687, 0.0321358 , 0.03287472,
       0.03361365, 0.03435257, 0.0350915 , 0.03583043, 0.03656935,
       0.03730828, 0.0380472 , 0.03878613, 0.03952506, 0.04026398,
       0.04100291, 0.04174183, 0.04248076]), 850: array([1.00211216e-05, 1.00225353e-05, 1.00239491e-05, 1.00253628e-05,
       1.00267764e-05, 1.00281901e-05, 1.00296037e-05, 1.00310172e-05,
       1.00324308e-05, 1.00338443e-05, 1.00352577e-05, 1.00366712e-05,
       1.00380846e-05, 1.00394979e-05, 1.00409113e-05, 1.00423246e-05,
       1.00437378e-05, 1.00451511e-05, 1.00465643e-05, 1.00479774e-05,
       1.00493906e-05, 1.00508037e-05, 1.00522167e-05, 1.00536298e-05,
       1.00550428e-05, 1.00564557e-05, 1.00578687e-05, 1.00592816e-05]), 855: array([0.00011839, 0.0002349 , 0.00035141, 0.00046792, 0.00058443,
       0.00070094, 0.00081746, 0.00093397, 0.00105048, 0.00116699,
       0.0012835 , 0.00140001, 0.00151652, 0.00163303, 0.00174955,
       0.00186606, 0.00198257, 0.00209908, 0.00221559, 0.0023321 ,
       0.00244861, 0.00256512, 0.00268164, 0.00279815, 0.00291466,
       0.00303117, 0.00314768, 0.00326419]), 860: array([0.00061147, 0.00077692, 0.0009423 , 0.0011076 , 0.00127283,
       0.00143798, 0.00160305, 0.00176804, 0.00193296, 0.0020978 ,
       0.00226257, 0.00242725, 0.00259187, 0.0027564 , 0.00292086,
       0.00308524, 0.00324954, 0.00341377, 0.00357792, 0.003742  ,
       0.003906  , 0.00406992, 0.00423376, 0.00439753, 0.00456123,
       0.00472484, 0.00488839, 0.00505185]), 865: array([0.00580529, 0.00625839, 0.00671148, 0.00716458, 0.00761767,
       0.00807077, 0.00852386, 0.00897695, 0.00943005, 0.00988314,
       0.01033624, 0.01078933, 0.01124243, 0.01169552, 0.01214862,
       0.01260171, 0.0130548 , 0.0135079 , 0.01396099, 0.01441409,
       0.01486718, 0.01532028, 0.01577337, 0.01622647, 0.01667956,
       0.01713266, 0.01758575, 0.01803884]), 870: array([0.00055152, 0.00061477, 0.00062214, 0.000623  , 0.0006231 ,
       0.00062311, 0.00062311, 0.00062311, 0.00062311, 0.00062311,
       0.00062311, 0.00062311, 0.00062311, 0.00062311, 0.00062311,
       0.00062311, 0.00062311, 0.00062311, 0.00062311, 0.00062311,
       0.00062311, 0.00062311, 0.00062311, 0.00062311, 0.00062311,
       0.00062311, 0.00062311, 0.00062311]), 875: array([0.01026068, 0.01014427, 0.01003771, 0.00994017, 0.00985087,
       0.00976913, 0.00969431, 0.00962582, 0.00956312, 0.00950572,
       0.00945318, 0.00940509, 0.00936106, 0.00932076, 0.00928387,
       0.00925009, 0.00921918, 0.00919088, 0.00916498, 0.00914126,
       0.00911956, 0.00909968, 0.00908149, 0.00906484, 0.0090496 ,
       0.00903565, 0.00902288, 0.00901118]), 880: array([0.02510972, 0.02582093, 0.02653215, 0.02724336, 0.02795457,
       0.02866578, 0.02937699, 0.03008821, 0.03079942, 0.03151063,
       0.03222184, 0.03293305, 0.03364427, 0.03435548, 0.03506669,
       0.0357779 , 0.03648911, 0.03720032, 0.03791154, 0.03862275,
       0.03933396, 0.04004517, 0.04075638, 0.0414676 , 0.04217881,
       0.04289002, 0.04360123, 0.04431244]), 885: array([0.04297446, 0.04331297, 0.04365149, 0.04399   , 0.04432851,
       0.04466702, 0.04500554, 0.04534405, 0.04568256, 0.04602107,
       0.04635958, 0.0466981 , 0.04703661, 0.04737512, 0.04771363,
       0.04805215, 0.04839066, 0.04872917, 0.04906768, 0.0494062 ,
       0.04974471, 0.05008322, 0.05042173, 0.05076025, 0.05109876,
       0.05143727, 0.05177578, 0.05211429]), 890: array([0.05227362, 0.05254393, 0.05281423, 0.05308454, 0.05335484,
       0.05362514, 0.05389544, 0.05416574, 0.05443604, 0.05470634,
       0.05497663, 0.05524693, 0.05551722, 0.05578751, 0.0560578 ,
       0.05632809, 0.05659837, 0.05686866, 0.05713894, 0.05740923,
       0.05767951, 0.05794979, 0.05822007, 0.05849035, 0.05876062,
       0.0590309 , 0.05930117, 0.05957144]), 895: array([0.00283417, 0.00426564, 0.00533185, 0.00612601, 0.00671753,
       0.00715812, 0.00748628, 0.00773071, 0.00791278, 0.00804838,
       0.00814939, 0.00822462, 0.00828066, 0.0083224 , 0.00835349,
       0.00837664, 0.00839389, 0.00840674, 0.0084163 , 0.00842343,
       0.00842874, 0.00843269, 0.00843564, 0.00843783, 0.00843947,
       0.00844068, 0.00844159, 0.00844226]), 900: array([0.00396577, 0.0039568 , 0.00394881, 0.00394171, 0.00393539,
       0.00392977, 0.00392478, 0.00392033, 0.00391638, 0.00391286,
       0.00390974, 0.00390695, 0.00390448, 0.00390228, 0.00390032,
       0.00389858, 0.00389703, 0.00389565, 0.00389443, 0.00389334,
       0.00389237, 0.00389151, 0.00389074, 0.00389006, 0.00388945,
       0.00388891, 0.00388843, 0.00388801]), 905: array([0.00245041, 0.00301304, 0.00316398, 0.00320447, 0.00321533,
       0.00321825, 0.00321903, 0.00321924, 0.00321929, 0.00321931,
       0.00321931, 0.00321932, 0.00321932, 0.00321932, 0.00321932,
       0.00321932, 0.00321932, 0.00321932, 0.00321932, 0.00321932,
       0.00321932, 0.00321932, 0.00321932, 0.00321932, 0.00321932,
       0.00321932, 0.00321932, 0.00321932]), 910: array([0.01032265, 0.00783485, 0.00651396, 0.00581263, 0.00544027,
       0.00524256, 0.00513759, 0.00508186, 0.00505226, 0.00503655,
       0.00502821, 0.00502378, 0.00502143, 0.00502018, 0.00501952,
       0.00501917, 0.00501898, 0.00501888, 0.00501883, 0.0050188 ,
       0.00501878, 0.00501878, 0.00501877, 0.00501877, 0.00501877,
       0.00501877, 0.00501877, 0.00501877]), 915: array([0.00198828, 0.00247814, 0.0025996 , 0.00262972, 0.00263719,
       0.00263904, 0.0026395 , 0.00263962, 0.00263965, 0.00263965,
       0.00263965, 0.00263965, 0.00263965, 0.00263965, 0.00263965,
       0.00263965, 0.00263965, 0.00263965, 0.00263965, 0.00263965,
       0.00263965, 0.00263965, 0.00263965, 0.00263965, 0.00263965,
       0.00263965, 0.00263965, 0.00263965]), 920: array([0.0010186 , 0.00125526, 0.00149192, 0.00172858, 0.00196525,
       0.00220191, 0.00243857, 0.00267523, 0.0029119 , 0.00314856,
       0.00338522, 0.00362188, 0.00385854, 0.00409521, 0.00433187,
       0.00456853, 0.00480519, 0.00504185, 0.00527852, 0.00551518,
       0.00575184, 0.0059885 , 0.00622517, 0.00646183, 0.00669849,
       0.00693515, 0.00717181, 0.00740848]), 925: array([2.00231628e-04, 1.77309954e-04, 1.57012259e-04, 1.39038160e-04,
       1.23121662e-04, 1.09027218e-04, 9.65462487e-05, 8.54940489e-05,
       7.57070593e-05, 6.70404438e-05, 5.93659467e-05, 5.25699943e-05,
       4.65520144e-05, 4.12229480e-05, 3.65039312e-05, 3.23251279e-05,
       2.86246967e-05, 2.53478756e-05, 2.24461715e-05, 1.98766424e-05,
       1.76012624e-05, 1.55863586e-05, 1.38021126e-05, 1.22221197e-05,
       1.08229979e-05, 9.58404172e-06, 8.48691616e-06, 7.51538500e-06]), 930: array([0.00239858, 0.00241533, 0.00242957, 0.00244166, 0.00245194,
       0.00246068, 0.00246811, 0.00247442, 0.00247978, 0.00248434,
       0.00248821, 0.00249151, 0.0024943 , 0.00249668, 0.0024987 ,
       0.00250042, 0.00250188, 0.00250312, 0.00250418, 0.00250507,
       0.00250583, 0.00250648, 0.00250703, 0.0025075 , 0.0025079 ,
       0.00250823, 0.00250852, 0.00250876]), 935: array([0.00138063, 0.00140268, 0.00142473, 0.00144677, 0.00146882,
       0.00149087, 0.00151292, 0.00153496, 0.00155701, 0.00157906,
       0.00160111, 0.00162315, 0.0016452 , 0.00166725, 0.00168929,
       0.00171134, 0.00173339, 0.00175544, 0.00177748, 0.00179953,
       0.00182158, 0.00184363, 0.00186567, 0.00188772, 0.00190977,
       0.00193181, 0.00195386, 0.00197591]), 940: array([0.00243632, 0.00213513, 0.00195039, 0.00183708, 0.00176757,
       0.00172494, 0.00169879, 0.00168275, 0.00167291, 0.00166688,
       0.00166318, 0.00166091, 0.00165952, 0.00165866, 0.00165814,
       0.00165782, 0.00165762, 0.0016575 , 0.00165742, 0.00165738,
       0.00165735, 0.00165733, 0.00165732, 0.00165732, 0.00165731,
       0.00165731, 0.00165731, 0.00165731]), 945: array([0.01636783, 0.01685363, 0.01733944, 0.01782524, 0.01831104,
       0.01879684, 0.01928265, 0.01976845, 0.02025425, 0.02074005,
       0.02122586, 0.02171166, 0.02219746, 0.02268326, 0.02316907,
       0.02365487, 0.02414067, 0.02462647, 0.02511228, 0.02559808,
       0.02608388, 0.02656968, 0.02705549, 0.02754129, 0.02802709,
       0.02851289, 0.0289987 , 0.0294845 ]), 950: array([0.0025766 , 0.00311259, 0.00360346, 0.00405302, 0.00446473,
       0.00484179, 0.00518711, 0.00550336, 0.00579299, 0.00605824,
       0.00630116, 0.00652363, 0.00672738, 0.00691398, 0.00708487,
       0.00724137, 0.0073847 , 0.00751597, 0.00763618, 0.00774628,
       0.00784711, 0.00793945, 0.00802402, 0.00810147, 0.0081724 ,
       0.00823736, 0.00829685, 0.00835134]), 955: array([0.04740043, 0.04841864, 0.04943686, 0.05045508, 0.05147329,
       0.05249151, 0.05350973, 0.05452794, 0.05554616, 0.05656438,
       0.05758259, 0.05860081, 0.05961903, 0.06063724, 0.06165546,
       0.06267368, 0.06369189, 0.06471011, 0.06572833, 0.06674654,
       0.06776476, 0.06878298, 0.06980119, 0.07081941, 0.07183763,
       0.07285584, 0.07387406, 0.07489228]), 960: array([0.04594261, 0.04678861, 0.04763087, 0.04846941, 0.04930424,
       0.05013539, 0.05096286, 0.05178668, 0.05260686, 0.05342342,
       0.05423637, 0.05504573, 0.05585151, 0.05665373, 0.05745241,
       0.05824756, 0.0590392 , 0.05982734, 0.060612  , 0.06139319,
       0.06217093, 0.06294524, 0.06371612, 0.0644836 , 0.06524769,
       0.0660084 , 0.06676576, 0.06751976]), 965: array([0.00153652, 0.00216783, 0.00264744, 0.00301179, 0.00328858,
       0.00349886, 0.00365861, 0.00377996, 0.00387216, 0.0039422 ,
       0.00399541, 0.00403583, 0.00406654, 0.00408987, 0.00410759,
       0.00412105, 0.00413128, 0.00413905, 0.00414495, 0.00414944,
       0.00415285, 0.00415543, 0.0041574 , 0.00415889, 0.00416003,
       0.00416089, 0.00416155, 0.00416204]), 970: array([4.45429275e-04, 3.97119094e-04, 3.54061515e-04, 3.15685443e-04,
       2.81481871e-04, 2.50997138e-04, 2.23826908e-04, 1.99610805e-04,
       1.78027638e-04, 1.58791136e-04, 1.41646153e-04, 1.26365287e-04,
       1.12745858e-04, 1.00607224e-04, 8.97883823e-05, 8.01458369e-05,
       7.15516931e-05, 6.38919615e-05, 5.70650468e-05, 5.09803994e-05,
       4.55573153e-05, 4.07238649e-05, 3.64159392e-05, 3.25763998e-05,
       2.91543206e-05, 2.61043125e-05, 2.33859215e-05, 2.09630921e-05]), 975: array([0.00062124, 0.00105093, 0.00140236, 0.00168979, 0.00192489,
       0.00211716, 0.00227443, 0.00240305, 0.00250825, 0.00259429,
       0.00266467, 0.00272223, 0.0027693 , 0.00280781, 0.0028393 ,
       0.00286505, 0.00288612, 0.00290335, 0.00291744, 0.00292897,
       0.00293839, 0.0029461 , 0.00295241, 0.00295757, 0.00296179,
       0.00296524, 0.00296806, 0.00297037]), 980: array([0.00089506, 0.00105257, 0.00115359, 0.00121838, 0.00125993,
       0.00128658, 0.00130367, 0.00131463, 0.00132166, 0.00132616,
       0.00132905, 0.00133091, 0.0013321 , 0.00133286, 0.00133335,
       0.00133366, 0.00133386, 0.00133399, 0.00133407, 0.00133413,
       0.00133416, 0.00133418, 0.0013342 , 0.00133421, 0.00133421,
       0.00133422, 0.00133422, 0.00133422]), 985: array([0.00092874, 0.00091953, 0.00091602, 0.00091468, 0.00091417,
       0.00091398, 0.00091391, 0.00091388, 0.00091387, 0.00091386,
       0.00091386, 0.00091386, 0.00091386, 0.00091386, 0.00091386,
       0.00091386, 0.00091386, 0.00091386, 0.00091386, 0.00091386,
       0.00091386, 0.00091386, 0.00091386, 0.00091386, 0.00091386,
       0.00091386, 0.00091386, 0.00091386]), 990: array([0.01731824, 0.01786166, 0.01840507, 0.01894849, 0.0194919 ,
       0.02003532, 0.02057873, 0.02112215, 0.02166557, 0.02220898,
       0.0227524 , 0.02329581, 0.02383923, 0.02438264, 0.02492606,
       0.02546948, 0.02601289, 0.02655631, 0.02709972, 0.02764314,
       0.02818655, 0.02872997, 0.02927339, 0.0298168 , 0.03036022,
       0.03090363, 0.03144705, 0.03199046]), 995: array([0.00481134, 0.00546366, 0.00608181, 0.00666759, 0.00722269,
       0.00774872, 0.0082472 , 0.00871958, 0.00916722, 0.00959141,
       0.00999339, 0.01037432, 0.0107353 , 0.01107737, 0.01140153,
       0.01170872, 0.01199981, 0.01227567, 0.01253707, 0.01278479,
       0.01301953, 0.01324198, 0.01345278, 0.01365254, 0.01384183,
       0.01402122, 0.01419121, 0.0143523 ]), 1000: array([0.00533826, 0.00649745, 0.00765664, 0.00881583, 0.00997502,
       0.01113421, 0.0122934 , 0.01345258, 0.01461177, 0.01577095,
       0.01693014, 0.01808932, 0.0192485 , 0.02040769, 0.02156687,
       0.02272605, 0.02388523, 0.0250444 , 0.02620358, 0.02736276,
       0.02852194, 0.02968111, 0.03084029, 0.03199946, 0.03315863,
       0.03431781, 0.03547698, 0.03663615]), 1005: array([0.00330877, 0.00412446, 0.00481038, 0.00538719, 0.00587223,
       0.0062801 , 0.00662309, 0.00691152, 0.00715406, 0.00735801,
       0.00752952, 0.00767374, 0.00779502, 0.007897  , 0.00798276,
       0.00805488, 0.00811552, 0.00816652, 0.0082094 , 0.00824547,
       0.00827579, 0.00830129, 0.00832273, 0.00834077, 0.00835593,
       0.00836868, 0.0083794 , 0.00838842]), 1010: array([0.00190508, 0.00215289, 0.00219507, 0.00220225, 0.00220347,
       0.00220368, 0.00220371, 0.00220372, 0.00220372, 0.00220372,
       0.00220372, 0.00220372, 0.00220372, 0.00220372, 0.00220372,
       0.00220372, 0.00220372, 0.00220372, 0.00220372, 0.00220372,
       0.00220372, 0.00220372, 0.00220372, 0.00220372, 0.00220372,
       0.00220372, 0.00220372, 0.00220372]), 1015: array([0.00215011, 0.00226545, 0.00228476, 0.00228799, 0.00228853,
       0.00228862, 0.00228864, 0.00228864, 0.00228864, 0.00228864,
       0.00228864, 0.00228864, 0.00228864, 0.00228864, 0.00228864,
       0.00228864, 0.00228864, 0.00228864, 0.00228864, 0.00228864,
       0.00228864, 0.00228864, 0.00228864, 0.00228864, 0.00228864,
       0.00228864, 0.00228864, 0.00228864]), 1020: array([0.00496641, 0.00503448, 0.00510256, 0.00517063, 0.0052387 ,
       0.00530677, 0.00537484, 0.00544291, 0.00551098, 0.00557906,
       0.00564713, 0.0057152 , 0.00578327, 0.00585134, 0.00591941,
       0.00598748, 0.00605556, 0.00612363, 0.0061917 , 0.00625977,
       0.00632784, 0.00639591, 0.00646398, 0.00653205, 0.00660013,
       0.0066682 , 0.00673627, 0.00680434]), 1025: array([0.07810804, 0.06950173, 0.06217409, 0.05593514, 0.05062314,
       0.04610037, 0.04224957, 0.03897089, 0.03617934, 0.03380254,
       0.03177888, 0.03005587, 0.02858887, 0.02733982, 0.02627634,
       0.02537087, 0.02459994, 0.02394354, 0.02338466, 0.02290882,
       0.02250368, 0.02215873, 0.02186504, 0.02161497, 0.02140206,
       0.02122079, 0.02106644, 0.02093503]), 1030: array([0.20928473, 0.21250198, 0.21571924, 0.2189365 , 0.22215375,
       0.22537101, 0.22858827, 0.23180552, 0.23502278, 0.23824004,
       0.24145729, 0.24467455, 0.2478918 , 0.25110906, 0.25432632,
       0.25754357, 0.26076083, 0.26397809, 0.26719534, 0.2704126 ,
       0.27362985, 0.27684711, 0.28006437, 0.28328162, 0.28649888,
       0.28971614, 0.29293339, 0.29615065]), 1035: array([0.00073891, 0.00115396, 0.00156901, 0.00198406, 0.00239911,
       0.00281416, 0.00322921, 0.00364427, 0.00405932, 0.00447437,
       0.00488942, 0.00530447, 0.00571952, 0.00613457, 0.00654962,
       0.00696468, 0.00737973, 0.00779478, 0.00820983, 0.00862488,
       0.00903993, 0.00945498, 0.00987004, 0.01028509, 0.01070014,
       0.01111519, 0.01153024, 0.01194529]), 1040: array([0.00088171, 0.00130776, 0.00173382, 0.00215987, 0.00258593,
       0.00301198, 0.00343804, 0.00386409, 0.00429015, 0.0047162 ,
       0.00514226, 0.00556831, 0.00599437, 0.00642042, 0.00684648,
       0.00727253, 0.00769859, 0.00812464, 0.0085507 , 0.00897675,
       0.00940281, 0.00982886, 0.01025492, 0.01068097, 0.01110703,
       0.01153308, 0.01195914, 0.01238519]), 1045: array([0.00813371, 0.00887662, 0.00961952, 0.01036243, 0.01110533,
       0.01184824, 0.01259114, 0.01333405, 0.01407695, 0.01481986,
       0.01556276, 0.01630567, 0.01704857, 0.01779148, 0.01853439,
       0.01927729, 0.0200202 , 0.0207631 , 0.02150601, 0.02224891,
       0.02299182, 0.02373472, 0.02447763, 0.02522053, 0.02596344,
       0.02670635, 0.02744925, 0.02819216]), 1050: array([0.00055094, 0.00101389, 0.00147684, 0.00193979, 0.00240274,
       0.00286569, 0.00332864, 0.00379159, 0.00425454, 0.00471749,
       0.00518044, 0.00564339, 0.00610634, 0.00656929, 0.00703224,
       0.00749519, 0.00795814, 0.00842109, 0.00888404, 0.00934699,
       0.00980994, 0.01027289, 0.01073584, 0.01119879, 0.01166174,
       0.01212469, 0.01258764, 0.01305059]), 1055: array([0.01721818, 0.01747842, 0.01772251, 0.01795146, 0.0181662 ,
       0.01836762, 0.01855654, 0.01873374, 0.01889995, 0.01905585,
       0.01920207, 0.01933922, 0.01946787, 0.01958853, 0.01970171,
       0.01980786, 0.01990743, 0.02000082, 0.02008842, 0.02017058,
       0.02024765, 0.02031993, 0.02038773, 0.02045132, 0.02051097,
       0.02056692, 0.02061939, 0.02066861]), 1060: array([1.37141863e-05, 2.64661557e-05, 3.90656772e-05, 5.15145732e-05,
       6.38146444e-05, 7.59676700e-05, 8.79754079e-05, 9.98395950e-05,
       1.11561947e-04, 1.23144161e-04, 1.34587910e-04, 1.45894852e-04,
       1.57066620e-04, 1.68104831e-04, 1.79011083e-04, 1.89786951e-04,
       2.00433996e-04, 2.10953756e-04, 2.21347755e-04, 2.31617494e-04,
       2.41764461e-04, 2.51790121e-04, 2.61695927e-04, 2.71483310e-04,
       2.81153686e-04, 2.90708454e-04, 3.00148996e-04, 3.09476678e-04]), 1065: array([1.66749778e-04, 1.52228863e-04, 1.38974134e-04, 1.26875184e-04,
       1.15831230e-04, 1.05750280e-04, 9.65483635e-05, 8.81488298e-05,
       8.04817137e-05, 7.34831501e-05, 6.70948431e-05, 6.12635798e-05,
       5.59407876e-05, 5.10821290e-05, 4.66471328e-05, 4.25988568e-05,
       3.89035799e-05, 3.55305216e-05, 3.24515852e-05, 2.96411240e-05,
       2.70757278e-05, 2.47340274e-05, 2.25965172e-05, 2.06453924e-05,
       1.88644006e-05, 1.72387066e-05, 1.57547689e-05, 1.44002268e-05]), 1070: array([9.81415054e-05, 9.15366033e-05, 8.53762105e-05, 7.96304115e-05,
       7.42713041e-05, 6.92728642e-05, 6.46108187e-05, 6.02625284e-05,
       5.62068776e-05, 5.24241717e-05, 4.88960415e-05, 4.56053541e-05,
       4.25361297e-05, 3.96734637e-05, 3.70034548e-05, 3.45131373e-05,
       3.21904179e-05, 3.00240173e-05, 2.80034152e-05, 2.61187994e-05,
       2.43610181e-05, 2.27215352e-05, 2.11923894e-05, 1.97661550e-05,
       1.84359060e-05, 1.71951826e-05, 1.60379598e-05, 1.49586179e-05]), 1075: array([0.01194767, 0.01228127, 0.01261486, 0.01294845, 0.01328205,
       0.01361564, 0.01394923, 0.01428281, 0.0146164 , 0.01494999,
       0.01528357, 0.01561715, 0.01595073, 0.01628431, 0.01661789,
       0.01695147, 0.01728504, 0.01761862, 0.01795219, 0.01828576,
       0.01861933, 0.0189529 , 0.01928647, 0.01962003, 0.0199536 ,
       0.02028716, 0.02062072, 0.02095428]), 1080: array([0.00046593, 0.00076232, 0.00100223, 0.00119643, 0.00135362,
       0.00148085, 0.00158384, 0.00166721, 0.00173468, 0.0017893 ,
       0.00183351, 0.0018693 , 0.00189827, 0.00192171, 0.00194069,
       0.00195605, 0.00196849, 0.00197855, 0.0019867 , 0.0019933 ,
       0.00199863, 0.00200295, 0.00200645, 0.00200928, 0.00201157,
       0.00201343, 0.00201493, 0.00201615]), 1085: array([0.00047479, 0.00055447, 0.00063415, 0.00071383, 0.00079351,
       0.00087319, 0.00095287, 0.00103255, 0.00111222, 0.0011919 ,
       0.00127158, 0.00135126, 0.00143094, 0.00151062, 0.0015903 ,
       0.00166998, 0.00174966, 0.00182934, 0.00190902, 0.0019887 ,
       0.00206838, 0.00214806, 0.00222773, 0.00230741, 0.00238709,
       0.00246677, 0.00254645, 0.00262613]), 1090: array([0.00183518, 0.00232213, 0.00280908, 0.00329603, 0.00378298,
       0.00426993, 0.00475688, 0.00524383, 0.00573078, 0.00621772,
       0.00670467, 0.00719162, 0.00767857, 0.00816552, 0.00865247,
       0.00913942, 0.00962637, 0.01011332, 0.01060027, 0.01108722,
       0.01157417, 0.01206112, 0.01254807, 0.01303502, 0.01352197,
       0.01400892, 0.01449587, 0.01498282]), 1095: array([0.0273555 , 0.02767366, 0.02799182, 0.02830998, 0.02862814,
       0.0289463 , 0.02926446, 0.02958262, 0.02990078, 0.03021894,
       0.0305371 , 0.03085526, 0.03117342, 0.03149158, 0.03180974,
       0.0321279 , 0.03244606, 0.03276422, 0.03308238, 0.03340054,
       0.0337187 , 0.03403687, 0.03435503, 0.03467319, 0.03499135,
       0.03530951, 0.03562767, 0.03594583]), 1100: array([0.04243156, 0.04291381, 0.04339606, 0.04387831, 0.04436056,
       0.0448428 , 0.04532505, 0.0458073 , 0.04628955, 0.0467718 ,
       0.04725404, 0.04773629, 0.04821854, 0.04870079, 0.04918304,
       0.04966529, 0.05014753, 0.05062978, 0.05111203, 0.05159428,
       0.05207653, 0.05255878, 0.05304102, 0.05352327, 0.05400552,
       0.05448777, 0.05497002, 0.05545227]), 1105: array([0.00841901, 0.00769833, 0.00722252, 0.00690838, 0.00670097,
       0.00656404, 0.00647364, 0.00641395, 0.00637455, 0.00634853,
       0.00633135, 0.00632001, 0.00631252, 0.00630758, 0.00630432,
       0.00630216, 0.00630074, 0.0062998 , 0.00629918, 0.00629877,
       0.0062985 , 0.00629832, 0.00629821, 0.00629813, 0.00629808,
       0.00629804, 0.00629802, 0.00629801]), 1110: array([0.00430248, 0.00453419, 0.00465818, 0.00472453, 0.00476003,
       0.00477903, 0.0047892 , 0.00479464, 0.00479755, 0.00479911,
       0.00479995, 0.00480039, 0.00480063, 0.00480076, 0.00480083,
       0.00480086, 0.00480088, 0.00480089, 0.0048009 , 0.0048009 ,
       0.0048009 , 0.00480091, 0.00480091, 0.00480091, 0.00480091,
       0.00480091, 0.00480091, 0.00480091]), 1115: array([0.00202223, 0.00289928, 0.00335407, 0.00358989, 0.00371217,
       0.00377558, 0.00380846, 0.0038255 , 0.00383434, 0.00383893,
       0.00384131, 0.00384254, 0.00384318, 0.00384351, 0.00384368,
       0.00384377, 0.00384382, 0.00384384, 0.00384385, 0.00384386,
       0.00384386, 0.00384386, 0.00384387, 0.00384387, 0.00384387,
       0.00384387, 0.00384387, 0.00384387]), 1120: array([0.02328259, 0.01629352, 0.01258758, 0.01062252, 0.00958055,
       0.00902805, 0.00873509, 0.00857974, 0.00849738, 0.0084537 ,
       0.00843054, 0.00841826, 0.00841175, 0.00840829, 0.00840646,
       0.00840549, 0.00840498, 0.00840471, 0.00840456, 0.00840448,
       0.00840444, 0.00840442, 0.00840441, 0.0084044 , 0.0084044 ,
       0.0084044 , 0.0084044 , 0.0084044 ]), 1125: array([0.06701952, 0.06159576, 0.05692489, 0.05290241, 0.04943831,
       0.04645508, 0.04388596, 0.04167348, 0.03976811, 0.03812725,
       0.03671415, 0.03549722, 0.03444921, 0.03354669, 0.03276944,
       0.03210009, 0.03152366, 0.03102724, 0.03059973, 0.03023157,
       0.02991451, 0.02964147, 0.02940632, 0.02920382, 0.02902943,
       0.02887925, 0.02874991, 0.02863853]), 1130: array([0.07397874, 0.0688542 , 0.06431151, 0.06028459, 0.05671488,
       0.05355048, 0.05074536, 0.04825874, 0.04605444, 0.04410042,
       0.04236826, 0.04083277, 0.03947162, 0.03826501, 0.0371954 ,
       0.03624723, 0.03540672, 0.03466163, 0.03400115, 0.03341565,
       0.03289664, 0.03243655, 0.0320287 , 0.03166716, 0.03134666,
       0.03106256, 0.03081071, 0.03058746]), 1135: array([0.00097347, 0.00176112, 0.00254814, 0.00333454, 0.0041203 ,
       0.00490544, 0.00568994, 0.00647382, 0.00725707, 0.0080397 ,
       0.0088217 , 0.00960307, 0.01038382, 0.01116394, 0.01194344,
       0.01272232, 0.01350057, 0.0142782 , 0.01505521, 0.0158316 ,
       0.01660737, 0.01738251, 0.01815703, 0.01893094, 0.01970423,
       0.02047689, 0.02124894, 0.02202037]), 1140: array([0.01252749, 0.01157237, 0.01082055, 0.01022877, 0.00976295,
       0.00939629, 0.00910768, 0.0088805 , 0.00870168, 0.00856092,
       0.00845012, 0.00836291, 0.00829427, 0.00824023, 0.0081977 ,
       0.00816422, 0.00813787, 0.00811712, 0.0081008 , 0.00808794,
       0.00807783, 0.00806986, 0.0080636 , 0.00805866, 0.00805478,
       0.00805172, 0.00804932, 0.00804742]), 1145: array([0.02196593, 0.02128813, 0.02066891, 0.02010321, 0.01958641,
       0.01911428, 0.01868296, 0.01828891, 0.01792893, 0.01760005,
       0.01729961, 0.01702513, 0.01677438, 0.0165453 , 0.01633602,
       0.01614483, 0.01597016, 0.01581059, 0.01566482, 0.01553164,
       0.01540998, 0.01529883, 0.01519728, 0.01510452, 0.01501977,
       0.01494234, 0.01487161, 0.014807  ]), 1150: array([0.01761042, 0.0190212 , 0.02043197, 0.02184274, 0.0232535 ,
       0.02466426, 0.02607501, 0.02748576, 0.0288965 , 0.03030724,
       0.03171798, 0.03312871, 0.03453943, 0.03595015, 0.03736087,
       0.03877158, 0.04018228, 0.04159298, 0.04300368, 0.04441437,
       0.04582506, 0.04723574, 0.04864642, 0.05005709, 0.05146776,
       0.05287842, 0.05428908, 0.05569974]), 1155: array([0.00705617, 0.00858224, 0.0101083 , 0.01163436, 0.01316043,
       0.01468649, 0.01621255, 0.01773862, 0.01926468, 0.02079074,
       0.02231681, 0.02384287, 0.02536893, 0.026895  , 0.02842106,
       0.02994712, 0.03147319, 0.03299925, 0.03452531, 0.03605138,
       0.03757744, 0.0391035 , 0.04062957, 0.04215563, 0.04368169,
       0.04520776, 0.04673382, 0.04825989]), 1160: array([0.06848656, 0.07049452, 0.07250248, 0.07451044, 0.0765184 ,
       0.07852636, 0.08053432, 0.08254228, 0.08455024, 0.0865582 ,
       0.08856616, 0.09057412, 0.09258208, 0.09459004, 0.096598  ,
       0.09860596, 0.10061392, 0.10262188, 0.10462984, 0.1066378 ,
       0.10864576, 0.11065372, 0.11266168, 0.11466964, 0.1166776 ,
       0.11868556, 0.12069352, 0.12270148]), 1165: array([0.09177335, 0.09410591, 0.09641846, 0.09871116, 0.10098418,
       0.1032377 , 0.10547188, 0.10768688, 0.10988288, 0.11206003,
       0.1142185 , 0.11635844, 0.11848002, 0.1205834 , 0.12266872,
       0.12473615, 0.12678583, 0.12881793, 0.13083258, 0.13282995,
       0.13481018, 0.13677341, 0.1387198 , 0.14064948, 0.1425626 ,
       0.1444593 , 0.14633973, 0.14820402]), 1170: array([0.01655739, 0.0181384 , 0.01971942, 0.02130043, 0.02288145,
       0.02446246, 0.02604348, 0.02762449, 0.02920551, 0.03078652,
       0.03236754, 0.03394855, 0.03552957, 0.03711058, 0.03869159,
       0.04027261, 0.04185362, 0.04343464, 0.04501565, 0.04659667,
       0.04817768, 0.0497587 , 0.05133971, 0.05292073, 0.05450174,
       0.05608276, 0.05766377, 0.05924479]), 1175: array([0.03775165, 0.03831403, 0.03887641, 0.0394388 , 0.04000118,
       0.04056356, 0.04112595, 0.04168833, 0.04225071, 0.0428131 ,
       0.04337548, 0.04393786, 0.04450025, 0.04506263, 0.04562501,
       0.04618739, 0.04674978, 0.04731216, 0.04787454, 0.04843693,
       0.04899931, 0.04956169, 0.05012408, 0.05068646, 0.05124884,
       0.05181123, 0.05237361, 0.05293599]), 1180: array([0.05224503, 0.05277975, 0.05331447, 0.0538492 , 0.05438392,
       0.05491864, 0.05545337, 0.05598809, 0.05652281, 0.05705754,
       0.05759226, 0.05812698, 0.05866171, 0.05919643, 0.05973115,
       0.06026588, 0.0608006 , 0.06133533, 0.06187005, 0.06240477,
       0.0629395 , 0.06347422, 0.06400894, 0.06454367, 0.06507839,
       0.06561311, 0.06614784, 0.06668256]), 1185: array([0.00095659, 0.00129862, 0.00164066, 0.00198269, 0.00232472,
       0.00266676, 0.00300879, 0.00335081, 0.00369284, 0.00403487,
       0.00437689, 0.00471892, 0.00506094, 0.00540296, 0.00574498,
       0.006087  , 0.00642901, 0.00677103, 0.00711304, 0.00745506,
       0.00779707, 0.00813908, 0.00848109, 0.00882309, 0.0091651 ,
       0.0095071 , 0.00984911, 0.01019111]), 1190: array([0.00254685, 0.0030298 , 0.00351274, 0.00399569, 0.00447863,
       0.00496158, 0.00544452, 0.00592747, 0.00641041, 0.00689336,
       0.0073763 , 0.00785925, 0.00834219, 0.00882514, 0.00930808,
       0.00979103, 0.01027397, 0.01075692, 0.01123986, 0.01172281,
       0.01220575, 0.0126887 , 0.01317164, 0.01365459, 0.01413753,
       0.01462048, 0.01510342, 0.01558637]), 1195: array([0.00055708, 0.00088028, 0.00118612, 0.00147552, 0.00174938,
       0.00200853, 0.00225375, 0.0024858 , 0.00270538, 0.00291316,
       0.00310979, 0.00329585, 0.00347191, 0.00363851, 0.00379617,
       0.00394535, 0.00408652, 0.00422011, 0.00434652, 0.00446613,
       0.00457932, 0.00468643, 0.00478779, 0.0048837 , 0.00497446,
       0.00506034, 0.00514161, 0.00521851]), 1200: array([0.00186174, 0.00164982, 0.00153167, 0.00146581, 0.00142908,
       0.00140861, 0.00139719, 0.00139083, 0.00138728, 0.00138531,
       0.0013842 , 0.00138359, 0.00138324, 0.00138305, 0.00138295,
       0.00138289, 0.00138285, 0.00138284, 0.00138283, 0.00138282,
       0.00138282, 0.00138282, 0.00138281, 0.00138281, 0.00138281,
       0.00138281, 0.00138281, 0.00138281]), 1205: array([0.02097538, 0.0213157 , 0.02164911, 0.02197575, 0.02229576,
       0.02260928, 0.02291644, 0.02321736, 0.02351218, 0.02380101,
       0.02408398, 0.02436121, 0.02463281, 0.0248989 , 0.02515959,
       0.02541499, 0.02566521, 0.02591035, 0.02615051, 0.0263858 ,
       0.02661631, 0.02684215, 0.0270634 , 0.02728017, 0.02749253,
       0.02770058, 0.02790441, 0.02810411]), 1210: array([0.01813251, 0.01752172, 0.01696373, 0.01645396, 0.01598825,
       0.01556279, 0.01517411, 0.01481902, 0.01449462, 0.01419826,
       0.01392752, 0.01368018, 0.01345421, 0.01324778, 0.01305918,
       0.01288689, 0.01272949, 0.01258569, 0.01245433, 0.01233431,
       0.01222467, 0.01212451, 0.012033  , 0.01194941, 0.01187303,
       0.01180326, 0.01173952, 0.01168129]), 1215: array([0.01770334, 0.01869413, 0.01968492, 0.02067571, 0.0216665 ,
       0.02265729, 0.02364808, 0.02463887, 0.02562966, 0.02662045,
       0.02761124, 0.02860203, 0.02959282, 0.03058361, 0.0315744 ,
       0.03256518, 0.03355597, 0.03454676, 0.03553755, 0.03652834,
       0.03751913, 0.03850992, 0.03950071, 0.0404915 , 0.04148229,
       0.04247308, 0.04346387, 0.04445466]), 1220: array([0.01220117, 0.0125113 , 0.01282143, 0.01313156, 0.01344169,
       0.01375183, 0.01406196, 0.01437209, 0.01468222, 0.01499235,
       0.01530249, 0.01561262, 0.01592275, 0.01623288, 0.01654301,
       0.01685314, 0.01716328, 0.01747341, 0.01778354, 0.01809367,
       0.0184038 , 0.01871394, 0.01902407, 0.0193342 , 0.01964433,
       0.01995446, 0.02026459, 0.02057473]), 1225: array([0.00171083, 0.00200053, 0.00229024, 0.00257994, 0.00286965,
       0.00315935, 0.00344906, 0.00373876, 0.00402847, 0.00431817,
       0.00460788, 0.00489758, 0.00518729, 0.00547699, 0.0057667 ,
       0.0060564 , 0.00634611, 0.00663581, 0.00692552, 0.00721522,
       0.00750493, 0.00779463, 0.00808434, 0.00837404, 0.00866375,
       0.00895345, 0.00924316, 0.00953286]), 1230: array([0.01451956, 0.01475708, 0.0149946 , 0.01523212, 0.01546964,
       0.01570716, 0.01594468, 0.0161822 , 0.01641972, 0.01665723,
       0.01689475, 0.01713227, 0.01736979, 0.01760731, 0.01784483,
       0.01808235, 0.01831987, 0.01855739, 0.01879491, 0.01903243,
       0.01926995, 0.01950747, 0.01974499, 0.0199825 , 0.02022002,
       0.02045754, 0.02069506, 0.02093258]), 1235: array([0.02307178, 0.02325295, 0.02343411, 0.02361527, 0.02379644,
       0.0239776 , 0.02415876, 0.02433993, 0.02452109, 0.02470226,
       0.02488342, 0.02506458, 0.02524575, 0.02542691, 0.02560808,
       0.02578924, 0.0259704 , 0.02615157, 0.02633273, 0.0265139 ,
       0.02669506, 0.02687622, 0.02705739, 0.02723855, 0.02741972,
       0.02760088, 0.02778204, 0.02796321]), 1240: array([0.00019373, 0.00021879, 0.00024386, 0.00026893, 0.00029399,
       0.00031906, 0.00034413, 0.0003692 , 0.00039426, 0.00041933,
       0.0004444 , 0.00046947, 0.00049453, 0.0005196 , 0.00054467,
       0.00056974, 0.0005948 , 0.00061987, 0.00064494, 0.00067001,
       0.00069507, 0.00072014, 0.00074521, 0.00077028, 0.00079534,
       0.00082041, 0.00084548, 0.00087055]), 1245: array([0.00344687, 0.00347861, 0.00351034, 0.00354208, 0.00357381,
       0.00360555, 0.00363728, 0.00366902, 0.00370076, 0.00373249,
       0.00376423, 0.00379596, 0.0038277 , 0.00385943, 0.00389117,
       0.00392291, 0.00395464, 0.00398638, 0.00401811, 0.00404985,
       0.00408158, 0.00411332, 0.00414506, 0.00417679, 0.00420853,
       0.00424026, 0.004272  , 0.00430373]), 1250: array([0.00252202, 0.00226022, 0.00206444, 0.00191803, 0.00180855,
       0.00172667, 0.00166544, 0.00161965, 0.00158541, 0.00155981,
       0.00154066, 0.00152634, 0.00151563, 0.00150762, 0.00150163,
       0.00149715, 0.0014938 , 0.0014913 , 0.00148943, 0.00148803,
       0.00148698, 0.0014862 , 0.00148561, 0.00148517, 0.00148484,
       0.0014846 , 0.00148442, 0.00148428]), 1255: array([0.00021947, 0.00029877, 0.00035242, 0.00038872, 0.00041328,
       0.0004299 , 0.00044115, 0.00044875, 0.0004539 , 0.00045738,
       0.00045974, 0.00046133, 0.00046241, 0.00046314, 0.00046364,
       0.00046397, 0.0004642 , 0.00046435, 0.00046445, 0.00046452,
       0.00046457, 0.0004646 , 0.00046462, 0.00046464, 0.00046465,
       0.00046466, 0.00046466, 0.00046466]), 1260: array([0.00079363, 0.0008767 , 0.00095005, 0.00101482, 0.00107202,
       0.00112253, 0.00116714, 0.00120653, 0.00124131, 0.00127203,
       0.00129916, 0.00132311, 0.00134426, 0.00136294, 0.00137944,
       0.001394  , 0.00140687, 0.00141823, 0.00142826, 0.00143712,
       0.00144494, 0.00145185, 0.00145795, 0.00146333, 0.00146809,
       0.00147229, 0.001476  , 0.00147928]), 1265: array([0.00050546, 0.00051608, 0.0005267 , 0.00053732, 0.00054794,
       0.00055856, 0.00056918, 0.00057981, 0.00059043, 0.00060105,
       0.00061167, 0.00062229, 0.00063291, 0.00064353, 0.00065415,
       0.00066478, 0.0006754 , 0.00068602, 0.00069664, 0.00070726,
       0.00071788, 0.0007285 , 0.00073913, 0.00074975, 0.00076037,
       0.00077099, 0.00078161, 0.00079223]), 1270: array([0.00067498, 0.00068743, 0.00069988, 0.00071233, 0.00072478,
       0.00073723, 0.00074968, 0.00076214, 0.00077459, 0.00078704,
       0.00079949, 0.00081194, 0.00082439, 0.00083684, 0.0008493 ,
       0.00086175, 0.0008742 , 0.00088665, 0.0008991 , 0.00091155,
       0.000924  , 0.00093645, 0.00094891, 0.00096136, 0.00097381,
       0.00098626, 0.00099871, 0.00101116]), 1275: array([0.00104023, 0.00091911, 0.0008552 , 0.00082148, 0.00080369,
       0.0007943 , 0.00078934, 0.00078673, 0.00078535, 0.00078462,
       0.00078424, 0.00078404, 0.00078393, 0.00078387, 0.00078384,
       0.00078383, 0.00078382, 0.00078381, 0.00078381, 0.00078381,
       0.00078381, 0.00078381, 0.00078381, 0.00078381, 0.00078381,
       0.00078381, 0.00078381, 0.00078381]), 1280: array([0.01326782, 0.01368176, 0.01409571, 0.01450966, 0.0149236 ,
       0.01533755, 0.01575149, 0.01616544, 0.01657938, 0.01699333,
       0.01740728, 0.01782122, 0.01823517, 0.01864911, 0.01906306,
       0.019477  , 0.01989095, 0.0203049 , 0.02071884, 0.02113279,
       0.02154673, 0.02196068, 0.02237462, 0.02278857, 0.02320252,
       0.02361646, 0.02403041, 0.02444435]), 1285: array([0.01066962, 0.01108998, 0.01151033, 0.01193068, 0.01235104,
       0.01277139, 0.01319175, 0.0136121 , 0.01403245, 0.01445281,
       0.01487316, 0.01529352, 0.01571387, 0.01613423, 0.01655458,
       0.01697493, 0.01739529, 0.01781564, 0.018236  , 0.01865635,
       0.01907671, 0.01949706, 0.01991741, 0.02033777, 0.02075812,
       0.02117848, 0.02159883, 0.02201918]), 1290: array([0.00012526, 0.00021084, 0.00028393, 0.00034637, 0.00039969,
       0.00044523, 0.00048414, 0.00051736, 0.00054574, 0.00056998,
       0.00059068, 0.00060837, 0.00062347, 0.00063637, 0.00064739,
       0.0006568 , 0.00066483, 0.0006717 , 0.00067756, 0.00068257,
       0.00068685, 0.0006905 , 0.00069362, 0.00069629, 0.00069857,
       0.00070051, 0.00070217, 0.00070359]), 1295: array([0.00074931, 0.00090098, 0.00105265, 0.00120433, 0.001356  ,
       0.00150767, 0.00165935, 0.00181102, 0.00196269, 0.00211437,
       0.00226604, 0.00241771, 0.00256939, 0.00272106, 0.00287273,
       0.00302441, 0.00317608, 0.00332775, 0.00347942, 0.0036311 ,
       0.00378277, 0.00393444, 0.00408612, 0.00423779, 0.00438946,
       0.00454114, 0.00469281, 0.00484448]), 1300: array([0.00045398, 0.00048974, 0.00051403, 0.00053052, 0.00054173,
       0.00054934, 0.00055451, 0.00055802, 0.00056041, 0.00056203,
       0.00056313, 0.00056388, 0.00056439, 0.00056473, 0.00056497,
       0.00056512, 0.00056523, 0.00056531, 0.00056536, 0.00056539,
       0.00056541, 0.00056543, 0.00056544, 0.00056545, 0.00056545,
       0.00056545, 0.00056546, 0.00056546]), 1305: array([0.00031446, 0.00031701, 0.00031829, 0.00031893, 0.00031925,
       0.00031941, 0.00031949, 0.00031953, 0.00031955, 0.00031956,
       0.00031956, 0.00031956, 0.00031957, 0.00031957, 0.00031957,
       0.00031957, 0.00031957, 0.00031957, 0.00031957, 0.00031957,
       0.00031957, 0.00031957, 0.00031957, 0.00031957, 0.00031957,
       0.00031957, 0.00031957, 0.00031957]), 1310: array([0.00039334, 0.00048838, 0.00053634, 0.00056055, 0.00057277,
       0.00057893, 0.00058204, 0.00058361, 0.00058441, 0.00058481,
       0.00058501, 0.00058511, 0.00058516, 0.00058519, 0.0005852 ,
       0.00058521, 0.00058521, 0.00058521, 0.00058521, 0.00058521,
       0.00058521, 0.00058521, 0.00058521, 0.00058521, 0.00058521,
       0.00058521, 0.00058521, 0.00058521]), 1315: array([0.00215006, 0.00201361, 0.00189805, 0.00180018, 0.00171729,
       0.00164709, 0.00158763, 0.00153728, 0.00149464, 0.00145852,
       0.00142794, 0.00140203, 0.00138009, 0.00136151, 0.00134578,
       0.00133245, 0.00132116, 0.00131161, 0.00130351, 0.00129665,
       0.00129085, 0.00128593, 0.00128176, 0.00127824, 0.00127525,
       0.00127272, 0.00127058, 0.00126876]), 1320: array([0.03481728, 0.03511397, 0.03541066, 0.03570735, 0.03600404,
       0.03630072, 0.03659741, 0.0368941 , 0.03719079, 0.03748747,
       0.03778416, 0.03808085, 0.03837754, 0.03867423, 0.03897091,
       0.0392676 , 0.03956429, 0.03986098, 0.04015766, 0.04045435,
       0.04075104, 0.04104773, 0.04134442, 0.0416411 , 0.04193779,
       0.04223448, 0.04253117, 0.04282785]), 1325: array([0.02790941, 0.02433343, 0.02144553, 0.01911332, 0.01722988,
       0.01570884, 0.01448048, 0.01348848, 0.01268736, 0.01204039,
       0.01151792, 0.01109597, 0.01075522, 0.01048003, 0.0102578 ,
       0.01007832, 0.00993339, 0.00981634, 0.00972181, 0.00964547,
       0.00958382, 0.00953404, 0.00949383, 0.00946136, 0.00943514,
       0.00941396, 0.00939686, 0.00938305]), 1330: array([0.00012493, 0.00014506, 0.00016519, 0.00018533, 0.00020546,
       0.00022559, 0.00024572, 0.00026585, 0.00028598, 0.00030611,
       0.00032624, 0.00034637, 0.0003665 , 0.00038663, 0.00040676,
       0.00042689, 0.00044702, 0.00046715, 0.00048728, 0.00050742,
       0.00052755, 0.00054768, 0.00056781, 0.00058794, 0.00060807,
       0.0006282 , 0.00064833, 0.00066846]), 1335: array([0.00042247, 0.00048566, 0.00053689, 0.00057841, 0.00061208,
       0.00063937, 0.00066149, 0.00067943, 0.00069396, 0.00070575,
       0.00071531, 0.00072305, 0.00072933, 0.00073442, 0.00073855,
       0.00074189, 0.0007446 , 0.0007468 , 0.00074858, 0.00075003,
       0.0007512 , 0.00075215, 0.00075292, 0.00075354, 0.00075405,
       0.00075446, 0.00075479, 0.00075506]), 1340: array([0.00014557, 0.00013553, 0.00012937, 0.00012561, 0.0001233 ,
       0.00012189, 0.00012102, 0.00012049, 0.00012017, 0.00011997,
       0.00011984, 0.00011977, 0.00011972, 0.0001197 , 0.00011968,
       0.00011967, 0.00011966, 0.00011966, 0.00011966, 0.00011965,
       0.00011965, 0.00011965, 0.00011965, 0.00011965, 0.00011965,
       0.00011965, 0.00011965, 0.00011965]), 1345: array([0.00011   , 0.0001095 , 0.00010915, 0.0001089 , 0.00010873,
       0.00010861, 0.00010852, 0.00010846, 0.00010842, 0.00010839,
       0.00010837, 0.00010836, 0.00010835, 0.00010834, 0.00010834,
       0.00010833, 0.00010833, 0.00010833, 0.00010833, 0.00010833,
       0.00010833, 0.00010833, 0.00010833, 0.00010833, 0.00010833,
       0.00010833, 0.00010833, 0.00010833]), 1350: array([0.00171363, 0.00116591, 0.00085109, 0.00067015, 0.00056615,
       0.00050638, 0.00047202, 0.00045227, 0.00044092, 0.0004344 ,
       0.00043065, 0.00042849, 0.00042726, 0.00042654, 0.00042613,
       0.0004259 , 0.00042576, 0.00042569, 0.00042564, 0.00042562,
       0.0004256 , 0.00042559, 0.00042559, 0.00042559, 0.00042558,
       0.00042558, 0.00042558, 0.00042558]), 1355: array([0.00133011, 0.0014148 , 0.00149949, 0.00158417, 0.00166886,
       0.00175355, 0.00183824, 0.00192293, 0.00200762, 0.00209231,
       0.002177  , 0.00226169, 0.00234638, 0.00243107, 0.00251576,
       0.00260045, 0.00268514, 0.00276983, 0.00285452, 0.00293921,
       0.0030239 , 0.00310859, 0.00319328, 0.00327797, 0.00336266,
       0.00344735, 0.00353203, 0.00361672]), 1360: array([0.00024251, 0.00029429, 0.00032529, 0.00034385, 0.00035497,
       0.00036163, 0.00036561, 0.000368  , 0.00036943, 0.00037028,
       0.00037079, 0.0003711 , 0.00037128, 0.00037139, 0.00037146,
       0.0003715 , 0.00037152, 0.00037154, 0.00037155, 0.00037155,
       0.00037155, 0.00037156, 0.00037156, 0.00037156, 0.00037156,
       0.00037156, 0.00037156, 0.00037156]), 1365: array([0.00124903, 0.00133928, 0.00142952, 0.00151977, 0.00161002,
       0.00170026, 0.00179051, 0.00188076, 0.00197101, 0.00206125,
       0.0021515 , 0.00224175, 0.002332  , 0.00242224, 0.00251249,
       0.00260274, 0.00269298, 0.00278323, 0.00287348, 0.00296373,
       0.00305397, 0.00314422, 0.00323447, 0.00332472, 0.00341496,
       0.00350521, 0.00359546, 0.00368571]), 1370: array([0.00017216, 0.00025507, 0.0003206 , 0.0003724 , 0.00041334,
       0.0004457 , 0.00047128, 0.0004915 , 0.00050748, 0.00052011,
       0.00053009, 0.00053798, 0.00054422, 0.00054915, 0.00055305,
       0.00055613, 0.00055856, 0.00056049, 0.00056201, 0.00056321,
       0.00056416, 0.00056491, 0.0005655 , 0.00056597, 0.00056634,
       0.00056664, 0.00056687, 0.00056705]), 1375: array([0.00047721, 0.00047721, 0.00047721, 0.00047721, 0.00047721,
       0.00047721, 0.00047721, 0.00047721, 0.00047721, 0.00047721,
       0.00047721, 0.00047721, 0.00047721, 0.00047721, 0.00047721,
       0.00047721, 0.00047721, 0.00047721, 0.00047721, 0.00047721,
       0.00047721, 0.00047721, 0.00047721, 0.00047721, 0.00047721,
       0.00047721, 0.00047721, 0.00047721]), 1380: array([0.00234419, 0.00259037, 0.00282516, 0.00304908, 0.00326265,
       0.00346635, 0.00366061, 0.0038459 , 0.00402261, 0.00419114,
       0.00435188, 0.00450519, 0.0046514 , 0.00479085, 0.00492385,
       0.0050507 , 0.00517168, 0.00528706, 0.0053971 , 0.00550206,
       0.00560216, 0.00569763, 0.00578868, 0.00587552, 0.00595835,
       0.00603734, 0.00611268, 0.00618453]), 1385: array([0.00065854, 0.00097137, 0.00121846, 0.00141361, 0.00156774,
       0.00168948, 0.00178563, 0.00186157, 0.00192155, 0.00196892,
       0.00200634, 0.00203589, 0.00205923, 0.00207766, 0.00209222,
       0.00210372, 0.00211281, 0.00211998, 0.00212564, 0.00213012,
       0.00213365, 0.00213645, 0.00213865, 0.00214039, 0.00214177,
       0.00214285, 0.00214371, 0.00214439]), 1390: array([0.00136314, 0.00136314, 0.00136314, 0.00136314, 0.00136314,
       0.00136314, 0.00136314, 0.00136314, 0.00136314, 0.00136314,
       0.00136314, 0.00136314, 0.00136314, 0.00136314, 0.00136314,
       0.00136314, 0.00136314, 0.00136314, 0.00136314, 0.00136314,
       0.00136314, 0.00136314, 0.00136314, 0.00136314, 0.00136314,
       0.00136314, 0.00136314, 0.00136314]), 1395: array([0.00224094, 0.00227068, 0.00230041, 0.00233015, 0.00235989,
       0.00238963, 0.00241937, 0.0024491 , 0.00247884, 0.00250858,
       0.00253832, 0.00256806, 0.0025978 , 0.00262753, 0.00265727,
       0.00268701, 0.00271675, 0.00274649, 0.00277622, 0.00280596,
       0.0028357 , 0.00286544, 0.00289518, 0.00292492, 0.00295465,
       0.00298439, 0.00301413, 0.00304387]), 1400: array([0.00159017, 0.00167562, 0.00170077, 0.00170818, 0.00171036,
       0.001711  , 0.00171119, 0.00171124, 0.00171126, 0.00171126,
       0.00171126, 0.00171126, 0.00171126, 0.00171126, 0.00171126,
       0.00171126, 0.00171126, 0.00171126, 0.00171126, 0.00171126,
       0.00171126, 0.00171126, 0.00171126, 0.00171126, 0.00171126,
       0.00171126, 0.00171126, 0.00171126]), 1405: array([0.00386175, 0.0039211 , 0.00398045, 0.00403981, 0.00409916,
       0.00415851, 0.00421787, 0.00427722, 0.00433657, 0.00439593,
       0.00445528, 0.00451463, 0.00457398, 0.00463334, 0.00469269,
       0.00475204, 0.0048114 , 0.00487075, 0.0049301 , 0.00498946,
       0.00504881, 0.00510816, 0.00516751, 0.00522687, 0.00528622,
       0.00534557, 0.00540493, 0.00546428]), 1410: array([0.01846677, 0.01501831, 0.01261171, 0.01093219, 0.00976009,
       0.00894211, 0.00837125, 0.00797287, 0.00769484, 0.00750081,
       0.0073654 , 0.0072709 , 0.00720496, 0.00715893, 0.00712681,
       0.0071044 , 0.00708875, 0.00707784, 0.00707022, 0.0070649 ,
       0.00706119, 0.0070586 , 0.00705679, 0.00705553, 0.00705465,
       0.00705404, 0.00705361, 0.00705331]), 1415: array([0.02425346, 0.02373884, 0.02326773, 0.02283646, 0.02244166,
       0.02208025, 0.0217494 , 0.02144653, 0.02116927, 0.02091545,
       0.0206831 , 0.0204704 , 0.02027568, 0.02009743, 0.01993426,
       0.01978488, 0.01964813, 0.01952295, 0.01940836, 0.01930345,
       0.01920742, 0.0191195 , 0.01903903, 0.01896535, 0.01889791,
       0.01883617, 0.01877965, 0.01872791]), 1420: array([0.00045847, 0.00073931, 0.00102016, 0.001301  , 0.00158185,
       0.0018627 , 0.00214354, 0.00242439, 0.00270523, 0.00298608,
       0.00326692, 0.00354777, 0.00382861, 0.00410946, 0.0043903 ,
       0.00467115, 0.00495199, 0.00523284, 0.00551368, 0.00579453,
       0.00607538, 0.00635622, 0.00663707, 0.00691791, 0.00719876,
       0.0074796 , 0.00776045, 0.00804129]), 1425: array([0.00303953, 0.00299953, 0.00296788, 0.00294285, 0.00292306,
       0.0029074 , 0.00289501, 0.00288522, 0.00287747, 0.00287134,
       0.00286649, 0.00286266, 0.00285962, 0.00285722, 0.00285533,
       0.00285383, 0.00285264, 0.0028517 , 0.00285096, 0.00285037,
       0.00284991, 0.00284954, 0.00284925, 0.00284902, 0.00284884,
       0.00284869, 0.00284858, 0.00284849]), 1430: array([0.00100826, 0.00100893, 0.00100926, 0.00100943, 0.00100951,
       0.00100956, 0.00100958, 0.00100959, 0.00100959, 0.0010096 ,
       0.0010096 , 0.0010096 , 0.0010096 , 0.0010096 , 0.0010096 ,
       0.0010096 , 0.0010096 , 0.0010096 , 0.0010096 , 0.0010096 ,
       0.0010096 , 0.0010096 , 0.0010096 , 0.0010096 , 0.0010096 ,
       0.0010096 , 0.0010096 , 0.0010096 ]), 1435: array([0.02281129, 0.02336694, 0.0239226 , 0.02447825, 0.0250339 ,
       0.02558955, 0.0261452 , 0.02670086, 0.02725651, 0.02781216,
       0.02836781, 0.02892346, 0.02947912, 0.03003477, 0.03059042,
       0.03114607, 0.03170173, 0.03225738, 0.03281303, 0.03336868,
       0.03392433, 0.03447999, 0.03503564, 0.03559129, 0.03614694,
       0.03670259, 0.03725825, 0.0378139 ]), 1440: array([0.00061552, 0.00118375, 0.00172177, 0.00223118, 0.00271352,
       0.00317021, 0.00360263, 0.00401206, 0.00439972, 0.00476677,
       0.0051143 , 0.00544336, 0.00575493, 0.00604994, 0.00632926,
       0.00659373, 0.00684414, 0.00708124, 0.00730573, 0.00751829,
       0.00771955, 0.0079101 , 0.00809053, 0.00826137, 0.00842312,
       0.00857628, 0.00872129, 0.00885859]), 1445: array([0.00235578, 0.00234414, 0.00233396, 0.00232505, 0.00231726,
       0.00231044, 0.00230448, 0.00229926, 0.0022947 , 0.00229071,
       0.00228722, 0.00228416, 0.00228149, 0.00227916, 0.00227711,
       0.00227532, 0.00227376, 0.00227239, 0.00227119, 0.00227015,
       0.00226923, 0.00226843, 0.00226773, 0.00226712, 0.00226658,
       0.00226611, 0.0022657 , 0.00226534]), 1450: array([0.01888598, 0.01407325, 0.01127197, 0.00964147, 0.00869243,
       0.00814004, 0.00781852, 0.00763137, 0.00752244, 0.00745904,
       0.00742214, 0.00740066, 0.00738815, 0.00738088, 0.00737664,
       0.00737418, 0.00737274, 0.00737191, 0.00737142, 0.00737114,
       0.00737097, 0.00737088, 0.00737082, 0.00737079, 0.00737077,
       0.00737076, 0.00737075, 0.00737075]), 1455: array([0.18595027, 0.18980093, 0.19365159, 0.19750225, 0.2013529 ,
       0.20520356, 0.20905422, 0.21290488, 0.21675553, 0.22060619,
       0.22445685, 0.22830751, 0.23215817, 0.23600882, 0.23985948,
       0.24371014, 0.2475608 , 0.25141145, 0.25526211, 0.25911277,
       0.26296343, 0.26681409, 0.27066474, 0.2745154 , 0.27836606,
       0.28221672, 0.28606737, 0.28991803]), 1460: array([0.30304649, 0.30834525, 0.313644  , 0.31894275, 0.3242415 ,
       0.32954026, 0.33483901, 0.34013776, 0.34543651, 0.35073527,
       0.35603402, 0.36133277, 0.36663153, 0.37193028, 0.37722903,
       0.38252778, 0.38782654, 0.39312529, 0.39842404, 0.40372279,
       0.40902155, 0.4143203 , 0.41961905, 0.4249178 , 0.43021656,
       0.43551531, 0.44081406, 0.44611282]), 1465: array([0.00021408, 0.00034295, 0.00045823, 0.00056137, 0.00065364,
       0.00073618, 0.00081003, 0.00087609, 0.00093519, 0.00098806,
       0.00103536, 0.00107767, 0.00111552, 0.00114939, 0.00117969,
       0.00120679, 0.00123103, 0.00125273, 0.00127213, 0.00128949,
       0.00130502, 0.00131892, 0.00133135, 0.00134246, 0.00135241,
       0.00136131, 0.00136927, 0.0013764 ]), 1470: array([0.01563304, 0.01630856, 0.01698408, 0.0176596 , 0.01833512,
       0.01901064, 0.01968616, 0.02036167, 0.02103719, 0.02171271,
       0.02238823, 0.02306375, 0.02373927, 0.02441479, 0.02509031,
       0.02576583, 0.02644135, 0.02711687, 0.02779239, 0.02846791,
       0.02914343, 0.02981895, 0.03049447, 0.03117   , 0.03184552,
       0.03252104, 0.03319656, 0.03387208]), 1475: array([0.02053991, 0.02121936, 0.02189881, 0.02257826, 0.0232577 ,
       0.02393715, 0.0246166 , 0.02529605, 0.0259755 , 0.02665494,
       0.02733439, 0.02801384, 0.02869329, 0.02937273, 0.03005218,
       0.03073163, 0.03141108, 0.03209053, 0.03276997, 0.03344942,
       0.03412887, 0.03480832, 0.03548777, 0.03616721, 0.03684666,
       0.03752611, 0.03820556, 0.038885  ]), 1480: array([0.00293804, 0.00326338, 0.00357241, 0.00386595, 0.00414478,
       0.00440963, 0.00466121, 0.00490017, 0.00512715, 0.00534276,
       0.00554755, 0.00574208, 0.00592686, 0.00610238, 0.0062691 ,
       0.00642746, 0.00657788, 0.00672076, 0.00685648, 0.0069854 ,
       0.00710785, 0.00722416, 0.00733465, 0.00743959, 0.00753928,
       0.00763397, 0.00772391, 0.00780934]), 1485: array([0.00057948, 0.00097856, 0.00126128, 0.00146158, 0.00160349,
       0.00170402, 0.00177524, 0.0018257 , 0.00186145, 0.00188678,
       0.00190472, 0.00191743, 0.00192644, 0.00193282, 0.00193734,
       0.00194054, 0.00194281, 0.00194442, 0.00194556, 0.00194636,
       0.00194694, 0.00194734, 0.00194763, 0.00194783, 0.00194798,
       0.00194808, 0.00194815, 0.0019482 ]), 1490: array([0.00188409, 0.00135467, 0.00115046, 0.00107168, 0.00104129,
       0.00102957, 0.00102505, 0.00102331, 0.00102264, 0.00102238,
       0.00102228, 0.00102224, 0.00102222, 0.00102222, 0.00102221,
       0.00102221, 0.00102221, 0.00102221, 0.00102221, 0.00102221,
       0.00102221, 0.00102221, 0.00102221, 0.00102221, 0.00102221,
       0.00102221, 0.00102221, 0.00102221]), 1495: array([0.00396302, 0.00376763, 0.00360246, 0.00346285, 0.00334483,
       0.00324507, 0.00316074, 0.00308945, 0.00302919, 0.00297826,
       0.0029352 , 0.0028988 , 0.00286803, 0.00284203, 0.00282004,
       0.00280146, 0.00278575, 0.00277247, 0.00276125, 0.00275176,
       0.00274374, 0.00273696, 0.00273123, 0.00272638, 0.00272229,
       0.00271882, 0.0027159 , 0.00271342]), 1500: array([0.00990839, 0.0102727 , 0.010637  , 0.01100131, 0.01136562,
       0.01172993, 0.01209424, 0.01245855, 0.01282286, 0.01318717,
       0.01355148, 0.01391579, 0.01428009, 0.0146444 , 0.01500871,
       0.01537302, 0.01573733, 0.01610164, 0.01646595, 0.01683026,
       0.01719457, 0.01755888, 0.01792318, 0.01828749, 0.0186518 ,
       0.01901611, 0.01938042, 0.01974473]), 1505: array([0.00364058, 0.00353602, 0.0034633 , 0.00341273, 0.00337756,
       0.0033531 , 0.00333608, 0.00332425, 0.00331603, 0.0033103 ,
       0.00330632, 0.00330356, 0.00330163, 0.00330029, 0.00329936,
       0.00329872, 0.00329827, 0.00329795, 0.00329773, 0.00329758,
       0.00329748, 0.0032974 , 0.00329735, 0.00329732, 0.00329729,
       0.00329728, 0.00329726, 0.00329726]), 1510: array([5.39020356e-05, 6.64219929e-05, 7.66417965e-05, 8.49840284e-05,
       9.17936341e-05, 9.73521860e-05, 1.01889526e-04, 1.05593271e-04,
       1.08616568e-04, 1.11084428e-04, 1.13098895e-04, 1.14743267e-04,
       1.16085536e-04, 1.17181204e-04, 1.18075578e-04, 1.18805638e-04,
       1.19401573e-04, 1.19888023e-04, 1.20285102e-04, 1.20609231e-04,
       1.20873811e-04, 1.21089783e-04, 1.21266077e-04, 1.21409982e-04,
       1.21527449e-04, 1.21623335e-04, 1.21701605e-04, 1.21765495e-04]), 1515: array([0.00755902, 0.00784653, 0.00813403, 0.00842153, 0.00870903,
       0.00899653, 0.00928403, 0.00957154, 0.00985904, 0.01014654,
       0.01043404, 0.01072154, 0.01100905, 0.01129655, 0.01158405,
       0.01187155, 0.01215905, 0.01244656, 0.01273406, 0.01302156,
       0.01330906, 0.01359656, 0.01388407, 0.01417157, 0.01445907,
       0.01474657, 0.01503407, 0.01532157]), 1520: array([0.02207844, 0.02237695, 0.02267546, 0.02297397, 0.02327248,
       0.02357099, 0.0238695 , 0.02416801, 0.02446652, 0.02476503,
       0.02506354, 0.02536205, 0.02566056, 0.02595907, 0.02625758,
       0.02655609, 0.0268546 , 0.02715311, 0.02745162, 0.02775012,
       0.02804863, 0.02834714, 0.02864565, 0.02894416, 0.02924267,
       0.02954118, 0.02983969, 0.0301382 ]), 1525: array([0.01007574, 0.01039643, 0.01071712, 0.01103781, 0.0113585 ,
       0.01167919, 0.01199988, 0.01232057, 0.01264126, 0.01296195,
       0.01328264, 0.01360333, 0.01392402, 0.01424472, 0.01456541,
       0.0148861 , 0.01520679, 0.01552748, 0.01584818, 0.01616887,
       0.01648956, 0.01681026, 0.01713095, 0.01745164, 0.01777234,
       0.01809303, 0.01841372, 0.01873442]), 1530: array([0.00014047, 0.00027873, 0.00041699, 0.00055525, 0.00069351,
       0.00083177, 0.00097003, 0.00110829, 0.00124655, 0.0013848 ,
       0.00152306, 0.00166132, 0.00179958, 0.00193784, 0.0020761 ,
       0.00221436, 0.00235262, 0.00249088, 0.00262914, 0.0027674 ,
       0.00290566, 0.00304392, 0.00318218, 0.00332044, 0.0034587 ,
       0.00359696, 0.00373522, 0.00387348]), 1535: array([0.00028187, 0.00030398, 0.00032165, 0.00033578, 0.00034708,
       0.00035611, 0.00036333, 0.0003691 , 0.00037372, 0.00037741,
       0.00038035, 0.00038271, 0.0003846 , 0.0003861 , 0.00038731,
       0.00038827, 0.00038904, 0.00038966, 0.00039015, 0.00039054,
       0.00039086, 0.00039111, 0.00039131, 0.00039147, 0.0003916 ,
       0.0003917 , 0.00039178, 0.00039185]), 1540: array([0.00085798, 0.0008751 , 0.00089222, 0.00090933, 0.00092645,
       0.00094357, 0.00096069, 0.0009778 , 0.00099492, 0.00101204,
       0.00102915, 0.00104627, 0.00106339, 0.0010805 , 0.00109762,
       0.00111474, 0.00113185, 0.00114897, 0.00116609, 0.0011832 ,
       0.00120032, 0.00121744, 0.00123455, 0.00125167, 0.00126879,
       0.0012859 , 0.00130302, 0.00132014]), 1545: array([0.00050797, 0.00053262, 0.00053406, 0.00053415, 0.00053415,
       0.00053415, 0.00053415, 0.00053415, 0.00053415, 0.00053415,
       0.00053415, 0.00053415, 0.00053415, 0.00053415, 0.00053415,
       0.00053415, 0.00053415, 0.00053415, 0.00053415, 0.00053415,
       0.00053415, 0.00053415, 0.00053415, 0.00053415, 0.00053415,
       0.00053415, 0.00053415, 0.00053415]), 1550: array([0.00091657, 0.00091484, 0.00091397, 0.00091354, 0.00091333,
       0.00091322, 0.00091317, 0.00091314, 0.00091313, 0.00091312,
       0.00091312, 0.00091311, 0.00091311, 0.00091311, 0.00091311,
       0.00091311, 0.00091311, 0.00091311, 0.00091311, 0.00091311,
       0.00091311, 0.00091311, 0.00091311, 0.00091311, 0.00091311,
       0.00091311, 0.00091311, 0.00091311]), 1555: array([0.00056983, 0.00055997, 0.00055083, 0.00054235, 0.00053449,
       0.0005272 , 0.00052045, 0.00051418, 0.00050838, 0.00050299,
       0.000498  , 0.00049338, 0.00048909, 0.00048511, 0.00048142,
       0.000478  , 0.00047483, 0.00047189, 0.00046917, 0.00046664,
       0.0004643 , 0.00046213, 0.00046012, 0.00045825, 0.00045652,
       0.00045492, 0.00045343, 0.00045205]), 1560: array([0.0004274 , 0.00055816, 0.00068891, 0.00081967, 0.00095043,
       0.00108118, 0.00121194, 0.0013427 , 0.00147345, 0.00160421,
       0.00173496, 0.00186572, 0.00199648, 0.00212723, 0.00225799,
       0.00238874, 0.0025195 , 0.00265026, 0.00278101, 0.00291177,
       0.00304253, 0.00317328, 0.00330404, 0.00343479, 0.00356555,
       0.00369631, 0.00382706, 0.00395782]), 1565: array([0.01017674, 0.01054276, 0.01090879, 0.01127481, 0.01164084,
       0.01200686, 0.01237289, 0.01273891, 0.01310494, 0.01347096,
       0.01383699, 0.01420302, 0.01456904, 0.01493507, 0.01530109,
       0.01566712, 0.01603315, 0.01639917, 0.0167652 , 0.01713122,
       0.01749725, 0.01786328, 0.0182293 , 0.01859533, 0.01896136,
       0.01932738, 0.01969341, 0.02005944]), 1570: array([0.02225078, 0.02275336, 0.02325595, 0.02375853, 0.02426112,
       0.02476371, 0.02526629, 0.02576888, 0.02627147, 0.02677406,
       0.02727664, 0.02777923, 0.02828182, 0.02878441, 0.029287  ,
       0.02978959, 0.03029218, 0.03079477, 0.03129736, 0.03179996,
       0.03230255, 0.03280514, 0.03330773, 0.03381033, 0.03431292,
       0.03481552, 0.03531811, 0.03582071]), 1575: array([0.00387951, 0.00401122, 0.00414293, 0.00427463, 0.00440634,
       0.00453805, 0.00466976, 0.00480147, 0.00493317, 0.00506488,
       0.00519659, 0.0053283 , 0.00546   , 0.00559171, 0.00572342,
       0.00585513, 0.00598683, 0.00611854, 0.00625025, 0.00638196,
       0.00651367, 0.00664537, 0.00677708, 0.00690879, 0.0070405 ,
       0.0071722 , 0.00730391, 0.00743562]), 1580: array([0.00348563, 0.003793  , 0.00408881, 0.00437348, 0.00464743,
       0.00491106, 0.00516477, 0.00540893, 0.0056439 , 0.00587002,
       0.00608763, 0.00629704, 0.00649857, 0.00669251, 0.00687915,
       0.00705877, 0.00723162, 0.00739797, 0.00755805, 0.0077121 ,
       0.00786036, 0.00800303, 0.00814034, 0.00827247, 0.00839963,
       0.008522  , 0.00863976, 0.00875309]), 1585: array([0.0011128 , 0.00127992, 0.00143339, 0.00157434, 0.00170377,
       0.00182263, 0.00193179, 0.00203203, 0.00212409, 0.00220863,
       0.00228627, 0.00235757, 0.00242304, 0.00248317, 0.00253839,
       0.0025891 , 0.00263567, 0.00267843, 0.00271771, 0.00275377,
       0.0027869 , 0.00281731, 0.00284525, 0.0028709 , 0.00289445,
       0.00291609, 0.00293595, 0.0029542 ]), 1590: array([0.00011172, 0.00019073, 0.00026973, 0.00034874, 0.00042775,
       0.00050676, 0.00058577, 0.00066478, 0.00074379, 0.0008228 ,
       0.0009018 , 0.00098081, 0.00105982, 0.00113883, 0.00121784,
       0.00129685, 0.00137586, 0.00145487, 0.00153388, 0.00161288,
       0.00169189, 0.0017709 , 0.00184991, 0.00192892, 0.00200793,
       0.00208694, 0.00216595, 0.00224495]), 1595: array([0.01121665, 0.01173564, 0.01225464, 0.01277363, 0.01329261,
       0.0138116 , 0.01433058, 0.01484956, 0.01536854, 0.01588751,
       0.01640648, 0.01692545, 0.01744441, 0.01796338, 0.01848234,
       0.01900129, 0.01952025, 0.0200392 , 0.02055815, 0.0210771 ,
       0.02159604, 0.02211498, 0.02263392, 0.02315286, 0.02367179,
       0.02419072, 0.02470965, 0.02522857]), 1600: array([0.0053067 , 0.00534484, 0.00536392, 0.00537346, 0.00537822,
       0.00538061, 0.0053818 , 0.0053824 , 0.00538269, 0.00538284,
       0.00538292, 0.00538296, 0.00538297, 0.00538298, 0.00538299,
       0.00538299, 0.00538299, 0.00538299, 0.00538299, 0.00538299,
       0.00538299, 0.00538299, 0.00538299, 0.00538299, 0.00538299,
       0.00538299, 0.00538299, 0.00538299]), 1605: array([4.10668565e-05, 3.79179926e-05, 3.50105758e-05, 3.23260925e-05,
       2.98474488e-05, 2.75588613e-05, 2.54457571e-05, 2.34946804e-05,
       2.16932075e-05, 2.00298671e-05, 1.84940675e-05, 1.70760293e-05,
       1.57667227e-05, 1.45578105e-05, 1.34415946e-05, 1.24109675e-05,
       1.14593663e-05, 1.05807315e-05, 9.76946829e-06, 9.02041071e-06,
       8.32878902e-06, 7.69019917e-06, 7.10057481e-06, 6.55616138e-06,
       6.05349223e-06, 5.58936651e-06, 5.16082880e-06, 4.76515031e-06]), 1610: array([0.00098166, 0.00128932, 0.00159698, 0.00190465, 0.00221231,
       0.00251997, 0.00282764, 0.0031353 , 0.00344296, 0.00375063,
       0.00405829, 0.00436595, 0.00467361, 0.00498128, 0.00528894,
       0.0055966 , 0.00590427, 0.00621193, 0.00651959, 0.00682725,
       0.00713492, 0.00744258, 0.00775024, 0.00805791, 0.00836557,
       0.00867323, 0.0089809 , 0.00928856]), 1615: array([0.00043614, 0.00045352, 0.00045485, 0.00045495, 0.00045496,
       0.00045496, 0.00045496, 0.00045496, 0.00045496, 0.00045496,
       0.00045496, 0.00045496, 0.00045496, 0.00045496, 0.00045496,
       0.00045496, 0.00045496, 0.00045496, 0.00045496, 0.00045496,
       0.00045496, 0.00045496, 0.00045496, 0.00045496, 0.00045496,
       0.00045496, 0.00045496, 0.00045496]), 1620: array([0.00035735, 0.00035902, 0.00035985, 0.00036027, 0.00036048,
       0.00036058, 0.00036063, 0.00036066, 0.00036067, 0.00036068,
       0.00036068, 0.00036068, 0.00036068, 0.00036068, 0.00036068,
       0.00036068, 0.00036068, 0.00036068, 0.00036068, 0.00036068,
       0.00036068, 0.00036068, 0.00036068, 0.00036068, 0.00036068,
       0.00036068, 0.00036068, 0.00036068]), 1625: array([0.04585296, 0.04631145, 0.04676994, 0.04722843, 0.04768692,
       0.04814541, 0.04860389, 0.04906238, 0.04952087, 0.04997936,
       0.05043785, 0.05089634, 0.05135483, 0.05181332, 0.05227181,
       0.0527303 , 0.05318879, 0.05364728, 0.05410577, 0.05456426,
       0.05502275, 0.05548123, 0.05593972, 0.05639821, 0.0568567 ,
       0.05731519, 0.05777368, 0.05823217]), 1630: array([0.05685599, 0.05715668, 0.05745737, 0.05775806, 0.05805875,
       0.05835944, 0.05866013, 0.05896082, 0.05926151, 0.0595622 ,
       0.05986289, 0.06016358, 0.06046427, 0.06076496, 0.06106565,
       0.06136634, 0.06166704, 0.06196773, 0.06226842, 0.06256911,
       0.0628698 , 0.06317049, 0.06347118, 0.06377187, 0.06407256,
       0.06437325, 0.06467394, 0.06497463]), 1635: array([4.16187190e-05, 6.10790635e-05, 8.05394079e-05, 9.99997524e-05,
       1.19460097e-04, 1.38920441e-04, 1.58380786e-04, 1.77841130e-04,
       1.97301475e-04, 2.16761819e-04, 2.36222164e-04, 2.55682508e-04,
       2.75142853e-04, 2.94603197e-04, 3.14063542e-04, 3.33523886e-04,
       3.52984231e-04, 3.72444575e-04, 3.91904920e-04, 4.11365264e-04,
       4.30825609e-04, 4.50285954e-04, 4.69746298e-04, 4.89206643e-04,
       5.08666987e-04, 5.28127332e-04, 5.47587676e-04, 5.67048021e-04]), 1640: array([0.00011457, 0.00014738, 0.00018018, 0.00021298, 0.00024579,
       0.00027859, 0.0003114 , 0.0003442 , 0.000377  , 0.00040981,
       0.00044261, 0.00047541, 0.00050822, 0.00054102, 0.00057383,
       0.00060663, 0.00063943, 0.00067224, 0.00070504, 0.00073785,
       0.00077065, 0.00080345, 0.00083626, 0.00086906, 0.00090186,
       0.00093467, 0.00096747, 0.00100028]), 1645: array([0.00157063, 0.00159777, 0.00162491, 0.00165205, 0.00167919,
       0.00170633, 0.00173347, 0.00176061, 0.00178775, 0.00181489,
       0.00184203, 0.00186917, 0.00189631, 0.00192345, 0.00195059,
       0.00197773, 0.00200487, 0.00203201, 0.00205915, 0.00208629,
       0.00211343, 0.00214057, 0.00216771, 0.00219485, 0.00222199,
       0.00224913, 0.00227627, 0.00230341]), 1650: array([0.00171247, 0.00179101, 0.00186956, 0.00194811, 0.00202667,
       0.00210523, 0.00218379, 0.00226236, 0.00234093, 0.0024195 ,
       0.00249807, 0.00257665, 0.00265524, 0.00273382, 0.00281241,
       0.002891  , 0.00296959, 0.00304819, 0.00312679, 0.0032054 ,
       0.00328401, 0.00336262, 0.00344123, 0.00351985, 0.00359847,
       0.00367709, 0.00375572, 0.00383435]), 1655: array([0.00036627, 0.00050442, 0.00060752, 0.00068447, 0.00074191,
       0.00078478, 0.00081677, 0.00084065, 0.00085847, 0.00087178,
       0.0008817 , 0.00088911, 0.00089464, 0.00089877, 0.00090185,
       0.00090415, 0.00090587, 0.00090715, 0.00090811, 0.00090882,
       0.00090935, 0.00090975, 0.00091005, 0.00091027, 0.00091043,
       0.00091056, 0.00091065, 0.00091072]), 1660: array([0.00063208, 0.00095143, 0.00111315, 0.00119504, 0.00123651,
       0.00125751, 0.00126815, 0.00127353, 0.00127626, 0.00127764,
       0.00127834, 0.0012787 , 0.00127888, 0.00127897, 0.00127901,
       0.00127904, 0.00127905, 0.00127905, 0.00127906, 0.00127906,
       0.00127906, 0.00127906, 0.00127906, 0.00127906, 0.00127906,
       0.00127906, 0.00127906, 0.00127906]), 1665: array([0.01199531, 0.01226359, 0.01253187, 0.01280015, 0.01306843,
       0.01333671, 0.01360499, 0.01387327, 0.01414155, 0.01440983,
       0.01467811, 0.01494639, 0.01521467, 0.01548295, 0.01575124,
       0.01601952, 0.0162878 , 0.01655608, 0.01682436, 0.01709264,
       0.01736092, 0.0176292 , 0.01789748, 0.01816576, 0.01843404,
       0.01870232, 0.0189706 , 0.01923888]), 1670: array([0.0271004 , 0.02750044, 0.02790047, 0.0283005 , 0.02870054,
       0.02910057, 0.0295006 , 0.02990064, 0.03030067, 0.0307007 ,
       0.03110074, 0.03150077, 0.03190081, 0.03230084, 0.03270087,
       0.03310091, 0.03350094, 0.03390097, 0.03430101, 0.03470104,
       0.03510107, 0.03550111, 0.03590114, 0.03630118, 0.03670121,
       0.03710124, 0.03750128, 0.03790131]), 1675: array([0.00093073, 0.00128854, 0.00164635, 0.00200417, 0.00236198,
       0.00271979, 0.00307761, 0.00343542, 0.00379323, 0.00415105,
       0.00450886, 0.00486667, 0.00522449, 0.0055823 , 0.00594011,
       0.00629793, 0.00665574, 0.00701355, 0.00737137, 0.00772918,
       0.00808699, 0.00844481, 0.00880262, 0.00916043, 0.00951825,
       0.00987606, 0.01023387, 0.01059169]), 1680: array([0.00394316, 0.00474707, 0.00555099, 0.0063549 , 0.00715882,
       0.00796273, 0.00876665, 0.00957056, 0.01037448, 0.01117839,
       0.01198231, 0.01278622, 0.01359014, 0.01439405, 0.01519797,
       0.01600189, 0.0168058 , 0.01760972, 0.01841363, 0.01921755,
       0.02002146, 0.02082538, 0.02162929, 0.02243321, 0.02323712,
       0.02404104, 0.02484495, 0.02564887]), 1685: array([1.18004936e-05, 1.17697534e-05, 1.17392615e-05, 1.17090159e-05,
       1.16790146e-05, 1.16492556e-05, 1.16197370e-05, 1.15904568e-05,
       1.15614130e-05, 1.15326039e-05, 1.15040274e-05, 1.14756817e-05,
       1.14475650e-05, 1.14196754e-05, 1.13920110e-05, 1.13645700e-05,
       1.13373507e-05, 1.13103513e-05, 1.12835699e-05, 1.12570048e-05,
       1.12306542e-05, 1.12045165e-05, 1.11785899e-05, 1.11528728e-05,
       1.11273633e-05, 1.11020598e-05, 1.10769607e-05, 1.10520644e-05]), 1690: array([0.0001269 , 0.00024914, 0.00037139, 0.00049363, 0.00061587,
       0.00073812, 0.00086036, 0.0009826 , 0.00110484, 0.00122709,
       0.00134933, 0.00147157, 0.00159381, 0.00171605, 0.00183829,
       0.00196053, 0.00208277, 0.00220501, 0.00232725, 0.00244949,
       0.00257173, 0.00269397, 0.0028162 , 0.00293844, 0.00306068,
       0.00318292, 0.00330516, 0.00342739]), 1695: array([0.0086399 , 0.00888541, 0.00913091, 0.00937642, 0.00962192,
       0.00986743, 0.01011293, 0.01035844, 0.01060394, 0.01084944,
       0.01109495, 0.01134045, 0.01158596, 0.01183146, 0.01207697,
       0.01232247, 0.01256798, 0.01281348, 0.01305899, 0.01330449,
       0.01355   , 0.0137955 , 0.014041  , 0.01428651, 0.01453201,
       0.01477752, 0.01502302, 0.01526853]), 1700: array([0.04132273, 0.0420556 , 0.04278848, 0.04352135, 0.04425423,
       0.04498711, 0.04571998, 0.04645286, 0.04718573, 0.04791861,
       0.04865148, 0.04938436, 0.05011723, 0.05085011, 0.05158298,
       0.05231586, 0.05304873, 0.05378161, 0.05451448, 0.05524736,
       0.05598023, 0.05671311, 0.05744598, 0.05817886, 0.05891173,
       0.05964461, 0.06037748, 0.06111036]), 1705: array([0.00816753, 0.00764483, 0.00744197, 0.00736325, 0.0073327 ,
       0.00732084, 0.00731624, 0.00731445, 0.00731376, 0.00731349,
       0.00731339, 0.00731335, 0.00731333, 0.00731332, 0.00731332,
       0.00731332, 0.00731332, 0.00731332, 0.00731332, 0.00731332,
       0.00731332, 0.00731332, 0.00731332, 0.00731332, 0.00731332,
       0.00731332, 0.00731332, 0.00731332]), 1710: array([0.0096267 , 0.01062519, 0.01162367, 0.01262216, 0.01362064,
       0.01461913, 0.01561761, 0.0166161 , 0.01761458, 0.01861307,
       0.01961155, 0.02061004, 0.02160852, 0.02260701, 0.0236055 ,
       0.02460398, 0.02560247, 0.02660095, 0.02759944, 0.02859792,
       0.02959641, 0.03059489, 0.03159338, 0.03259186, 0.03359035,
       0.03458883, 0.03558732, 0.0365858 ]), 1715: array([0.00387775, 0.00393474, 0.00399173, 0.00404871, 0.0041057 ,
       0.00416269, 0.00421968, 0.00427666, 0.00433365, 0.00439064,
       0.00444762, 0.00450461, 0.0045616 , 0.00461858, 0.00467557,
       0.00473256, 0.00478954, 0.00484653, 0.00490352, 0.0049605 ,
       0.00501749, 0.00507448, 0.00513146, 0.00518845, 0.00524544,
       0.00530242, 0.00535941, 0.0054164 ]), 1720: array([0.03246618, 0.03403563, 0.03560509, 0.03717455, 0.038744  ,
       0.04031346, 0.04188291, 0.04345237, 0.04502183, 0.04659128,
       0.04816074, 0.04973019, 0.05129965, 0.05286911, 0.05443856,
       0.05600802, 0.05757747, 0.05914693, 0.06071639, 0.06228584,
       0.0638553 , 0.06542475, 0.06699421, 0.06856367, 0.07013312,
       0.07170258, 0.07327203, 0.07484149]), 1725: array([0.05915036, 0.05862304, 0.05813044, 0.05767027, 0.05724038,
       0.05683879, 0.05646364, 0.05611318, 0.05578579, 0.05547995,
       0.05519424, 0.05492734, 0.054678  , 0.05444508, 0.05422749,
       0.05402423, 0.05383434, 0.05365695, 0.05349124, 0.05333644,
       0.05319182, 0.05305673, 0.05293053, 0.05281263, 0.0527025 ,
       0.05259961, 0.0525035 , 0.05241372]), 1730: array([0.02107825, 0.02126705, 0.02145586, 0.02164467, 0.02183348,
       0.02202228, 0.02221109, 0.0223999 , 0.02258871, 0.02277751,
       0.02296632, 0.02315513, 0.02334394, 0.02353274, 0.02372155,
       0.02391036, 0.02409917, 0.02428798, 0.02447678, 0.02466559,
       0.0248544 , 0.02504321, 0.02523201, 0.02542082, 0.02560963,
       0.02579844, 0.02598724, 0.02617605]), 1735: array([0.00171602, 0.00246953, 0.00306831, 0.00354414, 0.00392227,
       0.00422275, 0.00446153, 0.00465129, 0.00480207, 0.0049219 ,
       0.00501712, 0.00509279, 0.00515292, 0.00520071, 0.00523868,
       0.00526886, 0.00529284, 0.00531189, 0.00532703, 0.00533907,
       0.00534863, 0.00535623, 0.00536227, 0.00536707, 0.00537088,
       0.00537391, 0.00537632, 0.00537823]), 1740: array([0.00097976, 0.00125164, 0.00152352, 0.0017954 , 0.00206728,
       0.00233916, 0.00261104, 0.00288292, 0.0031548 , 0.00342668,
       0.00369856, 0.00397044, 0.00424232, 0.0045142 , 0.00478608,
       0.00505796, 0.00532984, 0.00560172, 0.0058736 , 0.00614548,
       0.00641736, 0.00668924, 0.00696112, 0.007233  , 0.00750488,
       0.00777676, 0.00804864, 0.00832052]), 1745: array([0.0026451 , 0.00266926, 0.00269291, 0.00271608, 0.00273878,
       0.002761  , 0.00278276, 0.00280407, 0.00282495, 0.00284539,
       0.00286541, 0.00288501, 0.00290421, 0.00292301, 0.00294143,
       0.00295946, 0.00297712, 0.00299442, 0.00301135, 0.00302794,
       0.00304419, 0.0030601 , 0.00307568, 0.00309093, 0.00310588,
       0.00312051, 0.00313484, 0.00314888]), 1750: array([0.0019403 , 0.00201714, 0.00205556, 0.00207478, 0.00208438,
       0.00208918, 0.00209158, 0.00209278, 0.00209338, 0.00209368,
       0.00209383, 0.00209391, 0.00209395, 0.00209397, 0.00209398,
       0.00209398, 0.00209398, 0.00209398, 0.00209398, 0.00209398,
       0.00209398, 0.00209398, 0.00209399, 0.00209399, 0.00209399,
       0.00209399, 0.00209399, 0.00209399]), 1755: array([0.00214736, 0.00239772, 0.0024278 , 0.00243142, 0.00243185,
       0.00243191, 0.00243191, 0.00243191, 0.00243191, 0.00243191,
       0.00243191, 0.00243191, 0.00243191, 0.00243191, 0.00243191,
       0.00243191, 0.00243191, 0.00243191, 0.00243191, 0.00243191,
       0.00243191, 0.00243191, 0.00243191, 0.00243191, 0.00243191,
       0.00243191, 0.00243191, 0.00243191]), 1760: array([0.04379256, 0.04177539, 0.03993464, 0.03825488, 0.03672204,
       0.03532327, 0.03404683, 0.03288203, 0.03181911, 0.03084915,
       0.02996403, 0.02915632, 0.02841925, 0.02774665, 0.02713287,
       0.02657278, 0.02606167, 0.02559527, 0.02516966, 0.02478127,
       0.02442685, 0.02410343, 0.0238083 , 0.02353898, 0.02329321,
       0.02306894, 0.02286428, 0.02267753]), 1765: array([0.06909428, 0.07053066, 0.07196705, 0.07340343, 0.07483981,
       0.0762762 , 0.07771258, 0.07914896, 0.08058535, 0.08202173,
       0.08345812, 0.0848945 , 0.08633088, 0.08776727, 0.08920365,
       0.09064004, 0.09207642, 0.0935128 , 0.09494919, 0.09638557,
       0.09782195, 0.09925834, 0.10069472, 0.10213111, 0.10356749,
       0.10500387, 0.10644026, 0.10787664]), 1770: array([0.01045791, 0.01100683, 0.01155575, 0.01210467, 0.01265359,
       0.01320251, 0.01375143, 0.01430036, 0.01484928, 0.0153982 ,
       0.01594712, 0.01649604, 0.01704496, 0.01759388, 0.0181428 ,
       0.01869172, 0.01924064, 0.01978957, 0.02033849, 0.02088741,
       0.02143633, 0.02198525, 0.02253417, 0.02308309, 0.02363201,
       0.02418093, 0.02472985, 0.02527877]), 1775: array([0.00324211, 0.0037462 , 0.0042503 , 0.00475439, 0.00525849,
       0.00576258, 0.00626667, 0.00677077, 0.00727486, 0.00777896,
       0.00828305, 0.00878714, 0.00929124, 0.00979533, 0.01029942,
       0.01080352, 0.01130761, 0.01181171, 0.0123158 , 0.01281989,
       0.01332399, 0.01382808, 0.01433218, 0.01483627, 0.01534036,
       0.01584446, 0.01634855, 0.01685264]), 1780: array([6.21279845e-05, 9.56592307e-05, 1.29190477e-04, 1.62721723e-04,
       1.96252969e-04, 2.29784215e-04, 2.63315462e-04, 2.96846708e-04,
       3.30377954e-04, 3.63909200e-04, 3.97440446e-04, 4.30971692e-04,
       4.64502939e-04, 4.98034185e-04, 5.31565431e-04, 5.65096677e-04,
       5.98627923e-04, 6.32159170e-04, 6.65690416e-04, 6.99221662e-04,
       7.32752908e-04, 7.66284154e-04, 7.99815401e-04, 8.33346647e-04,
       8.66877893e-04, 9.00409139e-04, 9.33940385e-04, 9.67471631e-04]), 1785: array([0.00068009, 0.00073846, 0.00079682, 0.00085518, 0.00091355,
       0.00097191, 0.00103027, 0.00108864, 0.001147  , 0.00120536,
       0.00126373, 0.00132209, 0.00138045, 0.00143882, 0.00149718,
       0.00155554, 0.00161391, 0.00167227, 0.00173063, 0.001789  ,
       0.00184736, 0.00190572, 0.00196409, 0.00202245, 0.00208081,
       0.00213918, 0.00219754, 0.0022559 ]), 1790: array([0.00035852, 0.00042072, 0.00048291, 0.0005451 , 0.00060729,
       0.00066947, 0.00073165, 0.00079382, 0.00085598, 0.00091815,
       0.0009803 , 0.00104246, 0.00110461, 0.00116675, 0.00122889,
       0.00129102, 0.00135315, 0.00141528, 0.0014774 , 0.00153951,
       0.00160162, 0.00166373, 0.00172583, 0.00178793, 0.00185002,
       0.00191211, 0.00197419, 0.00203627]), 1795: array([0.00215735, 0.00171411, 0.00142809, 0.00124353, 0.00112443,
       0.00104758, 0.00099799, 0.00096598, 0.00094533, 0.00093201,
       0.00092341, 0.00091786, 0.00091428, 0.00091197, 0.00091048,
       0.00090952, 0.0009089 , 0.0009085 , 0.00090824, 0.00090807,
       0.00090796, 0.00090789, 0.00090785, 0.00090782, 0.0009078 ,
       0.00090779, 0.00090778, 0.00090778]), 1800: array([0.04455086, 0.04486625, 0.04518164, 0.04549703, 0.04581241,
       0.0461278 , 0.04644319, 0.04675858, 0.04707397, 0.04738936,
       0.04770475, 0.04802014, 0.04833553, 0.04865092, 0.0489663 ,
       0.04928169, 0.04959708, 0.04991247, 0.05022786, 0.05054325,
       0.05085864, 0.05117403, 0.05148942, 0.05180481, 0.0521202 ,
       0.05243558, 0.05275097, 0.05306636]), 1805: array([0.0632312 , 0.06370484, 0.06417847, 0.06465211, 0.06512575,
       0.06559939, 0.06607302, 0.06654666, 0.0670203 , 0.06749393,
       0.06796757, 0.06844121, 0.06891485, 0.06938848, 0.06986212,
       0.07033576, 0.07080939, 0.07128303, 0.07175667, 0.07223031,
       0.07270394, 0.07317758, 0.07365122, 0.07412486, 0.07459849,
       0.07507213, 0.07554577, 0.07601941]), 1810: array([0.00011016, 0.00012286, 0.00013555, 0.00014825, 0.00016095,
       0.00017364, 0.00018634, 0.00019903, 0.00021173, 0.00022443,
       0.00023712, 0.00024982, 0.00026252, 0.00027521, 0.00028791,
       0.00030061, 0.0003133 , 0.000326  , 0.0003387 , 0.00035139,
       0.00036409, 0.00037679, 0.00038948, 0.00040218, 0.00041488,
       0.00042757, 0.00044027, 0.00045297]), 1815: array([0.00032301, 0.00038144, 0.00042899, 0.00046768, 0.00049915,
       0.00052476, 0.0005456 , 0.00056256, 0.00057635, 0.00058758,
       0.00059671, 0.00060414, 0.00061019, 0.00061511, 0.00061911,
       0.00062237, 0.00062502, 0.00062717, 0.00062893, 0.00063035,
       0.00063152, 0.00063246, 0.00063323, 0.00063386, 0.00063436,
       0.00063478, 0.00063512, 0.00063539]), 1820: array([0.00041554, 0.00038234, 0.0003579 , 0.0003399 , 0.00032665,
       0.00031689, 0.00030971, 0.00030442, 0.00030052, 0.00029766,
       0.00029555, 0.00029399, 0.00029285, 0.000292  , 0.00029138,
       0.00029093, 0.00029059, 0.00029034, 0.00029016, 0.00029003,
       0.00028993, 0.00028985, 0.0002898 , 0.00028976, 0.00028973,
       0.00028971, 0.0002897 , 0.00028968]), 1825: array([0.00022948, 0.00022836, 0.0002278 , 0.00022752, 0.00022738,
       0.00022731, 0.00022728, 0.00022726, 0.00022725, 0.00022725,
       0.00022724, 0.00022724, 0.00022724, 0.00022724, 0.00022724,
       0.00022724, 0.00022724, 0.00022724, 0.00022724, 0.00022724,
       0.00022724, 0.00022724, 0.00022724, 0.00022724, 0.00022724,
       0.00022724, 0.00022724, 0.00022724]), 1830: array([0.00033853, 0.00038039, 0.00040014, 0.00040946, 0.00041386,
       0.00041593, 0.00041691, 0.00041737, 0.00041759, 0.00041769,
       0.00041774, 0.00041777, 0.00041778, 0.00041778, 0.00041778,
       0.00041779, 0.00041779, 0.00041779, 0.00041779, 0.00041779,
       0.00041779, 0.00041779, 0.00041779, 0.00041779, 0.00041779,
       0.00041779, 0.00041779, 0.00041779]), 1835: array([0.00504096, 0.00508018, 0.00511818, 0.00515502, 0.00519071,
       0.0052253 , 0.00525883, 0.00529132, 0.0053228 , 0.00535331,
       0.00538288, 0.00541154, 0.00543931, 0.00546623, 0.00549231,
       0.00551759, 0.00554208, 0.00556582, 0.00558883, 0.00561112,
       0.00563273, 0.00565367, 0.00567396, 0.00569363, 0.00571269,
       0.00573116, 0.00574906, 0.0057664 ]), 1840: array([0.00040429, 0.0005267 , 0.00059716, 0.00063771, 0.00066105,
       0.00067448, 0.00068221, 0.00068666, 0.00068922, 0.00069069,
       0.00069154, 0.00069203, 0.00069231, 0.00069247, 0.00069257,
       0.00069262, 0.00069265, 0.00069267, 0.00069268, 0.00069268,
       0.00069269, 0.00069269, 0.00069269, 0.00069269, 0.00069269,
       0.00069269, 0.00069269, 0.00069269]), 1845: array([0.00285732, 0.003112  , 0.00336668, 0.00362136, 0.00387604,
       0.00413072, 0.0043854 , 0.00464008, 0.00489476, 0.00514944,
       0.00540411, 0.00565879, 0.00591347, 0.00616815, 0.00642283,
       0.00667751, 0.00693219, 0.00718687, 0.00744155, 0.00769623,
       0.00795091, 0.00820559, 0.00846027, 0.00871495, 0.00896963,
       0.0092243 , 0.00947898, 0.00973366]), 1850: array([0.00131381, 0.00140518, 0.00141736, 0.00141898, 0.00141919,
       0.00141922, 0.00141923, 0.00141923, 0.00141923, 0.00141923,
       0.00141923, 0.00141923, 0.00141923, 0.00141923, 0.00141923,
       0.00141923, 0.00141923, 0.00141923, 0.00141923, 0.00141923,
       0.00141923, 0.00141923, 0.00141923, 0.00141923, 0.00141923,
       0.00141923, 0.00141923, 0.00141923]), 1855: array([0.0013456 , 0.00136389, 0.00138133, 0.00139796, 0.00141381,
       0.00142892, 0.00144333, 0.00145707, 0.00147017, 0.00148266,
       0.00149456, 0.00150591, 0.00151674, 0.00152706, 0.00153689,
       0.00154627, 0.00155522, 0.00156374, 0.00157187, 0.00157963,
       0.00158701, 0.00159406, 0.00160078, 0.00160718, 0.00161329,
       0.00161911, 0.00162466, 0.00162995]), 1860: array([0.00234316, 0.00239048, 0.0024378 , 0.00248512, 0.00253244,
       0.00257976, 0.00262707, 0.00267439, 0.00272171, 0.00276903,
       0.00281635, 0.00286367, 0.00291099, 0.00295831, 0.00300563,
       0.00305295, 0.00310027, 0.00314759, 0.00319491, 0.00324223,
       0.00328955, 0.00333687, 0.00338419, 0.0034315 , 0.00347882,
       0.00352614, 0.00357346, 0.00362078]), 1865: array([0.00079743, 0.00080414, 0.00081023, 0.00081574, 0.00082075,
       0.00082529, 0.00082941, 0.00083314, 0.00083653, 0.0008396 ,
       0.00084239, 0.00084492, 0.00084721, 0.00084929, 0.00085117,
       0.00085288, 0.00085443, 0.00085584, 0.00085711, 0.00085827,
       0.00085932, 0.00086027, 0.00086113, 0.00086192, 0.00086263,
       0.00086327, 0.00086385, 0.00086438]), 1870: array([0.00087929, 0.00059258, 0.00053052, 0.00051709, 0.00051418,
       0.00051355, 0.00051342, 0.00051339, 0.00051338, 0.00051338,
       0.00051338, 0.00051338, 0.00051338, 0.00051338, 0.00051338,
       0.00051338, 0.00051338, 0.00051338, 0.00051338, 0.00051338,
       0.00051338, 0.00051338, 0.00051338, 0.00051338, 0.00051338,
       0.00051338, 0.00051338, 0.00051338]), 1875: array([0.00037817, 0.00045777, 0.00053737, 0.00061697, 0.00069657,
       0.00077617, 0.00085577, 0.00093537, 0.00101497, 0.00109457,
       0.00117417, 0.00125377, 0.00133337, 0.00141297, 0.00149257,
       0.00157217, 0.00165177, 0.00173137, 0.00181097, 0.00189057,
       0.00197017, 0.00204977, 0.00212937, 0.00220897, 0.00228857,
       0.00236817, 0.00244777, 0.00252737]), 1880: array([0.0012173 , 0.00124007, 0.00126285, 0.00128562, 0.00130839,
       0.00133116, 0.00135393, 0.0013767 , 0.00139947, 0.00142224,
       0.00144501, 0.00146778, 0.00149055, 0.00151332, 0.0015361 ,
       0.00155887, 0.00158164, 0.00160441, 0.00162718, 0.00164995,
       0.00167272, 0.00169549, 0.00171826, 0.00174103, 0.0017638 ,
       0.00178657, 0.00180935, 0.00183212]), 1885: array([0.00254685, 0.00222981, 0.00207028, 0.00199001, 0.00194962,
       0.0019293 , 0.00191907, 0.00191393, 0.00191134, 0.00191003,
       0.00190938, 0.00190905, 0.00190888, 0.0019088 , 0.00190876,
       0.00190874, 0.00190873, 0.00190872, 0.00190872, 0.00190872,
       0.00190872, 0.00190872, 0.00190871, 0.00190871, 0.00190871,
       0.00190871, 0.00190871, 0.00190871]), 1890: array([0.00025145, 0.00043029, 0.00059838, 0.00075637, 0.00090486,
       0.00104443, 0.00117562, 0.00129892, 0.00141481, 0.00152373,
       0.00162611, 0.00172234, 0.00181278, 0.00189779, 0.00197769,
       0.00205279, 0.00212338, 0.00218972, 0.00225208, 0.00231068,
       0.00236577, 0.00241755, 0.00246621, 0.00251195, 0.00255495,
       0.00259535, 0.00263333, 0.00266903]), 1895: array([0.00020627, 0.00039699, 0.00057515, 0.00074158, 0.00089705,
       0.00104228, 0.00117795, 0.00130468, 0.00142306, 0.00153365,
       0.00163696, 0.00173347, 0.00182362, 0.00190783, 0.0019865 ,
       0.00205998, 0.00212863, 0.00219276, 0.00225266, 0.00230862,
       0.00236089, 0.00240972, 0.00245534, 0.00249795, 0.00253776,
       0.00257494, 0.00260968, 0.00264213]), 1900: array([0.00140378, 0.00142609, 0.00144839, 0.0014707 , 0.00149301,
       0.00151532, 0.00153762, 0.00155993, 0.00158224, 0.00160455,
       0.00162685, 0.00164916, 0.00167147, 0.00169378, 0.00171608,
       0.00173839, 0.0017607 , 0.001783  , 0.00180531, 0.00182762,
       0.00184993, 0.00187223, 0.00189454, 0.00191685, 0.00193916,
       0.00196146, 0.00198377, 0.00200608]), 1905: array([0.01520793, 0.01555257, 0.0158972 , 0.01624183, 0.01658647,
       0.0169311 , 0.01727573, 0.01762036, 0.017965  , 0.01830963,
       0.01865426, 0.0189989 , 0.01934353, 0.01968816, 0.02003279,
       0.02037743, 0.02072206, 0.02106669, 0.02141133, 0.02175596,
       0.02210059, 0.02244522, 0.02278986, 0.02313449, 0.02347912,
       0.02382376, 0.02416839, 0.02451302]), 1910: array([0.00427823, 0.00450965, 0.00463305, 0.00469884, 0.00473393,
       0.00475263, 0.00476261, 0.00476793, 0.00477076, 0.00477228,
       0.00477308, 0.00477351, 0.00477374, 0.00477386, 0.00477393,
       0.00477396, 0.00477398, 0.00477399, 0.004774  , 0.004774  ,
       0.004774  , 0.004774  , 0.004774  , 0.004774  , 0.004774  ,
       0.004774  , 0.004774  , 0.004774  ]), 1915: array([0.00527827, 0.00532822, 0.00536738, 0.00539809, 0.00542216,
       0.00544104, 0.00545584, 0.00546745, 0.00547655, 0.00548368,
       0.00548928, 0.00549367, 0.0054971 , 0.0054998 , 0.00550192,
       0.00550357, 0.00550487, 0.00550589, 0.00550669, 0.00550732,
       0.00550781, 0.00550819, 0.0055085 , 0.00550873, 0.00550892,
       0.00550907, 0.00550918, 0.00550927]), 1920: array([0.02835883, 0.02972005, 0.03108126, 0.03244248, 0.03380369,
       0.0351649 , 0.03652612, 0.03788733, 0.03924855, 0.04060976,
       0.04197098, 0.04333219, 0.04469341, 0.04605462, 0.04741584,
       0.04877705, 0.05013827, 0.05149948, 0.05286069, 0.05422191,
       0.05558312, 0.05694434, 0.05830555, 0.05966677, 0.06102798,
       0.0623892 , 0.06375041, 0.06511163]), 1925: array([0.03071367, 0.03192878, 0.03314389, 0.03435901, 0.03557412,
       0.03678923, 0.03800434, 0.03921945, 0.04043457, 0.04164968,
       0.04286479, 0.0440799 , 0.04529501, 0.04651012, 0.04772524,
       0.04894035, 0.05015546, 0.05137057, 0.05258568, 0.05380079,
       0.05501591, 0.05623102, 0.05744613, 0.05866124, 0.05987635,
       0.06109147, 0.06230658, 0.06352169]), 1930: array([0.01454112, 0.01569967, 0.01685822, 0.01801677, 0.01917533,
       0.02033388, 0.02149243, 0.02265099, 0.02380954, 0.02496809,
       0.02612665, 0.0272852 , 0.02844375, 0.02960231, 0.03076086,
       0.03191941, 0.03307797, 0.03423652, 0.03539507, 0.03655363,
       0.03771218, 0.03887073, 0.04002929, 0.04118784, 0.04234639,
       0.04350495, 0.0446635 , 0.04582205]), 1935: array([0.13023596, 0.13126022, 0.13228448, 0.13330874, 0.134333  ,
       0.13535726, 0.13638152, 0.13740578, 0.13843004, 0.1394543 ,
       0.14047856, 0.14150282, 0.14252708, 0.14355134, 0.1445756 ,
       0.14559986, 0.14662412, 0.14764838, 0.14867264, 0.1496969 ,
       0.15072116, 0.15174542, 0.15276968, 0.15379394, 0.1548182 ,
       0.15584246, 0.15686672, 0.15789099]), 1940: array([0.22166283, 0.22409464, 0.22652645, 0.22895826, 0.23139007,
       0.23382188, 0.23625369, 0.2386855 , 0.24111731, 0.24354912,
       0.24598093, 0.24841274, 0.25084455, 0.25327636, 0.25570817,
       0.25813998, 0.26057179, 0.2630036 , 0.26543541, 0.26786722,
       0.27029903, 0.27273084, 0.27516265, 0.27759446, 0.28002627,
       0.28245808, 0.28488989, 0.2873217 ]), 1945: array([6.06228018e-05, 1.06465946e-04, 1.51961398e-04, 1.97111796e-04,
       2.41919755e-04, 2.86387874e-04, 3.30518730e-04, 3.74314881e-04,
       4.17778865e-04, 4.60913202e-04, 5.03720391e-04, 5.46202914e-04,
       5.88363234e-04, 6.30203794e-04, 6.71727019e-04, 7.12935316e-04,
       7.53831074e-04, 7.94416663e-04, 8.34694435e-04, 8.74666725e-04,
       9.14335851e-04, 9.53704110e-04, 9.92773786e-04, 1.03154714e-03,
       1.07002643e-03, 1.10821387e-03, 1.14611168e-03, 1.18372207e-03]), 1950: array([0.00010557, 0.00011981, 0.00013165, 0.00014147, 0.00014964,
       0.00015642, 0.00016205, 0.00016673, 0.00017061, 0.00017384,
       0.00017652, 0.00017875, 0.00018059, 0.00018213, 0.00018341,
       0.00018447, 0.00018535, 0.00018608, 0.00018668, 0.00018719,
       0.00018761, 0.00018796, 0.00018824, 0.00018848, 0.00018868,
       0.00018885, 0.00018899, 0.0001891 ]), 1955: array([0.00037866, 0.0004172 , 0.00044841, 0.00047369, 0.00049416,
       0.00051075, 0.00052418, 0.00053506, 0.00054387, 0.000551  ,
       0.00055678, 0.00056146, 0.00056525, 0.00056832, 0.00057081,
       0.00057282, 0.00057446, 0.00057578, 0.00057685, 0.00057771,
       0.00057842, 0.00057898, 0.00057945, 0.00057982, 0.00058012,
       0.00058037, 0.00058056, 0.00058072]), 1960: array([0.00020134, 0.00017358, 0.00015862, 0.00015057, 0.00014623,
       0.0001439 , 0.00014264, 0.00014196, 0.0001416 , 0.0001414 ,
       0.0001413 , 0.00014124, 0.00014121, 0.00014119, 0.00014118,
       0.00014118, 0.00014118, 0.00014117, 0.00014117, 0.00014117,
       0.00014117, 0.00014117, 0.00014117, 0.00014117, 0.00014117,
       0.00014117, 0.00014117, 0.00014117]), 1965: array([0.00048224, 0.00037198, 0.00031133, 0.00027798, 0.00025963,
       0.00024954, 0.00024399, 0.00024094, 0.00023926, 0.00023834,
       0.00023783, 0.00023755, 0.00023739, 0.00023731, 0.00023726,
       0.00023724, 0.00023722, 0.00023722, 0.00023721, 0.00023721,
       0.00023721, 0.00023721, 0.00023721, 0.00023721, 0.00023721,
       0.00023721, 0.00023721, 0.00023721]), 1970: array([0.00133962, 0.0012819 , 0.00122794, 0.00117749, 0.00113033,
       0.00108624, 0.00104501, 0.00100648, 0.00097045, 0.00093677,
       0.00090528, 0.00087584, 0.00084832, 0.00082259, 0.00079854,
       0.00077605, 0.00075503, 0.00073537, 0.000717  , 0.00069982,
       0.00068376, 0.00066874, 0.00065471, 0.00064158, 0.00062932,
       0.00061785, 0.00060712, 0.0005971 ]), 1975: array([0.00019651, 0.00022983, 0.00026316, 0.00029648, 0.00032981,
       0.00036313, 0.00039646, 0.00042979, 0.00046311, 0.00049644,
       0.00052976, 0.00056309, 0.00059641, 0.00062974, 0.00066306,
       0.00069639, 0.00072972, 0.00076304, 0.00079637, 0.00082969,
       0.00086302, 0.00089634, 0.00092967, 0.00096299, 0.00099632,
       0.00102964, 0.00106297, 0.0010963 ]), 1980: array([0.00010331, 0.00016537, 0.00022103, 0.00027096, 0.00031574,
       0.00035591, 0.00039194, 0.00042426, 0.00045325, 0.00047925,
       0.00050257, 0.00052349, 0.00054226, 0.00055909, 0.00057418,
       0.00058772, 0.00059987, 0.00061076, 0.00062054, 0.0006293 ,
       0.00063716, 0.00064422, 0.00065054, 0.00065621, 0.0006613 ,
       0.00066587, 0.00066996, 0.00067364]), 1985: array([0.00027517, 0.0002952 , 0.00031321, 0.00032943, 0.00034402,
       0.00035715, 0.00036897, 0.00037961, 0.00038918, 0.00039779,
       0.00040554, 0.00041252, 0.0004188 , 0.00042445, 0.00042953,
       0.00043411, 0.00043823, 0.00044193, 0.00044527, 0.00044827,
       0.00045097, 0.0004534 , 0.00045559, 0.00045756, 0.00045933,
       0.00046092, 0.00046236, 0.00046365]), 1990: array([0.00040088, 0.0003719 , 0.00035161, 0.00033741, 0.00032746,
       0.00032051, 0.00031563, 0.00031222, 0.00030984, 0.00030817,
       0.000307  , 0.00030618, 0.00030561, 0.00030521, 0.00030492,
       0.00030473, 0.00030459, 0.00030449, 0.00030443, 0.00030438,
       0.00030435, 0.00030432, 0.00030431, 0.0003043 , 0.00030429,
       0.00030428, 0.00030428, 0.00030428]), 1995: array([0.0008647 , 0.00089508, 0.00092545, 0.00095583, 0.0009862 ,
       0.00101658, 0.00104695, 0.00107733, 0.0011077 , 0.00113808,
       0.00116845, 0.00119882, 0.0012292 , 0.00125957, 0.00128995,
       0.00132032, 0.0013507 , 0.00138107, 0.00141145, 0.00144182,
       0.00147219, 0.00150257, 0.00153294, 0.00156332, 0.00159369,
       0.00162406, 0.00165444, 0.00168481]), 2000: array([0.00093232, 0.00077442, 0.00068361, 0.00063139, 0.00060137,
       0.0005841 , 0.00057417, 0.00056846, 0.00056517, 0.00056328,
       0.0005622 , 0.00056157, 0.00056122, 0.00056101, 0.00056089,
       0.00056082, 0.00056078, 0.00056076, 0.00056075, 0.00056074,
       0.00056074, 0.00056073, 0.00056073, 0.00056073, 0.00056073,
       0.00056073, 0.00056073, 0.00056073]), 2005: array([0.0002618 , 0.00038329, 0.00049321, 0.00059267, 0.00068266,
       0.00076407, 0.00083774, 0.00090438, 0.00096469, 0.00101925,
       0.00106861, 0.00111327, 0.00115368, 0.00119024, 0.00122332,
       0.00125325, 0.00128033, 0.00130483, 0.001327  , 0.00134705,
       0.0013652 , 0.00138162, 0.00139647, 0.00140991, 0.00142207,
       0.00143308, 0.00144303, 0.00145204]), 2010: array([0.01714238, 0.01734609, 0.0175498 , 0.01775351, 0.01795722,
       0.01816093, 0.01836464, 0.01856835, 0.01877206, 0.01897576,
       0.01917947, 0.01938318, 0.01958689, 0.0197906 , 0.01999431,
       0.02019802, 0.02040173, 0.02060544, 0.02080915, 0.02101286,
       0.02121657, 0.02142028, 0.02162399, 0.0218277 , 0.02203141,
       0.02223512, 0.02243883, 0.02264254]), 2015: array([0.00287031, 0.00328164, 0.00339401, 0.00342471, 0.0034331 ,
       0.00343539, 0.00343601, 0.00343619, 0.00343623, 0.00343624,
       0.00343625, 0.00343625, 0.00343625, 0.00343625, 0.00343625,
       0.00343625, 0.00343625, 0.00343625, 0.00343625, 0.00343625,
       0.00343625, 0.00343625, 0.00343625, 0.00343625, 0.00343625,
       0.00343625, 0.00343625, 0.00343625]), 2020: array([0.00846698, 0.00784144, 0.0072777 , 0.00676966, 0.0063118 ,
       0.00589918, 0.00552732, 0.0051922 , 0.00489019, 0.00461802,
       0.00437273, 0.00415167, 0.00395246, 0.00377292, 0.00361113,
       0.00346531, 0.00333391, 0.00321548, 0.00310875, 0.00301257,
       0.00292589, 0.00284777, 0.00277738, 0.00271393, 0.00265675,
       0.00260523, 0.00255879, 0.00251694]), 2025: array([0.00369881, 0.00374694, 0.00379507, 0.0038432 , 0.00389132,
       0.00393943, 0.00398755, 0.00403566, 0.00408377, 0.00413188,
       0.00417998, 0.00422808, 0.00427618, 0.00432427, 0.00437237,
       0.00442045, 0.00446854, 0.00451662, 0.0045647 , 0.00461278,
       0.00466085, 0.00470893, 0.00475699, 0.00480506, 0.00485312,
       0.00490118, 0.00494924, 0.00499729]), 2030: array([0.00048851, 0.00068301, 0.00085684, 0.00101218, 0.00115101,
       0.00127508, 0.00138596, 0.00148505, 0.00157361, 0.00165275,
       0.00172348, 0.00178669, 0.00184318, 0.00189366, 0.00193878,
       0.0019791 , 0.00201513, 0.00204733, 0.00207611, 0.00210183,
       0.00212482, 0.00214536, 0.00216372, 0.00218012, 0.00219479,
       0.00220789, 0.0022196 , 0.00223006]), 2035: array([0.00217416, 0.00188735, 0.00169861, 0.0015744 , 0.00149267,
       0.00143887, 0.00140348, 0.00138018, 0.00136485, 0.00135476,
       0.00134812, 0.00134375, 0.00134088, 0.00133899, 0.00133774,
       0.00133692, 0.00133638, 0.00133603, 0.00133579, 0.00133564,
       0.00133554, 0.00133547, 0.00133543, 0.0013354 , 0.00133538,
       0.00133537, 0.00133536, 0.00133535]), 2040: array([0.02925817, 0.02966008, 0.030062  , 0.03046392, 0.03086584,
       0.03126775, 0.03166967, 0.03207159, 0.0324735 , 0.03287542,
       0.03327734, 0.03367925, 0.03408117, 0.03448309, 0.03488501,
       0.03528692, 0.03568884, 0.03609076, 0.03649267, 0.03689459,
       0.03729651, 0.03769843, 0.03810034, 0.03850226, 0.03890418,
       0.03930609, 0.03970801, 0.04010993]), 2045: array([0.06937463, 0.07000879, 0.07064294, 0.0712771 , 0.07191125,
       0.0725454 , 0.07317956, 0.07381371, 0.07444787, 0.07508202,
       0.07571618, 0.07635033, 0.07698448, 0.07761864, 0.07825279,
       0.07888695, 0.0795211 , 0.08015526, 0.08078941, 0.08142357,
       0.08205772, 0.08269187, 0.08332603, 0.08396018, 0.08459434,
       0.08522849, 0.08586265, 0.0864968 ]), 2050: array([0.00180805, 0.00223252, 0.00258108, 0.00286731, 0.00310235,
       0.00329535, 0.00345385, 0.003584  , 0.00369087, 0.00377863,
       0.0038507 , 0.00390988, 0.00395848, 0.00399838, 0.00403115,
       0.00405806, 0.00408016, 0.00409831, 0.00411321, 0.00412544,
       0.00413549, 0.00414374, 0.00415052, 0.00415608, 0.00416065,
       0.0041644 , 0.00416748, 0.00417001]), 2055: array([6.62807200e-05, 1.23836222e-04, 1.81391724e-04, 2.38947227e-04,
       2.96502729e-04, 3.54058231e-04, 4.11613733e-04, 4.69169235e-04,
       5.26724737e-04, 5.84280240e-04, 6.41835742e-04, 6.99391244e-04,
       7.56946746e-04, 8.14502248e-04, 8.72057751e-04, 9.29613253e-04,
       9.87168755e-04, 1.04472426e-03, 1.10227976e-03, 1.15983526e-03,
       1.21739076e-03, 1.27494627e-03, 1.33250177e-03, 1.39005727e-03,
       1.44761277e-03, 1.50516827e-03, 1.56272378e-03, 1.62027928e-03]), 2060: array([0.03645453, 0.037724  , 0.03899347, 0.04026294, 0.04153241,
       0.04280188, 0.04407135, 0.04534081, 0.04661028, 0.04787975,
       0.04914922, 0.05041869, 0.05168816, 0.05295763, 0.0542271 ,
       0.05549657, 0.05676603, 0.0580355 , 0.05930497, 0.06057444,
       0.06184391, 0.06311338, 0.06438285, 0.06565232, 0.06692179,
       0.06819125, 0.06946072, 0.07073019]), 2065: array([0.00763179, 0.00814196, 0.00860068, 0.00901314, 0.009384  ,
       0.00971746, 0.01001729, 0.01028688, 0.01052929, 0.01074725,
       0.01094322, 0.01111944, 0.01127788, 0.01142034, 0.01154844,
       0.01166362, 0.01176718, 0.01186029, 0.01194402, 0.0120193 ,
       0.01208699, 0.01214786, 0.01220258, 0.01225179, 0.01229604,
       0.01233582, 0.01237159, 0.01240375]), 2070: array([7.99495063e-05, 9.78816730e-05, 1.15813840e-04, 1.33746006e-04,
       1.51678173e-04, 1.69610340e-04, 1.87542507e-04, 2.05474673e-04,
       2.23406840e-04, 2.41339007e-04, 2.59271173e-04, 2.77203340e-04,
       2.95135507e-04, 3.13067674e-04, 3.30999840e-04, 3.48932007e-04,
       3.66864174e-04, 3.84796340e-04, 4.02728507e-04, 4.20660674e-04,
       4.38592841e-04, 4.56525007e-04, 4.74457174e-04, 4.92389341e-04,
       5.10321507e-04, 5.28253674e-04, 5.46185841e-04, 5.64118008e-04]), 2075: array([0.0109223 , 0.01108035, 0.0112384 , 0.01139644, 0.01155449,
       0.01171254, 0.01187059, 0.01202863, 0.01218668, 0.01234473,
       0.01250277, 0.01266082, 0.01281887, 0.01297691, 0.01313496,
       0.01329301, 0.01345105, 0.0136091 , 0.01376714, 0.01392519,
       0.01408323, 0.01424128, 0.01439932, 0.01455737, 0.01471541,
       0.01487346, 0.0150315 , 0.01518955]), 2080: array([0.00115679, 0.0012246 , 0.00123678, 0.00123897, 0.00123936,
       0.00123943, 0.00123945, 0.00123945, 0.00123945, 0.00123945,
       0.00123945, 0.00123945, 0.00123945, 0.00123945, 0.00123945,
       0.00123945, 0.00123945, 0.00123945, 0.00123945, 0.00123945,
       0.00123945, 0.00123945, 0.00123945, 0.00123945, 0.00123945,
       0.00123945, 0.00123945, 0.00123945]), 2085: array([0.00139249, 0.00150801, 0.00162352, 0.00173904, 0.00185456,
       0.00197007, 0.00208559, 0.00220111, 0.00231662, 0.00243214,
       0.00254766, 0.00266318, 0.00277869, 0.00289421, 0.00300973,
       0.00312524, 0.00324076, 0.00335628, 0.0034718 , 0.00358731,
       0.00370283, 0.00381835, 0.00393386, 0.00404938, 0.0041649 ,
       0.00428042, 0.00439593, 0.00451145]), 2090: array([0.00138486, 0.00156991, 0.00166242, 0.00170867, 0.00173179,
       0.00174335, 0.00174913, 0.00175202, 0.00175346, 0.00175418,
       0.00175454, 0.00175472, 0.00175481, 0.00175486, 0.00175488,
       0.00175489, 0.0017549 , 0.0017549 , 0.0017549 , 0.0017549 ,
       0.0017549 , 0.0017549 , 0.0017549 , 0.0017549 , 0.0017549 ,
       0.0017549 , 0.0017549 , 0.0017549 ]), 2095: array([0.02945356, 0.03015722, 0.03086089, 0.03156455, 0.03226821,
       0.03297187, 0.03367553, 0.03437919, 0.03508285, 0.03578651,
       0.03649017, 0.03719383, 0.03789749, 0.03860115, 0.03930481,
       0.04000847, 0.04071213, 0.0414158 , 0.04211946, 0.04282312,
       0.04352678, 0.04423044, 0.0449341 , 0.04563776, 0.04634142,
       0.04704508, 0.04774874, 0.0484524 ]), 2100: array([0.02971543, 0.03051052, 0.03130561, 0.0321007 , 0.03289579,
       0.03369088, 0.03448597, 0.03528106, 0.03607615, 0.03687124,
       0.03766633, 0.03846142, 0.0392565 , 0.04005159, 0.04084668,
       0.04164177, 0.04243686, 0.04323195, 0.04402704, 0.04482213,
       0.04561722, 0.04641231, 0.0472074 , 0.04800249, 0.04879758,
       0.04959266, 0.05038775, 0.05118284]), 2105: array([0.0003477 , 0.00043319, 0.0005177 , 0.00060125, 0.00068383,
       0.00076547, 0.00084618, 0.00092596, 0.00100482, 0.00108278,
       0.00115985, 0.00123603, 0.00131134, 0.00138579, 0.00145939,
       0.00153214, 0.00160406, 0.00167515, 0.00174543, 0.0018149 ,
       0.00188358, 0.00195147, 0.00201858, 0.00208492, 0.0021505 ,
       0.00221534, 0.00227942, 0.00234278]), 2110: array([0.00044804, 0.00047165, 0.00048804, 0.00049942, 0.00050732,
       0.00051281, 0.00051662, 0.00051927, 0.0005211 , 0.00052238,
       0.00052327, 0.00052388, 0.00052431, 0.0005246 , 0.00052481,
       0.00052495, 0.00052505, 0.00052512, 0.00052517, 0.0005252 ,
       0.00052523, 0.00052524, 0.00052525, 0.00052526, 0.00052527,
       0.00052527, 0.00052527, 0.00052527]), 2115: array([0.00710246, 0.00736824, 0.00763401, 0.00789979, 0.00816556,
       0.00843133, 0.00869711, 0.00896288, 0.00922866, 0.00949443,
       0.0097602 , 0.01002598, 0.01029175, 0.01055753, 0.0108233 ,
       0.01108907, 0.01135485, 0.01162062, 0.0118864 , 0.01215217,
       0.01241794, 0.01268372, 0.01294949, 0.01321527, 0.01348104,
       0.01374681, 0.01401259, 0.01427836]), 2120: array([0.02018457, 0.0208849 , 0.02158522, 0.02228555, 0.02298587,
       0.0236862 , 0.02438653, 0.02508685, 0.02578718, 0.0264875 ,
       0.02718783, 0.02788815, 0.02858848, 0.02928881, 0.02998913,
       0.03068946, 0.03138978, 0.03209011, 0.03279043, 0.03349076,
       0.03419109, 0.03489141, 0.03559174, 0.03629206, 0.03699239,
       0.03769271, 0.03839304, 0.03909337]), 2125: array([0.01056994, 0.01000809, 0.00952844, 0.00911894, 0.00876933,
       0.00847087, 0.00821606, 0.00799852, 0.0078128 , 0.00765425,
       0.00751889, 0.00740333, 0.00730467, 0.00722044, 0.00714854,
       0.00708715, 0.00703474, 0.00698999, 0.00695179, 0.00691918,
       0.00689134, 0.00686757, 0.00684728, 0.00682995, 0.00681516,
       0.00680254, 0.00679176, 0.00678255]), 2130: array([0.01867067, 0.01933176, 0.01999285, 0.02065394, 0.02131503,
       0.02197612, 0.02263721, 0.0232983 , 0.02395939, 0.02462048,
       0.02528157, 0.02594266, 0.02660375, 0.02726484, 0.02792593,
       0.02858702, 0.02924811, 0.0299092 , 0.03057029, 0.03123138,
       0.03189247, 0.03255356, 0.03321465, 0.03387574, 0.03453683,
       0.03519792, 0.03585901, 0.0365201 ]), 2135: array([0.00070913, 0.00099069, 0.00127224, 0.00155378, 0.00183532,
       0.00211686, 0.00239839, 0.00267991, 0.00296143, 0.00324295,
       0.00352446, 0.00380597, 0.00408747, 0.00436897, 0.00465046,
       0.00493195, 0.00521344, 0.00549492, 0.00577639, 0.00605786,
       0.00633933, 0.00662079, 0.00690225, 0.0071837 , 0.00746514,
       0.00774659, 0.00802803, 0.00830946]), 2140: array([0.00298314, 0.00314911, 0.00330335, 0.00344671, 0.00357994,
       0.00370376, 0.00381884, 0.00392579, 0.00402519, 0.00411757,
       0.00420342, 0.00428322, 0.00435738, 0.0044263 , 0.00449036,
       0.00454989, 0.00460522, 0.00465664, 0.00470443, 0.00474884,
       0.00479012, 0.00482849, 0.00486414, 0.00489728, 0.00492808,
       0.0049567 , 0.0049833 , 0.00500802]), 2145: array([0.0097165 , 0.01025621, 0.01079591, 0.01133562, 0.01187532,
       0.01241503, 0.01295474, 0.01349444, 0.01403415, 0.01457385,
       0.01511356, 0.01565326, 0.01619297, 0.01673267, 0.01727238,
       0.01781208, 0.01835179, 0.01889149, 0.0194312 , 0.0199709 ,
       0.02051061, 0.02105032, 0.02159002, 0.02212973, 0.02266943,
       0.02320914, 0.02374884, 0.02428855]), 2150: array([0.01577027, 0.01640392, 0.01703757, 0.01767121, 0.01830486,
       0.0189385 , 0.01957215, 0.02020579, 0.02083944, 0.02147308,
       0.02210673, 0.02274037, 0.02337402, 0.02400766, 0.02464131,
       0.02527495, 0.02590859, 0.02654224, 0.02717588, 0.02780953,
       0.02844317, 0.02907682, 0.02971046, 0.0303441 , 0.03097775,
       0.03161139, 0.03224504, 0.03287868]), 2155: array([0.07107061, 0.07255516, 0.07403971, 0.07552426, 0.07700881,
       0.07849336, 0.07997791, 0.08146246, 0.08294701, 0.08443156,
       0.08591611, 0.08740066, 0.08888521, 0.09036976, 0.09185431,
       0.09333886, 0.09482341, 0.09630796, 0.09779251, 0.09927706,
       0.10076161, 0.10224616, 0.10373071, 0.10521526, 0.10669981,
       0.10818436, 0.10966891, 0.11115346]), 2160: array([0.02240391, 0.02105025, 0.01993875, 0.01902609, 0.0182767 ,
       0.01766138, 0.01715612, 0.01674126, 0.01640061, 0.0161209 ,
       0.01589123, 0.01570265, 0.0155478 , 0.01542065, 0.01531625,
       0.01523052, 0.01516014, 0.01510234, 0.01505488, 0.01501591,
       0.01498392, 0.01495764, 0.01493607, 0.01491836, 0.01490381,
       0.01489187, 0.01488206, 0.01487401]), 2165: array([0.00071458, 0.00129226, 0.00186994, 0.00244762, 0.0030253 ,
       0.00360299, 0.00418067, 0.00475835, 0.00533603, 0.00591371,
       0.00649139, 0.00706907, 0.00764675, 0.00822443, 0.00880211,
       0.00937979, 0.00995747, 0.01053515, 0.01111283, 0.01169051,
       0.0122682 , 0.01284588, 0.01342356, 0.01400124, 0.01457892,
       0.0151566 , 0.01573428, 0.01631196]), 2170: array([0.04687197, 0.04827295, 0.04967393, 0.05107491, 0.05247589,
       0.05387687, 0.05527785, 0.05667883, 0.05807981, 0.05948079,
       0.06088177, 0.06228275, 0.06368373, 0.06508471, 0.06648569,
       0.06788667, 0.06928765, 0.07068863, 0.07208961, 0.0734906 ,
       0.07489158, 0.07629256, 0.07769354, 0.07909452, 0.0804955 ,
       0.08189648, 0.08329746, 0.08469844]), 2175: array([0.07095615, 0.07267947, 0.07440279, 0.07612611, 0.07784943,
       0.07957275, 0.08129607, 0.08301938, 0.0847427 , 0.08646602,
       0.08818934, 0.08991266, 0.09163598, 0.0933593 , 0.09508262,
       0.09680594, 0.09852926, 0.10025258, 0.1019759 , 0.10369922,
       0.10542254, 0.10714585, 0.10886917, 0.11059249, 0.11231581,
       0.11403913, 0.11576245, 0.11748577]), 2180: array([0.00080493, 0.00139168, 0.00196188, 0.00251599, 0.00305447,
       0.00357775, 0.00408627, 0.00458044, 0.00506066, 0.00552733,
       0.00598084, 0.00642155, 0.00684982, 0.00726601, 0.00767046,
       0.00806349, 0.00844543, 0.0088166 , 0.00917729, 0.00952781,
       0.00986843, 0.01019944, 0.01052112, 0.01083371, 0.01113749,
       0.01143269, 0.01171957, 0.01199835]), 2185: array([0.00236872, 0.00343995, 0.00451118, 0.00558242, 0.00665365,
       0.00772488, 0.00879612, 0.00986735, 0.01093858, 0.01200982,
       0.01308105, 0.01415228, 0.01522352, 0.01629475, 0.01736598,
       0.01843722, 0.01950845, 0.02057968, 0.02165092, 0.02272215,
       0.02379338, 0.02486461, 0.02593585, 0.02700708, 0.02807831,
       0.02914955, 0.03022078, 0.03129201]), 2190: array([0.07406123, 0.07480877, 0.0755563 , 0.07630384, 0.07705138,
       0.07779892, 0.07854646, 0.07929399, 0.08004153, 0.08078907,
       0.08153661, 0.08228414, 0.08303168, 0.08377922, 0.08452675,
       0.08527429, 0.08602183, 0.08676936, 0.0875169 , 0.08826443,
       0.08901197, 0.08975951, 0.09050704, 0.09125458, 0.09200211,
       0.09274965, 0.09349718, 0.09424472]), 2195: array([0.01955814, 0.02135128, 0.02314442, 0.02493756, 0.02673069,
       0.02852383, 0.03031697, 0.03211011, 0.03390325, 0.03569639,
       0.03748953, 0.03928267, 0.04107581, 0.04286895, 0.04466209,
       0.04645523, 0.04824837, 0.0500415 , 0.05183464, 0.05362778,
       0.05542092, 0.05721406, 0.0590072 , 0.06080034, 0.06259348,
       0.06438662, 0.06617976, 0.0679729 ]), 2200: array([9.45770399e-04, 8.48563497e-04, 7.61347595e-04, 6.83095810e-04,
       6.12886804e-04, 5.49893934e-04, 4.93375519e-04, 4.42666111e-04,
       3.97168655e-04, 3.56347462e-04, 3.19721903e-04, 2.86860747e-04,
       2.57377086e-04, 2.30923778e-04, 2.07189362e-04, 1.85894387e-04,
       1.66788126e-04, 1.49645621e-04, 1.34265036e-04, 1.20465280e-04,
       1.08083873e-04, 9.69750367e-05, 8.70079751e-05, 7.80653357e-05,
       7.00418278e-05, 6.28429821e-05, 5.63840393e-05, 5.05889517e-05]), 2205: array([0.00296805, 0.00295975, 0.00295308, 0.00294771, 0.00294339,
       0.00293991, 0.00293712, 0.00293487, 0.00293306, 0.0029316 ,
       0.00293043, 0.00292949, 0.00292873, 0.00292812, 0.00292763,
       0.00292724, 0.00292692, 0.00292666, 0.00292646, 0.00292629,
       0.00292616, 0.00292605, 0.00292597, 0.0029259 , 0.00292584,
       0.0029258 , 0.00292576, 0.00292573]), 2210: array([0.04504388, 0.04633467, 0.04762547, 0.04891626, 0.05020706,
       0.05149786, 0.05278865, 0.05407945, 0.05537024, 0.05666104,
       0.05795184, 0.05924263, 0.06053343, 0.06182423, 0.06311502,
       0.06440582, 0.06569661, 0.06698741, 0.06827821, 0.069569  ,
       0.0708598 , 0.07215059, 0.07344139, 0.07473219, 0.07602298,
       0.07731378, 0.07860457, 0.07989537]), 2215: array([0.03416855, 0.0353478 , 0.03648678, 0.03758685, 0.03864935,
       0.03967556, 0.04066672, 0.04162403, 0.04254864, 0.04344167,
       0.04430419, 0.04513726, 0.04594188, 0.04671901, 0.0474696 ,
       0.04819456, 0.04889475, 0.04957103, 0.05022421, 0.05085508,
       0.05146441, 0.05205292, 0.05262133, 0.05317033, 0.05370058,
       0.05421271, 0.05470736, 0.05518511]), 2220: array([0.01106375, 0.01345019, 0.01574919, 0.01796396, 0.02009758,
       0.02215302, 0.02413315, 0.02604074, 0.02787843, 0.02964878,
       0.03135427, 0.03299728, 0.03458008, 0.03610489, 0.03757384,
       0.03898896, 0.04035223, 0.04166555, 0.04293075, 0.0441496 ,
       0.04532379, 0.04645495, 0.04754468, 0.04859447, 0.0496058 ,
       0.05058007, 0.05151865, 0.05242284]), 2225: array([0.08946676, 0.09374926, 0.09803175, 0.10231425, 0.10659675,
       0.11087925, 0.11516175, 0.11944424, 0.12372674, 0.12800924,
       0.13229174, 0.13657424, 0.14085673, 0.14513923, 0.14942173,
       0.15370423, 0.15798673, 0.16226922, 0.16655172, 0.17083422,
       0.17511672, 0.17939922, 0.18368171, 0.18796421, 0.19224671,
       0.19652921, 0.20081171, 0.2050942 ]), 2230: array([0.11262796, 0.11595631, 0.11928466, 0.12261301, 0.12594137,
       0.12926972, 0.13259807, 0.13592642, 0.13925477, 0.14258312,
       0.14591148, 0.14923983, 0.15256818, 0.15589653, 0.15922488,
       0.16255324, 0.16588159, 0.16920994, 0.17253829, 0.17586664,
       0.17919499, 0.18252335, 0.1858517 , 0.18918005, 0.1925084 ,
       0.19583675, 0.19916511, 0.20249346]), 2235: array([0.00482005, 0.00599091, 0.00716177, 0.00833263, 0.00950349,
       0.01067435, 0.01184521, 0.01301607, 0.01418694, 0.0153578 ,
       0.01652866, 0.01769952, 0.01887038, 0.02004124, 0.0212121 ,
       0.02238296, 0.02355382, 0.02472468, 0.02589554, 0.02706641,
       0.02823727, 0.02940813, 0.03057899, 0.03174985, 0.03292071,
       0.03409157, 0.03526243, 0.03643329]), 2240: array([0.03684862, 0.03006632, 0.02554621, 0.02253374, 0.02052606,
       0.01918803, 0.01829629, 0.01770198, 0.0173059 , 0.01704192,
       0.016866  , 0.01674875, 0.01667061, 0.01661853, 0.01658383,
       0.0165607 , 0.01654528, 0.01653501, 0.01652816, 0.0165236 ,
       0.01652055, 0.01651853, 0.01651718, 0.01651628, 0.01651568,
       0.01651528, 0.01651501, 0.01651483]), 2245: array([0.05810484, 0.049879  , 0.04339024, 0.03827174, 0.03423414,
       0.03104918, 0.02853681, 0.02655498, 0.02499167, 0.02375848,
       0.02278572, 0.02201838, 0.02141308, 0.0209356 , 0.02055896,
       0.02026185, 0.02002749, 0.01984261, 0.01969678, 0.01958174,
       0.019491  , 0.01941942, 0.01936295, 0.01931841, 0.01928328,
       0.01925556, 0.0192337 , 0.01921645]), 2250: array([0.0099699 , 0.01074598, 0.01152207, 0.01229815, 0.01307423,
       0.01385032, 0.0146264 , 0.01540248, 0.01617857, 0.01695465,
       0.01773073, 0.01850682, 0.0192829 , 0.02005898, 0.02083507,
       0.02161115, 0.02238723, 0.02316332, 0.0239394 , 0.02471548,
       0.02549157, 0.02626765, 0.02704373, 0.02781982, 0.0285959 ,
       0.02937198, 0.03014807, 0.03092415]), 2255: array([0.00834204, 0.01006824, 0.01179135, 0.01351137, 0.01522831,
       0.01694218, 0.01865299, 0.02036073, 0.02206541, 0.02376704,
       0.02546563, 0.02716118, 0.02885369, 0.03054317, 0.03222963,
       0.03391307, 0.03559349, 0.03727091, 0.03894533, 0.04061675,
       0.04228517, 0.04395062, 0.04561308, 0.04727256, 0.04892907,
       0.05058262, 0.05223321, 0.05388084]), 2260: array([0.00586301, 0.00588583, 0.00589723, 0.00590292, 0.00590577,
       0.00590719, 0.0059079 , 0.00590825, 0.00590843, 0.00590852,
       0.00590856, 0.00590858, 0.0059086 , 0.0059086 , 0.0059086 ,
       0.0059086 , 0.00590861, 0.00590861, 0.00590861, 0.00590861,
       0.00590861, 0.00590861, 0.00590861, 0.00590861, 0.00590861,
       0.00590861, 0.00590861, 0.00590861]), 2265: array([0.0063098 , 0.0062587 , 0.00623311, 0.00622029, 0.00621387,
       0.00621065, 0.00620904, 0.00620824, 0.00620783, 0.00620763,
       0.00620753, 0.00620748, 0.00620745, 0.00620744, 0.00620743,
       0.00620743, 0.00620743, 0.00620743, 0.00620743, 0.00620743,
       0.00620743, 0.00620743, 0.00620743, 0.00620743, 0.00620743,
       0.00620743, 0.00620743, 0.00620743]), 2270: array([0.0516927 , 0.05443467, 0.05717652, 0.05991824, 0.06265983,
       0.06540129, 0.06814263, 0.07088385, 0.07362493, 0.07636589,
       0.07910673, 0.08184743, 0.08458801, 0.08732847, 0.09006879,
       0.092809  , 0.09554907, 0.09828902, 0.10102884, 0.10376853,
       0.1065081 , 0.10924754, 0.11198686, 0.11472605, 0.11746511,
       0.12020405, 0.12294285, 0.12568154]), 2275: array([0.0050264 , 0.00683106, 0.00852537, 0.01011607, 0.0116095 ,
       0.0130116 , 0.01432797, 0.01556384, 0.01672414, 0.01781348,
       0.01883621, 0.0197964 , 0.02069788, 0.02154423, 0.02233882,
       0.02308483, 0.02378522, 0.02444277, 0.02506012, 0.02563972,
       0.02618388, 0.02669476, 0.0271744 , 0.02762471, 0.02804748,
       0.0284444 , 0.02881705, 0.02916691]), 2280: array([0.08298982, 0.08614358, 0.08929734, 0.09245111, 0.09560487,
       0.09875863, 0.10191239, 0.10506615, 0.10821992, 0.11137368,
       0.11452744, 0.1176812 , 0.12083496, 0.12398873, 0.12714249,
       0.13029625, 0.13345001, 0.13660378, 0.13975754, 0.1429113 ,
       0.14606506, 0.14921882, 0.15237259, 0.15552635, 0.15868011,
       0.16183387, 0.16498763, 0.1681414 ]), 2285: array([0.20126292, 0.20474511, 0.20822729, 0.21170948, 0.21519166,
       0.21867385, 0.22215604, 0.22563822, 0.22912041, 0.23260259,
       0.23608478, 0.23956697, 0.24304915, 0.24653134, 0.25001352,
       0.25349571, 0.2569779 , 0.26046008, 0.26394227, 0.26742445,
       0.27090664, 0.27438882, 0.27787101, 0.2813532 , 0.28483538,
       0.28831757, 0.29179975, 0.29528194]), 2290: array([0.30782865, 0.3104616 , 0.31309455, 0.3157275 , 0.31836045,
       0.3209934 , 0.32362634, 0.32625929, 0.32889224, 0.33152519,
       0.33415814, 0.33679109, 0.33942404, 0.34205699, 0.34468994,
       0.34732289, 0.34995584, 0.35258878, 0.35522173, 0.35785468,
       0.36048763, 0.36312058, 0.36575353, 0.36838648, 0.37101943,
       0.37365238, 0.37628533, 0.37891827]), 2295: array([0.03189292, 0.03249285, 0.03309277, 0.0336927 , 0.03429263,
       0.03489255, 0.03549248, 0.03609241, 0.03669234, 0.03729226,
       0.03789219, 0.03849212, 0.03909205, 0.03969197, 0.0402919 ,
       0.04089183, 0.04149176, 0.04209168, 0.04269161, 0.04329154,
       0.04389146, 0.04449139, 0.04509132, 0.04569125, 0.04629117,
       0.0468911 , 0.04749103, 0.04809096]), 2300: array([0.01279206, 0.01327682, 0.01376159, 0.01424635, 0.01473111,
       0.01521587, 0.01570063, 0.01618539, 0.01667014, 0.0171549 ,
       0.01763966, 0.01812442, 0.01860917, 0.01909393, 0.01957868,
       0.02006343, 0.02054819, 0.02103294, 0.02151769, 0.02200244,
       0.02248719, 0.02297194, 0.02345669, 0.02394144, 0.02442619,
       0.02491094, 0.02539569, 0.02588043]), 2305: array([0.04010689, 0.04062043, 0.04113397, 0.04164751, 0.04216104,
       0.04267458, 0.04318812, 0.04370165, 0.04421519, 0.04472873,
       0.04524227, 0.0457558 , 0.04626934, 0.04678288, 0.04729641,
       0.04780995, 0.04832349, 0.04883703, 0.04935056, 0.0498641 ,
       0.05037764, 0.05089117, 0.05140471, 0.05191825, 0.05243179,
       0.05294532, 0.05345886, 0.0539724 ]), 2310: array([0.00227113, 0.0036443 , 0.00485454, 0.00592118, 0.00686126,
       0.0076898 , 0.00842004, 0.00906363, 0.00963085, 0.01013078,
       0.01057139, 0.01095972, 0.01130197, 0.01160361, 0.01186947,
       0.01210378, 0.01231029, 0.01249229, 0.0126527 , 0.01279408,
       0.01291868, 0.0130285 , 0.01312529, 0.01321059, 0.01328578,
       0.01335204, 0.01341044, 0.01346191]), 2315: array([0.00899032, 0.00927538, 0.0095246 , 0.00974248, 0.00993296,
       0.01009949, 0.01024508, 0.01037237, 0.01048364, 0.01058093,
       0.01066598, 0.01074034, 0.01080534, 0.01086217, 0.01091186,
       0.0109553 , 0.01099327, 0.01102647, 0.0110555 , 0.01108088,
       0.01110306, 0.01112246, 0.01113941, 0.01115424, 0.0111672 ,
       0.01117853, 0.01118843, 0.01119709]), 2320: array([0.00887646, 0.007564  , 0.00718458, 0.0070749 , 0.00704319,
       0.00703402, 0.00703137, 0.00703061, 0.00703038, 0.00703032,
       0.0070303 , 0.0070303 , 0.0070303 , 0.00703029, 0.00703029,
       0.00703029, 0.00703029, 0.00703029, 0.00703029, 0.00703029,
       0.00703029, 0.00703029, 0.00703029, 0.00703029, 0.00703029,
       0.00703029, 0.00703029, 0.00703029]), 2325: array([0.0004966 , 0.00087961, 0.00126263, 0.00164564, 0.00202866,
       0.00241168, 0.00279469, 0.00317771, 0.00356073, 0.00394374,
       0.00432676, 0.00470978, 0.00509279, 0.00547581, 0.00585882,
       0.00624184, 0.00662486, 0.00700787, 0.00739089, 0.00777391,
       0.00815692, 0.00853994, 0.00892295, 0.00930597, 0.00968899,
       0.010072  , 0.01045502, 0.01083804]), 2330: array([0.0007022 , 0.00114732, 0.00156746, 0.00196402, 0.00233831,
       0.0026916 , 0.00302506, 0.00333981, 0.00363688, 0.00391728,
       0.00418194, 0.00443175, 0.00466754, 0.00489009, 0.00510015,
       0.00529842, 0.00548555, 0.00566219, 0.00582891, 0.00598627,
       0.00613481, 0.006275  , 0.00640732, 0.00653222, 0.00665011,
       0.00676138, 0.0068664 , 0.00696553]), 2335: array([0.03217628, 0.03282788, 0.03347948, 0.03413108, 0.03478269,
       0.03543429, 0.03608589, 0.03673749, 0.03738909, 0.03804069,
       0.0386923 , 0.0393439 , 0.0399955 , 0.0406471 , 0.0412987 ,
       0.0419503 , 0.04260191, 0.04325351, 0.04390511, 0.04455671,
       0.04520831, 0.04585992, 0.04651152, 0.04716312, 0.04781472,
       0.04846632, 0.04911792, 0.04976953]), 2340: array([0.06801563, 0.06876227, 0.06950892, 0.07025556, 0.0710022 ,
       0.07174884, 0.07249548, 0.07324212, 0.07398876, 0.0747354 ,
       0.07548204, 0.07622868, 0.07697532, 0.07772196, 0.0784686 ,
       0.07921525, 0.07996189, 0.08070853, 0.08145517, 0.08220181,
       0.08294845, 0.08369509, 0.08444173, 0.08518837, 0.08593501,
       0.08668165, 0.08742829, 0.08817493]), 2345: array([0.06254768, 0.06323428, 0.06392089, 0.06460749, 0.06529409,
       0.0659807 , 0.0666673 , 0.0673539 , 0.06804051, 0.06872711,
       0.06941372, 0.07010032, 0.07078692, 0.07147353, 0.07216013,
       0.07284673, 0.07353334, 0.07421994, 0.07490654, 0.07559315,
       0.07627975, 0.07696635, 0.07765296, 0.07833956, 0.07902616,
       0.07971277, 0.08039937, 0.08108597]), 2350: array([0.01274787, 0.01336114, 0.0139744 , 0.01458767, 0.01520094,
       0.01581421, 0.01642747, 0.01704074, 0.01765401, 0.01826727,
       0.01888054, 0.01949381, 0.02010707, 0.02072034, 0.02133361,
       0.02194687, 0.02256014, 0.02317341, 0.02378667, 0.02439994,
       0.02501321, 0.02562647, 0.02623974, 0.02685301, 0.02746627,
       0.02807954, 0.02869281, 0.02930607]), 2355: array([0.03101641, 0.03164541, 0.0322744 , 0.0329034 , 0.03353239,
       0.03416139, 0.03479038, 0.03541937, 0.03604837, 0.03667736,
       0.03730636, 0.03793535, 0.03856435, 0.03919334, 0.03982234,
       0.04045133, 0.04108033, 0.04170932, 0.04233831, 0.04296731,
       0.0435963 , 0.0442253 , 0.04485429, 0.04548329, 0.04611228,
       0.04674128, 0.04737027, 0.04799927]), 2360: array([0.00455674, 0.00441825, 0.00434903, 0.00431444, 0.00429715,
       0.00428851, 0.00428419, 0.00428203, 0.00428095, 0.00428041,
       0.00428014, 0.00428001, 0.00427994, 0.00427991, 0.00427989,
       0.00427988, 0.00427988, 0.00427988, 0.00427987, 0.00427987,
       0.00427987, 0.00427987, 0.00427987, 0.00427987, 0.00427987,
       0.00427987, 0.00427987, 0.00427987]), 2365: array([0.00534699, 0.00534699, 0.00534699, 0.00534699, 0.00534699,
       0.00534699, 0.00534699, 0.00534699, 0.00534699, 0.00534699,
       0.00534699, 0.00534699, 0.00534699, 0.00534699, 0.00534699,
       0.00534699, 0.00534699, 0.00534699, 0.00534699, 0.00534699,
       0.00534699, 0.00534699, 0.00534699, 0.00534699, 0.00534699,
       0.00534699, 0.00534699, 0.00534699]), 2370: array([0.0463402 , 0.04741158, 0.04847828, 0.04954032, 0.05059772,
       0.05165049, 0.05269866, 0.05374225, 0.05478128, 0.05581577,
       0.05684574, 0.05787121, 0.05889219, 0.05990872, 0.0609208 ,
       0.06192845, 0.06293171, 0.06393057, 0.06492508, 0.06591523,
       0.06690106, 0.06788258, 0.06885981, 0.06983277, 0.07080147,
       0.07176595, 0.0727262 , 0.07368226]), 2375: array([0.01800155, 0.01955066, 0.02109978, 0.0226489 , 0.02419801,
       0.02574713, 0.02729624, 0.02884536, 0.03039448, 0.03194359,
       0.03349271, 0.03504182, 0.03659094, 0.03814006, 0.03968917,
       0.04123829, 0.0427874 , 0.04433652, 0.04588564, 0.04743475,
       0.04898387, 0.05053298, 0.0520821 , 0.05363122, 0.05518033,
       0.05672945, 0.05827856, 0.05982768]), 2380: array([0.00081776, 0.00159022, 0.00236269, 0.00313516, 0.00390762,
       0.00468009, 0.00545256, 0.00622502, 0.00699749, 0.00776996,
       0.00854243, 0.00931489, 0.01008736, 0.01085983, 0.01163229,
       0.01240476, 0.01317723, 0.01394969, 0.01472216, 0.01549463,
       0.01626709, 0.01703956, 0.01781203, 0.01858449, 0.01935696,
       0.02012943, 0.02090189, 0.02167436]), 2385: array([0.00459348, 0.0052199 , 0.00584633, 0.00647276, 0.00709919,
       0.00772561, 0.00835204, 0.00897847, 0.00960489, 0.01023132,
       0.01085775, 0.01148418, 0.0121106 , 0.01273703, 0.01336346,
       0.01398989, 0.01461631, 0.01524274, 0.01586917, 0.01649559,
       0.01712202, 0.01774845, 0.01837488, 0.0190013 , 0.01962773,
       0.02025416, 0.02088058, 0.02150701]), 2390: array([0.00070457, 0.00126312, 0.00182167, 0.00238022, 0.00293877,
       0.00349732, 0.00405587, 0.00461442, 0.00517297, 0.00573152,
       0.00629007, 0.00684862, 0.00740716, 0.00796571, 0.00852426,
       0.00908281, 0.00964136, 0.01019991, 0.01075846, 0.01131701,
       0.01187556, 0.01243411, 0.01299266, 0.01355121, 0.01410976,
       0.01466831, 0.01522686, 0.01578541]), 2395: array([0.00896542, 0.00953562, 0.01010581, 0.01067601, 0.01124621,
       0.01181641, 0.01238661, 0.0129568 , 0.013527  , 0.0140972 ,
       0.0146674 , 0.01523759, 0.01580779, 0.01637799, 0.01694819,
       0.01751838, 0.01808858, 0.01865878, 0.01922898, 0.01979917,
       0.02036937, 0.02093957, 0.02150977, 0.02207997, 0.02265016,
       0.02322036, 0.02379056, 0.02436076]), 2400: array([0.04275613, 0.04336121, 0.04396629, 0.04457137, 0.04517645,
       0.04578152, 0.0463866 , 0.04699168, 0.04759676, 0.04820184,
       0.04880692, 0.049412  , 0.05001708, 0.05062215, 0.05122723,
       0.05183231, 0.05243739, 0.05304247, 0.05364755, 0.05425263,
       0.0548577 , 0.05546278, 0.05606786, 0.05667294, 0.05727802,
       0.0578831 , 0.05848818, 0.05909326]), 2405: array([0.15372012, 0.15497001, 0.1562199 , 0.1574698 , 0.15871969,
       0.15996958, 0.16121948, 0.16246937, 0.16371926, 0.16496916,
       0.16621905, 0.16746895, 0.16871884, 0.16996873, 0.17121863,
       0.17246852, 0.17371841, 0.17496831, 0.1762182 , 0.17746809,
       0.17871799, 0.17996788, 0.18121777, 0.18246767, 0.18371756,
       0.18496746, 0.18621735, 0.18746724]), 2410: array([0.03281136, 0.03509926, 0.03737971, 0.03965271, 0.0419183 ,
       0.0441765 , 0.04642732, 0.04867081, 0.05090698, 0.05313585,
       0.05535745, 0.0575718 , 0.05977893, 0.06197885, 0.0641716 ,
       0.0663572 , 0.06853567, 0.07070702, 0.0728713 , 0.07502851,
       0.07717869, 0.07932185, 0.08145802, 0.08358722, 0.08570947,
       0.0878248 , 0.08993323, 0.09203477]), 2415: array([0.00043926, 0.00087095, 0.00130262, 0.00173426, 0.00216587,
       0.00259745, 0.00302901, 0.00346054, 0.00389204, 0.00432351,
       0.00475496, 0.00518638, 0.00561777, 0.00604914, 0.00648047,
       0.00691178, 0.00734307, 0.00777432, 0.00820555, 0.00863675,
       0.00906792, 0.00949907, 0.00993019, 0.01036128, 0.01079234,
       0.01122338, 0.01165439, 0.01208537]), 2420: array([0.02037439, 0.02125784, 0.02214129, 0.02302473, 0.02390818,
       0.02479163, 0.02567508, 0.02655853, 0.02744198, 0.02832542,
       0.02920887, 0.03009232, 0.03097577, 0.03185922, 0.03274267,
       0.03362612, 0.03450956, 0.03539301, 0.03627646, 0.03715991,
       0.03804336, 0.03892681, 0.03981026, 0.0406937 , 0.04157715,
       0.0424606 , 0.04334405, 0.0442275 ]), 2425: array([0.0099297 , 0.01111359, 0.01229747, 0.01348136, 0.01466524,
       0.01584913, 0.01703301, 0.01821689, 0.01940077, 0.02058465,
       0.02176853, 0.02295241, 0.02413629, 0.02532017, 0.02650405,
       0.02768793, 0.02887181, 0.03005568, 0.03123956, 0.03242344,
       0.03360731, 0.03479119, 0.03597506, 0.03715893, 0.03834281,
       0.03952668, 0.04071055, 0.04189442]), 2430: array([0.00267932, 0.00416315, 0.00537187, 0.00635648, 0.00715853,
       0.00781188, 0.00834409, 0.00877763, 0.00913078, 0.00941846,
       0.00965279, 0.00984368, 0.00999918, 0.01012585, 0.01022903,
       0.01031308, 0.01038155, 0.01043732, 0.01048275, 0.01051976,
       0.01054991, 0.01057446, 0.01059447, 0.01061076, 0.01062404,
       0.01063485, 0.01064366, 0.01065083]), 2435: array([0.00083572, 0.00166011, 0.0024845 , 0.00330888, 0.00413327,
       0.00495766, 0.00578204, 0.00660643, 0.00743082, 0.00825521,
       0.00907959, 0.00990398, 0.01072837, 0.01155275, 0.01237714,
       0.01320153, 0.01402591, 0.0148503 , 0.01567469, 0.01649908,
       0.01732346, 0.01814785, 0.01897224, 0.01979662, 0.02062101,
       0.0214454 , 0.02226978, 0.02309417]), 2440: array([0.00077123, 0.00118448, 0.00155735, 0.00189379, 0.00219735,
       0.00247125, 0.00271839, 0.00294138, 0.00314258, 0.00332412,
       0.00348792, 0.00363572, 0.00376907, 0.0038894 , 0.00399796,
       0.00409592, 0.00418431, 0.00426406, 0.00433602, 0.00440094,
       0.00445953, 0.00451238, 0.00456008, 0.00460311, 0.00464194,
       0.00467697, 0.00470858, 0.00473711]), 2445: array([0.00442354, 0.00398591, 0.00365519, 0.00340526, 0.00321638,
       0.00307364, 0.00296578, 0.00288426, 0.00282265, 0.0027761 ,
       0.00274092, 0.00271433, 0.00269424, 0.00267905, 0.00266758,
       0.00265891, 0.00265235, 0.0026474 , 0.00264366, 0.00264083,
       0.00263869, 0.00263708, 0.00263585, 0.00263493, 0.00263423,
       0.00263371, 0.00263331, 0.00263301]), 2450: array([0.00153596, 0.001564  , 0.00159205, 0.0016201 , 0.00164814,
       0.00167619, 0.00170423, 0.00173228, 0.00176033, 0.00178837,
       0.00181642, 0.00184446, 0.00187251, 0.00190055, 0.0019286 ,
       0.00195665, 0.00198469, 0.00201274, 0.00204078, 0.00206883,
       0.00209688, 0.00212492, 0.00215297, 0.00218101, 0.00220906,
       0.0022371 , 0.00226515, 0.0022932 ]), 2455: array([0.00175778, 0.00177649, 0.00179521, 0.00181392, 0.00183263,
       0.00185135, 0.00187006, 0.00188877, 0.00190749, 0.0019262 ,
       0.00194492, 0.00196363, 0.00198234, 0.00200106, 0.00201977,
       0.00203849, 0.0020572 , 0.00207591, 0.00209463, 0.00211334,
       0.00213205, 0.00215077, 0.00216948, 0.0021882 , 0.00220691,
       0.00222562, 0.00224434, 0.00226305]), 2460: array([0.00831296, 0.00860162, 0.00889029, 0.00917895, 0.00946761,
       0.00975628, 0.01004494, 0.0103336 , 0.01062227, 0.01091093,
       0.01119959, 0.01148826, 0.01177692, 0.01206558, 0.01235424,
       0.01264291, 0.01293157, 0.01322023, 0.0135089 , 0.01379756,
       0.01408622, 0.01437489, 0.01466355, 0.01495221, 0.01524088,
       0.01552954, 0.0158182 , 0.01610687]), 2465: array([0.00286212, 0.00298396, 0.00307837, 0.00315153, 0.00320823,
       0.00325216, 0.0032862 , 0.00331258, 0.00333302, 0.00334886,
       0.00336114, 0.00337065, 0.00337802, 0.00338374, 0.00338816,
       0.00339159, 0.00339425, 0.00339631, 0.00339791, 0.00339914,
       0.0034001 , 0.00340084, 0.00340142, 0.00340186, 0.00340221,
       0.00340248, 0.00340269, 0.00340285]), 2470: array([0.00932515, 0.007409  , 0.00667648, 0.00639645, 0.00628939,
       0.00624847, 0.00623283, 0.00622684, 0.00622456, 0.00622368,
       0.00622335, 0.00622322, 0.00622317, 0.00622315, 0.00622315,
       0.00622314, 0.00622314, 0.00622314, 0.00622314, 0.00622314,
       0.00622314, 0.00622314, 0.00622314, 0.00622314, 0.00622314,
       0.00622314, 0.00622314, 0.00622314]), 2475: array([0.00804794, 0.00870917, 0.00923054, 0.00964164, 0.00996579,
       0.01022138, 0.01042291, 0.01058181, 0.01070711, 0.0108059 ,
       0.0108838 , 0.01094522, 0.01099365, 0.01103184, 0.01106195,
       0.01108569, 0.01110441, 0.01111917, 0.01113081, 0.01113999,
       0.01114722, 0.01115293, 0.01115743, 0.01116098, 0.01116377,
       0.01116598, 0.01116772, 0.01116909]), 2480: array([0.01854207, 0.01816546, 0.0178477 , 0.01757958, 0.01735336,
       0.01716249, 0.01700144, 0.01686556, 0.01675091, 0.01665417,
       0.01657255, 0.01650368, 0.01644557, 0.01639655, 0.01635518,
       0.01632027, 0.01629083, 0.01626598, 0.01624501, 0.01622732,
       0.0162124 , 0.0161998 , 0.01618918, 0.01618021, 0.01617265,
       0.01616626, 0.01616088, 0.01615633]), 2485: array([0.03916469, 0.03693301, 0.03494754, 0.03318113, 0.0316096 ,
       0.03021145, 0.02896756, 0.0278609 , 0.02687634, 0.0260004 ,
       0.02522111, 0.02452779, 0.02391096, 0.02336219, 0.02287396,
       0.0224396 , 0.02205316, 0.02170935, 0.02140348, 0.02113135,
       0.02088925, 0.02067385, 0.02048223, 0.02031174, 0.02016006,
       0.02002512, 0.01990506, 0.01979825]), 2490: array([0.0009525 , 0.00135567, 0.00175884, 0.00216201, 0.00256518,
       0.00296835, 0.00337152, 0.00377469, 0.00417786, 0.00458103,
       0.0049842 , 0.00538737, 0.00579054, 0.00619371, 0.00659688,
       0.00700005, 0.00740322, 0.0078064 , 0.00820957, 0.00861274,
       0.00901591, 0.00941908, 0.00982225, 0.01022542, 0.01062859,
       0.01103176, 0.01143493, 0.0118381 ]), 2495: array([0.01742617, 0.01774683, 0.01806749, 0.01838816, 0.01870882,
       0.01902948, 0.01935015, 0.01967081, 0.01999147, 0.02031213,
       0.0206328 , 0.02095346, 0.02127412, 0.02159478, 0.02191545,
       0.02223611, 0.02255677, 0.02287743, 0.0231981 , 0.02351876,
       0.02383942, 0.02416008, 0.02448075, 0.02480141, 0.02512207,
       0.02544274, 0.0257634 , 0.02608406]), 2500: array([0.06528485, 0.06579484, 0.06630482, 0.06681481, 0.0673248 ,
       0.06783478, 0.06834477, 0.06885476, 0.06936474, 0.06987473,
       0.07038472, 0.0708947 , 0.07140469, 0.07191468, 0.07242467,
       0.07293465, 0.07344464, 0.07395463, 0.07446462, 0.0749746 ,
       0.07548459, 0.07599458, 0.07650457, 0.07701456, 0.07752455,
       0.07803453, 0.07854452, 0.07905451]), 2505: array([0.03610094, 0.036374  , 0.03664706, 0.03692012, 0.03719317,
       0.03746623, 0.03773929, 0.03801235, 0.03828541, 0.03855847,
       0.03883152, 0.03910458, 0.03937764, 0.0396507 , 0.03992376,
       0.04019682, 0.04046988, 0.04074293, 0.04101599, 0.04128905,
       0.04156211, 0.04183517, 0.04210823, 0.04238128, 0.04265434,
       0.0429274 , 0.04320046, 0.04347352]), 2510: array([0.00080294, 0.00086549, 0.00092803, 0.00099057, 0.00105312,
       0.00111566, 0.00117821, 0.00124075, 0.0013033 , 0.00136584,
       0.00142838, 0.00149093, 0.00155347, 0.00161602, 0.00167856,
       0.00174111, 0.00180365, 0.00186619, 0.00192874, 0.00199128,
       0.00205383, 0.00211637, 0.00217892, 0.00224146, 0.002304  ,
       0.00236655, 0.00242909, 0.00249164]), 2515: array([0.003377  , 0.0034377 , 0.00349839, 0.00355909, 0.00361979,
       0.00368049, 0.00374119, 0.00380188, 0.00386258, 0.00392328,
       0.00398398, 0.00404468, 0.00410537, 0.00416607, 0.00422677,
       0.00428747, 0.00434817, 0.00440887, 0.00446956, 0.00453026,
       0.00459096, 0.00465166, 0.00471236, 0.00477305, 0.00483375,
       0.00489445, 0.00495515, 0.00501585]), 2520: array([0.00011744, 0.00017515, 0.00023286, 0.00029058, 0.00034829,
       0.00040601, 0.00046372, 0.00052144, 0.00057915, 0.00063687,
       0.00069458, 0.00075229, 0.00081001, 0.00086772, 0.00092544,
       0.00098315, 0.00104087, 0.00109858, 0.00115629, 0.00121401,
       0.00127172, 0.00132944, 0.00138715, 0.00144487, 0.00150258,
       0.0015603 , 0.00161801, 0.00167572]), 2525: array([0.00133713, 0.00101659, 0.00086645, 0.00079612, 0.00076318,
       0.00074775, 0.00074052, 0.00073713, 0.00073555, 0.0007348 ,
       0.00073446, 0.00073429, 0.00073422, 0.00073418, 0.00073416,
       0.00073416, 0.00073415, 0.00073415, 0.00073415, 0.00073415,
       0.00073415, 0.00073415, 0.00073415, 0.00073415, 0.00073415,
       0.00073415, 0.00073415, 0.00073415]), 2530: array([0.01650803, 0.01680024, 0.01709245, 0.01738466, 0.01767687,
       0.01796908, 0.01826129, 0.0185535 , 0.01884571, 0.01913792,
       0.01943013, 0.01972234, 0.02001455, 0.02030676, 0.02059897,
       0.02089118, 0.02118339, 0.0214756 , 0.02176781, 0.02206002,
       0.02235223, 0.02264444, 0.02293665, 0.02322886, 0.02352107,
       0.02381328, 0.02410549, 0.0243977 ]), 2535: array([0.03786083, 0.03833836, 0.03881589, 0.03929341, 0.03977094,
       0.04024846, 0.04072599, 0.04120351, 0.04168104, 0.04215856,
       0.04263609, 0.04311361, 0.04359114, 0.04406866, 0.04454619,
       0.04502372, 0.04550124, 0.04597877, 0.04645629, 0.04693382,
       0.04741134, 0.04788887, 0.04836639, 0.04884392, 0.04932144,
       0.04979897, 0.05027649, 0.05075402]), 2540: array([0.00155161, 0.00224689, 0.00289762, 0.00350664, 0.00407664,
       0.00461011, 0.0051094 , 0.00557669, 0.00601403, 0.00642335,
       0.00680644, 0.00716498, 0.00750054, 0.0078146 , 0.00810853,
       0.00838363, 0.0086411 , 0.00888207, 0.00910759, 0.00931867,
       0.00951622, 0.00970111, 0.00987415, 0.0100361 , 0.01018767,
       0.01032953, 0.0104623 , 0.01058656]), 2545: array([0.03334962, 0.02840834, 0.0245223 , 0.02146615, 0.01906265,
       0.01717244, 0.01568589, 0.01451681, 0.01359738, 0.01287431,
       0.01230565, 0.01185844, 0.01150672, 0.01123012, 0.01101259,
       0.01084151, 0.01070697, 0.01060116, 0.01051795, 0.01045251,
       0.01040104, 0.01036056, 0.01032873, 0.0103037 , 0.01028401,
       0.01026852, 0.01025635, 0.01024677]), 2550: array([0.00995763, 0.01066664, 0.0112726 , 0.01179051, 0.01223316,
       0.01261148, 0.01293482, 0.01321118, 0.01344737, 0.01364924,
       0.01382177, 0.01396923, 0.01409526, 0.01420298, 0.01429504,
       0.01437373, 0.01444098, 0.01449845, 0.01454758, 0.01458956,
       0.01462545, 0.01465612, 0.01468233, 0.01470473, 0.01472388,
       0.01474025, 0.01475423, 0.01476619]), 2555: array([0.00748373, 0.0085706 , 0.00961865, 0.01062927, 0.01160378,
       0.01254349, 0.01344964, 0.01432342, 0.01516599, 0.01597846,
       0.01676192, 0.01751739, 0.01824588, 0.01894835, 0.01962573,
       0.02027891, 0.02090876, 0.02151612, 0.02210178, 0.02266652,
       0.02321109, 0.02373621, 0.02424258, 0.02473086, 0.0252017 ,
       0.02565572, 0.02609352, 0.02651569]), 2560: array([0.00183184, 0.00250255, 0.00317327, 0.00384398, 0.0045147 ,
       0.00518541, 0.00585613, 0.00652684, 0.00719756, 0.00786827,
       0.00853899, 0.00920971, 0.00988042, 0.01055114, 0.01122185,
       0.01189257, 0.01256328, 0.013234  , 0.01390471, 0.01457543,
       0.01524614, 0.01591686, 0.01658757, 0.01725829, 0.017929  ,
       0.01859972, 0.01927043, 0.01994115]), 2565: array([0.00153211, 0.00153211, 0.00153211, 0.00153211, 0.00153211,
       0.00153211, 0.00153211, 0.00153211, 0.00153211, 0.00153211,
       0.00153211, 0.00153211, 0.00153211, 0.00153211, 0.00153211,
       0.00153211, 0.00153211, 0.00153211, 0.00153211, 0.00153211,
       0.00153211, 0.00153211, 0.00153211, 0.00153211, 0.00153211,
       0.00153211, 0.00153211, 0.00153211]), 2570: array([0.01114332, 0.01159213, 0.01203824, 0.01248167, 0.01292242,
       0.01336051, 0.01379597, 0.0142288 , 0.01465903, 0.01508666,
       0.01551172, 0.01593422, 0.01635417, 0.0167716 , 0.01718651,
       0.01759891, 0.01800884, 0.0184163 , 0.0188213 , 0.01922386,
       0.01962399, 0.02002172, 0.02041705, 0.02081   , 0.02120058,
       0.02158881, 0.0219747 , 0.02235827]), 2575: array([0.0229993 , 0.02328567, 0.02357204, 0.02385842, 0.02414479,
       0.02443116, 0.02471753, 0.02500391, 0.02529028, 0.02557665,
       0.02586302, 0.0261494 , 0.02643577, 0.02672214, 0.02700851,
       0.02729489, 0.02758126, 0.02786763, 0.028154  , 0.02844037,
       0.02872675, 0.02901312, 0.02929949, 0.02958586, 0.02987224,
       0.03015861, 0.03044498, 0.03073135]), 2580: array([0.00236907, 0.00262334, 0.00279359, 0.00290757, 0.00298389,
       0.00303499, 0.0030692 , 0.00309211, 0.00310744, 0.00311771,
       0.00312459, 0.00312919, 0.00313227, 0.00313433, 0.00313572,
       0.00313664, 0.00313726, 0.00313767, 0.00313795, 0.00313814,
       0.00313826, 0.00313835, 0.0031384 , 0.00313844, 0.00313846,
       0.00313848, 0.00313849, 0.0031385 ]), 2585: array([0.00016371, 0.00026349, 0.00036324, 0.00046297, 0.00056267,
       0.00066235, 0.000762  , 0.00086162, 0.00096122, 0.00106079,
       0.00116034, 0.00125986, 0.00135935, 0.00145882, 0.00155826,
       0.00165768, 0.00175707, 0.00185643, 0.00195577, 0.00205509,
       0.00215437, 0.00225364, 0.00235287, 0.00245208, 0.00255127,
       0.00265042, 0.00274956, 0.00284866]), 2590: array([0.0092644 , 0.0094869 , 0.00970941, 0.00993191, 0.01015441,
       0.01037691, 0.01059942, 0.01082192, 0.01104442, 0.01126693,
       0.01148943, 0.01171193, 0.01193443, 0.01215694, 0.01237944,
       0.01260194, 0.01282445, 0.01304695, 0.01326945, 0.01349196,
       0.01371446, 0.01393696, 0.01415946, 0.01438197, 0.01460447,
       0.01482697, 0.01504948, 0.01527198]), 2595: array([0.00926487, 0.00749191, 0.00619243, 0.00523998, 0.00454188,
       0.00403022, 0.0036552 , 0.00338033, 0.00317886, 0.0030312 ,
       0.00292297, 0.00284365, 0.0027855 , 0.00274289, 0.00271165,
       0.00268876, 0.00267198, 0.00265968, 0.00265067, 0.00264406,
       0.00263922, 0.00263567, 0.00263307, 0.00263116, 0.00262977,
       0.00262874, 0.00262799, 0.00262744]), 2600: array([0.00043166, 0.00053172, 0.00063179, 0.00073186, 0.00083193,
       0.000932  , 0.00103207, 0.00113214, 0.0012322 , 0.00133227,
       0.00143234, 0.00153241, 0.00163248, 0.00173255, 0.00183261,
       0.00193268, 0.00203275, 0.00213282, 0.00223289, 0.00233296,
       0.00243303, 0.00253309, 0.00263316, 0.00273323, 0.0028333 ,
       0.00293337, 0.00303344, 0.0031335 ]), 2605: array([0.01095527, 0.01121591, 0.01147655, 0.01173719, 0.01199783,
       0.01225846, 0.0125191 , 0.01277974, 0.01304038, 0.01330102,
       0.01356166, 0.0138223 , 0.01408294, 0.01434358, 0.01460422,
       0.01486486, 0.0151255 , 0.01538613, 0.01564677, 0.01590741,
       0.01616805, 0.01642869, 0.01668933, 0.01694997, 0.01721061,
       0.01747125, 0.01773189, 0.01799253]), 2610: array([0.00102113, 0.00139865, 0.00163045, 0.00177278, 0.00186017,
       0.00191383, 0.00194678, 0.00196701, 0.00197943, 0.00198706,
       0.00199174, 0.00199461, 0.00199638, 0.00199746, 0.00199813,
       0.00199854, 0.00199879, 0.00199894, 0.00199904, 0.0019991 ,
       0.00199913, 0.00199915, 0.00199917, 0.00199917, 0.00199918,
       0.00199918, 0.00199918, 0.00199919]), 2615: array([0.07140188, 0.07332378, 0.07524568, 0.07716759, 0.07908949,
       0.08101139, 0.0829333 , 0.0848552 , 0.08677711, 0.08869901,
       0.09062091, 0.09254282, 0.09446472, 0.09638662, 0.09830853,
       0.10023043, 0.10215233, 0.10407424, 0.10599614, 0.10791804,
       0.10983995, 0.11176185, 0.11368376, 0.11560566, 0.11752756,
       0.11944947, 0.12137137, 0.12329327]), 2620: array([0.01231481, 0.01307531, 0.01370007, 0.01421332, 0.01463496,
       0.01498134, 0.0152659 , 0.01549967, 0.01569172, 0.01584949,
       0.0159791 , 0.01608557, 0.01617304, 0.0162449 , 0.01630393,
       0.01635243, 0.01639227, 0.016425  , 0.01645189, 0.01647398,
       0.01649212, 0.01650703, 0.01651928, 0.01652934, 0.0165376 ,
       0.01654439, 0.01654997, 0.01655455]), 2625: array([0.00016777, 0.00029875, 0.00042972, 0.00056069, 0.00069166,
       0.00082264, 0.00095361, 0.00108458, 0.00121555, 0.00134653,
       0.0014775 , 0.00160847, 0.00173944, 0.00187042, 0.00200139,
       0.00213236, 0.00226333, 0.00239431, 0.00252528, 0.00265625,
       0.00278722, 0.0029182 , 0.00304917, 0.00318014, 0.00331111,
       0.00344209, 0.00357306, 0.00370403]), 2630: array([0.01310829, 0.01361754, 0.01412679, 0.01463604, 0.01514529,
       0.01565454, 0.01616378, 0.01667303, 0.01718228, 0.01769153,
       0.01820078, 0.01871003, 0.01921927, 0.01972852, 0.02023777,
       0.02074702, 0.02125627, 0.02176551, 0.02227476, 0.02278401,
       0.02329326, 0.0238025 , 0.02431175, 0.024821  , 0.02533025,
       0.02583949, 0.02634874, 0.02685799]), 2635: array([0.02069381, 0.02087569, 0.02105757, 0.02123945, 0.02142132,
       0.0216032 , 0.02178508, 0.02196695, 0.02214883, 0.02233071,
       0.02251258, 0.02269446, 0.02287633, 0.02305821, 0.02324009,
       0.02342196, 0.02360384, 0.02378571, 0.02396759, 0.02414946,
       0.02433133, 0.02451321, 0.02469508, 0.02487696, 0.02505883,
       0.0252407 , 0.02542258, 0.02560445]), 2640: array([1.94559872e-05, 3.35581862e-05, 4.74659384e-05, 6.11819252e-05,
       7.47087905e-05, 8.80491421e-05, 1.01205552e-04, 1.14180555e-04,
       1.26976655e-04, 1.39596317e-04, 1.52041973e-04, 1.64316025e-04,
       1.76420837e-04, 1.88358742e-04, 2.00132044e-04, 2.11743010e-04,
       2.23193880e-04, 2.34486861e-04, 2.45624130e-04, 2.56607833e-04,
       2.67440089e-04, 2.78122986e-04, 2.88658583e-04, 2.99048911e-04,
       3.09295972e-04, 3.19401744e-04, 3.29368173e-04, 3.39197181e-04]), 2645: array([0.00085964, 0.00090215, 0.00093791, 0.00096799, 0.00099329,
       0.00101458, 0.00103248, 0.00104754, 0.00106021, 0.00107087,
       0.00107983, 0.00108738, 0.00109372, 0.00109906, 0.00110355,
       0.00110732, 0.0011105 , 0.00111317, 0.00111542, 0.00111731,
       0.0011189 , 0.00112024, 0.00112136, 0.00112231, 0.00112311,
       0.00112378, 0.00112434, 0.00112481]), 2650: array([0.00114842, 0.00104881, 0.00096604, 0.00089727, 0.00084012,
       0.00079264, 0.00075318, 0.0007204 , 0.00069315, 0.00067051,
       0.0006517 , 0.00063607, 0.00062309, 0.00061229, 0.00060333,
       0.00059588, 0.00058968, 0.00058454, 0.00058026, 0.00057671,
       0.00057376, 0.00057131, 0.00056927, 0.00056758, 0.00056617,
       0.000565  , 0.00056403, 0.00056322]), 2655: array([0.00112717, 0.00115051, 0.00117321, 0.00119529, 0.00121676,
       0.00123764, 0.00125795, 0.00127769, 0.0012969 , 0.00131558,
       0.00133374, 0.0013514 , 0.00136858, 0.00138529, 0.00140154,
       0.00141734, 0.0014327 , 0.00144765, 0.00146218, 0.00147631,
       0.00149006, 0.00150343, 0.00151643, 0.00152907, 0.00154136,
       0.00155332, 0.00156495, 0.00157626]), 2660: array([0.00026996, 0.00033288, 0.00039254, 0.0004491 , 0.00050273,
       0.00055356, 0.00060176, 0.00064746, 0.00069078, 0.00073186,
       0.0007708 , 0.00080772, 0.00084272, 0.0008759 , 0.00090736,
       0.00093719, 0.00096547, 0.00099228, 0.0010177 , 0.00104179,
       0.00106464, 0.0010863 , 0.00110684, 0.00112631, 0.00114476,
       0.00116226, 0.00117885, 0.00119458]), 2665: array([0.00103404, 0.00099864, 0.00096839, 0.00094255, 0.00092047,
       0.00090161, 0.00088549, 0.00087172, 0.00085995, 0.0008499 ,
       0.00084131, 0.00083397, 0.0008277 , 0.00082234, 0.00081776,
       0.00081385, 0.00081051, 0.00080765, 0.00080521, 0.00080313,
       0.00080135, 0.00079983, 0.00079853, 0.00079741, 0.00079647,
       0.00079565, 0.00079496, 0.00079437]), 2670: array([0.00068984, 0.00072697, 0.00076152, 0.00079368, 0.0008236 ,
       0.00085145, 0.00087737, 0.00090149, 0.00092394, 0.00094483,
       0.00096427, 0.00098237, 0.0009992 , 0.00101488, 0.00102946,
       0.00104303, 0.00105566, 0.00106742, 0.00107836, 0.00108854,
       0.00109801, 0.00110683, 0.00111503, 0.00112267, 0.00112978,
       0.00113639, 0.00114255, 0.00114828]), 2675: array([0.00050295, 0.00050165, 0.000501  , 0.00050068, 0.00050051,
       0.00050043, 0.00050039, 0.00050037, 0.00050036, 0.00050036,
       0.00050035, 0.00050035, 0.00050035, 0.00050035, 0.00050035,
       0.00050035, 0.00050035, 0.00050035, 0.00050035, 0.00050035,
       0.00050035, 0.00050035, 0.00050035, 0.00050035, 0.00050035,
       0.00050035, 0.00050035, 0.00050035]), 2680: array([0.00021846, 0.00030524, 0.00039201, 0.00047879, 0.00056556,
       0.00065233, 0.00073911, 0.00082588, 0.00091266, 0.00099943,
       0.0010862 , 0.00117298, 0.00125975, 0.00134653, 0.0014333 ,
       0.00152007, 0.00160685, 0.00169362, 0.0017804 , 0.00186717,
       0.00195394, 0.00204072, 0.00212749, 0.00221427, 0.00230104,
       0.00238781, 0.00247459, 0.00256136]), 2685: array([0.00188734, 0.00197672, 0.0020661 , 0.00215548, 0.00224486,
       0.00233423, 0.00242361, 0.00251299, 0.00260237, 0.00269174,
       0.00278112, 0.0028705 , 0.00295988, 0.00304926, 0.00313863,
       0.00322801, 0.00331739, 0.00340677, 0.00349615, 0.00358552,
       0.0036749 , 0.00376428, 0.00385366, 0.00394304, 0.00403241,
       0.00412179, 0.00421117, 0.00430055]), 2690: array([0.01161567, 0.01177804, 0.01194041, 0.01210279, 0.01226517,
       0.01242756, 0.01258994, 0.01275233, 0.01291472, 0.01307711,
       0.01323951, 0.01340191, 0.01356431, 0.01372671, 0.01388911,
       0.01405152, 0.01421393, 0.01437634, 0.01453876, 0.01470117,
       0.01486359, 0.01502602, 0.01518844, 0.01535087, 0.0155133 ,
       0.01567573, 0.01583816, 0.0160006 ]), 2695: array([0.00222022, 0.0022339 , 0.00223721, 0.00223801, 0.0022382 ,
       0.00223825, 0.00223826, 0.00223826, 0.00223827, 0.00223827,
       0.00223827, 0.00223827, 0.00223827, 0.00223827, 0.00223827,
       0.00223827, 0.00223827, 0.00223827, 0.00223827, 0.00223827,
       0.00223827, 0.00223827, 0.00223827, 0.00223827, 0.00223827,
       0.00223827, 0.00223827, 0.00223827]), 2700: array([0.00020702, 0.00032985, 0.00042923, 0.00050963, 0.00057468,
       0.00062732, 0.0006699 , 0.00070436, 0.00073224, 0.00075479,
       0.00077304, 0.00078781, 0.00079975, 0.00080942, 0.00081724,
       0.00082357, 0.00082869, 0.00083283, 0.00083618, 0.00083889,
       0.00084108, 0.00084286, 0.00084429, 0.00084546, 0.0008464 ,
       0.00084716, 0.00084777, 0.00084827]), 2705: array([0.0008868 , 0.00079443, 0.00072699, 0.00067776, 0.00064182,
       0.00061558, 0.00059642, 0.00058243, 0.00057222, 0.00056477,
       0.00055933, 0.00055535, 0.00055245, 0.00055033, 0.00054879,
       0.00054766, 0.00054684, 0.00054623, 0.00054579, 0.00054547,
       0.00054524, 0.00054507, 0.00054494, 0.00054485, 0.00054479,
       0.00054474, 0.0005447 , 0.00054468]), 2710: array([0.0005679 , 0.00048268, 0.00042718, 0.00039102, 0.00036747,
       0.00035213, 0.00034214, 0.00033563, 0.00033139, 0.00032863,
       0.00032683, 0.00032566, 0.0003249 , 0.0003244 , 0.00032408,
       0.00032387, 0.00032373, 0.00032364, 0.00032358, 0.00032354,
       0.00032352, 0.0003235 , 0.00032349, 0.00032348, 0.00032348,
       0.00032348, 0.00032348, 0.00032347]), 2715: array([0.00029893, 0.00033442, 0.00035982, 0.000378  , 0.00039102,
       0.00040035, 0.00040702, 0.0004118 , 0.00041522, 0.00041766,
       0.00041942, 0.00042067, 0.00042157, 0.00042221, 0.00042267,
       0.000423  , 0.00042324, 0.00042341, 0.00042353, 0.00042362,
       0.00042368, 0.00042372, 0.00042376, 0.00042378, 0.00042379,
       0.00042381, 0.00042381, 0.00042382]), 2720: array([0.00026788, 0.00025268, 0.00024203, 0.00023458, 0.00022937,
       0.00022572, 0.00022317, 0.00022138, 0.00022013, 0.00021925,
       0.00021864, 0.00021821, 0.00021791, 0.00021769, 0.00021755,
       0.00021744, 0.00021737, 0.00021732, 0.00021729, 0.00021726,
       0.00021724, 0.00021723, 0.00021722, 0.00021722, 0.00021721,
       0.00021721, 0.00021721, 0.00021721]), 2725: array([3.99729301e-05, 4.87863243e-05, 5.34065998e-05, 5.58287026e-05,
       5.70984497e-05, 5.77640936e-05, 5.81130464e-05, 5.82959790e-05,
       5.83918785e-05, 5.84421521e-05, 5.84685073e-05, 5.84823235e-05,
       5.84895665e-05, 5.84933635e-05, 5.84953540e-05, 5.84963975e-05,
       5.84969445e-05, 5.84972313e-05, 5.84973816e-05, 5.84974604e-05,
       5.84975017e-05, 5.84975234e-05, 5.84975347e-05, 5.84975407e-05,
       5.84975438e-05, 5.84975454e-05, 5.84975463e-05, 5.84975467e-05]), 2730: array([3.60887438e-05, 4.24849977e-05, 4.56841592e-05, 4.72842575e-05,
       4.80845655e-05, 4.84848489e-05, 4.86850553e-05, 4.87851910e-05,
       4.88352750e-05, 4.88603251e-05, 4.88728542e-05, 4.88791208e-05,
       4.88822551e-05, 4.88838227e-05, 4.88846068e-05, 4.88849990e-05,
       4.88851951e-05, 4.88852932e-05, 4.88853423e-05, 4.88853668e-05,
       4.88853791e-05, 4.88853852e-05, 4.88853883e-05, 4.88853898e-05,
       4.88853906e-05, 4.88853910e-05, 4.88853912e-05, 4.88853913e-05]), 2735: array([0.00014176, 0.0001516 , 0.00015652, 0.00015898, 0.00016021,
       0.00016083, 0.00016113, 0.00016129, 0.00016136, 0.0001614 ,
       0.00016142, 0.00016143, 0.00016144, 0.00016144, 0.00016144,
       0.00016144, 0.00016144, 0.00016144, 0.00016144, 0.00016144,
       0.00016144, 0.00016144, 0.00016144, 0.00016144, 0.00016144,
       0.00016144, 0.00016144, 0.00016144]), 2740: array([0.00387102, 0.00391896, 0.00396688, 0.00401479, 0.00406269,
       0.00411058, 0.00415845, 0.00420631, 0.00425416, 0.004302  ,
       0.00434982, 0.00439763, 0.00444543, 0.00449322, 0.00454099,
       0.00458876, 0.00463651, 0.00468425, 0.00473197, 0.00477969,
       0.00482739, 0.00487508, 0.00492275, 0.00497042, 0.00501807,
       0.00506571, 0.00511334, 0.00516095]), 2745: array([0.00437249, 0.00445891, 0.00454534, 0.00463176, 0.00471819,
       0.00480462, 0.00489104, 0.00497747, 0.00506389, 0.00515032,
       0.00523674, 0.00532317, 0.00540959, 0.00549602, 0.00558245,
       0.00566887, 0.0057553 , 0.00584172, 0.00592815, 0.00601457,
       0.006101  , 0.00618742, 0.00627385, 0.00636027, 0.0064467 ,
       0.00653313, 0.00661955, 0.00670598]), 2750: array([0.00044944, 0.00050768, 0.00056574, 0.00062363, 0.00068135,
       0.00073889, 0.00079625, 0.00085344, 0.00091046, 0.00096731,
       0.00102398, 0.00108049, 0.00113682, 0.00119298, 0.00124897,
       0.00130479, 0.00136045, 0.00141593, 0.00147125, 0.0015264 ,
       0.00158138, 0.0016362 , 0.00169085, 0.00174534, 0.00179966,
       0.00185381, 0.00190781, 0.00196164]), 2755: array([0.00020939, 0.00023012, 0.00024878, 0.00026558, 0.00028069,
       0.00029429, 0.00030654, 0.00031755, 0.00032747, 0.0003364 ,
       0.00034443, 0.00035166, 0.00035816, 0.00036402, 0.00036929,
       0.00037403, 0.0003783 , 0.00038214, 0.00038559, 0.00038871,
       0.00039151, 0.00039403, 0.00039629, 0.00039834, 0.00040017,
       0.00040183, 0.00040331, 0.00040465]), 2760: array([1.88707868e-04, 1.47953730e-04, 1.25538778e-04, 1.13210458e-04,
       1.06429828e-04, 1.02700453e-04, 1.00649280e-04, 9.95211266e-05,
       9.89006371e-05, 9.85593652e-05, 9.83716642e-05, 9.82684279e-05,
       9.82116474e-05, 9.81804179e-05, 9.81632416e-05, 9.81537945e-05,
       9.81485986e-05, 9.81457408e-05, 9.81441690e-05, 9.81433045e-05,
       9.81428290e-05, 9.81425675e-05, 9.81424237e-05, 9.81423446e-05,
       9.81423011e-05, 9.81422771e-05, 9.81422640e-05, 9.81422567e-05]), 2765: array([0.00026692, 0.00026801, 0.00026904, 0.00027001, 0.00027094,
       0.00027181, 0.00027263, 0.00027341, 0.00027414, 0.00027484,
       0.0002755 , 0.00027612, 0.00027671, 0.00027727, 0.00027779,
       0.00027829, 0.00027876, 0.00027921, 0.00027963, 0.00028003,
       0.00028041, 0.00028076, 0.0002811 , 0.00028142, 0.00028172,
       0.000282  , 0.00028227, 0.00028253]), 2770: array([0.00116902, 0.00118169, 0.00119368, 0.00120501, 0.00121574,
       0.00122589, 0.00123549, 0.00124457, 0.00125316, 0.00126129,
       0.00126898, 0.00127625, 0.00128313, 0.00128964, 0.0012958 ,
       0.00130163, 0.00130714, 0.00131235, 0.00131728, 0.00132195,
       0.00132636, 0.00133054, 0.00133448, 0.00133822, 0.00134176,
       0.0013451 , 0.00134826, 0.00135126]), 2775: array([0.01660147, 0.01670907, 0.01681667, 0.01692427, 0.01703187,
       0.01713946, 0.01724706, 0.01735466, 0.01746226, 0.01756986,
       0.01767746, 0.01778506, 0.01789266, 0.01800026, 0.01810785,
       0.01821545, 0.01832305, 0.01843065, 0.01853825, 0.01864585,
       0.01875345, 0.01886105, 0.01896865, 0.01907624, 0.01918384,
       0.01929144, 0.01939904, 0.01950664]), 2780: array([0.00779567, 0.00793714, 0.00807861, 0.00822008, 0.00836155,
       0.00850302, 0.00864449, 0.00878596, 0.00892743, 0.0090689 ,
       0.00921037, 0.00935184, 0.00949331, 0.00963478, 0.00977625,
       0.00991772, 0.01005919, 0.01020066, 0.01034213, 0.0104836 ,
       0.01062507, 0.01076654, 0.01090801, 0.01104948, 0.01119095,
       0.01133242, 0.01147389, 0.01161536]), 2785: array([0.00056873, 0.00062172, 0.00067471, 0.0007277 , 0.00078069,
       0.00083367, 0.00088666, 0.00093965, 0.00099264, 0.00104563,
       0.00109862, 0.00115161, 0.0012046 , 0.00125758, 0.00131057,
       0.00136356, 0.00141655, 0.00146954, 0.00152253, 0.00157552,
       0.00162851, 0.00168149, 0.00173448, 0.00178747, 0.00184046,
       0.00189345, 0.00194644, 0.00199943]), 2790: array([0.0002881 , 0.00034933, 0.00038676, 0.00040965, 0.00042364,
       0.0004322 , 0.00043743, 0.00044062, 0.00044258, 0.00044378,
       0.00044451, 0.00044495, 0.00044523, 0.00044539, 0.0004455 ,
       0.00044556, 0.0004456 , 0.00044562, 0.00044563, 0.00044564,
       0.00044565, 0.00044565, 0.00044565, 0.00044565, 0.00044566,
       0.00044566, 0.00044566, 0.00044566]), 2795: array([0.00010589, 0.00012852, 0.00014031, 0.00014647, 0.00014968,
       0.00015135, 0.00015223, 0.00015268, 0.00015292, 0.00015304,
       0.00015311, 0.00015314, 0.00015316, 0.00015317, 0.00015317,
       0.00015318, 0.00015318, 0.00015318, 0.00015318, 0.00015318,
       0.00015318, 0.00015318, 0.00015318, 0.00015318, 0.00015318,
       0.00015318, 0.00015318, 0.00015318]), 2800: array([0.00024908, 0.00024885, 0.00024865, 0.00024846, 0.0002483 ,
       0.00024815, 0.00024801, 0.00024789, 0.00024778, 0.00024769,
       0.0002476 , 0.00024752, 0.00024745, 0.00024738, 0.00024732,
       0.00024727, 0.00024723, 0.00024718, 0.00024715, 0.00024711,
       0.00024708, 0.00024705, 0.00024703, 0.00024701, 0.00024699,
       0.00024697, 0.00024695, 0.00024694]), 2805: array([0.00069957, 0.00071386, 0.00072814, 0.00074243, 0.00075672,
       0.000771  , 0.00078529, 0.00079958, 0.00081387, 0.00082815,
       0.00084244, 0.00085673, 0.00087102, 0.0008853 , 0.00089959,
       0.00091388, 0.00092817, 0.00094245, 0.00095674, 0.00097103,
       0.00098532, 0.0009996 , 0.00101389, 0.00102818, 0.00104247,
       0.00105675, 0.00107104, 0.00108533]), 2810: array([0.00098202, 0.00099927, 0.00101651, 0.00103376, 0.00105101,
       0.00106825, 0.0010855 , 0.00110275, 0.00112   , 0.00113724,
       0.00115449, 0.00117174, 0.00118898, 0.00120623, 0.00122348,
       0.00124072, 0.00125797, 0.00127522, 0.00129246, 0.00130971,
       0.00132696, 0.0013442 , 0.00136145, 0.0013787 , 0.00139594,
       0.00141319, 0.00143044, 0.00144769]), 2815: array([0.02263767, 0.02314221, 0.02364675, 0.02415129, 0.02465583,
       0.02516037, 0.02566491, 0.02616945, 0.02667399, 0.02717853,
       0.02768307, 0.02818761, 0.02869215, 0.02919669, 0.02970124,
       0.03020578, 0.03071032, 0.03121486, 0.0317194 , 0.03222394,
       0.03272848, 0.03323302, 0.03373756, 0.0342421 , 0.03474664,
       0.03525118, 0.03575572, 0.03626026]), 2820: array([0.00692348, 0.00728373, 0.00761731, 0.0079262 , 0.00821224,
       0.0084771 , 0.00872236, 0.00894947, 0.00915977, 0.00935451,
       0.00953483, 0.00970181, 0.00985643, 0.0099996 , 0.01013218,
       0.01025495, 0.01036863, 0.0104739 , 0.01057138, 0.01066164,
       0.01074522, 0.01082262, 0.01089429, 0.01096065, 0.0110221 ,
       0.01107901, 0.0111317 , 0.01118049]), 2825: array([0.0057928 , 0.00696563, 0.00813846, 0.00931129, 0.01048412,
       0.01165695, 0.01282978, 0.01400261, 0.01517544, 0.01634827,
       0.0175211 , 0.01869392, 0.01986675, 0.02103958, 0.02221241,
       0.02338524, 0.02455807, 0.0257309 , 0.02690373, 0.02807656,
       0.02924939, 0.03042222, 0.03159505, 0.03276788, 0.03394071,
       0.03511354, 0.03628637, 0.0374592 ]), 2830: array([0.00252154, 0.00349991, 0.00447827, 0.00545663, 0.006435  ,
       0.00741336, 0.00839173, 0.00937009, 0.01034846, 0.01132682,
       0.01230518, 0.01328355, 0.01426191, 0.01524027, 0.01621864,
       0.017197  , 0.01817536, 0.01915372, 0.02013209, 0.02111045,
       0.02208881, 0.02306717, 0.02404553, 0.0250239 , 0.02600226,
       0.02698062, 0.02795898, 0.02893734]), 2835: array([0.01282223, 0.01288633, 0.01295043, 0.01301452, 0.0130786 ,
       0.01314268, 0.01320675, 0.01327082, 0.01333488, 0.01339893,
       0.01346298, 0.01352702, 0.01359106, 0.01365509, 0.01371911,
       0.01378313, 0.01384714, 0.01391115, 0.01397515, 0.01403915,
       0.01410314, 0.01416712, 0.0142311 , 0.01429507, 0.01435903,
       0.01442299, 0.01448694, 0.01455089]), 2840: array([0.06358231, 0.06393726, 0.06429221, 0.06464716, 0.0650021 ,
       0.06535704, 0.06571199, 0.06606693, 0.06642187, 0.0667768 ,
       0.06713174, 0.06748667, 0.06784161, 0.06819654, 0.06855147,
       0.0689064 , 0.06926133, 0.06961625, 0.06997118, 0.0703261 ,
       0.07068102, 0.07103594, 0.07139086, 0.07174578, 0.0721007 ,
       0.07245561, 0.07281053, 0.07316544]), 2845: array([0.02486903, 0.02263573, 0.02077023, 0.01921196, 0.01791031,
       0.01682303, 0.01591482, 0.01515617, 0.01452247, 0.01399313,
       0.01355096, 0.01318162, 0.0128731 , 0.01261539, 0.01240012,
       0.01222031, 0.01207011, 0.01194464, 0.01183984, 0.0117523 ,
       0.01167917, 0.01161809, 0.01156706, 0.01152444, 0.01148884,
       0.0114591 , 0.01143426, 0.01141351]), 2850: array([5.73415703e-07, 5.73479984e-07, 5.73544264e-07, 5.73608544e-07,
       5.73672824e-07, 5.73737104e-07, 5.73801385e-07, 5.73865665e-07,
       5.73929945e-07, 5.73994225e-07, 5.74058505e-07, 5.74122786e-07,
       5.74187066e-07, 5.74251346e-07, 5.74315626e-07, 5.74379906e-07,
       5.74444187e-07, 5.74508467e-07, 5.74572747e-07, 5.74637027e-07,
       5.74701307e-07, 5.74765588e-07, 5.74829868e-07, 5.74894148e-07,
       5.74958428e-07, 5.75022708e-07, 5.75086989e-07, 5.75151269e-07]), 2855: array([0.00034458, 0.00037457, 0.00040396, 0.00043277, 0.000461  ,
       0.00048866, 0.00051577, 0.00054233, 0.00056836, 0.00059387,
       0.00061887, 0.00064337, 0.00066738, 0.00069091, 0.00071397,
       0.00073656, 0.0007587 , 0.0007804 , 0.00080166, 0.0008225 ,
       0.00084292, 0.00086293, 0.00088254, 0.00090176, 0.00092059,
       0.00093905, 0.00095713, 0.00097485]), 2860: array([0.00023162, 0.00022581, 0.00022225, 0.00022007, 0.00021874,
       0.00021792, 0.00021742, 0.00021711, 0.00021692, 0.00021681,
       0.00021674, 0.0002167 , 0.00021667, 0.00021665, 0.00021664,
       0.00021664, 0.00021663, 0.00021663, 0.00021663, 0.00021663,
       0.00021663, 0.00021663, 0.00021663, 0.00021663, 0.00021663,
       0.00021663, 0.00021663, 0.00021663]), 2865: array([0.00011586, 0.00011639, 0.00011665, 0.00011678, 0.00011684,
       0.00011688, 0.00011689, 0.0001169 , 0.00011691, 0.00011691,
       0.00011691, 0.00011691, 0.00011691, 0.00011691, 0.00011691,
       0.00011691, 0.00011691, 0.00011691, 0.00011691, 0.00011691,
       0.00011691, 0.00011691, 0.00011691, 0.00011691, 0.00011691,
       0.00011691, 0.00011691, 0.00011691]), 2870: array([0.00020254, 0.00022263, 0.00024158, 0.00025944, 0.00027627,
       0.00029214, 0.0003071 , 0.0003212 , 0.0003345 , 0.00034703,
       0.00035885, 0.00036998, 0.00038048, 0.00039038, 0.00039971,
       0.00040851, 0.0004168 , 0.00042462, 0.00043198, 0.00043893,
       0.00044548, 0.00045165, 0.00045747, 0.00046296, 0.00046813,
       0.000473  , 0.0004776 , 0.00048193]), 2875: array([0.00065566, 0.00042055, 0.00033607, 0.00030571, 0.0002948 ,
       0.00029088, 0.00028947, 0.00028897, 0.00028878, 0.00028872,
       0.0002887 , 0.00028869, 0.00028868, 0.00028868, 0.00028868,
       0.00028868, 0.00028868, 0.00028868, 0.00028868, 0.00028868,
       0.00028868, 0.00028868, 0.00028868, 0.00028868, 0.00028868,
       0.00028868, 0.00028868, 0.00028868]), 2880: array([0.00293474, 0.00261541, 0.00235035, 0.00213034, 0.00194773,
       0.00179615, 0.00167034, 0.0015659 , 0.00147922, 0.00140727,
       0.00134755, 0.00129798, 0.00125683, 0.00122268, 0.00119433,
       0.0011708 , 0.00115127, 0.00113506, 0.0011216 , 0.00111043,
       0.00110116, 0.00109347, 0.00108708, 0.00108178, 0.00107738,
       0.00107373, 0.00107069, 0.00106818]), 2885: array([0.00045308, 0.00053285, 0.0006025 , 0.00066332, 0.00071642,
       0.00076279, 0.00080328, 0.00083864, 0.00086951, 0.00089646,
       0.00092   , 0.00094055, 0.00095849, 0.00097416, 0.00098784,
       0.00099979, 0.00101022, 0.00101933, 0.00102728, 0.00103422,
       0.00104029, 0.00104558, 0.00105021, 0.00105424, 0.00105777,
       0.00106084, 0.00106353, 0.00106588]), 2890: array([0.00031041, 0.00035866, 0.00038779, 0.00040537, 0.00041598,
       0.00042238, 0.00042625, 0.00042858, 0.00042999, 0.00043084,
       0.00043136, 0.00043167, 0.00043185, 0.00043197, 0.00043203,
       0.00043207, 0.0004321 , 0.00043211, 0.00043212, 0.00043213,
       0.00043213, 0.00043213, 0.00043214, 0.00043214, 0.00043214,
       0.00043214, 0.00043214, 0.00043214]), 2895: array([0.00020449, 0.00018893, 0.00017804, 0.00017041, 0.00016508,
       0.00016134, 0.00015872, 0.00015689, 0.00015561, 0.00015471,
       0.00015409, 0.00015365, 0.00015334, 0.00015312, 0.00015297,
       0.00015287, 0.00015279, 0.00015274, 0.0001527 , 0.00015268,
       0.00015266, 0.00015265, 0.00015264, 0.00015263, 0.00015263,
       0.00015263, 0.00015262, 0.00015262]), 2900: array([7.24058774e-05, 7.00978799e-05, 6.84822794e-05, 6.73513574e-05,
       6.65597109e-05, 6.60055576e-05, 6.56176497e-05, 6.53461138e-05,
       6.51560384e-05, 6.50229854e-05, 6.49298482e-05, 6.48646521e-05,
       6.48190147e-05, 6.47870685e-05, 6.47647061e-05, 6.47490524e-05,
       6.47380948e-05, 6.47304245e-05, 6.47250553e-05, 6.47212968e-05,
       6.47186659e-05, 6.47168242e-05, 6.47155351e-05, 6.47146326e-05,
       6.47140010e-05, 6.47135588e-05, 6.47132492e-05, 6.47130326e-05]), 2905: array([1.48708311e-04, 1.25633535e-04, 1.12519030e-04, 1.05065425e-04,
       1.00829183e-04, 9.84215228e-05, 9.70531336e-05, 9.62754121e-05,
       9.58333956e-05, 9.55821764e-05, 9.54393964e-05, 9.53582476e-05,
       9.53121269e-05, 9.52859142e-05, 9.52710163e-05, 9.52625492e-05,
       9.52577368e-05, 9.52550018e-05, 9.52534473e-05, 9.52525638e-05,
       9.52520617e-05, 9.52517763e-05, 9.52516141e-05, 9.52515219e-05,
       9.52514695e-05, 9.52514398e-05, 9.52514228e-05, 9.52514132e-05]), 2910: array([6.52472623e-05, 7.58177828e-05, 8.11030668e-05, 8.37457206e-05,
       8.50670535e-05, 8.57277229e-05, 8.60580590e-05, 8.62232279e-05,
       8.63058127e-05, 8.63471052e-05, 8.63677516e-05, 8.63780748e-05,
       8.63832365e-05, 8.63858173e-05, 8.63871077e-05, 8.63877530e-05,
       8.63880756e-05, 8.63882369e-05, 8.63883175e-05, 8.63883579e-05,
       8.63883780e-05, 8.63883881e-05, 8.63883931e-05, 8.63883957e-05,
       8.63883969e-05, 8.63883975e-05, 8.63883979e-05, 8.63883980e-05]), 2915: array([7.44609636e-05, 8.22926140e-05, 8.62084463e-05, 8.81663661e-05,
       8.91453278e-05, 8.96348095e-05, 8.98795508e-05, 9.00019217e-05,
       9.00631073e-05, 9.00937001e-05, 9.01089966e-05, 9.01166448e-05,
       9.01204689e-05, 9.01223810e-05, 9.01233370e-05, 9.01238150e-05,
       9.01240540e-05, 9.01241735e-05, 9.01242333e-05, 9.01242632e-05,
       9.01242781e-05, 9.01242856e-05, 9.01242893e-05, 9.01242912e-05,
       9.01242921e-05, 9.01242926e-05, 9.01242928e-05, 9.01242929e-05]), 2920: array([0.00056014, 0.00038255, 0.00027493, 0.00020971, 0.00017018,
       0.00014622, 0.0001317 , 0.00012291, 0.00011757, 0.00011434,
       0.00011238, 0.0001112 , 0.00011048, 0.00011004, 0.00010978,
       0.00010962, 0.00010952, 0.00010946, 0.00010943, 0.0001094 ,
       0.00010939, 0.00010938, 0.00010938, 0.00010937, 0.00010937,
       0.00010937, 0.00010937, 0.00010937]), 2925: array([0.00312104, 0.00316884, 0.00321665, 0.00326445, 0.00331225,
       0.00336006, 0.00340786, 0.00345567, 0.00350347, 0.00355128,
       0.00359908, 0.00364688, 0.00369469, 0.00374249, 0.0037903 ,
       0.0038381 , 0.00388591, 0.00393371, 0.00398152, 0.00402932,
       0.00407712, 0.00412493, 0.00417273, 0.00422054, 0.00426834,
       0.00431615, 0.00436395, 0.00441175]), 2930: array([0.00047901, 0.00050408, 0.00052019, 0.00053055, 0.00053721,
       0.00054149, 0.00054424, 0.000546  , 0.00054714, 0.00054787,
       0.00054834, 0.00054864, 0.00054883, 0.00054896, 0.00054904,
       0.00054909, 0.00054912, 0.00054914, 0.00054916, 0.00054917,
       0.00054917, 0.00054918, 0.00054918, 0.00054918, 0.00054918,
       0.00054918, 0.00054918, 0.00054918]), 2935: array([0.00038573, 0.00043849, 0.00048874, 0.00053658, 0.00058214,
       0.00062552, 0.00066683, 0.00070617, 0.00074363, 0.0007793 ,
       0.00081326, 0.00084561, 0.00087641, 0.00090574, 0.00093367,
       0.00096026, 0.00098558, 0.0010097 , 0.00103266, 0.00105453,
       0.00107535, 0.00109518, 0.00111406, 0.00113204, 0.00114916,
       0.00116547, 0.00118099, 0.00119577]), 2940: array([0.0019689 , 0.00169531, 0.00148752, 0.0013297 , 0.00120984,
       0.00111881, 0.00104967, 0.00099716, 0.00095728, 0.00092699,
       0.00090399, 0.00088651, 0.00087324, 0.00086317, 0.00085551,
       0.0008497 , 0.00084528, 0.00084193, 0.00083938, 0.00083745,
       0.00083598, 0.00083486, 0.00083402, 0.00083337, 0.00083288,
       0.00083251, 0.00083223, 0.00083202]), 2945: array([0.01584549, 0.015933  , 0.01602052, 0.01610804, 0.01619555,
       0.01628307, 0.01637058, 0.0164581 , 0.01654562, 0.01663313,
       0.01672065, 0.01680816, 0.01689568, 0.0169832 , 0.01707071,
       0.01715823, 0.01724574, 0.01733326, 0.01742078, 0.01750829,
       0.01759581, 0.01768332, 0.01777084, 0.01785835, 0.01794587,
       0.01803339, 0.0181209 , 0.01820842]), 2950: array([0.00078442, 0.00086523, 0.00094603, 0.00102684, 0.00110765,
       0.00118846, 0.00126927, 0.00135007, 0.00143088, 0.00151169,
       0.0015925 , 0.00167331, 0.00175411, 0.00183492, 0.00191573,
       0.00199654, 0.00207735, 0.00215815, 0.00223896, 0.00231977,
       0.00240058, 0.00248139, 0.00256219, 0.002643  , 0.00272381,
       0.00280462, 0.00288543, 0.00296623]), 2955: array([7.78656702e-05, 1.50819751e-04, 2.23773831e-04, 2.96727911e-04,
       3.69681992e-04, 4.42636072e-04, 5.15590153e-04, 5.88544233e-04,
       6.61498314e-04, 7.34452394e-04, 8.07406474e-04, 8.80360555e-04,
       9.53314635e-04, 1.02626872e-03, 1.09922280e-03, 1.17217688e-03,
       1.24513096e-03, 1.31808504e-03, 1.39103912e-03, 1.46399320e-03,
       1.53694728e-03, 1.60990136e-03, 1.68285544e-03, 1.75580952e-03,
       1.82876360e-03, 1.90171768e-03, 1.97467176e-03, 2.04762584e-03]), 2960: array([0.00047354, 0.00047353, 0.00047352, 0.00047352, 0.00047351,
       0.00047351, 0.00047351, 0.00047351, 0.00047351, 0.00047351,
       0.00047351, 0.00047351, 0.00047351, 0.00047351, 0.00047351,
       0.00047351, 0.00047351, 0.00047351, 0.00047351, 0.00047351,
       0.00047351, 0.00047351, 0.00047351, 0.00047351, 0.00047351,
       0.00047351, 0.00047351, 0.00047351]), 2965: array([0.00515231, 0.0052755 , 0.00539869, 0.00552187, 0.00564506,
       0.00576825, 0.00589144, 0.00601463, 0.00613781, 0.006261  ,
       0.00638419, 0.00650738, 0.00663057, 0.00675375, 0.00687694,
       0.00700013, 0.00712332, 0.00724651, 0.00736969, 0.00749288,
       0.00761607, 0.00773926, 0.00786245, 0.00798563, 0.00810882,
       0.00823201, 0.0083552 , 0.00847839]), 2970: array([0.00094713, 0.00099524, 0.00100636, 0.00100893, 0.00100952,
       0.00100966, 0.00100969, 0.0010097 , 0.0010097 , 0.0010097 ,
       0.0010097 , 0.0010097 , 0.0010097 , 0.0010097 , 0.0010097 ,
       0.0010097 , 0.0010097 , 0.0010097 , 0.0010097 , 0.0010097 ,
       0.0010097 , 0.0010097 , 0.0010097 , 0.0010097 , 0.0010097 ,
       0.0010097 , 0.0010097 , 0.0010097 ]), 2975: array([0.02152471, 0.02191759, 0.02231048, 0.02270337, 0.02309626,
       0.02348915, 0.02388204, 0.02427492, 0.02466781, 0.0250607 ,
       0.02545359, 0.02584648, 0.02623936, 0.02663225, 0.02702514,
       0.02741803, 0.02781092, 0.02820381, 0.02859669, 0.02898958,
       0.02938247, 0.02977536, 0.03016825, 0.03056113, 0.03095402,
       0.03134691, 0.0317398 , 0.03213269]), 2980: array([0.0066918 , 0.00676584, 0.00683988, 0.00691392, 0.00698795,
       0.00706199, 0.00713603, 0.00721007, 0.0072841 , 0.00735814,
       0.00743218, 0.00750622, 0.00758026, 0.00765429, 0.00772833,
       0.00780237, 0.00787641, 0.00795044, 0.00802448, 0.00809852,
       0.00817256, 0.0082466 , 0.00832063, 0.00839467, 0.00846871,
       0.00854275, 0.00861678, 0.00869082]), 2985: array([0.00014992, 0.00022968, 0.00030411, 0.00037357, 0.0004384 ,
       0.0004989 , 0.00055537, 0.00060806, 0.00065724, 0.00070313,
       0.00074597, 0.00078594, 0.00082325, 0.00085806, 0.00089055,
       0.00092088, 0.00094918, 0.00097559, 0.00100024, 0.00102324,
       0.00104471, 0.00106474, 0.00108344, 0.00110089, 0.00111718,
       0.00113237, 0.00114656, 0.0011598 ]), 2990: array([0.0002815 , 0.00027236, 0.00026466, 0.00025817, 0.0002527 ,
       0.0002481 , 0.00024422, 0.00024094, 0.00023819, 0.00023586,
       0.00023391, 0.00023226, 0.00023087, 0.00022969, 0.00022871,
       0.00022788, 0.00022717, 0.00022658, 0.00022609, 0.00022567,
       0.00022531, 0.00022502, 0.00022477, 0.00022455, 0.00022438,
       0.00022423, 0.0002241 , 0.00022399]), 2995: array([0.00045716, 0.00054419, 0.00063123, 0.00071826, 0.0008053 ,
       0.00089234, 0.00097937, 0.00106641, 0.00115344, 0.00124048,
       0.00132751, 0.00141455, 0.00150159, 0.00158862, 0.00167566,
       0.00176269, 0.00184973, 0.00193676, 0.0020238 , 0.00211084,
       0.00219787, 0.00228491, 0.00237194, 0.00245898, 0.00254601,
       0.00263305, 0.00272009, 0.00280712]), 3000: array([0.00276639, 0.00246025, 0.00220771, 0.00199937, 0.0018275 ,
       0.00168572, 0.00156875, 0.00147226, 0.00139266, 0.00132699,
       0.00127282, 0.00122813, 0.00119126, 0.00116085, 0.00113576,
       0.00111506, 0.00109799, 0.0010839 , 0.00107228, 0.00106269,
       0.00105478, 0.00104826, 0.00104288, 0.00103844, 0.00103478,
       0.00103175, 0.00102926, 0.00102721]), 3005: array([0.00070343, 0.00089428, 0.00100479, 0.00106877, 0.00110581,
       0.00112726, 0.00113968, 0.00114687, 0.00115103, 0.00115344,
       0.00115484, 0.00115565, 0.00115611, 0.00115638, 0.00115654,
       0.00115663, 0.00115669, 0.00115672, 0.00115673, 0.00115674,
       0.00115675, 0.00115675, 0.00115675, 0.00115676, 0.00115676,
       0.00115676, 0.00115676, 0.00115676]), 3010: array([0.01124498, 0.01120628, 0.01116935, 0.01113413, 0.01110054,
       0.01106849, 0.01103792, 0.01100876, 0.01098094, 0.0109544 ,
       0.01092909, 0.01090495, 0.01088192, 0.01085995, 0.01083899,
       0.010819  , 0.01079993, 0.01078174, 0.01076439, 0.01074784,
       0.01073205, 0.01071699, 0.01070262, 0.01068892, 0.01067585,
       0.01066338, 0.01065148, 0.01064014]), 3015: array([0.03564857, 0.03632885, 0.03700912, 0.03768938, 0.03836963,
       0.03904988, 0.03973011, 0.04041034, 0.04109056, 0.04177077,
       0.04245098, 0.04313117, 0.04381136, 0.04449154, 0.04517171,
       0.04585188, 0.04653203, 0.04721218, 0.04789232, 0.04857245,
       0.04925257, 0.04993269, 0.05061279, 0.05129289, 0.05197298,
       0.05265307, 0.05333314, 0.05401321]), 3020: array([0.00139154, 0.00173232, 0.00207309, 0.00241387, 0.00275465,
       0.00309543, 0.00343621, 0.00377698, 0.00411776, 0.00445854,
       0.00479932, 0.00514009, 0.00548087, 0.00582165, 0.00616243,
       0.00650321, 0.00684398, 0.00718476, 0.00752554, 0.00786632,
       0.0082071 , 0.00854787, 0.00888865, 0.00922943, 0.00957021,
       0.00991098, 0.01025176, 0.01059254]), 3025: array([0.0138145 , 0.01446595, 0.01511739, 0.01576884, 0.01642029,
       0.01707174, 0.01772319, 0.01837463, 0.01902608, 0.01967753,
       0.02032898, 0.02098042, 0.02163187, 0.02228332, 0.02293477,
       0.02358621, 0.02423766, 0.02488911, 0.02554055, 0.026192  ,
       0.02684345, 0.0274949 , 0.02814634, 0.02879779, 0.02944924,
       0.03010068, 0.03075213, 0.03140358]), 3030: array([0.00420575, 0.00420684, 0.00420755, 0.00420801, 0.00420831,
       0.0042085 , 0.00420863, 0.00420871, 0.00420877, 0.0042088 ,
       0.00420882, 0.00420884, 0.00420885, 0.00420885, 0.00420886,
       0.00420886, 0.00420886, 0.00420886, 0.00420886, 0.00420886,
       0.00420886, 0.00420886, 0.00420886, 0.00420886, 0.00420886,
       0.00420886, 0.00420886, 0.00420887]), 3035: array([0.00351853, 0.00370593, 0.00388853, 0.00406645, 0.00423982,
       0.00440874, 0.00457335, 0.00473374, 0.00489002, 0.0050423 ,
       0.00519068, 0.00533526, 0.00547614, 0.00561342, 0.00574717,
       0.00587751, 0.0060045 , 0.00612825, 0.00624883, 0.00636632,
       0.0064808 , 0.00659235, 0.00670104, 0.00680695, 0.00691015,
       0.00701071, 0.00710869, 0.00720416]), 3040: array([0.02407719, 0.02438006, 0.02468292, 0.02498579, 0.02528866,
       0.02559153, 0.02589439, 0.02619726, 0.02650013, 0.02680299,
       0.02710586, 0.02740873, 0.02771159, 0.02801446, 0.02831733,
       0.02862019, 0.02892306, 0.02922593, 0.02952879, 0.02983166,
       0.03013453, 0.03043739, 0.03074026, 0.03104313, 0.03134599,
       0.03164886, 0.03195173, 0.03225459]), 3045: array([0.00139208, 0.00211301, 0.00283395, 0.00355489, 0.00427582,
       0.00499676, 0.0057177 , 0.00643863, 0.00715957, 0.0078805 ,
       0.00860144, 0.00932237, 0.01004331, 0.01076424, 0.01148517,
       0.01220611, 0.01292704, 0.01364797, 0.01436891, 0.01508984,
       0.01581077, 0.01653171, 0.01725264, 0.01797357, 0.0186945 ,
       0.01941543, 0.02013636, 0.0208573 ]), 3050: array([0.00553398, 0.00705631, 0.00857864, 0.01010097, 0.0116233 ,
       0.01314563, 0.01466796, 0.01619029, 0.01771262, 0.01923495,
       0.02075728, 0.02227961, 0.02380194, 0.02532427, 0.0268466 ,
       0.02836894, 0.02989127, 0.0314136 , 0.03293593, 0.03445826,
       0.03598059, 0.03750292, 0.03902525, 0.04054758, 0.04206991,
       0.04359224, 0.04511457, 0.0466369 ]), 3055: array([0.01672639, 0.01914824, 0.02156622, 0.02398034, 0.02639059,
       0.028797  , 0.03119957, 0.03359829, 0.03599318, 0.03838425,
       0.0407715 , 0.04315493, 0.04553455, 0.04791038, 0.05028241,
       0.05265064, 0.0550151 , 0.05737577, 0.05973268, 0.06208582,
       0.0644352 , 0.06678083, 0.0691227 , 0.07146084, 0.07379524,
       0.07612592, 0.07845287, 0.0807761 ]), 3060: array([0.00336533, 0.00361142, 0.00385751, 0.0041036 , 0.00434969,
       0.00459578, 0.00484186, 0.00508795, 0.00533404, 0.00558013,
       0.00582622, 0.00607231, 0.0063184 , 0.00656449, 0.00681057,
       0.00705666, 0.00730275, 0.00754884, 0.00779493, 0.00804102,
       0.00828711, 0.0085332 , 0.00877929, 0.00902537, 0.00927146,
       0.00951755, 0.00976364, 0.01000973]), 3065: array([0.00767126, 0.007926  , 0.00818073, 0.00843547, 0.0086902 ,
       0.00894494, 0.00919967, 0.00945441, 0.00970915, 0.00996388,
       0.01021862, 0.01047335, 0.01072809, 0.01098282, 0.01123756,
       0.01149229, 0.01174703, 0.01200176, 0.0122565 , 0.01251124,
       0.01276597, 0.01302071, 0.01327544, 0.01353018, 0.01378491,
       0.01403965, 0.01429438, 0.01454912]), 3070: array([0.00867746, 0.0089589 , 0.00924034, 0.00952178, 0.00980322,
       0.01008466, 0.0103661 , 0.01064754, 0.01092898, 0.01121042,
       0.01149186, 0.01177331, 0.01205475, 0.01233619, 0.01261764,
       0.01289908, 0.01318052, 0.01346197, 0.01374341, 0.01402486,
       0.0143063 , 0.01458775, 0.01486919, 0.01515064, 0.01543208,
       0.01571353, 0.01599498, 0.01627642]), 3075: array([0.00144895, 0.00151354, 0.00156271, 0.00160013, 0.00162862,
       0.00165031, 0.00166681, 0.00167938, 0.00168894, 0.00169622,
       0.00170176, 0.00170598, 0.00170919, 0.00171163, 0.00171349,
       0.00171491, 0.00171599, 0.00171681, 0.00171743, 0.00171791,
       0.00171827, 0.00171854, 0.00171875, 0.00171891, 0.00171904,
       0.00171913, 0.0017192 , 0.00171925]), 3080: array([0.00205287, 0.00208977, 0.00212667, 0.00216357, 0.00220048,
       0.00223738, 0.00227428, 0.00231118, 0.00234808, 0.00238498,
       0.00242188, 0.00245878, 0.00249568, 0.00253258, 0.00256948,
       0.00260638, 0.00264328, 0.00268018, 0.00271708, 0.00275399,
       0.00279089, 0.00282779, 0.00286469, 0.00290159, 0.00293849,
       0.00297539, 0.00301229, 0.00304919]), 3085: array([0.00088437, 0.00091568, 0.00094699, 0.00097829, 0.0010096 ,
       0.0010409 , 0.00107221, 0.00110351, 0.00113482, 0.00116612,
       0.00119743, 0.00122874, 0.00126004, 0.00129135, 0.00132265,
       0.00135396, 0.00138526, 0.00141657, 0.00144788, 0.00147918,
       0.00151049, 0.00154179, 0.0015731 , 0.0016044 , 0.00163571,
       0.00166701, 0.00169832, 0.00172963]), 3090: array([0.00027785, 0.00034014, 0.00037916, 0.00040359, 0.0004189 ,
       0.00042848, 0.00043449, 0.00043825, 0.0004406 , 0.00044207,
       0.000443  , 0.00044358, 0.00044394, 0.00044417, 0.00044431,
       0.0004444 , 0.00044445, 0.00044449, 0.00044451, 0.00044452,
       0.00044453, 0.00044454, 0.00044454, 0.00044454, 0.00044454,
       0.00044455, 0.00044455, 0.00044455]), 3095: array([0.00016784, 0.00016787, 0.00016789, 0.0001679 , 0.00016792,
       0.00016793, 0.00016794, 0.00016794, 0.00016795, 0.00016795,
       0.00016796, 0.00016796, 0.00016796, 0.00016796, 0.00016797,
       0.00016797, 0.00016797, 0.00016797, 0.00016797, 0.00016797,
       0.00016797, 0.00016797, 0.00016797, 0.00016797, 0.00016797,
       0.00016797, 0.00016797, 0.00016797]), 3100: array([0.00125131, 0.00132798, 0.00140464, 0.0014813 , 0.00155797,
       0.00163463, 0.00171129, 0.00178796, 0.00186462, 0.00194128,
       0.00201795, 0.00209461, 0.00217127, 0.00224793, 0.0023246 ,
       0.00240126, 0.00247792, 0.00255459, 0.00263125, 0.00270791,
       0.00278458, 0.00286124, 0.0029379 , 0.00301456, 0.00309123,
       0.00316789, 0.00324455, 0.00332122]), 3105: array([0.0002032 , 0.00025841, 0.00030629, 0.00034782, 0.00038384,
       0.00041508, 0.00044218, 0.00046568, 0.00048606, 0.00050374,
       0.00051908, 0.00053238, 0.00054392, 0.00055392, 0.0005626 ,
       0.00057013, 0.00057666, 0.00058232, 0.00058723, 0.00059149,
       0.00059519, 0.00059839, 0.00060117, 0.00060358, 0.00060567,
       0.00060749, 0.00060906, 0.00061043]), 3110: array([0.00017354, 0.00023916, 0.00029161, 0.00033353, 0.00036704,
       0.00039382, 0.00041522, 0.00043233, 0.000446  , 0.00045693,
       0.00046567, 0.00047265, 0.00047823, 0.00048269, 0.00048626,
       0.00048911, 0.00049139, 0.00049321, 0.00049466, 0.00049582,
       0.00049675, 0.0004975 , 0.00049809, 0.00049856, 0.00049894,
       0.00049925, 0.00049949, 0.00049968]), 3115: array([0.00123885, 0.00120337, 0.00117372, 0.00114896, 0.00112827,
       0.00111099, 0.00109656, 0.0010845 , 0.00107443, 0.00106601,
       0.00105898, 0.00105311, 0.00104821, 0.00104411, 0.00104069,
       0.00103783, 0.00103544, 0.00103345, 0.00103178, 0.00103039,
       0.00102923, 0.00102826, 0.00102745, 0.00102677, 0.0010262 ,
       0.00102573, 0.00102533, 0.001025  ]), 3120: array([0.00604678, 0.0064911 , 0.00693543, 0.00737976, 0.00782409,
       0.00826842, 0.00871275, 0.00915708, 0.00960141, 0.01004574,
       0.01049007, 0.01093439, 0.01137872, 0.01182305, 0.01226738,
       0.01271171, 0.01315604, 0.01360037, 0.0140447 , 0.01448903,
       0.01493336, 0.01537768, 0.01582201, 0.01626634, 0.01671067,
       0.017155  , 0.01759933, 0.01804366]), 3125: array([0.02056821, 0.02112111, 0.02167402, 0.02222692, 0.02277983,
       0.02333273, 0.02388563, 0.02443854, 0.02499144, 0.02554435,
       0.02609725, 0.02665016, 0.02720306, 0.02775597, 0.02830887,
       0.02886178, 0.02941468, 0.02996759, 0.03052049, 0.03107339,
       0.0316263 , 0.0321792 , 0.03273211, 0.03328501, 0.03383792,
       0.03439082, 0.03494373, 0.03549663]), 3130: array([0.00034429, 0.00044547, 0.0005396 , 0.00062719, 0.00070867,
       0.00078448, 0.00085502, 0.00092064, 0.0009817 , 0.00103851,
       0.00109136, 0.00114053, 0.00118628, 0.00122884, 0.00126845,
       0.00130529, 0.00133957, 0.00137146, 0.00140114, 0.00142874,
       0.00145443, 0.00147833, 0.00150056, 0.00152125, 0.0015405 ,
       0.0015584 , 0.00157506, 0.00159056]), 3135: array([0.00433404, 0.00448987, 0.0046457 , 0.00480152, 0.00495735,
       0.00511317, 0.005269  , 0.00542483, 0.00558065, 0.00573648,
       0.00589231, 0.00604813, 0.00620396, 0.00635979, 0.00651561,
       0.00667144, 0.00682726, 0.00698309, 0.00713892, 0.00729474,
       0.00745057, 0.0076064 , 0.00776222, 0.00791805, 0.00807388,
       0.0082297 , 0.00838553, 0.00854135]), 3140: array([0.00749274, 0.00764658, 0.00780042, 0.00795426, 0.0081081 ,
       0.00826194, 0.00841578, 0.00856962, 0.00872346, 0.0088773 ,
       0.00903114, 0.00918498, 0.00933882, 0.00949266, 0.0096465 ,
       0.00980034, 0.00995418, 0.01010802, 0.01026186, 0.0104157 ,
       0.01056954, 0.01072338, 0.01087722, 0.01103106, 0.0111849 ,
       0.01133874, 0.01149258, 0.01164642]), 3145: array([0.00071689, 0.00084353, 0.00093993, 0.00101329, 0.00106913,
       0.00111163, 0.00114398, 0.0011686 , 0.00118734, 0.0012016 ,
       0.00121246, 0.00122072, 0.00122701, 0.0012318 , 0.00123544,
       0.00123821, 0.00124032, 0.00124193, 0.00124315, 0.00124408,
       0.00124479, 0.00124533, 0.00124574, 0.00124605, 0.00124629,
       0.00124647, 0.00124661, 0.00124671]), 3150: array([0.0009107 , 0.00097217, 0.00103363, 0.0010951 , 0.00115657,
       0.00121804, 0.00127951, 0.00134098, 0.00140245, 0.00146391,
       0.00152538, 0.00158685, 0.00164832, 0.00170979, 0.00177126,
       0.00183273, 0.00189419, 0.00195566, 0.00201713, 0.0020786 ,
       0.00214007, 0.00220154, 0.00226301, 0.00232448, 0.00238594,
       0.00244741, 0.00250888, 0.00257035]), 3155: array([0.00056642, 0.00058433, 0.00059818, 0.00060889, 0.00061718,
       0.00062358, 0.00062854, 0.00063238, 0.00063534, 0.00063764,
       0.00063941, 0.00064078, 0.00064184, 0.00064266, 0.0006433 ,
       0.00064379, 0.00064417, 0.00064446, 0.00064469, 0.00064487,
       0.000645  , 0.00064511, 0.00064519, 0.00064525, 0.0006453 ,
       0.00064534, 0.00064537, 0.00064539]), 3160: array([0.00146365, 0.0014893 , 0.00151495, 0.0015406 , 0.00156625,
       0.0015919 , 0.00161755, 0.0016432 , 0.00166885, 0.0016945 ,
       0.00172015, 0.0017458 , 0.00177145, 0.0017971 , 0.00182275,
       0.0018484 , 0.00187405, 0.0018997 , 0.00192535, 0.001951  ,
       0.00197665, 0.0020023 , 0.00202795, 0.0020536 , 0.00207925,
       0.0021049 , 0.00213055, 0.0021562 ]), 3165: array([0.00169866, 0.00156992, 0.00149327, 0.00144764, 0.00142048,
       0.00140431, 0.00139468, 0.00138895, 0.00138554, 0.00138351,
       0.0013823 , 0.00138158, 0.00138115, 0.0013809 , 0.00138074,
       0.00138065, 0.0013806 , 0.00138057, 0.00138055, 0.00138054,
       0.00138053, 0.00138053, 0.00138052, 0.00138052, 0.00138052,
       0.00138052, 0.00138052, 0.00138052]), 3170: array([0.00213542, 0.00219789, 0.00223226, 0.00225116, 0.00226156,
       0.00226728, 0.00227043, 0.00227216, 0.00227311, 0.00227364,
       0.00227392, 0.00227408, 0.00227417, 0.00227422, 0.00227424,
       0.00227426, 0.00227427, 0.00227427, 0.00227427, 0.00227427,
       0.00227428, 0.00227428, 0.00227428, 0.00227428, 0.00227428,
       0.00227428, 0.00227428, 0.00227428]), 3175: array([0.00694196, 0.00726794, 0.00759017, 0.00790867, 0.00822349,
       0.00853468, 0.00884228, 0.00914633, 0.00944686, 0.00974393,
       0.01003756, 0.01032781, 0.0106147 , 0.01089828, 0.01117859,
       0.01145566, 0.01172953, 0.01200024, 0.01226783, 0.01253232,
       0.01279376, 0.01305218, 0.01330762, 0.01356011, 0.01380968,
       0.01405638, 0.01430022, 0.01454125]), 3180: array([0.00019054, 0.00031864, 0.00043855, 0.0005508 , 0.00065589,
       0.00075426, 0.00084636, 0.00093257, 0.00101327, 0.00108883,
       0.00115955, 0.00122576, 0.00128774, 0.00134577, 0.00140009,
       0.00145093, 0.00149854, 0.0015431 , 0.00158481, 0.00162387,
       0.00166042, 0.00169465, 0.00172669, 0.00175668, 0.00178475,
       0.00181104, 0.00183564, 0.00185868]), 3185: array([0.0014576 , 0.00121185, 0.0010667 , 0.00098096, 0.00093032,
       0.0009004 , 0.00088273, 0.0008723 , 0.00086613, 0.00086249,
       0.00086034, 0.00085907, 0.00085832, 0.00085788, 0.00085761,
       0.00085746, 0.00085737, 0.00085731, 0.00085728, 0.00085726,
       0.00085725, 0.00085725, 0.00085724, 0.00085724, 0.00085724,
       0.00085724, 0.00085724, 0.00085724]), 3190: array([0.00417656, 0.0042307 , 0.00428483, 0.00433896, 0.00439309,
       0.00444723, 0.00450136, 0.00455549, 0.00460963, 0.00466376,
       0.00471789, 0.00477202, 0.00482616, 0.00488029, 0.00493442,
       0.00498855, 0.00504269, 0.00509682, 0.00515095, 0.00520509,
       0.00525922, 0.00531335, 0.00536748, 0.00542162, 0.00547575,
       0.00552988, 0.00558401, 0.00563815]), 3195: array([0.00082206, 0.00090575, 0.00098944, 0.00107313, 0.00115682,
       0.00124051, 0.0013242 , 0.0014079 , 0.00149159, 0.00157528,
       0.00165897, 0.00174266, 0.00182635, 0.00191004, 0.00199373,
       0.00207742, 0.00216111, 0.0022448 , 0.00232849, 0.00241218,
       0.00249587, 0.00257957, 0.00266326, 0.00274695, 0.00283064,
       0.00291433, 0.00299802, 0.00308171]), 3200: array([0.00125101, 0.00125501, 0.00125895, 0.00126283, 0.00126664,
       0.0012704 , 0.00127409, 0.00127773, 0.00128131, 0.00128484,
       0.0012883 , 0.00129172, 0.00129508, 0.00129839, 0.00130164,
       0.00130485, 0.001308  , 0.0013111 , 0.00131416, 0.00131717,
       0.00132013, 0.00132304, 0.00132591, 0.00132873, 0.00133151,
       0.00133424, 0.00133693, 0.00133958]), 3205: array([0.00127953, 0.00113322, 0.00101896, 0.00092974, 0.00086006,
       0.00080564, 0.00076314, 0.00072996, 0.00070404, 0.0006838 ,
       0.000668  , 0.00065565, 0.00064601, 0.00063849, 0.00063261,
       0.00062802, 0.00062443, 0.00062163, 0.00061945, 0.00061774,
       0.00061641, 0.00061537, 0.00061455, 0.00061392, 0.00061342,
       0.00061303, 0.00061273, 0.0006125 ]), 3210: array([0.00029267, 0.00042927, 0.00051492, 0.00056862, 0.0006023 ,
       0.00062341, 0.00063665, 0.00064495, 0.00065016, 0.00065342,
       0.00065547, 0.00065675, 0.00065756, 0.00065806, 0.00065838,
       0.00065858, 0.0006587 , 0.00065878, 0.00065883, 0.00065886,
       0.00065888, 0.00065889, 0.0006589 , 0.0006589 , 0.00065891,
       0.00065891, 0.00065891, 0.00065891]), 3215: array([0.00033632, 0.00039182, 0.00043067, 0.00045787, 0.0004769 ,
       0.00049023, 0.00049955, 0.00050608, 0.00051065, 0.00051385,
       0.00051609, 0.00051765, 0.00051875, 0.00051952, 0.00052006,
       0.00052043, 0.0005207 , 0.00052088, 0.00052101, 0.0005211 ,
       0.00052116, 0.00052121, 0.00052124, 0.00052126, 0.00052128,
       0.00052129, 0.00052129, 0.0005213 ]), 3220: array([0.00012881, 0.0001536 , 0.0001741 , 0.00019107, 0.0002051 ,
       0.00021672, 0.00022632, 0.00023427, 0.00024085, 0.00024629,
       0.00025079, 0.00025451, 0.00025759, 0.00026014, 0.00026225,
       0.00026399, 0.00026544, 0.00026663, 0.00026762, 0.00026843,
       0.00026911, 0.00026967, 0.00027013, 0.00027052, 0.00027083,
       0.0002711 , 0.00027131, 0.00027149]), 3225: array([0.00021451, 0.00021425, 0.00021402, 0.00021381, 0.00021363,
       0.00021346, 0.00021331, 0.00021317, 0.00021305, 0.00021294,
       0.00021284, 0.00021275, 0.00021267, 0.00021259, 0.00021253,
       0.00021247, 0.00021242, 0.00021237, 0.00021233, 0.00021229,
       0.00021225, 0.00021222, 0.00021219, 0.00021217, 0.00021215,
       0.00021212, 0.00021211, 0.00021209]), 3230: array([0.00014865, 0.00017291, 0.00018884, 0.0001993 , 0.00020617,
       0.00021068, 0.00021364, 0.00021559, 0.00021686, 0.0002177 ,
       0.00021825, 0.00021862, 0.00021885, 0.00021901, 0.00021911,
       0.00021918, 0.00021922, 0.00021925, 0.00021927, 0.00021928,
       0.00021929, 0.0002193 , 0.0002193 , 0.0002193 , 0.0002193 ,
       0.00021931, 0.00021931, 0.00021931]), 3235: array([0.00274356, 0.00274228, 0.00274106, 0.0027399 , 0.0027388 ,
       0.00273775, 0.00273676, 0.00273581, 0.0027349 , 0.00273405,
       0.00273323, 0.00273245, 0.00273171, 0.00273101, 0.00273034,
       0.00272971, 0.0027291 , 0.00272853, 0.00272798, 0.00272746,
       0.00272696, 0.00272649, 0.00272605, 0.00272562, 0.00272521,
       0.00272483, 0.00272446, 0.00272411]), 3240: array([0.00068509, 0.00068491, 0.00068482, 0.00068478, 0.00068475,
       0.00068474, 0.00068474, 0.00068473, 0.00068473, 0.00068473,
       0.00068473, 0.00068473, 0.00068473, 0.00068473, 0.00068473,
       0.00068473, 0.00068473, 0.00068473, 0.00068473, 0.00068473,
       0.00068473, 0.00068473, 0.00068473, 0.00068473, 0.00068473,
       0.00068473, 0.00068473, 0.00068473]), 3245: array([0.00047709, 0.00046912, 0.00046131, 0.00045367, 0.00044619,
       0.00043887, 0.00043171, 0.0004247 , 0.00041784, 0.00041112,
       0.00040455, 0.00039812, 0.00039183, 0.00038566, 0.00037964,
       0.00037373, 0.00036796, 0.00036231, 0.00035678, 0.00035136,
       0.00034606, 0.00034088, 0.0003358 , 0.00033084, 0.00032597,
       0.00032122, 0.00031656, 0.000312  ]), 3250: array([0.00081868, 0.00082873, 0.00083878, 0.00084882, 0.00085887,
       0.00086892, 0.00087897, 0.00088901, 0.00089906, 0.00090911,
       0.00091915, 0.0009292 , 0.00093925, 0.00094929, 0.00095934,
       0.00096939, 0.00097944, 0.00098948, 0.00099953, 0.00100958,
       0.00101962, 0.00102967, 0.00103972, 0.00104976, 0.00105981,
       0.00106986, 0.00107991, 0.00108995]), 3255: array([0.01668209, 0.01697831, 0.01727454, 0.01757076, 0.01786699,
       0.01816321, 0.01845944, 0.01875566, 0.01905189, 0.01934811,
       0.01964433, 0.01994056, 0.02023678, 0.02053301, 0.02082923,
       0.02112546, 0.02142168, 0.02171791, 0.02201413, 0.02231036,
       0.02260658, 0.02290281, 0.02319903, 0.02349525, 0.02379148,
       0.0240877 , 0.02438393, 0.02468015]), 3260: array([0.00029314, 0.00046048, 0.00062777, 0.00079501, 0.0009622 ,
       0.00112932, 0.0012964 , 0.00146342, 0.00163039, 0.0017973 ,
       0.00196415, 0.00213096, 0.00229771, 0.0024644 , 0.00263104,
       0.00279763, 0.00296416, 0.00313064, 0.00329706, 0.00346344,
       0.00362975, 0.00379601, 0.00396222, 0.00412838, 0.00429448,
       0.00446052, 0.00462651, 0.00479245]), 3265: array([0.00018656, 0.00033149, 0.00046649, 0.00059223, 0.00070936,
       0.00081845, 0.00092007, 0.00101472, 0.00110289, 0.00118501,
       0.0012615 , 0.00133275, 0.00139912, 0.00146093, 0.00151851,
       0.00157215, 0.0016221 , 0.00166864, 0.00171198, 0.00175235,
       0.00178995, 0.00182498, 0.00185761, 0.001888  , 0.0019163 ,
       0.00194267, 0.00196723, 0.0019901 ]), 3270: array([0.00146801, 0.00131599, 0.00123761, 0.0011972 , 0.00117637,
       0.00116563, 0.00116009, 0.00115724, 0.00115577, 0.00115501,
       0.00115462, 0.00115442, 0.00115431, 0.00115426, 0.00115423,
       0.00115422, 0.00115421, 0.00115421, 0.0011542 , 0.0011542 ,
       0.0011542 , 0.0011542 , 0.0011542 , 0.0011542 , 0.0011542 ,
       0.0011542 , 0.0011542 , 0.0011542 ]), 3275: array([0.01627698, 0.01656289, 0.01684881, 0.01713472, 0.01742064,
       0.01770656, 0.01799247, 0.01827839, 0.0185643 , 0.01885022,
       0.01913613, 0.01942205, 0.01970797, 0.01999388, 0.0202798 ,
       0.02056571, 0.02085163, 0.02113754, 0.02142346, 0.02170937,
       0.02199529, 0.02228121, 0.02256712, 0.02285304, 0.02313895,
       0.02342487, 0.02371078, 0.0239967 ]), 3280: array([0.01456934, 0.01495971, 0.01535008, 0.01574045, 0.01613082,
       0.01652119, 0.01691156, 0.01730193, 0.01769231, 0.01808268,
       0.01847305, 0.01886342, 0.01925379, 0.01964416, 0.02003453,
       0.0204249 , 0.02081527, 0.02120565, 0.02159602, 0.02198639,
       0.02237676, 0.02276713, 0.0231575 , 0.02354787, 0.02393824,
       0.02432861, 0.02471898, 0.02510935]), 3285: array([0.00163135, 0.00188384, 0.00213634, 0.00238883, 0.00264133,
       0.00289383, 0.00314632, 0.00339882, 0.00365131, 0.00390381,
       0.0041563 , 0.0044088 , 0.00466129, 0.00491379, 0.00516629,
       0.00541878, 0.00567128, 0.00592377, 0.00617627, 0.00642876,
       0.00668126, 0.00693376, 0.00718625, 0.00743875, 0.00769124,
       0.00794374, 0.00819623, 0.00844873]), 3290: array([0.00380838, 0.00339102, 0.00310487, 0.00290868, 0.00277416,
       0.00268194, 0.00261871, 0.00257535, 0.00254563, 0.00252525,
       0.00251128, 0.0025017 , 0.00249513, 0.00249063, 0.00248754,
       0.00248542, 0.00248397, 0.00248298, 0.00248229, 0.00248183,
       0.00248151, 0.00248129, 0.00248113, 0.00248103, 0.00248096,
       0.00248091, 0.00248088, 0.00248086]), 3295: array([0.0222457 , 0.02200698, 0.02177795, 0.0215582 , 0.02134736,
       0.02114507, 0.02095098, 0.02076477, 0.0205861 , 0.02041468,
       0.02025021, 0.02009242, 0.01994102, 0.01979576, 0.01965639,
       0.01952267, 0.01939437, 0.01927128, 0.01915318, 0.01903986,
       0.01893115, 0.01882684, 0.01872676, 0.01863074, 0.01853861,
       0.01845022, 0.01836541, 0.01828405]), 3300: array([0.01329661, 0.01370141, 0.01410025, 0.01449323, 0.01488043,
       0.01526195, 0.01563785, 0.01600823, 0.01637316, 0.01673272,
       0.01708701, 0.01743608, 0.01778002, 0.01811891, 0.01845281,
       0.0187818 , 0.01910596, 0.01942535, 0.01974005, 0.02005012,
       0.02035563, 0.02065666, 0.02095325, 0.02124549, 0.02153343,
       0.02181713, 0.02209667, 0.0223721 ]), 3305: array([0.00644167, 0.0066724 , 0.00690313, 0.00713386, 0.00736459,
       0.00759533, 0.00782606, 0.00805679, 0.00828752, 0.00851826,
       0.00874899, 0.00897972, 0.00921045, 0.00944118, 0.00967192,
       0.00990265, 0.01013338, 0.01036411, 0.01059485, 0.01082558,
       0.01105631, 0.01128704, 0.01151778, 0.01174851, 0.01197924,
       0.01220997, 0.0124407 , 0.01267144]), 3310: array([0.005969  , 0.0061742 , 0.00637939, 0.00658458, 0.00678978,
       0.00699497, 0.00720017, 0.00740536, 0.00761055, 0.00781575,
       0.00802094, 0.00822614, 0.00843133, 0.00863652, 0.00884172,
       0.00904691, 0.00925211, 0.0094573 , 0.00966249, 0.00986769,
       0.01007288, 0.01027808, 0.01048327, 0.01068846, 0.01089366,
       0.01109885, 0.01130405, 0.01150924]), 3315: array([0.00215513, 0.0021858 , 0.00221647, 0.00224714, 0.00227781,
       0.00230848, 0.00233915, 0.00236982, 0.0024005 , 0.00243117,
       0.00246184, 0.00249251, 0.00252318, 0.00255385, 0.00258452,
       0.00261519, 0.00264586, 0.00267653, 0.0027072 , 0.00273787,
       0.00276854, 0.00279922, 0.00282989, 0.00286056, 0.00289123,
       0.0029219 , 0.00295257, 0.00298324]), 3320: array([0.00100686, 0.00098008, 0.00095402, 0.00092865, 0.00090396,
       0.00087992, 0.00085653, 0.00083375, 0.00081158, 0.00079   ,
       0.00076899, 0.00074854, 0.00072864, 0.00070927, 0.00069041,
       0.00067205, 0.00065418, 0.00063678, 0.00061985, 0.00060337,
       0.00058732, 0.00057171, 0.0005565 , 0.00054171, 0.0005273 ,
       0.00051328, 0.00049963, 0.00048635]), 3325: array([0.0183429 , 0.01908211, 0.0198213 , 0.0205605 , 0.02129969,
       0.02203887, 0.02277805, 0.02351722, 0.02425639, 0.02499555,
       0.0257347 , 0.02647386, 0.027213  , 0.02795214, 0.02869128,
       0.02943041, 0.03016954, 0.03090866, 0.03164777, 0.03238688,
       0.03312599, 0.03386509, 0.03460418, 0.03534327, 0.03608236,
       0.03682143, 0.03756051, 0.03829958]), 3330: array([0.00333726, 0.00428471, 0.00523217, 0.00617962, 0.00712708,
       0.00807454, 0.00902199, 0.00996945, 0.0109169 , 0.01186436,
       0.01281181, 0.01375927, 0.01470672, 0.01565418, 0.01660163,
       0.01754909, 0.01849654, 0.019444  , 0.02039145, 0.02133891,
       0.02228637, 0.02323382, 0.02418128, 0.02512873, 0.02607619,
       0.02702364, 0.0279711 , 0.02891855]), 3335: array([0.00477082, 0.0051313 , 0.00533407, 0.00544813, 0.00551228,
       0.00554837, 0.00556867, 0.00558008, 0.00558651, 0.00559012,
       0.00559215, 0.00559329, 0.00559394, 0.0055943 , 0.0055945 ,
       0.00559462, 0.00559468, 0.00559472, 0.00559474, 0.00559475,
       0.00559476, 0.00559476, 0.00559476, 0.00559476, 0.00559476,
       0.00559476, 0.00559476, 0.00559476]), 3340: array([0.0540163 , 0.05614678, 0.05827725, 0.06040773, 0.06253821,
       0.06466868, 0.06679916, 0.06892963, 0.07106011, 0.07319058,
       0.07532106, 0.07745154, 0.07958201, 0.08171249, 0.08384296,
       0.08597344, 0.08810392, 0.09023439, 0.09236487, 0.09449534,
       0.09662582, 0.09875629, 0.10088677, 0.10301725, 0.10514772,
       0.1072782 , 0.10940867, 0.11153915]), 3345: array([0.08395209, 0.08716482, 0.09037756, 0.0935903 , 0.09680303,
       0.10001577, 0.1032285 , 0.10644124, 0.10965397, 0.11286671,
       0.11607945, 0.11929218, 0.12250492, 0.12571765, 0.12893039,
       0.13214312, 0.13535586, 0.1385686 , 0.14178133, 0.14499407,
       0.1482068 , 0.15141954, 0.15463227, 0.15784501, 0.16105775,
       0.16427048, 0.16748322, 0.17069595]), 3350: array([0.02419758, 0.02590291, 0.02760823, 0.02931356, 0.03101889,
       0.03272422, 0.03442955, 0.03613488, 0.03784021, 0.03954553,
       0.04125086, 0.04295619, 0.04466152, 0.04636685, 0.04807218,
       0.0497775 , 0.05148283, 0.05318816, 0.05489349, 0.05659882,
       0.05830415, 0.06000947, 0.0617148 , 0.06342013, 0.06512546,
       0.06683079, 0.06853612, 0.07024145]), 3355: array([0.0024384 , 0.00279733, 0.00315626, 0.0035152 , 0.00387413,
       0.00423306, 0.004592  , 0.00495093, 0.00530986, 0.00566879,
       0.00602772, 0.00638665, 0.00674558, 0.00710451, 0.00746344,
       0.00782237, 0.0081813 , 0.00854023, 0.00889915, 0.00925808,
       0.00961701, 0.00997594, 0.01033486, 0.01069379, 0.01105271,
       0.01141164, 0.01177056, 0.01212949]), 3360: array([0.00083598, 0.00124993, 0.00166387, 0.00207782, 0.00249177,
       0.00290571, 0.00331966, 0.00373361, 0.00414755, 0.0045615 ,
       0.00497545, 0.00538939, 0.00580334, 0.00621729, 0.00663123,
       0.00704518, 0.00745913, 0.00787307, 0.00828702, 0.00870097,
       0.00911491, 0.00952886, 0.00994281, 0.01035675, 0.0107707 ,
       0.01118465, 0.01159859, 0.01201254]), 3365: array([0.00176618, 0.00199714, 0.00218171, 0.0023292 , 0.00244707,
       0.00254126, 0.00261654, 0.00267669, 0.00272477, 0.00276318,
       0.00279388, 0.00281841, 0.00283802, 0.00285369, 0.00286621,
       0.00287621, 0.00288421, 0.0028906 , 0.00289571, 0.00289979,
       0.00290305, 0.00290566, 0.00290774, 0.0029094 , 0.00291073,
       0.0029118 , 0.00291264, 0.00291332]), 3370: array([0.00429816, 0.0034257 , 0.00286333, 0.00250083, 0.00226717,
       0.00211655, 0.00201947, 0.00195689, 0.00191655, 0.00189055,
       0.00187379, 0.00186299, 0.00185602, 0.00185154, 0.00184864,
       0.00184678, 0.00184558, 0.0018448 , 0.0018443 , 0.00184398,
       0.00184377, 0.00184364, 0.00184355, 0.0018435 , 0.00184346,
       0.00184344, 0.00184342, 0.00184341]), 3375: array([0.01904691, 0.01942116, 0.01979541, 0.02016966, 0.0205439 ,
       0.02091815, 0.0212924 , 0.02166665, 0.0220409 , 0.02241515,
       0.02278939, 0.02316364, 0.02353789, 0.02391214, 0.02428639,
       0.02466063, 0.02503488, 0.02540913, 0.02578338, 0.02615763,
       0.02653188, 0.02690612, 0.02728037, 0.02765462, 0.02802887,
       0.02840312, 0.02877737, 0.02915161]), 3380: array([0.00701043, 0.00726003, 0.00750944, 0.00775866, 0.00800771,
       0.00825657, 0.00850524, 0.00875373, 0.00900204, 0.00925016,
       0.0094981 , 0.00974585, 0.00999342, 0.01024081, 0.01048802,
       0.01073504, 0.01098188, 0.01122854, 0.01147501, 0.0117213 ,
       0.01196741, 0.01221334, 0.01245908, 0.01270464, 0.01295003,
       0.01319523, 0.01344024, 0.01368508]), 3385: array([0.00059376, 0.00069329, 0.00077726, 0.00084811, 0.00090788,
       0.00095832, 0.00100087, 0.00103678, 0.00106707, 0.00109263,
       0.00111419, 0.00113239, 0.00114774, 0.00116069, 0.00117162,
       0.00118084, 0.00118862, 0.00119518, 0.00120072, 0.0012054 ,
       0.00120934, 0.00121266, 0.00121547, 0.00121784, 0.00121984,
       0.00122152, 0.00122294, 0.00122414]), 3390: array([0.00340049, 0.00316282, 0.00294862, 0.00275557, 0.00258158,
       0.00242477, 0.00228345, 0.00215608, 0.00204128, 0.00193782,
       0.00184457, 0.00176054, 0.00168479, 0.00161653, 0.00155501,
       0.00149956, 0.00144959, 0.00140455, 0.00136396, 0.00132737,
       0.0012944 , 0.00126469, 0.0012379 , 0.00121377, 0.00119201,
       0.00117241, 0.00115474, 0.00113881]), 3395: array([0.00111417, 0.00122121, 0.00132824, 0.00143528, 0.00154231,
       0.00164935, 0.00175638, 0.00186341, 0.00197045, 0.00207748,
       0.00218452, 0.00229155, 0.00239859, 0.00250562, 0.00261266,
       0.00271969, 0.00282672, 0.00293376, 0.00304079, 0.00314783,
       0.00325486, 0.0033619 , 0.00346893, 0.00357596, 0.003683  ,
       0.00379003, 0.00389707, 0.0040041 ]), 3400: array([0.00067752, 0.00125889, 0.00184026, 0.00242163, 0.00300301,
       0.00358439, 0.00416577, 0.00474716, 0.00532854, 0.00590993,
       0.00649132, 0.00707271, 0.00765411, 0.00823551, 0.00881691,
       0.00939831, 0.00997972, 0.01056112, 0.01114253, 0.01172395,
       0.01230536, 0.01288678, 0.0134682 , 0.01404962, 0.01463104,
       0.01521247, 0.0157939 , 0.01637533]), 3405: array([0.00243124, 0.00269633, 0.002856  , 0.00295218, 0.00301011,
       0.00304501, 0.00306603, 0.00307869, 0.00308632, 0.00309091,
       0.00309368, 0.00309534, 0.00309635, 0.00309695, 0.00309732,
       0.00309754, 0.00309767, 0.00309775, 0.0030978 , 0.00309783,
       0.00309784, 0.00309785, 0.00309786, 0.00309786, 0.00309787,
       0.00309787, 0.00309787, 0.00309787]), 3410: array([0.00902347, 0.00939461, 0.00972382, 0.01001583, 0.01027484,
       0.01050459, 0.01070839, 0.01088915, 0.01104949, 0.01119171,
       0.01131787, 0.01142977, 0.01152902, 0.01161706, 0.01169516,
       0.01176443, 0.01182587, 0.01188037, 0.01192871, 0.01197159,
       0.01200963, 0.01204336, 0.01207329, 0.01209984, 0.01212338,
       0.01214427, 0.01216279, 0.01217922]), 3415: array([0.00155797, 0.00227649, 0.00287727, 0.00337961, 0.00379963,
       0.00415082, 0.00444446, 0.00468999, 0.00489528, 0.00506694,
       0.00521046, 0.00533047, 0.00543081, 0.00551471, 0.00558486,
       0.00564351, 0.00569256, 0.00573357, 0.00576785, 0.00579652,
       0.00582049, 0.00584054, 0.0058573 , 0.00587131, 0.00588302,
       0.00589282, 0.00590101, 0.00590786]), 3420: array([0.01057437, 0.01098063, 0.01138689, 0.01179315, 0.01219942,
       0.01260568, 0.01301194, 0.0134182 , 0.01382446, 0.01423072,
       0.01463698, 0.01504324, 0.0154495 , 0.01585576, 0.01626202,
       0.01666828, 0.01707454, 0.0174808 , 0.01788706, 0.01829332,
       0.01869958, 0.01910584, 0.01951211, 0.01991837, 0.02032463,
       0.02073089, 0.02113715, 0.02154341]), 3425: array([0.01159174, 0.01216802, 0.0127443 , 0.01332058, 0.01389686,
       0.01447314, 0.01504942, 0.0156257 , 0.01620198, 0.01677826,
       0.01735454, 0.01793082, 0.01850711, 0.01908339, 0.01965968,
       0.02023596, 0.02081225, 0.02138854, 0.02196482, 0.02254111,
       0.0231174 , 0.02369369, 0.02426998, 0.02484627, 0.02542256,
       0.02599885, 0.02657515, 0.02715144]), 3430: array([0.00072114, 0.00088728, 0.00105342, 0.00121956, 0.00138569,
       0.00155183, 0.00171797, 0.00188411, 0.00205025, 0.00221639,
       0.00238252, 0.00254866, 0.0027148 , 0.00288094, 0.00304708,
       0.00321321, 0.00337935, 0.00354549, 0.00371163, 0.00387777,
       0.00404391, 0.00421004, 0.00437618, 0.00454232, 0.00470846,
       0.0048746 , 0.00504074, 0.00520687]), 3435: array([0.0195436 , 0.01977289, 0.02000218, 0.02023146, 0.02046075,
       0.02069004, 0.02091933, 0.02114861, 0.0213779 , 0.02160719,
       0.02183648, 0.02206576, 0.02229505, 0.02252434, 0.02275362,
       0.02298291, 0.0232122 , 0.02344149, 0.02367077, 0.02390006,
       0.02412935, 0.02435863, 0.02458792, 0.02481721, 0.02504649,
       0.02527578, 0.02550507, 0.02573435]), 3440: array([0.00128598, 0.00177211, 0.00214533, 0.00243186, 0.00265183,
       0.00282071, 0.00295036, 0.0030499 , 0.00312632, 0.00318499,
       0.00323003, 0.00326461, 0.00329115, 0.00331153, 0.00332718,
       0.00333919, 0.00334842, 0.0033555 , 0.00336093, 0.0033651 ,
       0.00336831, 0.00337077, 0.00337266, 0.00337411, 0.00337522,
       0.00337607, 0.00337673, 0.00337723]), 3445: array([0.00256405, 0.00284025, 0.00308483, 0.0033014 , 0.00349317,
       0.00366299, 0.00381336, 0.00394651, 0.00406441, 0.00416882,
       0.00426127, 0.00434313, 0.00441562, 0.00447981, 0.00453665,
       0.00458698, 0.00463155, 0.00467102, 0.00470596, 0.00473691,
       0.00476431, 0.00478857, 0.00481006, 0.00482908, 0.00484593,
       0.00486085, 0.00487406, 0.00488575]), 3450: array([0.00375026, 0.00419953, 0.00464881, 0.00509809, 0.00554736,
       0.00599664, 0.00644591, 0.00689519, 0.00734447, 0.00779374,
       0.00824302, 0.00869229, 0.00914157, 0.00959085, 0.01004012,
       0.0104894 , 0.01093867, 0.01138795, 0.01183723, 0.0122865 ,
       0.01273578, 0.01318505, 0.01363433, 0.01408361, 0.01453288,
       0.01498216, 0.01543144, 0.01588071]), 3455: array([0.02005835, 0.02080332, 0.02154829, 0.02229325, 0.02303822,
       0.02378319, 0.02452815, 0.02527312, 0.02601809, 0.02676306,
       0.02750802, 0.02825299, 0.02899796, 0.02974293, 0.03048789,
       0.03123286, 0.03197783, 0.0327228 , 0.03346776, 0.03421273,
       0.0349577 , 0.03570267, 0.03644763, 0.0371926 , 0.03793757,
       0.03868254, 0.0394275 , 0.04017247]), 3460: array([0.02955776, 0.03016289, 0.03076802, 0.03137315, 0.03197828,
       0.03258341, 0.03318854, 0.03379367, 0.0343988 , 0.03500393,
       0.03560906, 0.03621419, 0.03681932, 0.03742445, 0.03802958,
       0.03863471, 0.03923984, 0.03984497, 0.0404501 , 0.04105523,
       0.04166036, 0.04226549, 0.04287062, 0.04347575, 0.04408088,
       0.04468601, 0.04529114, 0.04589627]), 3465: array([0.00029364, 0.00035098, 0.00040832, 0.00046566, 0.000523  ,
       0.00058034, 0.00063768, 0.00069503, 0.00075237, 0.00080971,
       0.00086705, 0.00092439, 0.00098173, 0.00103907, 0.00109641,
       0.00115375, 0.00121109, 0.00126843, 0.00132577, 0.00138311,
       0.00144045, 0.00149779, 0.00155513, 0.00161247, 0.00166981,
       0.00172716, 0.0017845 , 0.00184184]), 3470: array([9.57660616e-06, 1.54399575e-05, 2.12052152e-05, 2.68740205e-05,
       3.24479870e-05, 3.79287014e-05, 4.33177236e-05, 4.86165878e-05,
       5.38268023e-05, 5.89498502e-05, 6.39871898e-05, 6.89402549e-05,
       7.38104555e-05, 7.85991779e-05, 8.33077853e-05, 8.79376179e-05,
       9.24899936e-05, 9.69662084e-05, 1.01367536e-04, 1.05695230e-04,
       1.09950522e-04, 1.14134623e-04, 1.18248724e-04, 1.22293997e-04,
       1.26271592e-04, 1.30182643e-04, 1.34028261e-04, 1.37809543e-04]), 3475: array([0.00386902, 0.00346416, 0.0031266 , 0.00284517, 0.00261053,
       0.00241489, 0.00225178, 0.00211579, 0.00200241, 0.00190788,
       0.00182907, 0.00176335, 0.00170857, 0.00166289, 0.0016248 ,
       0.00159305, 0.00156658, 0.00154451, 0.0015261 , 0.00151076,
       0.00149797, 0.0014873 , 0.00147841, 0.001471  , 0.00146482,
       0.00145966, 0.00145537, 0.00145178]), 3480: array([0.00105813, 0.00104983, 0.00104286, 0.00103702, 0.00103211,
       0.00102799, 0.00102453, 0.00102163, 0.00101919, 0.00101715,
       0.00101543, 0.00101399, 0.00101278, 0.00101177, 0.00101091,
       0.0010102 , 0.0010096 , 0.00100909, 0.00100867, 0.00100832,
       0.00100802, 0.00100777, 0.00100756, 0.00100738, 0.00100723,
       0.00100711, 0.00100701, 0.00100692]), 3485: array([0.00141367, 0.0014343 , 0.00145492, 0.00147554, 0.00149617,
       0.00151679, 0.00153741, 0.00155803, 0.00157866, 0.00159928,
       0.0016199 , 0.00164052, 0.00166115, 0.00168177, 0.00170239,
       0.00172302, 0.00174364, 0.00176426, 0.00178488, 0.00180551,
       0.00182613, 0.00184675, 0.00186737, 0.001888  , 0.00190862,
       0.00192924, 0.00194987, 0.00197049]), 3490: array([0.00191092, 0.001674  , 0.0015555 , 0.00149623, 0.00146658,
       0.00145176, 0.00144434, 0.00144063, 0.00143877, 0.00143785,
       0.00143738, 0.00143715, 0.00143703, 0.00143698, 0.00143695,
       0.00143693, 0.00143693, 0.00143692, 0.00143692, 0.00143692,
       0.00143692, 0.00143692, 0.00143692, 0.00143692, 0.00143692,
       0.00143692, 0.00143692, 0.00143692]), 3495: array([0.02728523, 0.02716275, 0.02704455, 0.02693049, 0.02682043,
       0.02671422, 0.02661173, 0.02651284, 0.0264174 , 0.02632531,
       0.02623644, 0.02615068, 0.02606793, 0.02598808, 0.02591102,
       0.02583666, 0.02576491, 0.02569567, 0.02562885, 0.02556437,
       0.02550216, 0.02544212, 0.02538418, 0.02532827, 0.02527432,
       0.02522226, 0.02517203, 0.02512355]), 3500: array([6.69999873e-05, 1.17973951e-04, 1.66386976e-04, 2.12367725e-04,
       2.56038396e-04, 2.97515047e-04, 3.36907906e-04, 3.74321664e-04,
       4.09855749e-04, 4.43604598e-04, 4.75657900e-04, 5.06100841e-04,
       5.35014325e-04, 5.62475192e-04, 5.88556422e-04, 6.13327327e-04,
       6.36853739e-04, 6.59198182e-04, 6.80420037e-04, 7.00575704e-04,
       7.19718747e-04, 7.37900042e-04, 7.55167906e-04, 7.71568230e-04,
       7.87144601e-04, 8.01938412e-04, 8.15988981e-04, 8.29333647e-04]), 3505: array([0.00030392, 0.00047786, 0.0006518 , 0.00082575, 0.00099969,
       0.00117363, 0.00134758, 0.00152152, 0.00169546, 0.00186941,
       0.00204335, 0.00221729, 0.00239124, 0.00256518, 0.00273912,
       0.00291306, 0.00308701, 0.00326095, 0.00343489, 0.00360884,
       0.00378278, 0.00395672, 0.00413067, 0.00430461, 0.00447855,
       0.0046525 , 0.00482644, 0.00500038]), 3510: array([0.00023395, 0.0002338 , 0.00023369, 0.00023361, 0.00023356,
       0.00023352, 0.00023349, 0.00023346, 0.00023345, 0.00023344,
       0.00023343, 0.00023342, 0.00023342, 0.00023341, 0.00023341,
       0.00023341, 0.00023341, 0.00023341, 0.00023341, 0.00023341,
       0.00023341, 0.00023341, 0.00023341, 0.00023341, 0.00023341,
       0.00023341, 0.00023341, 0.00023341]), 3515: array([0.0035464 , 0.0037642 , 0.003982  , 0.0041998 , 0.00441759,
       0.00463539, 0.00485319, 0.00507099, 0.00528879, 0.00550659,
       0.00572439, 0.00594219, 0.00615999, 0.00637779, 0.00659559,
       0.00681339, 0.00703119, 0.00724898, 0.00746678, 0.00768458,
       0.00790238, 0.00812018, 0.00833798, 0.00855578, 0.00877358,
       0.00899138, 0.00920918, 0.00942698]), 3520: array([6.79173335e-05, 1.03495713e-04, 1.38996867e-04, 1.74420963e-04,
       2.09768169e-04, 2.45038650e-04, 2.80232575e-04, 3.15350108e-04,
       3.50391416e-04, 3.85356665e-04, 4.20246019e-04, 4.55059642e-04,
       4.89797701e-04, 5.24460357e-04, 5.59047776e-04, 5.93560120e-04,
       6.27997553e-04, 6.62360236e-04, 6.96648333e-04, 7.30862005e-04,
       7.65001414e-04, 7.99066720e-04, 8.33058085e-04, 8.66975669e-04,
       9.00819633e-04, 9.34590136e-04, 9.68287337e-04, 1.00191140e-03]), 3525: array([0.0001988 , 0.00029401, 0.00035205, 0.00038743, 0.000409  ,
       0.00042214, 0.00043015, 0.00043504, 0.00043801, 0.00043983,
       0.00044094, 0.00044161, 0.00044202, 0.00044227, 0.00044242,
       0.00044252, 0.00044257, 0.00044261, 0.00044263, 0.00044264,
       0.00044265, 0.00044266, 0.00044266, 0.00044266, 0.00044266,
       0.00044266, 0.00044266, 0.00044266]), 3530: array([0.0001323 , 0.00013304, 0.00013356, 0.00013392, 0.00013417,
       0.00013435, 0.00013447, 0.00013456, 0.00013462, 0.00013466,
       0.00013469, 0.00013471, 0.00013473, 0.00013474, 0.00013475,
       0.00013475, 0.00013475, 0.00013476, 0.00013476, 0.00013476,
       0.00013476, 0.00013476, 0.00013476, 0.00013476, 0.00013476,
       0.00013476, 0.00013476, 0.00013476]), 3535: array([0.00081864, 0.00062717, 0.00050915, 0.0004364 , 0.00039156,
       0.00036393, 0.00034689, 0.00033639, 0.00032992, 0.00032593,
       0.00032347, 0.00032196, 0.00032102, 0.00032045, 0.00032009,
       0.00031987, 0.00031974, 0.00031965, 0.0003196 , 0.00031957,
       0.00031955, 0.00031954, 0.00031953, 0.00031953, 0.00031952,
       0.00031952, 0.00031952, 0.00031952]), 3540: array([0.00298931, 0.00314022, 0.00329113, 0.00344205, 0.00359296,
       0.00374387, 0.00389478, 0.0040457 , 0.00419661, 0.00434752,
       0.00449843, 0.00464935, 0.00480026, 0.00495117, 0.00510208,
       0.005253  , 0.00540391, 0.00555482, 0.00570573, 0.00585665,
       0.00600756, 0.00615847, 0.00630938, 0.0064603 , 0.00661121,
       0.00676212, 0.00691303, 0.00706395]), 3545: array([0.00013596, 0.0002277 , 0.00031944, 0.00041118, 0.00050291,
       0.00059465, 0.00068639, 0.00077813, 0.00086986, 0.0009616 ,
       0.00105334, 0.00114508, 0.00123681, 0.00132855, 0.00142029,
       0.00151203, 0.00160376, 0.0016955 , 0.00178724, 0.00187898,
       0.00197072, 0.00206245, 0.00215419, 0.00224593, 0.00233767,
       0.0024294 , 0.00252114, 0.00261288]), 3550: array([0.00051717, 0.00064225, 0.00076686, 0.00089099, 0.00101465,
       0.00113784, 0.00126056, 0.00138281, 0.00150459, 0.00162591,
       0.00174677, 0.00186716, 0.0019871 , 0.00210658, 0.0022256 ,
       0.00234417, 0.00246228, 0.00257995, 0.00269717, 0.00281394,
       0.00293026, 0.00304614, 0.00316158, 0.00327658, 0.00339114,
       0.00350526, 0.00361895, 0.0037322 ]), 3555: array([0.00701944, 0.0070881 , 0.00715467, 0.00721922, 0.00728182,
       0.00734252, 0.00740137, 0.00745845, 0.00751379, 0.00756745,
       0.00761949, 0.00766995, 0.00771888, 0.00776632, 0.00781233,
       0.00785694, 0.0079002 , 0.00794215, 0.00798283, 0.00802227,
       0.00806051, 0.0080976 , 0.00813356, 0.00816844, 0.00820225,
       0.00823504, 0.00826683, 0.00829767]), 3560: array([0.00326935, 0.00299153, 0.0027846 , 0.00263047, 0.00251568,
       0.00243018, 0.00236649, 0.00231906, 0.00228373, 0.00225742,
       0.00223782, 0.00222322, 0.00221235, 0.00220425, 0.00219822,
       0.00219372, 0.00219038, 0.00218789, 0.00218603, 0.00218465,
       0.00218362, 0.00218285, 0.00218228, 0.00218185, 0.00218154,
       0.0021813 , 0.00218112, 0.00218099]), 3565: array([0.00272315, 0.00275728, 0.00278657, 0.0028117 , 0.00283327,
       0.00285177, 0.00286765, 0.00288128, 0.00289297, 0.00290301,
       0.00291162, 0.002919  , 0.00292534, 0.00293079, 0.00293545,
       0.00293946, 0.0029429 , 0.00294585, 0.00294838, 0.00295055,
       0.00295242, 0.00295401, 0.00295539, 0.00295656, 0.00295758,
       0.00295844, 0.00295919, 0.00295983]), 3570: array([0.01546518, 0.01568957, 0.01591396, 0.01613836, 0.01636275,
       0.01658714, 0.01681154, 0.01703593, 0.01726032, 0.01748471,
       0.01770911, 0.0179335 , 0.01815789, 0.01838229, 0.01860668,
       0.01883107, 0.01905547, 0.01927986, 0.01950425, 0.01972864,
       0.01995304, 0.02017743, 0.02040182, 0.02062622, 0.02085061,
       0.021075  , 0.0212994 , 0.02152379]), 3575: array([0.07992029, 0.08018079, 0.08044129, 0.0807018 , 0.0809623 ,
       0.0812228 , 0.0814833 , 0.08174381, 0.08200431, 0.08226481,
       0.08252531, 0.08278582, 0.08304632, 0.08330682, 0.08356732,
       0.08382783, 0.08408833, 0.08434883, 0.08460933, 0.08486984,
       0.08513034, 0.08539084, 0.08565134, 0.08591185, 0.08617235,
       0.08643285, 0.08669335, 0.08695386]), 3580: array([0.04840081, 0.04968248, 0.05096414, 0.05224581, 0.05352747,
       0.05480914, 0.0560908 , 0.05737247, 0.05865414, 0.0599358 ,
       0.06121747, 0.06249913, 0.0637808 , 0.06506247, 0.06634413,
       0.0676258 , 0.06890746, 0.07018913, 0.0714708 , 0.07275246,
       0.07403413, 0.07531579, 0.07659746, 0.07787912, 0.07916079,
       0.08044246, 0.08172412, 0.08300579]), 3585: array([0.00077496, 0.00128451, 0.0017613 , 0.00220744, 0.00262489,
       0.0030155 , 0.00338099, 0.00372299, 0.00404299, 0.00434243,
       0.00462261, 0.00488477, 0.00513008, 0.00535962, 0.0055744 ,
       0.00577537, 0.00596341, 0.00613937, 0.00630402, 0.00645807,
       0.00660223, 0.00673711, 0.00686332, 0.00698142, 0.00709193,
       0.00719532, 0.00729208, 0.00738261]), 3590: array([0.00099452, 0.00118828, 0.00138204, 0.0015758 , 0.00176956,
       0.00196332, 0.00215708, 0.00235083, 0.00254459, 0.00273835,
       0.0029321 , 0.00312586, 0.00331962, 0.00351337, 0.00370713,
       0.00390088, 0.00409463, 0.00428839, 0.00448214, 0.00467589,
       0.00486965, 0.0050634 , 0.00525715, 0.0054509 , 0.00564465,
       0.0058384 , 0.00603215, 0.0062259 ]), 3595: array([0.00038281, 0.00038264, 0.00038251, 0.00038241, 0.00038234,
       0.00038229, 0.00038225, 0.00038222, 0.00038219, 0.00038218,
       0.00038216, 0.00038216, 0.00038215, 0.00038214, 0.00038214,
       0.00038214, 0.00038213, 0.00038213, 0.00038213, 0.00038213,
       0.00038213, 0.00038213, 0.00038213, 0.00038213, 0.00038213,
       0.00038213, 0.00038213, 0.00038213]), 3600: array([0.00131019, 0.00085819, 0.00065947, 0.00057211, 0.0005337 ,
       0.00051682, 0.00050939, 0.00050613, 0.0005047 , 0.00050407,
       0.00050379, 0.00050367, 0.00050361, 0.00050359, 0.00050358,
       0.00050357, 0.00050357, 0.00050357, 0.00050357, 0.00050357,
       0.00050357, 0.00050357, 0.00050357, 0.00050357, 0.00050357,
       0.00050357, 0.00050357, 0.00050357]), 3605: array([0.01455424, 0.01482255, 0.01509086, 0.01535917, 0.01562749,
       0.0158958 , 0.01616411, 0.01643242, 0.01670074, 0.01696905,
       0.01723736, 0.01750567, 0.01777399, 0.0180423 , 0.01831061,
       0.01857892, 0.01884724, 0.01911555, 0.01938386, 0.01965217,
       0.01992049, 0.0201888 , 0.02045711, 0.02072542, 0.02099374,
       0.02126205, 0.02153036, 0.02179867]), 3610: array([0.02980595, 0.0300104 , 0.03021485, 0.0304193 , 0.03062375,
       0.0308282 , 0.03103264, 0.03123709, 0.03144154, 0.03164599,
       0.03185044, 0.03205489, 0.03225934, 0.03246378, 0.03266823,
       0.03287268, 0.03307713, 0.03328158, 0.03348603, 0.03369047,
       0.03389492, 0.03409937, 0.03430382, 0.03450827, 0.03471272,
       0.03491716, 0.03512161, 0.03532606]), 3615: array([0.03380402, 0.03469005, 0.03557608, 0.03646211, 0.03734815,
       0.03823418, 0.03912021, 0.04000624, 0.04089227, 0.0417783 ,
       0.04266433, 0.04355037, 0.0444364 , 0.04532243, 0.04620846,
       0.04709449, 0.04798052, 0.04886655, 0.04975259, 0.05063862,
       0.05152465, 0.05241068, 0.05329671, 0.05418274, 0.05506878,
       0.05595481, 0.05684084, 0.05772687]), 3620: array([0.0013148 , 0.00203284, 0.00275089, 0.00346893, 0.00418698,
       0.00490503, 0.00562307, 0.00634112, 0.00705916, 0.00777721,
       0.00849526, 0.0092133 , 0.00993135, 0.01064939, 0.01136744,
       0.01208548, 0.01280353, 0.01352158, 0.01423962, 0.01495767,
       0.01567571, 0.01639376, 0.01711181, 0.01782985, 0.0185479 ,
       0.01926594, 0.01998399, 0.02070204]), 3625: array([0.00079868, 0.00125268, 0.00170669, 0.0021607 , 0.0026147 ,
       0.00306871, 0.00352272, 0.00397672, 0.00443073, 0.00488474,
       0.00533875, 0.00579275, 0.00624676, 0.00670077, 0.00715478,
       0.00760878, 0.00806279, 0.0085168 , 0.00897081, 0.00942481,
       0.00987882, 0.01033283, 0.01078684, 0.01124084, 0.01169485,
       0.01214886, 0.01260287, 0.01305688]), 3630: array([0.00709498, 0.00686066, 0.00674349, 0.00668491, 0.00665562,
       0.00664097, 0.00663365, 0.00662999, 0.00662816, 0.00662724,
       0.00662678, 0.00662656, 0.00662644, 0.00662638, 0.00662636,
       0.00662634, 0.00662633, 0.00662633, 0.00662633, 0.00662633,
       0.00662633, 0.00662633, 0.00662633, 0.00662633, 0.00662633,
       0.00662633, 0.00662633, 0.00662633]), 3635: array([0.03300096, 0.02821662, 0.02490961, 0.02262376, 0.02104375,
       0.01995163, 0.01919673, 0.01867494, 0.01831427, 0.01806497,
       0.01789265, 0.01777354, 0.01769121, 0.0176343 , 0.01759497,
       0.01756778, 0.01754899, 0.01753599, 0.01752702, 0.01752081,
       0.01751652, 0.01751355, 0.0175115 , 0.01751009, 0.01750911,
       0.01750843, 0.01750796, 0.01750764]), 3640: array([0.01129053, 0.01186011, 0.0124297 , 0.01299928, 0.01356887,
       0.01413845, 0.01470804, 0.01527762, 0.01584721, 0.01641679,
       0.01698638, 0.01755596, 0.01812555, 0.01869513, 0.01926472,
       0.0198343 , 0.02040389, 0.02097347, 0.02154306, 0.02211264,
       0.02268223, 0.02325181, 0.0238214 , 0.02439098, 0.02496057,
       0.02553015, 0.02609974, 0.02666932]), 3645: array([0.00033574, 0.00049154, 0.00064734, 0.00080314, 0.00095894,
       0.00111474, 0.00127054, 0.00142634, 0.00158213, 0.00173793,
       0.00189373, 0.00204953, 0.00220533, 0.00236113, 0.00251693,
       0.00267273, 0.00282853, 0.00298433, 0.00314012, 0.00329592,
       0.00345172, 0.00360752, 0.00376332, 0.00391912, 0.00407492,
       0.00423071, 0.00438651, 0.00454231]), 3650: array([0.00266105, 0.00262053, 0.0025865 , 0.00255794, 0.00253395,
       0.00251381, 0.00249691, 0.00248271, 0.00247079, 0.00246079,
       0.00245238, 0.00244533, 0.00243941, 0.00243444, 0.00243026,
       0.00242676, 0.00242381, 0.00242134, 0.00241927, 0.00241753,
       0.00241606, 0.00241484, 0.00241381, 0.00241294, 0.00241221,
       0.0024116 , 0.00241109, 0.00241066]), 3655: array([0.00720491, 0.00758096, 0.007957  , 0.00833305, 0.0087091 ,
       0.00908514, 0.00946119, 0.00983724, 0.01021329, 0.01058934,
       0.01096539, 0.01134144, 0.0117175 , 0.01209355, 0.01246961,
       0.01284566, 0.01322172, 0.01359777, 0.01397383, 0.01434989,
       0.01472595, 0.01510201, 0.01547807, 0.01585413, 0.01623019,
       0.01660625, 0.01698231, 0.01735838]), 3660: array([0.06117276, 0.06292088, 0.06466899, 0.0664171 , 0.06816522,
       0.06991333, 0.07166144, 0.07340956, 0.07515767, 0.07690579,
       0.0786539 , 0.08040201, 0.08215013, 0.08389824, 0.08564635,
       0.08739447, 0.08914258, 0.0908907 , 0.09263881, 0.09438692,
       0.09613504, 0.09788315, 0.09963126, 0.10137938, 0.10312749,
       0.10487561, 0.10662372, 0.10837183]), 3665: array([0.72574086, 0.68714004, 0.6528759 , 0.62246122, 0.59546354,
       0.57149896, 0.55022673, 0.53134436, 0.51458337, 0.49970542,
       0.48649896, 0.4747762 , 0.46437046, 0.45513377, 0.4469348 ,
       0.43965695, 0.43319675, 0.42746233, 0.42237215, 0.41785384,
       0.41384314, 0.41028304, 0.4071229 , 0.40431779, 0.40182783,
       0.39961761, 0.3976557 , 0.3959142 ]), 3670: array([2.05279873, 1.98639584, 1.92459275, 1.8670708 , 1.81353346,
       1.76370469, 1.71732761, 1.6741631 , 1.63398865, 1.59659711,
       1.56179572, 1.52940505, 1.49925811, 1.47119947, 1.44508449,
       1.42077851, 1.39815623, 1.37710101, 1.35750431, 1.33926509,
       1.32228931, 1.30648947, 1.29178409, 1.27809737, 1.26535873,
       1.25350252, 1.24246759, 1.23219707]), 3675: array([3.3102256 , 3.11628853, 2.94223571, 2.78602842, 2.64583697,
       2.52001926, 2.40710157, 2.30576126, 2.21481131, 2.13318641,
       2.05993046, 1.99418539, 1.93518113, 1.88222654, 1.83470135,
       1.79204889, 1.75376956, 1.71941498, 1.68858277, 1.66091175,
       1.63607784, 1.61379012, 1.59378756, 1.57583584, 1.55972471,
       1.54526543, 1.53228866, 1.52064239]), 3680: array([0.23407283, 0.24148974, 0.24890665, 0.25632356, 0.26374047,
       0.27115738, 0.27857429, 0.2859912 , 0.29340811, 0.30082503,
       0.30824194, 0.31565885, 0.32307576, 0.33049267, 0.33790958,
       0.34532649, 0.3527434 , 0.36016031, 0.36757722, 0.37499413,
       0.38241104, 0.38982795, 0.39724486, 0.40466177, 0.41207869,
       0.4194956 , 0.42691251, 0.43432942]), 3685: array([0.20656032, 0.21424248, 0.22192465, 0.22960682, 0.23728899,
       0.24497116, 0.25265333, 0.2603355 , 0.26801766, 0.27569983,
       0.283382  , 0.29106417, 0.29874634, 0.30642851, 0.31411068,
       0.32179284, 0.32947501, 0.33715718, 0.34483935, 0.35252152,
       0.36020369, 0.36788586, 0.37556802, 0.38325019, 0.39093236,
       0.39861453, 0.4062967 , 0.41397887]), 3690: array([0.00145163, 0.0020735 , 0.00269538, 0.00331725, 0.00393912,
       0.00456099, 0.00518287, 0.00580474, 0.00642661, 0.00704848,
       0.00767036, 0.00829223, 0.0089141 , 0.00953597, 0.01015784,
       0.01077972, 0.01140159, 0.01202346, 0.01264533, 0.01326721,
       0.01388908, 0.01451095, 0.01513282, 0.0157547 , 0.01637657,
       0.01699844, 0.01762031, 0.01824218]), 3695: array([0.00076726, 0.00118749, 0.00155127, 0.00186618, 0.00213879,
       0.00237477, 0.00257906, 0.0027559 , 0.00290898, 0.0030415 ,
       0.00315622, 0.00325553, 0.0033415 , 0.00341591, 0.00348033,
       0.0035361 , 0.00358438, 0.00362617, 0.00366234, 0.00369366,
       0.00372077, 0.00374424, 0.00376455, 0.00378214, 0.00379736,
       0.00381054, 0.00382195, 0.00383182]), 3700: array([0.00079308, 0.00080645, 0.00081981, 0.00083318, 0.00084655,
       0.00085992, 0.00087328, 0.00088665, 0.00090002, 0.00091339,
       0.00092675, 0.00094012, 0.00095349, 0.00096686, 0.00098022,
       0.00099359, 0.00100696, 0.00102033, 0.00103369, 0.00104706,
       0.00106043, 0.00107379, 0.00108716, 0.00110053, 0.0011139 ,
       0.00112726, 0.00114063, 0.001154  ]), 3705: array([0.00106152, 0.00107467, 0.00108782, 0.00110097, 0.00111412,
       0.00112727, 0.00114042, 0.00115357, 0.00116672, 0.00117987,
       0.00119302, 0.00120617, 0.00121932, 0.00123247, 0.00124562,
       0.00125877, 0.00127192, 0.00128507, 0.00129822, 0.00131137,
       0.00132452, 0.00133767, 0.00135082, 0.00136397, 0.00137712,
       0.00139027, 0.00140342, 0.00141657]), 3710: array([0.00459772, 0.00290487, 0.00216972, 0.00185046, 0.00171181,
       0.0016516 , 0.00162545, 0.0016141 , 0.00160917, 0.00160703,
       0.0016061 , 0.00160569, 0.00160552, 0.00160544, 0.00160541,
       0.00160539, 0.00160539, 0.00160538, 0.00160538, 0.00160538,
       0.00160538, 0.00160538, 0.00160538, 0.00160538, 0.00160538,
       0.00160538, 0.00160538, 0.00160538]), 3715: array([0.01323001, 0.01173129, 0.01053462, 0.00957913, 0.00881621,
       0.00820704, 0.00772065, 0.00733229, 0.00702219, 0.0067746 ,
       0.0065769 , 0.00641905, 0.00629301, 0.00619237, 0.00611201,
       0.00604785, 0.00599663, 0.00595572, 0.00592306, 0.00589698,
       0.00587616, 0.00585953, 0.00584626, 0.00583566, 0.0058272 ,
       0.00582044, 0.00581504, 0.00581073]), 3720: array([0.01568425, 0.01564335, 0.0156064 , 0.01557304, 0.0155429 ,
       0.01551567, 0.01549109, 0.01546888, 0.01544882, 0.0154307 ,
       0.01541433, 0.01539955, 0.0153862 , 0.01537414, 0.01536325,
       0.01535341, 0.01534452, 0.0153365 , 0.01532925, 0.0153227 ,
       0.01531678, 0.01531144, 0.01530662, 0.01530226, 0.01529832,
       0.01529476, 0.01529155, 0.01528865]), 3725: array([0.03794455, 0.03951634, 0.04108813, 0.04265992, 0.04423171,
       0.0458035 , 0.04737529, 0.04894708, 0.05051887, 0.05209066,
       0.05366246, 0.05523425, 0.05680604, 0.05837783, 0.05994962,
       0.06152141, 0.0630932 , 0.06466499, 0.06623678, 0.06780857,
       0.06938036, 0.07095215, 0.07252394, 0.07409573, 0.07566752,
       0.07723932, 0.07881111, 0.0803829 ]), 3730: array([0.01445157, 0.01579962, 0.01714767, 0.01849571, 0.01984376,
       0.02119181, 0.02253985, 0.0238879 , 0.02523595, 0.02658399,
       0.02793204, 0.02928009, 0.03062813, 0.03197618, 0.03332423,
       0.03467227, 0.03602032, 0.03736837, 0.03871641, 0.04006446,
       0.04141251, 0.04276055, 0.0441086 , 0.04545665, 0.04680469,
       0.04815274, 0.04950079, 0.05084883]), 3735: array([0.09145411, 0.09353232, 0.09561054, 0.09768875, 0.09976697,
       0.10184518, 0.1039234 , 0.10600162, 0.10807983, 0.11015805,
       0.11223626, 0.11431448, 0.1163927 , 0.11847091, 0.12054913,
       0.12262734, 0.12470556, 0.12678377, 0.12886199, 0.13094021,
       0.13301842, 0.13509664, 0.13717485, 0.13925307, 0.14133129,
       0.1434095 , 0.14548772, 0.14756593]), 3740: array([0.04328329, 0.04345101, 0.04353506, 0.04357718, 0.04359829,
       0.04360886, 0.04361416, 0.04361682, 0.04361815, 0.04361882,
       0.04361915, 0.04361932, 0.0436194 , 0.04361944, 0.04361946,
       0.04361948, 0.04361948, 0.04361948, 0.04361948, 0.04361949,
       0.04361949, 0.04361949, 0.04361949, 0.04361949, 0.04361949,
       0.04361949, 0.04361949, 0.04361949]), 3745: array([0.04437644, 0.05030547, 0.05623451, 0.06216354, 0.06809258,
       0.07402161, 0.07995065, 0.08587968, 0.09180872, 0.09773775,
       0.10366679, 0.10959582, 0.11552486, 0.12145389, 0.12738293,
       0.13331196, 0.139241  , 0.14517003, 0.15109907, 0.1570281 ,
       0.16295714, 0.16888617, 0.17481521, 0.18074424, 0.18667327,
       0.19260231, 0.19853134, 0.20446038]), 3750: array([0.02926866, 0.03585545, 0.03767281, 0.03817424, 0.03831259,
       0.03835076, 0.03836129, 0.0383642 , 0.038365  , 0.03836522,
       0.03836528, 0.0383653 , 0.0383653 , 0.0383653 , 0.03836531,
       0.03836531, 0.03836531, 0.03836531, 0.03836531, 0.03836531,
       0.03836531, 0.03836531, 0.03836531, 0.03836531, 0.03836531,
       0.03836531, 0.03836531, 0.03836531]), 3755: array([0.03109233, 0.03229209, 0.03272388, 0.03287927, 0.03293519,
       0.03295532, 0.03296256, 0.03296517, 0.03296611, 0.03296645,
       0.03296657, 0.03296661, 0.03296663, 0.03296663, 0.03296664,
       0.03296664, 0.03296664, 0.03296664, 0.03296664, 0.03296664,
       0.03296664, 0.03296664, 0.03296664, 0.03296664, 0.03296664,
       0.03296664, 0.03296664, 0.03296664]), 3760: array([0.47498076, 0.48068252, 0.48638428, 0.49208603, 0.49778779,
       0.50348955, 0.5091913 , 0.51489306, 0.52059482, 0.52629658,
       0.53199833, 0.53770009, 0.54340185, 0.54910361, 0.55480536,
       0.56050712, 0.56620888, 0.57191063, 0.57761239, 0.58331415,
       0.58901591, 0.59471766, 0.60041942, 0.60612118, 0.61182293,
       0.61752469, 0.62322645, 0.62892821]), 3765: array([0.3321285 , 0.33950089, 0.34687328, 0.35424567, 0.36161806,
       0.36899045, 0.37636283, 0.38373522, 0.39110761, 0.39848   ,
       0.40585239, 0.41322478, 0.42059716, 0.42796955, 0.43534194,
       0.44271433, 0.45008672, 0.4574591 , 0.46483149, 0.47220388,
       0.47957627, 0.48694866, 0.49432105, 0.50169343, 0.50906582,
       0.51643821, 0.5238106 , 0.53118299]), 3770: array([0.19785907, 0.20174501, 0.20563095, 0.20951689, 0.21340283,
       0.21728877, 0.22117471, 0.22506065, 0.22894659, 0.23283253,
       0.23671847, 0.24060441, 0.24449035, 0.24837629, 0.25226223,
       0.25614817, 0.26003411, 0.26392005, 0.26780599, 0.27169193,
       0.27557787, 0.27946381, 0.28334975, 0.28723569, 0.29112162,
       0.29500756, 0.2988935 , 0.30277944]), 3775: array([0.24975389, 0.25603028, 0.26230667, 0.26858307, 0.27485946,
       0.28113585, 0.28741224, 0.29368864, 0.29996503, 0.30624142,
       0.31251781, 0.31879421, 0.3250706 , 0.33134699, 0.33762338,
       0.34389978, 0.35017617, 0.35645256, 0.36272895, 0.36900535,
       0.37528174, 0.38155813, 0.38783452, 0.39411091, 0.40038731,
       0.4066637 , 0.41294009, 0.41921648]), 3780: array([0.00060757, 0.00073233, 0.0008571 , 0.00098186, 0.00110663,
       0.00123139, 0.00135616, 0.00148092, 0.00160569, 0.00173045,
       0.00185522, 0.00197998, 0.00210475, 0.00222951, 0.00235428,
       0.00247904, 0.0026038 , 0.00272857, 0.00285333, 0.0029781 ,
       0.00310286, 0.00322763, 0.00335239, 0.00347716, 0.00360192,
       0.00372669, 0.00385145, 0.00397622]), 3785: array([0.00260053, 0.00384897, 0.00509741, 0.00634586, 0.0075943 ,
       0.00884274, 0.01009118, 0.01133962, 0.01258806, 0.0138365 ,
       0.01508494, 0.01633338, 0.01758182, 0.01883026, 0.0200787 ,
       0.02132714, 0.02257558, 0.02382402, 0.02507246, 0.0263209 ,
       0.02756934, 0.02881778, 0.03006622, 0.03131466, 0.03256311,
       0.03381155, 0.03505999, 0.03630843]), 3790: array([0.07540091, 0.07752304, 0.07964518, 0.08176731, 0.08388945,
       0.08601159, 0.08813372, 0.09025586, 0.09237799, 0.09450013,
       0.09662226, 0.0987444 , 0.10086653, 0.10298867, 0.1051108 ,
       0.10723294, 0.10935507, 0.11147721, 0.11359934, 0.11572148,
       0.11784361, 0.11996575, 0.12208788, 0.12421002, 0.12633215,
       0.12845429, 0.13057642, 0.13269856]), 3795: array([0.10287908, 0.10262769, 0.10238395, 0.10214763, 0.10191851,
       0.10169637, 0.10148099, 0.10127217, 0.10106971, 0.10087342,
       0.1006831 , 0.10049858, 0.10031968, 0.10014622, 0.09997805,
       0.099815  , 0.09965692, 0.09950365, 0.09935504, 0.09921096,
       0.09907127, 0.09893584, 0.09880453, 0.09867721, 0.09855378,
       0.0984341 , 0.09831807, 0.09820557]), 3800: array([0.00138035, 0.00154608, 0.0017118 , 0.00187752, 0.00204325,
       0.00220897, 0.00237469, 0.00254042, 0.00270614, 0.00287186,
       0.00303759, 0.00320331, 0.00336903, 0.00353476, 0.00370048,
       0.0038662 , 0.00403193, 0.00419765, 0.00436337, 0.0045291 ,
       0.00469482, 0.00486054, 0.00502627, 0.00519199, 0.00535771,
       0.00552344, 0.00568916, 0.00585488]), 3805: array([0.01534278, 0.01566735, 0.01599192, 0.01631648, 0.01664105,
       0.01696562, 0.01729018, 0.01761475, 0.01793932, 0.01826388,
       0.01858845, 0.01891302, 0.01923758, 0.01956215, 0.01988672,
       0.02021128, 0.02053585, 0.02086042, 0.02118498, 0.02150955,
       0.02183411, 0.02215868, 0.02248324, 0.02280781, 0.02313238,
       0.02345694, 0.02378151, 0.02410607]), 3810: array([0.00034377, 0.00061437, 0.0008848 , 0.00115508, 0.00142519,
       0.00169514, 0.00196493, 0.00223456, 0.00250403, 0.00277334,
       0.00304248, 0.00331146, 0.00358029, 0.00384895, 0.00411745,
       0.00438579, 0.00465397, 0.00492199, 0.00518984, 0.00545754,
       0.00572508, 0.00599246, 0.00625967, 0.00652673, 0.00679363,
       0.00706037, 0.00732694, 0.00759336]), 3815: array([0.00042146, 0.00066977, 0.00089337, 0.00109473, 0.00127605,
       0.00143934, 0.00158638, 0.0017188 , 0.00183803, 0.00194541,
       0.0020421 , 0.00212918, 0.00220759, 0.0022782 , 0.00234178,
       0.00239904, 0.00245061, 0.00249704, 0.00253885, 0.00257651,
       0.00261041, 0.00264095, 0.00266844, 0.00269321, 0.0027155 ,
       0.00273558, 0.00275366, 0.00276995]), 3820: array([0.0010909 , 0.00130758, 0.00149592, 0.00165963, 0.00180192,
       0.0019256 , 0.00203311, 0.00212655, 0.00220777, 0.00227837,
       0.00233973, 0.00239307, 0.00243943, 0.00247973, 0.00251476,
       0.0025452 , 0.00257166, 0.00259467, 0.00261466, 0.00263204,
       0.00264714, 0.00266027, 0.00267168, 0.0026816 , 0.00269023,
       0.00269772, 0.00270423, 0.0027099 ]), 3825: array([3.68549572e-04, 3.43851863e-04, 3.20897234e-04, 2.99562662e-04,
       2.79733811e-04, 2.61304412e-04, 2.44175695e-04, 2.28255864e-04,
       2.13459600e-04, 1.99707605e-04, 1.86926178e-04, 1.75046820e-04,
       1.64005866e-04, 1.53744144e-04, 1.44206659e-04, 1.35342296e-04,
       1.27103550e-04, 1.19446266e-04, 1.12329406e-04, 1.05714830e-04,
       9.95670877e-05, 9.38532316e-05, 8.85426398e-05, 8.36068511e-05,
       7.90194133e-05, 7.47557410e-05, 7.07929839e-05, 6.71099045e-05]), 3830: array([0.00215884, 0.00221697, 0.00227511, 0.00233325, 0.00239138,
       0.00244952, 0.00250765, 0.00256579, 0.00262393, 0.00268206,
       0.0027402 , 0.00279833, 0.00285647, 0.0029146 , 0.00297274,
       0.00303088, 0.00308901, 0.00314715, 0.00320528, 0.00326342,
       0.00332156, 0.00337969, 0.00343783, 0.00349596, 0.0035541 ,
       0.00361224, 0.00367037, 0.00372851]), 3835: array([0.00275168, 0.0028788 , 0.00300592, 0.00313305, 0.00326017,
       0.0033873 , 0.00351442, 0.00364154, 0.00376867, 0.00389579,
       0.00402291, 0.00415004, 0.00427716, 0.00440429, 0.00453141,
       0.00465853, 0.00478566, 0.00491278, 0.0050399 , 0.00516703,
       0.00529415, 0.00542128, 0.0055484 , 0.00567552, 0.00580265,
       0.00592977, 0.0060569 , 0.00618402]), 3840: array([0.00313745, 0.00335438, 0.0035713 , 0.00378823, 0.00400515,
       0.00422208, 0.004439  , 0.00465592, 0.00487285, 0.00508977,
       0.0053067 , 0.00552362, 0.00574054, 0.00595747, 0.00617439,
       0.00639132, 0.00660824, 0.00682516, 0.00704209, 0.00725901,
       0.00747594, 0.00769286, 0.00790979, 0.00812671, 0.00834363,
       0.00856056, 0.00877748, 0.00899441]), 3845: array([0.00535645, 0.0044456 , 0.00410088, 0.00397041, 0.00392104,
       0.00390235, 0.00389528, 0.0038926 , 0.00389159, 0.0038912 ,
       0.00389106, 0.003891  , 0.00389098, 0.00389097, 0.00389097,
       0.00389097, 0.00389097, 0.00389097, 0.00389097, 0.00389097,
       0.00389097, 0.00389097, 0.00389097, 0.00389097, 0.00389097,
       0.00389097, 0.00389097, 0.00389097]), 3850: array([0.00649804, 0.00704632, 0.0075946 , 0.00814288, 0.00869116,
       0.00923944, 0.00978772, 0.01033599, 0.01088427, 0.01143255,
       0.01198083, 0.01252911, 0.01307738, 0.01362566, 0.01417394,
       0.01472221, 0.01527049, 0.01581876, 0.01636704, 0.01691531,
       0.01746359, 0.01801186, 0.01856014, 0.01910841, 0.01965668,
       0.02020496, 0.02075323, 0.0213015 ]), 3855: array([0.00977791, 0.01012054, 0.01046316, 0.01080579, 0.01114842,
       0.01149105, 0.01183368, 0.01217631, 0.01251894, 0.01286157,
       0.01320419, 0.01354682, 0.01388945, 0.01423208, 0.01457471,
       0.01491734, 0.01525997, 0.0156026 , 0.01594522, 0.01628785,
       0.01663048, 0.01697311, 0.01731574, 0.01765837, 0.018001  ,
       0.01834363, 0.01868625, 0.01902888]), 3860: array([0.02334681, 0.02376539, 0.02418397, 0.02460254, 0.02502112,
       0.0254397 , 0.02585828, 0.02627686, 0.02669544, 0.02711402,
       0.02753259, 0.02795117, 0.02836975, 0.02878833, 0.02920691,
       0.02962549, 0.03004407, 0.03046265, 0.03088122, 0.0312998 ,
       0.03171838, 0.03213696, 0.03255554, 0.03297412, 0.0333927 ,
       0.03381128, 0.03422985, 0.03464843]), 3865: array([0.00020716, 0.00028415, 0.00036113, 0.00043812, 0.00051511,
       0.0005921 , 0.00066908, 0.00074607, 0.00082306, 0.00090005,
       0.00097703, 0.00105402, 0.00113101, 0.00120799, 0.00128498,
       0.00136197, 0.00143896, 0.00151594, 0.00159293, 0.00166992,
       0.00174691, 0.00182389, 0.00190088, 0.00197787, 0.00205486,
       0.00213184, 0.00220883, 0.00228582]), 3870: array([0.00106514, 0.00113306, 0.00120098, 0.00126888, 0.00133676,
       0.00140463, 0.00147249, 0.00154034, 0.00160817, 0.00167599,
       0.0017438 , 0.00181159, 0.00187937, 0.00194713, 0.00201489,
       0.00208262, 0.00215035, 0.00221806, 0.00228576, 0.00235345,
       0.00242112, 0.00248878, 0.00255642, 0.00262406, 0.00269167,
       0.00275928, 0.00282687, 0.00289445]), 3875: array([0.00864959, 0.00875196, 0.00885434, 0.00895672, 0.00905909,
       0.00916147, 0.00926384, 0.00936622, 0.00946859, 0.00957097,
       0.00967334, 0.00977572, 0.00987809, 0.00998047, 0.01008284,
       0.01018522, 0.01028759, 0.01038997, 0.01049234, 0.01059472,
       0.0106971 , 0.01079947, 0.01090185, 0.01100422, 0.0111066 ,
       0.01120897, 0.01131135, 0.01141372]), 3880: array([0.01545827, 0.0155274 , 0.01559653, 0.01566566, 0.01573479,
       0.01580392, 0.01587304, 0.01594217, 0.0160113 , 0.01608043,
       0.01614956, 0.01621869, 0.01628782, 0.01635695, 0.01642608,
       0.01649521, 0.01656434, 0.01663347, 0.0167026 , 0.01677173,
       0.01684086, 0.01690999, 0.01697912, 0.01704825, 0.01711738,
       0.01718651, 0.01725564, 0.01732477]), 3885: array([0.00062419, 0.00101308, 0.00132053, 0.00156361, 0.00175579,
       0.00190772, 0.00202784, 0.00212281, 0.00219789, 0.00225725,
       0.00230418, 0.00234128, 0.00237061, 0.0023938 , 0.00241214,
       0.00242663, 0.00243809, 0.00244716, 0.00245432, 0.00245998,
       0.00246446, 0.002468  , 0.0024708 , 0.00247301, 0.00247476,
       0.00247614, 0.00247724, 0.0024781 ]), 3890: array([0.03857017, 0.03928667, 0.04000317, 0.04071967, 0.04143616,
       0.04215266, 0.04286916, 0.04358565, 0.04430215, 0.04501865,
       0.04573515, 0.04645164, 0.04716814, 0.04788464, 0.04860114,
       0.04931763, 0.05003413, 0.05075063, 0.05146712, 0.05218362,
       0.05290012, 0.05361662, 0.05433311, 0.05504961, 0.05576611,
       0.05648261, 0.0571991 , 0.0579156 ]), 3895: array([0.01717858, 0.01855765, 0.01993671, 0.02131578, 0.02269485,
       0.02407391, 0.02545298, 0.02683204, 0.02821111, 0.02959017,
       0.03096924, 0.0323483 , 0.03372737, 0.03510643, 0.0364855 ,
       0.03786456, 0.03924363, 0.0406227 , 0.04200176, 0.04338083,
       0.04475989, 0.04613896, 0.04751802, 0.04889709, 0.05027615,
       0.05165522, 0.05303428, 0.05441335]), 3900: array([0.00187095, 0.0027375 , 0.00360406, 0.00447061, 0.00533716,
       0.00620371, 0.00707027, 0.00793682, 0.00880337, 0.00966992,
       0.01053648, 0.01140303, 0.01226958, 0.01313614, 0.01400269,
       0.01486924, 0.01573579, 0.01660235, 0.0174689 , 0.01833545,
       0.019202  , 0.02006856, 0.02093511, 0.02180166, 0.02266822,
       0.02353477, 0.02440132, 0.02526787]), 3905: array([0.01313264, 0.01574378, 0.01834071, 0.02092349, 0.02349221,
       0.02604694, 0.02858777, 0.03111476, 0.03362799, 0.03612754,
       0.03861348, 0.04108588, 0.04354482, 0.04599037, 0.04842261,
       0.05084161, 0.05324743, 0.05564016, 0.05801986, 0.0603866 ,
       0.06274045, 0.06508149, 0.06740979, 0.0697254 , 0.07202841,
       0.07431888, 0.07659688, 0.07886247]), 3910: array([0.00203105, 0.00223405, 0.00243706, 0.00264006, 0.00284306,
       0.00304606, 0.00324906, 0.00345206, 0.00365507, 0.00385807,
       0.00406107, 0.00426407, 0.00446707, 0.00467007, 0.00487307,
       0.00507608, 0.00527908, 0.00548208, 0.00568508, 0.00588808,
       0.00609108, 0.00629408, 0.00649708, 0.00670009, 0.00690309,
       0.00710609, 0.00730909, 0.00751209]), 3915: array([0.00137663, 0.00172894, 0.00208126, 0.00243357, 0.00278589,
       0.00313821, 0.00349052, 0.00384284, 0.00419515, 0.00454747,
       0.00489979, 0.0052521 , 0.00560442, 0.00595673, 0.00630905,
       0.00666137, 0.00701368, 0.007366  , 0.00771831, 0.00807063,
       0.00842295, 0.00877526, 0.00912758, 0.00947989, 0.00983221,
       0.01018453, 0.01053684, 0.01088916]), 3920: array([0.00138912, 0.0016686 , 0.00183991, 0.00194492, 0.00200929,
       0.00204874, 0.00207292, 0.00208775, 0.00209683, 0.0021024 ,
       0.00210582, 0.00210791, 0.00210919, 0.00210998, 0.00211046,
       0.00211076, 0.00211094, 0.00211105, 0.00211112, 0.00211116,
       0.00211118, 0.0021112 , 0.00211121, 0.00211122, 0.00211122,
       0.00211122, 0.00211122, 0.00211122]), 3925: array([0.01791161, 0.01575826, 0.01398681, 0.01252953, 0.0113307 ,
       0.01034449, 0.00953319, 0.00886577, 0.00831672, 0.00786505,
       0.00749348, 0.00718781, 0.00693636, 0.00672949, 0.00655932,
       0.00641933, 0.00630416, 0.00620942, 0.00613149, 0.00606737,
       0.00601463, 0.00597124, 0.00593554, 0.00590618, 0.00588202,
       0.00586215, 0.0058458 , 0.00583235]), 3930: array([0.04579802, 0.04680706, 0.0478161 , 0.04882515, 0.04983419,
       0.05084324, 0.05185228, 0.05286133, 0.05387037, 0.05487942,
       0.05588846, 0.05689751, 0.05790655, 0.0589156 , 0.05992464,
       0.06093369, 0.06194273, 0.06295177, 0.06396082, 0.06496986,
       0.06597891, 0.06698795, 0.067997  , 0.06900604, 0.07001509,
       0.07102413, 0.07203318, 0.07304222]), 3935: array([0.00057144, 0.00081401, 0.00105658, 0.00129915, 0.00154172,
       0.0017843 , 0.00202687, 0.00226944, 0.00251201, 0.00275458,
       0.00299716, 0.00323973, 0.0034823 , 0.00372487, 0.00396744,
       0.00421001, 0.00445258, 0.00469515, 0.00493773, 0.0051803 ,
       0.00542287, 0.00566544, 0.00590801, 0.00615058, 0.00639315,
       0.00663572, 0.00687829, 0.00712086]), 3940: array([0.00355781, 0.0038499 , 0.00414198, 0.00443407, 0.00472616,
       0.00501825, 0.00531033, 0.00560242, 0.00589451, 0.0061866 ,
       0.00647868, 0.00677077, 0.00706286, 0.00735495, 0.00764703,
       0.00793912, 0.00823121, 0.0085233 , 0.00881538, 0.00910747,
       0.00939956, 0.00969165, 0.00998373, 0.01027582, 0.01056791,
       0.01086   , 0.01115208, 0.01144417]), 3945: array([0.00611582, 0.0061543 , 0.00619007, 0.00622331, 0.00625421,
       0.00628294, 0.00630964, 0.00633445, 0.00635752, 0.00637896,
       0.00639889, 0.00641741, 0.00643463, 0.00645064, 0.00646552,
       0.00647934, 0.0064922 , 0.00650414, 0.00651525, 0.00652557,
       0.00653517, 0.00654408, 0.00655237, 0.00656008, 0.00656724,
       0.0065739 , 0.00658009, 0.00658584]), 3950: array([0.00120418, 0.00128092, 0.00135766, 0.0014344 , 0.00151114,
       0.00158789, 0.00166463, 0.00174137, 0.00181812, 0.00189486,
       0.00197161, 0.00204836, 0.0021251 , 0.00220185, 0.0022786 ,
       0.00235535, 0.0024321 , 0.00250885, 0.0025856 , 0.00266235,
       0.00273911, 0.00281586, 0.00289261, 0.00296937, 0.00304613,
       0.00312288, 0.00319964, 0.0032764 ]), 3955: array([0.00032699, 0.00065035, 0.00097372, 0.00129709, 0.00162046,
       0.00194382, 0.00226719, 0.00259056, 0.00291392, 0.00323729,
       0.00356066, 0.00388403, 0.00420739, 0.00453076, 0.00485413,
       0.0051775 , 0.00550086, 0.00582423, 0.0061476 , 0.00647096,
       0.00679433, 0.0071177 , 0.00744107, 0.00776443, 0.0080878 ,
       0.00841117, 0.00873453, 0.0090579 ]), 3960: array([0.01839414, 0.01896103, 0.01952791, 0.02009479, 0.02066167,
       0.02122855, 0.02179543, 0.02236231, 0.02292919, 0.02349607,
       0.02406295, 0.02462983, 0.02519672, 0.0257636 , 0.02633048,
       0.02689736, 0.02746424, 0.02803112, 0.028598  , 0.02916488,
       0.02973176, 0.03029864, 0.03086552, 0.03143241, 0.03199929,
       0.03256617, 0.03313305, 0.03369993]), 3965: array([0.05536207, 0.05686556, 0.05836905, 0.05987254, 0.06137603,
       0.06287952, 0.06438301, 0.0658865 , 0.06738999, 0.06889348,
       0.07039696, 0.07190045, 0.07340394, 0.07490743, 0.07641092,
       0.07791441, 0.0794179 , 0.08092139, 0.08242488, 0.08392837,
       0.08543185, 0.08693534, 0.08843883, 0.08994232, 0.09144581,
       0.0929493 , 0.09445279, 0.09595628]), 3970: array([0.00302086, 0.00570978, 0.00814877, 0.01036105, 0.01236769,
       0.01418782, 0.01583876, 0.01733625, 0.01869454, 0.01992658,
       0.0210441 , 0.02205774, 0.02297717, 0.02381113, 0.02456758,
       0.02525371, 0.02587607, 0.02644058, 0.02695261, 0.02741706,
       0.02783833, 0.02822044, 0.02856704, 0.02888142, 0.02916658,
       0.02942523, 0.02965984, 0.02987264]), 3975: array([0.12780759, 0.13185291, 0.13589822, 0.13994353, 0.14398885,
       0.14803416, 0.15207947, 0.15612478, 0.1601701 , 0.16421541,
       0.16826072, 0.17230604, 0.17635135, 0.18039666, 0.18444198,
       0.18848729, 0.1925326 , 0.19657792, 0.20062323, 0.20466854,
       0.20871386, 0.21275917, 0.21680448, 0.22084979, 0.22489511,
       0.22894042, 0.23298573, 0.23703105]), 3980: array([0.18426011, 0.19463877, 0.20501743, 0.21539609, 0.22577475,
       0.2361534 , 0.24653206, 0.25691072, 0.26728938, 0.27766804,
       0.28804669, 0.29842535, 0.30880401, 0.31918267, 0.32956133,
       0.33993998, 0.35031864, 0.3606973 , 0.37107596, 0.38145462,
       0.39183327, 0.40221193, 0.41259059, 0.42296925, 0.4333479 ,
       0.44372656, 0.45410522, 0.46448388]), 3985: array([0.1792561 , 0.19385287, 0.20844965, 0.22304642, 0.2376432 ,
       0.25223997, 0.26683675, 0.28143352, 0.2960303 , 0.31062707,
       0.32522385, 0.33982062, 0.3544174 , 0.36901417, 0.38361095,
       0.39820772, 0.4128045 , 0.42740127, 0.44199805, 0.45659482,
       0.4711916 , 0.48578837, 0.50038515, 0.51498192, 0.5295787 ,
       0.54417547, 0.55877224, 0.57336902]), 3990: array([0.05602301, 0.07489708, 0.09127411, 0.10548446, 0.11781477,
       0.12851378, 0.13779731, 0.14585262, 0.15284221, 0.15890708,
       0.16416957, 0.16873582, 0.17269796, 0.17613591, 0.17911902,
       0.18170746, 0.18395345, 0.18590229, 0.1875933 , 0.18906059,
       0.19033376, 0.19143849, 0.19239706, 0.19322881, 0.19395052,
       0.19457675, 0.19512013, 0.19559162]), 3995: array([0.01163465, 0.01424337, 0.01685208, 0.01946079, 0.02206951,
       0.02467822, 0.02728693, 0.02989565, 0.03250436, 0.03511307,
       0.03772179, 0.0403305 , 0.04293921, 0.04554793, 0.04815664,
       0.05076535, 0.05337407, 0.05598278, 0.05859149, 0.06120021,
       0.06380892, 0.06641763, 0.06902635, 0.07163506, 0.07424377,
       0.07685249, 0.0794612 , 0.08206991]), 4000: array([0.0384548 , 0.04114214, 0.04382947, 0.04651681, 0.04920415,
       0.05189149, 0.05457883, 0.05726617, 0.0599535 , 0.06264084,
       0.06532818, 0.06801552, 0.07070286, 0.0733902 , 0.07607753,
       0.07876487, 0.08145221, 0.08413955, 0.08682689, 0.08951422,
       0.09220156, 0.0948889 , 0.09757624, 0.10026358, 0.10295092,
       0.10563825, 0.10832559, 0.11101293]), 4005: array([0.32587717, 0.32812048, 0.3303638 , 0.33260711, 0.33485043,
       0.33709374, 0.33933705, 0.34158037, 0.34382368, 0.346067  ,
       0.34831031, 0.35055363, 0.35279694, 0.35504026, 0.35728357,
       0.35952689, 0.3617702 , 0.36401352, 0.36625683, 0.36850015,
       0.37074346, 0.37298678, 0.37523009, 0.37747341, 0.37971672,
       0.38196004, 0.38420335, 0.38644667]), 4010: array([0.10751362, 0.11020941, 0.11290519, 0.11560098, 0.11829676,
       0.12099254, 0.12368833, 0.12638411, 0.1290799 , 0.13177568,
       0.13447147, 0.13716725, 0.13986303, 0.14255882, 0.1452546 ,
       0.14795039, 0.15064617, 0.15334196, 0.15603774, 0.15873352,
       0.16142931, 0.16412509, 0.16682088, 0.16951666, 0.17221245,
       0.17490823, 0.17760401, 0.1802998 ]), 4015: array([0.01462483, 0.01530681, 0.01598879, 0.01667077, 0.01735274,
       0.01803471, 0.01871668, 0.01939865, 0.02008061, 0.02076257,
       0.02144452, 0.02212648, 0.02280843, 0.02349038, 0.02417232,
       0.02485427, 0.02553621, 0.02621814, 0.02690008, 0.02758201,
       0.02826394, 0.02894586, 0.02962779, 0.03030971, 0.03099162,
       0.03167354, 0.03235545, 0.03303736]), 4020: array([0.08007937, 0.08072468, 0.08137   , 0.08201531, 0.08266062,
       0.08330594, 0.08395125, 0.08459656, 0.08524188, 0.08588719,
       0.0865325 , 0.08717782, 0.08782313, 0.08846844, 0.08911376,
       0.08975907, 0.09040438, 0.0910497 , 0.09169501, 0.09234032,
       0.09298564, 0.09363095, 0.09427627, 0.09492158, 0.09556689,
       0.09621221, 0.09685752, 0.09750283]), 4025: array([0.1751773 , 0.17584878, 0.17652024, 0.17719171, 0.17786318,
       0.17853464, 0.1792061 , 0.17987755, 0.18054901, 0.18122046,
       0.1818919 , 0.18256335, 0.18323479, 0.18390623, 0.18457767,
       0.1852491 , 0.18592053, 0.18659196, 0.18726339, 0.18793481,
       0.18860623, 0.18927765, 0.18994907, 0.19062048, 0.19129189,
       0.1919633 , 0.1926347 , 0.1933061 ]), 4030: array([0.00047747, 0.00052418, 0.0005709 , 0.00061761, 0.00066433,
       0.00071104, 0.00075776, 0.00080447, 0.00085119, 0.0008979 ,
       0.00094462, 0.00099133, 0.00103805, 0.00108477, 0.00113148,
       0.0011782 , 0.00122491, 0.00127163, 0.00131834, 0.00136506,
       0.00141177, 0.00145849, 0.0015052 , 0.00155192, 0.00159863,
       0.00164535, 0.00169206, 0.00173878]), 4035: array([0.01123523, 0.01170993, 0.01218463, 0.01265933, 0.01313403,
       0.01360873, 0.01408343, 0.01455812, 0.01503282, 0.01550752,
       0.01598222, 0.01645692, 0.01693162, 0.01740632, 0.01788102,
       0.01835572, 0.01883041, 0.01930511, 0.01977981, 0.02025451,
       0.02072921, 0.02120391, 0.0216786 , 0.0221533 , 0.022628  ,
       0.0231027 , 0.02357739, 0.02405209]), 4040: array([0.05509791, 0.05567587, 0.05625384, 0.0568318 , 0.05740976,
       0.05798771, 0.05856566, 0.0591436 , 0.05972154, 0.06029948,
       0.06087741, 0.06145534, 0.06203327, 0.06261119, 0.06318911,
       0.06376702, 0.06434493, 0.06492284, 0.06550074, 0.06607864,
       0.06665654, 0.06723443, 0.06781232, 0.0683902 , 0.06896808,
       0.06954595, 0.07012383, 0.0707017 ]), 4045: array([0.0630512 , 0.06413786, 0.06522453, 0.06631119, 0.06739785,
       0.06848452, 0.06957118, 0.07065784, 0.07174451, 0.07283117,
       0.07391783, 0.0750045 , 0.07609116, 0.07717782, 0.07826449,
       0.07935115, 0.08043781, 0.08152448, 0.08261114, 0.0836978 ,
       0.08478446, 0.08587113, 0.08695779, 0.08804445, 0.08913112,
       0.09021778, 0.09130444, 0.09239111]), 4050: array([0.04668496, 0.04728407, 0.04788319, 0.0484823 , 0.04908141,
       0.04968052, 0.05027963, 0.05087874, 0.05147785, 0.05207696,
       0.05267607, 0.05327519, 0.0538743 , 0.05447341, 0.05507252,
       0.05567163, 0.05627074, 0.05686985, 0.05746896, 0.05806807,
       0.05866718, 0.0592663 , 0.05986541, 0.06046452, 0.06106363,
       0.06166274, 0.06226185, 0.06286096]), 4055: array([0.0225315 , 0.02289726, 0.02326301, 0.02362877, 0.02399452,
       0.02436028, 0.02472604, 0.02509179, 0.02545755, 0.02582331,
       0.02618906, 0.02655482, 0.02692058, 0.02728633, 0.02765209,
       0.02801784, 0.0283836 , 0.02874936, 0.02911511, 0.02948087,
       0.02984663, 0.03021238, 0.03057814, 0.03094389, 0.03130965,
       0.03167541, 0.03204116, 0.03240692]), 4060: array([0.06023191, 0.06053752, 0.06084313, 0.06114874, 0.06145435,
       0.06175996, 0.06206558, 0.06237119, 0.0626768 , 0.06298241,
       0.06328802, 0.06359363, 0.06389924, 0.06420485, 0.06451046,
       0.06481608, 0.06512169, 0.0654273 , 0.06573291, 0.06603852,
       0.06634413, 0.06664974, 0.06695535, 0.06726096, 0.06756658,
       0.06787219, 0.0681778 , 0.06848341]), 4065: array([0.03941088, 0.0401978 , 0.04098472, 0.04177164, 0.04255855,
       0.04334547, 0.04413238, 0.0449193 , 0.04570621, 0.04649312,
       0.04728003, 0.04806694, 0.04885385, 0.04964076, 0.05042767,
       0.05121458, 0.05200149, 0.05278839, 0.0535753 , 0.0543622 ,
       0.05514911, 0.05593601, 0.05672291, 0.05750982, 0.05829672,
       0.05908362, 0.05987052, 0.06065742]), 4070: array([0.03991441, 0.0407153 , 0.04151618, 0.04231707, 0.04311795,
       0.04391884, 0.04471972, 0.04552061, 0.04632149, 0.04712238,
       0.04792326, 0.04872415, 0.04952503, 0.05032592, 0.0511268 ,
       0.05192769, 0.05272857, 0.05352946, 0.05433034, 0.05513123,
       0.05593211, 0.056733  , 0.05753388, 0.05833477, 0.05913565,
       0.05993654, 0.06073742, 0.06153831]), 4075: array([0.00297744, 0.00311107, 0.00324469, 0.00337832, 0.00351195,
       0.00364557, 0.0037792 , 0.00391283, 0.00404645, 0.00418008,
       0.0043137 , 0.00444733, 0.00458096, 0.00471458, 0.00484821,
       0.00498184, 0.00511546, 0.00524909, 0.00538272, 0.00551634,
       0.00564997, 0.0057836 , 0.00591722, 0.00605085, 0.00618448,
       0.0063181 , 0.00645173, 0.00658536]), 4080: array([3.86924559e-05, 6.28091139e-05, 8.69257646e-05, 1.11042408e-04,
       1.35159045e-04, 1.59275674e-04, 1.83392296e-04, 2.07508910e-04,
       2.31625518e-04, 2.55742118e-04, 2.79858711e-04, 3.03975297e-04,
       3.28091876e-04, 3.52208447e-04, 3.76325011e-04, 4.00441568e-04,
       4.24558118e-04, 4.48674661e-04, 4.72791196e-04, 4.96907724e-04,
       5.21024245e-04, 5.45140759e-04, 5.69257265e-04, 5.93373764e-04,
       6.17490257e-04, 6.41606741e-04, 6.65723219e-04, 6.89839689e-04]), 4085: array([0.00019716, 0.00026651, 0.0003175 , 0.00035498, 0.00038253,
       0.00040278, 0.00041767, 0.00042862, 0.00043666, 0.00044258,
       0.00044692, 0.00045012, 0.00045247, 0.00045419, 0.00045546,
       0.0004564 , 0.00045708, 0.00045759, 0.00045796, 0.00045823,
       0.00045843, 0.00045858, 0.00045869, 0.00045877, 0.00045883,
       0.00045887, 0.0004589 , 0.00045892]), 4090: array([7.84209624e-05, 8.84061922e-05, 9.73927200e-05, 1.05480434e-04,
       1.12759232e-04, 1.19310019e-04, 1.25205611e-04, 1.30511537e-04,
       1.35286776e-04, 1.39584405e-04, 1.43452195e-04, 1.46933136e-04,
       1.50065921e-04, 1.52885371e-04, 1.55422825e-04, 1.57706489e-04,
       1.59761745e-04, 1.61611439e-04, 1.63276130e-04, 1.64774323e-04,
       1.66122669e-04, 1.67336156e-04, 1.68428273e-04, 1.69411159e-04,
       1.70295739e-04, 1.71091844e-04, 1.71808325e-04, 1.72453145e-04]), 4095: array([4.86850049e-05, 4.56239531e-05, 4.38377080e-05, 4.27953631e-05,
       4.21871135e-05, 4.18321758e-05, 4.16250556e-05, 4.15041927e-05,
       4.14336644e-05, 4.13925084e-05, 4.13684922e-05, 4.13544778e-05,
       4.13462998e-05, 4.13415277e-05, 4.13387429e-05, 4.13371179e-05,
       4.13361696e-05, 4.13356163e-05, 4.13352934e-05, 4.13351050e-05,
       4.13349950e-05, 4.13349309e-05, 4.13348934e-05, 4.13348716e-05,
       4.13348588e-05, 4.13348514e-05, 4.13348470e-05, 4.13348445e-05]), 4100: array([1.75565634e-04, 1.66302976e-04, 1.57966577e-04, 1.50463814e-04,
       1.43711321e-04, 1.37634074e-04, 1.32164548e-04, 1.27241971e-04,
       1.22811649e-04, 1.18824356e-04, 1.15235789e-04, 1.12006078e-04,
       1.09099335e-04, 1.06483265e-04, 1.04128800e-04, 1.02009780e-04,
       1.00102661e-04, 9.83862524e-05, 9.68414837e-05, 9.54511909e-05,
       9.41999265e-05, 9.30737877e-05, 9.20602621e-05, 9.11480885e-05,
       9.03271316e-05, 8.95882699e-05, 8.89232939e-05, 8.83248151e-05]), 4105: array([8.41279723e-05, 8.57250281e-05, 8.65235595e-05, 8.69228270e-05,
       8.71224617e-05, 8.72222794e-05, 8.72721885e-05, 8.72971432e-05,
       8.73096206e-05, 8.73158593e-05, 8.73189787e-05, 8.73205384e-05,
       8.73213182e-05, 8.73217082e-05, 8.73219031e-05, 8.73220006e-05,
       8.73220494e-05, 8.73220737e-05, 8.73220859e-05, 8.73220920e-05,
       8.73220950e-05, 8.73220966e-05, 8.73220973e-05, 8.73220977e-05,
       8.73220979e-05, 8.73220980e-05, 8.73220980e-05, 8.73220981e-05]), 4110: array([0.0021537 , 0.00138267, 0.00097526, 0.00075999, 0.00064624,
       0.00058613, 0.00055438, 0.00053759, 0.00052873, 0.00052404,
       0.00052156, 0.00052026, 0.00051957, 0.0005192 , 0.00051901,
       0.00051891, 0.00051885, 0.00051882, 0.00051881, 0.0005188 ,
       0.0005188 , 0.00051879, 0.00051879, 0.00051879, 0.00051879,
       0.00051879, 0.00051879, 0.00051879]), 4115: array([0.00576655, 0.00512995, 0.00459675, 0.00415015, 0.00377609,
       0.00346278, 0.00320036, 0.00298056, 0.00279647, 0.00264227,
       0.00251312, 0.00240494, 0.00231434, 0.00223845, 0.00217489,
       0.00212165, 0.00207706, 0.00203971, 0.00200843, 0.00198223,
       0.00196028, 0.0019419 , 0.0019265 , 0.00191361, 0.00190281,
       0.00189376, 0.00188618, 0.00187984]), 4120: array([0.00309547, 0.00319837, 0.00329324, 0.00338071, 0.00346135,
       0.0035357 , 0.00360425, 0.00366746, 0.00372573, 0.00377945,
       0.00382899, 0.00387466, 0.00391676, 0.00395558, 0.00399138,
       0.00402437, 0.0040548 , 0.00408285, 0.00410871, 0.00413256,
       0.00415454, 0.00417481, 0.0041935 , 0.00421073, 0.00422661,
       0.00424126, 0.00425476, 0.00426721]), 4125: array([0.0018946 , 0.00188417, 0.0018753 , 0.00186777, 0.00186136,
       0.00185592, 0.00185129, 0.00184736, 0.00184402, 0.00184118,
       0.00183876, 0.00183671, 0.00183496, 0.00183348, 0.00183222,
       0.00183115, 0.00183024, 0.00182946, 0.00182881, 0.00182825,
       0.00182777, 0.00182737, 0.00182702, 0.00182673, 0.00182648,
       0.00182627, 0.00182609, 0.00182594]), 4130: array([0.01365673, 0.0138757 , 0.01409467, 0.01431363, 0.0145326 ,
       0.01475157, 0.01497054, 0.0151895 , 0.01540847, 0.01562744,
       0.0158464 , 0.01606537, 0.01628434, 0.01650331, 0.01672227,
       0.01694124, 0.01716021, 0.01737917, 0.01759814, 0.01781711,
       0.01803608, 0.01825504, 0.01847401, 0.01869298, 0.01891194,
       0.01913091, 0.01934988, 0.01956885]), 4135: array([7.62515388e-05, 1.33015161e-04, 1.81966784e-04, 2.24181523e-04,
       2.60586530e-04, 2.91981358e-04, 3.19055527e-04, 3.42403658e-04,
       3.62538542e-04, 3.79902396e-04, 3.94876579e-04, 4.07789966e-04,
       4.18926169e-04, 4.28529771e-04, 4.36811694e-04, 4.43953831e-04,
       4.50113043e-04, 4.55424604e-04, 4.60005170e-04, 4.63955344e-04,
       4.67361882e-04, 4.70299600e-04, 4.72833020e-04, 4.75017783e-04,
       4.76901871e-04, 4.78526664e-04, 4.79927849e-04, 4.81136197e-04]), 4140: array([0.00086927, 0.00091268, 0.00094978, 0.00098149, 0.00100859,
       0.00103175, 0.00105154, 0.00106846, 0.00108291, 0.00109527,
       0.00110583, 0.00111485, 0.00112256, 0.00112916, 0.00113479,
       0.0011396 , 0.00114372, 0.00114724, 0.00115024, 0.00115281,
       0.00115501, 0.00115688, 0.00115848, 0.00115985, 0.00116103,
       0.00116203, 0.00116288, 0.00116361]), 4145: array([0.00243052, 0.00249422, 0.00255789, 0.00262156, 0.00268521,
       0.00274885, 0.00281247, 0.00287608, 0.00293968, 0.00300326,
       0.00306683, 0.00313038, 0.00319392, 0.00325745, 0.00332096,
       0.00338446, 0.00344795, 0.00351142, 0.00357488, 0.00363832,
       0.00370176, 0.00376517, 0.00382858, 0.00389197, 0.00395534,
       0.0040187 , 0.00408205, 0.00414539]), 4150: array([0.00614058, 0.00622474, 0.00630889, 0.00639305, 0.0064772 ,
       0.00656136, 0.00664552, 0.00672968, 0.00681383, 0.00689799,
       0.00698216, 0.00706632, 0.00715048, 0.00723464, 0.00731881,
       0.00740297, 0.00748714, 0.0075713 , 0.00765547, 0.00773964,
       0.0078238 , 0.00790797, 0.00799214, 0.00807631, 0.00816048,
       0.00824466, 0.00832883, 0.008413  ]), 4155: array([0.0093727 , 0.00967103, 0.00996936, 0.01026769, 0.01056602,
       0.01086435, 0.01116268, 0.01146101, 0.01175934, 0.01205767,
       0.012356  , 0.01265433, 0.01295266, 0.01325099, 0.01354932,
       0.01384765, 0.01414598, 0.01444431, 0.01474265, 0.01504098,
       0.01533931, 0.01563764, 0.01593597, 0.0162343 , 0.01653263,
       0.01683096, 0.01712929, 0.01742762]), 4160: array([0.00066821, 0.00083348, 0.00098673, 0.00112883, 0.0012606 ,
       0.00138278, 0.00149607, 0.00160111, 0.00169852, 0.00178884,
       0.00187259, 0.00195025, 0.00202225, 0.00208902, 0.00215093,
       0.00220834, 0.00226157, 0.00231093, 0.0023567 , 0.00239914,
       0.00243849, 0.00247498, 0.00250881, 0.00254018, 0.00256927,
       0.00259625, 0.00262126, 0.00264445]), 4165: array([0.00020975, 0.00034767, 0.0004451 , 0.00051393, 0.00056255,
       0.00059689, 0.00062115, 0.00063829, 0.0006504 , 0.00065895,
       0.000665  , 0.00066926, 0.00067228, 0.00067441, 0.00067591,
       0.00067698, 0.00067773, 0.00067826, 0.00067863, 0.0006789 ,
       0.00067908, 0.00067922, 0.00067931, 0.00067938, 0.00067942,
       0.00067946, 0.00067948, 0.0006795 ]), 4170: array([0.00532629, 0.00550366, 0.00568102, 0.00585839, 0.00603576,
       0.00621313, 0.0063905 , 0.00656787, 0.00674524, 0.00692261,
       0.00709998, 0.00727735, 0.00745472, 0.00763209, 0.00780946,
       0.00798683, 0.0081642 , 0.00834157, 0.00851894, 0.00869631,
       0.00887368, 0.00905105, 0.00922842, 0.00940579, 0.00958315,
       0.00976052, 0.00993789, 0.01011526]), 4175: array([0.00081751, 0.00091933, 0.00097534, 0.00100614, 0.00102309,
       0.00103241, 0.00103754, 0.00104036, 0.00104191, 0.00104276,
       0.00104323, 0.00104349, 0.00104363, 0.00104371, 0.00104375,
       0.00104378, 0.00104379, 0.0010438 , 0.0010438 , 0.0010438 ,
       0.0010438 , 0.00104381, 0.00104381, 0.00104381, 0.00104381,
       0.00104381, 0.00104381, 0.00104381]), 4180: array([0.0003147 , 0.00035413, 0.00038961, 0.00042155, 0.00045029,
       0.00047616, 0.00049944, 0.0005204 , 0.00053926, 0.00055623,
       0.00057151, 0.00058525, 0.00059763, 0.00060876, 0.00061878,
       0.0006278 , 0.00063592, 0.00064323, 0.0006498 , 0.00065572,
       0.00066105, 0.00066584, 0.00067016, 0.00067404, 0.00067753,
       0.00068068, 0.00068351, 0.00068606]), 4185: array([0.00075065, 0.00072215, 0.0006989 , 0.00067994, 0.00066446,
       0.00065184, 0.00064154, 0.00063314, 0.00062628, 0.00062069,
       0.00061612, 0.0006124 , 0.00060936, 0.00060689, 0.00060487,
       0.00060322, 0.00060187, 0.00060077, 0.00059988, 0.00059915,
       0.00059855, 0.00059807, 0.00059767, 0.00059735, 0.00059708,
       0.00059687, 0.00059669, 0.00059655]), 4190: array([0.00524698, 0.00533961, 0.00543223, 0.00552485, 0.00561748,
       0.0057101 , 0.00580272, 0.00589534, 0.00598797, 0.00608059,
       0.00617321, 0.00626584, 0.00635846, 0.00645108, 0.0065437 ,
       0.00663633, 0.00672895, 0.00682157, 0.0069142 , 0.00700682,
       0.00709944, 0.00719206, 0.00728469, 0.00737731, 0.00746993,
       0.00756256, 0.00765518, 0.0077478 ]), 4195: array([0.01005783, 0.01019247, 0.01032711, 0.01046176, 0.0105964 ,
       0.01073104, 0.01086568, 0.01100032, 0.01113497, 0.01126961,
       0.01140425, 0.01153889, 0.01167353, 0.01180818, 0.01194282,
       0.01207746, 0.0122121 , 0.01234674, 0.01248139, 0.01261603,
       0.01275067, 0.01288531, 0.01301995, 0.0131546 , 0.01328924,
       0.01342388, 0.01355852, 0.01369316]), 4200: array([0.01195089, 0.01211565, 0.0122804 , 0.01244515, 0.0126099 ,
       0.01277465, 0.01293939, 0.01310413, 0.01326888, 0.01343361,
       0.01359835, 0.01376308, 0.01392782, 0.01409255, 0.01425727,
       0.014422  , 0.01458672, 0.01475145, 0.01491616, 0.01508088,
       0.0152456 , 0.01541031, 0.01557502, 0.01573973, 0.01590444,
       0.01606915, 0.01623385, 0.01639855]), 4205: array([0.00055473, 0.00089875, 0.00114911, 0.00133132, 0.00146393,
       0.00156044, 0.00163067, 0.00168179, 0.00171899, 0.00174606,
       0.00176577, 0.00178011, 0.00179054, 0.00179814, 0.00180366,
       0.00180769, 0.00181061, 0.00181274, 0.00181429, 0.00181542,
       0.00181624, 0.00181684, 0.00181728, 0.00181759, 0.00181782,
       0.00181799, 0.00181811, 0.0018182 ]), 4210: array([0.00524502, 0.00566257, 0.00608012, 0.00649767, 0.00691522,
       0.00733277, 0.00775033, 0.00816788, 0.00858543, 0.00900298,
       0.00942053, 0.00983808, 0.01025563, 0.01067318, 0.01109074,
       0.01150829, 0.01192584, 0.01234339, 0.01276094, 0.01317849,
       0.01359604, 0.01401359, 0.01443115, 0.0148487 , 0.01526625,
       0.0156838 , 0.01610135, 0.0165189 ]), 4215: array([0.03980047, 0.04044849, 0.04109651, 0.04174453, 0.04239255,
       0.04304057, 0.04368859, 0.04433661, 0.04498463, 0.04563265,
       0.04628067, 0.04692869, 0.04757671, 0.04822473, 0.04887275,
       0.04952077, 0.05016878, 0.0508168 , 0.05146482, 0.05211284,
       0.05276086, 0.05340888, 0.0540569 , 0.05470492, 0.05535294,
       0.05600096, 0.05664898, 0.057297  ]), 4220: array([0.06026923, 0.06107737, 0.0618855 , 0.06269364, 0.06350178,
       0.06430991, 0.06511805, 0.06592619, 0.06673432, 0.06754246,
       0.0683506 , 0.06915873, 0.06996687, 0.070775  , 0.07158314,
       0.07239128, 0.07319941, 0.07400755, 0.07481569, 0.07562382,
       0.07643196, 0.0772401 , 0.07804823, 0.07885637, 0.07966451,
       0.08047264, 0.08128078, 0.08208891]), 4225: array([1.71789731e-04, 1.66638674e-04, 1.61643581e-04, 1.56799731e-04,
       1.52102545e-04, 1.47547581e-04, 1.43130533e-04, 1.38847225e-04,
       1.34693609e-04, 1.30665756e-04, 1.26759860e-04, 1.22972227e-04,
       1.19299278e-04, 1.15737538e-04, 1.12283642e-04, 1.08934324e-04,
       1.05686417e-04, 1.02536851e-04, 9.94826481e-05, 9.65209211e-05,
       9.36488701e-05, 9.08637796e-05, 8.81630168e-05, 8.55440282e-05,
       8.30043380e-05, 8.05415451e-05, 7.81533212e-05, 7.58374085e-05]), 4230: array([1.96376907e-05, 2.80947633e-05, 3.64673283e-05, 4.47562301e-05,
       5.29623046e-05, 6.10863796e-05, 6.91292745e-05, 7.70918003e-05,
       8.49747603e-05, 9.27789494e-05, 1.00505155e-04, 1.08154156e-04,
       1.15726724e-04, 1.23223623e-04, 1.30645608e-04, 1.37993430e-04,
       1.45267827e-04, 1.52469535e-04, 1.59599280e-04, 1.66657781e-04,
       1.73645749e-04, 1.80563889e-04, 1.87412900e-04, 1.94193471e-04,
       2.00906288e-04, 2.07552026e-04, 2.14131356e-04, 2.20644943e-04]), 4235: array([0.05061776, 0.0519351 , 0.05325245, 0.05456979, 0.05588713,
       0.05720448, 0.05852182, 0.05983917, 0.06115651, 0.06247385,
       0.0637912 , 0.06510854, 0.06642589, 0.06774323, 0.06906057,
       0.07037792, 0.07169526, 0.07301261, 0.07432995, 0.07564729,
       0.07696464, 0.07828198, 0.07959933, 0.08091667, 0.08223401,
       0.08355136, 0.0848687 , 0.08618605]), 4240: array([0.05780951, 0.05822484, 0.05864017, 0.0590555 , 0.05947084,
       0.05988617, 0.0603015 , 0.06071683, 0.06113216, 0.0615475 ,
       0.06196283, 0.06237816, 0.06279349, 0.06320882, 0.06362416,
       0.06403949, 0.06445482, 0.06487015, 0.06528548, 0.06570082,
       0.06611615, 0.06653148, 0.06694681, 0.06736214, 0.06777748,
       0.06819281, 0.06860814, 0.06902347]), 4245: array([0.00049448, 0.00071267, 0.00091824, 0.00111192, 0.00129441,
       0.00146635, 0.00162834, 0.00178097, 0.00192478, 0.00206027,
       0.00218793, 0.00230821, 0.00242153, 0.0025283 , 0.0026289 ,
       0.00272368, 0.00281298, 0.00289712, 0.0029764 , 0.00305109,
       0.00312146, 0.00318777, 0.00325024, 0.0033091 , 0.00336456,
       0.00341681, 0.00346604, 0.00351242]), 4250: array([0.02502611, 0.02588209, 0.02673807, 0.02759405, 0.02845004,
       0.02930602, 0.030162  , 0.03101799, 0.03187397, 0.03272995,
       0.03358593, 0.03444192, 0.0352979 , 0.03615388, 0.03700986,
       0.03786585, 0.03872183, 0.03957781, 0.04043379, 0.04128978,
       0.04214576, 0.04300174, 0.04385773, 0.04471371, 0.04556969,
       0.04642567, 0.04728166, 0.04813764]), 4255: array([0.03097999, 0.03156675, 0.03215351, 0.03274027, 0.03332702,
       0.03391378, 0.03450054, 0.03508729, 0.03567405, 0.03626081,
       0.03684757, 0.03743432, 0.03802108, 0.03860784, 0.0391946 ,
       0.03978135, 0.04036811, 0.04095487, 0.04154162, 0.04212838,
       0.04271514, 0.0433019 , 0.04388865, 0.04447541, 0.04506217,
       0.04564893, 0.04623568, 0.04682244]), 4260: array([0.02197929, 0.02222467, 0.02247006, 0.02271545, 0.02296083,
       0.02320622, 0.02345161, 0.023697  , 0.02394238, 0.02418777,
       0.02443316, 0.02467855, 0.02492393, 0.02516932, 0.02541471,
       0.0256601 , 0.02590548, 0.02615087, 0.02639626, 0.02664164,
       0.02688703, 0.02713242, 0.02737781, 0.02762319, 0.02786858,
       0.02811397, 0.02835936, 0.02860474]), 4265: array([0.00066588, 0.0012137 , 0.00171344, 0.00216931, 0.00258516,
       0.0029645 , 0.00331055, 0.00362622, 0.00391418, 0.00417686,
       0.00441648, 0.00463507, 0.00483447, 0.00501637, 0.00518229,
       0.00533366, 0.00547173, 0.00559769, 0.00571259, 0.0058174 ,
       0.00591301, 0.00600023, 0.00607979, 0.00615237, 0.00621858,
       0.00627898, 0.00633407, 0.00638433]), 4270: array([0.00269617, 0.00288727, 0.00307836, 0.00326946, 0.00346055,
       0.00365165, 0.00384275, 0.00403384, 0.00422494, 0.00441603,
       0.00460713, 0.00479822, 0.00498931, 0.00518041, 0.0053715 ,
       0.00556259, 0.00575369, 0.00594478, 0.00613587, 0.00632696,
       0.00651806, 0.00670915, 0.00690024, 0.00709133, 0.00728242,
       0.00747351, 0.0076646 , 0.00785569]), 4275: array([0.00044964, 0.0005635 , 0.00065593, 0.00073095, 0.00079185,
       0.00084129, 0.00088142, 0.00091399, 0.00094043, 0.0009619 ,
       0.00097932, 0.00099346, 0.00100494, 0.00101426, 0.00102182,
       0.00102796, 0.00103295, 0.00103699, 0.00104028, 0.00104294,
       0.00104511, 0.00104687, 0.00104829, 0.00104945, 0.00105039,
       0.00105115, 0.00105177, 0.00105227]), 4280: array([0.00134764, 0.00137164, 0.00139563, 0.00141962, 0.00144361,
       0.00146761, 0.0014916 , 0.00151559, 0.00153959, 0.00156358,
       0.00158757, 0.00161156, 0.00163556, 0.00165955, 0.00168354,
       0.00170753, 0.00173153, 0.00175552, 0.00177951, 0.0018035 ,
       0.0018275 , 0.00185149, 0.00187548, 0.00189947, 0.00192347,
       0.00194746, 0.00197145, 0.00199544]), 4285: array([0.01379673, 0.01420148, 0.01460623, 0.01501098, 0.01541573,
       0.01582048, 0.01622523, 0.01662998, 0.01703473, 0.01743948,
       0.01784423, 0.01824899, 0.01865374, 0.01905849, 0.01946324,
       0.01986799, 0.02027274, 0.02067749, 0.02108224, 0.02148699,
       0.02189174, 0.02229649, 0.02270124, 0.02310599, 0.02351074,
       0.02391549, 0.02432024, 0.02472499]), 4290: array([0.02760969, 0.02815273, 0.02869577, 0.02923882, 0.02978186,
       0.0303249 , 0.03086794, 0.03141097, 0.03195401, 0.03249704,
       0.03304008, 0.03358311, 0.03412614, 0.03466917, 0.0352122 ,
       0.03575523, 0.03629825, 0.03684128, 0.0373843 , 0.03792732,
       0.03847034, 0.03901336, 0.03955638, 0.0400994 , 0.04064242,
       0.04118543, 0.04172844, 0.04227146]), 4295: array([0.00759949, 0.00772716, 0.00785482, 0.00798249, 0.00811015,
       0.00823781, 0.00836548, 0.00849314, 0.00862081, 0.00874847,
       0.00887614, 0.0090038 , 0.00913147, 0.00925913, 0.0093868 ,
       0.00951446, 0.00964212, 0.00976979, 0.00989745, 0.01002512,
       0.01015278, 0.01028045, 0.01040811, 0.01053578, 0.01066344,
       0.01079111, 0.01091877, 0.01104644]), 4300: array([0.00034803, 0.00052299, 0.00069796, 0.00087292, 0.00104788,
       0.00122285, 0.00139781, 0.00157277, 0.00174773, 0.0019227 ,
       0.00209766, 0.00227262, 0.00244759, 0.00262255, 0.00279751,
       0.00297248, 0.00314744, 0.0033224 , 0.00349737, 0.00367233,
       0.00384729, 0.00402226, 0.00419722, 0.00437218, 0.00454714,
       0.00472211, 0.00489707, 0.00507203]), 4305: array([0.00011443, 0.00016811, 0.00022178, 0.00027546, 0.00032913,
       0.0003828 , 0.00043647, 0.00049015, 0.00054382, 0.00059749,
       0.00065116, 0.00070483, 0.0007585 , 0.00081217, 0.00086583,
       0.0009195 , 0.00097317, 0.00102684, 0.0010805 , 0.00113417,
       0.00118783, 0.0012415 , 0.00129516, 0.00134882, 0.00140249,
       0.00145615, 0.00150981, 0.00156347]), 4310: array([0.00024958, 0.00024105, 0.00023508, 0.0002309 , 0.00022798,
       0.00022593, 0.00022449, 0.00022349, 0.00022279, 0.0002223 ,
       0.00022195, 0.00022171, 0.00022154, 0.00022142, 0.00022134,
       0.00022128, 0.00022124, 0.00022122, 0.0002212 , 0.00022118,
       0.00022117, 0.00022116, 0.00022116, 0.00022116, 0.00022115,
       0.00022115, 0.00022115, 0.00022115]), 4315: array([0.00263957, 0.00268332, 0.00272707, 0.00277082, 0.00281457,
       0.00285831, 0.00290206, 0.00294581, 0.00298956, 0.0030333 ,
       0.00307705, 0.0031208 , 0.00316455, 0.0032083 , 0.00325204,
       0.00329579, 0.00333954, 0.00338329, 0.00342703, 0.00347078,
       0.00351453, 0.00355828, 0.00360203, 0.00364577, 0.00368952,
       0.00373327, 0.00377702, 0.00382077]), 4320: array([0.00023027, 0.0003356 , 0.0004217 , 0.00049207, 0.00054958,
       0.00059659, 0.00063501, 0.00066642, 0.00069209, 0.00071307,
       0.00073022, 0.00074423, 0.00075569, 0.00076505, 0.0007727 ,
       0.00077896, 0.00078407, 0.00078825, 0.00079167, 0.00079446,
       0.00079674, 0.00079861, 0.00080013, 0.00080138, 0.00080239,
       0.00080323, 0.00080391, 0.00080446]), 4325: array([0.00035527, 0.00035558, 0.00035585, 0.00035609, 0.00035629,
       0.00035647, 0.00035662, 0.00035676, 0.00035687, 0.00035697,
       0.00035706, 0.00035714, 0.0003572 , 0.00035726, 0.00035731,
       0.00035735, 0.00035739, 0.00035742, 0.00035745, 0.00035748,
       0.0003575 , 0.00035752, 0.00035753, 0.00035755, 0.00035756,
       0.00035757, 0.00035758, 0.00035759]), 4330: array([0.00034755, 0.00034773, 0.00034789, 0.00034803, 0.00034816,
       0.00034828, 0.00034838, 0.00034848, 0.00034856, 0.00034864,
       0.00034871, 0.00034877, 0.00034882, 0.00034887, 0.00034892,
       0.00034896, 0.000349  , 0.00034903, 0.00034906, 0.00034908,
       0.00034911, 0.00034913, 0.00034915, 0.00034917, 0.00034918,
       0.0003492 , 0.00034921, 0.00034922]), 4335: array([0.00195746, 0.00200472, 0.00205199, 0.00209925, 0.00214651,
       0.00219378, 0.00224104, 0.00228831, 0.00233557, 0.00238284,
       0.0024301 , 0.00247736, 0.00252463, 0.00257189, 0.00261916,
       0.00266642, 0.00271369, 0.00276095, 0.00280821, 0.00285548,
       0.00290274, 0.00295001, 0.00299727, 0.00304454, 0.0030918 ,
       0.00313906, 0.00318633, 0.00323359]), 4340: array([0.00025703, 0.00033748, 0.00041792, 0.00049836, 0.0005788 ,
       0.00065924, 0.00073968, 0.00082012, 0.00090056, 0.000981  ,
       0.00106144, 0.00114188, 0.00122232, 0.00130276, 0.0013832 ,
       0.00146363, 0.00154407, 0.00162451, 0.00170494, 0.00178538,
       0.00186581, 0.00194625, 0.00202668, 0.00210712, 0.00218755,
       0.00226799, 0.00234842, 0.00242885]), 4345: array([0.00147095, 0.00116374, 0.0009859 , 0.00088294, 0.00082334,
       0.00078884, 0.00076886, 0.0007573 , 0.0007506 , 0.00074673,
       0.00074448, 0.00074318, 0.00074243, 0.000742  , 0.00074175,
       0.0007416 , 0.00074152, 0.00074147, 0.00074144, 0.00074142,
       0.00074141, 0.00074141, 0.0007414 , 0.0007414 , 0.0007414 ,
       0.0007414 , 0.0007414 , 0.0007414 ]), 4350: array([0.00049742, 0.00068441, 0.00077497, 0.00081882, 0.00084006,
       0.00085035, 0.00085533, 0.00085774, 0.00085891, 0.00085948,
       0.00085975, 0.00085988, 0.00085995, 0.00085998, 0.00085999,
       0.00086   , 0.00086   , 0.00086001, 0.00086001, 0.00086001,
       0.00086001, 0.00086001, 0.00086001, 0.00086001, 0.00086001,
       0.00086001, 0.00086001, 0.00086001]), 4355: array([0.00017798, 0.00034908, 0.00051421, 0.00067358, 0.00082739,
       0.00097584, 0.00111912, 0.00125739, 0.00139084, 0.00151964,
       0.00164395, 0.00176392, 0.00187971, 0.00199146, 0.00209932,
       0.00220341, 0.00230387, 0.00240083, 0.0024944 , 0.00258472,
       0.00267188, 0.00275601, 0.0028372 , 0.00291556, 0.00299118,
       0.00306417, 0.00313461, 0.0032026 ]), 4360: array([0.00036652, 0.00036652, 0.00036652, 0.00036652, 0.00036652,
       0.00036652, 0.00036652, 0.00036652, 0.00036652, 0.00036652,
       0.00036652, 0.00036652, 0.00036652, 0.00036652, 0.00036652,
       0.00036652, 0.00036652, 0.00036652, 0.00036652, 0.00036652,
       0.00036652, 0.00036652, 0.00036652, 0.00036652, 0.00036652,
       0.00036652, 0.00036652, 0.00036652]), 4365: array([0.00057753, 0.00058545, 0.00059336, 0.00060127, 0.00060919,
       0.0006171 , 0.00062502, 0.00063293, 0.00064085, 0.00064876,
       0.00065668, 0.00066459, 0.00067251, 0.00068042, 0.00068834,
       0.00069625, 0.00070416, 0.00071208, 0.00071999, 0.00072791,
       0.00073582, 0.00074374, 0.00075165, 0.00075957, 0.00076748,
       0.0007754 , 0.00078331, 0.00079123]), 4370: array([0.00879705, 0.00910747, 0.00941789, 0.0097283 , 0.01003872,
       0.01034914, 0.01065956, 0.01096997, 0.01128039, 0.01159081,
       0.01190122, 0.01221164, 0.01252206, 0.01283247, 0.01314289,
       0.01345331, 0.01376372, 0.01407414, 0.01438456, 0.01469497,
       0.01500539, 0.01531581, 0.01562622, 0.01593664, 0.01624706,
       0.01655747, 0.01686789, 0.01717831]), 4375: array([0.00100016, 0.00150483, 0.0019659 , 0.00238714, 0.00277199,
       0.00312359, 0.00344482, 0.00373831, 0.00400644, 0.0042514 ,
       0.00447521, 0.00467968, 0.00486649, 0.00503716, 0.00519309,
       0.00533555, 0.0054657 , 0.00558461, 0.00569325, 0.0057925 ,
       0.00588318, 0.00596602, 0.00604171, 0.00611086, 0.00617404,
       0.00623176, 0.00628449, 0.00633267]), 4380: array([0.00078121, 0.00101978, 0.00121033, 0.00136253, 0.0014841 ,
       0.00158119, 0.00165875, 0.00172069, 0.00177017, 0.00180968,
       0.00184125, 0.00186646, 0.00188659, 0.00190268, 0.00191552,
       0.00192578, 0.00193398, 0.00194052, 0.00194575, 0.00194993,
       0.00195326, 0.00195593, 0.00195805, 0.00195975, 0.00196111,
       0.00196219, 0.00196306, 0.00196375]), 4385: array([0.00021813, 0.00043508, 0.00065203, 0.00086898, 0.00108593,
       0.00130288, 0.00151983, 0.00173677, 0.00195372, 0.00217067,
       0.00238762, 0.00260457, 0.00282152, 0.00303847, 0.00325542,
       0.00347237, 0.00368932, 0.00390627, 0.00412322, 0.00434017,
       0.00455712, 0.00477407, 0.00499102, 0.00520797, 0.00542492,
       0.00564187, 0.00585882, 0.00607577]), 4390: array([0.00061564, 0.00081409, 0.00101253, 0.00121097, 0.00140942,
       0.00160786, 0.00180631, 0.00200475, 0.00220319, 0.00240164,
       0.00260008, 0.00279853, 0.00299697, 0.00319541, 0.00339386,
       0.0035923 , 0.00379074, 0.00398919, 0.00418763, 0.00438608,
       0.00458452, 0.00478296, 0.00498141, 0.00517985, 0.0053783 ,
       0.00557674, 0.00577518, 0.00597363]), 4395: array([0.00875881, 0.00911705, 0.0094753 , 0.00983354, 0.01019178,
       0.01055003, 0.01090827, 0.01126651, 0.01162476, 0.011983  ,
       0.01234125, 0.01269949, 0.01305773, 0.01341598, 0.01377422,
       0.01413246, 0.01449071, 0.01484895, 0.01520719, 0.01556544,
       0.01592368, 0.01628193, 0.01664017, 0.01699841, 0.01735666,
       0.0177149 , 0.01807314, 0.01843139]), 4400: array([0.01032223, 0.01052637, 0.010727  , 0.01092418, 0.01111795,
       0.0113084 , 0.01149556, 0.0116795 , 0.01186027, 0.01203793,
       0.01221253, 0.01238413, 0.01255276, 0.0127185 , 0.01288138,
       0.01304146, 0.01319878, 0.01335339, 0.01350534, 0.01365467,
       0.01380143, 0.01394566, 0.01408741, 0.01422672, 0.01436363,
       0.01449819, 0.01463042, 0.01476038]), 4405: array([0.05006978, 0.05055204, 0.05103431, 0.05151657, 0.05199884,
       0.0524811 , 0.05296336, 0.05344563, 0.05392789, 0.05441015,
       0.05489242, 0.05537468, 0.05585694, 0.05633921, 0.05682147,
       0.05730373, 0.057786  , 0.05826826, 0.05875052, 0.05923279,
       0.05971505, 0.06019731, 0.06067958, 0.06116184, 0.06164411,
       0.06212637, 0.06260863, 0.0630909 ]), 4410: array([0.04073329, 0.04035457, 0.0400022 , 0.03967433, 0.03936927,
       0.03908543, 0.03882133, 0.0385756 , 0.03834696, 0.03813422,
       0.03793628, 0.03775211, 0.03758075, 0.03742131, 0.03727295,
       0.03713492, 0.03700649, 0.03688699, 0.0367758 , 0.03667234,
       0.03657609, 0.03648652, 0.03640319, 0.03632565, 0.03625351,
       0.03618638, 0.03612392, 0.03606581]), 4415: array([0.00134405, 0.00206445, 0.00267093, 0.00318152, 0.00361137,
       0.00397325, 0.00427791, 0.00453439, 0.00475032, 0.0049321 ,
       0.00508514, 0.00521398, 0.00532245, 0.00541376, 0.00549064,
       0.00555536, 0.00560985, 0.00565572, 0.00569434, 0.00572685,
       0.00575422, 0.00577726, 0.00579666, 0.00581299, 0.00582674,
       0.00583832, 0.00584806, 0.00585626]), 4420: array([0.00233572, 0.00315571, 0.0039757 , 0.00479569, 0.00561567,
       0.00643566, 0.00725565, 0.00807564, 0.00889562, 0.00971561,
       0.0105356 , 0.01135559, 0.01217557, 0.01299556, 0.01381555,
       0.01463554, 0.01545552, 0.01627551, 0.0170955 , 0.01791548,
       0.01873547, 0.01955546, 0.02037545, 0.02119543, 0.02201542,
       0.02283541, 0.0236554 , 0.02447538]), 4425: array([0.00940014, 0.00967074, 0.00994135, 0.01021195, 0.01048256,
       0.01075316, 0.01102376, 0.01129437, 0.01156497, 0.01183558,
       0.01210618, 0.01237679, 0.01264739, 0.012918  , 0.0131886 ,
       0.01345921, 0.01372981, 0.01400041, 0.01427102, 0.01454162,
       0.01481223, 0.01508283, 0.01535344, 0.01562404, 0.01589465,
       0.01616525, 0.01643585, 0.01670646]), 4430: array([0.00765262, 0.00779377, 0.00793492, 0.00807607, 0.00821722,
       0.00835837, 0.00849952, 0.00864067, 0.00878182, 0.00892297,
       0.00906412, 0.00920527, 0.00934642, 0.00948757, 0.00962872,
       0.00976987, 0.00991102, 0.01005217, 0.01019332, 0.01033447,
       0.01047562, 0.01061677, 0.01075792, 0.01089907, 0.01104022,
       0.01118137, 0.01132252, 0.01146367]), 4435: array([0.0159514 , 0.01676878, 0.01758615, 0.01840352, 0.01922089,
       0.02003826, 0.02085564, 0.02167301, 0.02249038, 0.02330775,
       0.02412512, 0.0249425 , 0.02575987, 0.02657724, 0.02739461,
       0.02821198, 0.02902936, 0.02984673, 0.0306641 , 0.03148147,
       0.03229884, 0.03311622, 0.03393359, 0.03475096, 0.03556833,
       0.0363857 , 0.03720308, 0.03802045]), 4440: array([0.00612357, 0.00712923, 0.00756989, 0.00776298, 0.00784759,
       0.00788466, 0.00790091, 0.00790803, 0.00791114, 0.00791251,
       0.00791311, 0.00791337, 0.00791349, 0.00791354, 0.00791356,
       0.00791357, 0.00791357, 0.00791358, 0.00791358, 0.00791358,
       0.00791358, 0.00791358, 0.00791358, 0.00791358, 0.00791358,
       0.00791358, 0.00791358, 0.00791358]), 4445: array([0.0337409 , 0.03563138, 0.03752185, 0.03941232, 0.04130279,
       0.04319326, 0.04508373, 0.0469742 , 0.04886467, 0.05075514,
       0.05264562, 0.05453609, 0.05642656, 0.05831703, 0.0602075 ,
       0.06209797, 0.06398844, 0.06587891, 0.06776938, 0.06965985,
       0.07155033, 0.0734408 , 0.07533127, 0.07722174, 0.07911221,
       0.08100268, 0.08289315, 0.08478362]), 4450: array([0.18541898, 0.18703335, 0.18864772, 0.19026209, 0.19187646,
       0.19349082, 0.19510519, 0.19671956, 0.19833393, 0.1999483 ,
       0.20156267, 0.20317703, 0.2047914 , 0.20640577, 0.20802014,
       0.20963451, 0.21124888, 0.21286324, 0.21447761, 0.21609198,
       0.21770635, 0.21932072, 0.22093509, 0.22254945, 0.22416382,
       0.22577819, 0.22739256, 0.22900693]), 4455: array([0.00426291, 0.00566415, 0.00692525, 0.00806022, 0.00908166,
       0.01000095, 0.01082829, 0.01157288, 0.012243  , 0.01284609,
       0.01338887, 0.01387736, 0.01431699, 0.01471265, 0.01506873,
       0.0153892 , 0.01567762, 0.01593719, 0.0161708 , 0.01638105,
       0.01657026, 0.01674056, 0.01689382, 0.01703175, 0.01715588,
       0.0172676 , 0.01736815, 0.01745863]), 4460: array([0.04942027, 0.05202725, 0.05463424, 0.05724122, 0.05984821,
       0.06245519, 0.06506218, 0.06766916, 0.07027615, 0.07288313,
       0.07549011, 0.0780971 , 0.08070408, 0.08331107, 0.08591805,
       0.08852504, 0.09113202, 0.093739  , 0.09634599, 0.09895297,
       0.10155996, 0.10416694, 0.10677393, 0.10938091, 0.11198789,
       0.11459488, 0.11720186, 0.11980885]), 4465: array([0.05298157, 0.05504378, 0.05710598, 0.05916818, 0.06123039,
       0.06329259, 0.0653548 , 0.067417  , 0.0694792 , 0.07154141,
       0.07360361, 0.07566581, 0.07772802, 0.07979022, 0.08185242,
       0.08391463, 0.08597683, 0.08803903, 0.09010124, 0.09216344,
       0.09422564, 0.09628785, 0.09835005, 0.10041226, 0.10247446,
       0.10453666, 0.10659887, 0.10866107]), 4470: array([0.00365936, 0.00385575, 0.00405214, 0.00424853, 0.00444492,
       0.00464131, 0.0048377 , 0.00503409, 0.00523048, 0.00542687,
       0.00562326, 0.00581965, 0.00601604, 0.00621243, 0.00640882,
       0.00660521, 0.0068016 , 0.00699799, 0.00719438, 0.00739077,
       0.00758716, 0.00778355, 0.00797994, 0.00817632, 0.00837271,
       0.0085691 , 0.00876549, 0.00896188]), 4475: array([0.00050474, 0.00069315, 0.00088157, 0.00106998, 0.00125839,
       0.0014468 , 0.00163521, 0.00182362, 0.00201203, 0.00220044,
       0.00238886, 0.00257727, 0.00276568, 0.00295409, 0.0031425 ,
       0.00333091, 0.00351932, 0.00370774, 0.00389615, 0.00408456,
       0.00427297, 0.00446138, 0.00464979, 0.0048382 , 0.00502662,
       0.00521503, 0.00540344, 0.00559185]), 4480: array([0.04609719, 0.04684959, 0.04760199, 0.0483544 , 0.0491068 ,
       0.0498592 , 0.0506116 , 0.051364  , 0.0521164 , 0.0528688 ,
       0.0536212 , 0.0543736 , 0.05512601, 0.05587841, 0.05663081,
       0.05738321, 0.05813561, 0.05888801, 0.05964041, 0.06039281,
       0.06114521, 0.06189762, 0.06265002, 0.06340242, 0.06415482,
       0.06490722, 0.06565962, 0.06641202]), 4485: array([0.05933023, 0.06028173, 0.06123324, 0.06218475, 0.06313625,
       0.06408776, 0.06503926, 0.06599077, 0.06694227, 0.06789378,
       0.06884528, 0.06979679, 0.0707483 , 0.0716998 , 0.07265131,
       0.07360281, 0.07455432, 0.07550582, 0.07645733, 0.07740883,
       0.07836034, 0.07931184, 0.08026335, 0.08121485, 0.08216636,
       0.08311786, 0.08406936, 0.08502087]), 4490: array([0.00402794, 0.00441239, 0.00479684, 0.00518129, 0.00556573,
       0.00595018, 0.00633463, 0.00671908, 0.00710353, 0.00748798,
       0.00787243, 0.00825688, 0.00864133, 0.00902578, 0.00941022,
       0.00979467, 0.01017912, 0.01056357, 0.01094802, 0.01133247,
       0.01171692, 0.01210137, 0.01248581, 0.01287026, 0.01325471,
       0.01363916, 0.01402361, 0.01440806]), 4495: array([0.07153584, 0.07223771, 0.07293958, 0.07364144, 0.07434331,
       0.07504517, 0.07574704, 0.07644891, 0.07715077, 0.07785264,
       0.0785545 , 0.07925637, 0.07995823, 0.0806601 , 0.08136196,
       0.08206382, 0.08276569, 0.08346755, 0.08416941, 0.08487128,
       0.08557314, 0.086275  , 0.08697686, 0.08767872, 0.08838059,
       0.08908245, 0.08978431, 0.09048617]), 4500: array([0.07671019, 0.0779953 , 0.07928041, 0.08056553, 0.08185064,
       0.08313575, 0.08442086, 0.08570597, 0.08699109, 0.0882762 ,
       0.08956131, 0.09084642, 0.09213153, 0.09341665, 0.09470176,
       0.09598687, 0.09727198, 0.09855709, 0.09984221, 0.10112732,
       0.10241243, 0.10369754, 0.10498265, 0.10626777, 0.10755288,
       0.10883799, 0.1101231 , 0.11140821]), 4505: array([0.01012783, 0.01049343, 0.01085904, 0.01122464, 0.01159024,
       0.01195584, 0.01232145, 0.01268705, 0.01305265, 0.01341825,
       0.01378386, 0.01414946, 0.01451506, 0.01488066, 0.01524627,
       0.01561187, 0.01597747, 0.01634308, 0.01670868, 0.01707428,
       0.01743988, 0.01780549, 0.01817109, 0.01853669, 0.01890229,
       0.0192679 , 0.0196335 , 0.0199991 ]), 4510: array([0.00686716, 0.00721864, 0.0075659 , 0.00790899, 0.00824795,
       0.00858283, 0.00891369, 0.00924057, 0.00956352, 0.00988258,
       0.01019781, 0.01050925, 0.01081695, 0.01112095, 0.01142129,
       0.01171802, 0.01201118, 0.01230082, 0.01258697, 0.01286969,
       0.013149  , 0.01342496, 0.0136976 , 0.01396696, 0.01423309,
       0.01449601, 0.01475577, 0.01501241]), 4515: array([0.01562953, 0.01652937, 0.01742922, 0.01832906, 0.0192289 ,
       0.02012874, 0.02102858, 0.02192842, 0.02282827, 0.02372811,
       0.02462795, 0.02552779, 0.02642763, 0.02732747, 0.02822731,
       0.02912716, 0.030027  , 0.03092684, 0.03182668, 0.03272652,
       0.03362636, 0.03452621, 0.03542605, 0.03632589, 0.03722573,
       0.03812557, 0.03902541, 0.03992525]), 4520: array([0.03394562, 0.03647953, 0.03901345, 0.04154736, 0.04408128,
       0.04661519, 0.04914911, 0.05168303, 0.05421694, 0.05675086,
       0.05928477, 0.06181869, 0.0643526 , 0.06688652, 0.06942043,
       0.07195435, 0.07448827, 0.07702218, 0.0795561 , 0.08209001,
       0.08462393, 0.08715784, 0.08969176, 0.09222567, 0.09475959,
       0.0972935 , 0.09982742, 0.10236134]), 4525: array([0.1557615 , 0.16090709, 0.16605267, 0.17119826, 0.17634385,
       0.18148944, 0.18663503, 0.19178062, 0.19692621, 0.2020718 ,
       0.20721739, 0.21236298, 0.21750857, 0.22265416, 0.22779975,
       0.23294534, 0.23809093, 0.24323651, 0.2483821 , 0.25352769,
       0.25867328, 0.26381887, 0.26896446, 0.27411005, 0.27925564,
       0.28440123, 0.28954682, 0.29469241]), 4530: array([0.15097455, 0.15230221, 0.15354291, 0.15470235, 0.15578586,
       0.1567984 , 0.15774462, 0.15862888, 0.15945522, 0.16022743,
       0.16094908, 0.16162346, 0.16225367, 0.1628426 , 0.16339296,
       0.16390728, 0.16438791, 0.16483707, 0.1652568 , 0.16564905,
       0.1660156 , 0.16635815, 0.16667827, 0.16697741, 0.16725697,
       0.16751821, 0.16776235, 0.1679905 ]), 4535: array([0.04738069, 0.04782765, 0.048253  , 0.04865779, 0.04904302,
       0.04940963, 0.04975852, 0.05009055, 0.05040653, 0.05070724,
       0.05099341, 0.05126575, 0.05152493, 0.05177159, 0.05200632,
       0.05222971, 0.0524423 , 0.05264461, 0.05283715, 0.05302038,
       0.05319475, 0.0533607 , 0.05351863, 0.05366892, 0.05381195,
       0.05394807, 0.05407761, 0.05420088]), 4540: array([0.03054909, 0.0312732 , 0.03199732, 0.03272143, 0.03344555,
       0.03416966, 0.03489377, 0.03561789, 0.036342  , 0.03706611,
       0.03779023, 0.03851434, 0.03923845, 0.03996257, 0.04068668,
       0.04141079, 0.04213491, 0.04285902, 0.04358313, 0.04430724,
       0.04503136, 0.04575547, 0.04647958, 0.04720369, 0.0479278 ,
       0.04865192, 0.04937603, 0.05010014]), 4545: array([0.01407186, 0.01426455, 0.01445725, 0.01464994, 0.01484263,
       0.01503533, 0.01522802, 0.01542072, 0.01561341, 0.0158061 ,
       0.0159988 , 0.01619149, 0.01638418, 0.01657688, 0.01676957,
       0.01696227, 0.01715496, 0.01734765, 0.01754035, 0.01773304,
       0.01792573, 0.01811843, 0.01831112, 0.01850382, 0.01869651,
       0.0188892 , 0.0190819 , 0.01927459]), 4550: array([0.00323157, 0.0034367 , 0.00364183, 0.00384696, 0.00405209,
       0.00425722, 0.00446235, 0.00466748, 0.00487261, 0.00507774,
       0.00528287, 0.005488  , 0.00569313, 0.00589826, 0.00610339,
       0.00630852, 0.00651365, 0.00671879, 0.00692392, 0.00712905,
       0.00733418, 0.00753931, 0.00774444, 0.00794957, 0.0081547 ,
       0.00835983, 0.00856496, 0.00877009]), 4555: array([0.00752854, 0.00765319, 0.00777784, 0.00790248, 0.00802713,
       0.00815178, 0.00827643, 0.00840108, 0.00852573, 0.00865038,
       0.00877503, 0.00889968, 0.00902433, 0.00914898, 0.00927363,
       0.00939828, 0.00952293, 0.00964758, 0.00977222, 0.00989687,
       0.01002152, 0.01014617, 0.01027082, 0.01039547, 0.01052012,
       0.01064477, 0.01076942, 0.01089407]), 4560: array([0.01383073, 0.01406591, 0.0143011 , 0.01453628, 0.01477147,
       0.01500665, 0.01524184, 0.01547702, 0.01571221, 0.01594739,
       0.01618258, 0.01641776, 0.01665295, 0.01688813, 0.01712331,
       0.0173585 , 0.01759368, 0.01782887, 0.01806405, 0.01829924,
       0.01853442, 0.01876961, 0.01900479, 0.01923998, 0.01947516,
       0.01971035, 0.01994553, 0.02018072]), 4565: array([0.24903356, 0.25363356, 0.25823356, 0.26283356, 0.26743355,
       0.27203355, 0.27663355, 0.28123354, 0.28583354, 0.29043354,
       0.29503353, 0.29963353, 0.30423353, 0.30883353, 0.31343352,
       0.31803352, 0.32263352, 0.32723351, 0.33183351, 0.33643351,
       0.3410335 , 0.3456335 , 0.3502335 , 0.3548335 , 0.35943349,
       0.36403349, 0.36863349, 0.37323348]), 4570: array([0.29074645, 0.29826453, 0.30578262, 0.3133007 , 0.32081878,
       0.32833687, 0.33585495, 0.34337304, 0.35089112, 0.3584092 ,
       0.36592729, 0.37344537, 0.38096345, 0.38848154, 0.39599962,
       0.4035177 , 0.41103579, 0.41855387, 0.42607196, 0.43359004,
       0.44110812, 0.44862621, 0.45614429, 0.46366237, 0.47118046,
       0.47869854, 0.48621663, 0.49373471]), 4575: array([0.07111785, 0.07303972, 0.07496158, 0.07688345, 0.07880532,
       0.08072718, 0.08264905, 0.08457092, 0.08649278, 0.08841465,
       0.09033652, 0.09225838, 0.09418025, 0.09610212, 0.09802398,
       0.09994585, 0.10186772, 0.10378958, 0.10571145, 0.10763332,
       0.10955518, 0.11147705, 0.11339892, 0.11532078, 0.11724265,
       0.11916452, 0.12108638, 0.12300825]), 4580: array([0.10455692, 0.10645296, 0.108349  , 0.11024504, 0.11214108,
       0.11403711, 0.11593315, 0.11782919, 0.11972523, 0.12162127,
       0.12351731, 0.12541335, 0.12730939, 0.12920543, 0.13110147,
       0.13299751, 0.13489355, 0.13678958, 0.13868562, 0.14058166,
       0.1424777 , 0.14437374, 0.14626978, 0.14816582, 0.15006186,
       0.1519579 , 0.15385394, 0.15574998]), 4585: array([0.00036293, 0.00046591, 0.00056889, 0.00067187, 0.00077485,
       0.00087784, 0.00098082, 0.0010838 , 0.00118678, 0.00128976,
       0.00139274, 0.00149571, 0.00159869, 0.00170167, 0.00180465,
       0.00190763, 0.00201061, 0.00211358, 0.00221656, 0.00231954,
       0.00242251, 0.00252549, 0.00262847, 0.00273144, 0.00283442,
       0.00293739, 0.00304037, 0.00314334]), 4590: array([0.00759378, 0.00838559, 0.00917741, 0.00996923, 0.01076104,
       0.01155286, 0.01234467, 0.01313649, 0.0139283 , 0.01472012,
       0.01551193, 0.01630375, 0.01709556, 0.01788738, 0.0186792 ,
       0.01947101, 0.02026283, 0.02105464, 0.02184646, 0.02263827,
       0.02343009, 0.0242219 , 0.02501372, 0.02580554, 0.02659735,
       0.02738917, 0.02818098, 0.0289728 ]), 4595: array([0.01500524, 0.01568886, 0.01637247, 0.01705609, 0.01773971,
       0.01842333, 0.01910694, 0.01979056, 0.02047417, 0.02115779,
       0.02184141, 0.02252502, 0.02320863, 0.02389225, 0.02457586,
       0.02525948, 0.02594309, 0.0266267 , 0.02731031, 0.02799393,
       0.02867754, 0.02936115, 0.03004476, 0.03072837, 0.03141198,
       0.03209559, 0.0327792 , 0.03346281]), 4600: array([0.17645704, 0.18081112, 0.1851652 , 0.18951928, 0.19387336,
       0.19822744, 0.20258152, 0.20693561, 0.21128969, 0.21564377,
       0.21999785, 0.22435193, 0.22870601, 0.2330601 , 0.23741418,
       0.24176826, 0.24612234, 0.25047642, 0.2548305 , 0.25918458,
       0.26353867, 0.26789275, 0.27224683, 0.27660091, 0.28095499,
       0.28530907, 0.28966316, 0.29401724]), 4605: array([0.14541485, 0.15976499, 0.17411514, 0.18846529, 0.20281543,
       0.21716558, 0.23151573, 0.24586587, 0.26021602, 0.27456617,
       0.28891631, 0.30326646, 0.3176166 , 0.33196675, 0.3463169 ,
       0.36066704, 0.37501719, 0.38936734, 0.40371748, 0.41806763,
       0.43241778, 0.44676792, 0.46111807, 0.47546822, 0.48981836,
       0.50416851, 0.51851865, 0.5328688 ]), 4610: array([1.29949996e-05, 1.49884146e-05, 1.69818297e-05, 1.89752448e-05,
       2.09686598e-05, 2.29620749e-05, 2.49554900e-05, 2.69489050e-05,
       2.89423201e-05, 3.09357352e-05, 3.29291502e-05, 3.49225653e-05,
       3.69159803e-05, 3.89093954e-05, 4.09028105e-05, 4.28962255e-05,
       4.48896406e-05, 4.68830557e-05, 4.88764707e-05, 5.08698858e-05,
       5.28633009e-05, 5.48567159e-05, 5.68501310e-05, 5.88435461e-05,
       6.08369611e-05, 6.28303762e-05, 6.48237913e-05, 6.68172063e-05]), 4615: array([0.0001585 , 0.00022587, 0.0002751 , 0.00031106, 0.00033733,
       0.00035653, 0.00037055, 0.00038079, 0.00038828, 0.00039375,
       0.00039774, 0.00040066, 0.00040279, 0.00040435, 0.00040549,
       0.00040632, 0.00040693, 0.00040737, 0.0004077 , 0.00040793,
       0.00040811, 0.00040823, 0.00040833, 0.00040839, 0.00040844,
       0.00040848, 0.0004085 , 0.00040852]), 4620: array([0.0070391 , 0.00717373, 0.00730835, 0.00744298, 0.00757761,
       0.00771224, 0.00784686, 0.00798149, 0.00811612, 0.00825075,
       0.00838537, 0.00852   , 0.00865463, 0.00878926, 0.00892388,
       0.00905851, 0.00919314, 0.00932776, 0.00946239, 0.00959702,
       0.00973165, 0.00986627, 0.0100009 , 0.01013553, 0.01027016,
       0.01040478, 0.01053941, 0.01067404]), 4625: array([0.00293323, 0.0030796 , 0.00322597, 0.00337234, 0.00351871,
       0.00366508, 0.00381144, 0.00395781, 0.00410418, 0.00425055,
       0.00439692, 0.00454329, 0.00468965, 0.00483602, 0.00498239,
       0.00512876, 0.00527513, 0.0054215 , 0.00556786, 0.00571423,
       0.0058606 , 0.00600697, 0.00615334, 0.00629971, 0.00644607,
       0.00659244, 0.00673881, 0.00688518]), 4630: array([0.01768995, 0.01814276, 0.01859558, 0.01904839, 0.01950121,
       0.01995403, 0.02040684, 0.02085966, 0.02131247, 0.02176529,
       0.0222181 , 0.02267092, 0.02312374, 0.02357655, 0.02402937,
       0.02448218, 0.024935  , 0.02538781, 0.02584063, 0.02629344,
       0.02674626, 0.02719908, 0.02765189, 0.02810471, 0.02855752,
       0.02901034, 0.02946315, 0.02991597]), 4635: array([0.04477818, 0.04547954, 0.04618089, 0.04688225, 0.0475836 ,
       0.04828496, 0.04898631, 0.04968767, 0.05038902, 0.05109038,
       0.05179174, 0.05249309, 0.05319445, 0.0538958 , 0.05459716,
       0.05529852, 0.05599987, 0.05670123, 0.05740258, 0.05810394,
       0.05880529, 0.05950665, 0.06020801, 0.06090936, 0.06161072,
       0.06231207, 0.06301343, 0.06371478]), 4640: array([0.00124635, 0.00139388, 0.00154141, 0.00168895, 0.00183648,
       0.00198402, 0.00213155, 0.00227909, 0.00242662, 0.00257415,
       0.00272169, 0.00286922, 0.00301676, 0.00316429, 0.00331183,
       0.00345936, 0.00360689, 0.00375443, 0.00390196, 0.0040495 ,
       0.00419703, 0.00434457, 0.0044921 , 0.00463964, 0.00478717,
       0.0049347 , 0.00508224, 0.00522977]), 4645: array([0.01375893, 0.01408068, 0.01440243, 0.01472418, 0.01504593,
       0.01536768, 0.01568944, 0.01601119, 0.01633294, 0.01665469,
       0.01697644, 0.01729819, 0.01761995, 0.0179417 , 0.01826345,
       0.0185852 , 0.01890695, 0.0192287 , 0.01955046, 0.01987221,
       0.02019396, 0.02051571, 0.02083746, 0.02115921, 0.02148097,
       0.02180272, 0.02212447, 0.02244622]), 4650: array([0.22122696, 0.22158372, 0.22194048, 0.22229724, 0.222654  ,
       0.22301077, 0.22336753, 0.22372429, 0.22408105, 0.22443781,
       0.22479458, 0.22515134, 0.2255081 , 0.22586486, 0.22622162,
       0.22657839, 0.22693515, 0.22729191, 0.22764867, 0.22800543,
       0.2283622 , 0.22871896, 0.22907572, 0.22943248, 0.22978924,
       0.23014601, 0.23050277, 0.23085953]), 4655: array([0.04387842, 0.04523742, 0.04659641, 0.0479554 , 0.04931439,
       0.05067339, 0.05203238, 0.05339137, 0.05475037, 0.05610936,
       0.05746835, 0.05882735, 0.06018634, 0.06154533, 0.06290433,
       0.06426332, 0.06562231, 0.0669813 , 0.0683403 , 0.06969929,
       0.07105828, 0.07241728, 0.07377627, 0.07513526, 0.07649426,
       0.07785325, 0.07921224, 0.08057124]), 4660: array([0.15948562, 0.17266911, 0.18585261, 0.1990361 , 0.21221959,
       0.22540309, 0.23858658, 0.25177008, 0.26495357, 0.27813706,
       0.29132056, 0.30450405, 0.31768755, 0.33087104, 0.34405453,
       0.35723803, 0.37042152, 0.38360502, 0.39678851, 0.409972  ,
       0.4231555 , 0.43633899, 0.44952249, 0.46270598, 0.47588948,
       0.48907297, 0.50225646, 0.51543996]), 4665: array([0.17212867, 0.17320813, 0.17413302, 0.17492547, 0.17560445,
       0.17618619, 0.17668464, 0.17711171, 0.17747762, 0.17779113,
       0.17805976, 0.17828991, 0.17848711, 0.17865607, 0.17880084,
       0.17892487, 0.17903115, 0.17912221, 0.17920022, 0.17926707,
       0.17932434, 0.17937342, 0.17941546, 0.17945149, 0.17948235,
       0.1795088 , 0.17953146, 0.17955087]), 4670: array([0.10717062, 0.11008231, 0.112994  , 0.11590569, 0.11881738,
       0.12172908, 0.12464077, 0.12755246, 0.13046415, 0.13337584,
       0.13628753, 0.13919923, 0.14211092, 0.14502261, 0.1479343 ,
       0.15084599, 0.15375768, 0.15666938, 0.15958107, 0.16249276,
       0.16540445, 0.16831614, 0.17122783, 0.17413953, 0.17705122,
       0.17996291, 0.1828746 , 0.18578629]), 4675: array([0.00274719, 0.0053319 , 0.00782569, 0.01023177, 0.01255323,
       0.01479302, 0.01695404, 0.01903905, 0.02105072, 0.02299163,
       0.02486428, 0.02667106, 0.02841429, 0.0300962 , 0.03171895,
       0.03328463, 0.03479524, 0.03625271, 0.03765892, 0.03901567,
       0.0403247 , 0.04158768, 0.04280624, 0.04398194, 0.04511629,
       0.04621074, 0.04726669, 0.0482855 ]), 4680: array([0.07490087, 0.07751891, 0.08013695, 0.08275499, 0.08537303,
       0.08799108, 0.09060912, 0.09322716, 0.0958452 , 0.09846324,
       0.10108128, 0.10369932, 0.10631736, 0.1089354 , 0.11155344,
       0.11417148, 0.11678952, 0.11940756, 0.1220256 , 0.12464364,
       0.12726168, 0.12987972, 0.13249776, 0.13511579, 0.13773383,
       0.14035187, 0.14296991, 0.14558795]), 4685: array([0.3570964 , 0.36542441, 0.37375242, 0.38208043, 0.39040843,
       0.39873644, 0.40706445, 0.41539245, 0.42372046, 0.43204847,
       0.44037647, 0.44870448, 0.45703249, 0.46536049, 0.4736885 ,
       0.48201651, 0.49034452, 0.49867252, 0.50700053, 0.51532854,
       0.52365654, 0.53198455, 0.54031256, 0.54864056, 0.55696857,
       0.56529658, 0.57362458, 0.58195259]), 4690: array([0.23917861, 0.22445601, 0.21188741, 0.20115768, 0.19199777,
       0.184178  , 0.17750232, 0.17180333, 0.16693814, 0.16278475,
       0.15923903, 0.15621207, 0.15362797, 0.15142194, 0.14953867,
       0.14793093, 0.14655841, 0.1453867 , 0.14438642, 0.14353248,
       0.14280348, 0.14218114, 0.14164985, 0.14119629, 0.14080909,
       0.14047854, 0.14019635, 0.13995545]), 4695: array([0.30343558, 0.30558618, 0.30773678, 0.30988738, 0.31203798,
       0.31418858, 0.31633918, 0.31848977, 0.32064037, 0.32279097,
       0.32494157, 0.32709217, 0.32924277, 0.33139337, 0.33354397,
       0.33569457, 0.33784517, 0.33999577, 0.34214637, 0.34429697,
       0.34644757, 0.34859817, 0.35074877, 0.35289937, 0.35504997,
       0.35720057, 0.35935117, 0.36150177]), 4700: array([0.83585598, 0.83772004, 0.83958411, 0.84144817, 0.84331224,
       0.8451763 , 0.84704037, 0.84890443, 0.8507685 , 0.85263256,
       0.85449663, 0.85636069, 0.85822476, 0.86008882, 0.86195288,
       0.86381695, 0.86568101, 0.86754508, 0.86940914, 0.87127321,
       0.87313727, 0.87500134, 0.8768654 , 0.87872947, 0.88059353,
       0.8824576 , 0.88432166, 0.88618573]), 4705: array([0.19128964, 0.19448545, 0.19768127, 0.20087709, 0.2040729 ,
       0.20726872, 0.21046454, 0.21366036, 0.21685617, 0.22005199,
       0.22324781, 0.22644363, 0.22963944, 0.23283526, 0.23603108,
       0.2392269 , 0.24242271, 0.24561853, 0.24881435, 0.25201017,
       0.25520598, 0.2584018 , 0.26159762, 0.26479344, 0.26798925,
       0.27118507, 0.27438089, 0.27757671]), 4710: array([0.1256324 , 0.12914159, 0.13265077, 0.13615995, 0.13966913,
       0.14317831, 0.14668749, 0.15019668, 0.15370586, 0.15721504,
       0.16072422, 0.1642334 , 0.16774258, 0.17125177, 0.17476095,
       0.17827013, 0.18177931, 0.18528849, 0.18879767, 0.19230686,
       0.19581604, 0.19932522, 0.2028344 , 0.20634358, 0.20985277,
       0.21336195, 0.21687113, 0.22038031]), 4715: array([0.1813698 , 0.18669596, 0.19202212, 0.19734828, 0.20267444,
       0.20800059, 0.21332675, 0.21865291, 0.22397907, 0.22930523,
       0.23463139, 0.23995755, 0.24528371, 0.25060986, 0.25593602,
       0.26126218, 0.26658834, 0.2719145 , 0.27724066, 0.28256682,
       0.28789297, 0.29321913, 0.29854529, 0.30387145, 0.30919761,
       0.31452377, 0.31984993, 0.32517608]), 4720: array([0.00406972, 0.00471168, 0.00527223, 0.00576171, 0.00618912,
       0.00656233, 0.00688822, 0.00717279, 0.00742127, 0.00763825,
       0.00782771, 0.00799315, 0.00813761, 0.00826375, 0.00837389,
       0.00847007, 0.00855406, 0.00862739, 0.00869143, 0.00874735,
       0.00879617, 0.00883881, 0.00887604, 0.00890854, 0.00893693,
       0.00896172, 0.00898336, 0.00900226]), 4725: array([1.24198206e-06, 1.21068079e-06, 1.18017101e-06, 1.15043270e-06,
       1.12144635e-06, 1.09319295e-06, 1.06565397e-06, 1.03881134e-06,
       1.01264746e-06, 9.87145156e-07, 9.62287706e-07, 9.38058802e-07,
       9.14442552e-07, 8.91423463e-07, 8.68986437e-07, 8.47116754e-07,
       8.25800069e-07, 8.05022399e-07, 7.84770114e-07, 7.65029930e-07,
       7.45788897e-07, 7.27034394e-07, 7.08754118e-07, 6.90936078e-07,
       6.73568586e-07, 6.56640249e-07, 6.40139964e-07, 6.24056905e-07]), 4730: array([0.0050833 , 0.00642544, 0.00686194, 0.0070039 , 0.00705007,
       0.00706508, 0.00706996, 0.00707155, 0.00707207, 0.00707224,
       0.00707229, 0.00707231, 0.00707231, 0.00707232, 0.00707232,
       0.00707232, 0.00707232, 0.00707232, 0.00707232, 0.00707232,
       0.00707232, 0.00707232, 0.00707232, 0.00707232, 0.00707232,
       0.00707232, 0.00707232, 0.00707232]), 4735: array([0.00284057, 0.00410135, 0.00487377, 0.00534699, 0.00563691,
       0.00581454, 0.00592335, 0.00599002, 0.00603087, 0.00605589,
       0.00607122, 0.00608061, 0.00608637, 0.00608989, 0.00609205,
       0.00609338, 0.00609419, 0.00609468, 0.00609499, 0.00609517,
       0.00609529, 0.00609536, 0.0060954 , 0.00609543, 0.00609544,
       0.00609545, 0.00609546, 0.00609546]), 4740: array([0.00759916, 0.00772772, 0.00785628, 0.00798483, 0.00811339,
       0.00824194, 0.0083705 , 0.00849905, 0.00862761, 0.00875616,
       0.00888472, 0.00901327, 0.00914183, 0.00927038, 0.00939894,
       0.00952749, 0.00965605, 0.0097846 , 0.00991316, 0.01004172,
       0.01017027, 0.01029883, 0.01042738, 0.01055594, 0.01068449,
       0.01081305, 0.0109416 , 0.01107016]), 4745: array([0.00588132, 0.00590141, 0.00591145, 0.00591646, 0.00591897,
       0.00592022, 0.00592085, 0.00592116, 0.00592132, 0.0059214 ,
       0.00592143, 0.00592145, 0.00592146, 0.00592147, 0.00592147,
       0.00592147, 0.00592147, 0.00592147, 0.00592147, 0.00592147,
       0.00592147, 0.00592147, 0.00592147, 0.00592147, 0.00592147,
       0.00592147, 0.00592147, 0.00592147]), 4750: array([8.79391705e-06, 1.75794919e-05, 2.63650669e-05, 3.51506421e-05,
       4.39362174e-05, 5.27217928e-05, 6.15073684e-05, 7.02929442e-05,
       7.90785201e-05, 8.78640962e-05, 9.66496724e-05, 1.05435249e-04,
       1.14220825e-04, 1.23006402e-04, 1.31791979e-04, 1.40577556e-04,
       1.49363133e-04, 1.58148710e-04, 1.66934287e-04, 1.75719865e-04,
       1.84505443e-04, 1.93291020e-04, 2.02076598e-04, 2.10862176e-04,
       2.19647755e-04, 2.28433333e-04, 2.37218912e-04, 2.46004491e-04]), 4755: array([0.00076468, 0.00076464, 0.00076461, 0.00076459, 0.00076458,
       0.00076458, 0.00076457, 0.00076457, 0.00076456, 0.00076456,
       0.00076456, 0.00076456, 0.00076456, 0.00076456, 0.00076456,
       0.00076456, 0.00076456, 0.00076456, 0.00076456, 0.00076456,
       0.00076456, 0.00076456, 0.00076456, 0.00076456, 0.00076456,
       0.00076456, 0.00076456, 0.00076456]), 4760: array([0.0025995 , 0.00266808, 0.00273666, 0.00280524, 0.00287381,
       0.00294239, 0.00301097, 0.00307955, 0.00314813, 0.00321671,
       0.00328529, 0.00335387, 0.00342245, 0.00349103, 0.00355961,
       0.00362819, 0.00369677, 0.00376534, 0.00383392, 0.0039025 ,
       0.00397108, 0.00403966, 0.00410824, 0.00417682, 0.0042454 ,
       0.00431398, 0.00438256, 0.00445114]), 4765: array([0.00889078, 0.00916948, 0.00944819, 0.00972689, 0.01000559,
       0.0102843 , 0.010563  , 0.0108417 , 0.01112041, 0.01139911,
       0.01167781, 0.01195651, 0.01223522, 0.01251392, 0.01279262,
       0.01307133, 0.01335003, 0.01362873, 0.01390744, 0.01418614,
       0.01446484, 0.01474355, 0.01502225, 0.01530095, 0.01557966,
       0.01585836, 0.01613706, 0.01641577]), 4770: array([0.02783572, 0.02876095, 0.02968268, 0.0306009 , 0.03151564,
       0.03242691, 0.03333472, 0.03423909, 0.03514002, 0.03603754,
       0.03693165, 0.03782236, 0.0387097 , 0.03959367, 0.04047429,
       0.04135156, 0.0422255 , 0.04309613, 0.04396346, 0.04482749,
       0.04568824, 0.04654573, 0.04739997, 0.04825096, 0.04909872,
       0.04994327, 0.05078461, 0.05162276]), 4775: array([0.00843747, 0.00850506, 0.00853885, 0.00855574, 0.00856419,
       0.00856842, 0.00857053, 0.00857158, 0.00857211, 0.00857238,
       0.00857251, 0.00857257, 0.00857261, 0.00857262, 0.00857263,
       0.00857264, 0.00857264, 0.00857264, 0.00857264, 0.00857264,
       0.00857264, 0.00857264, 0.00857264, 0.00857264, 0.00857264,
       0.00857264, 0.00857264, 0.00857264]), 4780: array([0.38395895, 0.38726792, 0.39057689, 0.39388586, 0.39719483,
       0.4005038 , 0.40381277, 0.40712174, 0.41043071, 0.41373968,
       0.41704865, 0.42035762, 0.42366659, 0.42697556, 0.43028453,
       0.4335935 , 0.43690247, 0.44021144, 0.44352041, 0.44682938,
       0.45013835, 0.45344732, 0.45675629, 0.46006526, 0.46337423,
       0.4666832 , 0.46999217, 0.47330114]), 4785: array([0.70144838, 0.70355514, 0.7056619 , 0.70776867, 0.70987543,
       0.71198219, 0.71408895, 0.71619571, 0.71830248, 0.72040924,
       0.722516  , 0.72462276, 0.72672952, 0.72883629, 0.73094305,
       0.73304981, 0.73515657, 0.73726333, 0.73937009, 0.74147686,
       0.74358362, 0.74569038, 0.74779714, 0.7499039 , 0.75201067,
       0.75411743, 0.75622419, 0.75833095]), 4790: array([0.16321218, 0.16616942, 0.16892993, 0.1715068 , 0.17391224,
       0.17615766, 0.17825371, 0.18021031, 0.18203676, 0.1837417 ,
       0.18533322, 0.18681887, 0.18820568, 0.18950024, 0.19070868,
       0.19183672, 0.19288973, 0.19387268, 0.19479024, 0.19564677,
       0.19644631, 0.19719266, 0.19788936, 0.19853972, 0.19914681,
       0.19971351, 0.20024252, 0.20073633]), 4795: array([0.01529536, 0.02075064, 0.02620592, 0.0316612 , 0.03711648,
       0.04257176, 0.04802704, 0.05348232, 0.0589376 , 0.06439288,
       0.06984816, 0.07530344, 0.08075872, 0.086214  , 0.09166928,
       0.09712456, 0.10257984, 0.10803512, 0.1134904 , 0.11894568,
       0.12440096, 0.12985624, 0.13531152, 0.1407668 , 0.14622208,
       0.15167736, 0.15713264, 0.16258792]), 4800: array([0.02133054, 0.02186814, 0.02228177, 0.0226    , 0.02284485,
       0.02303323, 0.02317817, 0.02328968, 0.02337548, 0.02344149,
       0.02349228, 0.02353135, 0.02356141, 0.02358454, 0.02360234,
       0.02361603, 0.02362657, 0.02363467, 0.02364091, 0.02364571,
       0.0236494 , 0.02365224, 0.02365442, 0.0236561 , 0.0236574 ,
       0.02365839, 0.02365916, 0.02365975]), 4805: array([1.02144694e-07, 1.80898138e-07, 2.59651582e-07, 3.38405025e-07,
       4.17158469e-07, 4.95911913e-07, 5.74665356e-07, 6.53418800e-07,
       7.32172243e-07, 8.10925687e-07, 8.89679131e-07, 9.68432574e-07,
       1.04718602e-06, 1.12593946e-06, 1.20469291e-06, 1.28344635e-06,
       1.36219979e-06, 1.44095324e-06, 1.51970668e-06, 1.59846012e-06,
       1.67721357e-06, 1.75596701e-06, 1.83472045e-06, 1.91347390e-06,
       1.99222734e-06, 2.07098079e-06, 2.14973423e-06, 2.22848767e-06]), 4810: array([0.0001364 , 0.00026927, 0.00039923, 0.00052637, 0.00065073,
       0.00077238, 0.00089137, 0.00100777, 0.00112163, 0.00123301,
       0.00134196, 0.00144853, 0.00155278, 0.00165475, 0.0017545 ,
       0.00185208, 0.00194752, 0.00204088, 0.00213221, 0.00222155,
       0.00230893, 0.00239442, 0.00247803, 0.00255982, 0.00263983,
       0.0027181 , 0.00279465, 0.00286954]), 4815: array([3.52047218e-05, 3.53882883e-05, 3.55718548e-05, 3.57554214e-05,
       3.59389879e-05, 3.61225544e-05, 3.63061209e-05, 3.64896875e-05,
       3.66732540e-05, 3.68568205e-05, 3.70403871e-05, 3.72239536e-05,
       3.74075201e-05, 3.75910867e-05, 3.77746532e-05, 3.79582197e-05,
       3.81417862e-05, 3.83253528e-05, 3.85089193e-05, 3.86924858e-05,
       3.88760524e-05, 3.90596189e-05, 3.92431854e-05, 3.94267519e-05,
       3.96103185e-05, 3.97938850e-05, 3.99774515e-05, 4.01610181e-05]), 4820: array([0.02507866, 0.02001499, 0.01714575, 0.01551994, 0.0145987 ,
       0.0140767 , 0.01378092, 0.01361331, 0.01351835, 0.01346453,
       0.01343404, 0.01341676, 0.01340697, 0.01340143, 0.01339828,
       0.0133965 , 0.01339549, 0.01339492, 0.0133946 , 0.01339441,
       0.01339431, 0.01339425, 0.01339422, 0.0133942 , 0.01339419,
       0.01339418, 0.01339418, 0.01339418]), 4825: array([0.00776051, 0.01407211, 0.01924863, 0.02349421, 0.02697626,
       0.0298321 , 0.03217434, 0.03409536, 0.03567089, 0.03696309,
       0.03802289, 0.0388921 , 0.03960499, 0.04018968, 0.04066921,
       0.04106251, 0.04138507, 0.04164963, 0.0418666 , 0.04204456,
       0.04219051, 0.04231022, 0.04240839, 0.04248891, 0.04255495,
       0.04260912, 0.04265354, 0.04268997]), 4830: array([0.04423232, 0.0446141 , 0.04498035, 0.04533171, 0.04566878,
       0.04599215, 0.04630236, 0.04659996, 0.04688545, 0.04715934,
       0.04742209, 0.04767416, 0.04791597, 0.04814795, 0.0483705 ,
       0.048584  , 0.04878881, 0.0489853 , 0.0491738 , 0.04935463,
       0.04952811, 0.04969453, 0.04985419, 0.05000735, 0.05015429,
       0.05029525, 0.05043047, 0.0505602 ]), 4835: array([1.10789388e-05, 1.23215274e-05, 1.34211648e-05, 1.43942967e-05,
       1.52554765e-05, 1.60175835e-05, 1.66920155e-05, 1.72888588e-05,
       1.78170394e-05, 1.82844566e-05, 1.86981006e-05, 1.90641579e-05,
       1.93881027e-05, 1.96747800e-05, 1.99284771e-05, 2.01529881e-05,
       2.03516706e-05, 2.05274961e-05, 2.06830942e-05, 2.08207917e-05,
       2.09426481e-05, 2.10504858e-05, 2.11459175e-05, 2.12303705e-05,
       2.13051077e-05, 2.13712470e-05, 2.14297774e-05, 2.14815742e-05]), 4840: array([0.11469489, 0.07498624, 0.057229  , 0.04928818, 0.04573713,
       0.04414915, 0.04343902, 0.04312146, 0.04297945, 0.04291595,
       0.04288755, 0.04287485, 0.04286917, 0.04286663, 0.0428655 ,
       0.04286499, 0.04286476, 0.04286466, 0.04286461, 0.04286459,
       0.04286459, 0.04286458, 0.04286458, 0.04286458, 0.04286458,
       0.04286458, 0.04286458, 0.04286458]), 4845: array([0.17615395, 0.1107343 , 0.083181  , 0.07157617, 0.06668848,
       0.06462989, 0.06376286, 0.06339768, 0.06324388, 0.0631791 ,
       0.06315182, 0.06314033, 0.06313549, 0.06313345, 0.06313259,
       0.06313223, 0.06313208, 0.06313201, 0.06313198, 0.06313197,
       0.06313197, 0.06313197, 0.06313197, 0.06313197, 0.06313197,
       0.06313197, 0.06313197, 0.06313197]), 4850: array([0.14708809, 0.11996787, 0.10580132, 0.09840126, 0.09453576,
       0.09251658, 0.09146183, 0.09091087, 0.09062308, 0.09047274,
       0.09039421, 0.09035319, 0.09033176, 0.09032057, 0.09031472,
       0.09031167, 0.09031007, 0.09030924, 0.09030881, 0.09030858,
       0.09030846, 0.0903084 , 0.09030836, 0.09030835, 0.09030834,
       0.09030833, 0.09030833, 0.09030833]), 4855: array([0.05919635, 0.06479444, 0.07039253, 0.07599061, 0.0815887 ,
       0.08718679, 0.09278487, 0.09838296, 0.10398105, 0.10957914,
       0.11517722, 0.12077531, 0.1263734 , 0.13197148, 0.13756957,
       0.14316766, 0.14876575, 0.15436383, 0.15996192, 0.16556001,
       0.17115809, 0.17675618, 0.18235427, 0.18795236, 0.19355044,
       0.19914853, 0.20474662, 0.2103447 ]), 4860: array([0.04296626, 0.05371696, 0.06446766, 0.07521836, 0.08596906,
       0.09671976, 0.10747046, 0.11822116, 0.12897186, 0.13972256,
       0.15047326, 0.16122396, 0.17197466, 0.18272536, 0.19347606,
       0.20422676, 0.21497746, 0.22572816, 0.23647886, 0.24722956,
       0.25798026, 0.26873096, 0.27948166, 0.29023236, 0.30098306,
       0.31173376, 0.32248446, 0.33323516]), 4865: array([0.10854271, 0.09856595, 0.09046579, 0.08388924, 0.07854972,
       0.07421454, 0.07069479, 0.06783709, 0.06551692, 0.06363317,
       0.06210374, 0.06086199, 0.05985381, 0.05903526, 0.05837068,
       0.05783111, 0.05739303, 0.05703735, 0.05674857, 0.05651411,
       0.05632375, 0.0561692 , 0.05604371, 0.05594183, 0.05585912,
       0.05579196, 0.05573743, 0.05569316]), 4870: array([0.02269787, 0.03496638, 0.04394467, 0.05051512, 0.05532349,
       0.05884233, 0.06141748, 0.06330201, 0.06468114, 0.06569041,
       0.06642901, 0.06696953, 0.0673651 , 0.06765457, 0.06786642,
       0.06802145, 0.0681349 , 0.06821793, 0.06827869, 0.06832316,
       0.0683557 , 0.06837951, 0.06839694, 0.0684097 , 0.06841903,
       0.06842586, 0.06843086, 0.06843452]), 4875: array([5.52468197e-10, 1.09252335e-09, 1.63257850e-09, 2.17263365e-09,
       2.71268879e-09, 3.25274394e-09, 3.79279909e-09, 4.33285424e-09,
       4.87290939e-09, 5.41296454e-09, 5.95301969e-09, 6.49307484e-09,
       7.03312999e-09, 7.57318514e-09, 8.11324028e-09, 8.65329543e-09,
       9.19335058e-09, 9.73340573e-09, 1.02734609e-08, 1.08135160e-08,
       1.13535712e-08, 1.18936263e-08, 1.24336815e-08, 1.29737366e-08,
       1.35137918e-08, 1.40538469e-08, 1.45939021e-08, 1.51339572e-08]), 4880: array([0.19811794, 0.20946106, 0.22039878, 0.2309456 , 0.24111548,
       0.2509219 , 0.26037785, 0.26949585, 0.27828798, 0.28676588,
       0.2949408 , 0.30282355, 0.31042457, 0.31775395, 0.32482137,
       0.33163622, 0.3382075 , 0.34454394, 0.35065391, 0.35654552,
       0.36222657, 0.36770459, 0.37298682, 0.37808027, 0.38299169,
       0.38772757, 0.3922942 , 0.39669763]), 4885: array([0.19741773, 0.21258876, 0.22751771, 0.24220843, 0.25666474,
       0.27089036, 0.28488899, 0.29866424, 0.31221968, 0.32555881,
       0.33868509, 0.35160192, 0.36431263, 0.37682052, 0.38912882,
       0.40124071, 0.41315934, 0.42488778, 0.43642907, 0.44778619,
       0.45896209, 0.46995966, 0.48078173, 0.49143112, 0.50191058,
       0.51222281, 0.5223705 , 0.53235625]), 4890: array([8.28943814e-05, 1.29720440e-04, 1.56173425e-04, 1.71117251e-04,
       1.79559320e-04, 1.84328415e-04, 1.87022573e-04, 1.88544557e-04,
       1.89404357e-04, 1.89890075e-04, 1.90164467e-04, 1.90319477e-04,
       1.90407045e-04, 1.90456514e-04, 1.90484460e-04, 1.90500247e-04,
       1.90509166e-04, 1.90514204e-04, 1.90517050e-04, 1.90518658e-04,
       1.90519566e-04, 1.90520079e-04, 1.90520369e-04, 1.90520533e-04,
       1.90520626e-04, 1.90520678e-04, 1.90520707e-04, 1.90520724e-04]), 4895: array([2.56806605e-05, 2.29572362e-05, 2.05792386e-05, 1.85028552e-05,
       1.66898307e-05, 1.51067618e-05, 1.37244821e-05, 1.25175244e-05,
       1.14636517e-05, 1.05434473e-05, 9.73995736e-06, 9.03837840e-06,
       8.42578448e-06, 7.89088914e-06, 7.42383747e-06, 7.01602447e-06,
       6.65993660e-06, 6.34901326e-06, 6.07752601e-06, 5.84047295e-06,
       5.63348661e-06, 5.45275346e-06, 5.29494367e-06, 5.15714975e-06,
       5.03683297e-06, 4.93177662e-06, 4.84004513e-06, 4.75994844e-06]), 4900: array([3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30]), 4905: array([3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30]), 4910: array([3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30]), 4915: array([3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30]), 4920: array([3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30]), 4925: array([3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30]), 4930: array([3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30]), 4935: array([3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30]), 4940: array([3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30]), 4945: array([3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30])}, 7: {0: array([0.00174828, 0.00181352, 0.00187877, 0.00194402, 0.00200926,
       0.00207451, 0.00213976, 0.002205  , 0.00227025, 0.0023355 ,
       0.00240074, 0.00246599, 0.00253124, 0.00259648, 0.00266173,
       0.00272698, 0.00279222, 0.00285747, 0.00292271, 0.00298796,
       0.00305321, 0.00311845, 0.0031837 , 0.00324895, 0.00331419,
       0.00337944, 0.00344469, 0.00350993]), 5: array([0.00149424, 0.00151214, 0.00152983, 0.00154734, 0.00156466,
       0.00158179, 0.00159873, 0.00161549, 0.00163207, 0.00164847,
       0.00166469, 0.00168073, 0.0016966 , 0.0017123 , 0.00172783,
       0.00174319, 0.00175839, 0.00177342, 0.00178829, 0.00180299,
       0.00181754, 0.00183193, 0.00184616, 0.00186024, 0.00187417,
       0.00188795, 0.00190157, 0.00191505]), 10: array([0.00092543, 0.00092287, 0.00092159, 0.00092095, 0.00092063,
       0.00092047, 0.00092039, 0.00092035, 0.00092033, 0.00092032,
       0.00092031, 0.00092031, 0.00092031, 0.00092031, 0.00092031,
       0.00092031, 0.00092031, 0.00092031, 0.00092031, 0.00092031,
       0.00092031, 0.00092031, 0.00092031, 0.00092031, 0.00092031,
       0.00092031, 0.00092031, 0.00092031]), 15: array([0.00250796, 0.00216572, 0.00194925, 0.00181234, 0.00172575,
       0.00167098, 0.00163633, 0.00161442, 0.00160056, 0.0015918 ,
       0.00158625, 0.00158275, 0.00158053, 0.00157913, 0.00157824,
       0.00157768, 0.00157732, 0.0015771 , 0.00157696, 0.00157687,
       0.00157681, 0.00157677, 0.00157675, 0.00157674, 0.00157673,
       0.00157672, 0.00157672, 0.00157672]), 20: array([0.012883  , 0.01355304, 0.01422308, 0.01489312, 0.01556317,
       0.01623321, 0.01690325, 0.01757329, 0.01824333, 0.01891337,
       0.01958342, 0.02025346, 0.0209235 , 0.02159354, 0.02226358,
       0.02293363, 0.02360367, 0.02427371, 0.02494375, 0.02561379,
       0.02628384, 0.02695388, 0.02762392, 0.02829396, 0.028964  ,
       0.02963404, 0.03030409, 0.03097413]), 25: array([8.25861451e-05, 5.55223806e-05, 3.73275097e-05, 2.50951640e-05,
       1.68714023e-05, 1.13425971e-05, 7.62560143e-06, 5.12667869e-06,
       3.44666199e-06, 2.31719286e-06, 1.55785485e-06, 1.04735465e-06,
       7.04147225e-07, 4.73410114e-07, 3.18286390e-07, 2.13997273e-07,
       1.43884078e-07, 9.67472303e-08, 6.50572987e-08, 4.37522725e-08,
       2.94289805e-08, 1.97994833e-08, 1.33256072e-08, 8.97324375e-09,
       6.04716558e-09, 4.07997383e-09, 2.75743794e-09, 1.86830186e-09]), 30: array([3.46370267e-05, 3.46818094e-05, 3.47131571e-05, 3.47351005e-05,
       3.47504607e-05, 3.47612129e-05, 3.47687393e-05, 3.47740079e-05,
       3.47776958e-05, 3.47802773e-05, 3.47820844e-05, 3.47833494e-05,
       3.47842348e-05, 3.47848547e-05, 3.47852885e-05, 3.47855922e-05,
       3.47858048e-05, 3.47859536e-05, 3.47860578e-05, 3.47861307e-05,
       3.47861818e-05, 3.47862175e-05, 3.47862425e-05, 3.47862600e-05,
       3.47862723e-05, 3.47862809e-05, 3.47862869e-05, 3.47862911e-05]), 35: array([0.00101725, 0.00106286, 0.00110848, 0.00115409, 0.0011997 ,
       0.00124532, 0.00129093, 0.00133655, 0.00138216, 0.00142777,
       0.00147339, 0.001519  , 0.00156462, 0.00161023, 0.00165584,
       0.00170146, 0.00174707, 0.00179268, 0.0018383 , 0.00188391,
       0.00192953, 0.00197514, 0.00202075, 0.00206637, 0.00211198,
       0.0021576 , 0.00220321, 0.00224882]), 40: array([0.00815122, 0.00857506, 0.00898277, 0.00937495, 0.00975219,
       0.01011506, 0.01046411, 0.01079987, 0.01112284, 0.01143352,
       0.01173236, 0.01201982, 0.01229633, 0.01256231, 0.01281816,
       0.01306427, 0.013301  , 0.01352872, 0.01374776, 0.01395846,
       0.01416114, 0.0143561 , 0.01454364, 0.01472403, 0.01489755,
       0.01506446, 0.01522502, 0.01537946]), 45: array([0.00014396, 0.00014445, 0.00014479, 0.00014502, 0.00014519,
       0.0001453 , 0.00014539, 0.00014544, 0.00014548, 0.00014551,
       0.00014553, 0.00014554, 0.00014555, 0.00014556, 0.00014556,
       0.00014557, 0.00014557, 0.00014557, 0.00014557, 0.00014557,
       0.00014557, 0.00014557, 0.00014557, 0.00014557, 0.00014557,
       0.00014557, 0.00014557, 0.00014557]), 50: array([0.00021439, 0.00019007, 0.00017468, 0.00016494, 0.00015878,
       0.00015488, 0.00015241, 0.00015085, 0.00014986, 0.00014923,
       0.00014884, 0.00014859, 0.00014843, 0.00014833, 0.00014827,
       0.00014822, 0.0001482 , 0.00014818, 0.00014817, 0.00014817,
       0.00014816, 0.00014816, 0.00014816, 0.00014816, 0.00014816,
       0.00014816, 0.00014816, 0.00014816]), 55: array([0.00015618, 0.00019426, 0.00023232, 0.00027037, 0.00030841,
       0.00034643, 0.00038444, 0.00042244, 0.00046042, 0.00049839,
       0.00053635, 0.00057429, 0.00061222, 0.00065013, 0.00068803,
       0.00072592, 0.0007638 , 0.00080166, 0.00083951, 0.00087734,
       0.00091516, 0.00095297, 0.00099077, 0.00102855, 0.00106632,
       0.00110407, 0.00114181, 0.00117954]), 60: array([0.00050656, 0.00049907, 0.00049315, 0.00048846, 0.00048476,
       0.00048183, 0.00047951, 0.00047768, 0.00047623, 0.00047509,
       0.00047418, 0.00047347, 0.0004729 , 0.00047245, 0.0004721 ,
       0.00047182, 0.0004716 , 0.00047142, 0.00047128, 0.00047117,
       0.00047109, 0.00047102, 0.00047097, 0.00047092, 0.00047089,
       0.00047086, 0.00047084, 0.00047082]), 65: array([0.00022541, 0.00022581, 0.00022609, 0.00022629, 0.00022643,
       0.00022652, 0.00022659, 0.00022664, 0.00022667, 0.00022669,
       0.00022671, 0.00022672, 0.00022673, 0.00022673, 0.00022674,
       0.00022674, 0.00022674, 0.00022674, 0.00022674, 0.00022675,
       0.00022675, 0.00022675, 0.00022675, 0.00022675, 0.00022675,
       0.00022675, 0.00022675, 0.00022675]), 70: array([0.00209066, 0.00245835, 0.00282604, 0.00319372, 0.00356141,
       0.0039291 , 0.00429678, 0.00466447, 0.00503216, 0.00539984,
       0.00576753, 0.00613522, 0.0065029 , 0.00687059, 0.00723828,
       0.00760596, 0.00797365, 0.00834134, 0.00870902, 0.00907671,
       0.0094444 , 0.00981208, 0.01017977, 0.01054746, 0.01091514,
       0.01128283, 0.01165052, 0.0120182 ]), 75: array([0.00035232, 0.00034359, 0.00033723, 0.0003326 , 0.00032924,
       0.00032679, 0.00032501, 0.00032371, 0.00032277, 0.00032208,
       0.00032158, 0.00032122, 0.00032096, 0.00032076, 0.00032062,
       0.00032052, 0.00032045, 0.00032039, 0.00032035, 0.00032033,
       0.0003203 , 0.00032029, 0.00032028, 0.00032027, 0.00032026,
       0.00032026, 0.00032026, 0.00032025]), 80: array([2.81831337e-04, 2.56994976e-04, 2.34347329e-04, 2.13695515e-04,
       1.94863650e-04, 1.77691351e-04, 1.62032367e-04, 1.47753337e-04,
       1.34732653e-04, 1.22859421e-04, 1.12032523e-04, 1.02159749e-04,
       9.31570173e-05, 8.49476549e-05, 7.74617458e-05, 7.06355353e-05,
       6.44108874e-05, 5.87347889e-05, 5.35588989e-05, 4.88391362e-05,
       4.45353045e-05, 4.06107496e-05, 3.70320477e-05, 3.37687203e-05,
       3.07929748e-05, 2.80794682e-05, 2.56050903e-05, 2.33487680e-05]), 85: array([0.00018676, 0.00018669, 0.00018665, 0.00018663, 0.00018662,
       0.00018661, 0.00018661, 0.00018661, 0.00018661, 0.00018661,
       0.00018661, 0.00018661, 0.00018661, 0.00018661, 0.00018661,
       0.00018661, 0.00018661, 0.00018661, 0.00018661, 0.00018661,
       0.00018661, 0.00018661, 0.00018661, 0.00018661, 0.00018661,
       0.00018661, 0.00018661, 0.00018661]), 90: array([0.00026545, 0.00027526, 0.00028507, 0.00029488, 0.00030469,
       0.0003145 , 0.00032431, 0.00033412, 0.00034393, 0.00035374,
       0.00036355, 0.00037336, 0.00038317, 0.00039298, 0.00040279,
       0.0004126 , 0.00042241, 0.00043222, 0.00044203, 0.00045184,
       0.00046165, 0.00047146, 0.00048127, 0.00049108, 0.00050089,
       0.0005107 , 0.00052051, 0.00053032]), 95: array([0.0001966 , 0.0002014 , 0.0002062 , 0.000211  , 0.00021579,
       0.00022059, 0.00022539, 0.00023019, 0.00023499, 0.00023979,
       0.00024458, 0.00024938, 0.00025418, 0.00025898, 0.00026378,
       0.00026858, 0.00027337, 0.00027817, 0.00028297, 0.00028777,
       0.00029257, 0.00029736, 0.00030216, 0.00030696, 0.00031176,
       0.00031656, 0.00032136, 0.00032615]), 100: array([0.00084358, 0.00087143, 0.00089927, 0.00092711, 0.00095495,
       0.00098279, 0.00101063, 0.00103847, 0.00106631, 0.00109415,
       0.00112199, 0.00114983, 0.00117767, 0.00120551, 0.00123335,
       0.00126119, 0.00128903, 0.00131687, 0.00134471, 0.00137255,
       0.00140039, 0.00142823, 0.00145607, 0.00148391, 0.00151175,
       0.00153959, 0.00156743, 0.00159527]), 105: array([0.00162278, 0.00170835, 0.00179391, 0.00187948, 0.00196504,
       0.0020506 , 0.00213617, 0.00222173, 0.0023073 , 0.00239286,
       0.00247843, 0.00256399, 0.00264955, 0.00273512, 0.00282068,
       0.00290625, 0.00299181, 0.00307737, 0.00316294, 0.0032485 ,
       0.00333407, 0.00341963, 0.00350519, 0.00359076, 0.00367632,
       0.00376189, 0.00384745, 0.00393301]), 110: array([3.51947080e-04, 2.91420838e-04, 2.41303623e-04, 1.99805339e-04,
       1.65443741e-04, 1.36991494e-04, 1.13432335e-04, 9.39247733e-05,
       7.77720330e-05, 6.43971675e-05, 5.33224505e-05, 4.41523129e-05,
       3.65592138e-05, 3.02719413e-05, 2.50659254e-05, 2.07552163e-05,
       1.71858434e-05, 1.42303150e-05, 1.17830649e-05, 9.75668180e-06,
       8.07878680e-06, 6.68944854e-06, 5.53904236e-06, 4.58647779e-06,
       3.79773095e-06, 3.14462919e-06, 2.60384491e-06, 2.15606224e-06]), 115: array([4.03269789e-05, 4.03047786e-05, 4.02936785e-05, 4.02881285e-05,
       4.02853535e-05, 4.02839660e-05, 4.02832722e-05, 4.02829253e-05,
       4.02827519e-05, 4.02826652e-05, 4.02826218e-05, 4.02826002e-05,
       4.02825893e-05, 4.02825839e-05, 4.02825812e-05, 4.02825798e-05,
       4.02825792e-05, 4.02825788e-05, 4.02825786e-05, 4.02825786e-05,
       4.02825785e-05, 4.02825785e-05, 4.02825785e-05, 4.02825785e-05,
       4.02825785e-05, 4.02825785e-05, 4.02825785e-05, 4.02825785e-05]), 120: array([0.00027273, 0.00027273, 0.00027273, 0.00027273, 0.00027273,
       0.00027273, 0.00027273, 0.00027273, 0.00027273, 0.00027273,
       0.00027273, 0.00027273, 0.00027273, 0.00027273, 0.00027273,
       0.00027273, 0.00027273, 0.00027273, 0.00027273, 0.00027273,
       0.00027273, 0.00027273, 0.00027273, 0.00027273, 0.00027273,
       0.00027273, 0.00027273, 0.00027273]), 125: array([0.00044825, 0.00046274, 0.00047723, 0.00049172, 0.00050621,
       0.0005207 , 0.00053519, 0.00054968, 0.00056417, 0.00057865,
       0.00059314, 0.00060763, 0.00062212, 0.00063661, 0.0006511 ,
       0.00066559, 0.00068008, 0.00069457, 0.00070906, 0.00072355,
       0.00073804, 0.00075253, 0.00076702, 0.00078151, 0.000796  ,
       0.00081049, 0.00082498, 0.00083947]), 130: array([0.0003309 , 0.00033024, 0.00032991, 0.00032975, 0.00032967,
       0.00032963, 0.00032961, 0.00032959, 0.00032959, 0.00032959,
       0.00032959, 0.00032959, 0.00032958, 0.00032958, 0.00032958,
       0.00032958, 0.00032958, 0.00032958, 0.00032958, 0.00032958,
       0.00032958, 0.00032958, 0.00032958, 0.00032958, 0.00032958,
       0.00032958, 0.00032958, 0.00032958]), 135: array([0.00016824, 0.00016801, 0.00016791, 0.00016786, 0.00016784,
       0.00016783, 0.00016782, 0.00016782, 0.00016782, 0.00016782,
       0.00016782, 0.00016782, 0.00016782, 0.00016782, 0.00016782,
       0.00016782, 0.00016782, 0.00016782, 0.00016782, 0.00016782,
       0.00016782, 0.00016782, 0.00016782, 0.00016782, 0.00016782,
       0.00016782, 0.00016782, 0.00016782]), 140: array([7.76096698e-05, 7.75582352e-05, 7.75325176e-05, 7.75196587e-05,
       7.75132292e-05, 7.75100144e-05, 7.75084070e-05, 7.75076033e-05,
       7.75072014e-05, 7.75070005e-05, 7.75069000e-05, 7.75068498e-05,
       7.75068246e-05, 7.75068121e-05, 7.75068058e-05, 7.75068027e-05,
       7.75068011e-05, 7.75068003e-05, 7.75067999e-05, 7.75067997e-05,
       7.75067996e-05, 7.75067996e-05, 7.75067996e-05, 7.75067995e-05,
       7.75067995e-05, 7.75067995e-05, 7.75067995e-05, 7.75067995e-05]), 145: array([5.81787267e-05, 5.86439939e-05, 5.90999660e-05, 5.95468287e-05,
       5.99847640e-05, 6.04139501e-05, 6.08345620e-05, 6.12467710e-05,
       6.16507448e-05, 6.20466480e-05, 6.24346418e-05, 6.28148844e-05,
       6.31875304e-05, 6.35527317e-05, 6.39106370e-05, 6.42613921e-05,
       6.46051398e-05, 6.49420201e-05, 6.52721702e-05, 6.55957246e-05,
       6.59128150e-05, 6.62235706e-05, 6.65281179e-05, 6.68265809e-05,
       6.71190813e-05, 6.74057380e-05, 6.76866680e-05, 6.79619855e-05]), 150: array([0.00201176, 0.00250551, 0.00299924, 0.00349296, 0.00398665,
       0.00448032, 0.00497398, 0.00546761, 0.00596123, 0.00645483,
       0.00694841, 0.00744197, 0.00793551, 0.00842903, 0.00892254,
       0.00941602, 0.00990949, 0.01040293, 0.01089636, 0.01138977,
       0.01188316, 0.01237653, 0.01286989, 0.01336322, 0.01385653,
       0.01434983, 0.01484311, 0.01533637]), 155: array([0.00266054, 0.0029692 , 0.00327786, 0.00358652, 0.00389518,
       0.00420384, 0.0045125 , 0.00482116, 0.00512982, 0.00543848,
       0.00574714, 0.00605579, 0.00636445, 0.00667311, 0.00698177,
       0.00729043, 0.00759909, 0.00790775, 0.00821641, 0.00852507,
       0.00883373, 0.00914239, 0.00945104, 0.0097597 , 0.01006836,
       0.01037702, 0.01068568, 0.01099434]), 160: array([0.00042307, 0.00045772, 0.00049237, 0.00052701, 0.00056166,
       0.00059631, 0.00063095, 0.0006656 , 0.00070025, 0.00073489,
       0.00076954, 0.00080419, 0.00083883, 0.00087348, 0.00090813,
       0.00094277, 0.00097742, 0.00101207, 0.00104671, 0.00108136,
       0.00111601, 0.00115065, 0.0011853 , 0.00121995, 0.00125459,
       0.00128924, 0.00132389, 0.00135853]), 165: array([6.97228966e-05, 6.97868171e-05, 6.98315615e-05, 6.98628825e-05,
       6.98848072e-05, 6.99001545e-05, 6.99108977e-05, 6.99184178e-05,
       6.99236820e-05, 6.99273669e-05, 6.99299463e-05, 6.99317519e-05,
       6.99330158e-05, 6.99339005e-05, 6.99345199e-05, 6.99349534e-05,
       6.99352569e-05, 6.99354693e-05, 6.99356180e-05, 6.99357221e-05,
       6.99357949e-05, 6.99358459e-05, 6.99358816e-05, 6.99359066e-05,
       6.99359241e-05, 6.99359364e-05, 6.99359449e-05, 6.99359509e-05]), 170: array([0.00044673, 0.00038426, 0.00034196, 0.00031332, 0.00029392,
       0.00028079, 0.0002719 , 0.00026588, 0.0002618 , 0.00025904,
       0.00025717, 0.00025591, 0.00025505, 0.00025447, 0.00025408,
       0.00025381, 0.00025363, 0.00025351, 0.00025343, 0.00025337,
       0.00025333, 0.00025331, 0.00025329, 0.00025328, 0.00025327,
       0.00025327, 0.00025326, 0.00025326]), 175: array([0.00015936, 0.00015945, 0.00015952, 0.00015957, 0.0001596 ,
       0.00015962, 0.00015964, 0.00015965, 0.00015966, 0.00015966,
       0.00015967, 0.00015967, 0.00015967, 0.00015967, 0.00015967,
       0.00015968, 0.00015968, 0.00015968, 0.00015968, 0.00015968,
       0.00015968, 0.00015968, 0.00015968, 0.00015968, 0.00015968,
       0.00015968, 0.00015968, 0.00015968]), 180: array([0.00032681, 0.00026223, 0.00023134, 0.00021657, 0.00020951,
       0.00020613, 0.00020451, 0.00020374, 0.00020337, 0.00020319,
       0.00020311, 0.00020307, 0.00020305, 0.00020304, 0.00020303,
       0.00020303, 0.00020303, 0.00020303, 0.00020303, 0.00020303,
       0.00020303, 0.00020303, 0.00020303, 0.00020303, 0.00020303,
       0.00020303, 0.00020303, 0.00020303]), 185: array([5.37436957e-05, 6.19736731e-05, 6.61248883e-05, 6.82187687e-05,
       6.92749257e-05, 6.98076531e-05, 7.00763618e-05, 7.02118990e-05,
       7.02802641e-05, 7.03147476e-05, 7.03321412e-05, 7.03409145e-05,
       7.03453398e-05, 7.03475719e-05, 7.03486978e-05, 7.03492657e-05,
       7.03495522e-05, 7.03496967e-05, 7.03497695e-05, 7.03498063e-05,
       7.03498248e-05, 7.03498342e-05, 7.03498389e-05, 7.03498413e-05,
       7.03498425e-05, 7.03498431e-05, 7.03498434e-05, 7.03498435e-05]), 190: array([2.12963825e-04, 2.02916974e-04, 1.93344097e-04, 1.84222832e-04,
       1.75531876e-04, 1.67250927e-04, 1.59360644e-04, 1.51842594e-04,
       1.44679219e-04, 1.37853786e-04, 1.31350352e-04, 1.25153726e-04,
       1.19249434e-04, 1.13623685e-04, 1.08263338e-04, 1.03155873e-04,
       9.82893591e-05, 9.36524297e-05, 8.92342537e-05, 8.50245110e-05,
       8.10133687e-05, 7.71914573e-05, 7.35498497e-05, 7.00800399e-05,
       6.67739230e-05, 6.36237766e-05, 6.06222426e-05, 5.77623100e-05]), 195: array([3.38137453e-05, 3.39298845e-05, 3.39879544e-05, 3.40169895e-05,
       3.40315071e-05, 3.40387660e-05, 3.40423954e-05, 3.40442101e-05,
       3.40451175e-05, 3.40455712e-05, 3.40457980e-05, 3.40459114e-05,
       3.40459682e-05, 3.40459965e-05, 3.40460107e-05, 3.40460178e-05,
       3.40460213e-05, 3.40460231e-05, 3.40460240e-05, 3.40460244e-05,
       3.40460247e-05, 3.40460248e-05, 3.40460248e-05, 3.40460248e-05,
       3.40460249e-05, 3.40460249e-05, 3.40460249e-05, 3.40460249e-05]), 200: array([0.00059322, 0.00062675, 0.00066028, 0.0006938 , 0.00072733,
       0.00076086, 0.00079439, 0.00082792, 0.00086144, 0.00089497,
       0.0009285 , 0.00096203, 0.00099555, 0.00102908, 0.00106261,
       0.00109614, 0.00112967, 0.00116319, 0.00119672, 0.00123025,
       0.00126378, 0.0012973 , 0.00133083, 0.00136436, 0.00139789,
       0.00143142, 0.00146494, 0.00149847]), 205: array([0.00010536, 0.0001458 , 0.00018623, 0.00022667, 0.0002671 ,
       0.00030754, 0.00034798, 0.00038841, 0.00042885, 0.00046928,
       0.00050972, 0.00055016, 0.00059059, 0.00063103, 0.00067146,
       0.0007119 , 0.00075234, 0.00079277, 0.00083321, 0.00087364,
       0.00091408, 0.00095452, 0.00099495, 0.00103539, 0.00107582,
       0.00111626, 0.0011567 , 0.00119713]), 210: array([2.53535273e-05, 2.54929747e-05, 2.55626984e-05, 2.55975602e-05,
       2.56149912e-05, 2.56237066e-05, 2.56280644e-05, 2.56302433e-05,
       2.56313327e-05, 2.56318774e-05, 2.56321498e-05, 2.56322860e-05,
       2.56323540e-05, 2.56323881e-05, 2.56324051e-05, 2.56324136e-05,
       2.56324179e-05, 2.56324200e-05, 2.56324211e-05, 2.56324216e-05,
       2.56324219e-05, 2.56324220e-05, 2.56324221e-05, 2.56324221e-05,
       2.56324221e-05, 2.56324221e-05, 2.56324221e-05, 2.56324221e-05]), 215: array([0.00540829, 0.00394026, 0.00328263, 0.00298802, 0.00285605,
       0.00279693, 0.00277045, 0.00275859, 0.00275327, 0.00275089,
       0.00274982, 0.00274935, 0.00274913, 0.00274904, 0.00274899,
       0.00274897, 0.00274897, 0.00274896, 0.00274896, 0.00274896,
       0.00274896, 0.00274896, 0.00274896, 0.00274896, 0.00274896,
       0.00274896, 0.00274896, 0.00274896]), 220: array([6.87655513e-05, 6.91429898e-05, 6.93316211e-05, 6.94258927e-05,
       6.94730065e-05, 6.94965525e-05, 6.95083199e-05, 6.95142009e-05,
       6.95171401e-05, 6.95186089e-05, 6.95193430e-05, 6.95197099e-05,
       6.95198933e-05, 6.95199849e-05, 6.95200307e-05, 6.95200536e-05,
       6.95200650e-05, 6.95200707e-05, 6.95200736e-05, 6.95200750e-05,
       6.95200757e-05, 6.95200761e-05, 6.95200763e-05, 6.95200764e-05,
       6.95200764e-05, 6.95200764e-05, 6.95200764e-05, 6.95200764e-05]), 225: array([6.82823152e-05, 6.81808036e-05, 6.81097386e-05, 6.80599882e-05,
       6.80251596e-05, 6.80007771e-05, 6.79837078e-05, 6.79717580e-05,
       6.79633924e-05, 6.79575359e-05, 6.79534360e-05, 6.79505657e-05,
       6.79485563e-05, 6.79471497e-05, 6.79461649e-05, 6.79454755e-05,
       6.79449928e-05, 6.79446549e-05, 6.79444184e-05, 6.79442528e-05,
       6.79441369e-05, 6.79440557e-05, 6.79439989e-05, 6.79439591e-05,
       6.79439313e-05, 6.79439118e-05, 6.79438982e-05, 6.79438886e-05]), 230: array([5.09328949e-05, 5.08258170e-05, 5.07508303e-05, 5.06983171e-05,
       5.06615422e-05, 5.06357887e-05, 5.06177535e-05, 5.06051234e-05,
       5.05962786e-05, 5.05900846e-05, 5.05857469e-05, 5.05827092e-05,
       5.05805820e-05, 5.05790922e-05, 5.05780490e-05, 5.05773184e-05,
       5.05768067e-05, 5.05764484e-05, 5.05761975e-05, 5.05760218e-05,
       5.05758987e-05, 5.05758126e-05, 5.05757522e-05, 5.05757100e-05,
       5.05756804e-05, 5.05756596e-05, 5.05756451e-05, 5.05756350e-05]), 235: array([2.04255195e-05, 2.37103034e-05, 2.53526902e-05, 2.61738809e-05,
       2.65844750e-05, 2.67897714e-05, 2.68924192e-05, 2.69437430e-05,
       2.69694048e-05, 2.69822357e-05, 2.69886511e-05, 2.69918588e-05,
       2.69934626e-05, 2.69942645e-05, 2.69946655e-05, 2.69948660e-05,
       2.69949662e-05, 2.69950163e-05, 2.69950414e-05, 2.69950539e-05,
       2.69950602e-05, 2.69950633e-05, 2.69950649e-05, 2.69950657e-05,
       2.69950661e-05, 2.69950663e-05, 2.69950664e-05, 2.69950664e-05]), 240: array([0.00014569, 0.00014554, 0.00014547, 0.00014543, 0.00014541,
       0.0001454 , 0.0001454 , 0.00014539, 0.00014539, 0.00014539,
       0.00014539, 0.00014539, 0.00014539, 0.00014539, 0.00014539,
       0.00014539, 0.00014539, 0.00014539, 0.00014539, 0.00014539,
       0.00014539, 0.00014539, 0.00014539, 0.00014539, 0.00014539,
       0.00014539, 0.00014539, 0.00014539]), 245: array([9.14663499e-05, 7.49695834e-05, 6.43446710e-05, 5.75015867e-05,
       5.30942277e-05, 5.02556228e-05, 4.84273900e-05, 4.72498979e-05,
       4.64915219e-05, 4.60030821e-05, 4.56884974e-05, 4.54858858e-05,
       4.53553918e-05, 4.52713458e-05, 4.52172150e-05, 4.51823516e-05,
       4.51598974e-05, 4.51454356e-05, 4.51361213e-05, 4.51301223e-05,
       4.51262586e-05, 4.51237702e-05, 4.51221675e-05, 4.51211352e-05,
       4.51204704e-05, 4.51200422e-05, 4.51197664e-05, 4.51195888e-05]), 250: array([0.00022514, 0.00022842, 0.00023145, 0.00023427, 0.00023688,
       0.00023931, 0.00024156, 0.00024364, 0.00024558, 0.00024738,
       0.00024904, 0.00025059, 0.00025202, 0.00025336, 0.00025459,
       0.00025574, 0.0002568 , 0.00025778, 0.0002587 , 0.00025955,
       0.00026034, 0.00026107, 0.00026174, 0.00026237, 0.00026296,
       0.0002635 , 0.000264  , 0.00026447]), 255: array([4.62012150e-05, 4.57743452e-05, 4.55609086e-05, 4.54541894e-05,
       4.54008294e-05, 4.53741492e-05, 4.53608090e-05, 4.53541389e-05,
       4.53508038e-05, 4.53491362e-05, 4.53483024e-05, 4.53478855e-05,
       4.53476770e-05, 4.53475728e-05, 4.53475207e-05, 4.53474946e-05,
       4.53474816e-05, 4.53474751e-05, 4.53474718e-05, 4.53474702e-05,
       4.53474694e-05, 4.53474690e-05, 4.53474688e-05, 4.53474687e-05,
       4.53474686e-05, 4.53474686e-05, 4.53474686e-05, 4.53474686e-05]), 260: array([0.0001342 , 0.00013449, 0.00013469, 0.00013483, 0.00013493,
       0.000135  , 0.00013505, 0.00013508, 0.0001351 , 0.00013512,
       0.00013513, 0.00013514, 0.00013514, 0.00013515, 0.00013515,
       0.00013515, 0.00013515, 0.00013516, 0.00013516, 0.00013516,
       0.00013516, 0.00013516, 0.00013516, 0.00013516, 0.00013516,
       0.00013516, 0.00013516, 0.00013516]), 265: array([4.26216061e-05, 4.25279826e-05, 4.24811704e-05, 4.24577641e-05,
       4.24460609e-05, 4.24402092e-05, 4.24372833e-05, 4.24358204e-05,
       4.24350889e-05, 4.24347231e-05, 4.24345403e-05, 4.24344488e-05,
       4.24344031e-05, 4.24343802e-05, 4.24343688e-05, 4.24343631e-05,
       4.24343602e-05, 4.24343588e-05, 4.24343581e-05, 4.24343577e-05,
       4.24343576e-05, 4.24343575e-05, 4.24343574e-05, 4.24343574e-05,
       4.24343574e-05, 4.24343574e-05, 4.24343574e-05, 4.24343574e-05]), 270: array([0.00019126, 0.00021237, 0.00023349, 0.0002546 , 0.00027571,
       0.00029683, 0.00031794, 0.00033905, 0.00036017, 0.00038128,
       0.00040239, 0.00042351, 0.00044462, 0.00046573, 0.00048685,
       0.00050796, 0.00052907, 0.00055019, 0.0005713 , 0.00059241,
       0.00061353, 0.00063464, 0.00065575, 0.00067687, 0.00069798,
       0.0007191 , 0.00074021, 0.00076132]), 275: array([5.85208844e-05, 9.63436743e-05, 1.33561191e-04, 1.70183121e-04,
       2.06218995e-04, 2.41678192e-04, 2.76569940e-04, 3.10903321e-04,
       3.44687269e-04, 3.77930576e-04, 4.10641896e-04, 4.42829741e-04,
       4.74502488e-04, 5.05668381e-04, 5.36335530e-04, 5.66511916e-04,
       5.96205394e-04, 6.25423691e-04, 6.54174412e-04, 6.82465039e-04,
       7.10302935e-04, 7.37695345e-04, 7.64649397e-04, 7.91172108e-04,
       8.17270379e-04, 8.42951004e-04, 8.68220664e-04, 8.93085938e-04]), 280: array([1.08529063e-04, 9.61031386e-05, 8.50999083e-05, 7.53564819e-05,
       6.67286193e-05, 5.90885953e-05, 5.23233082e-05, 4.63326059e-05,
       4.10278031e-05, 3.63303684e-05, 3.21707618e-05, 2.84874052e-05,
       2.52257708e-05, 2.23375740e-05, 1.97800584e-05, 1.75153630e-05,
       1.55099616e-05, 1.37341667e-05, 1.21616897e-05, 1.07692518e-05,
       9.53623970e-06, 8.44440011e-06, 7.47756959e-06, 6.62143538e-06,
       5.86332339e-06, 5.19201068e-06, 4.59755925e-06, 4.07116894e-06]), 285: array([0.00040758, 0.00042326, 0.00043894, 0.00045463, 0.00047031,
       0.00048599, 0.00050167, 0.00051736, 0.00053304, 0.00054872,
       0.0005644 , 0.00058008, 0.00059577, 0.00061145, 0.00062713,
       0.00064281, 0.00065849, 0.00067418, 0.00068986, 0.00070554,
       0.00072122, 0.00073691, 0.00075259, 0.00076827, 0.00078395,
       0.00079963, 0.00081532, 0.000831  ]), 290: array([0.00039938, 0.00040032, 0.00040098, 0.00040144, 0.00040176,
       0.00040199, 0.00040215, 0.00040226, 0.00040233, 0.00040239,
       0.00040243, 0.00040245, 0.00040247, 0.00040249, 0.00040249,
       0.0004025 , 0.00040251, 0.00040251, 0.00040251, 0.00040251,
       0.00040251, 0.00040251, 0.00040251, 0.00040251, 0.00040251,
       0.00040252, 0.00040252, 0.00040252]), 295: array([0.00033206, 0.00034363, 0.0003552 , 0.00036677, 0.00037834,
       0.0003899 , 0.00040147, 0.00041304, 0.00042461, 0.00043617,
       0.00044774, 0.00045931, 0.00047088, 0.00048245, 0.00049401,
       0.00050558, 0.00051715, 0.00052872, 0.00054028, 0.00055185,
       0.00056342, 0.00057499, 0.00058655, 0.00059812, 0.00060969,
       0.00062126, 0.00063283, 0.00064439]), 300: array([1.14234126e-04, 9.69140795e-05, 8.22200791e-05, 6.97539665e-05,
       5.91779520e-05, 5.02054610e-05, 4.25933690e-05, 3.61354138e-05,
       3.06566066e-05, 2.60084900e-05, 2.20651157e-05, 1.87196313e-05,
       1.58813856e-05, 1.34734714e-05, 1.14306426e-05, 9.69754512e-06,
       8.22721797e-06, 6.97982017e-06, 5.92155143e-06, 5.02373621e-06,
       4.26204673e-06, 3.61584376e-06, 3.06761736e-06, 2.60251243e-06,
       2.20792619e-06, 1.87316667e-06, 1.58916302e-06, 1.34821968e-06]), 305: array([7.06756522e-05, 7.04624914e-05, 7.03132773e-05, 7.02088265e-05,
       7.01357102e-05, 7.00845283e-05, 7.00487006e-05, 7.00236210e-05,
       7.00060651e-05, 6.99937758e-05, 6.99851733e-05, 6.99791514e-05,
       6.99749361e-05, 6.99719853e-05, 6.99699198e-05, 6.99684739e-05,
       6.99674617e-05, 6.99667532e-05, 6.99662573e-05, 6.99659101e-05,
       6.99656671e-05, 6.99654970e-05, 6.99653779e-05, 6.99652945e-05,
       6.99652362e-05, 6.99651953e-05, 6.99651667e-05, 6.99651467e-05]), 310: array([6.25579434e-05, 6.26198668e-05, 6.26632131e-05, 6.26935556e-05,
       6.27147953e-05, 6.27296631e-05, 6.27400706e-05, 6.27473558e-05,
       6.27524554e-05, 6.27560252e-05, 6.27585240e-05, 6.27602732e-05,
       6.27614976e-05, 6.27623547e-05, 6.27629547e-05, 6.27633747e-05,
       6.27636687e-05, 6.27638744e-05, 6.27640185e-05, 6.27641193e-05,
       6.27641899e-05, 6.27642393e-05, 6.27642739e-05, 6.27642981e-05,
       6.27643151e-05, 6.27643269e-05, 6.27643352e-05, 6.27643411e-05]), 315: array([0.00041902, 0.00041571, 0.00041406, 0.00041323, 0.00041282,
       0.00041261, 0.00041251, 0.00041246, 0.00041243, 0.00041242,
       0.00041241, 0.00041241, 0.00041241, 0.0004124 , 0.0004124 ,
       0.0004124 , 0.0004124 , 0.0004124 , 0.0004124 , 0.0004124 ,
       0.0004124 , 0.0004124 , 0.0004124 , 0.0004124 , 0.0004124 ,
       0.0004124 , 0.0004124 , 0.0004124 ]), 320: array([6.61493387e-05, 5.26213917e-05, 4.18599939e-05, 3.32993687e-05,
       2.64894446e-05, 2.10721922e-05, 1.67628015e-05, 1.33347080e-05,
       1.06076810e-05, 8.43834784e-06, 6.71265682e-06, 5.33988032e-06,
       4.24784515e-06, 3.37913795e-06, 2.68808676e-06, 2.13835984e-06,
       1.70105548e-06, 1.35318258e-06, 1.07645185e-06, 8.56314269e-07,
       6.81196192e-07, 5.41890849e-07, 4.31074314e-07, 3.42920448e-07,
       2.72794595e-07, 2.17009915e-07, 1.72633548e-07, 1.37332423e-07]), 325: array([0.00026656, 0.00026657, 0.00026658, 0.00026658, 0.00026658,
       0.00026658, 0.00026658, 0.00026658, 0.00026658, 0.00026658,
       0.00026658, 0.00026658, 0.00026658, 0.00026658, 0.00026658,
       0.00026658, 0.00026658, 0.00026658, 0.00026658, 0.00026658,
       0.00026658, 0.00026658, 0.00026658, 0.00026658, 0.00026658,
       0.00026658, 0.00026658, 0.00026658]), 330: array([3.50875295e-04, 3.21247219e-04, 2.94120956e-04, 2.69285250e-04,
       2.46546685e-04, 2.25728179e-04, 2.06667600e-04, 1.89216507e-04,
       1.73238994e-04, 1.58610633e-04, 1.45217499e-04, 1.32955288e-04,
       1.21728507e-04, 1.11449721e-04, 1.02038882e-04, 9.34227000e-05,
       8.55340734e-05, 7.83115671e-05, 7.16989334e-05, 6.56446745e-05,
       6.01016408e-05, 5.50266641e-05, 5.03802215e-05, 4.61261272e-05,
       4.22312511e-05, 3.86652607e-05, 3.54003846e-05, 3.24111966e-05]), 335: array([0.00172018, 0.00177418, 0.00182818, 0.00188218, 0.00193619,
       0.00199019, 0.00204419, 0.00209819, 0.00215219, 0.00220619,
       0.00226019, 0.00231419, 0.00236819, 0.00242219, 0.00247619,
       0.00253019, 0.00258419, 0.00263819, 0.00269219, 0.00274619,
       0.00280019, 0.00285419, 0.00290819, 0.0029622 , 0.0030162 ,
       0.0030702 , 0.0031242 , 0.0031782 ]), 340: array([0.0001341 , 0.00013433, 0.00013449, 0.0001346 , 0.00013468,
       0.00013474, 0.00013478, 0.00013481, 0.00013483, 0.00013484,
       0.00013485, 0.00013485, 0.00013486, 0.00013486, 0.00013487,
       0.00013487, 0.00013487, 0.00013487, 0.00013487, 0.00013487,
       0.00013487, 0.00013487, 0.00013487, 0.00013487, 0.00013487,
       0.00013487, 0.00013487, 0.00013487]), 345: array([0.00116552, 0.00116129, 0.00115917, 0.00115811, 0.00115759,
       0.00115732, 0.00115719, 0.00115712, 0.00115709, 0.00115707,
       0.00115706, 0.00115706, 0.00115706, 0.00115706, 0.00115706,
       0.00115706, 0.00115706, 0.00115706, 0.00115706, 0.00115706,
       0.00115706, 0.00115706, 0.00115706, 0.00115706, 0.00115706,
       0.00115706, 0.00115706, 0.00115706]), 350: array([3.91442569e-05, 3.70951056e-05, 3.57096873e-05, 3.47730147e-05,
       3.41397362e-05, 3.37115806e-05, 3.34221072e-05, 3.32263961e-05,
       3.30940771e-05, 3.30046170e-05, 3.29441336e-05, 3.29032412e-05,
       3.28755941e-05, 3.28569020e-05, 3.28442644e-05, 3.28357202e-05,
       3.28299436e-05, 3.28260380e-05, 3.28233975e-05, 3.28216122e-05,
       3.28204052e-05, 3.28195892e-05, 3.28190375e-05, 3.28186645e-05,
       3.28184123e-05, 3.28182418e-05, 3.28181265e-05, 3.28180485e-05]), 355: array([0.00028512, 0.00029792, 0.00031071, 0.00032351, 0.0003363 ,
       0.0003491 , 0.00036189, 0.00037468, 0.00038748, 0.00040027,
       0.00041307, 0.00042586, 0.00043866, 0.00045145, 0.00046425,
       0.00047704, 0.00048984, 0.00050263, 0.00051543, 0.00052822,
       0.00054101, 0.00055381, 0.0005666 , 0.0005794 , 0.00059219,
       0.00060499, 0.00061778, 0.00063058]), 360: array([0.00027766, 0.00027733, 0.00027716, 0.00027708, 0.00027704,
       0.00027702, 0.00027701, 0.000277  , 0.000277  , 0.000277  ,
       0.000277  , 0.000277  , 0.000277  , 0.000277  , 0.000277  ,
       0.000277  , 0.000277  , 0.000277  , 0.000277  , 0.000277  ,
       0.000277  , 0.000277  , 0.000277  , 0.000277  , 0.000277  ,
       0.000277  , 0.000277  , 0.000277  ]), 365: array([0.0003166 , 0.0003236 , 0.00033061, 0.00033761, 0.00034461,
       0.00035162, 0.00035862, 0.00036562, 0.00037263, 0.00037963,
       0.00038663, 0.00039364, 0.00040064, 0.00040764, 0.00041465,
       0.00042165, 0.00042865, 0.00043566, 0.00044266, 0.00044966,
       0.00045667, 0.00046367, 0.00047067, 0.00047768, 0.00048468,
       0.00049168, 0.00049869, 0.00050569]), 370: array([0.00220896, 0.00211186, 0.00201903, 0.00193028, 0.00184543,
       0.00176431, 0.00168675, 0.00161261, 0.00154172, 0.00147395,
       0.00140916, 0.00134722, 0.001288  , 0.00123138, 0.00117725,
       0.00112551, 0.00107603, 0.00102873, 0.00098351, 0.00094028,
       0.00089895, 0.00085943, 0.00082165, 0.00078554, 0.00075101,
       0.00071799, 0.00068643, 0.00065626]), 375: array([1.90483673e-03, 1.64513366e-03, 1.42083820e-03, 1.22712290e-03,
       1.05981851e-03, 9.15324201e-04, 7.90530068e-04, 6.82750215e-04,
       5.89664936e-04, 5.09270791e-04, 4.39837485e-04, 3.79870632e-04,
       3.28079587e-04, 2.83349669e-04, 2.44718174e-04, 2.11353650e-04,
       1.82538005e-04, 1.57651050e-04, 1.36157151e-04, 1.17593705e-04,
       1.01561177e-04, 8.77145033e-05, 7.57556687e-05, 6.54272870e-05,
       5.65070643e-05, 4.88030139e-05, 4.21493244e-05, 3.64027907e-05]), 380: array([4.74750268e-05, 3.20435315e-05, 2.22168847e-05, 1.59593585e-05,
       1.19746184e-05, 9.43716925e-06, 7.82134294e-06, 6.79239830e-06,
       6.13717499e-06, 5.71993429e-06, 5.45423890e-06, 5.28504631e-06,
       5.17730589e-06, 5.10869770e-06, 5.06500857e-06, 5.03718770e-06,
       5.01947161e-06, 5.00819015e-06, 5.00100621e-06, 4.99643154e-06,
       4.99351842e-06, 4.99166338e-06, 4.99048210e-06, 4.98972987e-06,
       4.98925086e-06, 4.98894583e-06, 4.98875159e-06, 4.98862790e-06]), 385: array([7.27856953e-05, 9.56942341e-05, 1.18602773e-04, 1.41511312e-04,
       1.64419851e-04, 1.87328389e-04, 2.10236928e-04, 2.33145467e-04,
       2.56054006e-04, 2.78962545e-04, 3.01871084e-04, 3.24779622e-04,
       3.47688161e-04, 3.70596700e-04, 3.93505239e-04, 4.16413778e-04,
       4.39322317e-04, 4.62230855e-04, 4.85139394e-04, 5.08047933e-04,
       5.30956472e-04, 5.53865011e-04, 5.76773550e-04, 5.99682088e-04,
       6.22590627e-04, 6.45499166e-04, 6.68407705e-04, 6.91316244e-04]), 390: array([0.00054148, 0.00056527, 0.00058906, 0.00061285, 0.00063664,
       0.00066043, 0.00068422, 0.00070801, 0.0007318 , 0.00075559,
       0.00077938, 0.00080317, 0.00082696, 0.00085075, 0.00087454,
       0.00089833, 0.00092212, 0.00094591, 0.0009697 , 0.00099349,
       0.00101728, 0.00104107, 0.00106486, 0.00108865, 0.00111244,
       0.00113623, 0.00116002, 0.00118381]), 395: array([0.0003678 , 0.00038569, 0.00040358, 0.00042147, 0.00043937,
       0.00045726, 0.00047515, 0.00049304, 0.00051093, 0.00052882,
       0.00054672, 0.00056461, 0.0005825 , 0.00060039, 0.00061828,
       0.00063617, 0.00065407, 0.00067196, 0.00068985, 0.00070774,
       0.00072563, 0.00074352, 0.00076142, 0.00077931, 0.0007972 ,
       0.00081509, 0.00083298, 0.00085087]), 400: array([0.00148841, 0.00140026, 0.00131732, 0.0012393 , 0.0011659 ,
       0.00109684, 0.00103188, 0.00097076, 0.00091326, 0.00085917,
       0.00080829, 0.00076041, 0.00071537, 0.000673  , 0.00063314,
       0.00059564, 0.00056036, 0.00052717, 0.00049595, 0.00046658,
       0.00043894, 0.00041294, 0.00038849, 0.00036548, 0.00034383,
       0.00032346, 0.00030431, 0.00028628]), 405: array([0.00100305, 0.00103015, 0.00105725, 0.00108436, 0.00111146,
       0.00113856, 0.00116566, 0.00119276, 0.00121986, 0.00124696,
       0.00127406, 0.00130116, 0.00132826, 0.00135537, 0.00138247,
       0.00140957, 0.00143667, 0.00146377, 0.00149087, 0.00151797,
       0.00154507, 0.00157217, 0.00159928, 0.00162638, 0.00165348,
       0.00168058, 0.00170768, 0.00173478]), 410: array([0.00017127, 0.00017062, 0.0001703 , 0.00017013, 0.00017005,
       0.00017001, 0.00016999, 0.00016998, 0.00016998, 0.00016997,
       0.00016997, 0.00016997, 0.00016997, 0.00016997, 0.00016997,
       0.00016997, 0.00016997, 0.00016997, 0.00016997, 0.00016997,
       0.00016997, 0.00016997, 0.00016997, 0.00016997, 0.00016997,
       0.00016997, 0.00016997, 0.00016997]), 415: array([0.00019733, 0.0001979 , 0.00019818, 0.00019833, 0.0001984 ,
       0.00019843, 0.00019845, 0.00019846, 0.00019847, 0.00019847,
       0.00019847, 0.00019847, 0.00019847, 0.00019847, 0.00019847,
       0.00019847, 0.00019847, 0.00019847, 0.00019847, 0.00019847,
       0.00019847, 0.00019847, 0.00019847, 0.00019847, 0.00019847,
       0.00019847, 0.00019847, 0.00019847]), 420: array([5.10259948e-05, 5.09718194e-05, 5.09338957e-05, 5.09073485e-05,
       5.08887651e-05, 5.08757564e-05, 5.08666501e-05, 5.08602755e-05,
       5.08558132e-05, 5.08526895e-05, 5.08505029e-05, 5.08489722e-05,
       5.08479007e-05, 5.08471507e-05, 5.08466256e-05, 5.08462581e-05,
       5.08460008e-05, 5.08458207e-05, 5.08456946e-05, 5.08456063e-05,
       5.08455446e-05, 5.08455013e-05, 5.08454710e-05, 5.08454498e-05,
       5.08454350e-05, 5.08454246e-05, 5.08454173e-05, 5.08454123e-05]), 425: array([0.00194475, 0.00199275, 0.00204075, 0.00208874, 0.00213674,
       0.00218474, 0.00223274, 0.00228073, 0.00232873, 0.00237673,
       0.00242473, 0.00247272, 0.00252072, 0.00256872, 0.00261672,
       0.00266471, 0.00271271, 0.00276071, 0.00280871, 0.0028567 ,
       0.0029047 , 0.0029527 , 0.0030007 , 0.0030487 , 0.00309669,
       0.00314469, 0.00319269, 0.00324069]), 430: array([0.00258111, 0.00274246, 0.0029038 , 0.00306514, 0.00322649,
       0.00338783, 0.00354917, 0.00371052, 0.00387186, 0.0040332 ,
       0.00419454, 0.00435589, 0.00451723, 0.00467857, 0.00483992,
       0.00500126, 0.0051626 , 0.00532395, 0.00548529, 0.00564663,
       0.00580798, 0.00596932, 0.00613066, 0.00629201, 0.00645335,
       0.00661469, 0.00677604, 0.00693738]), 435: array([0.00021696, 0.00028469, 0.00035241, 0.00042014, 0.00048786,
       0.00055558, 0.00062331, 0.00069103, 0.00075876, 0.00082648,
       0.00089421, 0.00096193, 0.00102965, 0.00109738, 0.0011651 ,
       0.00123283, 0.00130055, 0.00136827, 0.001436  , 0.00150372,
       0.00157145, 0.00163917, 0.0017069 , 0.00177462, 0.00184234,
       0.00191007, 0.00197779, 0.00204552]), 440: array([7.60258502e-05, 7.58016653e-05, 7.56895745e-05, 7.56335299e-05,
       7.56055080e-05, 7.55914973e-05, 7.55844920e-05, 7.55809894e-05,
       7.55792382e-05, 7.55783625e-05, 7.55779247e-05, 7.55777058e-05,
       7.55775964e-05, 7.55775417e-05, 7.55775143e-05, 7.55775006e-05,
       7.55774938e-05, 7.55774904e-05, 7.55774887e-05, 7.55774878e-05,
       7.55774874e-05, 7.55774872e-05, 7.55774871e-05, 7.55774870e-05,
       7.55774870e-05, 7.55774870e-05, 7.55774870e-05, 7.55774869e-05]), 445: array([9.41780064e-06, 9.41616626e-06, 9.41502219e-06, 9.41422134e-06,
       9.41366074e-06, 9.41326833e-06, 9.41299364e-06, 9.41280135e-06,
       9.41266676e-06, 9.41257254e-06, 9.41250658e-06, 9.41246042e-06,
       9.41242810e-06, 9.41240548e-06, 9.41238964e-06, 9.41237856e-06,
       9.41237080e-06, 9.41236537e-06, 9.41236157e-06, 9.41235890e-06,
       9.41235704e-06, 9.41235574e-06, 9.41235482e-06, 9.41235419e-06,
       9.41235374e-06, 9.41235343e-06, 9.41235321e-06, 9.41235305e-06]), 450: array([5.08882981e-05, 5.10041521e-05, 5.10849988e-05, 5.11414162e-05,
       5.11807861e-05, 5.12082597e-05, 5.12274317e-05, 5.12408105e-05,
       5.12501467e-05, 5.12566617e-05, 5.12612082e-05, 5.12643808e-05,
       5.12665948e-05, 5.12681398e-05, 5.12692179e-05, 5.12699703e-05,
       5.12704953e-05, 5.12708617e-05, 5.12711174e-05, 5.12712958e-05,
       5.12714203e-05, 5.12715072e-05, 5.12715678e-05, 5.12716101e-05,
       5.12716396e-05, 5.12716602e-05, 5.12716746e-05, 5.12716846e-05]), 455: array([6.89796574e-05, 6.88081503e-05, 6.86880947e-05, 6.86040555e-05,
       6.85452278e-05, 6.85040483e-05, 6.84752224e-05, 6.84550443e-05,
       6.84409195e-05, 6.84310321e-05, 6.84241109e-05, 6.84192661e-05,
       6.84158746e-05, 6.84135006e-05, 6.84118388e-05, 6.84106756e-05,
       6.84098613e-05, 6.84092913e-05, 6.84088923e-05, 6.84086129e-05,
       6.84084174e-05, 6.84082806e-05, 6.84081848e-05, 6.84081177e-05,
       6.84080708e-05, 6.84080379e-05, 6.84080149e-05, 6.84079988e-05]), 460: array([0.00322708, 0.00340651, 0.00358595, 0.00376539, 0.00394482,
       0.00412426, 0.00430369, 0.00448313, 0.00466257, 0.004842  ,
       0.00502144, 0.00520088, 0.00538031, 0.00555975, 0.00573918,
       0.00591862, 0.00609806, 0.00627749, 0.00645693, 0.00663637,
       0.0068158 , 0.00699524, 0.00717467, 0.00735411, 0.00753355,
       0.00771298, 0.00789242, 0.00807186]), 465: array([1.38539673e-05, 1.57557041e-05, 1.72710982e-05, 1.84786359e-05,
       1.94408592e-05, 2.02076042e-05, 2.08185830e-05, 2.13054399e-05,
       2.16933905e-05, 2.20025279e-05, 2.22488632e-05, 2.24451549e-05,
       2.26015694e-05, 2.27262078e-05, 2.28255257e-05, 2.29046668e-05,
       2.29677303e-05, 2.30179822e-05, 2.30580253e-05, 2.30899336e-05,
       2.31153596e-05, 2.31356202e-05, 2.31517648e-05, 2.31646297e-05,
       2.31748810e-05, 2.31830497e-05, 2.31895589e-05, 2.31947457e-05]), 470: array([5.77465282e-05, 5.78071373e-05, 5.78374417e-05, 5.78525940e-05,
       5.78601701e-05, 5.78639581e-05, 5.78658521e-05, 5.78667991e-05,
       5.78672726e-05, 5.78675094e-05, 5.78676277e-05, 5.78676869e-05,
       5.78677165e-05, 5.78677313e-05, 5.78677387e-05, 5.78677424e-05,
       5.78677443e-05, 5.78677452e-05, 5.78677456e-05, 5.78677459e-05,
       5.78677460e-05, 5.78677461e-05, 5.78677461e-05, 5.78677461e-05,
       5.78677461e-05, 5.78677461e-05, 5.78677461e-05, 5.78677461e-05]), 475: array([0.00202611, 0.00212805, 0.00223   , 0.00233195, 0.0024339 ,
       0.00253585, 0.0026378 , 0.00273974, 0.00284169, 0.00294364,
       0.00304559, 0.00314754, 0.00324949, 0.00335144, 0.00345338,
       0.00355533, 0.00365728, 0.00375923, 0.00386118, 0.00396313,
       0.00406507, 0.00416702, 0.00426897, 0.00437092, 0.00447287,
       0.00457482, 0.00467677, 0.00477871]), 480: array([6.03118824e-05, 6.02277664e-05, 6.01857083e-05, 6.01646794e-05,
       6.01541649e-05, 6.01489076e-05, 6.01462790e-05, 6.01449647e-05,
       6.01443075e-05, 6.01439790e-05, 6.01438147e-05, 6.01437325e-05,
       6.01436915e-05, 6.01436709e-05, 6.01436607e-05, 6.01436555e-05,
       6.01436530e-05, 6.01436517e-05, 6.01436510e-05, 6.01436507e-05,
       6.01436506e-05, 6.01436505e-05, 6.01436504e-05, 6.01436504e-05,
       6.01436504e-05, 6.01436504e-05, 6.01436504e-05, 6.01436504e-05]), 485: array([0.00040366, 0.00040497, 0.00040598, 0.00040675, 0.00040733,
       0.00040778, 0.00040812, 0.00040839, 0.00040859, 0.00040874,
       0.00040886, 0.00040895, 0.00040901, 0.00040907, 0.00040911,
       0.00040914, 0.00040916, 0.00040918, 0.00040919, 0.0004092 ,
       0.00040921, 0.00040921, 0.00040922, 0.00040922, 0.00040923,
       0.00040923, 0.00040923, 0.00040923]), 490: array([9.30647869e-05, 9.26512174e-05, 9.23617172e-05, 9.21590660e-05,
       9.20172094e-05, 9.19179093e-05, 9.18483988e-05, 9.17997412e-05,
       9.17656807e-05, 9.17418382e-05, 9.17251484e-05, 9.17134654e-05,
       9.17052873e-05, 9.16995626e-05, 9.16955553e-05, 9.16927502e-05,
       9.16907866e-05, 9.16894121e-05, 9.16884499e-05, 9.16877764e-05,
       9.16873049e-05, 9.16869749e-05, 9.16867438e-05, 9.16865821e-05,
       9.16864689e-05, 9.16863897e-05, 9.16863342e-05, 9.16862954e-05]), 495: array([0.0124206 , 0.01318571, 0.01395082, 0.01471592, 0.01548103,
       0.01624614, 0.01701125, 0.01777636, 0.01854147, 0.01930658,
       0.02007169, 0.0208368 , 0.02160191, 0.02236702, 0.02313213,
       0.02389723, 0.02466234, 0.02542745, 0.02619256, 0.02695767,
       0.02772278, 0.02848789, 0.029253  , 0.03001811, 0.03078322,
       0.03154833, 0.03231344, 0.03307854]), 500: array([4.96998467e-04, 3.25109520e-04, 2.12669104e-04, 1.39116689e-04,
       9.10026932e-05, 5.95291296e-05, 3.89408333e-05, 2.54730878e-05,
       1.66632200e-05, 1.09002828e-05, 7.13048228e-06, 4.66448344e-06,
       3.05136091e-06, 1.99614373e-06, 1.30587796e-06, 8.54343569e-07,
       5.58974289e-07, 3.65759744e-07, 2.39369281e-07, 1.56691502e-07,
       1.02608189e-07, 6.72298220e-08, 4.40872154e-08, 2.89485788e-08,
       1.90457048e-08, 1.25677823e-08, 8.33027712e-09, 5.55833134e-09]), 505: array([0.00012071, 0.00014211, 0.00015836, 0.00017071, 0.0001801 ,
       0.00018722, 0.00019264, 0.00019675, 0.00019988, 0.00020225,
       0.00020406, 0.00020543, 0.00020647, 0.00020726, 0.00020786,
       0.00020832, 0.00020866, 0.00020893, 0.00020913, 0.00020928,
       0.00020939, 0.00020948, 0.00020955, 0.0002096 , 0.00020964,
       0.00020967, 0.00020969, 0.0002097 ]), 510: array([0.00082645, 0.00086814, 0.00090982, 0.00095151, 0.00099319,
       0.00103488, 0.00107656, 0.00111825, 0.00115993, 0.00120162,
       0.0012433 , 0.00128499, 0.00132667, 0.00136836, 0.00141004,
       0.00145173, 0.00149341, 0.0015351 , 0.00157678, 0.00161847,
       0.00166015, 0.00170184, 0.00174352, 0.00178521, 0.00182689,
       0.00186858, 0.00191026, 0.00195195]), 515: array([0.0002148 , 0.00021525, 0.00021547, 0.00021557, 0.00021561,
       0.00021564, 0.00021565, 0.00021565, 0.00021565, 0.00021565,
       0.00021565, 0.00021566, 0.00021566, 0.00021566, 0.00021566,
       0.00021566, 0.00021566, 0.00021566, 0.00021566, 0.00021566,
       0.00021566, 0.00021566, 0.00021566, 0.00021566, 0.00021566,
       0.00021566, 0.00021566, 0.00021566]), 520: array([7.08312792e-05, 7.11632920e-05, 7.13292983e-05, 7.14123014e-05,
       7.14538030e-05, 7.14745538e-05, 7.14849292e-05, 7.14901169e-05,
       7.14927107e-05, 7.14940077e-05, 7.14946561e-05, 7.14949804e-05,
       7.14951425e-05, 7.14952235e-05, 7.14952641e-05, 7.14952843e-05,
       7.14952945e-05, 7.14952995e-05, 7.14953021e-05, 7.14953033e-05,
       7.14953040e-05, 7.14953043e-05, 7.14953044e-05, 7.14953045e-05,
       7.14953045e-05, 7.14953046e-05, 7.14953046e-05, 7.14953046e-05]), 525: array([5.27865494e-05, 5.26413558e-05, 5.25397198e-05, 5.24685743e-05,
       5.24187722e-05, 5.23839106e-05, 5.23595074e-05, 5.23424251e-05,
       5.23304674e-05, 5.23220970e-05, 5.23162377e-05, 5.23121361e-05,
       5.23092650e-05, 5.23072553e-05, 5.23058484e-05, 5.23048636e-05,
       5.23041743e-05, 5.23036917e-05, 5.23033539e-05, 5.23031175e-05,
       5.23029520e-05, 5.23028361e-05, 5.23027550e-05, 5.23026982e-05,
       5.23026585e-05, 5.23026307e-05, 5.23026112e-05, 5.23025976e-05]), 530: array([0.00141843, 0.00136949, 0.00132808, 0.00129305, 0.00126341,
       0.00123834, 0.00121712, 0.00119917, 0.00118398, 0.00117113,
       0.00116026, 0.00115106, 0.00114328, 0.0011367 , 0.00113113,
       0.00112642, 0.00112243, 0.00111906, 0.0011162 , 0.00111379,
       0.00111174, 0.00111002, 0.00110855, 0.00110732, 0.00110627,
       0.00110538, 0.00110463, 0.001104  ]), 535: array([1.28210811e-04, 1.08057558e-04, 9.10809187e-05, 7.67801856e-05,
       6.47335748e-05, 5.45857851e-05, 4.60375190e-05, 3.88366551e-05,
       3.27708118e-05, 2.76610841e-05, 2.33567662e-05, 1.97309072e-05,
       1.66765664e-05, 1.41036596e-05, 1.19363016e-05, 1.01105688e-05,
       8.57261324e-06, 7.27707461e-06, 6.18574247e-06, 5.26642921e-06,
       4.49202074e-06, 3.83967674e-06, 3.29015706e-06, 2.82725424e-06,
       2.43731548e-06, 2.10883998e-06, 1.83213973e-06, 1.59905376e-06]), 540: array([0.00018851, 0.00018808, 0.00018787, 0.00018776, 0.0001877 ,
       0.00018768, 0.00018766, 0.00018766, 0.00018765, 0.00018765,
       0.00018765, 0.00018765, 0.00018765, 0.00018765, 0.00018765,
       0.00018765, 0.00018765, 0.00018765, 0.00018765, 0.00018765,
       0.00018765, 0.00018765, 0.00018765, 0.00018765, 0.00018765,
       0.00018765, 0.00018765, 0.00018765]), 545: array([0.00045763, 0.00047539, 0.00049316, 0.00051092, 0.00052869,
       0.00054645, 0.00056422, 0.00058198, 0.00059975, 0.00061751,
       0.00063528, 0.00065304, 0.00067081, 0.00068857, 0.00070634,
       0.00072411, 0.00074187, 0.00075964, 0.0007774 , 0.00079517,
       0.00081293, 0.0008307 , 0.00084846, 0.00086623, 0.00088399,
       0.00090176, 0.00091952, 0.00093729]), 550: array([0.00028042, 0.0002707 , 0.000263  , 0.00025689, 0.00025204,
       0.0002482 , 0.00024515, 0.00024273, 0.00024081, 0.00023929,
       0.00023808, 0.00023713, 0.00023637, 0.00023576, 0.00023529,
       0.00023491, 0.00023461, 0.00023437, 0.00023418, 0.00023403,
       0.00023391, 0.00023382, 0.00023374, 0.00023368, 0.00023364,
       0.0002336 , 0.00023357, 0.00023355]), 555: array([2.81985607e-05, 2.63721084e-05, 2.46639589e-05, 2.30664496e-05,
       2.15724140e-05, 2.01751499e-05, 1.88683893e-05, 1.76462701e-05,
       1.65033099e-05, 1.54343814e-05, 1.44346895e-05, 1.34997495e-05,
       1.26253674e-05, 1.18076207e-05, 1.10428410e-05, 1.03275976e-05,
       9.65868185e-06, 9.03309305e-06, 8.44802485e-06, 7.90085263e-06,
       7.38912180e-06, 6.91053677e-06, 6.46295060e-06, 6.04435544e-06,
       5.65287350e-06, 5.28674860e-06, 4.94433830e-06, 4.62410658e-06]), 560: array([6.49672198e-04, 5.47436818e-04, 4.61289745e-04, 3.88699237e-04,
       3.27531961e-04, 2.75990295e-04, 2.32559501e-04, 1.95963211e-04,
       1.65125908e-04, 1.39141329e-04, 1.17245822e-04, 9.87959101e-05,
       8.32493749e-05, 7.01493258e-05, 5.91107707e-05, 4.98093017e-05,
       4.19715618e-05, 3.53672106e-05, 2.98021555e-05, 2.51128473e-05,
       2.11614738e-05, 1.78319096e-05, 1.50263035e-05, 1.26622025e-05,
       1.06701292e-05, 8.99153921e-06, 7.57710114e-06, 6.38524662e-06]), 565: array([3.76214139e-05, 3.75868121e-05, 3.75625907e-05, 3.75456357e-05,
       3.75337671e-05, 3.75254591e-05, 3.75196435e-05, 3.75155725e-05,
       3.75127228e-05, 3.75107280e-05, 3.75093316e-05, 3.75083542e-05,
       3.75076699e-05, 3.75071910e-05, 3.75068557e-05, 3.75066210e-05,
       3.75064567e-05, 3.75063417e-05, 3.75062612e-05, 3.75062049e-05,
       3.75061654e-05, 3.75061378e-05, 3.75061185e-05, 3.75061050e-05,
       3.75060955e-05, 3.75060889e-05, 3.75060842e-05, 3.75060810e-05]), 570: array([0.0013727 , 0.00144573, 0.00151876, 0.00159179, 0.00166482,
       0.00173785, 0.00181088, 0.00188391, 0.00195694, 0.00202996,
       0.00210299, 0.00217602, 0.00224905, 0.00232208, 0.00239511,
       0.00246814, 0.00254117, 0.0026142 , 0.00268723, 0.00276026,
       0.00283329, 0.00290632, 0.00297935, 0.00305238, 0.0031254 ,
       0.00319843, 0.00327146, 0.00334449]), 575: array([0.00017801, 0.00021676, 0.00023993, 0.00025379, 0.00026208,
       0.00026704, 0.00027   , 0.00027178, 0.00027284, 0.00027347,
       0.00027385, 0.00027408, 0.00027421, 0.00027429, 0.00027434,
       0.00027437, 0.00027439, 0.0002744 , 0.00027441, 0.00027441,
       0.00027441, 0.00027441, 0.00027441, 0.00027441, 0.00027441,
       0.00027441, 0.00027442, 0.00027442]), 580: array([0.00356382, 0.00356008, 0.0035582 , 0.00355727, 0.0035568 ,
       0.00355656, 0.00355645, 0.00355639, 0.00355636, 0.00355634,
       0.00355634, 0.00355633, 0.00355633, 0.00355633, 0.00355633,
       0.00355633, 0.00355633, 0.00355633, 0.00355633, 0.00355633,
       0.00355633, 0.00355633, 0.00355633, 0.00355633, 0.00355633,
       0.00355633, 0.00355633, 0.00355633]), 585: array([8.24469843e-05, 8.25657745e-05, 8.26251658e-05, 8.26548595e-05,
       8.26697055e-05, 8.26771279e-05, 8.26808389e-05, 8.26826943e-05,
       8.26836220e-05, 8.26840858e-05, 8.26843176e-05, 8.26844336e-05,
       8.26844915e-05, 8.26845205e-05, 8.26845350e-05, 8.26845422e-05,
       8.26845459e-05, 8.26845477e-05, 8.26845486e-05, 8.26845490e-05,
       8.26845493e-05, 8.26845494e-05, 8.26845494e-05, 8.26845495e-05,
       8.26845495e-05, 8.26845495e-05, 8.26845495e-05, 8.26845495e-05]), 590: array([1.94548472e-04, 1.86386376e-04, 1.78566713e-04, 1.71075116e-04,
       1.63897823e-04, 1.57021646e-04, 1.50433953e-04, 1.44122640e-04,
       1.38076113e-04, 1.32283262e-04, 1.26733445e-04, 1.21416465e-04,
       1.16322554e-04, 1.11442354e-04, 1.06766897e-04, 1.02287596e-04,
       9.79962187e-05, 9.38848826e-05, 8.99460338e-05, 8.61724357e-05,
       8.25571555e-05, 7.90935509e-05, 7.57752587e-05, 7.25961823e-05,
       6.95504812e-05, 6.66325596e-05, 6.38370567e-05, 6.11588366e-05]), 595: array([0.00011862, 0.00011862, 0.00011862, 0.00011862, 0.00011862,
       0.00011862, 0.00011862, 0.00011862, 0.00011862, 0.00011862,
       0.00011862, 0.00011862, 0.00011862, 0.00011862, 0.00011862,
       0.00011862, 0.00011862, 0.00011862, 0.00011862, 0.00011862,
       0.00011862, 0.00011862, 0.00011862, 0.00011862, 0.00011862,
       0.00011862, 0.00011862, 0.00011862]), 600: array([0.00200174, 0.00211572, 0.0022297 , 0.00234368, 0.00245766,
       0.00257164, 0.00268562, 0.0027996 , 0.00291358, 0.00302756,
       0.00314154, 0.00325552, 0.0033695 , 0.00348348, 0.00359746,
       0.00371144, 0.00382542, 0.0039394 , 0.00405338, 0.00416736,
       0.00428134, 0.00439532, 0.0045093 , 0.00462328, 0.00473726,
       0.00485124, 0.00496522, 0.0050792 ]), 605: array([0.00103601, 0.00103717, 0.00103775, 0.00103804, 0.00103818,
       0.00103825, 0.00103829, 0.00103831, 0.00103832, 0.00103832,
       0.00103832, 0.00103832, 0.00103832, 0.00103832, 0.00103832,
       0.00103833, 0.00103833, 0.00103833, 0.00103833, 0.00103833,
       0.00103833, 0.00103833, 0.00103833, 0.00103833, 0.00103833,
       0.00103833, 0.00103833, 0.00103833]), 610: array([0.00250248, 0.00261796, 0.00273345, 0.00284893, 0.00296441,
       0.0030799 , 0.00319538, 0.00331086, 0.00342634, 0.00354183,
       0.00365731, 0.00377279, 0.00388828, 0.00400376, 0.00411924,
       0.00423473, 0.00435021, 0.00446569, 0.00458117, 0.00469666,
       0.00481214, 0.00492762, 0.00504311, 0.00515859, 0.00527407,
       0.00538956, 0.00550504, 0.00562052]), 615: array([0.00098409, 0.00101198, 0.00103987, 0.00106776, 0.00109564,
       0.00112353, 0.00115142, 0.0011793 , 0.00120719, 0.00123508,
       0.00126296, 0.00129085, 0.00131874, 0.00134663, 0.00137451,
       0.0014024 , 0.00143029, 0.00145817, 0.00148606, 0.00151395,
       0.00154184, 0.00156972, 0.00159761, 0.0016255 , 0.00165338,
       0.00168127, 0.00170916, 0.00173704]), 620: array([6.59268763e-04, 5.76165306e-04, 5.03537373e-04, 4.40064482e-04,
       3.84592605e-04, 3.36113180e-04, 2.93744781e-04, 2.56717089e-04,
       2.24356887e-04, 1.96075817e-04, 1.71359690e-04, 1.49759131e-04,
       1.30881408e-04, 1.14383298e-04, 9.99648414e-05, 8.73638889e-05,
       7.63513370e-05, 6.67269616e-05, 5.83157773e-05, 5.09648566e-05,
       4.45405489e-05, 3.89260510e-05, 3.40192831e-05, 2.97310330e-05,
       2.59833341e-05, 2.27080476e-05, 1.98456242e-05, 1.73440207e-05]), 625: array([0.00081464, 0.00076231, 0.00071773, 0.00067976, 0.00064742,
       0.00061988, 0.00059641, 0.00057642, 0.0005594 , 0.0005449 ,
       0.00053255, 0.00052203, 0.00051307, 0.00050543, 0.00049893,
       0.00049339, 0.00048868, 0.00048466, 0.00048124, 0.00047832,
       0.00047584, 0.00047372, 0.00047192, 0.00047039, 0.00046908,
       0.00046797, 0.00046702, 0.00046621]), 630: array([0.0025347 , 0.00279955, 0.0030644 , 0.00332926, 0.00359411,
       0.00385896, 0.00412382, 0.00438867, 0.00465352, 0.00491838,
       0.00518323, 0.00544808, 0.00571294, 0.00597779, 0.00624264,
       0.0065075 , 0.00677235, 0.0070372 , 0.00730206, 0.00756691,
       0.00783177, 0.00809662, 0.00836147, 0.00862633, 0.00889118,
       0.00915603, 0.00942089, 0.00968574]), 635: array([0.00062688, 0.00065139, 0.0006759 , 0.00070041, 0.00072492,
       0.00074943, 0.00077394, 0.00079845, 0.00082296, 0.00084747,
       0.00087198, 0.00089649, 0.00092101, 0.00094552, 0.00097003,
       0.00099454, 0.00101905, 0.00104356, 0.00106807, 0.00109258,
       0.00111709, 0.0011416 , 0.00116611, 0.00119062, 0.00121513,
       0.00123964, 0.00126415, 0.00128866]), 640: array([0.00093863, 0.00095597, 0.00097211, 0.00098714, 0.00100112,
       0.00101414, 0.00102625, 0.00103753, 0.00104803, 0.0010578 ,
       0.00106689, 0.00107536, 0.00108324, 0.00109057, 0.00109739,
       0.00110375, 0.00110966, 0.00111517, 0.00112029, 0.00112506,
       0.0011295 , 0.00113363, 0.00113747, 0.00114105, 0.00114439,
       0.00114749, 0.00115037, 0.00115306]), 645: array([0.04354851, 0.03551874, 0.03059744, 0.02758126, 0.02573269,
       0.02459974, 0.02390538, 0.02347982, 0.023219  , 0.02305914,
       0.02296117, 0.02290113, 0.02286433, 0.02284178, 0.02282795,
       0.02281948, 0.02281429, 0.02281111, 0.02280916, 0.02280796,
       0.02280723, 0.02280678, 0.0228065 , 0.02280633, 0.02280623,
       0.02280617, 0.02280613, 0.02280611]), 650: array([0.00145354, 0.00138585, 0.001333  , 0.00129175, 0.00125954,
       0.0012344 , 0.00121477, 0.00119945, 0.00118749, 0.00117815,
       0.00117086, 0.00116517, 0.00116073, 0.00115727, 0.00115456,
       0.00115244, 0.00115079, 0.00114951, 0.0011485 , 0.00114772,
       0.0011471 , 0.00114663, 0.00114625, 0.00114596, 0.00114573,
       0.00114556, 0.00114542, 0.00114531]), 655: array([0.00010439, 0.00015322, 0.00020205, 0.00025088, 0.00029971,
       0.00034854, 0.00039737, 0.0004462 , 0.00049503, 0.00054386,
       0.00059269, 0.00064152, 0.00069035, 0.00073918, 0.00078801,
       0.00083684, 0.00088567, 0.0009345 , 0.00098333, 0.00103216,
       0.00108099, 0.00112982, 0.00117865, 0.00122748, 0.00127631,
       0.00132514, 0.00137397, 0.0014228 ]), 660: array([0.00179532, 0.00185293, 0.00191054, 0.00196815, 0.00202576,
       0.00208337, 0.00214098, 0.00219859, 0.0022562 , 0.00231381,
       0.00237142, 0.00242903, 0.00248664, 0.00254425, 0.00260186,
       0.00265947, 0.00271708, 0.00277469, 0.0028323 , 0.00288991,
       0.00294752, 0.00300513, 0.00306274, 0.00312035, 0.00317796,
       0.00323557, 0.00329317, 0.00335078]), 665: array([0.00038901, 0.00040199, 0.00041497, 0.00042795, 0.00044093,
       0.00045391, 0.00046689, 0.00047986, 0.00049284, 0.00050582,
       0.0005188 , 0.00053178, 0.00054476, 0.00055774, 0.00057072,
       0.0005837 , 0.00059668, 0.00060966, 0.00062264, 0.00063562,
       0.0006486 , 0.00066158, 0.00067456, 0.00068754, 0.00070052,
       0.0007135 , 0.00072648, 0.00073946]), 670: array([0.0008231 , 0.00074494, 0.00069515, 0.00066343, 0.00064323,
       0.00063036, 0.00062216, 0.00061693, 0.00061361, 0.00061149,
       0.00061014, 0.00060928, 0.00060873, 0.00060838, 0.00060816,
       0.00060802, 0.00060793, 0.00060787, 0.00060783, 0.00060781,
       0.0006078 , 0.00060779, 0.00060778, 0.00060778, 0.00060777,
       0.00060777, 0.00060777, 0.00060777]), 675: array([0.00060924, 0.00058598, 0.00056361, 0.0005421 , 0.0005214 ,
       0.0005015 , 0.00048236, 0.00046394, 0.00044623, 0.0004292 ,
       0.00041281, 0.00039705, 0.0003819 , 0.00036732, 0.0003533 ,
       0.00033981, 0.00032684, 0.00031436, 0.00030236, 0.00029082,
       0.00027972, 0.00026904, 0.00025877, 0.00024889, 0.00023939,
       0.00023025, 0.00022146, 0.00021301]), 680: array([0.01682303, 0.01321413, 0.01119359, 0.01006234, 0.00942898,
       0.00907437, 0.00887584, 0.00876469, 0.00870245, 0.00866761,
       0.0086481 , 0.00863718, 0.00863107, 0.00862764, 0.00862572,
       0.00862465, 0.00862405, 0.00862371, 0.00862353, 0.00862342,
       0.00862336, 0.00862333, 0.00862331, 0.0086233 , 0.00862329,
       0.00862329, 0.00862329, 0.00862329]), 685: array([0.00178361, 0.00169522, 0.0016112 , 0.00153135, 0.00145546,
       0.00138333, 0.00131477, 0.00124961, 0.00118769, 0.00112882,
       0.00107288, 0.00101971, 0.00096917, 0.00092114, 0.00087549,
       0.0008321 , 0.00079087, 0.00075167, 0.00071442, 0.00067901,
       0.00064536, 0.00061338, 0.00058298, 0.00055409, 0.00052663,
       0.00050053, 0.00047572, 0.00045215]), 690: array([0.00042532, 0.00043753, 0.00044974, 0.00046195, 0.00047416,
       0.00048637, 0.00049858, 0.00051079, 0.00052301, 0.00053522,
       0.00054743, 0.00055964, 0.00057185, 0.00058406, 0.00059627,
       0.00060848, 0.00062069, 0.0006329 , 0.00064511, 0.00065732,
       0.00066953, 0.00068174, 0.00069395, 0.00070616, 0.00071838,
       0.00073059, 0.0007428 , 0.00075501]), 695: array([0.00026519, 0.00028319, 0.00028482, 0.00028496, 0.00028498,
       0.00028498, 0.00028498, 0.00028498, 0.00028498, 0.00028498,
       0.00028498, 0.00028498, 0.00028498, 0.00028498, 0.00028498,
       0.00028498, 0.00028498, 0.00028498, 0.00028498, 0.00028498,
       0.00028498, 0.00028498, 0.00028498, 0.00028498, 0.00028498,
       0.00028498, 0.00028498, 0.00028498]), 700: array([0.00037228, 0.00037292, 0.00037325, 0.00037341, 0.00037349,
       0.00037353, 0.00037355, 0.00037356, 0.00037356, 0.00037356,
       0.00037356, 0.00037357, 0.00037357, 0.00037357, 0.00037357,
       0.00037357, 0.00037357, 0.00037357, 0.00037357, 0.00037357,
       0.00037357, 0.00037357, 0.00037357, 0.00037357, 0.00037357,
       0.00037357, 0.00037357, 0.00037357]), 705: array([0.0001336 , 0.00013359, 0.00013359, 0.00013359, 0.00013359,
       0.00013359, 0.00013359, 0.00013358, 0.00013358, 0.00013358,
       0.00013358, 0.00013358, 0.00013358, 0.00013358, 0.00013358,
       0.00013358, 0.00013358, 0.00013358, 0.00013358, 0.00013358,
       0.00013358, 0.00013358, 0.00013358, 0.00013358, 0.00013358,
       0.00013358, 0.00013358, 0.00013358]), 710: array([0.00116325, 0.00116345, 0.00116355, 0.00116361, 0.00116364,
       0.00116366, 0.00116367, 0.00116367, 0.00116367, 0.00116368,
       0.00116368, 0.00116368, 0.00116368, 0.00116368, 0.00116368,
       0.00116368, 0.00116368, 0.00116368, 0.00116368, 0.00116368,
       0.00116368, 0.00116368, 0.00116368, 0.00116368, 0.00116368,
       0.00116368, 0.00116368, 0.00116368]), 715: array([7.83439565e-04, 7.21399221e-04, 6.64271835e-04, 6.11668350e-04,
       5.63230520e-04, 5.18628469e-04, 4.77558441e-04, 4.39740737e-04,
       4.04917806e-04, 3.72852494e-04, 3.43326424e-04, 3.16138515e-04,
       2.91103610e-04, 2.68051211e-04, 2.46824325e-04, 2.27278391e-04,
       2.09280293e-04, 1.92707460e-04, 1.77447024e-04, 1.63395059e-04,
       1.50455864e-04, 1.38541321e-04, 1.27570286e-04, 1.17468045e-04,
       1.08165798e-04, 9.96001928e-05, 9.17128956e-05, 8.44501912e-05]), 720: array([0.00027438, 0.00028342, 0.00029246, 0.0003015 , 0.00031055,
       0.00031959, 0.00032863, 0.00033767, 0.00034671, 0.00035575,
       0.0003648 , 0.00037384, 0.00038288, 0.00039192, 0.00040096,
       0.00041001, 0.00041905, 0.00042809, 0.00043713, 0.00044617,
       0.00045522, 0.00046426, 0.0004733 , 0.00048234, 0.00049138,
       0.00050042, 0.00050947, 0.00051851]), 725: array([0.0012921 , 0.00128738, 0.00128502, 0.00128384, 0.00128325,
       0.00128296, 0.00128281, 0.00128274, 0.0012827 , 0.00128268,
       0.00128267, 0.00128267, 0.00128267, 0.00128267, 0.00128267,
       0.00128267, 0.00128267, 0.00128267, 0.00128267, 0.00128267,
       0.00128267, 0.00128267, 0.00128267, 0.00128267, 0.00128267,
       0.00128267, 0.00128267, 0.00128267]), 730: array([1.16529111e-04, 9.56636106e-05, 7.85342516e-05, 6.44720466e-05,
       5.29277962e-05, 4.34506396e-05, 3.56704466e-05, 2.92833618e-05,
       2.40399375e-05, 1.97353919e-05, 1.62016109e-05, 1.33005828e-05,
       1.09190078e-05, 8.96387357e-06, 7.35882238e-06, 6.04116893e-06,
       4.95945227e-06, 4.07142596e-06, 3.34240813e-06, 2.74392700e-06,
       2.25260888e-06, 1.84926535e-06, 1.51814383e-06, 1.24631237e-06,
       1.02315459e-06, 8.39955059e-07, 6.89558927e-07, 5.66092471e-07]), 735: array([0.00126226, 0.00125151, 0.00124614, 0.00124345, 0.00124211,
       0.00124143, 0.0012411 , 0.00124093, 0.00124085, 0.00124081,
       0.00124078, 0.00124077, 0.00124077, 0.00124077, 0.00124076,
       0.00124076, 0.00124076, 0.00124076, 0.00124076, 0.00124076,
       0.00124076, 0.00124076, 0.00124076, 0.00124076, 0.00124076,
       0.00124076, 0.00124076, 0.00124076]), 740: array([0.00123694, 0.00128107, 0.00132519, 0.00136931, 0.00141344,
       0.00145756, 0.00150169, 0.00154581, 0.00158994, 0.00163406,
       0.00167818, 0.00172231, 0.00176643, 0.00181056, 0.00185468,
       0.00189881, 0.00194293, 0.00198705, 0.00203118, 0.0020753 ,
       0.00211943, 0.00216355, 0.00220768, 0.0022518 , 0.00229592,
       0.00234005, 0.00238417, 0.0024283 ]), 745: array([0.00166438, 0.00165333, 0.0016478 , 0.00164504, 0.00164366,
       0.00164297, 0.00164262, 0.00164245, 0.00164236, 0.00164232,
       0.0016423 , 0.00164229, 0.00164228, 0.00164228, 0.00164228,
       0.00164228, 0.00164228, 0.00164228, 0.00164228, 0.00164228,
       0.00164228, 0.00164228, 0.00164228, 0.00164228, 0.00164228,
       0.00164228, 0.00164228, 0.00164228]), 750: array([0.00385913, 0.00392467, 0.0039902 , 0.00405574, 0.00412128,
       0.00418681, 0.00425235, 0.00431789, 0.00438342, 0.00444896,
       0.0045145 , 0.00458004, 0.00464557, 0.00471111, 0.00477665,
       0.00484218, 0.00490772, 0.00497326, 0.00503879, 0.00510433,
       0.00516987, 0.0052354 , 0.00530094, 0.00536648, 0.00543201,
       0.00549755, 0.00556309, 0.00562863]), 755: array([0.00043418, 0.0004342 , 0.00043421, 0.00043422, 0.00043422,
       0.00043422, 0.00043422, 0.00043422, 0.00043422, 0.00043422,
       0.00043422, 0.00043422, 0.00043422, 0.00043422, 0.00043422,
       0.00043422, 0.00043422, 0.00043422, 0.00043422, 0.00043422,
       0.00043422, 0.00043422, 0.00043422, 0.00043422, 0.00043422,
       0.00043422, 0.00043422, 0.00043422]), 760: array([0.00363804, 0.00377033, 0.00390263, 0.00403492, 0.00416721,
       0.0042995 , 0.00443179, 0.00456408, 0.00469637, 0.00482867,
       0.00496096, 0.00509325, 0.00522554, 0.00535783, 0.00549012,
       0.00562242, 0.00575471, 0.005887  , 0.00601929, 0.00615158,
       0.00628387, 0.00641616, 0.00654846, 0.00668075, 0.00681304,
       0.00694533, 0.00707762, 0.00720991]), 765: array([3.13493585e-05, 4.38239278e-05, 5.16836875e-05, 5.66358282e-05,
       5.97559869e-05, 6.17218823e-05, 6.29605194e-05, 6.37409384e-05,
       6.42326512e-05, 6.45424610e-05, 6.47376606e-05, 6.48606486e-05,
       6.49381387e-05, 6.49869624e-05, 6.50177243e-05, 6.50371063e-05,
       6.50493181e-05, 6.50570123e-05, 6.50618602e-05, 6.50649146e-05,
       6.50668391e-05, 6.50680516e-05, 6.50688156e-05, 6.50692970e-05,
       6.50696003e-05, 6.50697914e-05, 6.50699118e-05, 6.50699876e-05]), 770: array([0.00037795, 0.00037813, 0.00037826, 0.00037836, 0.00037842,
       0.00037846, 0.00037849, 0.00037852, 0.00037853, 0.00037854,
       0.00037855, 0.00037856, 0.00037856, 0.00037856, 0.00037856,
       0.00037856, 0.00037857, 0.00037857, 0.00037857, 0.00037857,
       0.00037857, 0.00037857, 0.00037857, 0.00037857, 0.00037857,
       0.00037857, 0.00037857, 0.00037857]), 775: array([0.00321819, 0.00321588, 0.00321447, 0.0032136 , 0.00321308,
       0.00321275, 0.00321255, 0.00321243, 0.00321236, 0.00321232,
       0.00321229, 0.00321227, 0.00321226, 0.00321225, 0.00321225,
       0.00321225, 0.00321225, 0.00321225, 0.00321224, 0.00321224,
       0.00321224, 0.00321224, 0.00321224, 0.00321224, 0.00321224,
       0.00321224, 0.00321224, 0.00321224]), 780: array([0.00029303, 0.00028215, 0.00027724, 0.00027501, 0.00027401,
       0.00027355, 0.00027335, 0.00027326, 0.00027321, 0.00027319,
       0.00027319, 0.00027318, 0.00027318, 0.00027318, 0.00027318,
       0.00027318, 0.00027318, 0.00027318, 0.00027318, 0.00027318,
       0.00027318, 0.00027318, 0.00027318, 0.00027318, 0.00027318,
       0.00027318, 0.00027318, 0.00027318]), 785: array([0.00045868, 0.00045302, 0.00045019, 0.00044878, 0.00044807,
       0.00044771, 0.00044754, 0.00044745, 0.0004474 , 0.00044738,
       0.00044737, 0.00044737, 0.00044736, 0.00044736, 0.00044736,
       0.00044736, 0.00044736, 0.00044736, 0.00044736, 0.00044736,
       0.00044736, 0.00044736, 0.00044736, 0.00044736, 0.00044736,
       0.00044736, 0.00044736, 0.00044736]), 790: array([0.00491222, 0.00473731, 0.00456863, 0.00440596, 0.00424908,
       0.00409778, 0.00395187, 0.00381116, 0.00367546, 0.00354459,
       0.00341838, 0.00329666, 0.00317928, 0.00306608, 0.0029569 ,
       0.00285162, 0.00275008, 0.00265216, 0.00255773, 0.00246665,
       0.00237883, 0.00229412, 0.00221244, 0.00213366, 0.00205769,
       0.00198442, 0.00191376, 0.00184562]), 795: array([0.00016164, 0.00016013, 0.00015938, 0.000159  , 0.00015881,
       0.00015872, 0.00015867, 0.00015865, 0.00015864, 0.00015863,
       0.00015863, 0.00015863, 0.00015863, 0.00015863, 0.00015863,
       0.00015863, 0.00015863, 0.00015863, 0.00015863, 0.00015863,
       0.00015863, 0.00015863, 0.00015863, 0.00015863, 0.00015863,
       0.00015863, 0.00015863, 0.00015863]), 800: array([0.00031953, 0.00031986, 0.00032009, 0.00032025, 0.00032036,
       0.00032044, 0.0003205 , 0.00032054, 0.00032057, 0.00032058,
       0.0003206 , 0.00032061, 0.00032061, 0.00032062, 0.00032062,
       0.00032062, 0.00032062, 0.00032063, 0.00032063, 0.00032063,
       0.00032063, 0.00032063, 0.00032063, 0.00032063, 0.00032063,
       0.00032063, 0.00032063, 0.00032063]), 805: array([0.00486687, 0.00451414, 0.00425859, 0.00407345, 0.00393931,
       0.00384213, 0.00377172, 0.0037207 , 0.00368375, 0.00365697,
       0.00363757, 0.00362351, 0.00361333, 0.00360595, 0.00360061,
       0.00359674, 0.00359393, 0.0035919 , 0.00359042, 0.00358936,
       0.00358858, 0.00358802, 0.00358762, 0.00358732, 0.00358711,
       0.00358696, 0.00358685, 0.00358676]), 810: array([0.00014117, 0.00014119, 0.00014121, 0.00014122, 0.00014122,
       0.00014122, 0.00014122, 0.00014122, 0.00014122, 0.00014122,
       0.00014122, 0.00014122, 0.00014122, 0.00014122, 0.00014122,
       0.00014122, 0.00014122, 0.00014122, 0.00014122, 0.00014122,
       0.00014122, 0.00014122, 0.00014122, 0.00014122, 0.00014122,
       0.00014122, 0.00014122, 0.00014122]), 815: array([9.61272577e-06, 6.02427108e-06, 3.78311864e-06, 2.38341747e-06,
       1.50924071e-06, 9.63277736e-07, 6.22299141e-07, 4.09342569e-07,
       2.76341547e-07, 1.93276387e-07, 1.41398433e-07, 1.08998302e-07,
       8.87629531e-08, 7.61250615e-08, 6.82321260e-08, 6.33026303e-08,
       6.02239371e-08, 5.83011538e-08, 5.71002885e-08, 5.63502938e-08,
       5.58818881e-08, 5.55893476e-08, 5.54066428e-08, 5.52925354e-08,
       5.52212701e-08, 5.51767617e-08, 5.51489642e-08, 5.51316034e-08]), 820: array([0.00090743, 0.00104403, 0.00115123, 0.00123535, 0.00130136,
       0.00135317, 0.00139382, 0.00142572, 0.00145076, 0.0014704 ,
       0.00148582, 0.00149792, 0.00150741, 0.00151486, 0.00152071,
       0.0015253 , 0.0015289 , 0.00153172, 0.00153394, 0.00153568,
       0.00153704, 0.00153811, 0.00153896, 0.00153962, 0.00154013,
       0.00154054, 0.00154086, 0.00154111]), 825: array([0.00045929, 0.0004704 , 0.00048152, 0.00049264, 0.00050375,
       0.00051487, 0.00052599, 0.0005371 , 0.00054822, 0.00055934,
       0.00057045, 0.00058157, 0.00059269, 0.0006038 , 0.00061492,
       0.00062604, 0.00063715, 0.00064827, 0.00065939, 0.0006705 ,
       0.00068162, 0.00069274, 0.00070385, 0.00071497, 0.00072609,
       0.0007372 , 0.00074832, 0.00075944]), 830: array([0.0009726 , 0.0009923 , 0.00101199, 0.00103168, 0.00105137,
       0.00107106, 0.00109075, 0.00111044, 0.00113013, 0.00114982,
       0.00116951, 0.0011892 , 0.00120889, 0.00122858, 0.00124827,
       0.00126796, 0.00128765, 0.00130734, 0.00132703, 0.00134672,
       0.00136641, 0.0013861 , 0.00140579, 0.00142548, 0.00144517,
       0.00146486, 0.00148455, 0.00150424]), 835: array([0.00127688, 0.00126287, 0.00125586, 0.00125235, 0.0012506 ,
       0.00124973, 0.00124929, 0.00124907, 0.00124896, 0.00124891,
       0.00124888, 0.00124886, 0.00124886, 0.00124885, 0.00124885,
       0.00124885, 0.00124885, 0.00124885, 0.00124885, 0.00124885,
       0.00124885, 0.00124885, 0.00124885, 0.00124885, 0.00124885,
       0.00124885, 0.00124885, 0.00124885]), 840: array([7.48555146e-05, 5.02294618e-05, 3.60319099e-05, 2.78466567e-05,
       2.31276481e-05, 2.04070184e-05, 1.88385055e-05, 1.79342176e-05,
       1.74128723e-05, 1.71123034e-05, 1.69390177e-05, 1.68391141e-05,
       1.67815171e-05, 1.67483109e-05, 1.67291667e-05, 1.67181296e-05,
       1.67117664e-05, 1.67080978e-05, 1.67059828e-05, 1.67047635e-05,
       1.67040605e-05, 1.67036552e-05, 1.67034215e-05, 1.67032868e-05,
       1.67032092e-05, 1.67031644e-05, 1.67031386e-05, 1.67031237e-05]), 845: array([0.00069605, 0.00084875, 0.00090126, 0.00091931, 0.00092552,
       0.00092766, 0.00092839, 0.00092864, 0.00092873, 0.00092876,
       0.00092877, 0.00092877, 0.00092877, 0.00092877, 0.00092877,
       0.00092878, 0.00092878, 0.00092878, 0.00092878, 0.00092878,
       0.00092878, 0.00092878, 0.00092878, 0.00092878, 0.00092878,
       0.00092878, 0.00092878, 0.00092878]), 850: array([0.00038703, 0.00038831, 0.00038927, 0.00039   , 0.00039055,
       0.00039097, 0.00039128, 0.00039152, 0.00039169, 0.00039183,
       0.00039193, 0.00039201, 0.00039206, 0.00039211, 0.00039214,
       0.00039216, 0.00039218, 0.0003922 , 0.00039221, 0.00039222,
       0.00039222, 0.00039223, 0.00039223, 0.00039223, 0.00039223,
       0.00039224, 0.00039224, 0.00039224]), 855: array([0.00251698, 0.00251689, 0.00251685, 0.00251684, 0.00251683,
       0.00251682, 0.00251682, 0.00251682, 0.00251682, 0.00251682,
       0.00251682, 0.00251682, 0.00251682, 0.00251682, 0.00251682,
       0.00251682, 0.00251682, 0.00251682, 0.00251682, 0.00251682,
       0.00251682, 0.00251682, 0.00251682, 0.00251682, 0.00251682,
       0.00251682, 0.00251682, 0.00251682]), 860: array([0.00048516, 0.00050745, 0.00052974, 0.00055204, 0.00057433,
       0.00059662, 0.00061891, 0.0006412 , 0.00066349, 0.00068579,
       0.00070808, 0.00073037, 0.00075266, 0.00077495, 0.00079724,
       0.00081954, 0.00084183, 0.00086412, 0.00088641, 0.0009087 ,
       0.00093099, 0.00095329, 0.00097558, 0.00099787, 0.00102016,
       0.00104245, 0.00106475, 0.00108704]), 865: array([4.08936180e-04, 3.43715413e-04, 2.88896635e-04, 2.42820842e-04,
       2.04093628e-04, 1.71542974e-04, 1.44183788e-04, 1.21188088e-04,
       1.01859948e-04, 8.56144309e-05, 7.19598936e-05, 6.04831035e-05,
       5.08367340e-05, 4.27288533e-05, 3.59140896e-05, 3.01862050e-05,
       2.53718545e-05, 2.13253394e-05, 1.79241985e-05, 1.50655019e-05,
       1.26627356e-05, 1.06431839e-05, 8.94572829e-06, 7.51899798e-06,
       6.31981532e-06, 5.31188898e-06, 4.46471570e-06, 3.75265715e-06]), 870: array([0.00012286, 0.00014118, 0.00015034, 0.00015492, 0.00015721,
       0.00015835, 0.00015892, 0.00015921, 0.00015935, 0.00015942,
       0.00015946, 0.00015948, 0.00015949, 0.00015949, 0.00015949,
       0.00015949, 0.00015949, 0.00015949, 0.00015949, 0.00015949,
       0.00015949, 0.00015949, 0.00015949, 0.00015949, 0.00015949,
       0.00015949, 0.00015949, 0.00015949]), 875: array([0.00060853, 0.00061226, 0.00061528, 0.00061772, 0.00061971,
       0.00062132, 0.00062262, 0.00062368, 0.00062453, 0.00062523,
       0.00062579, 0.00062625, 0.00062662, 0.00062692, 0.00062716,
       0.00062736, 0.00062752, 0.00062764, 0.00062775, 0.00062783,
       0.0006279 , 0.00062796, 0.000628  , 0.00062804, 0.00062807,
       0.0006281 , 0.00062811, 0.00062813]), 880: array([0.0011909 , 0.00123832, 0.00128573, 0.00133315, 0.00138056,
       0.00142798, 0.00147539, 0.0015228 , 0.00157022, 0.00161763,
       0.00166505, 0.00171246, 0.00175988, 0.00180729, 0.00185471,
       0.00190212, 0.00194954, 0.00199695, 0.00204437, 0.00209178,
       0.0021392 , 0.00218661, 0.00223403, 0.00228144, 0.00232886,
       0.00237627, 0.00242368, 0.0024711 ]), 885: array([0.00141369, 0.00141321, 0.00141296, 0.00141283, 0.00141276,
       0.00141273, 0.00141271, 0.0014127 , 0.00141269, 0.00141269,
       0.00141269, 0.00141269, 0.00141269, 0.00141268, 0.00141268,
       0.00141268, 0.00141268, 0.00141268, 0.00141268, 0.00141268,
       0.00141268, 0.00141268, 0.00141268, 0.00141268, 0.00141268,
       0.00141268, 0.00141268, 0.00141268]), 890: array([0.00062917, 0.00060549, 0.00058769, 0.0005743 , 0.00056423,
       0.00055666, 0.00055097, 0.00054669, 0.00054347, 0.00054105,
       0.00053923, 0.00053786, 0.00053683, 0.00053605, 0.00053547,
       0.00053503, 0.0005347 , 0.00053446, 0.00053427, 0.00053413,
       0.00053402, 0.00053394, 0.00053389, 0.00053384, 0.00053381,
       0.00053378, 0.00053376, 0.00053375]), 895: array([0.00861748, 0.00882277, 0.00902805, 0.00923333, 0.00943861,
       0.0096439 , 0.00984918, 0.01005446, 0.01025975, 0.01046503,
       0.01067031, 0.0108756 , 0.01108088, 0.01128616, 0.01149145,
       0.01169673, 0.01190201, 0.01210729, 0.01231258, 0.01251786,
       0.01272314, 0.01292843, 0.01313371, 0.01333899, 0.01354428,
       0.01374956, 0.01395484, 0.01416013]), 900: array([0.01773641, 0.01922908, 0.02072174, 0.02221441, 0.02370707,
       0.02519973, 0.0266924 , 0.02818506, 0.02967773, 0.03117039,
       0.03266306, 0.03415572, 0.03564839, 0.03714105, 0.03863372,
       0.04012638, 0.04161904, 0.04311171, 0.04460437, 0.04609704,
       0.0475897 , 0.04908237, 0.05057503, 0.0520677 , 0.05356036,
       0.05505303, 0.05654569, 0.05803836]), 905: array([7.19086523e-06, 1.11125137e-05, 1.38318320e-05, 1.57174401e-05,
       1.70249435e-05, 1.79315822e-05, 1.85602563e-05, 1.89961866e-05,
       1.92984658e-05, 1.95080700e-05, 1.96534120e-05, 1.97541939e-05,
       1.98240773e-05, 1.98725352e-05, 1.99061366e-05, 1.99294362e-05,
       1.99455924e-05, 1.99567953e-05, 1.99645635e-05, 1.99699501e-05,
       1.99736852e-05, 1.99762752e-05, 1.99780711e-05, 1.99793165e-05,
       1.99801800e-05, 1.99807788e-05, 1.99811939e-05, 1.99814818e-05]), 910: array([0.00307519, 0.00323195, 0.00338872, 0.00354549, 0.00370226,
       0.00385902, 0.00401579, 0.00417256, 0.00432933, 0.00448609,
       0.00464286, 0.00479963, 0.00495639, 0.00511316, 0.00526993,
       0.0054267 , 0.00558346, 0.00574023, 0.005897  , 0.00605377,
       0.00621053, 0.0063673 , 0.00652407, 0.00668083, 0.0068376 ,
       0.00699437, 0.00715114, 0.0073079 ]), 915: array([5.74997960e-05, 3.68518882e-05, 2.36187105e-05, 1.51376095e-05,
       9.70209907e-06, 6.21849794e-06, 3.98586917e-06, 2.55498457e-06,
       1.63793523e-06, 1.05020126e-06, 6.73524449e-07, 4.32113491e-07,
       2.77393984e-07, 1.78234749e-07, 1.14683915e-07, 7.39543894e-08,
       4.78509674e-08, 3.11213682e-08, 2.03994219e-08, 1.35277610e-08,
       9.12373556e-09, 6.30120984e-09, 4.49226219e-09, 3.33291345e-09,
       2.58989057e-09, 2.11368960e-09, 1.80849393e-09, 1.61289500e-09]), 920: array([2.42223418e-04, 2.14917336e-04, 1.90689495e-04, 1.69192884e-04,
       1.50119607e-04, 1.33196479e-04, 1.18181113e-04, 1.04858445e-04,
       9.30376538e-05, 8.25494327e-05, 7.32435592e-05, 6.49867462e-05,
       5.76607321e-05, 5.11605869e-05, 4.53932097e-05, 4.02759947e-05,
       3.57356484e-05, 3.17071400e-05, 2.81327694e-05, 2.49613412e-05,
       2.21474313e-05, 1.96507363e-05, 1.74354962e-05, 1.54699824e-05,
       1.37260429e-05, 1.21786995e-05, 1.08057897e-05, 9.58764935e-06]), 925: array([0.00377477, 0.00377843, 0.00378026, 0.00378117, 0.00378162,
       0.00378184, 0.00378196, 0.00378201, 0.00378204, 0.00378205,
       0.00378206, 0.00378206, 0.00378206, 0.00378207, 0.00378207,
       0.00378207, 0.00378207, 0.00378207, 0.00378207, 0.00378207,
       0.00378207, 0.00378207, 0.00378207, 0.00378207, 0.00378207,
       0.00378207, 0.00378207, 0.00378207]), 930: array([0.00085637, 0.00085591, 0.00085565, 0.00085552, 0.00085544,
       0.0008554 , 0.00085538, 0.00085537, 0.00085536, 0.00085536,
       0.00085536, 0.00085536, 0.00085536, 0.00085536, 0.00085536,
       0.00085536, 0.00085536, 0.00085536, 0.00085536, 0.00085536,
       0.00085536, 0.00085536, 0.00085536, 0.00085536, 0.00085536,
       0.00085536, 0.00085536, 0.00085536]), 935: array([0.00042355, 0.00042314, 0.00042294, 0.00042283, 0.00042278,
       0.00042276, 0.00042274, 0.00042274, 0.00042273, 0.00042273,
       0.00042273, 0.00042273, 0.00042273, 0.00042273, 0.00042273,
       0.00042273, 0.00042273, 0.00042273, 0.00042273, 0.00042273,
       0.00042273, 0.00042273, 0.00042273, 0.00042273, 0.00042273,
       0.00042273, 0.00042273, 0.00042273]), 940: array([0.00025356, 0.00025211, 0.00025117, 0.00025057, 0.00025018,
       0.00024993, 0.00024977, 0.00024967, 0.0002496 , 0.00024956,
       0.00024953, 0.00024951, 0.0002495 , 0.00024949, 0.00024949,
       0.00024948, 0.00024948, 0.00024948, 0.00024948, 0.00024948,
       0.00024948, 0.00024948, 0.00024948, 0.00024948, 0.00024948,
       0.00024948, 0.00024948, 0.00024948]), 945: array([5.84599499e-04, 5.27632817e-04, 4.76467972e-04, 4.30514069e-04,
       3.89240394e-04, 3.52170285e-04, 3.18875623e-04, 2.88971894e-04,
       2.62113744e-04, 2.37990994e-04, 2.16325053e-04, 1.96865705e-04,
       1.79388216e-04, 1.63690742e-04, 1.49591995e-04, 1.36929152e-04,
       1.25555970e-04, 1.15341103e-04, 1.06166581e-04, 9.79264487e-05,
       9.05255421e-05, 8.38783893e-05, 7.79082234e-05, 7.25460959e-05,
       6.77300804e-05, 6.34045576e-05, 5.95195726e-05, 5.60302583e-05]), 950: array([0.00031606, 0.00040316, 0.00044363, 0.00046244, 0.00047117,
       0.00047523, 0.00047712, 0.000478  , 0.0004784 , 0.00047859,
       0.00047868, 0.00047872, 0.00047874, 0.00047875, 0.00047875,
       0.00047876, 0.00047876, 0.00047876, 0.00047876, 0.00047876,
       0.00047876, 0.00047876, 0.00047876, 0.00047876, 0.00047876,
       0.00047876, 0.00047876, 0.00047876]), 955: array([0.00213615, 0.00222799, 0.00231982, 0.00241166, 0.00250349,
       0.00259533, 0.00268716, 0.002779  , 0.00287083, 0.00296267,
       0.0030545 , 0.00314634, 0.00323817, 0.00333   , 0.00342184,
       0.00351367, 0.00360551, 0.00369734, 0.00378918, 0.00388101,
       0.00397285, 0.00406468, 0.00415652, 0.00424835, 0.00434019,
       0.00443202, 0.00452386, 0.00461569]), 960: array([0.00082398, 0.00077775, 0.00073411, 0.00069292, 0.00065405,
       0.00061735, 0.00058272, 0.00055002, 0.00051916, 0.00049004,
       0.00046254, 0.00043659, 0.0004121 , 0.00038898, 0.00036715,
       0.00034655, 0.00032711, 0.00030876, 0.00029144, 0.00027509,
       0.00025965, 0.00024508, 0.00023133, 0.00021836, 0.00020611,
       0.00019454, 0.00018363, 0.00017332]), 965: array([0.00174237, 0.00180968, 0.00187699, 0.00194429, 0.0020116 ,
       0.00207891, 0.00214622, 0.00221353, 0.00228083, 0.00234814,
       0.00241545, 0.00248276, 0.00255007, 0.00261737, 0.00268468,
       0.00275199, 0.0028193 , 0.00288661, 0.00295391, 0.00302122,
       0.00308853, 0.00315584, 0.00322315, 0.00329045, 0.00335776,
       0.00342507, 0.00349238, 0.00355969]), 970: array([0.00286549, 0.00370114, 0.00453679, 0.00537245, 0.0062081 ,
       0.00704375, 0.00787941, 0.00871506, 0.00955071, 0.01038637,
       0.01122202, 0.01205768, 0.01289333, 0.01372898, 0.01456464,
       0.01540029, 0.01623594, 0.0170716 , 0.01790725, 0.0187429 ,
       0.01957856, 0.02041421, 0.02124986, 0.02208552, 0.02292117,
       0.02375683, 0.02459248, 0.02542813]), 975: array([2.22776665e-04, 1.94467066e-04, 1.69771290e-04, 1.48228021e-04,
       1.29434828e-04, 1.13040655e-04, 9.87392583e-05, 8.62634871e-05,
       7.53802937e-05, 6.58863797e-05, 5.76043984e-05, 5.03796424e-05,
       4.40771529e-05, 3.85791992e-05, 3.37830793e-05, 2.95992017e-05,
       2.59494114e-05, 2.27655301e-05, 1.99880829e-05, 1.75651870e-05,
       1.54515826e-05, 1.36077875e-05, 1.19993596e-05, 1.05962535e-05,
       9.37225890e-06, 8.30451171e-06, 7.37306636e-06, 6.56052341e-06]), 980: array([0.00085843, 0.00085162, 0.00084821, 0.00084651, 0.00084565,
       0.00084523, 0.00084502, 0.00084491, 0.00084486, 0.00084483,
       0.00084482, 0.00084481, 0.00084481, 0.0008448 , 0.0008448 ,
       0.0008448 , 0.0008448 , 0.0008448 , 0.0008448 , 0.0008448 ,
       0.0008448 , 0.0008448 , 0.0008448 , 0.0008448 , 0.0008448 ,
       0.0008448 , 0.0008448 , 0.0008448 ]), 985: array([0.00021661, 0.0002163 , 0.00021615, 0.00021607, 0.00021603,
       0.00021602, 0.00021601, 0.000216  , 0.000216  , 0.000216  ,
       0.000216  , 0.000216  , 0.000216  , 0.000216  , 0.000216  ,
       0.000216  , 0.000216  , 0.000216  , 0.000216  , 0.000216  ,
       0.000216  , 0.000216  , 0.000216  , 0.000216  , 0.000216  ,
       0.000216  , 0.000216  , 0.000216  ]), 990: array([0.00034995, 0.00035357, 0.0003567 , 0.00035939, 0.00036171,
       0.00036372, 0.00036545, 0.00036694, 0.00036823, 0.00036934,
       0.0003703 , 0.00037112, 0.00037184, 0.00037245, 0.00037298,
       0.00037344, 0.00037383, 0.00037417, 0.00037447, 0.00037472,
       0.00037494, 0.00037513, 0.00037529, 0.00037543, 0.00037555,
       0.00037566, 0.00037575, 0.00037583]), 995: array([0.00142311, 0.00148992, 0.00155673, 0.00162355, 0.00169036,
       0.00175718, 0.00182399, 0.0018908 , 0.00195762, 0.00202443,
       0.00209125, 0.00215806, 0.00222488, 0.00229169, 0.0023585 ,
       0.00242532, 0.00249213, 0.00255895, 0.00262576, 0.00269257,
       0.00275939, 0.0028262 , 0.00289302, 0.00295983, 0.00302665,
       0.00309346, 0.00316027, 0.00322709]), 1000: array([0.00128408, 0.00128631, 0.00128742, 0.00128796, 0.00128823,
       0.00128836, 0.00128842, 0.00128846, 0.00128847, 0.00128848,
       0.00128848, 0.00128849, 0.00128849, 0.00128849, 0.00128849,
       0.00128849, 0.00128849, 0.00128849, 0.00128849, 0.00128849,
       0.00128849, 0.00128849, 0.00128849, 0.00128849, 0.00128849,
       0.00128849, 0.00128849, 0.00128849]), 1005: array([0.00499558, 0.00614685, 0.00729809, 0.0084493 , 0.00960046,
       0.01075159, 0.01190269, 0.01305375, 0.01420477, 0.01535576,
       0.01650671, 0.01765762, 0.0188085 , 0.01995935, 0.02111015,
       0.02226092, 0.02341166, 0.02456236, 0.02571302, 0.02686365,
       0.02801424, 0.0291648 , 0.03031531, 0.0314658 , 0.03261624,
       0.03376666, 0.03491703, 0.03606737]), 1010: array([0.00225774, 0.00235057, 0.0024434 , 0.00253624, 0.00262907,
       0.00272191, 0.00281474, 0.00290758, 0.00300041, 0.00309324,
       0.00318608, 0.00327891, 0.00337175, 0.00346458, 0.00355742,
       0.00365025, 0.00374308, 0.00383592, 0.00392875, 0.00402159,
       0.00411442, 0.00420726, 0.00430009, 0.00439293, 0.00448576,
       0.00457859, 0.00467143, 0.00476426]), 1015: array([0.00202114, 0.00206114, 0.00209881, 0.00213428, 0.00216768,
       0.00219912, 0.00222874, 0.00225662, 0.00228288, 0.0023076 ,
       0.00233088, 0.0023528 , 0.00237344, 0.00239288, 0.00241118,
       0.00242841, 0.00244464, 0.00245992, 0.00247431, 0.00248786,
       0.00250061, 0.00251263, 0.00252394, 0.00253459, 0.00254462,
       0.00255406, 0.00256295, 0.00257133]), 1020: array([9.64785391e-04, 8.60830817e-04, 7.68077238e-04, 6.85317758e-04,
       6.11475523e-04, 5.45589710e-04, 4.86803023e-04, 4.34350539e-04,
       3.87549754e-04, 3.45791704e-04, 3.08533039e-04, 2.75288955e-04,
       2.45626886e-04, 2.19160873e-04, 1.95546544e-04, 1.74476635e-04,
       1.55676985e-04, 1.38902978e-04, 1.23936352e-04, 1.10582364e-04,
       9.86672538e-05, 8.80359841e-05, 7.85502224e-05, 7.00865414e-05,
       6.25348129e-05, 5.57967752e-05, 4.97847538e-05, 4.44205212e-05]), 1025: array([0.00161725, 0.00168611, 0.00175496, 0.00182382, 0.00189267,
       0.00196153, 0.00203038, 0.00209924, 0.00216809, 0.00223695,
       0.0023058 , 0.00237466, 0.00244352, 0.00251237, 0.00258123,
       0.00265008, 0.00271894, 0.00278779, 0.00285665, 0.0029255 ,
       0.00299436, 0.00306321, 0.00313207, 0.00320093, 0.00326978,
       0.00333864, 0.00340749, 0.00347635]), 1030: array([0.00171367, 0.0017136 , 0.00171357, 0.00171355, 0.00171354,
       0.00171354, 0.00171354, 0.00171354, 0.00171354, 0.00171354,
       0.00171354, 0.00171354, 0.00171354, 0.00171354, 0.00171354,
       0.00171354, 0.00171354, 0.00171354, 0.00171354, 0.00171354,
       0.00171354, 0.00171354, 0.00171354, 0.00171354, 0.00171354,
       0.00171354, 0.00171354, 0.00171354]), 1035: array([0.01807677, 0.01955473, 0.02095956, 0.02229488, 0.02356413,
       0.02477058, 0.02591734, 0.02700736, 0.02804344, 0.02902826,
       0.02996435, 0.03085412, 0.03169987, 0.03250377, 0.0332679 ,
       0.03399422, 0.0346846 , 0.03534082, 0.03596457, 0.03655746,
       0.03712101, 0.03765668, 0.03816585, 0.03864982, 0.03910985,
       0.03954711, 0.03996274, 0.0403578 ]), 1040: array([0.00209234, 0.00193667, 0.00179258, 0.00165921, 0.00153576,
       0.00142149, 0.00131573, 0.00121784, 0.00112723, 0.00104336,
       0.00096573, 0.00089388, 0.00082737, 0.00076582, 0.00070884,
       0.0006561 , 0.00060728, 0.0005621 , 0.00052028, 0.00048157,
       0.00044574, 0.00041258, 0.00038188, 0.00035347, 0.00032717,
       0.00030283, 0.0002803 , 0.00025944]), 1045: array([0.00019226, 0.00029381, 0.00039537, 0.00049693, 0.00059849,
       0.00070005, 0.0008016 , 0.00090316, 0.00100472, 0.00110628,
       0.00120783, 0.00130939, 0.00141095, 0.00151251, 0.00161406,
       0.00171562, 0.00181718, 0.00191874, 0.00202029, 0.00212185,
       0.00222341, 0.00232497, 0.00242653, 0.00252808, 0.00262964,
       0.0027312 , 0.00283276, 0.00293431]), 1050: array([0.00061394, 0.00061394, 0.00061394, 0.00061394, 0.00061394,
       0.00061394, 0.00061394, 0.00061394, 0.00061394, 0.00061394,
       0.00061394, 0.00061394, 0.00061394, 0.00061394, 0.00061394,
       0.00061394, 0.00061394, 0.00061394, 0.00061394, 0.00061394,
       0.00061394, 0.00061394, 0.00061394, 0.00061394, 0.00061394,
       0.00061394, 0.00061394, 0.00061394]), 1055: array([0.00079166, 0.00080538, 0.0008183 , 0.00083048, 0.00084196,
       0.00085277, 0.00086296, 0.00087256, 0.00088161, 0.00089013,
       0.00089816, 0.00090573, 0.00091286, 0.00091957, 0.0009259 ,
       0.00093187, 0.00093748, 0.00094278, 0.00094777, 0.00095247,
       0.00095689, 0.00096107, 0.000965  , 0.0009687 , 0.00097219,
       0.00097548, 0.00097858, 0.0009815 ]), 1060: array([7.64456226e-04, 6.88192660e-04, 6.19537290e-04, 5.57731108e-04,
       5.02090826e-04, 4.52001323e-04, 4.06908842e-04, 3.66314871e-04,
       3.29770631e-04, 2.96872113e-04, 2.67255612e-04, 2.40593709e-04,
       2.16591647e-04, 1.94984075e-04, 1.75532116e-04, 1.58020720e-04,
       1.42256294e-04, 1.28064556e-04, 1.15288613e-04, 1.03787222e-04,
       9.34332306e-05, 8.41121731e-05, 7.57210018e-05, 6.81669493e-05,
       6.13665033e-05, 5.52444825e-05, 4.97332059e-05, 4.47717446e-05]), 1065: array([0.00255462, 0.00255335, 0.00255262, 0.0025522 , 0.00255196,
       0.00255182, 0.00255174, 0.00255169, 0.00255166, 0.00255165,
       0.00255164, 0.00255163, 0.00255163, 0.00255163, 0.00255163,
       0.00255163, 0.00255163, 0.00255163, 0.00255163, 0.00255163,
       0.00255163, 0.00255163, 0.00255163, 0.00255163, 0.00255163,
       0.00255163, 0.00255163, 0.00255163]), 1070: array([6.19399426e-04, 5.38393256e-04, 4.67981220e-04, 4.06777800e-04,
       3.53578674e-04, 3.07337027e-04, 2.67142947e-04, 2.32205522e-04,
       2.01837277e-04, 1.75440646e-04, 1.52496215e-04, 1.32552499e-04,
       1.15217058e-04, 1.00148778e-04, 8.70511548e-05, 7.56664627e-05,
       6.57706815e-05, 5.71690886e-05, 4.96924277e-05, 4.31935781e-05,
       3.75446599e-05, 3.26345176e-05, 2.83665326e-05, 2.46567225e-05,
       2.14320881e-05, 1.86291773e-05, 1.61928363e-05, 1.40751244e-05]), 1075: array([0.00096147, 0.00095884, 0.00095726, 0.0009563 , 0.00095572,
       0.00095537, 0.00095516, 0.00095503, 0.00095495, 0.0009549 ,
       0.00095488, 0.00095486, 0.00095485, 0.00095484, 0.00095484,
       0.00095484, 0.00095483, 0.00095483, 0.00095483, 0.00095483,
       0.00095483, 0.00095483, 0.00095483, 0.00095483, 0.00095483,
       0.00095483, 0.00095483, 0.00095483]), 1080: array([0.00031216, 0.0003123 , 0.0003124 , 0.00031247, 0.00031251,
       0.00031255, 0.00031257, 0.00031259, 0.0003126 , 0.00031261,
       0.00031261, 0.00031262, 0.00031262, 0.00031262, 0.00031262,
       0.00031262, 0.00031262, 0.00031262, 0.00031262, 0.00031262,
       0.00031263, 0.00031263, 0.00031263, 0.00031263, 0.00031263,
       0.00031263, 0.00031263, 0.00031263]), 1085: array([0.00049311, 0.00051171, 0.0005303 , 0.0005489 , 0.0005675 ,
       0.0005861 , 0.0006047 , 0.0006233 , 0.0006419 , 0.0006605 ,
       0.0006791 , 0.0006977 , 0.0007163 , 0.0007349 , 0.0007535 ,
       0.0007721 , 0.0007907 , 0.0008093 , 0.0008279 , 0.0008465 ,
       0.0008651 , 0.0008837 , 0.0009023 , 0.0009209 , 0.00093949,
       0.00095809, 0.00097669, 0.00099529]), 1090: array([0.00108645, 0.00106089, 0.00103594, 0.00101157, 0.00098777,
       0.00096454, 0.00094185, 0.00091969, 0.00089806, 0.00087693,
       0.0008563 , 0.00083616, 0.00081649, 0.00079728, 0.00077853,
       0.00076022, 0.00074233, 0.00072487, 0.00070782, 0.00069117,
       0.00067491, 0.00065903, 0.00064353, 0.00062839, 0.00061361,
       0.00059918, 0.00058508, 0.00057132]), 1095: array([6.66188497e-04, 5.86377004e-04, 5.16135627e-04, 4.54316825e-04,
       3.99910654e-04, 3.52028274e-04, 3.09887423e-04, 2.72799639e-04,
       2.40159015e-04, 2.11432296e-04, 1.86150170e-04, 1.63899598e-04,
       1.44317070e-04, 1.27082664e-04, 1.11914819e-04, 9.85657352e-05,
       8.68173267e-05, 7.64776582e-05, 6.73778092e-05, 5.93691142e-05,
       5.23207338e-05, 4.61175178e-05, 4.06581233e-05, 3.58533594e-05,
       3.16247300e-05, 2.79031514e-05, 2.46278236e-05, 2.17452371e-05]), 1100: array([0.00121613, 0.00127912, 0.0013421 , 0.00140509, 0.00146807,
       0.00153106, 0.00159405, 0.00165703, 0.00172002, 0.001783  ,
       0.00184599, 0.00190898, 0.00197196, 0.00203495, 0.00209794,
       0.00216092, 0.00222391, 0.00228689, 0.00234988, 0.00241287,
       0.00247585, 0.00253884, 0.00260182, 0.00266481, 0.0027278 ,
       0.00279078, 0.00285377, 0.00291676]), 1105: array([0.00213158, 0.00213166, 0.0021317 , 0.00213172, 0.00213173,
       0.00213173, 0.00213173, 0.00213173, 0.00213173, 0.00213173,
       0.00213173, 0.00213173, 0.00213173, 0.00213173, 0.00213173,
       0.00213173, 0.00213173, 0.00213173, 0.00213173, 0.00213173,
       0.00213173, 0.00213173, 0.00213173, 0.00213173, 0.00213173,
       0.00213173, 0.00213173, 0.00213173]), 1110: array([4.77007886e-04, 3.98855820e-04, 3.33508042e-04, 2.78866723e-04,
       2.33177736e-04, 1.94974347e-04, 1.63030130e-04, 1.36319594e-04,
       1.13985263e-04, 9.53101465e-05, 7.96947266e-05, 6.66377079e-05,
       5.57199269e-05, 4.65908947e-05, 3.89575462e-05, 3.25748312e-05,
       2.72378484e-05, 2.27752669e-05, 1.90438264e-05, 1.59237382e-05,
       1.33148394e-05, 1.11333778e-05, 9.30932272e-06, 7.78411745e-06,
       6.50879897e-06, 5.44242629e-06, 4.55076612e-06, 3.80519390e-06]), 1115: array([0.00133153, 0.00133418, 0.00133615, 0.00133762, 0.00133872,
       0.00133954, 0.00134016, 0.00134061, 0.00134095, 0.00134121,
       0.0013414 , 0.00134154, 0.00134164, 0.00134172, 0.00134178,
       0.00134182, 0.00134186, 0.00134188, 0.0013419 , 0.00134191,
       0.00134192, 0.00134193, 0.00134194, 0.00134194, 0.00134194,
       0.00134195, 0.00134195, 0.00134195]), 1120: array([0.02167371, 0.01821847, 0.01587248, 0.01427962, 0.01319812,
       0.01246382, 0.01196525, 0.01162674, 0.0113969 , 0.01124085,
       0.0111349 , 0.01106296, 0.01101411, 0.01098095, 0.01095843,
       0.01094314, 0.01093276, 0.01092571, 0.01092093, 0.01091768,
       0.01091547, 0.01091398, 0.01091296, 0.01091227, 0.0109118 ,
       0.01091148, 0.01091126, 0.01091112]), 1125: array([0.00317167, 0.00328439, 0.00339711, 0.00350983, 0.00362256,
       0.00373528, 0.003848  , 0.00396072, 0.00407344, 0.00418616,
       0.00429888, 0.0044116 , 0.00452432, 0.00463705, 0.00474977,
       0.00486249, 0.00497521, 0.00508793, 0.00520065, 0.00531337,
       0.00542609, 0.00553881, 0.00565154, 0.00576426, 0.00587698,
       0.0059897 , 0.00610242, 0.00621514]), 1130: array([9.07148874e-05, 6.55023742e-05, 4.72972120e-05, 3.41518374e-05,
       2.46599761e-05, 1.78062018e-05, 1.28573071e-05, 9.28386602e-06,
       6.70359668e-06, 4.84046540e-06, 3.49515695e-06, 2.52375206e-06,
       1.82233116e-06, 1.31585720e-06, 9.50148303e-07, 6.86081416e-07,
       4.95407028e-07, 3.57727054e-07, 2.58312678e-07, 1.86528686e-07,
       1.34695725e-07, 9.72687755e-08, 7.02439531e-08, 5.07301794e-08,
       3.66398976e-08, 2.64657486e-08, 1.91193158e-08, 1.38146879e-08]), 1135: array([0.00840568, 0.00676227, 0.00625641, 0.0061007 , 0.00605277,
       0.00603802, 0.00603347, 0.00603208, 0.00603165, 0.00603151,
       0.00603147, 0.00603146, 0.00603146, 0.00603146, 0.00603146,
       0.00603146, 0.00603146, 0.00603146, 0.00603146, 0.00603146,
       0.00603146, 0.00603146, 0.00603146, 0.00603146, 0.00603146,
       0.00603146, 0.00603146, 0.00603146]), 1140: array([0.003482  , 0.00362359, 0.00376518, 0.00390678, 0.00404837,
       0.00418996, 0.00433156, 0.00447315, 0.00461474, 0.00475634,
       0.00489793, 0.00503952, 0.00518112, 0.00532271, 0.0054643 ,
       0.0056059 , 0.00574749, 0.00588908, 0.00603068, 0.00617227,
       0.00631386, 0.00645546, 0.00659705, 0.00673864, 0.00688024,
       0.00702183, 0.00716342, 0.00730502]), 1145: array([0.00246758, 0.00256411, 0.00266065, 0.00275718, 0.00285372,
       0.00295026, 0.00304679, 0.00314333, 0.00323986, 0.0033364 ,
       0.00343294, 0.00352947, 0.00362601, 0.00372254, 0.00381908,
       0.00391562, 0.00401215, 0.00410869, 0.00420522, 0.00430176,
       0.00439829, 0.00449483, 0.00459137, 0.0046879 , 0.00478444,
       0.00488097, 0.00497751, 0.00507405]), 1150: array([2.33001338e-04, 1.99192047e-04, 1.70288625e-04, 1.45579209e-04,
       1.24455232e-04, 1.06396431e-04, 9.09580373e-05, 7.77598182e-05,
       6.64767153e-05, 5.68308373e-05, 4.85846162e-05, 4.15349559e-05,
       3.55082305e-05, 3.03560079e-05, 2.59513941e-05, 2.21859080e-05,
       1.89668095e-05, 1.62148156e-05, 1.38621474e-05, 1.18508610e-05,
       1.01314207e-05, 8.66147825e-06, 7.40483054e-06, 6.33052761e-06,
       5.41211049e-06, 4.62695950e-06, 3.95573716e-06, 3.38191197e-06]), 1155: array([0.00351453, 0.003393  , 0.00327567, 0.0031624 , 0.00305305,
       0.00294748, 0.00284555, 0.00274716, 0.00265216, 0.00256045,
       0.00247191, 0.00238644, 0.00230392, 0.00222425, 0.00214734,
       0.00207308, 0.0020014 , 0.00193219, 0.00186538, 0.00180088,
       0.0017386 , 0.00167848, 0.00162044, 0.00156441, 0.00151031,
       0.00145809, 0.00140767, 0.00135899]), 1160: array([0.00221084, 0.00232093, 0.00243102, 0.00254111, 0.0026512 ,
       0.00276129, 0.00287137, 0.00298146, 0.00309155, 0.00320164,
       0.00331173, 0.00342182, 0.00353191, 0.003642  , 0.00375209,
       0.00386217, 0.00397226, 0.00408235, 0.00419244, 0.00430253,
       0.00441262, 0.00452271, 0.0046328 , 0.00474289, 0.00485297,
       0.00496306, 0.00507315, 0.00518324]), 1165: array([0.00320797, 0.00312225, 0.00303881, 0.0029576 , 0.00287857,
       0.00280164, 0.00272678, 0.00265391, 0.00258299, 0.00251396,
       0.00244678, 0.0023814 , 0.00231776, 0.00225582, 0.00219554,
       0.00213687, 0.00207977, 0.00202419, 0.0019701 , 0.00191745,
       0.00186621, 0.00181634, 0.0017678 , 0.00172056, 0.00167458,
       0.00162983, 0.00158628, 0.00154389]), 1170: array([0.00398002, 0.00361547, 0.0032843 , 0.00298347, 0.0027102 ,
       0.00246196, 0.00223645, 0.0020316 , 0.00184551, 0.00167647,
       0.00152291, 0.00138342, 0.0012567 , 0.00114159, 0.00103703,
       0.00094204, 0.00085575, 0.00077737, 0.00070617, 0.00064148,
       0.00058273, 0.00052935, 0.00048086, 0.00043682, 0.00039681,
       0.00036046, 0.00032745, 0.00029745]), 1175: array([0.00447615, 0.00543173, 0.0063873 , 0.00734288, 0.00829845,
       0.00925403, 0.0102096 , 0.01116517, 0.01212075, 0.01307632,
       0.0140319 , 0.01498747, 0.01594304, 0.01689862, 0.01785419,
       0.01880977, 0.01976534, 0.02072092, 0.02167649, 0.02263206,
       0.02358764, 0.02454321, 0.02549879, 0.02645436, 0.02740993,
       0.02836551, 0.02932108, 0.03027666]), 1180: array([0.01274194, 0.01363799, 0.01453405, 0.01543011, 0.01632616,
       0.01722222, 0.01811827, 0.01901433, 0.01991038, 0.02080644,
       0.0217025 , 0.02259855, 0.02349461, 0.02439066, 0.02528672,
       0.02618277, 0.02707883, 0.02797488, 0.02887094, 0.029767  ,
       0.03066305, 0.03155911, 0.03245516, 0.03335122, 0.03424727,
       0.03514333, 0.03603938, 0.03693544]), 1185: array([0.00028313, 0.00028356, 0.00028387, 0.00028409, 0.00028424,
       0.00028435, 0.00028443, 0.00028448, 0.00028452, 0.00028455,
       0.00028457, 0.00028458, 0.00028459, 0.0002846 , 0.0002846 ,
       0.00028461, 0.00028461, 0.00028461, 0.00028461, 0.00028461,
       0.00028461, 0.00028461, 0.00028461, 0.00028461, 0.00028461,
       0.00028461, 0.00028461, 0.00028461]), 1190: array([0.00652673, 0.0065185 , 0.00651313, 0.00650962, 0.00650733,
       0.00650584, 0.00650486, 0.00650423, 0.00650381, 0.00650354,
       0.00650336, 0.00650325, 0.00650317, 0.00650312, 0.00650309,
       0.00650307, 0.00650306, 0.00650305, 0.00650304, 0.00650304,
       0.00650304, 0.00650303, 0.00650303, 0.00650303, 0.00650303,
       0.00650303, 0.00650303, 0.00650303]), 1195: array([2.42342764e-05, 2.38943782e-05, 2.35592476e-05, 2.32288178e-05,
       2.29030227e-05, 2.25817974e-05, 2.22650777e-05, 2.19528006e-05,
       2.16449036e-05, 2.13413253e-05, 2.10420052e-05, 2.07468836e-05,
       2.04559014e-05, 2.01690007e-05, 1.98861243e-05, 1.96072156e-05,
       1.93322191e-05, 1.90610798e-05, 1.87937436e-05, 1.85301573e-05,
       1.82702681e-05, 1.80140243e-05, 1.77613747e-05, 1.75122689e-05,
       1.72666572e-05, 1.70244906e-05, 1.67857207e-05, 1.65503000e-05]), 1200: array([0.00048279, 0.00048273, 0.00048269, 0.00048268, 0.00048267,
       0.00048267, 0.00048266, 0.00048266, 0.00048266, 0.00048266,
       0.00048266, 0.00048266, 0.00048266, 0.00048266, 0.00048266,
       0.00048266, 0.00048266, 0.00048266, 0.00048266, 0.00048266,
       0.00048266, 0.00048266, 0.00048266, 0.00048266, 0.00048266,
       0.00048266, 0.00048266, 0.00048266]), 1205: array([0.00155997, 0.00162999, 0.00170002, 0.00177004, 0.00184007,
       0.00191009, 0.00198012, 0.00205014, 0.00212017, 0.0021902 ,
       0.00226022, 0.00233025, 0.00240027, 0.0024703 , 0.00254032,
       0.00261035, 0.00268037, 0.0027504 , 0.00282042, 0.00289045,
       0.00296047, 0.0030305 , 0.00310052, 0.00317055, 0.00324057,
       0.0033106 , 0.00338062, 0.00345065]), 1210: array([0.00216066, 0.00222767, 0.00229467, 0.00236167, 0.00242867,
       0.00249568, 0.00256268, 0.00262968, 0.00269669, 0.00276369,
       0.00283069, 0.0028977 , 0.0029647 , 0.0030317 , 0.00309871,
       0.00316571, 0.00323271, 0.00329971, 0.00336672, 0.00343372,
       0.00350072, 0.00356773, 0.00363473, 0.00370173, 0.00376874,
       0.00383574, 0.00390274, 0.00396975]), 1215: array([0.00137328, 0.00155095, 0.00172863, 0.0019063 , 0.00208397,
       0.00226165, 0.00243932, 0.00261699, 0.00279466, 0.00297234,
       0.00315001, 0.00332768, 0.00350536, 0.00368303, 0.0038607 ,
       0.00403837, 0.00421605, 0.00439372, 0.00457139, 0.00474907,
       0.00492674, 0.00510441, 0.00528209, 0.00545976, 0.00563743,
       0.0058151 , 0.00599278, 0.00617045]), 1220: array([0.0015657 , 0.00151726, 0.00147032, 0.00142484, 0.00138076,
       0.00133805, 0.00129665, 0.00125654, 0.00121767, 0.00118   ,
       0.0011435 , 0.00110812, 0.00107384, 0.00104062, 0.00100843,
       0.00097723, 0.000947  , 0.0009177 , 0.00088932, 0.0008618 ,
       0.00083514, 0.00080931, 0.00078427, 0.00076001, 0.0007365 ,
       0.00071371, 0.00069164, 0.00067024]), 1225: array([0.00059393, 0.00058705, 0.00058025, 0.00057352, 0.00056688,
       0.00056031, 0.00055382, 0.0005474 , 0.00054106, 0.00053479,
       0.00052859, 0.00052247, 0.00051641, 0.00051043, 0.00050452,
       0.00049867, 0.00049289, 0.00048718, 0.00048154, 0.00047596,
       0.00047044, 0.00046499, 0.00045961, 0.00045428, 0.00044902,
       0.00044381, 0.00043867, 0.00043359]), 1230: array([0.00544243, 0.00584846, 0.00625448, 0.0066605 , 0.00706653,
       0.00747255, 0.00787858, 0.0082846 , 0.00869063, 0.00909665,
       0.00950268, 0.0099087 , 0.01031473, 0.01072075, 0.01112678,
       0.0115328 , 0.01193883, 0.01234485, 0.01275088, 0.0131569 ,
       0.01356293, 0.01396895, 0.01437497, 0.014781  , 0.01518702,
       0.01559305, 0.01599907, 0.0164051 ]), 1235: array([0.00041811, 0.00047431, 0.00053052, 0.00058673, 0.00064294,
       0.00069914, 0.00075535, 0.00081156, 0.00086777, 0.00092398,
       0.00098018, 0.00103639, 0.0010926 , 0.00114881, 0.00120501,
       0.00126122, 0.00131743, 0.00137364, 0.00142984, 0.00148605,
       0.00154226, 0.00159847, 0.00165468, 0.00171088, 0.00176709,
       0.0018233 , 0.00187951, 0.00193571]), 1240: array([0.00032224, 0.00032712, 0.00033199, 0.00033687, 0.00034174,
       0.00034662, 0.00035149, 0.00035637, 0.00036125, 0.00036612,
       0.000371  , 0.00037587, 0.00038075, 0.00038562, 0.0003905 ,
       0.00039537, 0.00040025, 0.00040512, 0.00041   , 0.00041487,
       0.00041975, 0.00042462, 0.0004295 , 0.00043438, 0.00043925,
       0.00044413, 0.000449  , 0.00045388]), 1245: array([0.0039167 , 0.00286619, 0.00240612, 0.00220463, 0.00211639,
       0.00207775, 0.00206082, 0.00205341, 0.00205016, 0.00204874,
       0.00204812, 0.00204785, 0.00204773, 0.00204768, 0.00204765,
       0.00204764, 0.00204764, 0.00204764, 0.00204764, 0.00204764,
       0.00204763, 0.00204763, 0.00204763, 0.00204763, 0.00204763,
       0.00204763, 0.00204763, 0.00204763]), 1250: array([6.09342206e-05, 5.11549642e-05, 4.36130302e-05, 3.77965584e-05,
       3.33107933e-05, 2.98512926e-05, 2.71832650e-05, 2.51256353e-05,
       2.35387552e-05, 2.23149254e-05, 2.13710864e-05, 2.06431812e-05,
       2.00818079e-05, 1.96488670e-05, 1.93149754e-05, 1.90574724e-05,
       1.88588815e-05, 1.87057247e-05, 1.85876075e-05, 1.84965135e-05,
       1.84262601e-05, 1.83720795e-05, 1.83302945e-05, 1.82980692e-05,
       1.82732164e-05, 1.82540495e-05, 1.82392677e-05, 1.82278677e-05]), 1255: array([0.00025081, 0.00026314, 0.00027547, 0.0002878 , 0.00030013,
       0.00031246, 0.00032479, 0.00033711, 0.00034944, 0.00036177,
       0.0003741 , 0.00038643, 0.00039876, 0.00041109, 0.00042342,
       0.00043575, 0.00044808, 0.00046041, 0.00047274, 0.00048507,
       0.0004974 , 0.00050972, 0.00052205, 0.00053438, 0.00054671,
       0.00055904, 0.00057137, 0.0005837 ]), 1260: array([1.11911170e-04, 9.19691631e-05, 7.55807222e-05, 6.21126195e-05,
       5.10444655e-05, 4.19486012e-05, 3.44735744e-05, 2.83305601e-05,
       2.32822003e-05, 1.91334329e-05, 1.57239551e-05, 1.29220293e-05,
       1.06193926e-05, 8.72707431e-06, 7.17195766e-06, 5.89395503e-06,
       4.84368608e-06, 3.98056981e-06, 3.27125655e-06, 2.68833936e-06,
       2.20929511e-06, 1.81561414e-06, 1.49208516e-06, 1.22620743e-06,
       1.00770778e-06, 8.28143671e-07, 6.80576993e-07, 5.59305959e-07]), 1265: array([0.00012828, 0.00013209, 0.00013589, 0.0001397 , 0.0001435 ,
       0.00014731, 0.00015112, 0.00015492, 0.00015873, 0.00016253,
       0.00016634, 0.00017015, 0.00017395, 0.00017776, 0.00018156,
       0.00018537, 0.00018917, 0.00019298, 0.00019679, 0.00020059,
       0.0002044 , 0.0002082 , 0.00021201, 0.00021581, 0.00021962,
       0.00022342, 0.00022723, 0.00023103]), 1270: array([2.06878007e-05, 2.07274876e-05, 2.07552684e-05, 2.07747149e-05,
       2.07883274e-05, 2.07978561e-05, 2.08045262e-05, 2.08091953e-05,
       2.08124636e-05, 2.08147514e-05, 2.08163529e-05, 2.08174739e-05,
       2.08182586e-05, 2.08188079e-05, 2.08191925e-05, 2.08194616e-05,
       2.08196500e-05, 2.08197819e-05, 2.08198742e-05, 2.08199388e-05,
       2.08199841e-05, 2.08200158e-05, 2.08200379e-05, 2.08200534e-05,
       2.08200643e-05, 2.08200719e-05, 2.08200772e-05, 2.08200809e-05]), 1275: array([0.00091866, 0.00095649, 0.00099431, 0.00103213, 0.00106996,
       0.00110778, 0.00114561, 0.00118343, 0.00122125, 0.00125908,
       0.0012969 , 0.00133472, 0.00137255, 0.00141037, 0.0014482 ,
       0.00148602, 0.00152384, 0.00156167, 0.00159949, 0.00163731,
       0.00167514, 0.00171296, 0.00175078, 0.00178861, 0.00182643,
       0.00186426, 0.00190208, 0.0019399 ]), 1280: array([0.00016541, 0.0001719 , 0.00017838, 0.00018487, 0.00019135,
       0.00019784, 0.00020432, 0.00021081, 0.00021729, 0.00022378,
       0.00023026, 0.00023675, 0.00024323, 0.00024972, 0.0002562 ,
       0.00026269, 0.00026917, 0.00027566, 0.00028214, 0.00028863,
       0.00029511, 0.0003016 , 0.00030808, 0.00031457, 0.00032105,
       0.00032754, 0.00033402, 0.00034051]), 1285: array([0.00025794, 0.00024939, 0.00024524, 0.00024323, 0.00024225,
       0.00024178, 0.00024155, 0.00024144, 0.00024138, 0.00024136,
       0.00024134, 0.00024134, 0.00024134, 0.00024133, 0.00024133,
       0.00024133, 0.00024133, 0.00024133, 0.00024133, 0.00024133,
       0.00024133, 0.00024133, 0.00024133, 0.00024133, 0.00024133,
       0.00024133, 0.00024133, 0.00024133]), 1290: array([0.00022832, 0.00023883, 0.00024933, 0.00025984, 0.00027035,
       0.00028086, 0.00029137, 0.00030187, 0.00031238, 0.00032289,
       0.0003334 , 0.00034391, 0.00035441, 0.00036492, 0.00037543,
       0.00038594, 0.00039645, 0.00040695, 0.00041746, 0.00042797,
       0.00043848, 0.00044899, 0.00045949, 0.00047   , 0.00048051,
       0.00049102, 0.00050153, 0.00051203]), 1295: array([0.00349227, 0.00332118, 0.00315847, 0.00300372, 0.00285657,
       0.00271662, 0.00258352, 0.00245695, 0.00233658, 0.0022221 ,
       0.00211324, 0.00200971, 0.00191125, 0.00181761, 0.00172856,
       0.00164387, 0.00156334, 0.00148675, 0.00141391, 0.00134464,
       0.00127876, 0.00121611, 0.00115653, 0.00109987, 0.00104598,
       0.00099474, 0.000946  , 0.00089966]), 1300: array([0.00013113, 0.00013104, 0.00013099, 0.00013097, 0.00013096,
       0.00013095, 0.00013095, 0.00013095, 0.00013095, 0.00013095,
       0.00013095, 0.00013095, 0.00013095, 0.00013095, 0.00013095,
       0.00013095, 0.00013095, 0.00013095, 0.00013095, 0.00013095,
       0.00013095, 0.00013095, 0.00013095, 0.00013095, 0.00013095,
       0.00013095, 0.00013095, 0.00013095]), 1305: array([0.00021906, 0.00021843, 0.00021812, 0.00021796, 0.00021788,
       0.00021784, 0.00021782, 0.00021781, 0.00021781, 0.00021781,
       0.00021781, 0.00021781, 0.0002178 , 0.0002178 , 0.0002178 ,
       0.0002178 , 0.0002178 , 0.0002178 , 0.0002178 , 0.0002178 ,
       0.0002178 , 0.0002178 , 0.0002178 , 0.0002178 , 0.0002178 ,
       0.0002178 , 0.0002178 , 0.0002178 ]), 1310: array([2.02023079e-04, 1.89381699e-04, 1.77531340e-04, 1.66422505e-04,
       1.56008794e-04, 1.46246710e-04, 1.37095478e-04, 1.28516874e-04,
       1.20475068e-04, 1.12936470e-04, 1.05869592e-04, 9.92449156e-05,
       9.30347718e-05, 8.72132213e-05, 8.17559482e-05, 7.66401583e-05,
       7.18444836e-05, 6.73488933e-05, 6.31346098e-05, 5.91840307e-05,
       5.54806550e-05, 5.20090141e-05, 4.87546076e-05, 4.57038421e-05,
       4.28439751e-05, 4.01630613e-05, 3.76499029e-05, 3.52940027e-05]), 1315: array([0.00030786, 0.00031987, 0.00033189, 0.00034391, 0.00035592,
       0.00036794, 0.00037996, 0.00039197, 0.00040399, 0.00041601,
       0.00042802, 0.00044004, 0.00045206, 0.00046407, 0.00047609,
       0.00048811, 0.00050012, 0.00051214, 0.00052416, 0.00053617,
       0.00054819, 0.00056021, 0.00057222, 0.00058424, 0.00059626,
       0.00060827, 0.00062029, 0.00063231]), 1320: array([0.00012792, 0.00014771, 0.00015761, 0.00016256, 0.00016503,
       0.00016627, 0.00016689, 0.0001672 , 0.00016735, 0.00016743,
       0.00016747, 0.00016749, 0.0001675 , 0.0001675 , 0.0001675 ,
       0.0001675 , 0.0001675 , 0.00016751, 0.00016751, 0.00016751,
       0.00016751, 0.00016751, 0.00016751, 0.00016751, 0.00016751,
       0.00016751, 0.00016751, 0.00016751]), 1325: array([0.0006276 , 0.00062898, 0.00062968, 0.00063002, 0.0006302 ,
       0.00063028, 0.00063033, 0.00063035, 0.00063036, 0.00063036,
       0.00063037, 0.00063037, 0.00063037, 0.00063037, 0.00063037,
       0.00063037, 0.00063037, 0.00063037, 0.00063037, 0.00063037,
       0.00063037, 0.00063037, 0.00063037, 0.00063037, 0.00063037,
       0.00063037, 0.00063037, 0.00063037]), 1330: array([0.00223332, 0.00220514, 0.00219106, 0.00218401, 0.00218049,
       0.00217873, 0.00217785, 0.00217741, 0.00217719, 0.00217708,
       0.00217703, 0.002177  , 0.00217699, 0.00217698, 0.00217698,
       0.00217697, 0.00217697, 0.00217697, 0.00217697, 0.00217697,
       0.00217697, 0.00217697, 0.00217697, 0.00217697, 0.00217697,
       0.00217697, 0.00217697, 0.00217697]), 1335: array([1.56638301e-04, 1.06403232e-04, 7.22789307e-05, 4.90985523e-05,
       3.33522973e-05, 2.26559859e-05, 1.53900629e-05, 1.04543765e-05,
       7.10160230e-06, 4.82408824e-06, 3.27699024e-06, 2.22605832e-06,
       1.51216826e-06, 1.02722816e-06, 6.97812035e-07, 4.74042164e-07,
       3.22036991e-07, 2.18781032e-07, 1.48640043e-07, 1.00993803e-07,
       6.86280732e-08, 4.66422791e-08, 3.17074962e-08, 2.15624117e-08,
       1.46709329e-08, 9.98960362e-09, 6.80961224e-09, 4.64946826e-09]), 1340: array([3.82432510e-05, 4.72389793e-05, 5.38734791e-05, 5.87665336e-05,
       6.23752429e-05, 6.50367264e-05, 6.69996149e-05, 6.84472779e-05,
       6.95149536e-05, 7.03023822e-05, 7.08831240e-05, 7.13114308e-05,
       7.16273141e-05, 7.18602834e-05, 7.20321021e-05, 7.21588213e-05,
       7.22522788e-05, 7.23212053e-05, 7.23720397e-05, 7.24095310e-05,
       7.24371814e-05, 7.24575740e-05, 7.24726140e-05, 7.24837061e-05,
       7.24918868e-05, 7.24979202e-05, 7.25023699e-05, 7.25056517e-05]), 1345: array([3.39706213e-05, 3.39984529e-05, 3.40179349e-05, 3.40315723e-05,
       3.40411184e-05, 3.40478006e-05, 3.40524782e-05, 3.40557525e-05,
       3.40580444e-05, 3.40596488e-05, 3.40607719e-05, 3.40615580e-05,
       3.40621083e-05, 3.40624935e-05, 3.40627631e-05, 3.40629519e-05,
       3.40630840e-05, 3.40631765e-05, 3.40632412e-05, 3.40632866e-05,
       3.40633183e-05, 3.40633405e-05, 3.40633560e-05, 3.40633669e-05,
       3.40633745e-05, 3.40633799e-05, 3.40633836e-05, 3.40633862e-05]), 1350: array([4.87025487e-05, 4.87458444e-05, 4.87674924e-05, 4.87783165e-05,
       4.87837286e-05, 4.87864347e-05, 4.87877878e-05, 4.87884643e-05,
       4.87888026e-05, 4.87889717e-05, 4.87890563e-05, 4.87890986e-05,
       4.87891197e-05, 4.87891303e-05, 4.87891356e-05, 4.87891382e-05,
       4.87891395e-05, 4.87891402e-05, 4.87891405e-05, 4.87891407e-05,
       4.87891408e-05, 4.87891408e-05, 4.87891408e-05, 4.87891409e-05,
       4.87891409e-05, 4.87891409e-05, 4.87891409e-05, 4.87891409e-05]), 1355: array([0.00010882, 0.00010898, 0.00010909, 0.00010917, 0.00010923,
       0.00010926, 0.00010929, 0.00010931, 0.00010932, 0.00010933,
       0.00010934, 0.00010934, 0.00010935, 0.00010935, 0.00010935,
       0.00010935, 0.00010935, 0.00010935, 0.00010935, 0.00010935,
       0.00010935, 0.00010935, 0.00010935, 0.00010935, 0.00010935,
       0.00010935, 0.00010935, 0.00010935]), 1360: array([5.29204826e-05, 5.28973274e-05, 5.28811187e-05, 5.28697725e-05,
       5.28618302e-05, 5.28562705e-05, 5.28523788e-05, 5.28496545e-05,
       5.28477475e-05, 5.28464126e-05, 5.28454782e-05, 5.28448240e-05,
       5.28443662e-05, 5.28440457e-05, 5.28438213e-05, 5.28436642e-05,
       5.28435543e-05, 5.28434773e-05, 5.28434235e-05, 5.28433858e-05,
       5.28433594e-05, 5.28433409e-05, 5.28433280e-05, 5.28433189e-05,
       5.28433126e-05, 5.28433081e-05, 5.28433050e-05, 5.28433028e-05]), 1365: array([0.00058552, 0.00058641, 0.00058685, 0.00058707, 0.00058718,
       0.00058724, 0.00058726, 0.00058728, 0.00058729, 0.00058729,
       0.00058729, 0.00058729, 0.00058729, 0.00058729, 0.00058729,
       0.00058729, 0.00058729, 0.00058729, 0.00058729, 0.00058729,
       0.00058729, 0.00058729, 0.00058729, 0.00058729, 0.00058729,
       0.00058729, 0.00058729, 0.00058729]), 1370: array([5.17406142e-05, 4.39223992e-05, 3.72855483e-05, 3.16515524e-05,
       2.68688761e-05, 2.28088817e-05, 1.93623688e-05, 1.64366381e-05,
       1.39529971e-05, 1.18446444e-05, 1.00548723e-05, 8.53554202e-06,
       7.24578871e-06, 6.15092237e-06, 5.22149477e-06, 4.43250746e-06,
       3.76273932e-06, 3.19417587e-06, 2.71152466e-06, 2.30180401e-06,
       1.95399381e-06, 1.65873915e-06, 1.40809866e-06, 1.19533096e-06,
       1.01471333e-06, 8.61387756e-07, 7.31230297e-07, 6.20740158e-07]), 1375: array([6.66751883e-05, 6.64541357e-05, 6.62993979e-05, 6.61910807e-05,
       6.61152581e-05, 6.60621820e-05, 6.60250284e-05, 6.59990208e-05,
       6.59808153e-05, 6.59680714e-05, 6.59591506e-05, 6.59529060e-05,
       6.59485348e-05, 6.59454749e-05, 6.59433329e-05, 6.59418336e-05,
       6.59407840e-05, 6.59400493e-05, 6.59395350e-05, 6.59391750e-05,
       6.59389230e-05, 6.59387466e-05, 6.59386231e-05, 6.59385367e-05,
       6.59384761e-05, 6.59384338e-05, 6.59384041e-05, 6.59383834e-05]), 1380: array([6.97965888e-05, 8.74064610e-05, 1.01271696e-04, 1.12188569e-04,
       1.20784032e-04, 1.27551720e-04, 1.32880298e-04, 1.37075785e-04,
       1.40379125e-04, 1.42980030e-04, 1.45027867e-04, 1.46640244e-04,
       1.47909758e-04, 1.48909317e-04, 1.49696326e-04, 1.50315981e-04,
       1.50803871e-04, 1.51188014e-04, 1.51490471e-04, 1.51728612e-04,
       1.51916114e-04, 1.52063745e-04, 1.52179983e-04, 1.52271503e-04,
       1.52343562e-04, 1.52400299e-04, 1.52444970e-04, 1.52480143e-04]), 1385: array([0.00246231, 0.00257625, 0.00269018, 0.00280412, 0.00291805,
       0.00303199, 0.00314592, 0.00325986, 0.0033738 , 0.00348773,
       0.00360167, 0.0037156 , 0.00382954, 0.00394348, 0.00405741,
       0.00417135, 0.00428528, 0.00439922, 0.00451315, 0.00462709,
       0.00474103, 0.00485496, 0.0049689 , 0.00508283, 0.00519677,
       0.00531071, 0.00542464, 0.00553858]), 1390: array([0.00080849, 0.00080815, 0.00080798, 0.0008079 , 0.00080785,
       0.00080783, 0.00080782, 0.00080782, 0.00080781, 0.00080781,
       0.00080781, 0.00080781, 0.00080781, 0.00080781, 0.00080781,
       0.00080781, 0.00080781, 0.00080781, 0.00080781, 0.00080781,
       0.00080781, 0.00080781, 0.00080781, 0.00080781, 0.00080781,
       0.00080781, 0.00080781, 0.00080781]), 1395: array([3.91521347e-04, 3.53784035e-04, 3.19684085e-04, 2.88870906e-04,
       2.61027697e-04, 2.35868194e-04, 2.13133724e-04, 1.92590546e-04,
       1.74027452e-04, 1.57253586e-04, 1.42096492e-04, 1.28400336e-04,
       1.16024302e-04, 1.04841149e-04, 9.47358998e-05, 8.56046588e-05,
       7.73535449e-05, 6.98977259e-05, 6.31605462e-05, 5.70727387e-05,
       5.15717129e-05, 4.66009110e-05, 4.21092267e-05, 3.80504795e-05,
       3.43829401e-05, 3.10689016e-05, 2.80742912e-05, 2.53683204e-05]), 1400: array([0.00085162, 0.000842  , 0.0008325 , 0.0008231 , 0.00081381,
       0.00080462, 0.00079554, 0.00078656, 0.00077768, 0.0007689 ,
       0.00076022, 0.00075164, 0.00074316, 0.00073477, 0.00072647,
       0.00071827, 0.00071016, 0.00070215, 0.00069422, 0.00068639,
       0.00067864, 0.00067098, 0.0006634 , 0.00065591, 0.00064851,
       0.00064119, 0.00063395, 0.0006268 ]), 1405: array([0.00149072, 0.00155641, 0.00162211, 0.0016878 , 0.00175349,
       0.00181918, 0.00188488, 0.00195057, 0.00201626, 0.00208195,
       0.00214765, 0.00221334, 0.00227903, 0.00234472, 0.00241041,
       0.00247611, 0.0025418 , 0.00260749, 0.00267318, 0.00273888,
       0.00280457, 0.00287026, 0.00293595, 0.00300165, 0.00306734,
       0.00313303, 0.00319872, 0.00326442]), 1410: array([0.00437827, 0.00453577, 0.00469326, 0.00485076, 0.00500825,
       0.00516575, 0.00532324, 0.00548073, 0.00563823, 0.00579572,
       0.00595322, 0.00611071, 0.00626821, 0.0064257 , 0.00658319,
       0.00674069, 0.00689818, 0.00705568, 0.00721317, 0.00737067,
       0.00752816, 0.00768565, 0.00784315, 0.00800064, 0.00815814,
       0.00831563, 0.00847313, 0.00863062]), 1415: array([1.22620704e-05, 1.03373479e-05, 9.24166243e-06, 8.61792225e-06,
       8.26284608e-06, 8.06071211e-06, 7.94564343e-06, 7.88013836e-06,
       7.84284833e-06, 7.82162026e-06, 7.80953577e-06, 7.80265644e-06,
       7.79874025e-06, 7.79651089e-06, 7.79524177e-06, 7.79451931e-06,
       7.79410803e-06, 7.79387390e-06, 7.79374062e-06, 7.79366475e-06,
       7.79362156e-06, 7.79359697e-06, 7.79358297e-06, 7.79357500e-06,
       7.79357047e-06, 7.79356788e-06, 7.79356641e-06, 7.79356558e-06]), 1420: array([0.00520517, 0.0040768 , 0.00365266, 0.00349323, 0.0034333 ,
       0.00341078, 0.00340231, 0.00339912, 0.00339793, 0.00339748,
       0.00339731, 0.00339725, 0.00339722, 0.00339721, 0.00339721,
       0.00339721, 0.00339721, 0.00339721, 0.00339721, 0.00339721,
       0.00339721, 0.00339721, 0.00339721, 0.00339721, 0.00339721,
       0.00339721, 0.00339721, 0.00339721]), 1425: array([0.00102969, 0.00107248, 0.00111527, 0.00115806, 0.00120085,
       0.00124365, 0.00128644, 0.00132923, 0.00137202, 0.00141482,
       0.00145761, 0.0015004 , 0.00154319, 0.00158598, 0.00162878,
       0.00167157, 0.00171436, 0.00175715, 0.00179994, 0.00184274,
       0.00188553, 0.00192832, 0.00197111, 0.0020139 , 0.0020567 ,
       0.00209949, 0.00214228, 0.00218507]), 1430: array([2.90958472e-04, 2.51863649e-04, 2.18021829e-04, 1.88727187e-04,
       1.63368740e-04, 1.41417598e-04, 1.22415936e-04, 1.05967444e-04,
       9.17290659e-05, 7.94038366e-05, 6.87346951e-05, 5.94991199e-05,
       5.15044890e-05, 4.45840621e-05, 3.85935030e-05, 3.34078694e-05,
       2.89190070e-05, 2.50332936e-05, 2.16696866e-05, 1.87580330e-05,
       1.62376057e-05, 1.40558373e-05, 1.21672237e-05, 1.05323749e-05,
       9.11719368e-06, 7.89216423e-06, 6.83173669e-06, 5.91379421e-06]), 1435: array([2.39762928e-04, 2.09864975e-04, 1.83697944e-04, 1.60796257e-04,
       1.40752438e-04, 1.23209857e-04, 1.07856389e-04, 9.44188564e-05,
       8.26581739e-05, 7.23650894e-05, 6.33564636e-05, 5.54720107e-05,
       4.85714469e-05, 4.25319942e-05, 3.72461958e-05, 3.26200043e-05,
       2.85711083e-05, 2.50274680e-05, 2.19260333e-05, 1.92116220e-05,
       1.68359381e-05, 1.47567121e-05, 1.29369497e-05, 1.13442728e-05,
       9.95034357e-06, 8.73036072e-06, 7.66261772e-06, 6.72811676e-06]), 1440: array([0.00110295, 0.00113027, 0.0011576 , 0.00118492, 0.00121224,
       0.00123957, 0.00126689, 0.00129422, 0.00132154, 0.00134887,
       0.00137619, 0.00140352, 0.00143084, 0.00145817, 0.00148549,
       0.00151282, 0.00154014, 0.00156747, 0.00159479, 0.00162211,
       0.00164944, 0.00167676, 0.00170409, 0.00173141, 0.00175874,
       0.00178606, 0.00181339, 0.00184071]), 1445: array([0.00078256, 0.00073634, 0.00069285, 0.00065192, 0.00061342,
       0.00057719, 0.00054309, 0.00051102, 0.00048083, 0.00045243,
       0.00042571, 0.00040057, 0.00037691, 0.00035465, 0.0003337 ,
       0.00031399, 0.00029544, 0.00027799, 0.00026157, 0.00024612,
       0.00023159, 0.00021791, 0.00020504, 0.00019293, 0.00018153,
       0.00017081, 0.00016072, 0.00015123]), 1450: array([0.00205662, 0.00205363, 0.00205214, 0.00205139, 0.00205102,
       0.00205083, 0.00205074, 0.00205069, 0.00205067, 0.00205065,
       0.00205065, 0.00205065, 0.00205064, 0.00205064, 0.00205064,
       0.00205064, 0.00205064, 0.00205064, 0.00205064, 0.00205064,
       0.00205064, 0.00205064, 0.00205064, 0.00205064, 0.00205064,
       0.00205064, 0.00205064, 0.00205064]), 1455: array([8.70005370e-04, 7.61370120e-04, 6.66299867e-04, 5.83100786e-04,
       5.10290553e-04, 4.46571942e-04, 3.90809706e-04, 3.42010353e-04,
       2.99304446e-04, 2.61931112e-04, 2.29224488e-04, 2.00601854e-04,
       1.75553253e-04, 1.53632404e-04, 1.34448753e-04, 1.17660515e-04,
       1.02968579e-04, 9.01111863e-05, 7.88592624e-05, 6.90123365e-05,
       6.03949702e-05, 5.28536317e-05, 4.62539602e-05, 4.04783722e-05,
       3.54239666e-05, 3.10006913e-05, 2.71297387e-05, 2.37421417e-05]), 1460: array([0.00405514, 0.00405514, 0.00405514, 0.00405514, 0.00405514,
       0.00405514, 0.00405514, 0.00405514, 0.00405514, 0.00405514,
       0.00405514, 0.00405514, 0.00405514, 0.00405514, 0.00405514,
       0.00405514, 0.00405514, 0.00405514, 0.00405514, 0.00405514,
       0.00405514, 0.00405514, 0.00405514, 0.00405514, 0.00405514,
       0.00405514, 0.00405514, 0.00405514]), 1465: array([1.21514001e-03, 1.05335676e-03, 9.13113272e-04, 7.91541747e-04,
       6.86156210e-04, 5.94801664e-04, 5.15610027e-04, 4.46961936e-04,
       3.87453626e-04, 3.35868230e-04, 2.91150894e-04, 2.52387207e-04,
       2.18784503e-04, 1.89655651e-04, 1.64405003e-04, 1.42516217e-04,
       1.23541695e-04, 1.07093435e-04, 9.28350893e-05, 8.04750946e-05,
       6.97607050e-05, 6.04728252e-05, 5.24215303e-05, 4.54421817e-05,
       3.93920610e-05, 3.41474511e-05, 2.96011066e-05, 2.56600607e-05]), 1470: array([0.06060017, 0.05782097, 0.05516922, 0.05263908, 0.05022498,
       0.04792159, 0.04572384, 0.04362688, 0.0416261 , 0.03971707,
       0.03789559, 0.03615764, 0.0344994 , 0.03291721, 0.03140759,
       0.02996719, 0.02859285, 0.02728155, 0.02603038, 0.02483659,
       0.02369755, 0.02261075, 0.02157379, 0.02058439, 0.01964036,
       0.01873962, 0.0178802 , 0.01706019]), 1475: array([0.00048654, 0.00080038, 0.00104884, 0.00124555, 0.00140129,
       0.00152459, 0.0016222 , 0.00169949, 0.00176067, 0.00180911,
       0.00184746, 0.00187783, 0.00190187, 0.0019209 , 0.00193597,
       0.00194789, 0.00195734, 0.00196482, 0.00197074, 0.00197542,
       0.00197913, 0.00198207, 0.0019844 , 0.00198624, 0.0019877 ,
       0.00198885, 0.00198976, 0.00199049]), 1480: array([0.00022364, 0.00022407, 0.00022436, 0.00022456, 0.0002247 ,
       0.0002248 , 0.00022487, 0.00022491, 0.00022495, 0.00022497,
       0.00022498, 0.00022499, 0.000225  , 0.00022501, 0.00022501,
       0.00022501, 0.00022501, 0.00022502, 0.00022502, 0.00022502,
       0.00022502, 0.00022502, 0.00022502, 0.00022502, 0.00022502,
       0.00022502, 0.00022502, 0.00022502]), 1485: array([0.00248646, 0.00248312, 0.00248078, 0.00247914, 0.00247799,
       0.00247718, 0.00247661, 0.00247621, 0.00247594, 0.00247574,
       0.0024756 , 0.00247551, 0.00247544, 0.00247539, 0.00247536,
       0.00247534, 0.00247532, 0.00247531, 0.0024753 , 0.0024753 ,
       0.00247529, 0.00247529, 0.00247529, 0.00247529, 0.00247528,
       0.00247528, 0.00247528, 0.00247528]), 1490: array([0.00051746, 0.00053576, 0.00055407, 0.00057237, 0.00059068,
       0.00060898, 0.00062728, 0.00064559, 0.00066389, 0.0006822 ,
       0.0007005 , 0.0007188 , 0.00073711, 0.00075541, 0.00077372,
       0.00079202, 0.00081032, 0.00082863, 0.00084693, 0.00086523,
       0.00088354, 0.00090184, 0.00092015, 0.00093845, 0.00095675,
       0.00097506, 0.00099336, 0.00101167]), 1495: array([0.00050885, 0.00050874, 0.00050863, 0.00050854, 0.00050845,
       0.00050838, 0.00050831, 0.00050825, 0.00050819, 0.00050814,
       0.0005081 , 0.00050806, 0.00050802, 0.00050799, 0.00050796,
       0.00050793, 0.00050791, 0.00050789, 0.00050787, 0.00050785,
       0.00050783, 0.00050782, 0.00050781, 0.0005078 , 0.00050779,
       0.00050778, 0.00050777, 0.00050776]), 1500: array([0.00035128, 0.00035052, 0.00035014, 0.00034996, 0.00034986,
       0.00034981, 0.00034979, 0.00034978, 0.00034977, 0.00034977,
       0.00034977, 0.00034977, 0.00034977, 0.00034977, 0.00034977,
       0.00034977, 0.00034977, 0.00034977, 0.00034977, 0.00034977,
       0.00034977, 0.00034977, 0.00034977, 0.00034977, 0.00034977,
       0.00034977, 0.00034977, 0.00034977]), 1505: array([0.00072416, 0.00072479, 0.0007251 , 0.00072526, 0.00072534,
       0.00072538, 0.0007254 , 0.00072541, 0.00072541, 0.00072542,
       0.00072542, 0.00072542, 0.00072542, 0.00072542, 0.00072542,
       0.00072542, 0.00072542, 0.00072542, 0.00072542, 0.00072542,
       0.00072542, 0.00072542, 0.00072542, 0.00072542, 0.00072542,
       0.00072542, 0.00072542, 0.00072542]), 1510: array([4.98778211e-05, 4.99566964e-05, 4.99961343e-05, 5.00158533e-05,
       5.00257129e-05, 5.00306427e-05, 5.00331076e-05, 5.00343401e-05,
       5.00349563e-05, 5.00352645e-05, 5.00354185e-05, 5.00354956e-05,
       5.00355341e-05, 5.00355533e-05, 5.00355630e-05, 5.00355678e-05,
       5.00355702e-05, 5.00355714e-05, 5.00355720e-05, 5.00355723e-05,
       5.00355724e-05, 5.00355725e-05, 5.00355726e-05, 5.00355726e-05,
       5.00355726e-05, 5.00355726e-05, 5.00355726e-05, 5.00355726e-05]), 1515: array([9.64610324e-04, 8.72158035e-04, 7.88567982e-04, 7.12990655e-04,
       6.44657973e-04, 5.82875484e-04, 5.27015304e-04, 4.76509736e-04,
       4.30845500e-04, 3.89558519e-04, 3.52229201e-04, 3.18478174e-04,
       2.87962432e-04, 2.60371851e-04, 2.35426030e-04, 2.12871451e-04,
       1.92478896e-04, 1.74041118e-04, 1.57370737e-04, 1.42298335e-04,
       1.28670735e-04, 1.16349441e-04, 1.05209234e-04, 9.51368988e-05,
       8.60300712e-05, 7.77962004e-05, 7.03516070e-05, 6.36206330e-05]), 1520: array([0.00037048, 0.00036882, 0.00036798, 0.00036757, 0.00036736,
       0.00036725, 0.0003672 , 0.00036718, 0.00036716, 0.00036716,
       0.00036715, 0.00036715, 0.00036715, 0.00036715, 0.00036715,
       0.00036715, 0.00036715, 0.00036715, 0.00036715, 0.00036715,
       0.00036715, 0.00036715, 0.00036715, 0.00036715, 0.00036715,
       0.00036715, 0.00036715, 0.00036715]), 1525: array([0.00137218, 0.00145098, 0.00152977, 0.00160857, 0.00168737,
       0.00176616, 0.00184496, 0.00192376, 0.00200255, 0.00208135,
       0.00216015, 0.00223895, 0.00231774, 0.00239654, 0.00247534,
       0.00255413, 0.00263293, 0.00271173, 0.00279052, 0.00286932,
       0.00294812, 0.00302691, 0.00310571, 0.00318451, 0.00326331,
       0.0033421 , 0.0034209 , 0.0034997 ]), 1530: array([2.34681490e-04, 1.89012062e-04, 1.52229986e-04, 1.22605769e-04,
       9.87464770e-05, 7.95302463e-05, 6.40535285e-05, 5.15886078e-05,
       4.15493830e-05, 3.34638094e-05, 2.69517029e-05, 2.17068640e-05,
       1.74826801e-05, 1.40805300e-05, 1.13404445e-05, 9.13358445e-06,
       7.35618335e-06, 5.92466770e-06, 4.77172756e-06, 3.84315164e-06,
       3.09527826e-06, 2.49294238e-06, 2.00782214e-06, 1.61710717e-06,
       1.30242604e-06, 1.04898242e-06, 8.44859378e-07, 6.80459049e-07]), 1535: array([0.00182369, 0.00185789, 0.00189209, 0.00192628, 0.00196048,
       0.00199468, 0.00202888, 0.00206308, 0.00209727, 0.00213147,
       0.00216567, 0.00219987, 0.00223406, 0.00226826, 0.00230246,
       0.00233666, 0.00237085, 0.00240505, 0.00243925, 0.00247345,
       0.00250765, 0.00254184, 0.00257604, 0.00261024, 0.00264444,
       0.00267863, 0.00271283, 0.00274703]), 1540: array([0.0003577 , 0.00035831, 0.00035862, 0.00035877, 0.00035885,
       0.00035889, 0.00035891, 0.00035892, 0.00035892, 0.00035892,
       0.00035893, 0.00035893, 0.00035893, 0.00035893, 0.00035893,
       0.00035893, 0.00035893, 0.00035893, 0.00035893, 0.00035893,
       0.00035893, 0.00035893, 0.00035893, 0.00035893, 0.00035893,
       0.00035893, 0.00035893, 0.00035893]), 1545: array([6.37123654e-05, 6.38469795e-05, 6.39412077e-05, 6.40071663e-05,
       6.40533365e-05, 6.40856551e-05, 6.41082778e-05, 6.41241133e-05,
       6.41351980e-05, 6.41429572e-05, 6.41483885e-05, 6.41521904e-05,
       6.41548516e-05, 6.41567145e-05, 6.41580184e-05, 6.41589312e-05,
       6.41595701e-05, 6.41600174e-05, 6.41603304e-05, 6.41605496e-05,
       6.41607030e-05, 6.41608103e-05, 6.41608855e-05, 6.41609381e-05,
       6.41609749e-05, 6.41610007e-05, 6.41610188e-05, 6.41610314e-05]), 1550: array([0.00025022, 0.00025211, 0.00025366, 0.00025491, 0.00025593,
       0.00025677, 0.00025745, 0.000258  , 0.00025845, 0.00025881,
       0.00025911, 0.00025935, 0.00025955, 0.00025971, 0.00025984,
       0.00025995, 0.00026004, 0.00026011, 0.00026016, 0.00026021,
       0.00026025, 0.00026028, 0.00026031, 0.00026033, 0.00026034,
       0.00026036, 0.00026037, 0.00026038]), 1555: array([0.0008313, 0.0008313, 0.0008313, 0.0008313, 0.0008313, 0.0008313,
       0.0008313, 0.0008313, 0.0008313, 0.0008313, 0.0008313, 0.0008313,
       0.0008313, 0.0008313, 0.0008313, 0.0008313, 0.0008313, 0.0008313,
       0.0008313, 0.0008313, 0.0008313, 0.0008313, 0.0008313, 0.0008313,
       0.0008313, 0.0008313, 0.0008313, 0.0008313]), 1560: array([0.00013511, 0.00013426, 0.00013384, 0.00013363, 0.00013352,
       0.00013347, 0.00013344, 0.00013343, 0.00013342, 0.00013342,
       0.00013341, 0.00013341, 0.00013341, 0.00013341, 0.00013341,
       0.00013341, 0.00013341, 0.00013341, 0.00013341, 0.00013341,
       0.00013341, 0.00013341, 0.00013341, 0.00013341, 0.00013341,
       0.00013341, 0.00013341, 0.00013341]), 1565: array([0.00031831, 0.00032187, 0.00032543, 0.00032898, 0.00033254,
       0.0003361 , 0.00033966, 0.00034322, 0.00034677, 0.00035033,
       0.00035389, 0.00035745, 0.00036101, 0.00036456, 0.00036812,
       0.00037168, 0.00037524, 0.0003788 , 0.00038235, 0.00038591,
       0.00038947, 0.00039303, 0.00039658, 0.00040014, 0.0004037 ,
       0.00040726, 0.00041082, 0.00041437]), 1570: array([0.00073624, 0.00076915, 0.00080205, 0.00083496, 0.00086786,
       0.00090077, 0.00093367, 0.00096658, 0.00099948, 0.00103239,
       0.00106529, 0.0010982 , 0.0011311 , 0.00116401, 0.00119691,
       0.00122982, 0.00126272, 0.00129563, 0.00132854, 0.00136144,
       0.00139435, 0.00142725, 0.00146016, 0.00149306, 0.00152597,
       0.00155887, 0.00159178, 0.00162468]), 1575: array([0.00153512, 0.00157628, 0.00161745, 0.00165861, 0.00169977,
       0.00174093, 0.00178209, 0.00182326, 0.00186442, 0.00190558,
       0.00194674, 0.0019879 , 0.00202907, 0.00207023, 0.00211139,
       0.00215255, 0.00219371, 0.00223488, 0.00227604, 0.0023172 ,
       0.00235836, 0.00239952, 0.00244068, 0.00248185, 0.00252301,
       0.00256417, 0.00260533, 0.00264649]), 1580: array([0.00372145, 0.00370113, 0.00369096, 0.00368588, 0.00368334,
       0.00368207, 0.00368144, 0.00368112, 0.00368096, 0.00368088,
       0.00368084, 0.00368082, 0.00368081, 0.00368081, 0.0036808 ,
       0.0036808 , 0.0036808 , 0.0036808 , 0.0036808 , 0.0036808 ,
       0.0036808 , 0.0036808 , 0.0036808 , 0.0036808 , 0.0036808 ,
       0.0036808 , 0.0036808 , 0.0036808 ]), 1585: array([0.000511  , 0.00050851, 0.00050667, 0.00050532, 0.00050432,
       0.00050358, 0.00050304, 0.00050264, 0.00050235, 0.00050213,
       0.00050197, 0.00050185, 0.00050177, 0.0005017 , 0.00050166,
       0.00050162, 0.0005016 , 0.00050158, 0.00050156, 0.00050155,
       0.00050155, 0.00050154, 0.00050154, 0.00050153, 0.00050153,
       0.00050153, 0.00050153, 0.00050153]), 1590: array([0.00024477, 0.00024277, 0.00024137, 0.0002404 , 0.00023971,
       0.00023923, 0.00023889, 0.00023865, 0.00023849, 0.00023837,
       0.00023829, 0.00023824, 0.0002382 , 0.00023817, 0.00023815,
       0.00023813, 0.00023812, 0.00023812, 0.00023811, 0.00023811,
       0.00023811, 0.00023811, 0.0002381 , 0.0002381 , 0.0002381 ,
       0.0002381 , 0.0002381 , 0.0002381 ]), 1595: array([0.00073221, 0.00073221, 0.00073221, 0.00073221, 0.00073221,
       0.00073221, 0.00073221, 0.00073221, 0.00073221, 0.00073221,
       0.00073221, 0.00073221, 0.00073221, 0.00073221, 0.00073221,
       0.00073221, 0.00073221, 0.00073221, 0.00073221, 0.00073221,
       0.00073221, 0.00073221, 0.00073221, 0.00073221, 0.00073221,
       0.00073221, 0.00073221, 0.00073221]), 1600: array([7.89541517e-05, 7.89113760e-05, 7.88899884e-05, 7.88792947e-05,
       7.88739479e-05, 7.88712746e-05, 7.88699379e-05, 7.88692696e-05,
       7.88689354e-05, 7.88687684e-05, 7.88686848e-05, 7.88686431e-05,
       7.88686222e-05, 7.88686117e-05, 7.88686065e-05, 7.88686039e-05,
       7.88686026e-05, 7.88686020e-05, 7.88686016e-05, 7.88686015e-05,
       7.88686014e-05, 7.88686013e-05, 7.88686013e-05, 7.88686013e-05,
       7.88686013e-05, 7.88686013e-05, 7.88686013e-05, 7.88686013e-05]), 1605: array([0.00114801, 0.00121028, 0.00127255, 0.00133483, 0.0013971 ,
       0.00145937, 0.00152164, 0.00158392, 0.00164619, 0.00170846,
       0.00177073, 0.00183301, 0.00189528, 0.00195755, 0.00201983,
       0.0020821 , 0.00214437, 0.00220664, 0.00226892, 0.00233119,
       0.00239346, 0.00245573, 0.00251801, 0.00258028, 0.00264255,
       0.00270483, 0.0027671 , 0.00282937]), 1610: array([0.00012638, 0.00015049, 0.0001746 , 0.00019871, 0.00022281,
       0.00024692, 0.00027103, 0.00029514, 0.00031925, 0.00034336,
       0.00036746, 0.00039157, 0.00041568, 0.00043979, 0.0004639 ,
       0.00048801, 0.00051212, 0.00053622, 0.00056033, 0.00058444,
       0.00060855, 0.00063266, 0.00065677, 0.00068087, 0.00070498,
       0.00072909, 0.0007532 , 0.00077731]), 1615: array([0.00016194, 0.00016946, 0.00017321, 0.00017508, 0.00017602,
       0.00017649, 0.00017672, 0.00017684, 0.00017689, 0.00017692,
       0.00017694, 0.00017695, 0.00017695, 0.00017695, 0.00017695,
       0.00017695, 0.00017695, 0.00017695, 0.00017695, 0.00017695,
       0.00017695, 0.00017695, 0.00017695, 0.00017695, 0.00017695,
       0.00017695, 0.00017695, 0.00017695]), 1620: array([0.0003853 , 0.00038286, 0.00038164, 0.00038104, 0.00038073,
       0.00038058, 0.0003805 , 0.00038047, 0.00038045, 0.00038044,
       0.00038043, 0.00038043, 0.00038043, 0.00038043, 0.00038043,
       0.00038043, 0.00038043, 0.00038043, 0.00038043, 0.00038043,
       0.00038043, 0.00038043, 0.00038043, 0.00038043, 0.00038043,
       0.00038043, 0.00038043, 0.00038043]), 1625: array([0.00075541, 0.00075629, 0.00075672, 0.00075694, 0.00075705,
       0.00075711, 0.00075713, 0.00075715, 0.00075715, 0.00075716,
       0.00075716, 0.00075716, 0.00075716, 0.00075716, 0.00075716,
       0.00075716, 0.00075716, 0.00075716, 0.00075716, 0.00075716,
       0.00075716, 0.00075716, 0.00075716, 0.00075716, 0.00075716,
       0.00075716, 0.00075716, 0.00075716]), 1630: array([5.92270456e-05, 4.60218346e-05, 3.57608468e-05, 2.77876407e-05,
       2.15921341e-05, 1.67779727e-05, 1.30371728e-05, 1.01304187e-05,
       7.87175212e-06, 6.11667602e-06, 4.75291028e-06, 3.69320865e-06,
       2.86977724e-06, 2.22993744e-06, 1.73275580e-06, 1.34642538e-06,
       1.04623088e-06, 8.12967502e-07, 6.31712340e-07, 4.90869683e-07,
       3.81429191e-07, 2.96389463e-07, 2.30310124e-07, 1.78963782e-07,
       1.39065578e-07, 1.08063046e-07, 8.39728139e-08, 6.52537202e-08]), 1635: array([0.00036441, 0.00038209, 0.00039977, 0.00041744, 0.00043511,
       0.00045279, 0.00047046, 0.00048814, 0.00050581, 0.00052349,
       0.00054116, 0.00055883, 0.00057651, 0.00059418, 0.00061186,
       0.00062953, 0.0006472 , 0.00066487, 0.00068255, 0.00070022,
       0.00071789, 0.00073557, 0.00075324, 0.00077091, 0.00078858,
       0.00080625, 0.00082393, 0.0008416 ]), 1640: array([0.00603262, 0.00567113, 0.00533131, 0.00501184, 0.00471152,
       0.0044292 , 0.00416379, 0.00391429, 0.00367973, 0.00345923,
       0.00325195, 0.00305709, 0.0028739 , 0.00270169, 0.0025398 ,
       0.00238761, 0.00224454, 0.00211004, 0.0019836 , 0.00186474,
       0.001753  , 0.00164796, 0.00154921, 0.00145637, 0.0013691 ,
       0.00128707, 0.00120994, 0.00113744]), 1645: array([8.80737497e-05, 8.80982005e-05, 8.81104258e-05, 8.81165384e-05,
       8.81195946e-05, 8.81211227e-05, 8.81218868e-05, 8.81222688e-05,
       8.81224598e-05, 8.81225553e-05, 8.81226031e-05, 8.81226269e-05,
       8.81226389e-05, 8.81226449e-05, 8.81226478e-05, 8.81226493e-05,
       8.81226501e-05, 8.81226504e-05, 8.81226506e-05, 8.81226507e-05,
       8.81226508e-05, 8.81226508e-05, 8.81226508e-05, 8.81226508e-05,
       8.81226508e-05, 8.81226508e-05, 8.81226508e-05, 8.81226508e-05]), 1650: array([0.00042196, 0.00044385, 0.00046574, 0.00048762, 0.00050951,
       0.00053139, 0.00055328, 0.00057517, 0.00059705, 0.00061894,
       0.00064082, 0.00066271, 0.0006846 , 0.00070648, 0.00072837,
       0.00075025, 0.00077214, 0.00079403, 0.00081591, 0.0008378 ,
       0.00085968, 0.00088157, 0.00090346, 0.00092534, 0.00094723,
       0.00096911, 0.000991  , 0.00101289]), 1655: array([0.00021885, 0.00021799, 0.00021756, 0.00021735, 0.00021724,
       0.00021719, 0.00021716, 0.00021715, 0.00021714, 0.00021714,
       0.00021713, 0.00021713, 0.00021713, 0.00021713, 0.00021713,
       0.00021713, 0.00021713, 0.00021713, 0.00021713, 0.00021713,
       0.00021713, 0.00021713, 0.00021713, 0.00021713, 0.00021713,
       0.00021713, 0.00021713, 0.00021713]), 1660: array([0.00294167, 0.00212932, 0.00182399, 0.00170923, 0.0016661 ,
       0.00164989, 0.0016438 , 0.00164151, 0.00164064, 0.00164032,
       0.0016402 , 0.00164015, 0.00164014, 0.00164013, 0.00164013,
       0.00164013, 0.00164013, 0.00164013, 0.00164013, 0.00164013,
       0.00164013, 0.00164013, 0.00164013, 0.00164013, 0.00164013,
       0.00164013, 0.00164013, 0.00164013]), 1665: array([0.00352031, 0.00345212, 0.00339384, 0.00334403, 0.00330146,
       0.00326508, 0.00323399, 0.00320742, 0.00318471, 0.00316531,
       0.00314872, 0.00313455, 0.00312243, 0.00311208, 0.00310323,
       0.00309567, 0.00308921, 0.00308369, 0.00307897, 0.00307494,
       0.00307149, 0.00306854, 0.00306602, 0.00306387, 0.00306203,
       0.00306046, 0.00305912, 0.00305797]), 1670: array([0.00012066, 0.00012071, 0.00012074, 0.00012076, 0.00012077,
       0.00012078, 0.00012078, 0.00012078, 0.00012078, 0.00012078,
       0.00012078, 0.00012078, 0.00012079, 0.00012079, 0.00012079,
       0.00012079, 0.00012079, 0.00012079, 0.00012079, 0.00012079,
       0.00012079, 0.00012079, 0.00012079, 0.00012079, 0.00012079,
       0.00012079, 0.00012079, 0.00012079]), 1675: array([0.00058323, 0.00067683, 0.00072362, 0.00074702, 0.00075871,
       0.00076456, 0.00076748, 0.00076895, 0.00076968, 0.00077004,
       0.00077022, 0.00077031, 0.00077036, 0.00077038, 0.00077039,
       0.0007704 , 0.0007704 , 0.0007704 , 0.00077041, 0.00077041,
       0.00077041, 0.00077041, 0.00077041, 0.00077041, 0.00077041,
       0.00077041, 0.00077041, 0.00077041]), 1680: array([0.01314129, 0.01350421, 0.01386714, 0.01423006, 0.01459298,
       0.01495591, 0.01531883, 0.01568176, 0.01604468, 0.01640761,
       0.01677053, 0.01713345, 0.01749638, 0.0178593 , 0.01822223,
       0.01858515, 0.01894807, 0.019311  , 0.01967392, 0.02003685,
       0.02039977, 0.02076269, 0.02112562, 0.02148854, 0.02185147,
       0.02221439, 0.02257732, 0.02294024]), 1685: array([0.00090545, 0.00090788, 0.0009091 , 0.00090971, 0.00091001,
       0.00091017, 0.00091024, 0.00091028, 0.0009103 , 0.00091031,
       0.00091031, 0.00091032, 0.00091032, 0.00091032, 0.00091032,
       0.00091032, 0.00091032, 0.00091032, 0.00091032, 0.00091032,
       0.00091032, 0.00091032, 0.00091032, 0.00091032, 0.00091032,
       0.00091032, 0.00091032, 0.00091032]), 1690: array([0.00244112, 0.00243277, 0.00242871, 0.00242674, 0.00242578,
       0.00242531, 0.00242509, 0.00242498, 0.00242493, 0.0024249 ,
       0.00242489, 0.00242488, 0.00242488, 0.00242488, 0.00242488,
       0.00242488, 0.00242488, 0.00242488, 0.00242488, 0.00242488,
       0.00242488, 0.00242488, 0.00242488, 0.00242488, 0.00242488,
       0.00242488, 0.00242488, 0.00242488]), 1695: array([0.00026024, 0.00031014, 0.00036004, 0.00040994, 0.00045984,
       0.00050974, 0.00055963, 0.00060952, 0.00065941, 0.0007093 ,
       0.00075918, 0.00080907, 0.00085895, 0.00090883, 0.0009587 ,
       0.00100858, 0.00105845, 0.00110832, 0.00115819, 0.00120806,
       0.00125792, 0.00130779, 0.00135765, 0.0014075 , 0.00145736,
       0.00150722, 0.00155707, 0.00160692]), 1700: array([0.00095654, 0.00099353, 0.00103053, 0.00106752, 0.00110451,
       0.0011415 , 0.00117849, 0.00121548, 0.00125247, 0.00128946,
       0.00132645, 0.00136344, 0.00140043, 0.00143743, 0.00147442,
       0.00151141, 0.0015484 , 0.00158539, 0.00162238, 0.00165937,
       0.00169636, 0.00173335, 0.00177034, 0.00180733, 0.00184433,
       0.00188132, 0.00191831, 0.0019553 ]), 1705: array([0.00145301, 0.00144435, 0.00144003, 0.00143786, 0.00143678,
       0.00143624, 0.00143597, 0.00143584, 0.00143577, 0.00143573,
       0.00143572, 0.00143571, 0.0014357 , 0.0014357 , 0.0014357 ,
       0.0014357 , 0.0014357 , 0.0014357 , 0.0014357 , 0.0014357 ,
       0.0014357 , 0.0014357 , 0.0014357 , 0.0014357 , 0.0014357 ,
       0.0014357 , 0.0014357 , 0.0014357 ]), 1710: array([0.00833599, 0.00859394, 0.00885189, 0.00910984, 0.00936779,
       0.00962574, 0.00988369, 0.01014164, 0.0103996 , 0.01065755,
       0.0109155 , 0.01117345, 0.0114314 , 0.01168935, 0.0119473 ,
       0.01220525, 0.0124632 , 0.01272115, 0.0129791 , 0.01323705,
       0.013495  , 0.01375295, 0.0140109 , 0.01426886, 0.01452681,
       0.01478476, 0.01504271, 0.01530066]), 1715: array([0.00161749, 0.0016386 , 0.00165971, 0.00168082, 0.00170193,
       0.00172304, 0.00174415, 0.00176526, 0.00178637, 0.00180748,
       0.00182859, 0.0018497 , 0.00187081, 0.00189193, 0.00191304,
       0.00193415, 0.00195526, 0.00197637, 0.00199748, 0.00201859,
       0.0020397 , 0.00206081, 0.00208192, 0.00210303, 0.00212414,
       0.00214525, 0.00216637, 0.00218748]), 1720: array([0.00129398, 0.00129161, 0.00129017, 0.00128929, 0.00128875,
       0.00128842, 0.00128822, 0.0012881 , 0.00128802, 0.00128798,
       0.00128795, 0.00128793, 0.00128792, 0.00128791, 0.00128791,
       0.00128791, 0.00128791, 0.0012879 , 0.0012879 , 0.0012879 ,
       0.0012879 , 0.0012879 , 0.0012879 , 0.0012879 , 0.0012879 ,
       0.0012879 , 0.0012879 , 0.0012879 ]), 1725: array([0.0034149 , 0.00342211, 0.00342754, 0.00343162, 0.0034347 ,
       0.00343702, 0.00343876, 0.00344007, 0.00344106, 0.00344181,
       0.00344237, 0.00344279, 0.00344311, 0.00344335, 0.00344353,
       0.00344366, 0.00344377, 0.00344384, 0.0034439 , 0.00344394,
       0.00344398, 0.003444  , 0.00344402, 0.00344403, 0.00344404,
       0.00344405, 0.00344406, 0.00344406]), 1730: array([0.00421968, 0.00422259, 0.00422404, 0.00422476, 0.00422513,
       0.00422531, 0.0042254 , 0.00422544, 0.00422547, 0.00422548,
       0.00422548, 0.00422549, 0.00422549, 0.00422549, 0.00422549,
       0.00422549, 0.00422549, 0.00422549, 0.00422549, 0.00422549,
       0.00422549, 0.00422549, 0.00422549, 0.00422549, 0.00422549,
       0.00422549, 0.00422549, 0.00422549]), 1735: array([0.00028242, 0.00044049, 0.00059855, 0.00075662, 0.00091469,
       0.00107276, 0.00123083, 0.0013889 , 0.00154697, 0.00170504,
       0.00186311, 0.00202118, 0.00217924, 0.00233731, 0.00249538,
       0.00265345, 0.00281152, 0.00296959, 0.00312766, 0.00328573,
       0.0034438 , 0.00360186, 0.00375993, 0.003918  , 0.00407607,
       0.00423414, 0.00439221, 0.00455028]), 1740: array([0.00258987, 0.00266178, 0.00273368, 0.00280559, 0.00287749,
       0.0029494 , 0.00302131, 0.00309321, 0.00316512, 0.00323703,
       0.00330893, 0.00338084, 0.00345274, 0.00352465, 0.00359656,
       0.00366846, 0.00374037, 0.00381227, 0.00388418, 0.00395609,
       0.00402799, 0.0040999 , 0.00417181, 0.00424371, 0.00431562,
       0.00438752, 0.00445943, 0.00453134]), 1745: array([3.21177275e-04, 3.05207992e-04, 2.90032720e-04, 2.75611979e-04,
       2.61908253e-04, 2.48885891e-04, 2.36511016e-04, 2.24751432e-04,
       2.13576549e-04, 2.02957292e-04, 1.92866037e-04, 1.83276530e-04,
       1.74163824e-04, 1.65504212e-04, 1.57275165e-04, 1.49455276e-04,
       1.42024200e-04, 1.34962605e-04, 1.28252121e-04, 1.21875289e-04,
       1.15815520e-04, 1.10057050e-04, 1.04584897e-04, 9.93848252e-05,
       9.44433071e-05, 8.97474866e-05, 8.52851475e-05, 8.10446808e-05]), 1750: array([0.00265827, 0.00280585, 0.00295343, 0.00310101, 0.00324859,
       0.00339618, 0.00354376, 0.00369134, 0.00383892, 0.00398651,
       0.00413409, 0.00428167, 0.00442925, 0.00457683, 0.00472442,
       0.004872  , 0.00501958, 0.00516716, 0.00531474, 0.00546233,
       0.00560991, 0.00575749, 0.00590507, 0.00605265, 0.00620024,
       0.00634782, 0.0064954 , 0.00664298]), 1755: array([0.00038936, 0.00036955, 0.00035279, 0.00033861, 0.00032662,
       0.00031647, 0.00030789, 0.00030063, 0.0002945 , 0.0002893 ,
       0.00028491, 0.00028119, 0.00027805, 0.00027539, 0.00027314,
       0.00027124, 0.00026963, 0.00026827, 0.00026712, 0.00026614,
       0.00026532, 0.00026462, 0.00026403, 0.00026354, 0.00026311,
       0.00026276, 0.00026246, 0.0002622 ]), 1760: array([0.00448427, 0.00461135, 0.00472833, 0.00483602, 0.00493515,
       0.00502641, 0.00511041, 0.00518774, 0.00525893, 0.00532446,
       0.00538478, 0.00544032, 0.00549144, 0.0055385 , 0.00558181,
       0.00562169, 0.0056584 , 0.0056922 , 0.0057233 , 0.00575194,
       0.0057783 , 0.00580257, 0.00582491, 0.00584547, 0.0058644 ,
       0.00588183, 0.00589787, 0.00591264]), 1765: array([0.00454511, 0.00483846, 0.0051271 , 0.0054111 , 0.00569055,
       0.0059655 , 0.00623604, 0.00650224, 0.00676416, 0.00702187,
       0.00727544, 0.00752495, 0.00777044, 0.00801199, 0.00824967,
       0.00848352, 0.00871363, 0.00894003, 0.0091628 , 0.00938199,
       0.00959767, 0.00980987, 0.01001867, 0.01022412, 0.01042627,
       0.01062517, 0.01082088, 0.01101344]), 1770: array([8.43196769e-04, 7.55278067e-04, 6.76526501e-04, 6.05986230e-04,
       5.42801076e-04, 4.86204132e-04, 4.35508457e-04, 3.90098735e-04,
       3.49423809e-04, 3.12989990e-04, 2.80355065e-04, 2.51122929e-04,
       2.24938779e-04, 2.01484806e-04, 1.80476341e-04, 1.61658392e-04,
       1.44802560e-04, 1.29704258e-04, 1.16180230e-04, 1.04066330e-04,
       9.32155264e-05, 8.34961178e-05, 7.47901358e-05, 6.69919120e-05,
       6.00067960e-05, 5.37500063e-05, 4.81456017e-05, 4.31255591e-05]), 1775: array([0.02175271, 0.02413102, 0.02650933, 0.02888764, 0.03126595,
       0.03364426, 0.03602257, 0.03840088, 0.04077919, 0.0431575 ,
       0.04553581, 0.04791412, 0.05029242, 0.05267073, 0.05504904,
       0.05742735, 0.05980565, 0.06218396, 0.06456227, 0.06694057,
       0.06931888, 0.07169718, 0.07407549, 0.07645379, 0.0788321 ,
       0.0812104 , 0.0835887 , 0.08596701]), 1780: array([5.69268577e-05, 4.07981730e-05, 2.92436475e-05, 2.09660315e-05,
       1.50359803e-05, 1.07877153e-05, 7.74427514e-06, 5.56396672e-06,
       4.00200246e-06, 2.88301748e-06, 2.08138110e-06, 1.50709199e-06,
       1.09567356e-06, 8.00935031e-07, 5.89785524e-07, 4.38518858e-07,
       3.30152021e-07, 2.52518450e-07, 1.96902070e-07, 1.57058716e-07,
       1.28515096e-07, 1.08066560e-07, 9.34173108e-08, 8.29226467e-08,
       7.54043112e-08, 7.00182056e-08, 6.61596210e-08, 6.33953463e-08]), 1785: array([0.00028085, 0.00048039, 0.00067993, 0.00087947, 0.00107901,
       0.00127855, 0.00147809, 0.00167762, 0.00187716, 0.0020767 ,
       0.00227624, 0.00247578, 0.00267532, 0.00287486, 0.00307439,
       0.00327393, 0.00347347, 0.00367301, 0.00387255, 0.00407209,
       0.00427163, 0.00447116, 0.0046707 , 0.00487024, 0.00506978,
       0.00526932, 0.00546886, 0.0056684 ]), 1790: array([0.00202534, 0.00207627, 0.00212719, 0.00217811, 0.00222904,
       0.00227996, 0.00233088, 0.00238181, 0.00243273, 0.00248366,
       0.00253458, 0.0025855 , 0.00263643, 0.00268735, 0.00273828,
       0.0027892 , 0.00284012, 0.00289105, 0.00294197, 0.00299289,
       0.00304382, 0.00309474, 0.00314567, 0.00319659, 0.00324751,
       0.00329844, 0.00334936, 0.00340028]), 1795: array([1.18978173e-04, 1.04511613e-04, 9.18040530e-05, 8.06416135e-05,
       7.08364225e-05, 6.22234512e-05, 5.46577370e-05, 4.80119430e-05,
       4.21742157e-05, 3.70463015e-05, 3.25418939e-05, 2.85851802e-05,
       2.51095660e-05, 2.20565541e-05, 1.93747600e-05, 1.70190470e-05,
       1.49497668e-05, 1.31320917e-05, 1.15354290e-05, 1.01329056e-05,
       8.90091594e-06, 7.81872473e-06, 6.86811789e-06, 6.03309597e-06,
       5.29960493e-06, 4.65529957e-06, 4.08933572e-06, 3.59218780e-06]), 1800: array([0.00027447, 0.00027723, 0.00027999, 0.00028275, 0.00028551,
       0.00028827, 0.00029103, 0.00029379, 0.00029655, 0.0002993 ,
       0.00030206, 0.00030482, 0.00030758, 0.00031034, 0.0003131 ,
       0.00031586, 0.00031862, 0.00032138, 0.00032413, 0.00032689,
       0.00032965, 0.00033241, 0.00033517, 0.00033793, 0.00034069,
       0.00034345, 0.00034621, 0.00034896]), 1805: array([0.00051146, 0.00052788, 0.00054429, 0.00056071, 0.00057712,
       0.00059354, 0.00060995, 0.00062637, 0.00064279, 0.0006592 ,
       0.00067562, 0.00069203, 0.00070845, 0.00072486, 0.00074128,
       0.00075769, 0.00077411, 0.00079052, 0.00080694, 0.00082336,
       0.00083977, 0.00085619, 0.0008726 , 0.00088902, 0.00090543,
       0.00092185, 0.00093826, 0.00095468]), 1810: array([0.0005002 , 0.00049988, 0.00049972, 0.00049964, 0.0004996 ,
       0.00049958, 0.00049957, 0.00049956, 0.00049956, 0.00049956,
       0.00049956, 0.00049956, 0.00049956, 0.00049956, 0.00049956,
       0.00049956, 0.00049956, 0.00049956, 0.00049956, 0.00049956,
       0.00049956, 0.00049956, 0.00049956, 0.00049956, 0.00049956,
       0.00049956, 0.00049956, 0.00049956]), 1815: array([7.79581731e-06, 1.36418433e-05, 1.94878692e-05, 2.53338951e-05,
       3.11799211e-05, 3.70259470e-05, 4.28719730e-05, 4.87179990e-05,
       5.45640249e-05, 6.04100509e-05, 6.62560768e-05, 7.21021028e-05,
       7.79481288e-05, 8.37941547e-05, 8.96401807e-05, 9.54862067e-05,
       1.01332233e-04, 1.07178259e-04, 1.13024285e-04, 1.18870311e-04,
       1.24716337e-04, 1.30562363e-04, 1.36408389e-04, 1.42254415e-04,
       1.48100441e-04, 1.53946467e-04, 1.59792493e-04, 1.65638519e-04]), 1820: array([1.81388611e-04, 1.73103513e-04, 1.65196847e-04, 1.57651328e-04,
       1.50450460e-04, 1.43578501e-04, 1.37020427e-04, 1.30761901e-04,
       1.24789241e-04, 1.19089390e-04, 1.13649887e-04, 1.08458840e-04,
       1.03504900e-04, 9.87772377e-05, 9.42655173e-05, 8.99598753e-05,
       8.58508990e-05, 8.19296053e-05, 7.81874215e-05, 7.46161667e-05,
       7.12080334e-05, 6.79555708e-05, 6.48516686e-05, 6.18895409e-05,
       5.90627121e-05, 5.63650023e-05, 5.37905137e-05, 5.13336181e-05]), 1825: array([5.68787114e-05, 5.69150321e-05, 5.69331923e-05, 5.69422724e-05,
       5.69468123e-05, 5.69490823e-05, 5.69502172e-05, 5.69507847e-05,
       5.69510684e-05, 5.69512103e-05, 5.69512812e-05, 5.69513167e-05,
       5.69513344e-05, 5.69513433e-05, 5.69513477e-05, 5.69513500e-05,
       5.69513511e-05, 5.69513516e-05, 5.69513519e-05, 5.69513520e-05,
       5.69513521e-05, 5.69513521e-05, 5.69513522e-05, 5.69513522e-05,
       5.69513522e-05, 5.69513522e-05, 5.69513522e-05, 5.69513522e-05]), 1830: array([0.00073161, 0.00076584, 0.00080006, 0.00083428, 0.00086851,
       0.00090273, 0.00093696, 0.00097118, 0.0010054 , 0.00103963,
       0.00107385, 0.00110807, 0.0011423 , 0.00117652, 0.00121074,
       0.00124497, 0.00127919, 0.00131342, 0.00134764, 0.00138186,
       0.00141609, 0.00145031, 0.00148453, 0.00151876, 0.00155298,
       0.00158721, 0.00162143, 0.00165565]), 1835: array([5.21918754e-05, 5.20622659e-05, 5.19715389e-05, 5.19080297e-05,
       5.18635731e-05, 5.18324533e-05, 5.18106693e-05, 5.17954205e-05,
       5.17847463e-05, 5.17772743e-05, 5.17720439e-05, 5.17683826e-05,
       5.17658197e-05, 5.17640256e-05, 5.17627698e-05, 5.17618907e-05,
       5.17612753e-05, 5.17608446e-05, 5.17605430e-05, 5.17603320e-05,
       5.17601842e-05, 5.17600808e-05, 5.17600084e-05, 5.17599577e-05,
       5.17599222e-05, 5.17598974e-05, 5.17598800e-05, 5.17598678e-05]), 1840: array([0.00041634, 0.00043477, 0.0004532 , 0.00047163, 0.00049006,
       0.00050849, 0.00052692, 0.00054534, 0.00056377, 0.0005822 ,
       0.00060062, 0.00061905, 0.00063747, 0.00065589, 0.00067432,
       0.00069274, 0.00071116, 0.00072958, 0.000748  , 0.00076642,
       0.00078484, 0.00080326, 0.00082168, 0.0008401 , 0.00085851,
       0.00087693, 0.00089534, 0.00091376]), 1845: array([2.40617891e-05, 3.83452012e-05, 4.92540283e-05, 5.75855467e-05,
       6.39486688e-05, 6.88084459e-05, 7.25200569e-05, 7.53547663e-05,
       7.75197501e-05, 7.91732369e-05, 8.04360725e-05, 8.14005519e-05,
       8.21371643e-05, 8.26997454e-05, 8.31294116e-05, 8.34575653e-05,
       8.37081898e-05, 8.38996019e-05, 8.40457912e-05, 8.41574420e-05,
       8.42427143e-05, 8.43078402e-05, 8.43575795e-05, 8.43955675e-05,
       8.44245805e-05, 8.44467388e-05, 8.44636621e-05, 8.44765871e-05]), 1850: array([0.0014874 , 0.00156001, 0.00163261, 0.00170521, 0.00177781,
       0.00185041, 0.00192301, 0.00199561, 0.00206822, 0.00214082,
       0.00221342, 0.00228602, 0.00235862, 0.00243122, 0.00250382,
       0.00257643, 0.00264903, 0.00272163, 0.00279423, 0.00286683,
       0.00293943, 0.00301203, 0.00308464, 0.00315724, 0.00322984,
       0.00330244, 0.00337504, 0.00344764]), 1855: array([0.00098894, 0.00098894, 0.00098894, 0.00098894, 0.00098894,
       0.00098894, 0.00098894, 0.00098894, 0.00098894, 0.00098894,
       0.00098894, 0.00098894, 0.00098894, 0.00098894, 0.00098894,
       0.00098894, 0.00098894, 0.00098894, 0.00098894, 0.00098894,
       0.00098894, 0.00098894, 0.00098894, 0.00098894, 0.00098894,
       0.00098894, 0.00098894, 0.00098894]), 1860: array([9.07107782e-06, 5.11278461e-06, 2.88179070e-06, 1.62434627e-06,
       9.15618866e-07, 5.16162226e-07, 2.91018387e-07, 1.64121641e-07,
       9.25994337e-08, 5.22877137e-08, 2.95670115e-08, 1.67610507e-08,
       9.54328812e-09, 5.47517508e-09, 3.18228396e-09, 1.88995269e-09,
       1.16156219e-09, 7.51022928e-10, 5.19632646e-10, 3.89215246e-10,
       3.15708710e-10, 2.74278573e-10, 2.50927502e-10, 2.37766249e-10,
       2.30348236e-10, 2.26167256e-10, 2.23810750e-10, 2.22482564e-10]), 1865: array([0.00102761, 0.00109277, 0.00115792, 0.00122307, 0.00128822,
       0.00135338, 0.00141853, 0.00148368, 0.00154884, 0.00161399,
       0.00167914, 0.0017443 , 0.00180945, 0.0018746 , 0.00193975,
       0.00200491, 0.00207006, 0.00213521, 0.00220037, 0.00226552,
       0.00233067, 0.00239583, 0.00246098, 0.00252613, 0.00259128,
       0.00265644, 0.00272159, 0.00278674]), 1870: array([0.00018454, 0.00024084, 0.00027443, 0.00029447, 0.00030643,
       0.00031356, 0.00031782, 0.00032036, 0.00032187, 0.00032278,
       0.00032332, 0.00032364, 0.00032383, 0.00032395, 0.00032401,
       0.00032405, 0.00032408, 0.00032409, 0.0003241 , 0.00032411,
       0.00032411, 0.00032411, 0.00032411, 0.00032411, 0.00032411,
       0.00032411, 0.00032411, 0.00032411]), 1875: array([5.35706400e-05, 5.35488885e-05, 5.35293121e-05, 5.35116934e-05,
       5.34958366e-05, 5.34815654e-05, 5.34687214e-05, 5.34571617e-05,
       5.34467580e-05, 5.34373947e-05, 5.34289677e-05, 5.34213835e-05,
       5.34145576e-05, 5.34084143e-05, 5.34028854e-05, 5.33979094e-05,
       5.33934309e-05, 5.33894003e-05, 5.33857728e-05, 5.33825080e-05,
       5.33795697e-05, 5.33769252e-05, 5.33745452e-05, 5.33724032e-05,
       5.33704753e-05, 5.33687403e-05, 5.33671788e-05, 5.33657734e-05]), 1880: array([9.71966157e-06, 1.45766496e-05, 1.91419360e-05, 2.34330399e-05,
       2.74664280e-05, 3.12575784e-05, 3.48210394e-05, 3.81704856e-05,
       4.13187703e-05, 4.42779748e-05, 4.70594551e-05, 4.96738849e-05,
       5.21312969e-05, 5.44411213e-05, 5.66122220e-05, 5.86529304e-05,
       6.05710777e-05, 6.23740247e-05, 6.40686900e-05, 6.56615769e-05,
       6.71587980e-05, 6.85660987e-05, 6.98888796e-05, 7.11322168e-05,
       7.23008815e-05, 7.33993583e-05, 7.44318627e-05, 7.54023568e-05]), 1885: array([0.00024136, 0.00025336, 0.00026536, 0.00027736, 0.00028936,
       0.00030136, 0.00031336, 0.00032536, 0.00033736, 0.00034936,
       0.00036136, 0.00037336, 0.00038536, 0.00039736, 0.00040936,
       0.00042136, 0.00043336, 0.00044536, 0.00045736, 0.00046935,
       0.00048135, 0.00049335, 0.00050535, 0.00051735, 0.00052935,
       0.00054135, 0.00055335, 0.00056535]), 1890: array([0.00023212, 0.00022947, 0.00022814, 0.00022748, 0.00022715,
       0.00022698, 0.0002269 , 0.00022686, 0.00022684, 0.00022683,
       0.00022682, 0.00022682, 0.00022682, 0.00022682, 0.00022681,
       0.00022681, 0.00022681, 0.00022681, 0.00022681, 0.00022681,
       0.00022681, 0.00022681, 0.00022681, 0.00022681, 0.00022681,
       0.00022681, 0.00022681, 0.00022681]), 1895: array([0.00356845, 0.00372667, 0.0038849 , 0.00404312, 0.00420135,
       0.00435957, 0.00451779, 0.00467602, 0.00483424, 0.00499247,
       0.00515069, 0.00530892, 0.00546714, 0.00562537, 0.00578359,
       0.00594182, 0.00610004, 0.00625826, 0.00641649, 0.00657471,
       0.00673294, 0.00689116, 0.00704939, 0.00720761, 0.00736584,
       0.00752406, 0.00768228, 0.00784051]), 1900: array([0.00153476, 0.00165929, 0.00178382, 0.00190835, 0.00203289,
       0.00215742, 0.00228195, 0.00240649, 0.00253102, 0.00265555,
       0.00278009, 0.00290462, 0.00302915, 0.00315368, 0.00327822,
       0.00340275, 0.00352728, 0.00365182, 0.00377635, 0.00390088,
       0.00402541, 0.00414995, 0.00427448, 0.00439901, 0.00452355,
       0.00464808, 0.00477261, 0.00489715]), 1905: array([0.00027414, 0.00028382, 0.0002935 , 0.00030319, 0.00031287,
       0.00032255, 0.00033223, 0.00034191, 0.00035159, 0.00036128,
       0.00037096, 0.00038064, 0.00039032, 0.0004    , 0.00040968,
       0.00041937, 0.00042905, 0.00043873, 0.00044841, 0.00045809,
       0.00046777, 0.00047746, 0.00048714, 0.00049682, 0.0005065 ,
       0.00051618, 0.00052586, 0.00053555]), 1910: array([0.00166074, 0.00173504, 0.00180934, 0.00188365, 0.00195795,
       0.00203225, 0.00210655, 0.00218085, 0.00225515, 0.00232946,
       0.00240376, 0.00247806, 0.00255236, 0.00262666, 0.00270097,
       0.00277527, 0.00284957, 0.00292387, 0.00299817, 0.00307248,
       0.00314678, 0.00322108, 0.00329538, 0.00336968, 0.00344399,
       0.00351829, 0.00359259, 0.00366689]), 1915: array([0.00351767, 0.003757  , 0.00399632, 0.00423565, 0.00447498,
       0.00471431, 0.00495363, 0.00519296, 0.00543229, 0.00567162,
       0.00591094, 0.00615027, 0.0063896 , 0.00662893, 0.00686825,
       0.00710758, 0.00734691, 0.00758624, 0.00782557, 0.00806489,
       0.00830422, 0.00854355, 0.00878288, 0.0090222 , 0.00926153,
       0.00950086, 0.00974019, 0.00997951]), 1920: array([0.00352689, 0.00331224, 0.00312309, 0.00295639, 0.00280948,
       0.00268002, 0.00256594, 0.00246539, 0.00237679, 0.00229871,
       0.0022299 , 0.00216926, 0.00211582, 0.00206872, 0.00202722,
       0.00199065, 0.00195842, 0.00193001, 0.00190498, 0.00188292,
       0.00186348, 0.00184635, 0.00183125, 0.00181795, 0.00180622,
       0.00179589, 0.00178678, 0.00177876]), 1925: array([0.00109762, 0.00109623, 0.00109535, 0.0010948 , 0.00109445,
       0.00109423, 0.00109409, 0.001094  , 0.00109395, 0.00109391,
       0.00109389, 0.00109388, 0.00109387, 0.00109386, 0.00109386,
       0.00109386, 0.00109385, 0.00109385, 0.00109385, 0.00109385,
       0.00109385, 0.00109385, 0.00109385, 0.00109385, 0.00109385,
       0.00109385, 0.00109385, 0.00109385]), 1930: array([0.01298347, 0.0119819 , 0.01117168, 0.01051627, 0.00998609,
       0.0095572 , 0.00921025, 0.00892959, 0.00870256, 0.0085189 ,
       0.00837033, 0.00825015, 0.00815293, 0.00807429, 0.00801067,
       0.0079592 , 0.00791757, 0.0078839 , 0.00785665, 0.00783462,
       0.00781679, 0.00780237, 0.0077907 , 0.00778127, 0.00777363,
       0.00776746, 0.00776246, 0.00775842]), 1935: array([0.00160915, 0.00160292, 0.00159868, 0.00159579, 0.00159382,
       0.00159247, 0.00159156, 0.00159093, 0.00159051, 0.00159022,
       0.00159002, 0.00158989, 0.0015898 , 0.00158973, 0.00158969,
       0.00158966, 0.00158964, 0.00158963, 0.00158962, 0.00158961,
       0.00158961, 0.00158961, 0.0015896 , 0.0015896 , 0.0015896 ,
       0.0015896 , 0.0015896 , 0.0015896 ]), 1940: array([0.00159786, 0.00160489, 0.0016084 , 0.00161016, 0.00161104,
       0.00161148, 0.0016117 , 0.00161181, 0.00161186, 0.00161189,
       0.0016119 , 0.00161191, 0.00161191, 0.00161192, 0.00161192,
       0.00161192, 0.00161192, 0.00161192, 0.00161192, 0.00161192,
       0.00161192, 0.00161192, 0.00161192, 0.00161192, 0.00161192,
       0.00161192, 0.00161192, 0.00161192]), 1945: array([0.00495679, 0.00494596, 0.00493851, 0.00493337, 0.00492984,
       0.0049274 , 0.00492573, 0.00492457, 0.00492378, 0.00492323,
       0.00492285, 0.00492259, 0.00492241, 0.00492229, 0.00492221,
       0.00492215, 0.00492211, 0.00492208, 0.00492206, 0.00492205,
       0.00492204, 0.00492203, 0.00492203, 0.00492202, 0.00492202,
       0.00492202, 0.00492202, 0.00492202]), 1950: array([0.00133136, 0.00145558, 0.0015798 , 0.00170402, 0.00182824,
       0.00195245, 0.00207667, 0.00220089, 0.00232511, 0.00244933,
       0.00257355, 0.00269777, 0.00282199, 0.00294621, 0.00307043,
       0.00319465, 0.00331887, 0.00344309, 0.0035673 , 0.00369152,
       0.00381574, 0.00393996, 0.00406418, 0.0041884 , 0.00431262,
       0.00443684, 0.00456106, 0.00468528]), 1955: array([3.01333947e-06, 3.58500950e-06, 3.92359304e-06, 4.12412622e-06,
       4.24289619e-06, 4.31324019e-06, 4.35490290e-06, 4.37957850e-06,
       4.39419315e-06, 4.40284898e-06, 4.40797557e-06, 4.41101191e-06,
       4.41281024e-06, 4.41387534e-06, 4.41450617e-06, 4.41487979e-06,
       4.41510107e-06, 4.41523213e-06, 4.41530976e-06, 4.41535573e-06,
       4.41538296e-06, 4.41539909e-06, 4.41540864e-06, 4.41541430e-06,
       4.41541765e-06, 4.41541963e-06, 4.41542081e-06, 4.41542150e-06]), 1960: array([5.26553519e-05, 5.27935696e-05, 5.28903206e-05, 5.29580454e-05,
       5.30054521e-05, 5.30386364e-05, 5.30618650e-05, 5.30781249e-05,
       5.30895066e-05, 5.30974737e-05, 5.31030506e-05, 5.31069544e-05,
       5.31096870e-05, 5.31115998e-05, 5.31129387e-05, 5.31138759e-05,
       5.31145320e-05, 5.31149912e-05, 5.31153127e-05, 5.31155377e-05,
       5.31156952e-05, 5.31158055e-05, 5.31158827e-05, 5.31159367e-05,
       5.31159745e-05, 5.31160010e-05, 5.31160195e-05, 5.31160325e-05]), 1965: array([5.87739854e-05, 5.84342949e-05, 5.82644503e-05, 5.81795283e-05,
       5.81370674e-05, 5.81158370e-05, 5.81052219e-05, 5.80999144e-05,
       5.80972606e-05, 5.80959337e-05, 5.80952703e-05, 5.80949386e-05,
       5.80947727e-05, 5.80946898e-05, 5.80946483e-05, 5.80946276e-05,
       5.80946172e-05, 5.80946120e-05, 5.80946094e-05, 5.80946081e-05,
       5.80946075e-05, 5.80946072e-05, 5.80946070e-05, 5.80946069e-05,
       5.80946069e-05, 5.80946069e-05, 5.80946069e-05, 5.80946068e-05]), 1970: array([0.00015423, 0.0001544 , 0.00015449, 0.00015453, 0.00015456,
       0.00015457, 0.00015457, 0.00015457, 0.00015458, 0.00015458,
       0.00015458, 0.00015458, 0.00015458, 0.00015458, 0.00015458,
       0.00015458, 0.00015458, 0.00015458, 0.00015458, 0.00015458,
       0.00015458, 0.00015458, 0.00015458, 0.00015458, 0.00015458,
       0.00015458, 0.00015458, 0.00015458]), 1975: array([1.79748068e-05, 1.79190019e-05, 1.78910995e-05, 1.78771483e-05,
       1.78701727e-05, 1.78666849e-05, 1.78649410e-05, 1.78640690e-05,
       1.78636331e-05, 1.78634151e-05, 1.78633061e-05, 1.78632516e-05,
       1.78632243e-05, 1.78632107e-05, 1.78632039e-05, 1.78632005e-05,
       1.78631988e-05, 1.78631979e-05, 1.78631975e-05, 1.78631973e-05,
       1.78631972e-05, 1.78631971e-05, 1.78631971e-05, 1.78631971e-05,
       1.78631971e-05, 1.78631971e-05, 1.78631971e-05, 1.78631971e-05]), 1980: array([0.00014922, 0.00015377, 0.00015831, 0.00016286, 0.0001674 ,
       0.00017195, 0.00017649, 0.00018104, 0.00018558, 0.00019013,
       0.00019467, 0.00019922, 0.00020376, 0.0002083 , 0.00021285,
       0.00021739, 0.00022194, 0.00022648, 0.00023103, 0.00023557,
       0.00024012, 0.00024466, 0.00024921, 0.00025375, 0.0002583 ,
       0.00026284, 0.00026739, 0.00027193]), 1985: array([0.00085071, 0.00085112, 0.00085133, 0.00085143, 0.00085148,
       0.0008515 , 0.00085152, 0.00085152, 0.00085153, 0.00085153,
       0.00085153, 0.00085153, 0.00085153, 0.00085153, 0.00085153,
       0.00085153, 0.00085153, 0.00085153, 0.00085153, 0.00085153,
       0.00085153, 0.00085153, 0.00085153, 0.00085153, 0.00085153,
       0.00085153, 0.00085153, 0.00085153]), 1990: array([0.00016412, 0.00021526, 0.00024543, 0.00026323, 0.00027373,
       0.00027993, 0.00028359, 0.00028574, 0.00028701, 0.00028776,
       0.00028821, 0.00028847, 0.00028862, 0.00028871, 0.00028877,
       0.0002888 , 0.00028882, 0.00028883, 0.00028884, 0.00028884,
       0.00028884, 0.00028884, 0.00028884, 0.00028884, 0.00028884,
       0.00028884, 0.00028884, 0.00028884]), 1995: array([4.36147236e-05, 4.36214391e-05, 4.36247972e-05, 4.36264764e-05,
       4.36273160e-05, 4.36277359e-05, 4.36279458e-05, 4.36280508e-05,
       4.36281033e-05, 4.36281296e-05, 4.36281427e-05, 4.36281493e-05,
       4.36281526e-05, 4.36281542e-05, 4.36281550e-05, 4.36281554e-05,
       4.36281556e-05, 4.36281557e-05, 4.36281558e-05, 4.36281558e-05,
       4.36281558e-05, 4.36281558e-05, 4.36281558e-05, 4.36281558e-05,
       4.36281558e-05, 4.36281558e-05, 4.36281558e-05, 4.36281558e-05]), 2000: array([0.00028149, 0.00022685, 0.0001968 , 0.00018027, 0.00017118,
       0.00016618, 0.00016343, 0.00016191, 0.00016108, 0.00016062,
       0.00016037, 0.00016023, 0.00016016, 0.00016012, 0.00016009,
       0.00016008, 0.00016007, 0.00016007, 0.00016007, 0.00016007,
       0.00016007, 0.00016007, 0.00016007, 0.00016007, 0.00016007,
       0.00016006, 0.00016006, 0.00016006]), 2005: array([0.00035944, 0.0003594 , 0.00035938, 0.00035937, 0.00035937,
       0.00035937, 0.00035937, 0.00035937, 0.00035937, 0.00035937,
       0.00035937, 0.00035937, 0.00035937, 0.00035937, 0.00035937,
       0.00035937, 0.00035937, 0.00035937, 0.00035937, 0.00035937,
       0.00035937, 0.00035937, 0.00035937, 0.00035937, 0.00035937,
       0.00035937, 0.00035937, 0.00035937]), 2010: array([2.39608003e-04, 2.14347668e-04, 1.91750368e-04, 1.71535357e-04,
       1.53451486e-04, 1.37274082e-04, 1.22802158e-04, 1.09855917e-04,
       9.82745147e-05, 8.79140659e-05, 7.86458531e-05, 7.03547287e-05,
       6.29376846e-05, 5.63025721e-05, 5.03669570e-05, 4.50570960e-05,
       4.03070196e-05, 3.60577135e-05, 3.22563845e-05, 2.88558054e-05,
       2.58137275e-05, 2.30923566e-05, 2.06578823e-05, 1.84800591e-05,
       1.65318300e-05, 1.47889901e-05, 1.32298867e-05, 1.18351497e-05]), 2015: array([0.00024142, 0.00024817, 0.00025491, 0.00026165, 0.0002684 ,
       0.00027514, 0.00028188, 0.00028863, 0.00029537, 0.00030211,
       0.00030886, 0.0003156 , 0.00032234, 0.00032909, 0.00033583,
       0.00034257, 0.00034932, 0.00035606, 0.0003628 , 0.00036955,
       0.00037629, 0.00038303, 0.00038978, 0.00039652, 0.00040326,
       0.00041001, 0.00041675, 0.00042349]), 2020: array([0.00103217, 0.00108377, 0.00113537, 0.00118697, 0.00123856,
       0.00129016, 0.00134176, 0.00139336, 0.00144496, 0.00149655,
       0.00154815, 0.00159975, 0.00165135, 0.00170295, 0.00175455,
       0.00180614, 0.00185774, 0.00190934, 0.00196094, 0.00201254,
       0.00206413, 0.00211573, 0.00216733, 0.00221893, 0.00227053,
       0.00232213, 0.00237372, 0.00242532]), 2025: array([0.00050832, 0.00070374, 0.00084963, 0.00095854, 0.00103984,
       0.00110054, 0.00114585, 0.00117967, 0.00120493, 0.00122378,
       0.00123785, 0.00124835, 0.0012562 , 0.00126205, 0.00126642,
       0.00126968, 0.00127212, 0.00127394, 0.00127529, 0.00127631,
       0.00127706, 0.00127763, 0.00127805, 0.00127837, 0.0012786 ,
       0.00127878, 0.00127891, 0.001279  ]), 2030: array([0.00040359, 0.00039878, 0.00039638, 0.00039518, 0.00039458,
       0.00039428, 0.00039413, 0.00039406, 0.00039402, 0.000394  ,
       0.00039399, 0.00039399, 0.00039398, 0.00039398, 0.00039398,
       0.00039398, 0.00039398, 0.00039398, 0.00039398, 0.00039398,
       0.00039398, 0.00039398, 0.00039398, 0.00039398, 0.00039398,
       0.00039398, 0.00039398, 0.00039398]), 2035: array([0.00056274, 0.00056242, 0.00056223, 0.00056213, 0.00056207,
       0.00056204, 0.00056202, 0.00056201, 0.00056201, 0.000562  ,
       0.000562  , 0.000562  , 0.000562  , 0.000562  , 0.000562  ,
       0.000562  , 0.000562  , 0.000562  , 0.000562  , 0.000562  ,
       0.000562  , 0.000562  , 0.000562  , 0.000562  , 0.000562  ,
       0.000562  , 0.000562  , 0.000562  ]), 2040: array([0.000327  , 0.00033697, 0.00034694, 0.0003569 , 0.00036687,
       0.00037684, 0.00038681, 0.00039677, 0.00040674, 0.00041671,
       0.00042667, 0.00043664, 0.00044661, 0.00045657, 0.00046654,
       0.00047651, 0.00048648, 0.00049644, 0.00050641, 0.00051638,
       0.00052634, 0.00053631, 0.00054628, 0.00055625, 0.00056621,
       0.00057618, 0.00058615, 0.00059611]), 2045: array([2.89869834e-05, 2.07158834e-05, 1.48048469e-05, 1.05804570e-05,
       7.56144825e-06, 5.40387905e-06, 3.86194748e-06, 2.75998841e-06,
       1.97246072e-06, 1.40964503e-06, 1.00742235e-06, 7.19969295e-07,
       5.14537675e-07, 3.67723611e-07, 2.62801258e-07, 1.87817295e-07,
       1.34229146e-07, 9.59317616e-08, 6.85620964e-08, 4.90020513e-08,
       3.50232409e-08, 2.50331237e-08, 1.78935719e-08, 1.27912094e-08,
       9.14474752e-09, 6.53876173e-09, 4.67636410e-09, 3.34538029e-09]), 2050: array([0.00282864, 0.00296551, 0.00310238, 0.00323926, 0.00337613,
       0.003513  , 0.00364988, 0.00378675, 0.00392362, 0.0040605 ,
       0.00419737, 0.00433424, 0.00447112, 0.00460799, 0.00474486,
       0.00488174, 0.00501861, 0.00515548, 0.00529236, 0.00542923,
       0.0055661 , 0.00570298, 0.00583985, 0.00597672, 0.0061136 ,
       0.00625047, 0.00638734, 0.00652422]), 2055: array([0.00452051, 0.00448091, 0.00444738, 0.00441901, 0.00439499,
       0.00437466, 0.00435746, 0.0043429 , 0.00433057, 0.00432014,
       0.00431131, 0.00430384, 0.00429751, 0.00429216, 0.00428763,
       0.00428379, 0.00428054, 0.0042778 , 0.00427547, 0.0042735 ,
       0.00427184, 0.00427043, 0.00426923, 0.00426822, 0.00426737,
       0.00426664, 0.00426603, 0.00426551]), 2060: array([3.58305879e-05, 6.68135049e-05, 9.76658555e-05, 1.28388190e-04,
       1.58981057e-04, 1.89445000e-04, 2.19780565e-04, 2.49988292e-04,
       2.80068718e-04, 3.10022382e-04, 3.39849817e-04, 3.69551555e-04,
       3.99128126e-04, 4.28580057e-04, 4.57907874e-04, 4.87112099e-04,
       5.16193253e-04, 5.45151856e-04, 5.73988423e-04, 6.02703469e-04,
       6.31297505e-04, 6.59771043e-04, 6.88124589e-04, 7.16358649e-04,
       7.44473727e-04, 7.72470324e-04, 8.00348940e-04, 8.28110071e-04]), 2065: array([0.00795342, 0.00847964, 0.00900586, 0.00953209, 0.01005831,
       0.01058453, 0.01111075, 0.01163698, 0.0121632 , 0.01268942,
       0.01321565, 0.01374187, 0.01426809, 0.01479431, 0.01532054,
       0.01584676, 0.01637298, 0.01689921, 0.01742543, 0.01795165,
       0.01847787, 0.0190041 , 0.01953032, 0.02005654, 0.02058276,
       0.02110899, 0.02163521, 0.02216143]), 2070: array([5.99456797e-05, 5.00577040e-05, 4.22643305e-05, 3.61218529e-05,
       3.12805564e-05, 2.74648076e-05, 2.44573614e-05, 2.20869923e-05,
       2.02187463e-05, 1.87462569e-05, 1.75856898e-05, 1.66709694e-05,
       1.59500173e-05, 1.53817868e-05, 1.49339264e-05, 1.45809377e-05,
       1.43027238e-05, 1.40834449e-05, 1.39106165e-05, 1.37743989e-05,
       1.36670368e-05, 1.35824175e-05, 1.35157234e-05, 1.34631573e-05,
       1.34217265e-05, 1.33890721e-05, 1.33633350e-05, 1.33430499e-05]), 2075: array([4.14538232e-05, 8.28932357e-05, 1.24332465e-04, 1.65771513e-04,
       2.07210377e-04, 2.48649059e-04, 2.90087559e-04, 3.31525876e-04,
       3.72964010e-04, 4.14401962e-04, 4.55839731e-04, 4.97277317e-04,
       5.38714721e-04, 5.80151942e-04, 6.21588981e-04, 6.63025837e-04,
       7.04462511e-04, 7.45899001e-04, 7.87335310e-04, 8.28771436e-04,
       8.70207379e-04, 9.11643139e-04, 9.53078717e-04, 9.94514113e-04,
       1.03594933e-03, 1.07738436e-03, 1.11881920e-03, 1.16025387e-03]), 2080: array([0.00263568, 0.00245674, 0.00231981, 0.00221502, 0.00213484,
       0.00207349, 0.00202654, 0.00199061, 0.00196312, 0.00194208,
       0.00192599, 0.00191367, 0.00190424, 0.00189703, 0.00189151,
       0.00188729, 0.00188405, 0.00188158, 0.00187969, 0.00187824,
       0.00187713, 0.00187628, 0.00187563, 0.00187514, 0.00187476,
       0.00187447, 0.00187424, 0.00187407]), 2085: array([8.48237874e-05, 7.83059430e-05, 7.22889287e-05, 6.67342608e-05,
       6.16064126e-05, 5.68725875e-05, 5.25025087e-05, 4.84682260e-05,
       4.47439370e-05, 4.13058217e-05, 3.81318906e-05, 3.52018439e-05,
       3.24969415e-05, 2.99998833e-05, 2.76946987e-05, 2.55666441e-05,
       2.36021089e-05, 2.17885282e-05, 2.01143028e-05, 1.85687245e-05,
       1.71419083e-05, 1.58247284e-05, 1.46087603e-05, 1.34862271e-05,
       1.24499491e-05, 1.14932985e-05, 1.06101568e-05, 9.79487563e-06]), 2090: array([0.00130034, 0.0013088 , 0.00131726, 0.00132572, 0.00133417,
       0.00134263, 0.00135109, 0.00135955, 0.00136801, 0.00137647,
       0.00138493, 0.00139338, 0.00140184, 0.0014103 , 0.00141876,
       0.00142722, 0.00143568, 0.00144413, 0.00145259, 0.00146105,
       0.00146951, 0.00147797, 0.00148643, 0.00149489, 0.00150334,
       0.0015118 , 0.00152026, 0.00152872]), 2095: array([8.94697489e-05, 7.44866392e-05, 6.20131528e-05, 5.16289358e-05,
       4.29840421e-05, 3.57871407e-05, 2.97956974e-05, 2.48078019e-05,
       2.06553630e-05, 1.71984444e-05, 1.43205487e-05, 1.19246914e-05,
       9.93013262e-06, 8.26965608e-06, 6.88730408e-06, 5.73649166e-06,
       4.77843666e-06, 3.98085283e-06, 3.31686176e-06, 2.76408708e-06,
       2.30390041e-06, 1.92079354e-06, 1.60185586e-06, 1.33633923e-06,
       1.11529579e-06, 9.31276421e-07, 7.78079715e-07, 6.50542970e-07]), 2100: array([0.00092702, 0.00116575, 0.00140447, 0.00164319, 0.00188192,
       0.00212064, 0.00235937, 0.00259809, 0.00283681, 0.00307554,
       0.00331426, 0.00355299, 0.00379171, 0.00403043, 0.00426916,
       0.00450788, 0.0047466 , 0.00498533, 0.00522405, 0.00546278,
       0.0057015 , 0.00594022, 0.00617895, 0.00641767, 0.00665639,
       0.00689512, 0.00713384, 0.00737257]), 2105: array([0.00037556, 0.00037587, 0.00037603, 0.00037611, 0.00037615,
       0.00037617, 0.00037618, 0.00037618, 0.00037618, 0.00037618,
       0.00037618, 0.00037618, 0.00037619, 0.00037619, 0.00037619,
       0.00037619, 0.00037619, 0.00037619, 0.00037619, 0.00037619,
       0.00037619, 0.00037619, 0.00037619, 0.00037619, 0.00037619,
       0.00037619, 0.00037619, 0.00037619]), 2110: array([0.00945974, 0.00894206, 0.00858621, 0.00834159, 0.00817345,
       0.00805787, 0.00797842, 0.0079238 , 0.00788626, 0.00786045,
       0.00784272, 0.00783052, 0.00782214, 0.00781638, 0.00781242,
       0.0078097 , 0.00780782, 0.00780654, 0.00780565, 0.00780505,
       0.00780463, 0.00780434, 0.00780414, 0.00780401, 0.00780392,
       0.00780385, 0.00780381, 0.00780378]), 2115: array([7.67945614e-05, 7.67929869e-05, 7.67921996e-05, 7.67918059e-05,
       7.67916091e-05, 7.67915107e-05, 7.67914614e-05, 7.67914368e-05,
       7.67914245e-05, 7.67914184e-05, 7.67914153e-05, 7.67914138e-05,
       7.67914130e-05, 7.67914126e-05, 7.67914124e-05, 7.67914123e-05,
       7.67914123e-05, 7.67914123e-05, 7.67914122e-05, 7.67914122e-05,
       7.67914122e-05, 7.67914122e-05, 7.67914122e-05, 7.67914122e-05,
       7.67914122e-05, 7.67914122e-05, 7.67914122e-05, 7.67914122e-05]), 2120: array([0.00058895, 0.00058237, 0.00057907, 0.00057743, 0.0005766 ,
       0.00057619, 0.00057598, 0.00057588, 0.00057583, 0.0005758 ,
       0.00057579, 0.00057579, 0.00057578, 0.00057578, 0.00057578,
       0.00057578, 0.00057578, 0.00057578, 0.00057578, 0.00057578,
       0.00057578, 0.00057578, 0.00057578, 0.00057578, 0.00057578,
       0.00057578, 0.00057578, 0.00057578]), 2125: array([0.00037739, 0.00037774, 0.000378  , 0.00037817, 0.00037829,
       0.00037838, 0.00037844, 0.00037848, 0.00037851, 0.00037853,
       0.00037855, 0.00037856, 0.00037856, 0.00037857, 0.00037857,
       0.00037858, 0.00037858, 0.00037858, 0.00037858, 0.00037858,
       0.00037858, 0.00037858, 0.00037858, 0.00037858, 0.00037858,
       0.00037858, 0.00037858, 0.00037858]), 2130: array([6.53096189e-04, 5.49459923e-04, 4.62269134e-04, 3.88914178e-04,
       3.27199521e-04, 2.75278028e-04, 2.31595675e-04, 1.94845038e-04,
       1.63926160e-04, 1.37913630e-04, 1.16028888e-04, 9.76169168e-05,
       8.21266413e-05, 6.90944335e-05, 5.81302360e-05, 4.89058875e-05,
       4.11453008e-05, 3.46161995e-05, 2.91231658e-05, 2.45017918e-05,
       2.06137585e-05, 1.73426962e-05, 1.45907010e-05, 1.22754049e-05,
       1.03275107e-05, 8.68871714e-06, 7.30997488e-06, 6.15001774e-06]), 2135: array([0.00089371, 0.00092287, 0.00095203, 0.0009812 , 0.00101036,
       0.00103952, 0.00106868, 0.00109784, 0.00112701, 0.00115617,
       0.00118533, 0.00121449, 0.00124365, 0.00127282, 0.00130198,
       0.00133114, 0.0013603 , 0.00138946, 0.00141863, 0.00144779,
       0.00147695, 0.00150611, 0.00153527, 0.00156444, 0.0015936 ,
       0.00162276, 0.00165192, 0.00168108]), 2140: array([0.00208555, 0.00216927, 0.002253  , 0.00233672, 0.00242044,
       0.00250417, 0.00258789, 0.00267161, 0.00275533, 0.00283906,
       0.00292278, 0.0030065 , 0.00309023, 0.00317395, 0.00325767,
       0.00334139, 0.00342512, 0.00350884, 0.00359256, 0.00367628,
       0.00376001, 0.00384373, 0.00392745, 0.00401118, 0.0040949 ,
       0.00417862, 0.00426234, 0.00434607]), 2145: array([3.54699427e-04, 3.29979981e-04, 3.06983265e-04, 2.85589219e-04,
       2.65686153e-04, 2.47170157e-04, 2.29944564e-04, 2.13919445e-04,
       1.99011137e-04, 1.85141809e-04, 1.72239052e-04, 1.60235504e-04,
       1.49068500e-04, 1.38679738e-04, 1.29014982e-04, 1.20023776e-04,
       1.11659179e-04, 1.03877521e-04, 9.66381766e-05, 8.99033517e-05,
       8.36378854e-05, 7.78090675e-05, 7.23864674e-05, 6.73417753e-05,
       6.26486544e-05, 5.82826030e-05, 5.42208274e-05, 5.04421222e-05]), 2150: array([8.51348699e-06, 7.63750891e-06, 6.85169957e-06, 6.14677747e-06,
       5.51441648e-06, 4.94714752e-06, 4.43827036e-06, 3.98177444e-06,
       3.57226790e-06, 3.20491388e-06, 2.87537343e-06, 2.57975420e-06,
       2.31456452e-06, 2.07667213e-06, 1.86326717e-06, 1.67182903e-06,
       1.50009657e-06, 1.34604138e-06, 1.20784385e-06, 1.08387167e-06,
       9.72660565e-07, 8.72896965e-07, 7.83402525e-07, 7.03120190e-07,
       6.31101711e-07, 5.66496450e-07, 5.08541327e-07, 4.56551811e-07]), 2155: array([0.00112918, 0.00117066, 0.00121213, 0.0012536 , 0.00129508,
       0.00133655, 0.00137802, 0.00141949, 0.00146097, 0.00150244,
       0.00154391, 0.00158539, 0.00162686, 0.00166833, 0.00170981,
       0.00175128, 0.00179275, 0.00183423, 0.0018757 , 0.00191717,
       0.00195864, 0.00200012, 0.00204159, 0.00208306, 0.00212454,
       0.00216601, 0.00220748, 0.00224896]), 2160: array([0.00584791, 0.00667619, 0.00748319, 0.00826944, 0.0090355 ,
       0.00978186, 0.01050905, 0.01121755, 0.01190784, 0.0125804 ,
       0.01323567, 0.01387411, 0.01449613, 0.01510218, 0.01569265,
       0.01626794, 0.01682845, 0.01737456, 0.01790664, 0.01842504,
       0.01893012, 0.01942222, 0.01990168, 0.02036881, 0.02082395,
       0.02126738, 0.02169942, 0.02212036]), 2165: array([0.00047906, 0.00048695, 0.00049484, 0.00050273, 0.00051062,
       0.00051851, 0.0005264 , 0.00053429, 0.00054218, 0.00055007,
       0.00055796, 0.00056585, 0.00057374, 0.00058163, 0.00058952,
       0.00059741, 0.0006053 , 0.00061319, 0.00062108, 0.00062896,
       0.00063685, 0.00064474, 0.00065263, 0.00066052, 0.00066841,
       0.0006763 , 0.00068419, 0.00069208]), 2170: array([0.00284683, 0.00268096, 0.00252475, 0.00237765, 0.00223912,
       0.00210866, 0.0019858 , 0.00187009, 0.00176113, 0.00165852,
       0.00156189, 0.00147089, 0.00138519, 0.00130448, 0.00122847,
       0.0011569 , 0.00108949, 0.00102601, 0.00096623, 0.00090994,
       0.00085692, 0.00080699, 0.00075997, 0.00071569, 0.00067399,
       0.00063472, 0.00059774, 0.00056291]), 2175: array([0.0018759 , 0.00197155, 0.0020672 , 0.00216285, 0.00225849,
       0.00235414, 0.00244979, 0.00254544, 0.00264109, 0.00273674,
       0.00283239, 0.00292804, 0.00302369, 0.00311933, 0.00321498,
       0.00331063, 0.00340628, 0.00350193, 0.00359758, 0.00369323,
       0.00378888, 0.00388453, 0.00398017, 0.00407582, 0.00417147,
       0.00426712, 0.00436277, 0.00445842]), 2180: array([3.60553199e-04, 3.20557308e-04, 2.84998131e-04, 2.53383507e-04,
       2.25275870e-04, 2.00286193e-04, 1.78068602e-04, 1.58315592e-04,
       1.40753769e-04, 1.25140066e-04, 1.11258379e-04, 9.89165780e-05,
       8.79438436e-05, 7.81883065e-05, 6.95149440e-05, 6.18037111e-05,
       5.49478796e-05, 4.88525605e-05, 4.34333905e-05, 3.86153651e-05,
       3.43317997e-05, 3.05234071e-05, 2.71374766e-05, 2.41271449e-05,
       2.14507471e-05, 1.90712401e-05, 1.69556900e-05, 1.50748164e-05]), 2185: array([0.00717155, 0.00818987, 0.0092082 , 0.01022652, 0.01124485,
       0.01226317, 0.0132815 , 0.01429982, 0.01531814, 0.01633647,
       0.01735479, 0.01837312, 0.01939144, 0.02040977, 0.02142809,
       0.02244642, 0.02346474, 0.02448307, 0.02550139, 0.02651972,
       0.02753804, 0.02855636, 0.02957469, 0.03059301, 0.03161134,
       0.03262966, 0.03364799, 0.03466631]), 2190: array([2.50399395e-04, 2.33350104e-04, 2.17461672e-04, 2.02655060e-04,
       1.88856607e-04, 1.75997670e-04, 1.64014277e-04, 1.52846816e-04,
       1.42439729e-04, 1.32741245e-04, 1.23703116e-04, 1.15280379e-04,
       1.07431134e-04, 1.00116331e-04, 9.32995821e-05, 8.69469750e-05,
       8.10269072e-05, 7.55099277e-05, 7.03685908e-05, 6.55773196e-05,
       6.11122786e-05, 5.69512554e-05, 5.30735499e-05, 4.94598714e-05,
       4.60922426e-05, 4.29539105e-05, 4.00292627e-05, 3.73037495e-05]), 2195: array([2.08421981e-04, 1.62777867e-04, 1.27129752e-04, 9.92885240e-05,
       7.75444868e-05, 6.05623638e-05, 4.72993024e-05, 3.69408331e-05,
       2.88508543e-05, 2.25325697e-05, 1.75979807e-05, 1.37440599e-05,
       1.07341424e-05, 8.38339274e-06, 6.54745400e-06, 5.11358330e-06,
       3.99372832e-06, 3.11912003e-06, 2.43604975e-06, 1.90257092e-06,
       1.48592321e-06, 1.16052078e-06, 9.06381038e-07, 7.07897546e-07,
       5.52881665e-07, 4.31814048e-07, 3.37260072e-07, 2.63413286e-07]), 2200: array([1.33815277e-03, 1.18588048e-03, 1.05093571e-03, 9.31346689e-04,
       8.25366056e-04, 7.31445269e-04, 6.48212003e-04, 5.74450095e-04,
       5.09081769e-04, 4.51151897e-04, 3.99814034e-04, 3.54318057e-04,
       3.13999200e-04, 2.78268344e-04, 2.46603406e-04, 2.18541715e-04,
       1.93673245e-04, 1.71634631e-04, 1.52103856e-04, 1.34795544e-04,
       1.19456797e-04, 1.05863490e-04, 9.38170048e-05, 8.31413248e-05,
       7.36804617e-05, 6.52961778e-05, 5.78659661e-05, 5.12812600e-05]), 2205: array([0.04117592, 0.04374803, 0.04632014, 0.04889225, 0.05146436,
       0.05403648, 0.05660859, 0.0591807 , 0.06175281, 0.06432492,
       0.06689703, 0.06946915, 0.07204126, 0.07461337, 0.07718548,
       0.07975759, 0.08232971, 0.08490182, 0.08747393, 0.09004604,
       0.09261815, 0.09519027, 0.09776238, 0.10033449, 0.1029066 ,
       0.10547871, 0.10805082, 0.11062294]), 2210: array([0.00123564, 0.00123573, 0.00123578, 0.0012358 , 0.00123581,
       0.00123582, 0.00123582, 0.00123583, 0.00123583, 0.00123583,
       0.00123583, 0.00123583, 0.00123583, 0.00123583, 0.00123583,
       0.00123583, 0.00123583, 0.00123583, 0.00123583, 0.00123583,
       0.00123583, 0.00123583, 0.00123583, 0.00123583, 0.00123583,
       0.00123583, 0.00123583, 0.00123583]), 2215: array([0.00075137, 0.00071481, 0.00068002, 0.00064693, 0.00061545,
       0.0005855 , 0.00055701, 0.0005299 , 0.00050411, 0.00047958,
       0.00045624, 0.00043404, 0.00041292, 0.00039283, 0.00037371,
       0.00035552, 0.00033822, 0.00032176, 0.00030611, 0.00029121,
       0.00027704, 0.00026356, 0.00025073, 0.00023853, 0.00022692,
       0.00021588, 0.00020538, 0.00019538]), 2220: array([0.00174771, 0.00166339, 0.00158313, 0.00150675, 0.00143405,
       0.00136486, 0.00129901, 0.00123633, 0.00117668, 0.00111991,
       0.00106588, 0.00101445, 0.00096551, 0.00091892, 0.00087459,
       0.00083239, 0.00079223, 0.000754  , 0.00071763, 0.000683  ,
       0.00065005, 0.00061868, 0.00058883, 0.00056042, 0.00053338,
       0.00050765, 0.00048316, 0.00045985]), 2225: array([0.00665747, 0.00664015, 0.0066315 , 0.00662716, 0.006625  ,
       0.00662391, 0.00662337, 0.0066231 , 0.00662296, 0.0066229 ,
       0.00662286, 0.00662284, 0.00662284, 0.00662283, 0.00662283,
       0.00662283, 0.00662283, 0.00662283, 0.00662283, 0.00662283,
       0.00662283, 0.00662283, 0.00662283, 0.00662283, 0.00662283,
       0.00662283, 0.00662283, 0.00662283]), 2230: array([0.00305541, 0.00317822, 0.00330104, 0.00342385, 0.00354667,
       0.00366948, 0.0037923 , 0.00391511, 0.00403793, 0.00416074,
       0.00428356, 0.00440637, 0.00452918, 0.004652  , 0.00477481,
       0.00489763, 0.00502044, 0.00514326, 0.00526607, 0.00538889,
       0.0055117 , 0.00563452, 0.00575733, 0.00588015, 0.00600296,
       0.00612577, 0.00624859, 0.0063714 ]), 2235: array([0.01404945, 0.01464003, 0.01523061, 0.01582118, 0.01641176,
       0.01700234, 0.01759292, 0.0181835 , 0.01877407, 0.01936465,
       0.01995523, 0.02054581, 0.02113639, 0.02172696, 0.02231754,
       0.02290812, 0.0234987 , 0.02408928, 0.02467985, 0.02527043,
       0.02586101, 0.02645159, 0.02704217, 0.02763275, 0.02822332,
       0.0288139 , 0.02940448, 0.02999506]), 2240: array([0.01141621, 0.01134581, 0.0113106 , 0.01129298, 0.01128418,
       0.01127977, 0.01127757, 0.01127646, 0.01127591, 0.01127564,
       0.0112755 , 0.01127543, 0.0112754 , 0.01127538, 0.01127537,
       0.01127537, 0.01127536, 0.01127536, 0.01127536, 0.01127536,
       0.01127536, 0.01127536, 0.01127536, 0.01127536, 0.01127536,
       0.01127536, 0.01127536, 0.01127536]), 2245: array([0.00053734, 0.00053735, 0.00053735, 0.00053735, 0.00053735,
       0.00053735, 0.00053735, 0.00053735, 0.00053735, 0.00053735,
       0.00053735, 0.00053735, 0.00053735, 0.00053735, 0.00053735,
       0.00053735, 0.00053735, 0.00053735, 0.00053735, 0.00053735,
       0.00053735, 0.00053735, 0.00053735, 0.00053735, 0.00053735,
       0.00053735, 0.00053735, 0.00053735]), 2250: array([0.00329805, 0.00330681, 0.00331321, 0.00331787, 0.00332127,
       0.00332375, 0.00332556, 0.00332688, 0.00332784, 0.00332854,
       0.00332905, 0.00332943, 0.0033297 , 0.0033299 , 0.00333004,
       0.00333015, 0.00333023, 0.00333028, 0.00333032, 0.00333035,
       0.00333037, 0.00333039, 0.0033304 , 0.00333041, 0.00333042,
       0.00333042, 0.00333042, 0.00333043]), 2255: array([0.02979126, 0.03206094, 0.03433062, 0.03660029, 0.03886997,
       0.04113965, 0.04340933, 0.04567901, 0.04794869, 0.05021837,
       0.05248805, 0.05475772, 0.0570274 , 0.05929708, 0.06156676,
       0.06383644, 0.06610612, 0.0683758 , 0.07064547, 0.07291515,
       0.07518483, 0.07745451, 0.07972419, 0.08199387, 0.08426355,
       0.08653323, 0.0888029 , 0.09107258]), 2260: array([0.00227597, 0.00232964, 0.00238331, 0.00243699, 0.00249066,
       0.00254433, 0.002598  , 0.00265168, 0.00270535, 0.00275902,
       0.00281269, 0.00286637, 0.00292004, 0.00297371, 0.00302738,
       0.00308105, 0.00313473, 0.0031884 , 0.00324207, 0.00329574,
       0.00334942, 0.00340309, 0.00345676, 0.00351043, 0.00356411,
       0.00361778, 0.00367145, 0.00372512]), 2265: array([0.00263323, 0.00254572, 0.00246111, 0.00237932, 0.00230024,
       0.00222379, 0.00214989, 0.00207844, 0.00200936, 0.00194258,
       0.00187802, 0.0018156 , 0.00175526, 0.00169693, 0.00164053,
       0.00158601, 0.0015333 , 0.00148234, 0.00143308, 0.00138545,
       0.0013394 , 0.00129489, 0.00125185, 0.00121025, 0.00117003,
       0.00113114, 0.00109355, 0.0010572 ]), 2270: array([0.00451514, 0.0046016 , 0.00468806, 0.00477452, 0.00486098,
       0.00494744, 0.0050339 , 0.00512036, 0.00520682, 0.00529328,
       0.00537974, 0.0054662 , 0.00555266, 0.00563912, 0.00572558,
       0.00581204, 0.0058985 , 0.00598496, 0.00607142, 0.00615789,
       0.00624435, 0.00633081, 0.00641727, 0.00650373, 0.00659019,
       0.00667665, 0.00676311, 0.00684957]), 2275: array([2.29705991e-03, 2.04442194e-03, 1.81956990e-03, 1.61944782e-03,
       1.44133580e-03, 1.28281312e-03, 1.14172526e-03, 1.01615471e-03,
       9.04394805e-04, 8.04926614e-04, 7.16398255e-04, 6.37606528e-04,
       5.67480569e-04, 5.05067287e-04, 4.49518419e-04, 4.00078994e-04,
       3.56077075e-04, 3.16914629e-04, 2.82059394e-04, 2.51037650e-04,
       2.23427776e-04, 1.98854526e-04, 1.76983920e-04, 1.57518714e-04,
       1.40194353e-04, 1.24775382e-04, 1.11052238e-04, 9.88384098e-05]), 2280: array([0.01294449, 0.01345592, 0.01396735, 0.01447878, 0.01499021,
       0.01550164, 0.01601307, 0.0165245 , 0.01703593, 0.01754736,
       0.01805879, 0.01857022, 0.01908164, 0.01959307, 0.0201045 ,
       0.02061593, 0.02112736, 0.02163879, 0.02215022, 0.02266165,
       0.02317308, 0.02368451, 0.02419594, 0.02470737, 0.0252188 ,
       0.02573023, 0.02624166, 0.02675309]), 2285: array([0.00377888, 0.00377599, 0.00377412, 0.00377291, 0.00377214,
       0.00377163, 0.00377131, 0.0037711 , 0.00377097, 0.00377088,
       0.00377082, 0.00377079, 0.00377076, 0.00377075, 0.00377074,
       0.00377073, 0.00377073, 0.00377072, 0.00377072, 0.00377072,
       0.00377072, 0.00377072, 0.00377072, 0.00377072, 0.00377072,
       0.00377072, 0.00377072, 0.00377072]), 2290: array([0.00618983, 0.0049262 , 0.00432655, 0.00404199, 0.00390695,
       0.00384287, 0.00381246, 0.00379802, 0.00379118, 0.00378793,
       0.00378638, 0.00378565, 0.00378531, 0.00378514, 0.00378506,
       0.00378503, 0.00378501, 0.003785  , 0.003785  , 0.00378499,
       0.00378499, 0.00378499, 0.00378499, 0.00378499, 0.00378499,
       0.00378499, 0.00378499, 0.00378499]), 2295: array([0.0214949 , 0.02248222, 0.02346953, 0.02445685, 0.02544416,
       0.02643148, 0.02741879, 0.02840611, 0.02939342, 0.03038074,
       0.03136805, 0.03235537, 0.03334268, 0.03432999, 0.03531731,
       0.03630462, 0.03729194, 0.03827925, 0.03926657, 0.04025388,
       0.0412412 , 0.04222851, 0.04321583, 0.04420314, 0.04519046,
       0.04617777, 0.04716508, 0.0481524 ]), 2300: array([0.00645739, 0.00510174, 0.00457014, 0.00436167, 0.00427993,
       0.00424787, 0.0042353 , 0.00423037, 0.00422844, 0.00422768,
       0.00422738, 0.00422727, 0.00422722, 0.0042272 , 0.0042272 ,
       0.00422719, 0.00422719, 0.00422719, 0.00422719, 0.00422719,
       0.00422719, 0.00422719, 0.00422719, 0.00422719, 0.00422719,
       0.00422719, 0.00422719, 0.00422719]), 2305: array([0.03124631, 0.03200211, 0.03275791, 0.03351371, 0.03426951,
       0.03502531, 0.03578111, 0.03653691, 0.03729271, 0.03804851,
       0.03880431, 0.03956011, 0.04031592, 0.04107172, 0.04182752,
       0.04258332, 0.04333912, 0.04409492, 0.04485072, 0.04560652,
       0.04636232, 0.04711812, 0.04787392, 0.04862972, 0.04938552,
       0.05014132, 0.05089712, 0.05165292]), 2310: array([1.07702714e-04, 8.28723456e-05, 6.37665069e-05, 4.90654332e-05,
       3.77536258e-05, 2.90497046e-05, 2.23524332e-05, 1.71991876e-05,
       1.32339995e-05, 1.01829677e-05, 7.83533749e-06, 6.02894286e-06,
       4.63900438e-06, 3.56950994e-06, 2.74658264e-06, 2.11337751e-06,
       1.62615497e-06, 1.25125940e-06, 9.62794306e-07, 7.40833542e-07,
       5.70044832e-07, 4.38630690e-07, 3.37513486e-07, 2.59708397e-07,
       1.99840922e-07, 1.53775623e-07, 1.18330471e-07, 9.10570390e-08]), 2315: array([0.00607875, 0.00633479, 0.00659084, 0.00684688, 0.00710293,
       0.00735898, 0.00761502, 0.00787107, 0.00812712, 0.00838316,
       0.00863921, 0.00889526, 0.0091513 , 0.00940735, 0.00966339,
       0.00991944, 0.01017549, 0.01043153, 0.01068758, 0.01094363,
       0.01119967, 0.01145572, 0.01171177, 0.01196781, 0.01222386,
       0.0124799 , 0.01273595, 0.012992  ]), 2320: array([0.00430403, 0.00430364, 0.00430326, 0.00430288, 0.00430251,
       0.00430215, 0.0043018 , 0.00430146, 0.00430112, 0.00430078,
       0.00430046, 0.00430014, 0.00429983, 0.00429952, 0.00429922,
       0.00429893, 0.00429864, 0.00429835, 0.00429808, 0.00429781,
       0.00429754, 0.00429728, 0.00429702, 0.00429677, 0.00429653,
       0.00429629, 0.00429605, 0.00429582]), 2325: array([6.46976614e-04, 5.58895093e-04, 4.82805283e-04, 4.17074591e-04,
       3.60292694e-04, 3.11241271e-04, 2.68867872e-04, 2.32263328e-04,
       2.00642248e-04, 1.73326166e-04, 1.49728986e-04, 1.29344404e-04,
       1.11735047e-04, 9.65230858e-05, 8.33821315e-05, 7.20302301e-05,
       6.22238143e-05, 5.37524763e-05, 4.64344544e-05, 4.01127322e-05,
       3.46516702e-05, 2.99340952e-05, 2.58587865e-05, 2.23383039e-05,
       1.92971114e-05, 1.66699569e-05, 1.44004719e-05, 1.24399622e-05]), 2330: array([0.02240784, 0.0234619 , 0.02451597, 0.02557004, 0.02662411,
       0.02767818, 0.02873225, 0.02978632, 0.03084038, 0.03189445,
       0.03294852, 0.03400259, 0.03505666, 0.03611073, 0.0371648 ,
       0.03821886, 0.03927293, 0.040327  , 0.04138107, 0.04243514,
       0.04348921, 0.04454328, 0.04559735, 0.04665141, 0.04770548,
       0.04875955, 0.04981362, 0.05086769]), 2335: array([5.69415281e-04, 4.89153986e-04, 4.20206406e-04, 3.60977746e-04,
       3.10098020e-04, 2.66390351e-04, 2.28843760e-04, 1.96589775e-04,
       1.68882345e-04, 1.45080583e-04, 1.24633941e-04, 1.07069479e-04,
       9.19809208e-05, 7.90192616e-05, 6.78846911e-05, 5.83196611e-05,
       5.01029275e-05, 4.30444330e-05, 3.69809112e-05, 3.17721096e-05,
       2.72975459e-05, 2.34537214e-05, 2.01517263e-05, 1.73151838e-05,
       1.48784832e-05, 1.27852624e-05, 1.09871042e-05, 9.44241617e-06]), 2340: array([0.00093254, 0.00093257, 0.00093258, 0.00093259, 0.00093259,
       0.00093259, 0.00093259, 0.00093259, 0.00093259, 0.00093259,
       0.00093259, 0.00093259, 0.00093259, 0.00093259, 0.00093259,
       0.00093259, 0.00093259, 0.00093259, 0.00093259, 0.00093259,
       0.00093259, 0.00093259, 0.00093259, 0.00093259, 0.00093259,
       0.00093259, 0.00093259, 0.00093259]), 2345: array([3.34066369e-05, 2.83974965e-05, 2.42791361e-05, 2.08931474e-05,
       1.81092922e-05, 1.58204925e-05, 1.39387121e-05, 1.23915704e-05,
       1.11195584e-05, 1.00737494e-05, 9.21391751e-06, 8.50699034e-06,
       7.92577667e-06, 7.44792076e-06, 7.05504239e-06, 6.73202994e-06,
       6.46645909e-06, 6.24811494e-06, 6.06859913e-06, 5.92100678e-06,
       5.79966091e-06, 5.69989409e-06, 5.61786889e-06, 5.55043031e-06,
       5.49498439e-06, 5.44939847e-06, 5.41191913e-06, 5.38110478e-06]), 2350: array([0.0108185 , 0.00801774, 0.00702528, 0.0066736 , 0.00654898,
       0.00650482, 0.00648917, 0.00648363, 0.00648166, 0.00648097,
       0.00648072, 0.00648063, 0.0064806 , 0.00648059, 0.00648059,
       0.00648058, 0.00648058, 0.00648058, 0.00648058, 0.00648058,
       0.00648058, 0.00648058, 0.00648058, 0.00648058, 0.00648058,
       0.00648058, 0.00648058, 0.00648058]), 2355: array([0.00300613, 0.00248337, 0.00223679, 0.00212048, 0.00206562,
       0.00203974, 0.00202753, 0.00202178, 0.00201906, 0.00201778,
       0.00201717, 0.00201689, 0.00201675, 0.00201669, 0.00201666,
       0.00201665, 0.00201664, 0.00201664, 0.00201664, 0.00201664,
       0.00201664, 0.00201664, 0.00201664, 0.00201663, 0.00201663,
       0.00201663, 0.00201663, 0.00201663]), 2360: array([0.00020344, 0.00020345, 0.00020345, 0.00020345, 0.00020345,
       0.00020345, 0.00020345, 0.00020345, 0.00020345, 0.00020345,
       0.00020345, 0.00020345, 0.00020345, 0.00020345, 0.00020345,
       0.00020345, 0.00020345, 0.00020345, 0.00020345, 0.00020345,
       0.00020345, 0.00020345, 0.00020345, 0.00020345, 0.00020345,
       0.00020345, 0.00020345, 0.00020345]), 2365: array([0.00177334, 0.00176459, 0.00176021, 0.00175802, 0.00175693,
       0.00175638, 0.00175611, 0.00175597, 0.0017559 , 0.00175587,
       0.00175585, 0.00175584, 0.00175584, 0.00175584, 0.00175584,
       0.00175584, 0.00175584, 0.00175584, 0.00175584, 0.00175584,
       0.00175584, 0.00175584, 0.00175584, 0.00175584, 0.00175584,
       0.00175584, 0.00175584, 0.00175584]), 2370: array([0.00115416, 0.00115307, 0.00115252, 0.00115225, 0.00115211,
       0.00115204, 0.00115201, 0.00115199, 0.00115198, 0.00115198,
       0.00115198, 0.00115198, 0.00115197, 0.00115197, 0.00115197,
       0.00115197, 0.00115197, 0.00115197, 0.00115197, 0.00115197,
       0.00115197, 0.00115197, 0.00115197, 0.00115197, 0.00115197,
       0.00115197, 0.00115197, 0.00115197]), 2375: array([0.0010674 , 0.00101119, 0.00095794, 0.0009075 , 0.00085971,
       0.00081444, 0.00077156, 0.00073093, 0.00069244, 0.00065598,
       0.00062144, 0.00058872, 0.00055772, 0.00052836, 0.00050054,
       0.00047419, 0.00044922, 0.00042557, 0.00040317, 0.00038194,
       0.00036184, 0.00034279, 0.00032474, 0.00030765, 0.00029146,
       0.00027612, 0.00026158, 0.00024782]), 2380: array([0.01049223, 0.01049508, 0.0104965 , 0.01049722, 0.01049758,
       0.01049776, 0.01049785, 0.01049789, 0.01049791, 0.01049793,
       0.01049793, 0.01049793, 0.01049794, 0.01049794, 0.01049794,
       0.01049794, 0.01049794, 0.01049794, 0.01049794, 0.01049794,
       0.01049794, 0.01049794, 0.01049794, 0.01049794, 0.01049794,
       0.01049794, 0.01049794, 0.01049794]), 2385: array([0.00131003, 0.00131228, 0.00131341, 0.00131397, 0.00131426,
       0.0013144 , 0.00131447, 0.0013145 , 0.00131452, 0.00131453,
       0.00131453, 0.00131454, 0.00131454, 0.00131454, 0.00131454,
       0.00131454, 0.00131454, 0.00131454, 0.00131454, 0.00131454,
       0.00131454, 0.00131454, 0.00131454, 0.00131454, 0.00131454,
       0.00131454, 0.00131454, 0.00131454]), 2390: array([0.00240656, 0.00246154, 0.00251652, 0.0025715 , 0.00262648,
       0.00268146, 0.00273644, 0.00279142, 0.0028464 , 0.00290138,
       0.00295636, 0.00301134, 0.00306632, 0.0031213 , 0.00317628,
       0.00323126, 0.00328624, 0.00334122, 0.0033962 , 0.00345118,
       0.00350616, 0.00356114, 0.00361612, 0.0036711 , 0.00372608,
       0.00378106, 0.00383604, 0.00389103]), 2395: array([0.00117277, 0.00114037, 0.00111447, 0.00109376, 0.00107721,
       0.00106398, 0.00105341, 0.00104495, 0.0010382 , 0.0010328 ,
       0.00102848, 0.00102503, 0.00102227, 0.00102006, 0.0010183 ,
       0.00101689, 0.00101576, 0.00101486, 0.00101414, 0.00101357,
       0.00101311, 0.00101274, 0.00101245, 0.00101221, 0.00101202,
       0.00101187, 0.00101175, 0.00101166]), 2400: array([0.0041893 , 0.00413802, 0.0040922 , 0.00405127, 0.0040147 ,
       0.00398203, 0.00395284, 0.00392676, 0.00390346, 0.00388264,
       0.00386405, 0.00384743, 0.00383259, 0.00381932, 0.00380747,
       0.00379689, 0.00378743, 0.00377898, 0.00377143, 0.00376469,
       0.00375866, 0.00375328, 0.00374847, 0.00374417, 0.00374033,
       0.0037369 , 0.00373384, 0.0037311 ]), 2405: array([0.00138577, 0.00145546, 0.00152514, 0.00159483, 0.00166451,
       0.0017342 , 0.00180388, 0.00187357, 0.00194325, 0.00201294,
       0.00208262, 0.00215231, 0.00222199, 0.00229168, 0.00236136,
       0.00243105, 0.00250073, 0.00257042, 0.0026401 , 0.00270979,
       0.00277947, 0.00284916, 0.00291884, 0.00298853, 0.00305821,
       0.0031279 , 0.00319758, 0.00326727]), 2410: array([0.00487076, 0.00508209, 0.00529342, 0.00550474, 0.00571607,
       0.0059274 , 0.00613872, 0.00635005, 0.00656138, 0.0067727 ,
       0.00698403, 0.00719535, 0.00740668, 0.00761801, 0.00782933,
       0.00804066, 0.00825199, 0.00846331, 0.00867464, 0.00888597,
       0.00909729, 0.00930862, 0.00951994, 0.00973127, 0.0099426 ,
       0.01015392, 0.01036525, 0.01057658]), 2415: array([0.00133039, 0.0012684 , 0.00122109, 0.00118497, 0.0011574 ,
       0.00113636, 0.0011203 , 0.00110804, 0.00109868, 0.00109153,
       0.00108608, 0.00108192, 0.00107874, 0.00107631, 0.00107446,
       0.00107305, 0.00107197, 0.00107115, 0.00107052, 0.00107004,
       0.00106967, 0.00106939, 0.00106918, 0.00106902, 0.00106889,
       0.0010688 , 0.00106873, 0.00106867]), 2420: array([0.00502555, 0.00485324, 0.00469424, 0.00454753, 0.00441216,
       0.00428725, 0.00417199, 0.00406564, 0.0039675 , 0.00387695,
       0.00379339, 0.00371629, 0.00364515, 0.00357951, 0.00351893,
       0.00346304, 0.00341147, 0.00336388, 0.00331997, 0.00327945,
       0.00324207, 0.00320757, 0.00317574, 0.00314636, 0.00311926,
       0.00309425, 0.00307118, 0.00304988]), 2425: array([0.00044823, 0.00044823, 0.00044823, 0.00044823, 0.00044823,
       0.00044823, 0.00044823, 0.00044823, 0.00044823, 0.00044823,
       0.00044823, 0.00044823, 0.00044823, 0.00044823, 0.00044823,
       0.00044823, 0.00044823, 0.00044823, 0.00044823, 0.00044823,
       0.00044823, 0.00044823, 0.00044823, 0.00044823, 0.00044823,
       0.00044823, 0.00044823, 0.00044823]), 2430: array([0.00148679, 0.00148648, 0.00148633, 0.00148626, 0.00148622,
       0.0014862 , 0.00148619, 0.00148619, 0.00148619, 0.00148618,
       0.00148618, 0.00148618, 0.00148618, 0.00148618, 0.00148618,
       0.00148618, 0.00148618, 0.00148618, 0.00148618, 0.00148618,
       0.00148618, 0.00148618, 0.00148618, 0.00148618, 0.00148618,
       0.00148618, 0.00148618, 0.00148618]), 2435: array([0.00920901, 0.00923122, 0.0092468 , 0.00925773, 0.0092654 ,
       0.00927078, 0.00927456, 0.0092772 , 0.00927906, 0.00928037,
       0.00928128, 0.00928192, 0.00928237, 0.00928269, 0.00928291,
       0.00928306, 0.00928317, 0.00928325, 0.0092833 , 0.00928334,
       0.00928337, 0.00928339, 0.0092834 , 0.00928341, 0.00928341,
       0.00928342, 0.00928342, 0.00928342]), 2440: array([0.00820704, 0.00836132, 0.00851327, 0.00866292, 0.0088103 ,
       0.00895545, 0.00909841, 0.00923921, 0.00937787, 0.00951444,
       0.00964895, 0.00978141, 0.00991188, 0.01004037, 0.01016692,
       0.01029155, 0.0104143 , 0.01053519, 0.01065425, 0.01077151,
       0.010887  , 0.01100074, 0.01111276, 0.01122309, 0.01133174,
       0.01143876, 0.01154415, 0.01164795]), 2445: array([0.00184982, 0.00190946, 0.00196911, 0.00202875, 0.00208839,
       0.00214804, 0.00220768, 0.00226732, 0.00232697, 0.00238661,
       0.00244625, 0.0025059 , 0.00256554, 0.00262518, 0.00268483,
       0.00274447, 0.00280412, 0.00286376, 0.0029234 , 0.00298305,
       0.00304269, 0.00310233, 0.00316198, 0.00322162, 0.00328126,
       0.00334091, 0.00340055, 0.00346019]), 2450: array([0.00025066, 0.00025091, 0.00025109, 0.00025122, 0.00025131,
       0.00025137, 0.00025141, 0.00025144, 0.00025146, 0.00025148,
       0.00025149, 0.00025149, 0.0002515 , 0.0002515 , 0.0002515 ,
       0.00025151, 0.00025151, 0.00025151, 0.00025151, 0.00025151,
       0.00025151, 0.00025151, 0.00025151, 0.00025151, 0.00025151,
       0.00025151, 0.00025151, 0.00025151]), 2455: array([0.00050708, 0.0005071 , 0.00050711, 0.00050711, 0.00050711,
       0.00050711, 0.00050711, 0.00050712, 0.00050712, 0.00050712,
       0.00050712, 0.00050712, 0.00050712, 0.00050712, 0.00050712,
       0.00050712, 0.00050712, 0.00050712, 0.00050712, 0.00050712,
       0.00050712, 0.00050712, 0.00050712, 0.00050712, 0.00050712,
       0.00050712, 0.00050712, 0.00050712]), 2460: array([0.0016678 , 0.00173273, 0.00179766, 0.00186259, 0.00192753,
       0.00199246, 0.00205739, 0.00212232, 0.00218725, 0.00225219,
       0.00231712, 0.00238205, 0.00244698, 0.00251192, 0.00257685,
       0.00264178, 0.00270671, 0.00277164, 0.00283658, 0.00290151,
       0.00296644, 0.00303137, 0.00309631, 0.00316124, 0.00322617,
       0.0032911 , 0.00335604, 0.00342097]), 2465: array([0.0008228 , 0.00085424, 0.00088568, 0.00091712, 0.00094855,
       0.00097999, 0.00101143, 0.00104287, 0.00107431, 0.00110575,
       0.00113719, 0.00116863, 0.00120006, 0.0012315 , 0.00126294,
       0.00129438, 0.00132582, 0.00135726, 0.0013887 , 0.00142014,
       0.00145157, 0.00148301, 0.00151445, 0.00154589, 0.00157733,
       0.00160877, 0.00164021, 0.00167165]), 2470: array([0.00210831, 0.00218833, 0.00226835, 0.00234837, 0.0024284 ,
       0.00250842, 0.00258844, 0.00266846, 0.00274848, 0.00282851,
       0.00290853, 0.00298855, 0.00306857, 0.0031486 , 0.00322862,
       0.00330864, 0.00338866, 0.00346868, 0.00354871, 0.00362873,
       0.00370875, 0.00378877, 0.00386879, 0.00394882, 0.00402884,
       0.00410886, 0.00418888, 0.0042689 ]), 2475: array([0.00124808, 0.00137334, 0.00144829, 0.00149315, 0.00151999,
       0.00153605, 0.00154566, 0.00155142, 0.00155486, 0.00155692,
       0.00155815, 0.00155889, 0.00155933, 0.00155959, 0.00155975,
       0.00155985, 0.0015599 , 0.00155994, 0.00155996, 0.00155997,
       0.00155998, 0.00155998, 0.00155998, 0.00155999, 0.00155999,
       0.00155999, 0.00155999, 0.00155999]), 2480: array([0.00265246, 0.00268313, 0.00271075, 0.00273561, 0.00275799,
       0.00277814, 0.00279627, 0.0028126 , 0.00282731, 0.00284054,
       0.00285246, 0.00286318, 0.00287284, 0.00288153, 0.00288936,
       0.00289641, 0.00290275, 0.00290846, 0.0029136 , 0.00291823,
       0.0029224 , 0.00292615, 0.00292953, 0.00293257, 0.00293531,
       0.00293777, 0.00293999, 0.00294199]), 2485: array([0.00209074, 0.00202436, 0.00196633, 0.00191561, 0.00187127,
       0.00183252, 0.00179864, 0.00176902, 0.00174313, 0.0017205 ,
       0.00170072, 0.00168343, 0.00166831, 0.0016551 , 0.00164355,
       0.00163345, 0.00162463, 0.00161691, 0.00161017, 0.00160427,
       0.00159912, 0.00159461, 0.00159067, 0.00158723, 0.00158422,
       0.00158159, 0.00157929, 0.00157728]), 2490: array([0.00291791, 0.00292596, 0.00293191, 0.00293629, 0.00293953,
       0.00294191, 0.00294368, 0.00294498, 0.00294594, 0.00294665,
       0.00294717, 0.00294755, 0.00294784, 0.00294805, 0.0029482 ,
       0.00294832, 0.0029484 , 0.00294847, 0.00294851, 0.00294855,
       0.00294857, 0.00294859, 0.0029486 , 0.00294861, 0.00294862,
       0.00294863, 0.00294863, 0.00294863]), 2495: array([0.00863865, 0.00977732, 0.01091599, 0.01205465, 0.01319332,
       0.01433199, 0.01547066, 0.01660933, 0.01774799, 0.01888666,
       0.02002533, 0.021164  , 0.02230267, 0.02344133, 0.02458   ,
       0.02571867, 0.02685734, 0.02799601, 0.02913467, 0.03027334,
       0.03141201, 0.03255068, 0.03368935, 0.03482801, 0.03596668,
       0.03710535, 0.03824402, 0.03938269]), 2500: array([3.14290059e-04, 2.43175024e-04, 1.88151334e-04, 1.45577967e-04,
       1.12637762e-04, 8.71510052e-05, 6.74311887e-05, 5.21734153e-05,
       4.03680495e-05, 3.12339080e-05, 2.41665673e-05, 1.86983683e-05,
       1.44674698e-05, 1.11939053e-05, 8.66105703e-06, 6.70132147e-06,
       5.18501929e-06, 4.01181389e-06, 3.10407208e-06, 2.40172687e-06,
       1.85830274e-06, 1.43784030e-06, 1.11251675e-06, 8.60804829e-07,
       6.66048279e-07, 5.15359691e-07, 3.98767717e-07, 3.08557248e-07]), 2505: array([0.00102879, 0.00105716, 0.00108553, 0.00111391, 0.00114228,
       0.00117065, 0.00119902, 0.0012274 , 0.00125577, 0.00128414,
       0.00131251, 0.00134088, 0.00136926, 0.00139763, 0.001426  ,
       0.00145437, 0.00148275, 0.00151112, 0.00153949, 0.00156786,
       0.00159623, 0.00162461, 0.00165298, 0.00168135, 0.00170972,
       0.0017381 , 0.00176647, 0.00179484]), 2510: array([0.00095186, 0.00123154, 0.00151122, 0.00179089, 0.00207057,
       0.00235025, 0.00262992, 0.0029096 , 0.00318927, 0.00346895,
       0.00374863, 0.0040283 , 0.00430798, 0.00458766, 0.00486733,
       0.00514701, 0.00542669, 0.00570636, 0.00598604, 0.00626571,
       0.00654539, 0.00682507, 0.00710474, 0.00738442, 0.0076641 ,
       0.00794377, 0.00822345, 0.00850312]), 2515: array([0.00290666, 0.00273306, 0.00264115, 0.00259249, 0.00256673,
       0.0025531 , 0.00254588, 0.00254205, 0.00254003, 0.00253896,
       0.00253839, 0.00253809, 0.00253793, 0.00253785, 0.0025378 ,
       0.00253778, 0.00253777, 0.00253776, 0.00253776, 0.00253776,
       0.00253776, 0.00253776, 0.00253775, 0.00253775, 0.00253775,
       0.00253775, 0.00253775, 0.00253775]), 2520: array([0.00080136, 0.00079968, 0.00079884, 0.00079842, 0.00079821,
       0.00079811, 0.00079805, 0.00079803, 0.00079802, 0.00079801,
       0.00079801, 0.000798  , 0.000798  , 0.000798  , 0.000798  ,
       0.000798  , 0.000798  , 0.000798  , 0.000798  , 0.000798  ,
       0.000798  , 0.000798  , 0.000798  , 0.000798  , 0.000798  ,
       0.000798  , 0.000798  , 0.000798  ]), 2525: array([0.00109162, 0.00116347, 0.00123531, 0.00130715, 0.00137899,
       0.00145084, 0.00152268, 0.00159452, 0.00166636, 0.0017382 ,
       0.00181004, 0.00188188, 0.00195371, 0.00202555, 0.00209739,
       0.00216923, 0.00224106, 0.0023129 , 0.00238474, 0.00245657,
       0.00252841, 0.00260024, 0.00267207, 0.00274391, 0.00281574,
       0.00288757, 0.00295941, 0.00303124]), 2530: array([3.82862624e-06, 5.97131133e-06, 8.08375326e-06, 1.01663789e-05,
       1.22196091e-05, 1.42438588e-05, 1.62395370e-05, 1.82070470e-05,
       2.01467863e-05, 2.20591470e-05, 2.39445155e-05, 2.58032727e-05,
       2.76357944e-05, 2.94424507e-05, 3.12236067e-05, 3.29796225e-05,
       3.47108528e-05, 3.64176474e-05, 3.81003513e-05, 3.97593045e-05,
       4.13948423e-05, 4.30072951e-05, 4.45969887e-05, 4.61642445e-05,
       4.77093790e-05, 4.92327046e-05, 5.07345290e-05, 5.22151558e-05]), 2535: array([0.00020595, 0.00020622, 0.00020641, 0.00020654, 0.00020664,
       0.0002067 , 0.00020675, 0.00020678, 0.0002068 , 0.00020681,
       0.00020683, 0.00020683, 0.00020684, 0.00020684, 0.00020684,
       0.00020685, 0.00020685, 0.00020685, 0.00020685, 0.00020685,
       0.00020685, 0.00020685, 0.00020685, 0.00020685, 0.00020685,
       0.00020685, 0.00020685, 0.00020685]), 2540: array([0.00049091, 0.00049127, 0.00049145, 0.00049154, 0.00049159,
       0.00049161, 0.00049162, 0.00049163, 0.00049163, 0.00049163,
       0.00049163, 0.00049163, 0.00049163, 0.00049163, 0.00049163,
       0.00049163, 0.00049163, 0.00049163, 0.00049163, 0.00049163,
       0.00049163, 0.00049163, 0.00049163, 0.00049163, 0.00049163,
       0.00049163, 0.00049163, 0.00049163]), 2545: array([0.00115103, 0.0011488 , 0.00114731, 0.00114631, 0.00114565,
       0.00114521, 0.00114492, 0.00114472, 0.00114459, 0.00114451,
       0.00114445, 0.00114441, 0.00114439, 0.00114437, 0.00114436,
       0.00114435, 0.00114434, 0.00114434, 0.00114434, 0.00114434,
       0.00114434, 0.00114434, 0.00114434, 0.00114434, 0.00114434,
       0.00114433, 0.00114433, 0.00114433]), 2550: array([0.00689112, 0.00731487, 0.00773861, 0.00816236, 0.00858611,
       0.00900985, 0.0094336 , 0.00985735, 0.01028109, 0.01070484,
       0.01112858, 0.01155233, 0.01197608, 0.01239982, 0.01282357,
       0.01324732, 0.01367106, 0.01409481, 0.01451856, 0.0149423 ,
       0.01536605, 0.01578979, 0.01621354, 0.01663729, 0.01706103,
       0.01748478, 0.01790853, 0.01833227]), 2555: array([0.00164984, 0.00150523, 0.00137332, 0.00125301, 0.00114326,
       0.00104316, 0.00095186, 0.00086858, 0.00079261, 0.00072332,
       0.00066012, 0.00060247, 0.00054989, 0.00050193, 0.00045818,
       0.00041828, 0.00038188, 0.00034868, 0.00031839, 0.00029077,
       0.00026558, 0.0002426 , 0.00022164, 0.00020252, 0.00018508,
       0.00016917, 0.00015466, 0.00014142]), 2560: array([0.01129057, 0.01132079, 0.011342  , 0.01135689, 0.01136735,
       0.01137468, 0.01137983, 0.01138344, 0.01138598, 0.01138776,
       0.01138901, 0.01138989, 0.0113905 , 0.01139093, 0.01139124,
       0.01139145, 0.0113916 , 0.0113917 , 0.01139178, 0.01139183,
       0.01139187, 0.01139189, 0.01139191, 0.01139192, 0.01139193,
       0.01139194, 0.01139194, 0.01139194]), 2565: array([0.00182089, 0.001878  , 0.00193511, 0.00199221, 0.00204932,
       0.00210643, 0.00216353, 0.00222064, 0.00227775, 0.00233485,
       0.00239196, 0.00244907, 0.00250617, 0.00256328, 0.00262039,
       0.0026775 , 0.0027346 , 0.00279171, 0.00284882, 0.00290592,
       0.00296303, 0.00302014, 0.00307724, 0.00313435, 0.00319146,
       0.00324857, 0.00330567, 0.00336278]), 2570: array([0.00146902, 0.00133965, 0.00122167, 0.00111409, 0.00101598,
       0.00092651, 0.00084491, 0.00077051, 0.00070265, 0.00064077,
       0.00058435, 0.00053289, 0.00048596, 0.00044316, 0.00040414,
       0.00036855, 0.00033609, 0.00030649, 0.0002795 , 0.00025489,
       0.00023244, 0.00021197, 0.0001933 , 0.00017628, 0.00016076,
       0.0001466 , 0.00013369, 0.00012192]), 2575: array([0.00109939, 0.00113786, 0.00117633, 0.0012148 , 0.00125326,
       0.00129173, 0.0013302 , 0.00136867, 0.00140713, 0.0014456 ,
       0.00148407, 0.00152254, 0.001561  , 0.00159947, 0.00163794,
       0.00167641, 0.00171487, 0.00175334, 0.00179181, 0.00183028,
       0.00186874, 0.00190721, 0.00194568, 0.00198415, 0.00202261,
       0.00206108, 0.00209955, 0.00213802]), 2580: array([0.00057138, 0.0006001 , 0.00062882, 0.00065755, 0.00068627,
       0.00071499, 0.00074371, 0.00077244, 0.00080116, 0.00082988,
       0.00085861, 0.00088733, 0.00091605, 0.00094477, 0.0009735 ,
       0.00100222, 0.00103094, 0.00105966, 0.00108839, 0.00111711,
       0.00114583, 0.00117456, 0.00120328, 0.001232  , 0.00126072,
       0.00128945, 0.00131817, 0.00134689]), 2585: array([7.14828892e-04, 6.40200286e-04, 5.73362958e-04, 5.13503492e-04,
       4.59893395e-04, 4.11880228e-04, 3.68879668e-04, 3.30368396e-04,
       2.95877727e-04, 2.64987907e-04, 2.37323005e-04, 2.12546338e-04,
       1.90356371e-04, 1.70483052e-04, 1.52684521e-04, 1.36744169e-04,
       1.22468000e-04, 1.09682273e-04, 9.82313848e-05, 8.79759769e-05,
       7.87912404e-05, 7.05653967e-05, 6.31983366e-05, 5.66004026e-05,
       5.06912973e-05, 4.53991067e-05, 4.06594243e-05, 3.64145680e-05]), 2590: array([4.92354583e-05, 6.10601583e-05, 7.28848582e-05, 8.47095582e-05,
       9.65342582e-05, 1.08358958e-04, 1.20183658e-04, 1.32008358e-04,
       1.43833058e-04, 1.55657758e-04, 1.67482458e-04, 1.79307158e-04,
       1.91131858e-04, 2.02956558e-04, 2.14781258e-04, 2.26605958e-04,
       2.38430658e-04, 2.50255358e-04, 2.62080058e-04, 2.73904758e-04,
       2.85729458e-04, 2.97554158e-04, 3.09378858e-04, 3.21203558e-04,
       3.33028257e-04, 3.44852957e-04, 3.56677657e-04, 3.68502357e-04]), 2595: array([0.0025006 , 0.00283423, 0.00316784, 0.00350142, 0.00383498,
       0.00416851, 0.00450201, 0.00483549, 0.00516895, 0.00550238,
       0.00583578, 0.00616916, 0.00650252, 0.00683585, 0.00716915,
       0.00750243, 0.00783568, 0.00816891, 0.00850212, 0.0088353 ,
       0.00916845, 0.00950158, 0.00983468, 0.01016776, 0.01050081,
       0.01083384, 0.01116684, 0.01149982]), 2600: array([0.00043449, 0.00051606, 0.00059762, 0.00067919, 0.00076075,
       0.00084232, 0.00092389, 0.00100545, 0.00108702, 0.00116858,
       0.00125015, 0.00133171, 0.00141328, 0.00149485, 0.00157641,
       0.00165798, 0.00173954, 0.00182111, 0.00190267, 0.00198424,
       0.0020658 , 0.00214737, 0.00222894, 0.0023105 , 0.00239207,
       0.00247363, 0.0025552 , 0.00263676]), 2605: array([0.0016469 , 0.00161566, 0.0016055 , 0.00160219, 0.00160112,
       0.00160077, 0.00160065, 0.00160062, 0.0016006 , 0.0016006 ,
       0.0016006 , 0.0016006 , 0.0016006 , 0.0016006 , 0.0016006 ,
       0.0016006 , 0.0016006 , 0.0016006 , 0.0016006 , 0.0016006 ,
       0.0016006 , 0.0016006 , 0.0016006 , 0.0016006 , 0.0016006 ,
       0.0016006 , 0.0016006 , 0.0016006 ]), 2610: array([0.00013879, 0.00013947, 0.00013963, 0.00013967, 0.00013968,
       0.00013968, 0.00013968, 0.00013968, 0.00013968, 0.00013968,
       0.00013968, 0.00013968, 0.00013968, 0.00013968, 0.00013968,
       0.00013968, 0.00013968, 0.00013968, 0.00013968, 0.00013968,
       0.00013968, 0.00013968, 0.00013968, 0.00013968, 0.00013968,
       0.00013968, 0.00013968, 0.00013968]), 2615: array([0.00045863, 0.00047336, 0.00048809, 0.00050283, 0.00051756,
       0.00053229, 0.00054702, 0.00056176, 0.00057649, 0.00059122,
       0.00060595, 0.00062068, 0.00063542, 0.00065015, 0.00066488,
       0.00067961, 0.00069434, 0.00070908, 0.00072381, 0.00073854,
       0.00075327, 0.00076801, 0.00078274, 0.00079747, 0.0008122 ,
       0.00082693, 0.00084167, 0.0008564 ]), 2620: array([0.00095764, 0.00090796, 0.00086085, 0.00081619, 0.00077385,
       0.0007337 , 0.00069564, 0.00065955, 0.00062533, 0.00059289,
       0.00056213, 0.00053297, 0.00050532, 0.00047911, 0.00045425,
       0.00043069, 0.00040834, 0.00038716, 0.00036707, 0.00034803,
       0.00032997, 0.00031286, 0.00029663, 0.00028124, 0.00026665,
       0.00025281, 0.0002397 , 0.00022726]), 2625: array([0.00954201, 0.01015497, 0.01076794, 0.0113809 , 0.01199387,
       0.01260683, 0.01321979, 0.01383276, 0.01444572, 0.01505868,
       0.01567165, 0.01628461, 0.01689757, 0.01751054, 0.0181235 ,
       0.01873646, 0.01934943, 0.01996239, 0.02057535, 0.02118831,
       0.02180128, 0.02241424, 0.0230272 , 0.02364016, 0.02425313,
       0.02486609, 0.02547905, 0.02609201]), 2630: array([0.01084996, 0.01087321, 0.01088952, 0.01090096, 0.01090899,
       0.01091462, 0.01091857, 0.01092134, 0.01092329, 0.01092465,
       0.01092561, 0.01092628, 0.01092675, 0.01092708, 0.01092732,
       0.01092748, 0.01092759, 0.01092767, 0.01092773, 0.01092777,
       0.0109278 , 0.01092782, 0.01092783, 0.01092784, 0.01092785,
       0.01092785, 0.01092785, 0.01092786]), 2635: array([4.25236894e-04, 3.23520462e-04, 2.46174057e-04, 1.87358915e-04,
       1.42635169e-04, 1.08626692e-04, 8.27662346e-05, 6.31016300e-05,
       4.81484268e-05, 3.67778302e-05, 2.81314910e-05, 2.15567100e-05,
       1.65571671e-05, 1.27554542e-05, 9.86458566e-06, 7.66633428e-06,
       5.99475734e-06, 4.72367001e-06, 3.75711984e-06, 3.02214339e-06,
       2.46325841e-06, 2.03827551e-06, 1.71511337e-06, 1.46937697e-06,
       1.28251604e-06, 1.14042473e-06, 1.03237678e-06, 9.50215805e-07]), 2640: array([0.00135077, 0.00134907, 0.00134822, 0.0013478 , 0.00134759,
       0.00134748, 0.00134743, 0.0013474 , 0.00134739, 0.00134738,
       0.00134738, 0.00134738, 0.00134738, 0.00134738, 0.00134737,
       0.00134737, 0.00134737, 0.00134737, 0.00134737, 0.00134737,
       0.00134737, 0.00134737, 0.00134737, 0.00134737, 0.00134737,
       0.00134737, 0.00134737, 0.00134737]), 2645: array([0.00344683, 0.00355357, 0.00366031, 0.00376706, 0.0038738 ,
       0.00398054, 0.00408729, 0.00419403, 0.00430077, 0.00440752,
       0.00451426, 0.004621  , 0.00472774, 0.00483449, 0.00494123,
       0.00504797, 0.00515472, 0.00526146, 0.0053682 , 0.00547495,
       0.00558169, 0.00568843, 0.00579518, 0.00590192, 0.00600866,
       0.00611541, 0.00622215, 0.00632889]), 2650: array([9.61526589e-05, 9.59455606e-05, 9.58420132e-05, 9.57902404e-05,
       9.57643544e-05, 9.57514116e-05, 9.57449403e-05, 9.57417047e-05,
       9.57400869e-05, 9.57392780e-05, 9.57388736e-05, 9.57386714e-05,
       9.57385703e-05, 9.57385198e-05, 9.57384945e-05, 9.57384818e-05,
       9.57384755e-05, 9.57384724e-05, 9.57384708e-05, 9.57384700e-05,
       9.57384696e-05, 9.57384694e-05, 9.57384693e-05, 9.57384693e-05,
       9.57384692e-05, 9.57384692e-05, 9.57384692e-05, 9.57384692e-05]), 2655: array([2.29691521e-05, 2.29563943e-05, 2.29500153e-05, 2.29468258e-05,
       2.29452310e-05, 2.29444337e-05, 2.29440350e-05, 2.29438356e-05,
       2.29437359e-05, 2.29436861e-05, 2.29436612e-05, 2.29436487e-05,
       2.29436425e-05, 2.29436394e-05, 2.29436378e-05, 2.29436370e-05,
       2.29436366e-05, 2.29436364e-05, 2.29436363e-05, 2.29436363e-05,
       2.29436363e-05, 2.29436363e-05, 2.29436362e-05, 2.29436362e-05,
       2.29436362e-05, 2.29436362e-05, 2.29436362e-05, 2.29436362e-05]), 2660: array([6.95151414e-05, 6.95420855e-05, 6.95555575e-05, 6.95622935e-05,
       6.95656614e-05, 6.95673454e-05, 6.95681874e-05, 6.95686084e-05,
       6.95688189e-05, 6.95689241e-05, 6.95689767e-05, 6.95690031e-05,
       6.95690162e-05, 6.95690228e-05, 6.95690261e-05, 6.95690277e-05,
       6.95690285e-05, 6.95690290e-05, 6.95690292e-05, 6.95690293e-05,
       6.95690293e-05, 6.95690293e-05, 6.95690294e-05, 6.95690294e-05,
       6.95690294e-05, 6.95690294e-05, 6.95690294e-05, 6.95690294e-05]), 2665: array([0.00040147, 0.00041959, 0.00043772, 0.00045584, 0.00047396,
       0.00049208, 0.00051021, 0.00052833, 0.00054645, 0.00056457,
       0.0005827 , 0.00060082, 0.00061894, 0.00063706, 0.00065519,
       0.00067331, 0.00069143, 0.00070955, 0.00072768, 0.0007458 ,
       0.00076392, 0.00078204, 0.00080017, 0.00081829, 0.00083641,
       0.00085453, 0.00087266, 0.00089078]), 2670: array([3.26873521e-05, 3.27424968e-05, 3.27810982e-05, 3.28081191e-05,
       3.28270337e-05, 3.28402740e-05, 3.28495422e-05, 3.28560299e-05,
       3.28605713e-05, 3.28637503e-05, 3.28659756e-05, 3.28675333e-05,
       3.28686237e-05, 3.28693870e-05, 3.28699212e-05, 3.28702953e-05,
       3.28705571e-05, 3.28707403e-05, 3.28708686e-05, 3.28709584e-05,
       3.28710213e-05, 3.28710653e-05, 3.28710961e-05, 3.28711176e-05,
       3.28711327e-05, 3.28711433e-05, 3.28711507e-05, 3.28711558e-05]), 2675: array([8.47806202e-05, 8.45612787e-05, 8.44077389e-05, 8.43002605e-05,
       8.42250252e-05, 8.41723603e-05, 8.41354946e-05, 8.41096886e-05,
       8.40916242e-05, 8.40789791e-05, 8.40701275e-05, 8.40639314e-05,
       8.40595940e-05, 8.40565579e-05, 8.40544326e-05, 8.40529448e-05,
       8.40519034e-05, 8.40511744e-05, 8.40506641e-05, 8.40503069e-05,
       8.40500569e-05, 8.40498818e-05, 8.40497593e-05, 8.40496735e-05,
       8.40496135e-05, 8.40495715e-05, 8.40495421e-05, 8.40495215e-05]), 2680: array([0.0006659 , 0.00069549, 0.00072509, 0.00075469, 0.00078429,
       0.00081389, 0.00084349, 0.00087309, 0.00090269, 0.00093229,
       0.00096189, 0.00099149, 0.00102109, 0.00105069, 0.00108028,
       0.00110988, 0.00113948, 0.00116908, 0.00119868, 0.00122828,
       0.00125788, 0.00128748, 0.00131708, 0.00134668, 0.00137628,
       0.00140588, 0.00143548, 0.00146508]), 2685: array([8.71235166e-05, 8.69090530e-05, 8.67589275e-05, 8.66538388e-05,
       8.65802763e-05, 8.65287821e-05, 8.64927359e-05, 8.64675034e-05,
       8.64498405e-05, 8.64374764e-05, 8.64288215e-05, 8.64227630e-05,
       8.64185220e-05, 8.64155533e-05, 8.64134752e-05, 8.64120205e-05,
       8.64110022e-05, 8.64102894e-05, 8.64097905e-05, 8.64094412e-05,
       8.64091967e-05, 8.64090255e-05, 8.64089057e-05, 8.64088219e-05,
       8.64087631e-05, 8.64087221e-05, 8.64086933e-05, 8.64086732e-05]), 2690: array([8.22480868e-05, 8.21923394e-05, 8.21644658e-05, 8.21505291e-05,
       8.21435607e-05, 8.21400766e-05, 8.21383345e-05, 8.21374635e-05,
       8.21370280e-05, 8.21368102e-05, 8.21367013e-05, 8.21366469e-05,
       8.21366197e-05, 8.21366061e-05, 8.21365993e-05, 8.21365959e-05,
       8.21365942e-05, 8.21365933e-05, 8.21365929e-05, 8.21365927e-05,
       8.21365926e-05, 8.21365925e-05, 8.21365925e-05, 8.21365925e-05,
       8.21365925e-05, 8.21365925e-05, 8.21365925e-05, 8.21365925e-05]), 2695: array([0.00030381, 0.00041366, 0.00046161, 0.00048254, 0.00049168,
       0.00049567, 0.00049741, 0.00049817, 0.0004985 , 0.00049864,
       0.00049871, 0.00049873, 0.00049875, 0.00049875, 0.00049875,
       0.00049875, 0.00049875, 0.00049876, 0.00049876, 0.00049876,
       0.00049876, 0.00049876, 0.00049876, 0.00049876, 0.00049876,
       0.00049876, 0.00049876, 0.00049876]), 2700: array([0.00107691, 0.00112604, 0.00117518, 0.00122431, 0.00127344,
       0.00132257, 0.0013717 , 0.00142083, 0.00146996, 0.00151909,
       0.00156822, 0.00161735, 0.00166648, 0.00171561, 0.00176474,
       0.00181387, 0.001863  , 0.00191213, 0.00196126, 0.00201039,
       0.00205952, 0.00210865, 0.00215778, 0.00220691, 0.00225604,
       0.00230517, 0.0023543 , 0.00240343]), 2705: array([0.00107145, 0.00116595, 0.00126046, 0.00135497, 0.00144947,
       0.00154398, 0.00163849, 0.00173299, 0.0018275 , 0.001922  ,
       0.00201651, 0.00211102, 0.00220552, 0.00230003, 0.00239453,
       0.00248904, 0.00258355, 0.00267805, 0.00277256, 0.00286706,
       0.00296157, 0.00305608, 0.00315058, 0.00324509, 0.00333959,
       0.0034341 , 0.00352861, 0.00362311]), 2710: array([4.59369819e-05, 4.59684911e-05, 4.59842456e-05, 4.59921229e-05,
       4.59960616e-05, 4.59980309e-05, 4.59990156e-05, 4.59995079e-05,
       4.59997541e-05, 4.59998771e-05, 4.59999387e-05, 4.59999694e-05,
       4.59999848e-05, 4.59999925e-05, 4.59999964e-05, 4.59999983e-05,
       4.59999993e-05, 4.59999997e-05, 4.60000000e-05, 4.60000001e-05,
       4.60000002e-05, 4.60000002e-05, 4.60000002e-05, 4.60000002e-05,
       4.60000002e-05, 4.60000002e-05, 4.60000002e-05, 4.60000002e-05]), 2715: array([0.00020625, 0.00021773, 0.00022921, 0.0002407 , 0.00025218,
       0.00026366, 0.00027514, 0.00028663, 0.00029811, 0.00030959,
       0.00032107, 0.00033255, 0.00034404, 0.00035552, 0.000367  ,
       0.00037848, 0.00038997, 0.00040145, 0.00041293, 0.00042441,
       0.00043589, 0.00044738, 0.00045886, 0.00047034, 0.00048182,
       0.00049331, 0.00050479, 0.00051627]), 2720: array([0.00012229, 0.00012247, 0.00012255, 0.00012258, 0.0001226 ,
       0.0001226 , 0.00012261, 0.00012261, 0.00012261, 0.00012261,
       0.00012261, 0.00012261, 0.00012261, 0.00012261, 0.00012261,
       0.00012261, 0.00012261, 0.00012261, 0.00012261, 0.00012261,
       0.00012261, 0.00012261, 0.00012261, 0.00012261, 0.00012261,
       0.00012261, 0.00012261, 0.00012261]), 2725: array([8.71417808e-06, 7.96749430e-06, 7.59415203e-06, 7.40748071e-06,
       7.31414496e-06, 7.26747704e-06, 7.24414305e-06, 7.23247605e-06,
       7.22664254e-06, 7.22372578e-06, 7.22226740e-06, 7.22153821e-06,
       7.22117362e-06, 7.22099132e-06, 7.22090017e-06, 7.22085460e-06,
       7.22083181e-06, 7.22082042e-06, 7.22081472e-06, 7.22081187e-06,
       7.22081045e-06, 7.22080973e-06, 7.22080938e-06, 7.22080920e-06,
       7.22080911e-06, 7.22080907e-06, 7.22080904e-06, 7.22080903e-06]), 2730: array([3.16839704e-05, 3.16575145e-05, 3.16442866e-05, 3.16376727e-05,
       3.16343657e-05, 3.16327123e-05, 3.16318855e-05, 3.16314722e-05,
       3.16312655e-05, 3.16311622e-05, 3.16311105e-05, 3.16310847e-05,
       3.16310717e-05, 3.16310653e-05, 3.16310621e-05, 3.16310604e-05,
       3.16310596e-05, 3.16310592e-05, 3.16310590e-05, 3.16310589e-05,
       3.16310589e-05, 3.16310589e-05, 3.16310588e-05, 3.16310588e-05,
       3.16310588e-05, 3.16310588e-05, 3.16310588e-05, 3.16310588e-05]), 2735: array([9.02535389e-05, 7.24644567e-05, 6.57348067e-05, 6.31889649e-05,
       6.22258671e-05, 6.18615251e-05, 6.17236937e-05, 6.16715518e-05,
       6.16518263e-05, 6.16443642e-05, 6.16415412e-05, 6.16404733e-05,
       6.16400693e-05, 6.16399165e-05, 6.16398586e-05, 6.16398368e-05,
       6.16398285e-05, 6.16398254e-05, 6.16398242e-05, 6.16398237e-05,
       6.16398236e-05, 6.16398235e-05, 6.16398235e-05, 6.16398235e-05,
       6.16398235e-05, 6.16398235e-05, 6.16398235e-05, 6.16398235e-05]), 2740: array([3.62283346e-05, 4.29574547e-05, 4.63218975e-05, 4.80040602e-05,
       4.88451122e-05, 4.92656236e-05, 4.94758719e-05, 4.95809924e-05,
       4.96335509e-05, 4.96598291e-05, 4.96729678e-05, 4.96795369e-05,
       4.96828214e-05, 4.96844636e-05, 4.96852846e-05, 4.96856951e-05,
       4.96859004e-05, 4.96860030e-05, 4.96860543e-05, 4.96860800e-05,
       4.96860928e-05, 4.96860992e-05, 4.96861024e-05, 4.96861040e-05,
       4.96861048e-05, 4.96861052e-05, 4.96861054e-05, 4.96861055e-05]), 2745: array([0.00056677, 0.00058397, 0.00060116, 0.00061836, 0.00063556,
       0.00065275, 0.00066995, 0.00068714, 0.00070434, 0.00072154,
       0.00073873, 0.00075593, 0.00077313, 0.00079032, 0.00080752,
       0.00082471, 0.00084191, 0.00085911, 0.0008763 , 0.0008935 ,
       0.0009107 , 0.00092789, 0.00094509, 0.00096229, 0.00097948,
       0.00099668, 0.00101387, 0.00103107]), 2750: array([0.00017568, 0.00017576, 0.0001758 , 0.00017582, 0.00017583,
       0.00017584, 0.00017584, 0.00017584, 0.00017584, 0.00017584,
       0.00017584, 0.00017584, 0.00017584, 0.00017584, 0.00017584,
       0.00017584, 0.00017584, 0.00017584, 0.00017584, 0.00017584,
       0.00017584, 0.00017584, 0.00017584, 0.00017584, 0.00017584,
       0.00017584, 0.00017584, 0.00017584]), 2755: array([0.00075252, 0.00075091, 0.00075011, 0.00074971, 0.00074951,
       0.00074941, 0.00074936, 0.00074933, 0.00074932, 0.00074932,
       0.00074931, 0.00074931, 0.00074931, 0.00074931, 0.00074931,
       0.00074931, 0.00074931, 0.00074931, 0.00074931, 0.00074931,
       0.00074931, 0.00074931, 0.00074931, 0.00074931, 0.00074931,
       0.00074931, 0.00074931, 0.00074931]), 2760: array([4.13364514e-05, 3.11980341e-05, 2.82067365e-05, 2.73241667e-05,
       2.70637682e-05, 2.69869387e-05, 2.69642705e-05, 2.69575823e-05,
       2.69556090e-05, 2.69550268e-05, 2.69548550e-05, 2.69548043e-05,
       2.69547894e-05, 2.69547850e-05, 2.69547837e-05, 2.69547833e-05,
       2.69547832e-05, 2.69547831e-05, 2.69547831e-05, 2.69547831e-05,
       2.69547831e-05, 2.69547831e-05, 2.69547831e-05, 2.69547831e-05,
       2.69547831e-05, 2.69547831e-05, 2.69547831e-05, 2.69547831e-05]), 2765: array([7.22410362e-05, 7.24408746e-05, 7.25407928e-05, 7.25907514e-05,
       7.26157305e-05, 7.26282199e-05, 7.26344645e-05, 7.26375868e-05,
       7.26391479e-05, 7.26399285e-05, 7.26403188e-05, 7.26405139e-05,
       7.26406115e-05, 7.26406602e-05, 7.26406846e-05, 7.26406968e-05,
       7.26407029e-05, 7.26407060e-05, 7.26407075e-05, 7.26407083e-05,
       7.26407086e-05, 7.26407088e-05, 7.26407089e-05, 7.26407090e-05,
       7.26407090e-05, 7.26407090e-05, 7.26407090e-05, 7.26407090e-05]), 2770: array([7.71733055e-05, 7.74257120e-05, 7.75519139e-05, 7.76150141e-05,
       7.76465638e-05, 7.76623385e-05, 7.76702257e-05, 7.76741693e-05,
       7.76761411e-05, 7.76771269e-05, 7.76776199e-05, 7.76778663e-05,
       7.76779896e-05, 7.76780512e-05, 7.76780820e-05, 7.76780974e-05,
       7.76781051e-05, 7.76781089e-05, 7.76781109e-05, 7.76781118e-05,
       7.76781123e-05, 7.76781126e-05, 7.76781127e-05, 7.76781127e-05,
       7.76781128e-05, 7.76781128e-05, 7.76781128e-05, 7.76781128e-05]), 2775: array([0.00024912, 0.0002559 , 0.00026267, 0.00026945, 0.00027623,
       0.00028301, 0.00028979, 0.00029657, 0.00030334, 0.00031012,
       0.0003169 , 0.00032368, 0.00033046, 0.00033723, 0.00034401,
       0.00035079, 0.00035757, 0.00036435, 0.00037112, 0.0003779 ,
       0.00038468, 0.00039146, 0.00039824, 0.00040501, 0.00041179,
       0.00041857, 0.00042535, 0.00043213]), 2780: array([1.14279392e-05, 1.14267525e-05, 1.14261592e-05, 1.14258625e-05,
       1.14257142e-05, 1.14256400e-05, 1.14256029e-05, 1.14255844e-05,
       1.14255751e-05, 1.14255705e-05, 1.14255682e-05, 1.14255670e-05,
       1.14255664e-05, 1.14255662e-05, 1.14255660e-05, 1.14255659e-05,
       1.14255659e-05, 1.14255659e-05, 1.14255659e-05, 1.14255659e-05,
       1.14255659e-05, 1.14255659e-05, 1.14255659e-05, 1.14255659e-05,
       1.14255659e-05, 1.14255659e-05, 1.14255659e-05, 1.14255659e-05]), 2785: array([0.00336517, 0.00285053, 0.00274775, 0.00272722, 0.00272312,
       0.0027223 , 0.00272214, 0.00272211, 0.0027221 , 0.0027221 ,
       0.0027221 , 0.0027221 , 0.0027221 , 0.0027221 , 0.0027221 ,
       0.0027221 , 0.0027221 , 0.0027221 , 0.0027221 , 0.0027221 ,
       0.0027221 , 0.0027221 , 0.0027221 , 0.0027221 , 0.0027221 ,
       0.0027221 , 0.0027221 , 0.0027221 ]), 2790: array([4.70999109e-05, 2.34925251e-05, 1.17176564e-05, 5.84459895e-06,
       2.91524111e-06, 1.45413888e-06, 7.25371746e-07, 3.61877989e-07,
       1.80574929e-07, 9.01447668e-08, 4.50400992e-08, 2.25428374e-08,
       1.13216752e-08, 5.72479491e-09, 2.93318846e-09, 1.54079373e-09,
       8.46296459e-10, 4.99895789e-10, 3.27118403e-10, 2.40940667e-10,
       1.97957021e-10, 1.76517680e-10, 1.65824187e-10, 1.60490497e-10,
       1.57830164e-10, 1.56503246e-10, 1.55841407e-10, 1.55511296e-10]), 2795: array([1.18477215e-05, 1.18093974e-05, 1.17825705e-05, 1.17637917e-05,
       1.17506465e-05, 1.17414449e-05, 1.17350037e-05, 1.17304949e-05,
       1.17273387e-05, 1.17251294e-05, 1.17235829e-05, 1.17225003e-05,
       1.17217425e-05, 1.17212121e-05, 1.17208407e-05, 1.17205808e-05,
       1.17203989e-05, 1.17202715e-05, 1.17201823e-05, 1.17201199e-05,
       1.17200763e-05, 1.17200457e-05, 1.17200243e-05, 1.17200093e-05,
       1.17199988e-05, 1.17199914e-05, 1.17199863e-05, 1.17199827e-05]), 2800: array([0.00016056, 0.00016023, 0.00016006, 0.00015998, 0.00015994,
       0.00015992, 0.00015991, 0.0001599 , 0.0001599 , 0.0001599 ,
       0.0001599 , 0.0001599 , 0.0001599 , 0.0001599 , 0.0001599 ,
       0.0001599 , 0.0001599 , 0.0001599 , 0.0001599 , 0.0001599 ,
       0.0001599 , 0.0001599 , 0.0001599 , 0.0001599 , 0.0001599 ,
       0.0001599 , 0.0001599 , 0.0001599 ]), 2805: array([8.67314190e-05, 8.68143970e-05, 8.68724811e-05, 8.69131396e-05,
       8.69416004e-05, 8.69615228e-05, 8.69754683e-05, 8.69852302e-05,
       8.69920634e-05, 8.69968466e-05, 8.70001948e-05, 8.70025386e-05,
       8.70041792e-05, 8.70053276e-05, 8.70061315e-05, 8.70066942e-05,
       8.70070881e-05, 8.70073638e-05, 8.70075568e-05, 8.70076919e-05,
       8.70077865e-05, 8.70078527e-05, 8.70078990e-05, 8.70079315e-05,
       8.70079542e-05, 8.70079701e-05, 8.70079812e-05, 8.70079890e-05]), 2810: array([0.00031526, 0.00032148, 0.00032771, 0.00033394, 0.00034016,
       0.00034639, 0.00035262, 0.00035884, 0.00036507, 0.0003713 ,
       0.00037752, 0.00038375, 0.00038998, 0.0003962 , 0.00040243,
       0.00040865, 0.00041488, 0.00042111, 0.00042733, 0.00043356,
       0.00043979, 0.00044601, 0.00045224, 0.00045847, 0.00046469,
       0.00047092, 0.00047715, 0.00048337]), 2815: array([0.00074747, 0.00074747, 0.00074747, 0.00074747, 0.00074747,
       0.00074747, 0.00074747, 0.00074747, 0.00074747, 0.00074747,
       0.00074747, 0.00074747, 0.00074747, 0.00074747, 0.00074747,
       0.00074747, 0.00074747, 0.00074747, 0.00074747, 0.00074747,
       0.00074747, 0.00074747, 0.00074747, 0.00074747, 0.00074747,
       0.00074747, 0.00074747, 0.00074747]), 2820: array([0.00069154, 0.00067181, 0.00065265, 0.00063403, 0.00061595,
       0.00059838, 0.00058131, 0.00056473, 0.00054862, 0.00053297,
       0.00051777, 0.000503  , 0.00048865, 0.00047471, 0.00046117,
       0.00044802, 0.00043524, 0.00042282, 0.00041076, 0.00039904,
       0.00038766, 0.0003766 , 0.00036586, 0.00035543, 0.00034529,
       0.00033544, 0.00032587, 0.00031657]), 2825: array([0.00192982, 0.00202719, 0.00212457, 0.00222195, 0.00231932,
       0.0024167 , 0.00251408, 0.00261145, 0.00270883, 0.0028062 ,
       0.00290358, 0.00300096, 0.00309833, 0.00319571, 0.00329308,
       0.00339046, 0.00348784, 0.00358521, 0.00368259, 0.00377996,
       0.00387734, 0.00397472, 0.00407209, 0.00416947, 0.00426685,
       0.00436422, 0.0044616 , 0.00455897]), 2830: array([0.0045677 , 0.00406962, 0.00362585, 0.00323047, 0.00287821,
       0.00256436, 0.00228473, 0.00203559, 0.00181363, 0.00161586,
       0.00143966, 0.00128267, 0.00114281, 0.00101819, 0.00090716,
       0.00080824, 0.00072011, 0.00064159, 0.00057162, 0.00050929,
       0.00045376, 0.00040428, 0.00036019, 0.00032092, 0.00028592,
       0.00025475, 0.00022697, 0.00020222]), 2835: array([0.00214341, 0.00213857, 0.00213614, 0.00213493, 0.00213433,
       0.00213402, 0.00213387, 0.0021338 , 0.00213376, 0.00213374,
       0.00213373, 0.00213373, 0.00213372, 0.00213372, 0.00213372,
       0.00213372, 0.00213372, 0.00213372, 0.00213372, 0.00213372,
       0.00213372, 0.00213372, 0.00213372, 0.00213372, 0.00213372,
       0.00213372, 0.00213372, 0.00213372]), 2840: array([2.03340768e-05, 3.35259848e-05, 4.67175709e-05, 5.99088352e-05,
       7.30997777e-05, 8.62903983e-05, 9.94806971e-05, 1.12670674e-04,
       1.25860329e-04, 1.39049663e-04, 1.52238674e-04, 1.65427364e-04,
       1.78615732e-04, 1.91803778e-04, 2.04991503e-04, 2.18178906e-04,
       2.31365987e-04, 2.44552746e-04, 2.57739183e-04, 2.70925299e-04,
       2.84111093e-04, 2.97296566e-04, 3.10481716e-04, 3.23666545e-04,
       3.36851053e-04, 3.50035238e-04, 3.63219102e-04, 3.76402645e-04]), 2845: array([0.00095594, 0.00100561, 0.00105528, 0.00110494, 0.00115461,
       0.00120428, 0.00125395, 0.00130361, 0.00135328, 0.00140295,
       0.00145261, 0.00150228, 0.00155195, 0.00160162, 0.00165128,
       0.00170095, 0.00175062, 0.00180028, 0.00184995, 0.00189962,
       0.00194929, 0.00199895, 0.00204862, 0.00209829, 0.00214795,
       0.00219762, 0.00224729, 0.00229695]), 2850: array([2.27611055e-04, 1.92442165e-04, 1.62707331e-04, 1.37566919e-04,
       1.16311031e-04, 9.83394562e-05, 8.31447261e-05, 7.02977812e-05,
       5.94358581e-05, 5.02522447e-05, 4.24876202e-05, 3.59227322e-05,
       3.03722055e-05, 2.56793081e-05, 2.17115250e-05, 1.83568165e-05,
       1.55204545e-05, 1.31223476e-05, 1.10947798e-05, 9.38049784e-06,
       7.93109494e-06, 6.70564382e-06, 5.66954099e-06, 4.79352966e-06,
       4.05287358e-06, 3.42665859e-06, 2.89720204e-06, 2.44955348e-06]), 2855: array([8.26427637e-06, 8.93648632e-06, 9.60869627e-06, 1.02809062e-05,
       1.09531162e-05, 1.16253261e-05, 1.22975361e-05, 1.29697460e-05,
       1.36419560e-05, 1.43141659e-05, 1.49863758e-05, 1.56585858e-05,
       1.63307957e-05, 1.70030057e-05, 1.76752156e-05, 1.83474256e-05,
       1.90196355e-05, 1.96918455e-05, 2.03640554e-05, 2.10362654e-05,
       2.17084753e-05, 2.23806853e-05, 2.30528952e-05, 2.37251052e-05,
       2.43973151e-05, 2.50695251e-05, 2.57417350e-05, 2.64139450e-05]), 2860: array([9.76046591e-05, 9.70351952e-05, 9.66365680e-05, 9.63575271e-05,
       9.61621973e-05, 9.60254655e-05, 9.59297527e-05, 9.58627533e-05,
       9.58158534e-05, 9.57830232e-05, 9.57600420e-05, 9.57439550e-05,
       9.57326941e-05, 9.57248114e-05, 9.57192934e-05, 9.57154309e-05,
       9.57127270e-05, 9.57108344e-05, 9.57095095e-05, 9.57085820e-05,
       9.57079328e-05, 9.57074784e-05, 9.57071603e-05, 9.57069376e-05,
       9.57067817e-05, 9.57066726e-05, 9.57065962e-05, 9.57065428e-05]), 2865: array([9.19833461e-06, 6.49873542e-06, 4.59236864e-06, 3.24615609e-06,
       2.29550575e-06, 1.62418824e-06, 1.15012623e-06, 8.15359468e-07,
       5.78958365e-07, 4.12019801e-07, 2.94133363e-07, 2.10885898e-07,
       1.52099318e-07, 1.10586199e-07, 8.12710212e-08, 6.05696215e-08,
       4.59509844e-08, 3.56277912e-08, 2.83378969e-08, 2.31900170e-08,
       1.95547562e-08, 1.69876564e-08, 1.51748563e-08, 1.38947174e-08,
       1.29907261e-08, 1.23523576e-08, 1.19015631e-08, 1.15832271e-08]), 2870: array([4.78880111e-05, 6.00476211e-05, 7.22072311e-05, 8.43668410e-05,
       9.65264510e-05, 1.08686061e-04, 1.20845671e-04, 1.33005281e-04,
       1.45164891e-04, 1.57324501e-04, 1.69484111e-04, 1.81643721e-04,
       1.93803331e-04, 2.05962941e-04, 2.18122551e-04, 2.30282161e-04,
       2.42441771e-04, 2.54601381e-04, 2.66760991e-04, 2.78920601e-04,
       2.91080211e-04, 3.03239821e-04, 3.15399431e-04, 3.27559041e-04,
       3.39718651e-04, 3.51878261e-04, 3.64037871e-04, 3.76197481e-04]), 2875: array([0.00015097, 0.00015085, 0.00015079, 0.00015075, 0.00015074,
       0.00015073, 0.00015073, 0.00015073, 0.00015072, 0.00015072,
       0.00015072, 0.00015072, 0.00015072, 0.00015072, 0.00015072,
       0.00015072, 0.00015072, 0.00015072, 0.00015072, 0.00015072,
       0.00015072, 0.00015072, 0.00015072, 0.00015072, 0.00015072,
       0.00015072, 0.00015072, 0.00015072]), 2880: array([5.88161632e-05, 5.88255944e-05, 5.88348370e-05, 5.88438948e-05,
       5.88527713e-05, 5.88614704e-05, 5.88699955e-05, 5.88783501e-05,
       5.88865376e-05, 5.88945613e-05, 5.89024246e-05, 5.89101306e-05,
       5.89176825e-05, 5.89250833e-05, 5.89323362e-05, 5.89394440e-05,
       5.89464096e-05, 5.89532359e-05, 5.89599257e-05, 5.89664817e-05,
       5.89729066e-05, 5.89792030e-05, 5.89853735e-05, 5.89914206e-05,
       5.89973467e-05, 5.90031543e-05, 5.90088457e-05, 5.90144234e-05]), 2885: array([0.00017722, 0.00019969, 0.00020625, 0.00020816, 0.00020872,
       0.00020888, 0.00020893, 0.00020894, 0.00020894, 0.00020894,
       0.00020894, 0.00020894, 0.00020894, 0.00020894, 0.00020894,
       0.00020894, 0.00020894, 0.00020894, 0.00020894, 0.00020894,
       0.00020894, 0.00020894, 0.00020894, 0.00020894, 0.00020894,
       0.00020894, 0.00020894, 0.00020894]), 2890: array([0.00192554, 0.0020053 , 0.00208507, 0.00216484, 0.0022446 ,
       0.00232437, 0.00240413, 0.0024839 , 0.00256367, 0.00264343,
       0.0027232 , 0.00280297, 0.00288273, 0.0029625 , 0.00304226,
       0.00312203, 0.0032018 , 0.00328156, 0.00336133, 0.00344109,
       0.00352086, 0.00360063, 0.00368039, 0.00376016, 0.00383993,
       0.00391969, 0.00399946, 0.00407922]), 2895: array([6.97989307e-05, 6.97215017e-05, 6.96827877e-05, 6.96634309e-05,
       6.96537526e-05, 6.96489135e-05, 6.96464940e-05, 6.96452843e-05,
       6.96446794e-05, 6.96443770e-05, 6.96442258e-05, 6.96441502e-05,
       6.96441124e-05, 6.96440935e-05, 6.96440840e-05, 6.96440793e-05,
       6.96440769e-05, 6.96440757e-05, 6.96440752e-05, 6.96440749e-05,
       6.96440747e-05, 6.96440746e-05, 6.96440746e-05, 6.96440746e-05,
       6.96440746e-05, 6.96440746e-05, 6.96440746e-05, 6.96440746e-05]), 2900: array([3.92090352e-05, 3.90136188e-05, 3.89159104e-05, 3.88670560e-05,
       3.88426288e-05, 3.88304152e-05, 3.88243084e-05, 3.88212549e-05,
       3.88197282e-05, 3.88189649e-05, 3.88185832e-05, 3.88183923e-05,
       3.88182969e-05, 3.88182492e-05, 3.88182253e-05, 3.88182134e-05,
       3.88182075e-05, 3.88182045e-05, 3.88182030e-05, 3.88182022e-05,
       3.88182019e-05, 3.88182017e-05, 3.88182016e-05, 3.88182015e-05,
       3.88182015e-05, 3.88182015e-05, 3.88182015e-05, 3.88182015e-05]), 2905: array([1.28282244e-05, 1.28509735e-05, 1.28668979e-05, 1.28780449e-05,
       1.28858478e-05, 1.28913098e-05, 1.28951333e-05, 1.28978096e-05,
       1.28996831e-05, 1.29009945e-05, 1.29019125e-05, 1.29025551e-05,
       1.29030049e-05, 1.29033198e-05, 1.29035402e-05, 1.29036945e-05,
       1.29038025e-05, 1.29038781e-05, 1.29039310e-05, 1.29039681e-05,
       1.29039940e-05, 1.29040122e-05, 1.29040249e-05, 1.29040338e-05,
       1.29040400e-05, 1.29040443e-05, 1.29040474e-05, 1.29040495e-05]), 2910: array([3.20182922e-05, 3.20053302e-05, 3.19988492e-05, 3.19956087e-05,
       3.19939885e-05, 3.19931783e-05, 3.19927733e-05, 3.19925707e-05,
       3.19924695e-05, 3.19924188e-05, 3.19923935e-05, 3.19923809e-05,
       3.19923745e-05, 3.19923714e-05, 3.19923698e-05, 3.19923690e-05,
       3.19923686e-05, 3.19923684e-05, 3.19923683e-05, 3.19923683e-05,
       3.19923682e-05, 3.19923682e-05, 3.19923682e-05, 3.19923682e-05,
       3.19923682e-05, 3.19923682e-05, 3.19923682e-05, 3.19923682e-05]), 2915: array([9.42159238e-05, 9.46828569e-05, 9.49163218e-05, 9.50330534e-05,
       9.50914188e-05, 9.51206014e-05, 9.51351925e-05, 9.51424880e-05,
       9.51461358e-05, 9.51479596e-05, 9.51488715e-05, 9.51493275e-05,
       9.51495555e-05, 9.51496695e-05, 9.51497265e-05, 9.51497550e-05,
       9.51497692e-05, 9.51497763e-05, 9.51497799e-05, 9.51497817e-05,
       9.51497826e-05, 9.51497830e-05, 9.51497832e-05, 9.51497833e-05,
       9.51497834e-05, 9.51497834e-05, 9.51497834e-05, 9.51497834e-05]), 2920: array([6.67360273e-05, 6.94300633e-05, 7.21240428e-05, 7.48179657e-05,
       7.75118321e-05, 8.02056420e-05, 8.28993953e-05, 8.55930920e-05,
       8.82867322e-05, 9.09803159e-05, 9.36738430e-05, 9.63673136e-05,
       9.90607277e-05, 1.01754085e-04, 1.04447386e-04, 1.07140631e-04,
       1.09833819e-04, 1.12526950e-04, 1.15220025e-04, 1.17913043e-04,
       1.20606005e-04, 1.23298910e-04, 1.25991759e-04, 1.28684551e-04,
       1.31377287e-04, 1.34069966e-04, 1.36762589e-04, 1.39455155e-04]), 2925: array([6.90529593e-07, 6.52285933e-07, 6.16160367e-07, 5.82035584e-07,
       5.49800773e-07, 5.19351260e-07, 4.90588168e-07, 4.63418095e-07,
       4.37752814e-07, 4.13508983e-07, 3.90607875e-07, 3.68975127e-07,
       3.48540489e-07, 3.29237607e-07, 3.11003799e-07, 2.93779854e-07,
       2.77509843e-07, 2.62140934e-07, 2.47623218e-07, 2.33909553e-07,
       2.20955408e-07, 2.08718718e-07, 1.97159746e-07, 1.86240958e-07,
       1.75926898e-07, 1.66184074e-07, 1.56980848e-07, 1.48287334e-07]), 2930: array([3.46049125e-05, 3.71848317e-05, 3.84747901e-05, 3.91197688e-05,
       3.94422578e-05, 3.96035021e-05, 3.96841242e-05, 3.97244353e-05,
       3.97445907e-05, 3.97546685e-05, 3.97597073e-05, 3.97622268e-05,
       3.97634865e-05, 3.97641163e-05, 3.97644313e-05, 3.97645887e-05,
       3.97646675e-05, 3.97647068e-05, 3.97647265e-05, 3.97647364e-05,
       3.97647413e-05, 3.97647437e-05, 3.97647450e-05, 3.97647456e-05,
       3.97647459e-05, 3.97647460e-05, 3.97647461e-05, 3.97647462e-05]), 2935: array([0.0002058 , 0.00021086, 0.00021591, 0.00022097, 0.00022602,
       0.00023108, 0.00023613, 0.00024119, 0.00024624, 0.0002513 ,
       0.00025636, 0.00026141, 0.00026647, 0.00027152, 0.00027658,
       0.00028163, 0.00028669, 0.00029175, 0.0002968 , 0.00030186,
       0.00030691, 0.00031197, 0.00031702, 0.00032208, 0.00032714,
       0.00033219, 0.00033725, 0.0003423 ]), 2940: array([3.43654957e-04, 2.95162058e-04, 2.53511957e-04, 2.17739073e-04,
       1.87014075e-04, 1.60624660e-04, 1.37959037e-04, 1.18491744e-04,
       1.01771467e-04, 8.74105768e-05, 7.50761415e-05, 6.44822096e-05,
       5.53831801e-05, 4.75681082e-05, 4.08558156e-05, 3.50906899e-05,
       3.01390770e-05, 2.58861827e-05, 2.22334114e-05, 1.90960800e-05,
       1.64014553e-05, 1.40870671e-05, 1.20992607e-05, 1.03919522e-05,
       8.92556080e-06, 7.66609087e-06, 6.58434386e-06, 5.65524141e-06]), 2945: array([0.00019265, 0.0001783 , 0.00017113, 0.00016754, 0.00016575,
       0.00016485, 0.00016441, 0.00016418, 0.00016407, 0.00016401,
       0.00016398, 0.00016397, 0.00016396, 0.00016396, 0.00016396,
       0.00016396, 0.00016396, 0.00016396, 0.00016396, 0.00016396,
       0.00016396, 0.00016396, 0.00016396, 0.00016396, 0.00016396,
       0.00016396, 0.00016396, 0.00016396]), 2950: array([0.00042822, 0.00042824, 0.00042826, 0.00042826, 0.00042827,
       0.00042827, 0.00042827, 0.00042827, 0.00042827, 0.00042827,
       0.00042827, 0.00042827, 0.00042827, 0.00042827, 0.00042827,
       0.00042827, 0.00042827, 0.00042827, 0.00042827, 0.00042827,
       0.00042827, 0.00042827, 0.00042827, 0.00042827, 0.00042827,
       0.00042827, 0.00042827, 0.00042827]), 2955: array([0.00066501, 0.00066011, 0.00065765, 0.00065643, 0.00065582,
       0.00065551, 0.00065536, 0.00065528, 0.00065524, 0.00065522,
       0.00065521, 0.00065521, 0.0006552 , 0.0006552 , 0.0006552 ,
       0.0006552 , 0.0006552 , 0.0006552 , 0.0006552 , 0.0006552 ,
       0.0006552 , 0.0006552 , 0.0006552 , 0.0006552 , 0.0006552 ,
       0.0006552 , 0.0006552 , 0.0006552 ]), 2960: array([0.00026751, 0.0002525 , 0.00024119, 0.00023266, 0.00022623,
       0.00022139, 0.00021774, 0.00021498, 0.00021291, 0.00021134,
       0.00021017, 0.00020928, 0.00020861, 0.0002081 , 0.00020772,
       0.00020743, 0.00020722, 0.00020706, 0.00020693, 0.00020684,
       0.00020677, 0.00020672, 0.00020668, 0.00020665, 0.00020663,
       0.00020661, 0.0002066 , 0.00020659]), 2965: array([0.00050503, 0.0004473 , 0.00041802, 0.00040316, 0.00039563,
       0.00039181, 0.00038987, 0.00038889, 0.00038839, 0.00038814,
       0.00038801, 0.00038794, 0.00038791, 0.00038789, 0.00038788,
       0.00038788, 0.00038788, 0.00038788, 0.00038788, 0.00038788,
       0.00038788, 0.00038788, 0.00038788, 0.00038788, 0.00038788,
       0.00038788, 0.00038788, 0.00038788]), 2970: array([1.03209073e-04, 8.78523761e-05, 7.47806353e-05, 6.36538669e-05,
       5.41826744e-05, 4.61207210e-05, 3.92583230e-05, 3.34169960e-05,
       2.84448126e-05, 2.42124510e-05, 2.06098317e-05, 1.75432538e-05,
       1.49329587e-05, 1.27110550e-05, 1.08197531e-05, 9.20986211e-06,
       7.83951026e-06, 6.67305601e-06, 5.68016100e-06, 4.83500098e-06,
       4.11559413e-06, 3.50322938e-06, 2.98197970e-06, 2.53828788e-06,
       2.16061392e-06, 1.83913488e-06, 1.56548940e-06, 1.33256022e-06]), 2975: array([0.00050323, 0.00050077, 0.00049954, 0.00049892, 0.00049862,
       0.00049846, 0.00049839, 0.00049835, 0.00049833, 0.00049832,
       0.00049831, 0.00049831, 0.00049831, 0.00049831, 0.00049831,
       0.00049831, 0.00049831, 0.00049831, 0.00049831, 0.00049831,
       0.00049831, 0.00049831, 0.00049831, 0.00049831, 0.00049831,
       0.00049831, 0.00049831, 0.00049831]), 2980: array([0.00139789, 0.00145804, 0.00151032, 0.00155576, 0.00159525,
       0.00162958, 0.00165941, 0.00168534, 0.00170788, 0.00172747,
       0.00174449, 0.00175929, 0.00177215, 0.00178333, 0.00179304,
       0.00180149, 0.00180883, 0.00181521, 0.00182075, 0.00182557,
       0.00182976, 0.0018334 , 0.00183656, 0.00183931, 0.0018417 ,
       0.00184378, 0.00184559, 0.00184715]), 2985: array([0.01236733, 0.01320202, 0.0140367 , 0.01487138, 0.01570607,
       0.01654075, 0.01737544, 0.01821012, 0.0190448 , 0.01987949,
       0.02071417, 0.02154886, 0.02238354, 0.02321822, 0.02405291,
       0.02488759, 0.02572228, 0.02655696, 0.02739164, 0.02822633,
       0.02906101, 0.0298957 , 0.03073038, 0.03156506, 0.03239975,
       0.03323443, 0.03406912, 0.0349038 ]), 2990: array([5.68767923e-05, 3.91764530e-05, 2.98946610e-05, 2.50274287e-05,
       2.24751251e-05, 2.11367355e-05, 2.04349041e-05, 2.00668742e-05,
       1.98738849e-05, 1.97726842e-05, 1.97196160e-05, 1.96917879e-05,
       1.96771952e-05, 1.96695431e-05, 1.96655304e-05, 1.96634262e-05,
       1.96623228e-05, 1.96617442e-05, 1.96614408e-05, 1.96612817e-05,
       1.96611982e-05, 1.96611545e-05, 1.96611315e-05, 1.96611195e-05,
       1.96611132e-05, 1.96611099e-05, 1.96611082e-05, 1.96611073e-05]), 2995: array([0.00090537, 0.0009816 , 0.00105782, 0.00113405, 0.00121028,
       0.0012865 , 0.00136273, 0.00143895, 0.00151518, 0.00159141,
       0.00166763, 0.00174386, 0.00182008, 0.00189631, 0.00197254,
       0.00204876, 0.00212499, 0.00220121, 0.00227744, 0.00235366,
       0.00242989, 0.00250612, 0.00258234, 0.00265857, 0.00273479,
       0.00281102, 0.00288725, 0.00296347]), 3000: array([2.83438381e-05, 2.82242905e-05, 2.81406071e-05, 2.80820286e-05,
       2.80410236e-05, 2.80123201e-05, 2.79922276e-05, 2.79781628e-05,
       2.79683174e-05, 2.79614256e-05, 2.79566014e-05, 2.79532244e-05,
       2.79508605e-05, 2.79492058e-05, 2.79480475e-05, 2.79472367e-05,
       2.79466691e-05, 2.79462718e-05, 2.79459937e-05, 2.79457990e-05,
       2.79456627e-05, 2.79455673e-05, 2.79455006e-05, 2.79454538e-05,
       2.79454211e-05, 2.79453982e-05, 2.79453822e-05, 2.79453709e-05]), 3005: array([0.0039248 , 0.00400091, 0.00407702, 0.00415312, 0.00422923,
       0.00430534, 0.00438145, 0.00445756, 0.00453366, 0.00460977,
       0.00468588, 0.00476199, 0.0048381 , 0.0049142 , 0.00499031,
       0.00506642, 0.00514253, 0.00521864, 0.00529474, 0.00537085,
       0.00544696, 0.00552307, 0.00559918, 0.00567529, 0.00575139,
       0.0058275 , 0.00590361, 0.00597972]), 3010: array([2.64829796e-05, 2.67591881e-05, 2.70353965e-05, 2.73116050e-05,
       2.75878135e-05, 2.78640219e-05, 2.81402304e-05, 2.84164389e-05,
       2.86926473e-05, 2.89688558e-05, 2.92450642e-05, 2.95212727e-05,
       2.97974812e-05, 3.00736896e-05, 3.03498981e-05, 3.06261066e-05,
       3.09023150e-05, 3.11785235e-05, 3.14547320e-05, 3.17309404e-05,
       3.20071489e-05, 3.22833574e-05, 3.25595658e-05, 3.28357743e-05,
       3.31119828e-05, 3.33881912e-05, 3.36643997e-05, 3.39406082e-05]), 3015: array([0.00017535, 0.00022126, 0.00026716, 0.00031306, 0.00035897,
       0.00040487, 0.00045077, 0.00049668, 0.00054258, 0.00058848,
       0.00063439, 0.00068029, 0.00072619, 0.0007721 , 0.000818  ,
       0.0008639 , 0.0009098 , 0.00095571, 0.00100161, 0.00104751,
       0.00109341, 0.00113932, 0.00118522, 0.00123112, 0.00127702,
       0.00132293, 0.00136883, 0.00141473]), 3020: array([0.00124055, 0.00127456, 0.00130858, 0.00134259, 0.00137661,
       0.00141062, 0.00144463, 0.00147865, 0.00151266, 0.00154668,
       0.00158069, 0.00161471, 0.00164872, 0.00168274, 0.00171675,
       0.00175076, 0.00178478, 0.00181879, 0.00185281, 0.00188682,
       0.00192084, 0.00195485, 0.00198886, 0.00202288, 0.00205689,
       0.00209091, 0.00212492, 0.00215894]), 3025: array([0.00116367, 0.00113092, 0.00110642, 0.00108808, 0.00107436,
       0.00106409, 0.00105641, 0.00105066, 0.00104636, 0.00104315,
       0.00104074, 0.00103894, 0.00103759, 0.00103658, 0.00103583,
       0.00103526, 0.00103484, 0.00103452, 0.00103429, 0.00103411,
       0.00103398, 0.00103388, 0.0010338 , 0.00103375, 0.00103371,
       0.00103368, 0.00103365, 0.00103363]), 3030: array([5.25215567e-04, 4.70184913e-04, 4.20920222e-04, 3.76817353e-04,
       3.37335462e-04, 3.01990377e-04, 2.70348655e-04, 2.42022266e-04,
       2.16663840e-04, 1.93962401e-04, 1.73639557e-04, 1.55446086e-04,
       1.39158878e-04, 1.24578199e-04, 1.11525244e-04, 9.98399425e-05,
       8.93789952e-05, 8.00141177e-05, 7.16304667e-05, 6.41252319e-05,
       5.74063753e-05, 5.13915023e-05, 4.60068515e-05, 4.11863897e-05,
       3.68710029e-05, 3.30077707e-05, 2.95493174e-05, 2.64532316e-05]), 3035: array([0.00226948, 0.00236125, 0.00245302, 0.0025448 , 0.00263657,
       0.00272835, 0.00282012, 0.00291189, 0.00300367, 0.00309544,
       0.00318722, 0.00327899, 0.00337077, 0.00346254, 0.00355431,
       0.00364609, 0.00373786, 0.00382964, 0.00392141, 0.00401318,
       0.00410496, 0.00419673, 0.00428851, 0.00438028, 0.00447205,
       0.00456383, 0.0046556 , 0.00474738]), 3040: array([6.03651141e-05, 8.60480613e-05, 1.09768926e-04, 1.31677603e-04,
       1.51912538e-04, 1.70601598e-04, 1.87862882e-04, 2.03805468e-04,
       2.18530098e-04, 2.32129821e-04, 2.44690575e-04, 2.56291733e-04,
       2.67006606e-04, 2.76902902e-04, 2.86043157e-04, 2.94485130e-04,
       3.02282167e-04, 3.09483539e-04, 3.16134753e-04, 3.22277838e-04,
       3.27951615e-04, 3.33191935e-04, 3.38031915e-04, 3.42502137e-04,
       3.46630851e-04, 3.50444147e-04, 3.53966121e-04, 3.57219028e-04]), 3045: array([0.0004731 , 0.00048946, 0.00050583, 0.00052219, 0.00053855,
       0.00055492, 0.00057128, 0.00058765, 0.00060401, 0.00062038,
       0.00063674, 0.00065311, 0.00066947, 0.00068583, 0.0007022 ,
       0.00071856, 0.00073493, 0.00075129, 0.00076766, 0.00078402,
       0.00080038, 0.00081675, 0.00083311, 0.00084948, 0.00086584,
       0.00088221, 0.00089857, 0.00091494]), 3050: array([0.00163487, 0.00170936, 0.00178384, 0.00185833, 0.00193281,
       0.0020073 , 0.00208178, 0.00215627, 0.00223075, 0.00230524,
       0.00237972, 0.00245421, 0.00252869, 0.00260318, 0.00267766,
       0.00275214, 0.00282663, 0.00290111, 0.0029756 , 0.00305008,
       0.00312457, 0.00319905, 0.00327354, 0.00334802, 0.00342251,
       0.00349699, 0.00357148, 0.00364596]), 3055: array([0.00050579, 0.00069443, 0.00088306, 0.00107169, 0.00126033,
       0.00144896, 0.00163759, 0.00182622, 0.00201484, 0.00220347,
       0.00239209, 0.00258072, 0.00276934, 0.00295796, 0.00314658,
       0.0033352 , 0.00352382, 0.00371244, 0.00390105, 0.00408966,
       0.00427828, 0.00446689, 0.0046555 , 0.00484411, 0.00503272,
       0.00522132, 0.00540993, 0.00559854]), 3060: array([0.01090402, 0.01141112, 0.01191821, 0.01242531, 0.01293241,
       0.0134395 , 0.0139466 , 0.0144537 , 0.0149608 , 0.01546789,
       0.01597499, 0.01648209, 0.01698918, 0.01749628, 0.01800338,
       0.01851048, 0.01901757, 0.01952467, 0.02003177, 0.02053886,
       0.02104596, 0.02155306, 0.02206016, 0.02256725, 0.02307435,
       0.02358145, 0.02408854, 0.02459564]), 3065: array([0.00255817, 0.00264675, 0.00273532, 0.00282389, 0.00291247,
       0.00300104, 0.00308961, 0.00317819, 0.00326676, 0.00335534,
       0.00344391, 0.00353248, 0.00362106, 0.00370963, 0.0037982 ,
       0.00388678, 0.00397535, 0.00406393, 0.0041525 , 0.00424107,
       0.00432965, 0.00441822, 0.00450679, 0.00459537, 0.00468394,
       0.00477252, 0.00486109, 0.00494966]), 3070: array([0.00090974, 0.00090362, 0.00090057, 0.00089904, 0.00089827,
       0.00089789, 0.0008977 , 0.00089761, 0.00089756, 0.00089753,
       0.00089752, 0.00089752, 0.00089751, 0.00089751, 0.00089751,
       0.00089751, 0.00089751, 0.00089751, 0.00089751, 0.00089751,
       0.00089751, 0.00089751, 0.00089751, 0.00089751, 0.00089751,
       0.00089751, 0.00089751, 0.00089751]), 3075: array([0.00023933, 0.00023968, 0.00023986, 0.00023994, 0.00023999,
       0.00024001, 0.00024002, 0.00024003, 0.00024003, 0.00024003,
       0.00024003, 0.00024003, 0.00024003, 0.00024003, 0.00024003,
       0.00024003, 0.00024003, 0.00024003, 0.00024003, 0.00024003,
       0.00024003, 0.00024003, 0.00024003, 0.00024003, 0.00024003,
       0.00024003, 0.00024003, 0.00024003]), 3080: array([0.000417  , 0.00057715, 0.00073702, 0.0008966 , 0.00105591,
       0.00121494, 0.00137369, 0.00153216, 0.00169035, 0.00184827,
       0.00200591, 0.00216327, 0.00232036, 0.00247718, 0.00263371,
       0.00278998, 0.00294597, 0.00310169, 0.00325713, 0.00341231,
       0.00356721, 0.00372184, 0.0038762 , 0.00403029, 0.0041841 ,
       0.00433765, 0.00449094, 0.00464395]), 3085: array([4.47868116e-05, 4.47993496e-05, 4.48116370e-05, 4.48236786e-05,
       4.48354793e-05, 4.48470441e-05, 4.48583775e-05, 4.48694843e-05,
       4.48803690e-05, 4.48910360e-05, 4.49014896e-05, 4.49117342e-05,
       4.49217739e-05, 4.49316128e-05, 4.49412549e-05, 4.49507042e-05,
       4.49599645e-05, 4.49690396e-05, 4.49779332e-05, 4.49866489e-05,
       4.49951904e-05, 4.50035610e-05, 4.50117642e-05, 4.50198033e-05,
       4.50276816e-05, 4.50354024e-05, 4.50429688e-05, 4.50503839e-05]), 3090: array([8.94954743e-05, 8.16600509e-05, 7.45106283e-05, 6.79871462e-05,
       6.20348029e-05, 5.66035944e-05, 5.16478948e-05, 4.71260727e-05,
       4.30001416e-05, 3.92354407e-05, 3.58003440e-05, 3.26659941e-05,
       2.98060603e-05, 2.71965172e-05, 2.48154427e-05, 2.26428342e-05,
       2.06604402e-05, 1.88516072e-05, 1.72011397e-05, 1.56951726e-05,
       1.43210547e-05, 1.30672426e-05, 1.19232032e-05, 1.08793258e-05,
       9.92684116e-06, 9.05774770e-06, 8.26474442e-06, 7.54116954e-06]), 3095: array([7.72862205e-05, 7.83700192e-05, 7.90357775e-05, 7.94447410e-05,
       7.96959600e-05, 7.98502793e-05, 7.99450749e-05, 8.00033062e-05,
       8.00390766e-05, 8.00610498e-05, 8.00745475e-05, 8.00828389e-05,
       8.00879322e-05, 8.00910609e-05, 8.00929828e-05, 8.00941634e-05,
       8.00948886e-05, 8.00953341e-05, 8.00956077e-05, 8.00957758e-05,
       8.00958791e-05, 8.00959425e-05, 8.00959815e-05, 8.00960054e-05,
       8.00960201e-05, 8.00960291e-05, 8.00960347e-05, 8.00960381e-05]), 3100: array([0.0002162 , 0.00022564, 0.00023508, 0.00024452, 0.00025396,
       0.0002634 , 0.00027284, 0.00028228, 0.00029172, 0.00030116,
       0.0003106 , 0.00032004, 0.00032948, 0.00033892, 0.00034836,
       0.0003578 , 0.00036724, 0.00037667, 0.00038611, 0.00039555,
       0.00040499, 0.00041443, 0.00042387, 0.00043331, 0.00044275,
       0.00045219, 0.00046163, 0.00047107]), 3105: array([8.11482134e-05, 8.12012473e-05, 8.12383709e-05, 8.12643572e-05,
       8.12825476e-05, 8.12952808e-05, 8.13041940e-05, 8.13104332e-05,
       8.13148006e-05, 8.13178578e-05, 8.13199979e-05, 8.13214959e-05,
       8.13225445e-05, 8.13232785e-05, 8.13237923e-05, 8.13241520e-05,
       8.13244037e-05, 8.13245799e-05, 8.13247033e-05, 8.13247897e-05,
       8.13248501e-05, 8.13248924e-05, 8.13249220e-05, 8.13249428e-05,
       8.13249573e-05, 8.13249675e-05, 8.13249746e-05, 8.13249795e-05]), 3110: array([0.00039267, 0.00041173, 0.00043079, 0.00044986, 0.00046892,
       0.00048798, 0.00050705, 0.00052611, 0.00054518, 0.00056424,
       0.0005833 , 0.00060237, 0.00062143, 0.00064049, 0.00065956,
       0.00067862, 0.00069769, 0.00071675, 0.00073581, 0.00075488,
       0.00077394, 0.000793  , 0.00081207, 0.00083113, 0.0008502 ,
       0.00086926, 0.00088832, 0.00090739]), 3115: array([8.81226146e-05, 8.84974355e-05, 8.86848437e-05, 8.87785468e-05,
       8.88253978e-05, 8.88488230e-05, 8.88605355e-05, 8.88663917e-05,
       8.88693198e-05, 8.88707838e-05, 8.88715158e-05, 8.88718818e-05,
       8.88720648e-05, 8.88721562e-05, 8.88722020e-05, 8.88722249e-05,
       8.88722363e-05, 8.88722420e-05, 8.88722449e-05, 8.88722463e-05,
       8.88722470e-05, 8.88722474e-05, 8.88722476e-05, 8.88722477e-05,
       8.88722477e-05, 8.88722477e-05, 8.88722477e-05, 8.88722477e-05]), 3120: array([2.54224735e-04, 2.30604297e-04, 2.09178473e-04, 1.89743357e-04,
       1.72113991e-04, 1.56122599e-04, 1.41616993e-04, 1.28459128e-04,
       1.16523781e-04, 1.05697368e-04, 9.58768543e-05, 8.69687812e-05,
       7.88883719e-05, 7.15587269e-05, 6.49100915e-05, 5.88791918e-05,
       5.34086330e-05, 4.84463530e-05, 4.39451267e-05, 3.98621168e-05,
       3.61584661e-05, 3.27989278e-05, 2.97515298e-05, 2.69872706e-05,
       2.44798433e-05, 2.22053853e-05, 2.01422510e-05, 1.82708059e-05]), 3125: array([0.00067078, 0.00072268, 0.00077457, 0.00082647, 0.00087837,
       0.00093026, 0.00098216, 0.00103405, 0.00108595, 0.00113784,
       0.00118974, 0.00124164, 0.00129353, 0.00134543, 0.00139732,
       0.00144922, 0.00150111, 0.00155301, 0.00160491, 0.0016568 ,
       0.0017087 , 0.00176059, 0.00181249, 0.00186438, 0.00191628,
       0.00196818, 0.00202007, 0.00207197]), 3130: array([0.00096156, 0.00098458, 0.00100761, 0.00103063, 0.00105366,
       0.00107668, 0.00109971, 0.00112273, 0.00114576, 0.00116879,
       0.00119181, 0.00121484, 0.00123786, 0.00126089, 0.00128391,
       0.00130694, 0.00132996, 0.00135299, 0.00137601, 0.00139904,
       0.00142206, 0.00144509, 0.00146811, 0.00149114, 0.00151416,
       0.00153719, 0.00156022, 0.00158324]), 3135: array([0.01158663, 0.01187564, 0.01216466, 0.01245368, 0.0127427 ,
       0.01303172, 0.01332074, 0.01360976, 0.01389877, 0.01418779,
       0.01447681, 0.01476583, 0.01505485, 0.01534387, 0.01563289,
       0.01592191, 0.01621092, 0.01649994, 0.01678896, 0.01707798,
       0.017367  , 0.01765602, 0.01794504, 0.01823406, 0.01852307,
       0.01881209, 0.01910111, 0.01939013]), 3140: array([0.0003106 , 0.00029762, 0.00028773, 0.0002802 , 0.00027446,
       0.00027009, 0.00026675, 0.00026422, 0.00026228, 0.00026081,
       0.00025968, 0.00025883, 0.00025817, 0.00025768, 0.0002573 ,
       0.00025701, 0.00025679, 0.00025662, 0.0002565 , 0.0002564 ,
       0.00025632, 0.00025627, 0.00025623, 0.00025619, 0.00025617,
       0.00025615, 0.00025613, 0.00025612]), 3145: array([0.00226779, 0.00243008, 0.00259237, 0.00275466, 0.00291695,
       0.00307924, 0.00324153, 0.00340382, 0.00356612, 0.00372841,
       0.0038907 , 0.00405299, 0.00421528, 0.00437757, 0.00453986,
       0.00470215, 0.00486444, 0.00502673, 0.00518902, 0.00535131,
       0.0055136 , 0.00567589, 0.00583818, 0.00600047, 0.00616276,
       0.00632505, 0.00648735, 0.00664964]), 3150: array([3.15328906e-05, 1.98395610e-05, 1.25099250e-05, 7.91554814e-06,
       5.03569177e-06, 3.23053451e-06, 2.09902228e-06, 1.38976555e-06,
       9.45187852e-07, 6.66516780e-07, 4.91839630e-07, 3.82348153e-07,
       3.13716490e-07, 2.70696656e-07, 2.43730878e-07, 2.26828136e-07,
       2.16233126e-07, 2.09591941e-07, 2.05429101e-07, 2.02819741e-07,
       2.01184136e-07, 2.00158904e-07, 1.99516265e-07, 1.99113446e-07,
       1.98860949e-07, 1.98702679e-07, 1.98603472e-07, 1.98541286e-07]), 3155: array([0.0003364 , 0.00035045, 0.0003645 , 0.00037854, 0.00039259,
       0.00040663, 0.00042068, 0.00043473, 0.00044877, 0.00046282,
       0.00047687, 0.00049091, 0.00050496, 0.000519  , 0.00053305,
       0.0005471 , 0.00056114, 0.00057519, 0.00058923, 0.00060328,
       0.00061733, 0.00063137, 0.00064542, 0.00065947, 0.00067351,
       0.00068756, 0.0007016 , 0.00071565]), 3160: array([0.00058328, 0.00061342, 0.00064357, 0.00067371, 0.00070385,
       0.00073399, 0.00076414, 0.00079428, 0.00082442, 0.00085456,
       0.0008847 , 0.00091485, 0.00094499, 0.00097513, 0.00100527,
       0.00103542, 0.00106556, 0.0010957 , 0.00112584, 0.00115599,
       0.00118613, 0.00121627, 0.00124641, 0.00127655, 0.0013067 ,
       0.00133684, 0.00136698, 0.00139712]), 3165: array([3.10301763e-05, 2.28348355e-05, 1.68039566e-05, 1.23658861e-05,
       9.09994918e-06, 6.69657503e-06, 4.92795320e-06, 3.62644001e-06,
       2.66866795e-06, 1.96385194e-06, 1.44518406e-06, 1.06350095e-06,
       7.82623716e-07, 5.75928639e-07, 4.23823557e-07, 3.11890770e-07,
       2.29520420e-07, 1.68904806e-07, 1.24298312e-07, 9.14727858e-08,
       6.73167712e-08, 4.95405733e-08, 3.64592261e-08, 2.68327782e-08,
       1.97487602e-08, 1.45356939e-08, 1.06994444e-08, 7.87638229e-09]), 3170: array([0.00181768, 0.0019267 , 0.00203571, 0.00214473, 0.00225374,
       0.00236276, 0.00247178, 0.00258079, 0.00268981, 0.00279883,
       0.00290784, 0.00301686, 0.00312587, 0.00323489, 0.00334391,
       0.00345292, 0.00356194, 0.00367095, 0.00377997, 0.00388899,
       0.003998  , 0.00410702, 0.00421603, 0.00432505, 0.00443407,
       0.00454308, 0.0046521 , 0.00476112]), 3175: array([0.00263658, 0.00272455, 0.00281252, 0.00290049, 0.00298845,
       0.00307642, 0.00316439, 0.00325236, 0.00334033, 0.0034283 ,
       0.00351627, 0.00360424, 0.00369221, 0.00378018, 0.00386815,
       0.00395612, 0.00404409, 0.00413206, 0.00422003, 0.00430799,
       0.00439596, 0.00448393, 0.0045719 , 0.00465987, 0.00474784,
       0.00483581, 0.00492378, 0.00501175]), 3180: array([0.00200912, 0.00205162, 0.00209411, 0.0021366 , 0.00217909,
       0.00222159, 0.00226408, 0.00230657, 0.00234906, 0.00239156,
       0.00243405, 0.00247654, 0.00251903, 0.00256153, 0.00260402,
       0.00264651, 0.002689  , 0.0027315 , 0.00277399, 0.00281648,
       0.00285897, 0.00290147, 0.00294396, 0.00298645, 0.00302894,
       0.00307144, 0.00311393, 0.00315642]), 3185: array([0.00040818, 0.00042663, 0.00044507, 0.00046352, 0.00048197,
       0.00050042, 0.00051887, 0.00053732, 0.00055577, 0.00057421,
       0.00059266, 0.00061111, 0.00062956, 0.00064801, 0.00066646,
       0.00068491, 0.00070336, 0.0007218 , 0.00074025, 0.0007587 ,
       0.00077715, 0.0007956 , 0.00081405, 0.0008325 , 0.00085094,
       0.00086939, 0.00088784, 0.00090629]), 3190: array([1.47756385e-04, 1.25616659e-04, 1.06794337e-04, 9.07923402e-05,
       7.71880735e-05, 6.56222623e-05, 5.57894654e-05, 4.74300090e-05,
       4.03231288e-05, 3.42811393e-05, 2.91444779e-05, 2.47774909e-05,
       2.10648507e-05, 1.79085104e-05, 1.52251142e-05, 1.29437965e-05,
       1.10043102e-05, 9.35543530e-06, 7.95362689e-06, 6.76186463e-06,
       5.74867533e-06, 4.88730173e-06, 4.15499584e-06, 3.53241824e-06,
       3.00312730e-06, 2.55314501e-06, 2.17058780e-06, 1.84535274e-06]), 3195: array([9.78352105e-05, 9.75913878e-05, 9.74694782e-05, 9.74085243e-05,
       9.73780477e-05, 9.73628097e-05, 9.73551907e-05, 9.73513813e-05,
       9.73494767e-05, 9.73485243e-05, 9.73480482e-05, 9.73478101e-05,
       9.73476911e-05, 9.73476315e-05, 9.73476018e-05, 9.73475869e-05,
       9.73475795e-05, 9.73475757e-05, 9.73475739e-05, 9.73475730e-05,
       9.73475725e-05, 9.73475723e-05, 9.73475721e-05, 9.73475721e-05,
       9.73475721e-05, 9.73475720e-05, 9.73475720e-05, 9.73475720e-05]), 3200: array([0.00295464, 0.00312428, 0.00329392, 0.00346356, 0.00363319,
       0.00380283, 0.00397247, 0.00414211, 0.00431175, 0.00448139,
       0.00465103, 0.00482066, 0.0049903 , 0.00515994, 0.00532958,
       0.00549922, 0.00566886, 0.0058385 , 0.00600813, 0.00617777,
       0.00634741, 0.00651705, 0.00668669, 0.00685633, 0.00702596,
       0.0071956 , 0.00736524, 0.00753488]), 3205: array([5.96509134e-05, 5.97606407e-05, 5.98155037e-05, 5.98429350e-05,
       5.98566505e-05, 5.98635081e-05, 5.98669369e-05, 5.98686513e-05,
       5.98695085e-05, 5.98699371e-05, 5.98701514e-05, 5.98702585e-05,
       5.98703121e-05, 5.98703389e-05, 5.98703523e-05, 5.98703590e-05,
       5.98703623e-05, 5.98703640e-05, 5.98703648e-05, 5.98703652e-05,
       5.98703655e-05, 5.98703656e-05, 5.98703656e-05, 5.98703656e-05,
       5.98703657e-05, 5.98703657e-05, 5.98703657e-05, 5.98703657e-05]), 3210: array([3.30705510e-05, 4.36636504e-05, 5.08661132e-05, 5.57632135e-05,
       5.90928512e-05, 6.13567393e-05, 6.28960027e-05, 6.39425790e-05,
       6.46541675e-05, 6.51379909e-05, 6.54669522e-05, 6.56906197e-05,
       6.58426957e-05, 6.59460953e-05, 6.60163988e-05, 6.60641996e-05,
       6.60967003e-05, 6.61187981e-05, 6.61338229e-05, 6.61440386e-05,
       6.61509844e-05, 6.61557071e-05, 6.61589181e-05, 6.61611013e-05,
       6.61625857e-05, 6.61635950e-05, 6.61642812e-05, 6.61647478e-05]), 3215: array([0.00063197, 0.00065996, 0.00068794, 0.00071592, 0.00074391,
       0.00077189, 0.00079987, 0.00082786, 0.00085584, 0.00088382,
       0.0009118 , 0.00093979, 0.00096777, 0.00099575, 0.00102374,
       0.00105172, 0.0010797 , 0.00110769, 0.00113567, 0.00116365,
       0.00119164, 0.00121962, 0.0012476 , 0.00127559, 0.00130357,
       0.00133155, 0.00135953, 0.00138752]), 3220: array([8.06152076e-05, 8.01338693e-05, 7.98932028e-05, 7.97728708e-05,
       7.97127055e-05, 7.96826231e-05, 7.96675821e-05, 7.96600617e-05,
       7.96563015e-05, 7.96544214e-05, 7.96534814e-05, 7.96530114e-05,
       7.96527764e-05, 7.96526589e-05, 7.96526002e-05, 7.96525708e-05,
       7.96525561e-05, 7.96525488e-05, 7.96525451e-05, 7.96525433e-05,
       7.96525423e-05, 7.96525419e-05, 7.96525416e-05, 7.96525415e-05,
       7.96525415e-05, 7.96525414e-05, 7.96525414e-05, 7.96525414e-05]), 3225: array([0.00022912, 0.00023783, 0.00024654, 0.00025525, 0.00026396,
       0.00027267, 0.00028138, 0.0002901 , 0.00029881, 0.00030752,
       0.00031623, 0.00032494, 0.00033365, 0.00034236, 0.00035108,
       0.00035979, 0.0003685 , 0.00037721, 0.00038592, 0.00039463,
       0.00040335, 0.00041206, 0.00042077, 0.00042948, 0.00043819,
       0.0004469 , 0.00045561, 0.00046433]), 3230: array([7.19386039e-05, 7.20017379e-05, 7.20333049e-05, 7.20490884e-05,
       7.20569801e-05, 7.20609260e-05, 7.20628990e-05, 7.20638854e-05,
       7.20643787e-05, 7.20646253e-05, 7.20647486e-05, 7.20648102e-05,
       7.20648411e-05, 7.20648565e-05, 7.20648642e-05, 7.20648680e-05,
       7.20648700e-05, 7.20648709e-05, 7.20648714e-05, 7.20648717e-05,
       7.20648718e-05, 7.20648718e-05, 7.20648719e-05, 7.20648719e-05,
       7.20648719e-05, 7.20648719e-05, 7.20648719e-05, 7.20648719e-05]), 3235: array([8.94472675e-05, 8.95437853e-05, 8.96113473e-05, 8.96586403e-05,
       8.96917452e-05, 8.97149184e-05, 8.97311396e-05, 8.97424943e-05,
       8.97504426e-05, 8.97560063e-05, 8.97599009e-05, 8.97626271e-05,
       8.97645354e-05, 8.97658712e-05, 8.97668063e-05, 8.97674608e-05,
       8.97679190e-05, 8.97682397e-05, 8.97684642e-05, 8.97686214e-05,
       8.97687314e-05, 8.97688084e-05, 8.97688623e-05, 8.97689000e-05,
       8.97689264e-05, 8.97689449e-05, 8.97689579e-05, 8.97689669e-05]), 3240: array([0.00032235, 0.00032331, 0.00032401, 0.00032452, 0.0003249 ,
       0.00032518, 0.00032538, 0.00032554, 0.00032565, 0.00032573,
       0.00032579, 0.00032583, 0.00032586, 0.00032589, 0.0003259 ,
       0.00032592, 0.00032593, 0.00032593, 0.00032594, 0.00032594,
       0.00032594, 0.00032595, 0.00032595, 0.00032595, 0.00032595,
       0.00032595, 0.00032595, 0.00032595]), 3245: array([0.00048956, 0.00051137, 0.00053317, 0.00055498, 0.00057678,
       0.00059858, 0.00062039, 0.00064219, 0.000664  , 0.0006858 ,
       0.00070761, 0.00072941, 0.00075121, 0.00077302, 0.00079482,
       0.00081663, 0.00083843, 0.00086024, 0.00088204, 0.00090384,
       0.00092565, 0.00094745, 0.00096926, 0.00099106, 0.00101286,
       0.00103467, 0.00105647, 0.00107828]), 3250: array([0.00038028, 0.0003715 , 0.00036318, 0.00035532, 0.00034787,
       0.00034083, 0.00033416, 0.00032785, 0.00032188, 0.00031623,
       0.00031088, 0.00030582, 0.00030103, 0.0002965 , 0.00029221,
       0.00028815, 0.00028431, 0.00028068, 0.00027724, 0.00027398,
       0.0002709 , 0.00026799, 0.00026523, 0.00026262, 0.00026014,
       0.00025781, 0.00025559, 0.0002535 ]), 3255: array([0.00053089, 0.0005484 , 0.00056592, 0.00058343, 0.00060094,
       0.00061846, 0.00063597, 0.00065349, 0.000671  , 0.00068851,
       0.00070603, 0.00072354, 0.00074105, 0.00075857, 0.00077608,
       0.0007936 , 0.00081111, 0.00082862, 0.00084614, 0.00086365,
       0.00088116, 0.00089868, 0.00091619, 0.00093371, 0.00095122,
       0.00096873, 0.00098625, 0.00100376]), 3260: array([0.00022318, 0.00023514, 0.0002471 , 0.00025906, 0.00027101,
       0.00028297, 0.00029493, 0.00030688, 0.00031884, 0.0003308 ,
       0.00034276, 0.00035471, 0.00036667, 0.00037863, 0.00039058,
       0.00040254, 0.00041449, 0.00042645, 0.00043841, 0.00045036,
       0.00046232, 0.00047427, 0.00048623, 0.00049819, 0.00051014,
       0.0005221 , 0.00053405, 0.00054601]), 3265: array([0.00144696, 0.00144305, 0.00144109, 0.00144012, 0.00143963,
       0.00143938, 0.00143926, 0.0014392 , 0.00143917, 0.00143916,
       0.00143915, 0.00143914, 0.00143914, 0.00143914, 0.00143914,
       0.00143914, 0.00143914, 0.00143914, 0.00143914, 0.00143914,
       0.00143914, 0.00143914, 0.00143914, 0.00143914, 0.00143914,
       0.00143914, 0.00143914, 0.00143914]), 3270: array([4.51522812e-04, 3.99032262e-04, 3.52643860e-04, 3.11648218e-04,
       2.75418414e-04, 2.43400410e-04, 2.15104573e-04, 1.90098193e-04,
       1.67998863e-04, 1.48468631e-04, 1.31208834e-04, 1.15955529e-04,
       1.02475456e-04, 9.05624726e-05, 8.00344014e-05, 7.07302430e-05,
       6.25077146e-05, 5.52410743e-05, 4.88191978e-05, 4.31438794e-05,
       3.81283300e-05, 3.36958499e-05, 2.97786559e-05, 2.63168448e-05,
       2.32574773e-05, 2.05537684e-05, 1.81643719e-05, 1.60527483e-05]), 3275: array([0.00039727, 0.00039744, 0.00039753, 0.00039757, 0.00039759,
       0.0003976 , 0.0003976 , 0.00039761, 0.00039761, 0.00039761,
       0.00039761, 0.00039761, 0.00039761, 0.00039761, 0.00039761,
       0.00039761, 0.00039761, 0.00039761, 0.00039761, 0.00039761,
       0.00039761, 0.00039761, 0.00039761, 0.00039761, 0.00039761,
       0.00039761, 0.00039761, 0.00039761]), 3280: array([0.00014208, 0.00014299, 0.00014344, 0.00014366, 0.00014378,
       0.00014383, 0.00014386, 0.00014387, 0.00014388, 0.00014389,
       0.00014389, 0.00014389, 0.00014389, 0.00014389, 0.00014389,
       0.00014389, 0.00014389, 0.00014389, 0.00014389, 0.00014389,
       0.00014389, 0.00014389, 0.00014389, 0.00014389, 0.00014389,
       0.00014389, 0.00014389, 0.00014389]), 3285: array([0.0008106 , 0.0007616 , 0.00071561, 0.00067244, 0.00063192,
       0.00059389, 0.00055819, 0.00052468, 0.00049323, 0.0004637 ,
       0.00043599, 0.00040998, 0.00038557, 0.00036265, 0.00034114,
       0.00032095, 0.000302  , 0.00028421, 0.00026751, 0.00025184,
       0.00023713, 0.00022332, 0.00021036, 0.0001982 , 0.00018678,
       0.00017606, 0.000166  , 0.00015656]), 3290: array([0.00641618, 0.0069698 , 0.00752342, 0.00807703, 0.00863065,
       0.00918427, 0.00973789, 0.01029151, 0.01084512, 0.01139874,
       0.01195236, 0.01250598, 0.0130596 , 0.01361321, 0.01416683,
       0.01472045, 0.01527407, 0.01582769, 0.0163813 , 0.01693492,
       0.01748854, 0.01804216, 0.01859578, 0.01914939, 0.01970301,
       0.02025663, 0.02081025, 0.02136386]), 3295: array([0.00027914, 0.00027929, 0.00027939, 0.00027945, 0.00027948,
       0.00027951, 0.00027952, 0.00027953, 0.00027953, 0.00027954,
       0.00027954, 0.00027954, 0.00027954, 0.00027954, 0.00027954,
       0.00027954, 0.00027954, 0.00027954, 0.00027954, 0.00027954,
       0.00027954, 0.00027954, 0.00027954, 0.00027954, 0.00027954,
       0.00027954, 0.00027954, 0.00027954]), 3300: array([5.12323346e-04, 4.66264583e-04, 4.24346585e-04, 3.86197088e-04,
       3.51477299e-04, 3.19878879e-04, 2.91121214e-04, 2.64948913e-04,
       2.41129548e-04, 2.19451586e-04, 1.99722511e-04, 1.81767115e-04,
       1.65425941e-04, 1.50553867e-04, 1.37018818e-04, 1.24700595e-04,
       1.13489801e-04, 1.03286878e-04, 9.40012149e-05, 8.55503497e-05,
       7.78592321e-05, 7.08595596e-05, 6.44891700e-05, 5.86914897e-05,
       5.34150311e-05, 4.86129354e-05, 4.42425565e-05, 4.02650825e-05]), 3305: array([0.00336891, 0.00367734, 0.00398578, 0.00429422, 0.00460265,
       0.00491109, 0.00521952, 0.00552796, 0.0058364 , 0.00614483,
       0.00645327, 0.00676171, 0.00707014, 0.00737858, 0.00768702,
       0.00799545, 0.00830389, 0.00861233, 0.00892076, 0.0092292 ,
       0.00953764, 0.00984607, 0.01015451, 0.01046295, 0.01077138,
       0.01107982, 0.01138826, 0.01169669]), 3310: array([7.35326300e-08, 1.17186488e-07, 1.60305669e-07, 2.02896723e-07,
       2.44966116e-07, 2.86520240e-07, 3.27565405e-07, 3.68107844e-07,
       4.08153716e-07, 4.47709101e-07, 4.86780009e-07, 5.25372372e-07,
       5.63492052e-07, 6.01144838e-07, 6.38336449e-07, 6.75072534e-07,
       7.11358671e-07, 7.47200373e-07, 7.82603081e-07, 8.17572174e-07,
       8.52112962e-07, 8.86230690e-07, 9.19930542e-07, 9.53217634e-07,
       9.86097023e-07, 1.01857370e-06, 1.05065260e-06, 1.08233860e-06]), 3315: array([0.00028603, 0.00029567, 0.00030531, 0.00031494, 0.00032458,
       0.00033422, 0.00034385, 0.00035349, 0.00036313, 0.00037276,
       0.0003824 , 0.00039204, 0.00040167, 0.00041131, 0.00042095,
       0.00043058, 0.00044022, 0.00044986, 0.0004595 , 0.00046913,
       0.00047877, 0.00048841, 0.00049804, 0.00050768, 0.00051732,
       0.00052695, 0.00053659, 0.00054623]), 3320: array([0.00170557, 0.0017865 , 0.00186744, 0.00194837, 0.00202931,
       0.00211025, 0.00219118, 0.00227212, 0.00235305, 0.00243399,
       0.00251493, 0.00259586, 0.0026768 , 0.00275773, 0.00283867,
       0.00291961, 0.00300054, 0.00308148, 0.00316241, 0.00324335,
       0.00332429, 0.00340522, 0.00348616, 0.00356709, 0.00364803,
       0.00372897, 0.0038099 , 0.00389084]), 3325: array([6.86847611e-05, 4.11752044e-05, 2.46837618e-05, 1.47974635e-05,
       8.87082058e-06, 5.31791372e-06, 3.18801535e-06, 1.91118282e-06,
       1.14574662e-06, 6.86882552e-07, 4.11802491e-07, 2.46897360e-07,
       1.48039950e-07, 8.87768612e-08, 5.32497951e-08, 3.19520120e-08,
       1.91844064e-08, 1.15304758e-08, 6.94209377e-09, 4.19144821e-09,
       2.54248985e-09, 1.55397147e-09, 9.61373983e-10, 6.06123347e-10,
       3.93157520e-10, 2.65488660e-10, 1.88953669e-10, 1.43072435e-10]), 3330: array([0.00038662, 0.00039846, 0.00041029, 0.00042213, 0.00043397,
       0.0004458 , 0.00045764, 0.00046947, 0.00048131, 0.00049315,
       0.00050498, 0.00051682, 0.00052865, 0.00054049, 0.00055233,
       0.00056416, 0.000576  , 0.00058783, 0.00059967, 0.00061151,
       0.00062334, 0.00063518, 0.00064701, 0.00065885, 0.00067069,
       0.00068252, 0.00069436, 0.00070619]), 3335: array([0.00081741, 0.00081873, 0.00081939, 0.00081972, 0.00081989,
       0.00081998, 0.00082002, 0.00082004, 0.00082005, 0.00082006,
       0.00082006, 0.00082006, 0.00082006, 0.00082006, 0.00082006,
       0.00082006, 0.00082006, 0.00082006, 0.00082006, 0.00082006,
       0.00082006, 0.00082006, 0.00082006, 0.00082006, 0.00082006,
       0.00082006, 0.00082006, 0.00082006]), 3340: array([0.00195328, 0.00181439, 0.00168536, 0.00156552, 0.0014542 ,
       0.00135079, 0.00125473, 0.00116551, 0.00108263, 0.00100564,
       0.00093413, 0.00086771, 0.00080601, 0.00074869, 0.00069545,
       0.000646  , 0.00060006, 0.00055739, 0.00051775, 0.00048094,
       0.00044674, 0.00041497, 0.00038546, 0.00035805, 0.00033259,
       0.00030894, 0.00028697, 0.00026657]), 3345: array([0.00308304, 0.00307959, 0.0030775 , 0.00307622, 0.00307544,
       0.00307497, 0.00307468, 0.0030745 , 0.0030744 , 0.00307433,
       0.00307429, 0.00307427, 0.00307425, 0.00307424, 0.00307424,
       0.00307424, 0.00307423, 0.00307423, 0.00307423, 0.00307423,
       0.00307423, 0.00307423, 0.00307423, 0.00307423, 0.00307423,
       0.00307423, 0.00307423, 0.00307423]), 3350: array([0.00883002, 0.00930678, 0.00978353, 0.01026029, 0.01073705,
       0.0112138 , 0.01169056, 0.01216732, 0.01264407, 0.01312083,
       0.01359759, 0.01407434, 0.0145511 , 0.01502786, 0.01550461,
       0.01598137, 0.01645813, 0.01693488, 0.01741164, 0.0178884 ,
       0.01836515, 0.01884191, 0.01931867, 0.01979542, 0.02027218,
       0.02074894, 0.02122569, 0.02170245]), 3355: array([0.02502517, 0.02288438, 0.02092672, 0.01913653, 0.01749948,
       0.01600247, 0.01463353, 0.0133817 , 0.01223695, 0.01119013,
       0.01023286, 0.00935749, 0.00855699, 0.00782498, 0.00715559,
       0.00654346, 0.00598369, 0.00547181, 0.00500372, 0.00457568,
       0.00418425, 0.0038263 , 0.00349898, 0.00319966, 0.00292594,
       0.00267564, 0.00244675, 0.00223744]), 3360: array([0.00117007, 0.00120722, 0.00124437, 0.00128153, 0.00131868,
       0.00135583, 0.00139299, 0.00143014, 0.00146729, 0.00150445,
       0.0015416 , 0.00157875, 0.00161591, 0.00165306, 0.00169021,
       0.00172737, 0.00176452, 0.00180167, 0.00183883, 0.00187598,
       0.00191313, 0.00195029, 0.00198744, 0.00202459, 0.00206175,
       0.0020989 , 0.00213605, 0.00217321]), 3365: array([0.0024272 , 0.00216236, 0.00192643, 0.00171624, 0.00152898,
       0.00136215, 0.00121353, 0.00108112, 0.00096316, 0.00085807,
       0.00076445, 0.00068104, 0.00060673, 0.00054053, 0.00048155,
       0.00042901, 0.0003822 , 0.0003405 , 0.00030335, 0.00027025,
       0.00024076, 0.00021449, 0.00019109, 0.00017024, 0.00015167,
       0.00013512, 0.00012037, 0.00010724]), 3370: array([0.00042447, 0.00044116, 0.00045786, 0.00047456, 0.00049125,
       0.00050795, 0.00052465, 0.00054134, 0.00055804, 0.00057474,
       0.00059143, 0.00060813, 0.00062483, 0.00064152, 0.00065822,
       0.00067492, 0.00069161, 0.00070831, 0.00072501, 0.0007417 ,
       0.0007584 , 0.0007751 , 0.00079179, 0.00080849, 0.00082519,
       0.00084188, 0.00085858, 0.00087528]), 3375: array([0.00028372, 0.00028416, 0.00028447, 0.00028469, 0.00028484,
       0.00028494, 0.00028502, 0.00028507, 0.00028511, 0.00028513,
       0.00028515, 0.00028516, 0.00028517, 0.00028518, 0.00028518,
       0.00028519, 0.00028519, 0.00028519, 0.00028519, 0.00028519,
       0.00028519, 0.00028519, 0.00028519, 0.00028519, 0.00028519,
       0.00028519, 0.00028519, 0.00028519]), 3380: array([0.0015582 , 0.00163276, 0.00170731, 0.00178187, 0.00185643,
       0.00193099, 0.00200554, 0.0020801 , 0.00215466, 0.00222922,
       0.00230377, 0.00237833, 0.00245289, 0.00252745, 0.002602  ,
       0.00267656, 0.00275112, 0.00282568, 0.00290023, 0.00297479,
       0.00304935, 0.00312391, 0.00319846, 0.00327302, 0.00334758,
       0.00342214, 0.00349669, 0.00357125]), 3385: array([2.14060238e-05, 1.42865543e-05, 9.53496391e-06, 6.36371477e-06,
       4.24719792e-06, 2.83461779e-06, 1.89185060e-06, 1.26264030e-06,
       8.42700352e-07, 5.62429100e-07, 3.75373842e-07, 2.50531679e-07,
       1.67211029e-07, 1.11602166e-07, 7.44883697e-08, 4.97183276e-08,
       3.31866050e-08, 2.21532021e-08, 1.47894215e-08, 9.87477593e-09,
       6.59470246e-09, 4.40555541e-09, 2.94450130e-09, 1.96938219e-09,
       1.31857996e-09, 8.84229393e-10, 5.94340376e-10, 4.00866146e-10]), 3390: array([0.00129508, 0.00129429, 0.00129389, 0.0012937 , 0.0012936 ,
       0.00129355, 0.00129352, 0.00129351, 0.00129351, 0.0012935 ,
       0.0012935 , 0.0012935 , 0.0012935 , 0.0012935 , 0.0012935 ,
       0.0012935 , 0.0012935 , 0.0012935 , 0.0012935 , 0.0012935 ,
       0.0012935 , 0.0012935 , 0.0012935 , 0.0012935 , 0.0012935 ,
       0.0012935 , 0.0012935 , 0.0012935 ]), 3395: array([7.14358394e-05, 7.17298925e-05, 7.18769205e-05, 7.19504352e-05,
       7.19871929e-05, 7.20055720e-05, 7.20147616e-05, 7.20193564e-05,
       7.20216539e-05, 7.20228026e-05, 7.20233770e-05, 7.20236642e-05,
       7.20238078e-05, 7.20238796e-05, 7.20239155e-05, 7.20239334e-05,
       7.20239424e-05, 7.20239469e-05, 7.20239491e-05, 7.20239502e-05,
       7.20239508e-05, 7.20239511e-05, 7.20239512e-05, 7.20239513e-05,
       7.20239513e-05, 7.20239513e-05, 7.20239514e-05, 7.20239514e-05]), 3400: array([0.00020046, 0.00020787, 0.00021528, 0.00022268, 0.00023009,
       0.0002375 , 0.0002449 , 0.00025231, 0.00025972, 0.00026713,
       0.00027453, 0.00028194, 0.00028935, 0.00029676, 0.00030416,
       0.00031157, 0.00031898, 0.00032639, 0.00033379, 0.0003412 ,
       0.00034861, 0.00035602, 0.00036342, 0.00037083, 0.00037824,
       0.00038564, 0.00039305, 0.00040046]), 3405: array([0.00076924, 0.00076935, 0.00076941, 0.00076944, 0.00076946,
       0.00076947, 0.00076948, 0.00076948, 0.00076948, 0.00076948,
       0.00076948, 0.00076948, 0.00076948, 0.00076948, 0.00076948,
       0.00076948, 0.00076948, 0.00076948, 0.00076948, 0.00076948,
       0.00076948, 0.00076948, 0.00076948, 0.00076948, 0.00076948,
       0.00076948, 0.00076948, 0.00076948]), 3410: array([0.00031335, 0.00042008, 0.00050297, 0.00056733, 0.00061731,
       0.00065612, 0.00068625, 0.00070966, 0.00072783, 0.00074194,
       0.0007529 , 0.0007614 , 0.00076801, 0.00077314, 0.00077713,
       0.00078022, 0.00078262, 0.00078449, 0.00078594, 0.00078706,
       0.00078794, 0.00078861, 0.00078914, 0.00078955, 0.00078987,
       0.00079011, 0.00079031, 0.00079045]), 3415: array([0.00423083, 0.00423453, 0.00423638, 0.00423732, 0.00423779,
       0.00423802, 0.00423814, 0.0042382 , 0.00423823, 0.00423825,
       0.00423825, 0.00423826, 0.00423826, 0.00423826, 0.00423826,
       0.00423826, 0.00423826, 0.00423826, 0.00423826, 0.00423826,
       0.00423826, 0.00423826, 0.00423826, 0.00423826, 0.00423826,
       0.00423826, 0.00423826, 0.00423826]), 3420: array([0.00078885, 0.00076784, 0.00074808, 0.00072951, 0.00071204,
       0.00069563, 0.0006802 , 0.00066569, 0.00065205, 0.00063922,
       0.00062717, 0.00061583, 0.00060518, 0.00059516, 0.00058574,
       0.00057689, 0.00056857, 0.00056074, 0.00055339, 0.00054647,
       0.00053997, 0.00053385, 0.00052811, 0.00052271, 0.00051763,
       0.00051285, 0.00050836, 0.00050414]), 3425: array([3.81570304e-04, 3.52851591e-04, 3.26294380e-04, 3.01735985e-04,
       2.79025966e-04, 2.58025208e-04, 2.38605062e-04, 2.20646564e-04,
       2.04039705e-04, 1.88682754e-04, 1.74481637e-04, 1.61349361e-04,
       1.49205479e-04, 1.37975602e-04, 1.27590936e-04, 1.17987868e-04,
       1.09107570e-04, 1.00895644e-04, 9.33017846e-05, 8.62794739e-05,
       7.97856942e-05, 7.37806660e-05, 6.82276036e-05, 6.30924900e-05,
       5.83438684e-05, 5.39526497e-05, 4.98919341e-05, 4.61368465e-05]), 3430: array([3.39330375e-04, 3.04427158e-04, 2.73114056e-04, 2.45021793e-04,
       2.19819075e-04, 1.97208686e-04, 1.76923982e-04, 1.58725746e-04,
       1.42399364e-04, 1.27752299e-04, 1.14611819e-04, 1.02822957e-04,
       9.22466868e-05, 8.27582827e-05, 7.42458476e-05, 6.66089941e-05,
       5.97576607e-05, 5.36110495e-05, 4.80966734e-05, 4.31495011e-05,
       3.87111907e-05, 3.47294010e-05, 3.11571748e-05, 2.79523846e-05,
       2.50772363e-05, 2.24978233e-05, 2.01837264e-05, 1.81076555e-05]), 3435: array([0.00286298, 0.00211285, 0.00183708, 0.00173571, 0.00169844,
       0.00168474, 0.0016797 , 0.00167785, 0.00167717, 0.00167692,
       0.00167682, 0.00167679, 0.00167678, 0.00167677, 0.00167677,
       0.00167677, 0.00167677, 0.00167677, 0.00167677, 0.00167677,
       0.00167677, 0.00167677, 0.00167677, 0.00167677, 0.00167677,
       0.00167677, 0.00167677, 0.00167677]), 3440: array([0.00011657, 0.00011672, 0.00011679, 0.00011683, 0.00011685,
       0.00011685, 0.00011686, 0.00011686, 0.00011686, 0.00011686,
       0.00011686, 0.00011686, 0.00011686, 0.00011686, 0.00011686,
       0.00011686, 0.00011686, 0.00011686, 0.00011686, 0.00011686,
       0.00011686, 0.00011686, 0.00011686, 0.00011686, 0.00011686,
       0.00011686, 0.00011686, 0.00011686]), 3445: array([0.0012549 , 0.00131344, 0.00137198, 0.00143052, 0.00148906,
       0.00154759, 0.00160613, 0.00166467, 0.00172321, 0.00178175,
       0.00184028, 0.00189882, 0.00195736, 0.0020159 , 0.00207444,
       0.00213297, 0.00219151, 0.00225005, 0.00230859, 0.00236713,
       0.00242566, 0.0024842 , 0.00254274, 0.00260128, 0.00265982,
       0.00271835, 0.00277689, 0.00283543]), 3450: array([0.00172521, 0.00171371, 0.00170796, 0.00170509, 0.00170366,
       0.00170295, 0.00170259, 0.00170241, 0.00170232, 0.00170228,
       0.00170226, 0.00170224, 0.00170224, 0.00170224, 0.00170224,
       0.00170223, 0.00170223, 0.00170223, 0.00170223, 0.00170223,
       0.00170223, 0.00170223, 0.00170223, 0.00170223, 0.00170223,
       0.00170223, 0.00170223, 0.00170223]), 3455: array([0.00566495, 0.00586296, 0.00606097, 0.00625899, 0.006457  ,
       0.00665501, 0.00685303, 0.00705104, 0.00724906, 0.00744707,
       0.00764508, 0.0078431 , 0.00804111, 0.00823912, 0.00843714,
       0.00863515, 0.00883316, 0.00903118, 0.00922919, 0.0094272 ,
       0.00962522, 0.00982323, 0.01002124, 0.01021926, 0.01041727,
       0.01061529, 0.0108133 , 0.01101131]), 3460: array([0.00273545, 0.00280884, 0.00287627, 0.00293823, 0.00299516,
       0.00304747, 0.00309553, 0.00313969, 0.00318026, 0.00321754,
       0.00325179, 0.00328327, 0.00331218, 0.00333875, 0.00336316,
       0.00338559, 0.0034062 , 0.00342514, 0.00344254, 0.00345852,
       0.00347321, 0.00348671, 0.00349911, 0.0035105 , 0.00352097,
       0.00353059, 0.00353942, 0.00354754]), 3465: array([0.00102798, 0.00104096, 0.00105354, 0.00106571, 0.00107751,
       0.00108894, 0.00110001, 0.00111074, 0.00112113, 0.00113119,
       0.00114094, 0.00115038, 0.00115953, 0.00116839, 0.00117697,
       0.00118529, 0.00119335, 0.00120115, 0.00120871, 0.00121603,
       0.00122312, 0.00122999, 0.00123665, 0.0012431 , 0.00124934,
       0.00125539, 0.00126125, 0.00126693]), 3470: array([0.02197597, 0.02256704, 0.02315811, 0.02374918, 0.02434024,
       0.02493131, 0.02552238, 0.02611345, 0.02670452, 0.02729559,
       0.02788665, 0.02847772, 0.02906879, 0.02965986, 0.03025093,
       0.030842  , 0.03143306, 0.03202413, 0.0326152 , 0.03320627,
       0.03379734, 0.03438841, 0.03497947, 0.03557054, 0.03616161,
       0.03675268, 0.03734375, 0.03793482]), 3475: array([6.09794220e-05, 8.40833690e-05, 9.89495873e-05, 1.08515245e-04,
       1.14670260e-04, 1.18630701e-04, 1.21179043e-04, 1.22818772e-04,
       1.23873855e-04, 1.24552747e-04, 1.24989580e-04, 1.25270659e-04,
       1.25451520e-04, 1.25567895e-04, 1.25642776e-04, 1.25690958e-04,
       1.25721961e-04, 1.25741909e-04, 1.25754745e-04, 1.25763005e-04,
       1.25768319e-04, 1.25771739e-04, 1.25773939e-04, 1.25775355e-04,
       1.25776266e-04, 1.25776852e-04, 1.25777229e-04, 1.25777472e-04]), 3480: array([0.0001731 , 0.00019583, 0.00021856, 0.0002413 , 0.00026403,
       0.00028676, 0.00030949, 0.00033222, 0.00035495, 0.00037769,
       0.00040042, 0.00042315, 0.00044588, 0.00046861, 0.00049134,
       0.00051407, 0.00053681, 0.00055954, 0.00058227, 0.000605  ,
       0.00062773, 0.00065046, 0.00067319, 0.00069593, 0.00071866,
       0.00074139, 0.00076412, 0.00078685]), 3485: array([0.00010818, 0.00011237, 0.00011656, 0.00012076, 0.00012495,
       0.00012914, 0.00013334, 0.00013753, 0.00014172, 0.00014592,
       0.00015011, 0.0001543 , 0.0001585 , 0.00016269, 0.00016689,
       0.00017108, 0.00017527, 0.00017947, 0.00018366, 0.00018785,
       0.00019205, 0.00019624, 0.00020043, 0.00020463, 0.00020882,
       0.00021301, 0.00021721, 0.0002214 ]), 3490: array([7.48441236e-05, 9.99003157e-05, 1.24956242e-04, 1.50011901e-04,
       1.75067294e-04, 2.00122421e-04, 2.25177281e-04, 2.50231876e-04,
       2.75286203e-04, 3.00340265e-04, 3.25394060e-04, 3.50447589e-04,
       3.75500852e-04, 4.00553848e-04, 4.25606578e-04, 4.50659042e-04,
       4.75711240e-04, 5.00763171e-04, 5.25814836e-04, 5.50866234e-04,
       5.75917367e-04, 6.00968233e-04, 6.26018833e-04, 6.51069166e-04,
       6.76119233e-04, 7.01169034e-04, 7.26218569e-04, 7.51267838e-04]), 3495: array([0.00023139, 0.00024296, 0.00025453, 0.0002661 , 0.00027767,
       0.00028924, 0.0003008 , 0.00031237, 0.00032394, 0.00033551,
       0.00034708, 0.00035865, 0.00037022, 0.00038178, 0.00039335,
       0.00040492, 0.00041649, 0.00042806, 0.00043963, 0.00045119,
       0.00046276, 0.00047433, 0.0004859 , 0.00049747, 0.00050904,
       0.0005206 , 0.00053217, 0.00054374]), 3500: array([0.00194661, 0.00201505, 0.00208348, 0.00215191, 0.00222034,
       0.00228878, 0.00235721, 0.00242564, 0.00249407, 0.0025625 ,
       0.00263094, 0.00269937, 0.0027678 , 0.00283623, 0.00290467,
       0.0029731 , 0.00304153, 0.00310996, 0.00317839, 0.00324683,
       0.00331526, 0.00338369, 0.00345212, 0.00352056, 0.00358899,
       0.00365742, 0.00372585, 0.00379429]), 3505: array([0.01271001, 0.01238565, 0.01211933, 0.01190066, 0.01172111,
       0.0115737 , 0.01145266, 0.01135328, 0.01127168, 0.01120468,
       0.01114966, 0.0111045 , 0.01106741, 0.01103696, 0.01101196,
       0.01099143, 0.01097458, 0.01096074, 0.01094937, 0.01094004,
       0.01093238, 0.01092609, 0.01092093, 0.01091669, 0.01091321,
       0.01091035, 0.010908  , 0.01090607]), 3510: array([1.36374291e-04, 1.02340616e-04, 7.69987659e-05, 5.81289446e-05,
       4.40782673e-05, 3.36159779e-05, 2.58256417e-05, 2.00248714e-05,
       1.57055538e-05, 1.24893422e-05, 1.00945156e-05, 8.31130119e-06,
       6.98350009e-06, 5.99480473e-06, 5.25861125e-06, 4.71043346e-06,
       4.30225422e-06, 3.99831946e-06, 3.77200628e-06, 3.60349099e-06,
       3.47801264e-06, 3.38458007e-06, 3.31500916e-06, 3.26320588e-06,
       3.22463259e-06, 3.19591050e-06, 3.17452371e-06, 3.15859887e-06]), 3515: array([1.56350021e-05, 1.56652039e-05, 1.56863451e-05, 1.57011439e-05,
       1.57115030e-05, 1.57187544e-05, 1.57238303e-05, 1.57273835e-05,
       1.57298707e-05, 1.57316117e-05, 1.57328305e-05, 1.57336836e-05,
       1.57342808e-05, 1.57346988e-05, 1.57349914e-05, 1.57351962e-05,
       1.57353396e-05, 1.57354400e-05, 1.57355102e-05, 1.57355594e-05,
       1.57355938e-05, 1.57356179e-05, 1.57356348e-05, 1.57356466e-05,
       1.57356549e-05, 1.57356606e-05, 1.57356647e-05, 1.57356675e-05]), 3520: array([0.00033399, 0.00033805, 0.00034153, 0.00034453, 0.00034711,
       0.00034933, 0.00035124, 0.00035288, 0.00035429, 0.0003555 ,
       0.00035655, 0.00035744, 0.00035822, 0.00035888, 0.00035945,
       0.00035994, 0.00036036, 0.00036073, 0.00036104, 0.00036131,
       0.00036154, 0.00036174, 0.00036191, 0.00036205, 0.00036218,
       0.00036229, 0.00036238, 0.00036246]), 3525: array([0.00045268, 0.00046998, 0.00048728, 0.00050457, 0.00052187,
       0.00053917, 0.00055646, 0.00057376, 0.00059105, 0.00060835,
       0.00062565, 0.00064294, 0.00066024, 0.00067754, 0.00069483,
       0.00071213, 0.00072942, 0.00074672, 0.00076402, 0.00078131,
       0.00079861, 0.00081591, 0.0008332 , 0.0008505 , 0.00086779,
       0.00088509, 0.00090239, 0.00091968]), 3530: array([1.73669526e-05, 1.24855712e-05, 8.98163806e-06, 6.46645923e-06,
       4.66102393e-06, 3.36505381e-06, 2.43478588e-06, 1.76702479e-06,
       1.28769528e-06, 9.43624941e-07, 6.96645790e-07, 5.19360235e-07,
       3.92101848e-07, 3.00753757e-07, 2.35182647e-07, 1.88114664e-07,
       1.54328518e-07, 1.30076285e-07, 1.12667648e-07, 1.00171452e-07,
       9.12014838e-08, 8.47626983e-08, 8.01408358e-08, 7.68231896e-08,
       7.44417304e-08, 7.27322812e-08, 7.15052114e-08, 7.06244012e-08]), 3535: array([6.39686547e-05, 6.39660947e-05, 6.39648147e-05, 6.39641747e-05,
       6.39638547e-05, 6.39636947e-05, 6.39636147e-05, 6.39635747e-05,
       6.39635546e-05, 6.39635446e-05, 6.39635396e-05, 6.39635371e-05,
       6.39635359e-05, 6.39635353e-05, 6.39635350e-05, 6.39635348e-05,
       6.39635347e-05, 6.39635347e-05, 6.39635347e-05, 6.39635347e-05,
       6.39635346e-05, 6.39635346e-05, 6.39635346e-05, 6.39635346e-05,
       6.39635346e-05, 6.39635346e-05, 6.39635346e-05, 6.39635346e-05]), 3540: array([0.00013539, 0.00013533, 0.0001353 , 0.00013528, 0.00013528,
       0.00013527, 0.00013527, 0.00013527, 0.00013527, 0.00013527,
       0.00013527, 0.00013527, 0.00013527, 0.00013527, 0.00013527,
       0.00013527, 0.00013527, 0.00013527, 0.00013527, 0.00013527,
       0.00013527, 0.00013527, 0.00013527, 0.00013527, 0.00013527,
       0.00013527, 0.00013527, 0.00013527]), 3545: array([0.0001973 , 0.0002051 , 0.0002129 , 0.0002207 , 0.0002285 ,
       0.0002363 , 0.00024411, 0.00025191, 0.00025971, 0.00026751,
       0.00027531, 0.00028311, 0.00029091, 0.00029871, 0.00030651,
       0.00031432, 0.00032212, 0.00032992, 0.00033772, 0.00034552,
       0.00035332, 0.00036112, 0.00036892, 0.00037673, 0.00038453,
       0.00039233, 0.00040013, 0.00040793]), 3550: array([0.00120274, 0.00125849, 0.00131424, 0.00136998, 0.00142573,
       0.00148148, 0.00153723, 0.00159298, 0.00164873, 0.00170448,
       0.00176023, 0.00181598, 0.00187172, 0.00192747, 0.00198322,
       0.00203897, 0.00209472, 0.00215047, 0.00220622, 0.00226197,
       0.00231772, 0.00237346, 0.00242921, 0.00248496, 0.00254071,
       0.00259646, 0.00265221, 0.00270796]), 3555: array([0.00034243, 0.00034243, 0.00034243, 0.00034243, 0.00034243,
       0.00034243, 0.00034243, 0.00034243, 0.00034243, 0.00034243,
       0.00034243, 0.00034243, 0.00034243, 0.00034243, 0.00034243,
       0.00034243, 0.00034243, 0.00034243, 0.00034243, 0.00034243,
       0.00034243, 0.00034243, 0.00034243, 0.00034243, 0.00034243,
       0.00034243, 0.00034243, 0.00034243]), 3560: array([0.00011483, 0.00011442, 0.00011421, 0.0001141 , 0.00011405,
       0.00011402, 0.00011401, 0.000114  , 0.000114  , 0.000114  ,
       0.000114  , 0.000114  , 0.000114  , 0.000114  , 0.000114  ,
       0.000114  , 0.000114  , 0.000114  , 0.000114  , 0.000114  ,
       0.000114  , 0.000114  , 0.000114  , 0.000114  , 0.000114  ,
       0.000114  , 0.000114  , 0.000114  ]), 3565: array([0.00032201, 0.00030346, 0.00030003, 0.00029939, 0.00029927,
       0.00029925, 0.00029925, 0.00029925, 0.00029925, 0.00029925,
       0.00029925, 0.00029925, 0.00029925, 0.00029925, 0.00029925,
       0.00029925, 0.00029925, 0.00029925, 0.00029925, 0.00029925,
       0.00029925, 0.00029925, 0.00029925, 0.00029925, 0.00029925,
       0.00029925, 0.00029925, 0.00029925]), 3570: array([1.07519741e-03, 9.81048282e-04, 8.95143275e-04, 8.16760499e-04,
       7.45241274e-04, 6.79984596e-04, 6.20442088e-04, 5.66113391e-04,
       5.16541961e-04, 4.71311229e-04, 4.30041106e-04, 3.92384780e-04,
       3.58025814e-04, 3.26675473e-04, 2.98070311e-04, 2.71969946e-04,
       2.48155047e-04, 2.26425488e-04, 2.06598668e-04, 1.88507974e-04,
       1.72001383e-04, 1.56940184e-04, 1.43197811e-04, 1.30658783e-04,
       1.19217729e-04, 1.08778505e-04, 9.92533872e-05, 9.05623317e-05]), 3575: array([0.00038616, 0.00030797, 0.00026493, 0.00024123, 0.00022819,
       0.00022101, 0.00021705, 0.00021488, 0.00021368, 0.00021302,
       0.00021266, 0.00021246, 0.00021235, 0.00021229, 0.00021225,
       0.00021223, 0.00021222, 0.00021222, 0.00021222, 0.00021221,
       0.00021221, 0.00021221, 0.00021221, 0.00021221, 0.00021221,
       0.00021221, 0.00021221, 0.00021221]), 3580: array([0.00379659, 0.00397543, 0.00415427, 0.00433311, 0.00451195,
       0.00469078, 0.00486962, 0.00504846, 0.0052273 , 0.00540614,
       0.00558497, 0.00576381, 0.00594265, 0.00612149, 0.00630033,
       0.00647917, 0.006658  , 0.00683684, 0.00701568, 0.00719452,
       0.00737336, 0.0075522 , 0.00773103, 0.00790987, 0.00808871,
       0.00826755, 0.00844639, 0.00862523]), 3585: array([0.00179951, 0.00179951, 0.00179951, 0.00179951, 0.00179951,
       0.00179951, 0.00179951, 0.00179951, 0.00179951, 0.00179951,
       0.00179951, 0.00179951, 0.00179951, 0.00179951, 0.00179951,
       0.00179951, 0.00179951, 0.00179951, 0.00179951, 0.00179951,
       0.00179951, 0.00179951, 0.00179951, 0.00179951, 0.00179951,
       0.00179951, 0.00179951, 0.00179951]), 3590: array([0.00422956, 0.00422802, 0.00422721, 0.00422679, 0.00422657,
       0.00422646, 0.0042264 , 0.00422637, 0.00422636, 0.00422635,
       0.00422634, 0.00422634, 0.00422634, 0.00422634, 0.00422634,
       0.00422634, 0.00422634, 0.00422634, 0.00422634, 0.00422634,
       0.00422634, 0.00422634, 0.00422634, 0.00422634, 0.00422634,
       0.00422634, 0.00422634, 0.00422634]), 3595: array([0.00043374, 0.00046141, 0.00048702, 0.00051074, 0.0005327 ,
       0.00055303, 0.00057185, 0.00058928, 0.00060542, 0.00062036,
       0.0006342 , 0.00064701, 0.00065887, 0.00066985, 0.00068001,
       0.00068943, 0.00069814, 0.00070621, 0.00071369, 0.0007206 ,
       0.00072701, 0.00073294, 0.00073843, 0.00074351, 0.00074822,
       0.00075258, 0.00075662, 0.00076035]), 3600: array([0.00028348, 0.00029101, 0.00029854, 0.00030607, 0.00031361,
       0.00032114, 0.00032867, 0.0003362 , 0.00034374, 0.00035127,
       0.0003588 , 0.00036633, 0.00037387, 0.0003814 , 0.00038893,
       0.00039647, 0.000404  , 0.00041153, 0.00041906, 0.0004266 ,
       0.00043413, 0.00044166, 0.00044919, 0.00045673, 0.00046426,
       0.00047179, 0.00047932, 0.00048686]), 3605: array([0.00026334, 0.00026368, 0.00026385, 0.00026394, 0.00026398,
       0.000264  , 0.00026401, 0.00026402, 0.00026402, 0.00026402,
       0.00026402, 0.00026402, 0.00026402, 0.00026402, 0.00026402,
       0.00026402, 0.00026402, 0.00026402, 0.00026402, 0.00026402,
       0.00026402, 0.00026402, 0.00026402, 0.00026402, 0.00026402,
       0.00026402, 0.00026402, 0.00026402]), 3610: array([2.55818502e-04, 2.35332951e-04, 2.16487876e-04, 1.99151906e-04,
       1.83204194e-04, 1.68533569e-04, 1.55037761e-04, 1.42622693e-04,
       1.31201818e-04, 1.20695523e-04, 1.11030567e-04, 1.02139578e-04,
       9.39605749e-05, 8.64365435e-05, 7.95150336e-05, 7.31477955e-05,
       6.72904433e-05, 6.19021456e-05, 5.69453406e-05, 5.23854747e-05,
       4.81907610e-05, 4.43319583e-05, 4.07821671e-05, 3.75166417e-05,
       3.45126183e-05, 3.17491560e-05, 2.92069906e-05, 2.68684008e-05]), 3615: array([0.00269742, 0.00283872, 0.00298002, 0.00312132, 0.00326261,
       0.00340391, 0.00354521, 0.00368651, 0.00382781, 0.00396911,
       0.0041104 , 0.0042517 , 0.004393  , 0.0045343 , 0.0046756 ,
       0.0048169 , 0.0049582 , 0.00509949, 0.00524079, 0.00538209,
       0.00552339, 0.00566469, 0.00580599, 0.00594729, 0.00608858,
       0.00622988, 0.00637118, 0.00651248]), 3620: array([0.00104427, 0.00114177, 0.00123928, 0.00133679, 0.0014343 ,
       0.00153181, 0.00162932, 0.00172683, 0.00182434, 0.00192184,
       0.00201935, 0.00211686, 0.00221437, 0.00231188, 0.00240939,
       0.0025069 , 0.00260441, 0.00270191, 0.00279942, 0.00289693,
       0.00299444, 0.00309195, 0.00318946, 0.00328697, 0.00338448,
       0.00348198, 0.00357949, 0.003677  ]), 3625: array([0.00204758, 0.00213761, 0.00222764, 0.00231767, 0.0024077 ,
       0.00249773, 0.00258776, 0.00267779, 0.00276781, 0.00285784,
       0.00294787, 0.0030379 , 0.00312793, 0.00321796, 0.00330799,
       0.00339802, 0.00348805, 0.00357807, 0.0036681 , 0.00375813,
       0.00384816, 0.00393819, 0.00402822, 0.00411825, 0.00420828,
       0.00429831, 0.00438833, 0.00447836]), 3630: array([0.00603758, 0.00601191, 0.00599469, 0.00598314, 0.00597539,
       0.00597019, 0.00596671, 0.00596437, 0.0059628 , 0.00596175,
       0.00596104, 0.00596057, 0.00596025, 0.00596004, 0.00595989,
       0.0059598 , 0.00595973, 0.00595969, 0.00595966, 0.00595964,
       0.00595963, 0.00595962, 0.00595961, 0.00595961, 0.00595961,
       0.00595961, 0.00595961, 0.0059596 ]), 3635: array([0.0005243 , 0.00066176, 0.00079922, 0.00093667, 0.00107413,
       0.00121159, 0.00134905, 0.0014865 , 0.00162396, 0.00176142,
       0.00189888, 0.00203634, 0.00217379, 0.00231125, 0.00244871,
       0.00258617, 0.00272362, 0.00286108, 0.00299854, 0.003136  ,
       0.00327346, 0.00341091, 0.00354837, 0.00368583, 0.00382329,
       0.00396074, 0.0040982 , 0.00423566]), 3640: array([0.00034065, 0.00053821, 0.00065761, 0.00072976, 0.00077336,
       0.00079971, 0.00081563, 0.00082525, 0.00083107, 0.00083458,
       0.00083671, 0.00083799, 0.00083877, 0.00083923, 0.00083952,
       0.00083969, 0.00083979, 0.00083986, 0.00083989, 0.00083992,
       0.00083993, 0.00083994, 0.00083994, 0.00083995, 0.00083995,
       0.00083995, 0.00083995, 0.00083995]), 3645: array([0.02759799, 0.02865737, 0.02960617, 0.03045591, 0.03121695,
       0.03189854, 0.03250897, 0.03305568, 0.03354532, 0.03398384,
       0.03437659, 0.03472833, 0.03504335, 0.03532549, 0.03557817,
       0.03580447, 0.03600715, 0.03618867, 0.03635125, 0.03649685,
       0.03662725, 0.03674403, 0.03684863, 0.0369423 , 0.0370262 ,
       0.03710134, 0.03716863, 0.0372289 ]), 3650: array([0.00019123, 0.00019869, 0.00020616, 0.00021363, 0.0002211 ,
       0.00022857, 0.00023604, 0.00024351, 0.00025098, 0.00025845,
       0.00026592, 0.00027339, 0.00028086, 0.00028833, 0.00029579,
       0.00030326, 0.00031073, 0.0003182 , 0.00032567, 0.00033314,
       0.00034061, 0.00034808, 0.00035555, 0.00036302, 0.00037049,
       0.00037796, 0.00038542, 0.00039289]), 3655: array([0.00184367, 0.00211657, 0.00238946, 0.00266236, 0.00293526,
       0.00320815, 0.00348105, 0.00375394, 0.00402684, 0.00429973,
       0.00457263, 0.00484552, 0.00511842, 0.00539131, 0.00566421,
       0.0059371 , 0.00621   , 0.0064829 , 0.00675579, 0.00702869,
       0.00730158, 0.00757448, 0.00784737, 0.00812027, 0.00839316,
       0.00866606, 0.00893895, 0.00921185]), 3660: array([7.87108976e-05, 7.86543568e-05, 7.86147779e-05, 7.85870725e-05,
       7.85676785e-05, 7.85541026e-05, 7.85445994e-05, 7.85379471e-05,
       7.85332905e-05, 7.85300308e-05, 7.85277490e-05, 7.85261518e-05,
       7.85250337e-05, 7.85242510e-05, 7.85237031e-05, 7.85233196e-05,
       7.85230512e-05, 7.85228632e-05, 7.85227317e-05, 7.85226396e-05,
       7.85225751e-05, 7.85225300e-05, 7.85224984e-05, 7.85224763e-05,
       7.85224608e-05, 7.85224500e-05, 7.85224424e-05, 7.85224371e-05]), 3665: array([0.00236515, 0.00181881, 0.00152662, 0.00137035, 0.00128678,
       0.00124209, 0.00121818, 0.0012054 , 0.00119856, 0.00119491,
       0.00119295, 0.0011919 , 0.00119134, 0.00119105, 0.00119089,
       0.0011908 , 0.00119075, 0.00119073, 0.00119072, 0.00119071,
       0.00119071, 0.0011907 , 0.0011907 , 0.0011907 , 0.0011907 ,
       0.0011907 , 0.0011907 , 0.0011907 ]), 3670: array([0.00577157, 0.00577612, 0.0057784 , 0.00577954, 0.00578011,
       0.0057804 , 0.00578055, 0.00578062, 0.00578065, 0.00578067,
       0.00578068, 0.00578069, 0.00578069, 0.00578069, 0.00578069,
       0.00578069, 0.00578069, 0.00578069, 0.00578069, 0.00578069,
       0.00578069, 0.00578069, 0.00578069, 0.00578069, 0.00578069,
       0.00578069, 0.00578069, 0.00578069]), 3675: array([0.16094923, 0.1686627 , 0.17637617, 0.18408965, 0.19180312,
       0.19951659, 0.20723006, 0.21494353, 0.222657  , 0.23037047,
       0.23808394, 0.24579741, 0.25351088, 0.26122435, 0.26893782,
       0.27665129, 0.28436476, 0.29207823, 0.2997917 , 0.30750517,
       0.31521864, 0.32293211, 0.33064558, 0.33835905, 0.34607252,
       0.35378599, 0.36149947, 0.36921294]), 3680: array([0.88394356, 0.8149104 , 0.76207025, 0.72162474, 0.69066648,
       0.66697005, 0.64883206, 0.63494868, 0.62432189, 0.61618782,
       0.60996175, 0.60519612, 0.60154835, 0.59875624, 0.59661907,
       0.59498321, 0.59373107, 0.59277264, 0.59203904, 0.59147751,
       0.5910477 , 0.59071871, 0.59046689, 0.59027414, 0.5901266 ,
       0.59001367, 0.58992723, 0.58986107]), 3685: array([0.16746545, 0.15391565, 0.1432548 , 0.13486696, 0.12826749,
       0.1230751 , 0.11898977, 0.11577549, 0.11324652, 0.11125675,
       0.10969122, 0.10845948, 0.10749036, 0.10672786, 0.10612794,
       0.10565593, 0.10528455, 0.10499236, 0.10476246, 0.10458158,
       0.10443927, 0.1043273 , 0.1042392 , 0.10416989, 0.10411535,
       0.10407244, 0.10403868, 0.10401212]), 3690: array([0.02010609, 0.02488275, 0.02881165, 0.03204324, 0.03470129,
       0.03688759, 0.03868587, 0.04016499, 0.04138159, 0.04238227,
       0.04320535, 0.04388235, 0.0444392 , 0.04489721, 0.04527394,
       0.04558381, 0.04583868, 0.04604832, 0.04622075, 0.04636257,
       0.04647923, 0.04657518, 0.0466541 , 0.04671902, 0.04677241,
       0.04681633, 0.04685245, 0.04688217]), 3695: array([5.28061355e-06, 5.28087803e-06, 5.28114251e-06, 5.28140698e-06,
       5.28167146e-06, 5.28193593e-06, 5.28220041e-06, 5.28246489e-06,
       5.28272936e-06, 5.28299384e-06, 5.28325832e-06, 5.28352279e-06,
       5.28378727e-06, 5.28405175e-06, 5.28431622e-06, 5.28458070e-06,
       5.28484517e-06, 5.28510965e-06, 5.28537413e-06, 5.28563860e-06,
       5.28590308e-06, 5.28616756e-06, 5.28643203e-06, 5.28669651e-06,
       5.28696099e-06, 5.28722546e-06, 5.28748994e-06, 5.28775441e-06]), 3700: array([9.21487647e-05, 9.21780183e-05, 9.21926450e-05, 9.21999583e-05,
       9.22036149e-05, 9.22054432e-05, 9.22063574e-05, 9.22068145e-05,
       9.22070430e-05, 9.22071573e-05, 9.22072144e-05, 9.22072430e-05,
       9.22072573e-05, 9.22072644e-05, 9.22072680e-05, 9.22072698e-05,
       9.22072706e-05, 9.22072711e-05, 9.22072713e-05, 9.22072714e-05,
       9.22072715e-05, 9.22072715e-05, 9.22072715e-05, 9.22072715e-05,
       9.22072715e-05, 9.22072715e-05, 9.22072715e-05, 9.22072715e-05]), 3705: array([0.001171  , 0.00121718, 0.00126337, 0.00130955, 0.00135573,
       0.00140192, 0.0014481 , 0.00149428, 0.00154046, 0.00158665,
       0.00163283, 0.00167901, 0.0017252 , 0.00177138, 0.00181756,
       0.00186374, 0.00190993, 0.00195611, 0.00200229, 0.00204848,
       0.00209466, 0.00214084, 0.00218703, 0.00223321, 0.00227939,
       0.00232557, 0.00237176, 0.00241794]), 3710: array([5.80003570e-05, 4.83172706e-05, 4.04159599e-05, 3.39685621e-05,
       2.87075439e-05, 2.44146009e-05, 2.09115982e-05, 1.80531799e-05,
       1.57207364e-05, 1.38174838e-05, 1.22644468e-05, 1.09971828e-05,
       9.96310681e-06, 9.11931020e-06, 8.43077982e-06, 7.86894528e-06,
       7.41049339e-06, 7.03640080e-06, 6.73114465e-06, 6.48205839e-06,
       6.27880627e-06, 6.11295438e-06, 5.97762075e-06, 5.86718973e-06,
       5.77707902e-06, 5.70354949e-06, 5.64355007e-06, 5.59459109e-06]), 3715: array([1.58918673e-04, 1.37817068e-04, 1.19517400e-04, 1.03647619e-04,
       8.98850782e-05, 7.79499704e-05, 6.75996436e-05, 5.86236657e-05,
       5.08395463e-05, 4.40890267e-05, 3.82348622e-05, 3.31580321e-05,
       2.87553194e-05, 2.49372127e-05, 2.16260861e-05, 1.87546214e-05,
       1.62644387e-05, 1.41049103e-05, 1.22321309e-05, 1.06080250e-05,
       9.19957293e-06, 7.97813957e-06, 6.91889197e-06, 6.00029458e-06,
       5.20367144e-06, 4.51282642e-06, 3.91371396e-06, 3.39415354e-06]), 3720: array([0.00094712, 0.00095371, 0.00095912, 0.00096356, 0.00096721,
       0.0009702 , 0.00097265, 0.00097467, 0.00097632, 0.00097768,
       0.00097879, 0.00097971, 0.00098046, 0.00098107, 0.00098158,
       0.000982  , 0.00098234, 0.00098262, 0.00098284, 0.00098303,
       0.00098319, 0.00098331, 0.00098342, 0.0009835 , 0.00098357,
       0.00098363, 0.00098368, 0.00098372]), 3725: array([0.00273354, 0.00275632, 0.00276763, 0.00277325, 0.00277604,
       0.00277743, 0.00277811, 0.00277846, 0.00277863, 0.00277871,
       0.00277875, 0.00277877, 0.00277878, 0.00277879, 0.00277879,
       0.00277879, 0.00277879, 0.00277879, 0.00277879, 0.00277879,
       0.00277879, 0.00277879, 0.00277879, 0.00277879, 0.00277879,
       0.00277879, 0.00277879, 0.00277879]), 3730: array([2.21542619e-03, 1.91544173e-03, 1.65607730e-03, 1.43183267e-03,
       1.23795237e-03, 1.07032484e-03, 9.25395276e-04, 8.00090209e-04,
       6.91752343e-04, 5.98084197e-04, 5.17099387e-04, 4.47080498e-04,
       3.86542667e-04, 3.34202090e-04, 2.88948800e-04, 2.49823130e-04,
       2.15995354e-04, 1.86748100e-04, 1.61461134e-04, 1.39598203e-04,
       1.20695669e-04, 1.04352673e-04, 9.02226357e-05, 7.80059061e-05,
       6.74434089e-05, 5.83111492e-05, 5.04154626e-05, 4.35889084e-05]), 3735: array([0.00259373, 0.00272547, 0.00285721, 0.00298895, 0.00312069,
       0.00325243, 0.00338417, 0.00351592, 0.00364766, 0.0037794 ,
       0.00391114, 0.00404288, 0.00417462, 0.00430636, 0.0044381 ,
       0.00456984, 0.00470158, 0.00483332, 0.00496507, 0.00509681,
       0.00522855, 0.00536029, 0.00549203, 0.00562377, 0.00575551,
       0.00588725, 0.00601899, 0.00615073]), 3740: array([0.00226308, 0.00201635, 0.00179652, 0.00160065, 0.00142614,
       0.00127066, 0.00113213, 0.0010087 , 0.00089873, 0.00080074,
       0.00071344, 0.00063566, 0.00056636, 0.00050461, 0.0004496 ,
       0.00040058, 0.00035691, 0.00031799, 0.00028333, 0.00025244,
       0.00022491, 0.00020039, 0.00017855, 0.00015908, 0.00014174,
       0.00012628, 0.00011252, 0.00010025]), 3745: array([0.04739971, 0.04947365, 0.05154759, 0.05362152, 0.05569546,
       0.0577694 , 0.05984334, 0.06191728, 0.06399122, 0.06606516,
       0.0681391 , 0.07021304, 0.07228697, 0.07436091, 0.07643485,
       0.07850879, 0.08058273, 0.08265667, 0.08473061, 0.08680455,
       0.08887849, 0.09095243, 0.09302636, 0.0951003 , 0.09717424,
       0.09924818, 0.10132212, 0.10339606]), 3750: array([0.00476062, 0.00471075, 0.00467867, 0.00465804, 0.00464477,
       0.00463624, 0.00463075, 0.00462722, 0.00462495, 0.00462349,
       0.00462255, 0.00462195, 0.00462156, 0.00462131, 0.00462115,
       0.00462105, 0.00462098, 0.00462094, 0.00462091, 0.00462089,
       0.00462088, 0.00462087, 0.00462087, 0.00462087, 0.00462086,
       0.00462086, 0.00462086, 0.00462086]), 3755: array([0.03470427, 0.03636577, 0.03802726, 0.03968875, 0.04135024,
       0.04301174, 0.04467323, 0.04633472, 0.04799621, 0.0496577 ,
       0.0513192 , 0.05298069, 0.05464218, 0.05630367, 0.05796516,
       0.05962666, 0.06128815, 0.06294964, 0.06461113, 0.06627262,
       0.06793412, 0.06959561, 0.0712571 , 0.07291859, 0.07458008,
       0.07624158, 0.07790307, 0.07956456]), 3760: array([0.00653095, 0.00599847, 0.00558207, 0.00525646, 0.00500183,
       0.00480271, 0.004647  , 0.00452524, 0.00443002, 0.00435556,
       0.00429734, 0.0042518 , 0.0042162 , 0.00418835, 0.00416658,
       0.00414955, 0.00413624, 0.00412583, 0.00411768, 0.00411132,
       0.00410634, 0.00410245, 0.0040994 , 0.00409702, 0.00409516,
       0.0040937 , 0.00409256, 0.00409167]), 3765: array([0.01766255, 0.01823737, 0.01881219, 0.01938701, 0.01996183,
       0.02053665, 0.02111147, 0.02168629, 0.02226111, 0.02283593,
       0.02341076, 0.02398558, 0.0245604 , 0.02513522, 0.02571004,
       0.02628486, 0.02685968, 0.0274345 , 0.02800932, 0.02858414,
       0.02915896, 0.02973379, 0.03030861, 0.03088343, 0.03145825,
       0.03203307, 0.03260789, 0.03318271]), 3770: array([0.01048572, 0.01048458, 0.01048404, 0.01048378, 0.01048366,
       0.0104836 , 0.01048357, 0.01048356, 0.01048355, 0.01048355,
       0.01048355, 0.01048355, 0.01048355, 0.01048355, 0.01048355,
       0.01048355, 0.01048354, 0.01048354, 0.01048354, 0.01048354,
       0.01048354, 0.01048354, 0.01048354, 0.01048354, 0.01048354,
       0.01048354, 0.01048354, 0.01048354]), 3775: array([0.03990187, 0.04123978, 0.0425777 , 0.04391561, 0.04525352,
       0.04659143, 0.04792934, 0.04926726, 0.05060517, 0.05194308,
       0.05328099, 0.05461891, 0.05595682, 0.05729473, 0.05863264,
       0.05997056, 0.06130847, 0.06264638, 0.06398429, 0.06532221,
       0.06666012, 0.06799803, 0.06933594, 0.07067386, 0.07201177,
       0.07334968, 0.07468759, 0.07602551]), 3780: array([0.0469472 , 0.04932241, 0.05169761, 0.05407282, 0.05644803,
       0.05882323, 0.06119844, 0.06357365, 0.06594885, 0.06832406,
       0.07069926, 0.07307447, 0.07544968, 0.07782488, 0.08020009,
       0.0825753 , 0.0849505 , 0.08732571, 0.08970092, 0.09207612,
       0.09445133, 0.09682653, 0.09920174, 0.10157695, 0.10395215,
       0.10632736, 0.10870257, 0.11107777]), 3785: array([0.02465083, 0.02568054, 0.02671025, 0.02773996, 0.02876966,
       0.02979937, 0.03082908, 0.03185879, 0.03288849, 0.0339182 ,
       0.03494791, 0.03597762, 0.03700732, 0.03803703, 0.03906674,
       0.04009645, 0.04112615, 0.04215586, 0.04318557, 0.04421528,
       0.04524498, 0.04627469, 0.0473044 , 0.04833411, 0.04936381,
       0.05039352, 0.05142323, 0.05245294]), 3790: array([0.00334567, 0.00302918, 0.00274263, 0.00248319, 0.00224829,
       0.00203561, 0.00184305, 0.00166871, 0.00151085, 0.00136793,
       0.00123853, 0.00112137, 0.00101529, 0.00091925, 0.00083229,
       0.00075356, 0.00068228, 0.00061774, 0.0005593 , 0.00050639,
       0.00045849, 0.00041512, 0.00037585, 0.0003403 , 0.00030811,
       0.00027896, 0.00025257, 0.00022868]), 3795: array([0.00234166, 0.00246441, 0.00258716, 0.00270991, 0.00283265,
       0.0029554 , 0.00307815, 0.0032009 , 0.00332365, 0.00344639,
       0.00356914, 0.00369189, 0.00381464, 0.00393738, 0.00406013,
       0.00418288, 0.00430563, 0.00442837, 0.00455112, 0.00467387,
       0.00479662, 0.00491937, 0.00504211, 0.00516486, 0.00528761,
       0.00541036, 0.0055331 , 0.00565585]), 3800: array([0.00363796, 0.00365277, 0.00366452, 0.00367383, 0.00368121,
       0.00368706, 0.0036917 , 0.00369538, 0.00369829, 0.0037006 ,
       0.00370244, 0.00370389, 0.00370504, 0.00370595, 0.00370668,
       0.00370725, 0.00370771, 0.00370807, 0.00370835, 0.00370858,
       0.00370876, 0.0037089 , 0.00370901, 0.0037091 , 0.00370918,
       0.00370923, 0.00370928, 0.00370931]), 3805: array([0.0300572 , 0.03124403, 0.03236409, 0.03342113, 0.03441871,
       0.03536017, 0.03624866, 0.03708717, 0.03787851, 0.03862533,
       0.03933013, 0.03999529, 0.04062302, 0.04121544, 0.04177453,
       0.04230217, 0.04280012, 0.04327006, 0.04371357, 0.04413212,
       0.04452713, 0.04489991, 0.04525172, 0.04558374, 0.04589708,
       0.0461928 , 0.04647187, 0.04673525]), 3810: array([0.00219966, 0.00226355, 0.00232744, 0.00239133, 0.00245522,
       0.00251911, 0.00258301, 0.0026469 , 0.00271079, 0.00277468,
       0.00283857, 0.00290247, 0.00296636, 0.00303025, 0.00309414,
       0.00315803, 0.00322192, 0.00328582, 0.00334971, 0.0034136 ,
       0.00347749, 0.00354138, 0.00360528, 0.00366917, 0.00373306,
       0.00379695, 0.00386084, 0.00392473]), 3815: array([0.00026326, 0.00026372, 0.00026395, 0.00026407, 0.00026412,
       0.00026415, 0.00026417, 0.00026417, 0.00026418, 0.00026418,
       0.00026418, 0.00026418, 0.00026418, 0.00026418, 0.00026418,
       0.00026418, 0.00026418, 0.00026418, 0.00026418, 0.00026418,
       0.00026418, 0.00026418, 0.00026418, 0.00026418, 0.00026418,
       0.00026418, 0.00026418, 0.00026418]), 3820: array([0.00269051, 0.00283276, 0.00297501, 0.00311727, 0.00325952,
       0.00340177, 0.00354402, 0.00368627, 0.00382852, 0.00397077,
       0.00411302, 0.00425527, 0.00439752, 0.00453977, 0.00468202,
       0.00482428, 0.00496653, 0.00510878, 0.00525103, 0.00539328,
       0.00553553, 0.00567778, 0.00582003, 0.00596228, 0.00610453,
       0.00624678, 0.00638903, 0.00653129]), 3825: array([1.62233846e-04, 1.11263345e-04, 7.63067247e-05, 5.23327533e-05,
       3.58909092e-05, 2.46147535e-05, 1.68813333e-05, 1.15775942e-05,
       7.94018053e-06, 5.44556722e-06, 3.73470996e-06, 2.56136877e-06,
       1.75666717e-06, 1.20478622e-06, 8.26294886e-07, 5.66717720e-07,
       3.88694346e-07, 2.66602244e-07, 1.82868962e-07, 1.25442951e-07,
       8.60590073e-08, 5.90486867e-08, 4.05244517e-08, 2.78201493e-08,
       1.91072767e-08, 1.31318090e-08, 9.03370993e-09, 6.22314909e-09]), 3830: array([0.00013106, 0.00013148, 0.00013168, 0.00013178, 0.00013182,
       0.00013184, 0.00013185, 0.00013186, 0.00013186, 0.00013186,
       0.00013186, 0.00013186, 0.00013186, 0.00013186, 0.00013186,
       0.00013186, 0.00013186, 0.00013186, 0.00013186, 0.00013186,
       0.00013186, 0.00013186, 0.00013186, 0.00013186, 0.00013186,
       0.00013186, 0.00013186, 0.00013186]), 3835: array([0.00044046, 0.0004467 , 0.00045295, 0.0004592 , 0.00046545,
       0.0004717 , 0.00047795, 0.0004842 , 0.00049045, 0.0004967 ,
       0.00050295, 0.0005092 , 0.00051545, 0.00052169, 0.00052794,
       0.00053419, 0.00054044, 0.00054669, 0.00055294, 0.00055919,
       0.00056544, 0.00057169, 0.00057794, 0.00058419, 0.00059044,
       0.00059668, 0.00060293, 0.00060918]), 3840: array([0.00019564, 0.00020471, 0.00021377, 0.00022283, 0.00023189,
       0.00024095, 0.00025002, 0.00025908, 0.00026814, 0.0002772 ,
       0.00028627, 0.00029533, 0.00030439, 0.00031345, 0.00032251,
       0.00033158, 0.00034064, 0.0003497 , 0.00035876, 0.00036783,
       0.00037689, 0.00038595, 0.00039501, 0.00040407, 0.00041314,
       0.0004222 , 0.00043126, 0.00044032]), 3845: array([0.00227707, 0.00227707, 0.00227707, 0.00227707, 0.00227707,
       0.00227707, 0.00227707, 0.00227707, 0.00227707, 0.00227707,
       0.00227707, 0.00227707, 0.00227707, 0.00227707, 0.00227707,
       0.00227707, 0.00227707, 0.00227707, 0.00227707, 0.00227707,
       0.00227707, 0.00227707, 0.00227707, 0.00227707, 0.00227707,
       0.00227707, 0.00227707, 0.00227707]), 3850: array([0.00444996, 0.00444194, 0.00443793, 0.00443592, 0.00443492,
       0.00443441, 0.00443416, 0.00443404, 0.00443398, 0.00443394,
       0.00443393, 0.00443392, 0.00443392, 0.00443392, 0.00443391,
       0.00443391, 0.00443391, 0.00443391, 0.00443391, 0.00443391,
       0.00443391, 0.00443391, 0.00443391, 0.00443391, 0.00443391,
       0.00443391, 0.00443391, 0.00443391]), 3855: array([0.0022063 , 0.00220734, 0.00220786, 0.00220811, 0.00220824,
       0.00220831, 0.00220834, 0.00220836, 0.00220837, 0.00220837,
       0.00220837, 0.00220837, 0.00220837, 0.00220837, 0.00220837,
       0.00220837, 0.00220837, 0.00220837, 0.00220837, 0.00220837,
       0.00220837, 0.00220837, 0.00220837, 0.00220837, 0.00220837,
       0.00220837, 0.00220837, 0.00220837]), 3860: array([3.81194052e-04, 3.24706698e-04, 2.76589942e-04, 2.35603383e-04,
       2.00690430e-04, 1.70951065e-04, 1.45618637e-04, 1.24040104e-04,
       1.05659192e-04, 9.00020620e-05, 7.66650889e-05, 6.53044595e-05,
       5.56273087e-05, 4.73841696e-05, 4.03625428e-05, 3.43814181e-05,
       2.92866083e-05, 2.49467746e-05, 2.12500405e-05, 1.81011082e-05,
       1.54188015e-05, 1.31339733e-05, 1.11877231e-05, 9.52987856e-06,
       8.11770230e-06, 6.91478985e-06, 5.89013137e-06, 5.01731224e-06]), 3865: array([0.00139612, 0.00145356, 0.00151099, 0.00156842, 0.00162586,
       0.00168329, 0.00174072, 0.00179816, 0.00185559, 0.00191302,
       0.00197046, 0.00202789, 0.00208532, 0.00214276, 0.00220019,
       0.00225762, 0.00231506, 0.00237249, 0.00242992, 0.00248736,
       0.00254479, 0.00260222, 0.00265966, 0.00271709, 0.00277452,
       0.00283196, 0.00288939, 0.00294683]), 3870: array([0.00039934, 0.00039669, 0.00039536, 0.0003947 , 0.00039437,
       0.0003942 , 0.00039412, 0.00039408, 0.00039405, 0.00039404,
       0.00039404, 0.00039404, 0.00039404, 0.00039403, 0.00039403,
       0.00039403, 0.00039403, 0.00039403, 0.00039403, 0.00039403,
       0.00039403, 0.00039403, 0.00039403, 0.00039403, 0.00039403,
       0.00039403, 0.00039403, 0.00039403]), 3875: array([2.00661167e-04, 1.78061845e-04, 1.58042134e-04, 1.40307582e-04,
       1.24597350e-04, 1.10680371e-04, 9.83519514e-05, 8.74307659e-05,
       7.77561845e-05, 6.91859131e-05, 6.15938996e-05, 5.48684802e-05,
       4.89107373e-05, 4.36330438e-05, 3.89577754e-05, 3.48161678e-05,
       3.11473060e-05, 2.78972283e-05, 2.50181324e-05, 2.24676723e-05,
       2.02083358e-05, 1.82068923e-05, 1.64339046e-05, 1.48632955e-05,
       1.34719644e-05, 1.22394474e-05, 1.11476167e-05, 1.01804136e-05]), 3880: array([0.00012807, 0.00012839, 0.00012861, 0.00012876, 0.00012887,
       0.00012895, 0.000129  , 0.00012904, 0.00012906, 0.00012908,
       0.00012909, 0.0001291 , 0.00012911, 0.00012911, 0.00012912,
       0.00012912, 0.00012912, 0.00012912, 0.00012912, 0.00012912,
       0.00012912, 0.00012912, 0.00012912, 0.00012912, 0.00012912,
       0.00012912, 0.00012912, 0.00012912]), 3885: array([0.00318863, 0.00325224, 0.00331585, 0.00337946, 0.00344307,
       0.00350668, 0.00357029, 0.0036339 , 0.00369751, 0.00376112,
       0.00382473, 0.00388834, 0.00395195, 0.00401556, 0.00407917,
       0.00414278, 0.00420639, 0.00427001, 0.00433362, 0.00439723,
       0.00446083, 0.00452444, 0.00458805, 0.00465166, 0.00471527,
       0.00477888, 0.00484249, 0.0049061 ]), 3890: array([8.04199165e-05, 1.25646345e-04, 1.70872773e-04, 2.16099202e-04,
       2.61325630e-04, 3.06552058e-04, 3.51778487e-04, 3.97004915e-04,
       4.42231343e-04, 4.87457772e-04, 5.32684200e-04, 5.77910628e-04,
       6.23137057e-04, 6.68363485e-04, 7.13589913e-04, 7.58816342e-04,
       8.04042770e-04, 8.49269198e-04, 8.94495627e-04, 9.39722055e-04,
       9.84948483e-04, 1.03017491e-03, 1.07540134e-03, 1.12062777e-03,
       1.16585420e-03, 1.21108063e-03, 1.25630705e-03, 1.30153348e-03]), 3895: array([2.68096294e-04, 2.46376811e-04, 2.26416905e-04, 2.08074027e-04,
       1.91217175e-04, 1.75725961e-04, 1.61489748e-04, 1.48406865e-04,
       1.36383875e-04, 1.25334914e-04, 1.15181071e-04, 1.05849829e-04,
       9.72745465e-05, 8.93939801e-05, 8.21518481e-05, 7.54964287e-05,
       6.93801901e-05, 6.37594511e-05, 5.85940694e-05, 5.38471549e-05,
       4.94848059e-05, 4.54758673e-05, 4.17917081e-05, 3.84060165e-05,
       3.52946126e-05, 3.24352753e-05, 2.98075838e-05, 2.73927715e-05]), 3900: array([5.82002343e-04, 5.19272859e-04, 4.63304498e-04, 4.13368531e-04,
       3.68814773e-04, 3.29063117e-04, 2.93595983e-04, 2.61951574e-04,
       2.33717871e-04, 2.08527258e-04, 1.86051745e-04, 1.65998693e-04,
       1.48107003e-04, 1.32143719e-04, 1.17900993e-04, 1.05193380e-04,
       9.38554212e-05, 8.37394928e-05, 7.47138815e-05, 6.66610706e-05,
       5.94762094e-05, 5.30657485e-05, 4.73462212e-05, 4.22431573e-05,
       3.76901129e-05, 3.36278056e-05, 3.00033429e-05, 2.67695327e-05]), 3905: array([0.00848926, 0.00843435, 0.00840685, 0.00839308, 0.00838619,
       0.00838273, 0.008381  , 0.00838014, 0.00837971, 0.00837949,
       0.00837938, 0.00837933, 0.0083793 , 0.00837928, 0.00837928,
       0.00837927, 0.00837927, 0.00837927, 0.00837927, 0.00837927,
       0.00837927, 0.00837927, 0.00837927, 0.00837927, 0.00837927,
       0.00837927, 0.00837927, 0.00837927]), 3910: array([0.00432089, 0.00410146, 0.00396472, 0.00387951, 0.00382641,
       0.00379332, 0.0037727 , 0.00375986, 0.00375185, 0.00374686,
       0.00374375, 0.00374181, 0.0037406 , 0.00373985, 0.00373938,
       0.00373909, 0.00373891, 0.00373879, 0.00373872, 0.00373868,
       0.00373865, 0.00373864, 0.00373862, 0.00373862, 0.00373861,
       0.00373861, 0.00373861, 0.00373861]), 3915: array([0.00344637, 0.00310164, 0.0027914 , 0.00251219, 0.00226091,
       0.00203476, 0.00183124, 0.00164807, 0.00148322, 0.00133486,
       0.00120134, 0.00108118, 0.00097303, 0.0008757 , 0.00078811,
       0.00070928, 0.00063833, 0.00057449, 0.00051702, 0.00046531,
       0.00041876, 0.00037688, 0.00033918, 0.00030525, 0.00027472,
       0.00024724, 0.00022251, 0.00020026]), 3920: array([0.0015183 , 0.00149204, 0.00147138, 0.00145513, 0.00144235,
       0.0014323 , 0.00142439, 0.00141817, 0.00141328, 0.00140943,
       0.0014064 , 0.00140402, 0.00140215, 0.00140068, 0.00139952,
       0.00139861, 0.00139789, 0.00139733, 0.00139688, 0.00139654,
       0.00139626, 0.00139605, 0.00139588, 0.00139574, 0.00139564,
       0.00139555, 0.00139549, 0.00139544]), 3925: array([1.27737890e-04, 1.02442031e-04, 8.21554975e-05, 6.58862952e-05,
       5.28388742e-05, 4.23752270e-05, 3.39836901e-05, 2.72539247e-05,
       2.18568511e-05, 1.75285571e-05, 1.40573928e-05, 1.12736213e-05,
       9.04111857e-06, 7.25071713e-06, 5.81486792e-06, 4.66335915e-06,
       3.73988303e-06, 2.99928240e-06, 2.40534250e-06, 1.92902020e-06,
       1.54702375e-06, 1.24067385e-06, 9.94990251e-07, 7.97959244e-07,
       6.39946181e-07, 5.13224358e-07, 4.11597190e-07, 3.30095195e-07]), 3930: array([4.29199662e-04, 3.81740107e-04, 3.39528482e-04, 3.01984487e-04,
       2.68591991e-04, 2.38891933e-04, 2.12476015e-04, 1.88981087e-04,
       1.68084155e-04, 1.49497942e-04, 1.32966934e-04, 1.18263873e-04,
       1.05186631e-04, 9.35554303e-05, 8.32103714e-05, 7.40092369e-05,
       6.58255353e-05, 5.85467621e-05, 5.20728529e-05, 4.63148085e-05,
       4.11934708e-05, 3.66384346e-05, 3.25870802e-05, 2.89837121e-05,
       2.57787931e-05, 2.29282642e-05, 2.03929378e-05, 1.81379600e-05]), 3935: array([0.00104136, 0.00103578, 0.00103153, 0.00102829, 0.00102581,
       0.00102392, 0.00102248, 0.00102138, 0.00102054, 0.0010199 ,
       0.00101941, 0.00101904, 0.00101876, 0.00101854, 0.00101837,
       0.00101825, 0.00101815, 0.00101808, 0.00101802, 0.00101798,
       0.00101795, 0.00101792, 0.0010179 , 0.00101789, 0.00101788,
       0.00101787, 0.00101786, 0.00101786]), 3940: array([1.31329596e-03, 1.07865127e-03, 8.85930210e-04, 7.27642354e-04,
       5.97635567e-04, 4.90856910e-04, 4.03156245e-04, 3.31124936e-04,
       2.71963359e-04, 2.23372098e-04, 1.83462570e-04, 1.50683620e-04,
       1.23761240e-04, 1.01649044e-04, 8.34876024e-05, 6.85710403e-05,
       5.63195994e-05, 4.62571062e-05, 3.79924646e-05, 3.12044549e-05,
       2.56292494e-05, 2.10501580e-05, 1.72892064e-05, 1.42002188e-05,
       1.16631362e-05, 9.57935065e-06, 7.86787212e-06, 6.46218106e-06]), 3945: array([0.00107743, 0.00107254, 0.00106876, 0.00106585, 0.0010636 ,
       0.00106187, 0.00106053, 0.0010595 , 0.00105871, 0.00105809,
       0.00105762, 0.00105725, 0.00105697, 0.00105675, 0.00105659,
       0.00105646, 0.00105636, 0.00105628, 0.00105622, 0.00105617,
       0.00105614, 0.00105611, 0.00105609, 0.00105607, 0.00105606,
       0.00105605, 0.00105604, 0.00105604]), 3950: array([0.00020155, 0.00020164, 0.0002017 , 0.00020175, 0.00020178,
       0.0002018 , 0.00020182, 0.00020183, 0.00020183, 0.00020184,
       0.00020184, 0.00020184, 0.00020185, 0.00020185, 0.00020185,
       0.00020185, 0.00020185, 0.00020185, 0.00020185, 0.00020185,
       0.00020185, 0.00020185, 0.00020185, 0.00020185, 0.00020185,
       0.00020185, 0.00020185, 0.00020185]), 3955: array([1.33757424e-06, 1.55800399e-06, 1.77843374e-06, 1.99886348e-06,
       2.21929323e-06, 2.43972298e-06, 2.66015272e-06, 2.88058247e-06,
       3.10101222e-06, 3.32144196e-06, 3.54187171e-06, 3.76230145e-06,
       3.98273120e-06, 4.20316095e-06, 4.42359069e-06, 4.64402044e-06,
       4.86445019e-06, 5.08487993e-06, 5.30530968e-06, 5.52573943e-06,
       5.74616917e-06, 5.96659892e-06, 6.18702867e-06, 6.40745841e-06,
       6.62788816e-06, 6.84831791e-06, 7.06874765e-06, 7.28917740e-06]), 3960: array([0.00797464, 0.00810227, 0.0082299 , 0.00835753, 0.00848515,
       0.00861278, 0.0087404 , 0.00886803, 0.00899565, 0.00912327,
       0.00925089, 0.00937851, 0.00950613, 0.00963375, 0.00976137,
       0.00988898, 0.0100166 , 0.01014421, 0.01027183, 0.01039944,
       0.01052705, 0.01065466, 0.01078227, 0.01090988, 0.01103749,
       0.0111651 , 0.01129271, 0.01142031]), 3965: array([0.00039605, 0.00039657, 0.00039682, 0.00039695, 0.00039702,
       0.00039705, 0.00039707, 0.00039707, 0.00039708, 0.00039708,
       0.00039708, 0.00039708, 0.00039708, 0.00039708, 0.00039708,
       0.00039708, 0.00039708, 0.00039708, 0.00039708, 0.00039708,
       0.00039708, 0.00039708, 0.00039708, 0.00039708, 0.00039708,
       0.00039708, 0.00039708, 0.00039708]), 3970: array([2.79306499e-04, 2.61595652e-04, 2.45007851e-04, 2.29471885e-04,
       2.14921055e-04, 2.01292895e-04, 1.88528898e-04, 1.76574267e-04,
       1.65377681e-04, 1.54891071e-04, 1.45069418e-04, 1.35870557e-04,
       1.27254997e-04, 1.19185750e-04, 1.11628175e-04, 1.04549826e-04,
       9.79203164e-05, 9.17111845e-05, 8.58957742e-05, 8.04491197e-05,
       7.53478380e-05, 7.05700291e-05, 6.60951816e-05, 6.19040845e-05,
       5.79787453e-05, 5.43023123e-05, 5.08590022e-05, 4.76340327e-05]), 3975: array([0.02379888, 0.02385794, 0.02389942, 0.02392857, 0.02394905,
       0.02396343, 0.02397354, 0.02398064, 0.02398563, 0.02398913,
       0.02399159, 0.02399332, 0.02399454, 0.02399539, 0.02399599,
       0.02399641, 0.02399671, 0.02399692, 0.02399706, 0.02399717,
       0.02399724, 0.02399729, 0.02399733, 0.02399735, 0.02399737,
       0.02399738, 0.02399739, 0.02399739]), 3980: array([0.00451253, 0.00472343, 0.00493433, 0.00514523, 0.00535613,
       0.00556703, 0.00577793, 0.00598883, 0.00619973, 0.00641063,
       0.00662153, 0.00683242, 0.00704332, 0.00725422, 0.00746512,
       0.00767602, 0.00788692, 0.00809782, 0.00830872, 0.00851962,
       0.00873052, 0.00894142, 0.00915232, 0.00936322, 0.00957412,
       0.00978502, 0.00999592, 0.01020682]), 3985: array([0.00650621, 0.00635631, 0.00620987, 0.0060668 , 0.00592702,
       0.00579047, 0.00565706, 0.00552672, 0.00539939, 0.00527499,
       0.00515346, 0.00503473, 0.00491873, 0.00480541, 0.00469469,
       0.00458653, 0.00448086, 0.00437762, 0.00427677, 0.00417823,
       0.00408197, 0.00398792, 0.00389604, 0.00380628, 0.00371859,
       0.00363291, 0.00354921, 0.00346744]), 3990: array([0.02105825, 0.01999771, 0.01899058, 0.01803417, 0.01712593,
       0.01626342, 0.01544436, 0.01466655, 0.01392791, 0.01322647,
       0.01256035, 0.01192778, 0.01132707, 0.01075662, 0.01021489,
       0.00970044, 0.00921191, 0.00874797, 0.00830741, 0.00788903,
       0.00749172, 0.00711442, 0.00675612, 0.00641587, 0.00609275,
       0.0057859 , 0.00549451, 0.0052178 ]), 3995: array([0.97194037, 0.99695026, 1.02196014, 1.04697003, 1.07197992,
       1.0969898 , 1.12199969, 1.14700958, 1.17201946, 1.19702935,
       1.22203924, 1.24704912, 1.27205901, 1.2970689 , 1.32207878,
       1.34708867, 1.37209856, 1.39710844, 1.42211833, 1.44712822,
       1.4721381 , 1.49714799, 1.52215788, 1.54716776, 1.57217765,
       1.59718754, 1.62219742, 1.64720731]), 4000: array([0.0194709 , 0.01853109, 0.01763663, 0.01678536, 0.01597517,
       0.01520409, 0.01447022, 0.01377178, 0.01310705, 0.0124744 ,
       0.01187229, 0.01129925, 0.01075386, 0.0102348 , 0.00974079,
       0.00927062, 0.00882315, 0.00839728, 0.00799196, 0.00760621,
       0.00723908, 0.00688967, 0.00655712, 0.00624062, 0.0059394 ,
       0.00565272, 0.00537988, 0.00512021]), 4005: array([0.10838372, 0.1133055 , 0.11822728, 0.12314905, 0.12807083,
       0.13299261, 0.13791439, 0.14283617, 0.14775795, 0.15267972,
       0.1576015 , 0.16252328, 0.16744506, 0.17236684, 0.17728861,
       0.18221039, 0.18713217, 0.19205395, 0.19697573, 0.20189751,
       0.20681928, 0.21174106, 0.21666284, 0.22158462, 0.2265064 ,
       0.23142817, 0.23634995, 0.24127173]), 4010: array([0.02484975, 0.02545461, 0.02601707, 0.0265401 , 0.02702647,
       0.02747876, 0.02789934, 0.02829044, 0.02865413, 0.02899233,
       0.02930682, 0.02959927, 0.02987121, 0.0301241 , 0.03035927,
       0.03057794, 0.0307813 , 0.03097039, 0.03114624, 0.03130976,
       0.03146181, 0.03160321, 0.0317347 , 0.03185697, 0.03197067,
       0.03207641, 0.03217473, 0.03226616]), 4015: array([0.0026501 , 0.00257066, 0.00250261, 0.00244432, 0.00239439,
       0.00235162, 0.00231498, 0.0022836 , 0.00225672, 0.0022337 ,
       0.00221397, 0.00219708, 0.00218261, 0.00217021, 0.0021596 ,
       0.0021505 , 0.00214271, 0.00213604, 0.00213032, 0.00212542,
       0.00212123, 0.00211764, 0.00211456, 0.00211192, 0.00210967,
       0.00210773, 0.00210607, 0.00210466]), 4020: array([2.07080196e-05, 3.99200015e-05, 5.91320079e-05, 7.83440390e-05,
       9.75560947e-05, 1.16768175e-04, 1.35980280e-04, 1.55192410e-04,
       1.74404564e-04, 1.93616743e-04, 2.12828946e-04, 2.32041174e-04,
       2.51253427e-04, 2.70465704e-04, 2.89678006e-04, 3.08890332e-04,
       3.28102683e-04, 3.47315059e-04, 3.66527460e-04, 3.85739885e-04,
       4.04952334e-04, 4.24164808e-04, 4.43377307e-04, 4.62589831e-04,
       4.81802379e-04, 5.01014952e-04, 5.20227549e-04, 5.39440171e-04]), 4025: array([0.00096691, 0.0010126 , 0.00105828, 0.00110396, 0.00114964,
       0.00119533, 0.00124101, 0.00128669, 0.00133237, 0.00137806,
       0.00142374, 0.00146942, 0.0015151 , 0.00156079, 0.00160647,
       0.00165215, 0.00169783, 0.00174352, 0.0017892 , 0.00183488,
       0.00188056, 0.00192625, 0.00197193, 0.00201761, 0.00206329,
       0.00210898, 0.00215466, 0.00220034]), 4030: array([0.00372332, 0.00372212, 0.00372147, 0.00372111, 0.00372091,
       0.0037208 , 0.00372074, 0.00372071, 0.00372069, 0.00372068,
       0.00372068, 0.00372067, 0.00372067, 0.00372067, 0.00372067,
       0.00372067, 0.00372067, 0.00372067, 0.00372067, 0.00372067,
       0.00372067, 0.00372067, 0.00372067, 0.00372067, 0.00372067,
       0.00372067, 0.00372067, 0.00372067]), 4035: array([0.00069727, 0.00083786, 0.00097845, 0.00111904, 0.00125962,
       0.00140021, 0.0015408 , 0.00168139, 0.00182197, 0.00196256,
       0.00210315, 0.00224374, 0.00238433, 0.00252491, 0.0026655 ,
       0.00280609, 0.00294668, 0.00308726, 0.00322785, 0.00336844,
       0.00350903, 0.00364961, 0.0037902 , 0.00393079, 0.00407138,
       0.00421196, 0.00435255, 0.00449314]), 4040: array([0.00137289, 0.00157006, 0.00176723, 0.0019644 , 0.00216157,
       0.00235874, 0.00255591, 0.00275308, 0.00295025, 0.00314742,
       0.00334459, 0.00354176, 0.00373893, 0.0039361 , 0.00413327,
       0.00433044, 0.00452761, 0.00472478, 0.00492195, 0.00511912,
       0.00531628, 0.00551345, 0.00571062, 0.00590779, 0.00610496,
       0.00630213, 0.00649929, 0.00669646]), 4045: array([0.00182874, 0.00192989, 0.00203104, 0.00213219, 0.00223334,
       0.00233449, 0.00243564, 0.00253679, 0.00263794, 0.00273909,
       0.00284024, 0.00294139, 0.00304254, 0.00314368, 0.00324483,
       0.00334598, 0.00344713, 0.00354828, 0.00364943, 0.00375058,
       0.00385173, 0.00395288, 0.00405403, 0.00415518, 0.00425633,
       0.00435748, 0.00445862, 0.00455977]), 4050: array([0.00248712, 0.00248712, 0.00248712, 0.00248712, 0.00248712,
       0.00248712, 0.00248712, 0.00248712, 0.00248712, 0.00248712,
       0.00248712, 0.00248712, 0.00248712, 0.00248712, 0.00248712,
       0.00248712, 0.00248712, 0.00248712, 0.00248712, 0.00248712,
       0.00248712, 0.00248712, 0.00248712, 0.00248712, 0.00248712,
       0.00248712, 0.00248712, 0.00248712]), 4055: array([0.00167387, 0.00165942, 0.00164976, 0.0016433 , 0.00163899,
       0.00163611, 0.00163419, 0.0016329 , 0.00163204, 0.00163147,
       0.00163108, 0.00163083, 0.00163066, 0.00163054, 0.00163046,
       0.00163041, 0.00163038, 0.00163036, 0.00163034, 0.00163033,
       0.00163032, 0.00163032, 0.00163032, 0.00163031, 0.00163031,
       0.00163031, 0.00163031, 0.00163031]), 4060: array([1.23884996e-03, 1.10989318e-03, 9.94360013e-04, 8.90853156e-04,
       7.98120738e-04, 7.15041207e-04, 6.40609753e-04, 5.73926166e-04,
       5.14183937e-04, 4.60660515e-04, 4.12708558e-04, 3.69748111e-04,
       3.31259588e-04, 2.96777488e-04, 2.65884766e-04, 2.38207791e-04,
       2.13411822e-04, 1.91196964e-04, 1.71294538e-04, 1.53463836e-04,
       1.37489202e-04, 1.23177431e-04, 1.10355429e-04, 9.88681199e-05,
       8.85765707e-05, 7.93563097e-05, 7.10958223e-05, 6.36952019e-05]), 4065: array([0.00052902, 0.00053929, 0.00054956, 0.00055983, 0.0005701 ,
       0.00058037, 0.00059064, 0.00060091, 0.00061118, 0.00062145,
       0.00063172, 0.000642  , 0.00065227, 0.00066254, 0.00067281,
       0.00068308, 0.00069335, 0.00070362, 0.00071389, 0.00072416,
       0.00073443, 0.0007447 , 0.00075497, 0.00076524, 0.00077551,
       0.00078578, 0.00079605, 0.00080632]), 4070: array([0.00360288, 0.00413262, 0.00466236, 0.0051921 , 0.00572184,
       0.00625158, 0.00678132, 0.00731106, 0.0078408 , 0.00837054,
       0.00890029, 0.00943003, 0.00995977, 0.01048951, 0.01101925,
       0.01154899, 0.01207873, 0.01260847, 0.01313821, 0.01366795,
       0.01419769, 0.01472743, 0.01525717, 0.01578691, 0.01631665,
       0.01684639, 0.01737613, 0.01790587]), 4075: array([0.0025991 , 0.00271083, 0.00282256, 0.0029343 , 0.00304603,
       0.00315776, 0.0032695 , 0.00338123, 0.00349296, 0.0036047 ,
       0.00371643, 0.00382816, 0.0039399 , 0.00405163, 0.00416336,
       0.0042751 , 0.00438683, 0.00449856, 0.0046103 , 0.00472203,
       0.00483376, 0.0049455 , 0.00505723, 0.00516896, 0.0052807 ,
       0.00539243, 0.00550416, 0.0056159 ]), 4080: array([0.00423945, 0.00386717, 0.00358779, 0.00337814, 0.00322081,
       0.00310274, 0.00301414, 0.00294765, 0.00289775, 0.0028603 ,
       0.0028322 , 0.00281112, 0.00279529, 0.00278341, 0.0027745 ,
       0.00276781, 0.0027628 , 0.00275903, 0.0027562 , 0.00275408,
       0.00275249, 0.0027513 , 0.0027504 , 0.00274973, 0.00274922,
       0.00274884, 0.00274856, 0.00274835]), 4085: array([0.00012664, 0.00012508, 0.00012431, 0.00012392, 0.00012372,
       0.00012362, 0.00012358, 0.00012355, 0.00012354, 0.00012353,
       0.00012353, 0.00012353, 0.00012353, 0.00012353, 0.00012353,
       0.00012353, 0.00012353, 0.00012353, 0.00012353, 0.00012353,
       0.00012353, 0.00012353, 0.00012353, 0.00012353, 0.00012353,
       0.00012353, 0.00012353, 0.00012353]), 4090: array([8.69350770e-05, 7.33352034e-05, 6.18896710e-05, 5.22572129e-05,
       4.41506220e-05, 3.73281874e-05, 3.15864872e-05, 2.67543234e-05,
       2.26876175e-05, 1.92651140e-05, 1.63847656e-05, 1.39606901e-05,
       1.19206097e-05, 1.02036962e-05, 8.75875711e-06, 7.54270926e-06,
       6.51929422e-06, 5.65799724e-06, 4.93313738e-06, 4.32310179e-06,
       3.80970126e-06, 3.37762796e-06, 3.01399891e-06, 2.70797195e-06,
       2.45042239e-06, 2.23367097e-06, 2.05125491e-06, 1.89773518e-06]), 4095: array([3.18247676e-05, 3.18896538e-05, 3.19220970e-05, 3.19383187e-05,
       3.19464295e-05, 3.19504850e-05, 3.19525127e-05, 3.19535266e-05,
       3.19540335e-05, 3.19542870e-05, 3.19544137e-05, 3.19544771e-05,
       3.19545088e-05, 3.19545246e-05, 3.19545326e-05, 3.19545365e-05,
       3.19545385e-05, 3.19545395e-05, 3.19545400e-05, 3.19545402e-05,
       3.19545403e-05, 3.19545404e-05, 3.19545404e-05, 3.19545405e-05,
       3.19545405e-05, 3.19545405e-05, 3.19545405e-05, 3.19545405e-05]), 4100: array([1.12368574e-05, 1.12427406e-05, 1.12456823e-05, 1.12471531e-05,
       1.12478885e-05, 1.12482562e-05, 1.12484400e-05, 1.12485320e-05,
       1.12485779e-05, 1.12486009e-05, 1.12486124e-05, 1.12486181e-05,
       1.12486210e-05, 1.12486224e-05, 1.12486232e-05, 1.12486235e-05,
       1.12486237e-05, 1.12486238e-05, 1.12486238e-05, 1.12486239e-05,
       1.12486239e-05, 1.12486239e-05, 1.12486239e-05, 1.12486239e-05,
       1.12486239e-05, 1.12486239e-05, 1.12486239e-05, 1.12486239e-05]), 4105: array([2.73582904e-05, 2.73460883e-05, 2.73399873e-05, 2.73369367e-05,
       2.73354114e-05, 2.73346488e-05, 2.73342675e-05, 2.73340768e-05,
       2.73339815e-05, 2.73339338e-05, 2.73339100e-05, 2.73338981e-05,
       2.73338921e-05, 2.73338891e-05, 2.73338876e-05, 2.73338869e-05,
       2.73338865e-05, 2.73338863e-05, 2.73338862e-05, 2.73338862e-05,
       2.73338862e-05, 2.73338862e-05, 2.73338862e-05, 2.73338861e-05,
       2.73338861e-05, 2.73338861e-05, 2.73338861e-05, 2.73338861e-05]), 4110: array([7.29409482e-05, 7.30678821e-05, 7.31313496e-05, 7.31630837e-05,
       7.31789508e-05, 7.31868845e-05, 7.31908514e-05, 7.31928348e-05,
       7.31938266e-05, 7.31943224e-05, 7.31945704e-05, 7.31946944e-05,
       7.31947563e-05, 7.31947873e-05, 7.31948028e-05, 7.31948106e-05,
       7.31948145e-05, 7.31948164e-05, 7.31948174e-05, 7.31948178e-05,
       7.31948181e-05, 7.31948182e-05, 7.31948183e-05, 7.31948183e-05,
       7.31948183e-05, 7.31948183e-05, 7.31948183e-05, 7.31948183e-05]), 4115: array([0.0001075 , 0.00010769, 0.00010778, 0.00010782, 0.00010785,
       0.00010786, 0.00010786, 0.00010787, 0.00010787, 0.00010787,
       0.00010787, 0.00010787, 0.00010787, 0.00010787, 0.00010787,
       0.00010787, 0.00010787, 0.00010787, 0.00010787, 0.00010787,
       0.00010787, 0.00010787, 0.00010787, 0.00010787, 0.00010787,
       0.00010787, 0.00010787, 0.00010787]), 4120: array([4.17582044e-05, 4.18762352e-05, 4.19352501e-05, 4.19647572e-05,
       4.19795106e-05, 4.19868872e-05, 4.19905755e-05, 4.19924196e-05,
       4.19933417e-05, 4.19938027e-05, 4.19940332e-05, 4.19941484e-05,
       4.19942061e-05, 4.19942349e-05, 4.19942493e-05, 4.19942565e-05,
       4.19942601e-05, 4.19942619e-05, 4.19942628e-05, 4.19942632e-05,
       4.19942635e-05, 4.19942636e-05, 4.19942636e-05, 4.19942637e-05,
       4.19942637e-05, 4.19942637e-05, 4.19942637e-05, 4.19942637e-05]), 4125: array([0.00083152, 0.00083218, 0.00083265, 0.00083297, 0.0008332 ,
       0.00083336, 0.00083347, 0.00083355, 0.0008336 , 0.00083364,
       0.00083367, 0.00083369, 0.0008337 , 0.00083371, 0.00083372,
       0.00083372, 0.00083372, 0.00083373, 0.00083373, 0.00083373,
       0.00083373, 0.00083373, 0.00083373, 0.00083373, 0.00083373,
       0.00083373, 0.00083373, 0.00083373]), 4130: array([0.0001222 , 0.00012251, 0.00012266, 0.00012273, 0.00012277,
       0.00012279, 0.0001228 , 0.00012281, 0.00012281, 0.00012281,
       0.00012281, 0.00012281, 0.00012281, 0.00012281, 0.00012281,
       0.00012281, 0.00012281, 0.00012281, 0.00012281, 0.00012281,
       0.00012281, 0.00012281, 0.00012281, 0.00012281, 0.00012281,
       0.00012281, 0.00012281, 0.00012281]), 4135: array([0.00161362, 0.00126902, 0.00107414, 0.00096392, 0.00090159,
       0.00086633, 0.0008464 , 0.00083512, 0.00082874, 0.00082514,
       0.0008231 , 0.00082195, 0.00082129, 0.00082092, 0.00082072,
       0.0008206 , 0.00082053, 0.00082049, 0.00082047, 0.00082046,
       0.00082045, 0.00082045, 0.00082045, 0.00082045, 0.00082044,
       0.00082044, 0.00082044, 0.00082044]), 4140: array([0.00046202, 0.00048727, 0.00051252, 0.00053777, 0.00056302,
       0.00058826, 0.00061351, 0.00063876, 0.00066401, 0.00068926,
       0.00071451, 0.00073975, 0.000765  , 0.00079025, 0.0008155 ,
       0.00084075, 0.000866  , 0.00089125, 0.00091649, 0.00094174,
       0.00096699, 0.00099224, 0.00101749, 0.00104274, 0.00106799,
       0.00109323, 0.00111848, 0.00114373]), 4145: array([4.97669144e-05, 3.44264173e-05, 2.38591971e-05, 1.65800236e-05,
       1.15658034e-05, 8.11178449e-06, 5.73250185e-06, 4.09354561e-06,
       2.96455930e-06, 2.18686306e-06, 1.65115113e-06, 1.28212880e-06,
       1.02792973e-06, 8.52826050e-07, 7.32206807e-07, 6.49118880e-07,
       5.91884203e-07, 5.52458398e-07, 5.25300142e-07, 5.06592321e-07,
       4.93705538e-07, 4.84828546e-07, 4.78713677e-07, 4.74501481e-07,
       4.71599933e-07, 4.69601217e-07, 4.68224412e-07, 4.67276007e-07]), 4150: array([1.73836528e-05, 1.72971814e-05, 1.72539456e-05, 1.72323277e-05,
       1.72215187e-05, 1.72161142e-05, 1.72134120e-05, 1.72120609e-05,
       1.72113853e-05, 1.72110475e-05, 1.72108786e-05, 1.72107942e-05,
       1.72107520e-05, 1.72107308e-05, 1.72107203e-05, 1.72107150e-05,
       1.72107124e-05, 1.72107110e-05, 1.72107104e-05, 1.72107101e-05,
       1.72107099e-05, 1.72107098e-05, 1.72107098e-05, 1.72107098e-05,
       1.72107097e-05, 1.72107097e-05, 1.72107097e-05, 1.72107097e-05]), 4155: array([0.00158649, 0.00174058, 0.00189467, 0.00204876, 0.00220285,
       0.00235694, 0.00251103, 0.00266511, 0.0028192 , 0.00297329,
       0.00312738, 0.00328147, 0.00343556, 0.00358965, 0.00374374,
       0.00389782, 0.00405191, 0.004206  , 0.00436009, 0.00451418,
       0.00466827, 0.00482236, 0.00497645, 0.00513053, 0.00528462,
       0.00543871, 0.0055928 , 0.00574689]), 4160: array([0.00085756, 0.00085756, 0.00085756, 0.00085756, 0.00085756,
       0.00085756, 0.00085756, 0.00085756, 0.00085756, 0.00085756,
       0.00085756, 0.00085756, 0.00085756, 0.00085756, 0.00085756,
       0.00085756, 0.00085756, 0.00085756, 0.00085756, 0.00085756,
       0.00085756, 0.00085756, 0.00085756, 0.00085756, 0.00085756,
       0.00085756, 0.00085756, 0.00085756]), 4165: array([0.00015207, 0.00030318, 0.00045428, 0.00060534, 0.00075638,
       0.00090739, 0.00105837, 0.00120933, 0.00136026, 0.00151117,
       0.00166204, 0.0018129 , 0.00196372, 0.00211452, 0.00226529,
       0.00241604, 0.00256676, 0.00271745, 0.00286812, 0.00301876,
       0.00316937, 0.00331996, 0.00347052, 0.00362105, 0.00377156,
       0.00392204, 0.0040725 , 0.00422293]), 4170: array([8.16479480e-05, 8.15691256e-05, 8.15139492e-05, 8.14753251e-05,
       8.14482879e-05, 8.14293616e-05, 8.14161129e-05, 8.14068388e-05,
       8.14003468e-05, 8.13958023e-05, 8.13926211e-05, 8.13903943e-05,
       8.13888354e-05, 8.13877443e-05, 8.13869804e-05, 8.13864457e-05,
       8.13860714e-05, 8.13858094e-05, 8.13856260e-05, 8.13854976e-05,
       8.13854077e-05, 8.13853448e-05, 8.13853008e-05, 8.13852700e-05,
       8.13852484e-05, 8.13852333e-05, 8.13852227e-05, 8.13852153e-05]), 4175: array([7.72612852e-05, 7.71403585e-05, 7.70557095e-05, 7.69964549e-05,
       7.69549764e-05, 7.69259414e-05, 7.69056168e-05, 7.68913895e-05,
       7.68814303e-05, 7.68744589e-05, 7.68695788e-05, 7.68661628e-05,
       7.68637716e-05, 7.68620977e-05, 7.68609260e-05, 7.68601058e-05,
       7.68595316e-05, 7.68591297e-05, 7.68588484e-05, 7.68586514e-05,
       7.68585136e-05, 7.68584171e-05, 7.68583495e-05, 7.68583023e-05,
       7.68582692e-05, 7.68582460e-05, 7.68582298e-05, 7.68582184e-05]), 4180: array([0.00166004, 0.00169431, 0.00172859, 0.00176286, 0.00179713,
       0.0018314 , 0.00186567, 0.00189994, 0.00193422, 0.00196849,
       0.00200276, 0.00203703, 0.0020713 , 0.00210557, 0.00213984,
       0.00217412, 0.00220839, 0.00224266, 0.00227693, 0.0023112 ,
       0.00234547, 0.00237974, 0.00241402, 0.00244829, 0.00248256,
       0.00251683, 0.0025511 , 0.00258537]), 4185: array([2.32540019e-04, 1.93184698e-04, 1.60489915e-04, 1.33328433e-04,
       1.10763790e-04, 9.20180126e-05, 7.64447913e-05, 6.35071991e-05,
       5.27591793e-05, 4.38301664e-05, 3.64123094e-05, 3.02498588e-05,
       2.51303481e-05, 2.08772691e-05, 1.73439858e-05, 1.44086794e-05,
       1.19701474e-05, 9.94431532e-06, 8.26133729e-06, 6.86318832e-06,
       5.70166362e-06, 4.73671666e-06, 3.93507838e-06, 3.26911025e-06,
       2.71585131e-06, 2.25622652e-06, 1.87438914e-06, 1.55717434e-06]), 4190: array([0.00015213, 0.00015278, 0.0001531 , 0.00015326, 0.00015335,
       0.00015339, 0.00015341, 0.00015342, 0.00015342, 0.00015342,
       0.00015343, 0.00015343, 0.00015343, 0.00015343, 0.00015343,
       0.00015343, 0.00015343, 0.00015343, 0.00015343, 0.00015343,
       0.00015343, 0.00015343, 0.00015343, 0.00015343, 0.00015343,
       0.00015343, 0.00015343, 0.00015343]), 4195: array([5.53049210e-05, 5.51486473e-05, 5.50392552e-05, 5.49626804e-05,
       5.49090779e-05, 5.48715559e-05, 5.48452904e-05, 5.48269045e-05,
       5.48140343e-05, 5.48050251e-05, 5.47987187e-05, 5.47943041e-05,
       5.47912139e-05, 5.47890508e-05, 5.47875366e-05, 5.47864766e-05,
       5.47857347e-05, 5.47852153e-05, 5.47848517e-05, 5.47845972e-05,
       5.47844191e-05, 5.47842944e-05, 5.47842071e-05, 5.47841460e-05,
       5.47841032e-05, 5.47840733e-05, 5.47840523e-05, 5.47840376e-05]), 4200: array([0.00046617, 0.00048239, 0.00049861, 0.00051484, 0.00053106,
       0.00054728, 0.00056351, 0.00057973, 0.00059595, 0.00061218,
       0.0006284 , 0.00064462, 0.00066085, 0.00067707, 0.00069329,
       0.00070952, 0.00072574, 0.00074196, 0.00075819, 0.00077441,
       0.00079063, 0.00080686, 0.00082308, 0.0008393 , 0.00085553,
       0.00087175, 0.00088797, 0.0009042 ]), 4205: array([0.00056899, 0.00048392, 0.00045484, 0.0004449 , 0.00044151,
       0.00044034, 0.00043995, 0.00043981, 0.00043976, 0.00043975,
       0.00043974, 0.00043974, 0.00043974, 0.00043974, 0.00043974,
       0.00043974, 0.00043974, 0.00043974, 0.00043974, 0.00043974,
       0.00043974, 0.00043974, 0.00043974, 0.00043974, 0.00043974,
       0.00043974, 0.00043974, 0.00043974]), 4210: array([9.71329979e-05, 8.91851703e-05, 8.18876672e-05, 7.51872765e-05,
       6.90351398e-05, 6.33863968e-05, 5.81998577e-05, 5.34377029e-05,
       4.90652076e-05, 4.50504882e-05, 4.13642700e-05, 3.79796737e-05,
       3.48720192e-05, 3.20186461e-05, 2.93987479e-05, 2.69932208e-05,
       2.47845240e-05, 2.27565520e-05, 2.08945172e-05, 1.91848419e-05,
       1.76150594e-05, 1.61737231e-05, 1.48503230e-05, 1.36352091e-05,
       1.25195208e-05, 1.14951229e-05, 1.05545455e-05, 9.69093005e-06]), 4215: array([0.00152125, 0.00151464, 0.00151133, 0.00150968, 0.00150885,
       0.00150844, 0.00150823, 0.00150813, 0.00150807, 0.00150805,
       0.00150804, 0.00150803, 0.00150803, 0.00150802, 0.00150802,
       0.00150802, 0.00150802, 0.00150802, 0.00150802, 0.00150802,
       0.00150802, 0.00150802, 0.00150802, 0.00150802, 0.00150802,
       0.00150802, 0.00150802, 0.00150802]), 4220: array([0.0009423 , 0.00089605, 0.00085208, 0.00081026, 0.00077049,
       0.00073267, 0.00069671, 0.00066252, 0.00063   , 0.00059908,
       0.00056968, 0.00054172, 0.00051513, 0.00048985, 0.00046581,
       0.00044295, 0.00042121, 0.00040053, 0.00038088, 0.00036218,
       0.00034441, 0.0003275 , 0.00031143, 0.00029614, 0.00028161,
       0.00026779, 0.00025465, 0.00024215]), 4225: array([0.00487591, 0.00526289, 0.00564987, 0.00603686, 0.00642384,
       0.00681082, 0.00719781, 0.00758479, 0.00797178, 0.00835876,
       0.00874574, 0.00913273, 0.00951971, 0.0099067 , 0.01029368,
       0.01068066, 0.01106765, 0.01145463, 0.01184162, 0.0122286 ,
       0.01261558, 0.01300257, 0.01338955, 0.01377654, 0.01416352,
       0.0145505 , 0.01493749, 0.01532447]), 4230: array([0.08481514, 0.09020505, 0.09559495, 0.10098486, 0.10637477,
       0.11176467, 0.11715458, 0.12254449, 0.12793439, 0.1333243 ,
       0.13871421, 0.14410412, 0.14949402, 0.15488393, 0.16027384,
       0.16566374, 0.17105365, 0.17644356, 0.18183346, 0.18722337,
       0.19261328, 0.19800319, 0.20339309, 0.208783  , 0.21417291,
       0.21956281, 0.22495272, 0.23034263]), 4235: array([0.00256274, 0.00314767, 0.00363871, 0.00405095, 0.00439702,
       0.00468755, 0.00493145, 0.00513621, 0.0053081 , 0.0054524 ,
       0.00557355, 0.00567525, 0.00576063, 0.0058323 , 0.00589247,
       0.00594299, 0.0059854 , 0.006021  , 0.00605088, 0.00607598,
       0.00609704, 0.00611472, 0.00612957, 0.00614203, 0.00615249,
       0.00616127, 0.00616865, 0.00617484]), 4240: array([3.31267253e-04, 2.95569443e-04, 2.63718478e-04, 2.35299818e-04,
       2.09943592e-04, 1.87319789e-04, 1.67133958e-04, 1.49123380e-04,
       1.33053647e-04, 1.18715611e-04, 1.05922662e-04, 9.45082984e-05,
       8.43239628e-05, 7.52371054e-05, 6.71294604e-05, 5.98955066e-05,
       5.34410936e-05, 4.76822172e-05, 4.25439254e-05, 3.79593430e-05,
       3.38688016e-05, 3.02190627e-05, 2.69626247e-05, 2.40571050e-05,
       2.14646882e-05, 1.91516338e-05, 1.70878373e-05, 1.52464385e-05]), 4245: array([0.00042789, 0.00044791, 0.00046793, 0.00048795, 0.00050797,
       0.00052799, 0.00054801, 0.00056803, 0.00058805, 0.00060807,
       0.00062809, 0.00064811, 0.00066813, 0.00068815, 0.00070817,
       0.00072819, 0.00074821, 0.00076823, 0.00078825, 0.00080827,
       0.00082828, 0.0008483 , 0.00086832, 0.00088834, 0.00090836,
       0.00092838, 0.0009484 , 0.00096842]), 4250: array([0.00391102, 0.00518875, 0.00646648, 0.00774421, 0.00902194,
       0.01029967, 0.0115774 , 0.01285513, 0.01413286, 0.0154106 ,
       0.01668833, 0.01796607, 0.0192438 , 0.02052154, 0.02179928,
       0.02307702, 0.02435475, 0.02563249, 0.02691023, 0.02818797,
       0.02946572, 0.03074346, 0.0320212 , 0.03329895, 0.03457669,
       0.03585443, 0.03713218, 0.03840993]), 4255: array([0.00063655, 0.00067003, 0.00070352, 0.00073701, 0.0007705 ,
       0.00080398, 0.00083747, 0.00087096, 0.00090445, 0.00093793,
       0.00097142, 0.00100491, 0.0010384 , 0.00107188, 0.00110537,
       0.00113886, 0.00117235, 0.00120583, 0.00123932, 0.00127281,
       0.0013063 , 0.00133978, 0.00137327, 0.00140676, 0.00144025,
       0.00147373, 0.00150722, 0.00154071]), 4260: array([0.00125879, 0.00130234, 0.00134589, 0.00138944, 0.00143299,
       0.00147654, 0.00152009, 0.00156364, 0.00160719, 0.00165074,
       0.00169429, 0.00173784, 0.00178139, 0.00182494, 0.00186849,
       0.00191204, 0.00195559, 0.00199914, 0.00204269, 0.00208624,
       0.00212979, 0.00217334, 0.00221689, 0.00226044, 0.00230399,
       0.00234754, 0.00239109, 0.00243464]), 4265: array([0.00535672, 0.00535313, 0.00535134, 0.00535045, 0.00535   ,
       0.00534977, 0.00534966, 0.00534961, 0.00534958, 0.00534956,
       0.00534956, 0.00534955, 0.00534955, 0.00534955, 0.00534955,
       0.00534955, 0.00534955, 0.00534955, 0.00534955, 0.00534955,
       0.00534955, 0.00534955, 0.00534955, 0.00534955, 0.00534955,
       0.00534955, 0.00534955, 0.00534955]), 4270: array([0.00248963, 0.00255916, 0.00262868, 0.00269821, 0.00276774,
       0.00283727, 0.0029068 , 0.00297632, 0.00304585, 0.00311538,
       0.00318491, 0.00325444, 0.00332397, 0.00339349, 0.00346302,
       0.00353255, 0.00360208, 0.00367161, 0.00374114, 0.00381066,
       0.00388019, 0.00394972, 0.00401925, 0.00408878, 0.0041583 ,
       0.00422783, 0.00429736, 0.00436689]), 4275: array([0.00235643, 0.00226565, 0.00219216, 0.00213268, 0.00208453,
       0.00204555, 0.002014  , 0.00198847, 0.00196779, 0.00195106,
       0.00193752, 0.00192655, 0.00191768, 0.00191049, 0.00190468,
       0.00189997, 0.00189616, 0.00189307, 0.00189058, 0.00188855,
       0.00188692, 0.00188559, 0.00188452, 0.00188365, 0.00188295,
       0.00188238, 0.00188192, 0.00188155]), 4280: array([0.00016196, 0.00020411, 0.0002268 , 0.00023901, 0.00024559,
       0.00024913, 0.00025104, 0.00025206, 0.00025262, 0.00025291,
       0.00025307, 0.00025316, 0.00025321, 0.00025323, 0.00025325,
       0.00025325, 0.00025326, 0.00025326, 0.00025326, 0.00025326,
       0.00025326, 0.00025326, 0.00025326, 0.00025326, 0.00025326,
       0.00025326, 0.00025326, 0.00025326]), 4285: array([0.00044105, 0.00042135, 0.00040252, 0.00038454, 0.00036737,
       0.00035095, 0.00033528, 0.0003203 , 0.00030599, 0.00029232,
       0.00027926, 0.00026679, 0.00025487, 0.00024349, 0.00023261,
       0.00022222, 0.00021229, 0.00020281, 0.00019375, 0.00018509,
       0.00017683, 0.00016893, 0.00016138, 0.00015417, 0.00014728,
       0.0001407 , 0.00013442, 0.00012841]), 4290: array([0.00060951, 0.0006091 , 0.0006089 , 0.00060879, 0.00060874,
       0.00060872, 0.0006087 , 0.0006087 , 0.00060869, 0.00060869,
       0.00060869, 0.00060869, 0.00060869, 0.00060869, 0.00060869,
       0.00060869, 0.00060869, 0.00060869, 0.00060869, 0.00060869,
       0.00060869, 0.00060869, 0.00060869, 0.00060869, 0.00060869,
       0.00060869, 0.00060869, 0.00060869]), 4295: array([0.00345343, 0.00368855, 0.00392367, 0.00415879, 0.00439392,
       0.00462904, 0.00486416, 0.00509928, 0.0053344 , 0.00556952,
       0.00580464, 0.00603976, 0.00627488, 0.00651   , 0.00674512,
       0.00698024, 0.00721536, 0.00745048, 0.0076856 , 0.00792072,
       0.00815584, 0.00839096, 0.00862608, 0.0088612 , 0.00909632,
       0.00933144, 0.00956656, 0.00980168]), 4300: array([1.99182319e-04, 1.69025666e-04, 1.43434799e-04, 1.21718448e-04,
       1.03290003e-04, 8.76516657e-05, 7.43810090e-05, 6.31195600e-05,
       5.35631203e-05, 4.54535474e-05, 3.85717825e-05, 3.27319325e-05,
       2.77762492e-05, 2.35708677e-05, 2.00021906e-05, 1.69738194e-05,
       1.44039505e-05, 1.22231657e-05, 1.03725567e-05, 8.80213411e-06,
       7.46947711e-06, 6.33858744e-06, 5.37891706e-06, 4.56454298e-06,
       3.87346699e-06, 3.28702149e-06, 2.78936519e-06, 2.36705519e-06]), 4305: array([0.00486654, 0.00495805, 0.00504956, 0.00514107, 0.00523258,
       0.00532409, 0.0054156 , 0.00550711, 0.00559862, 0.00569013,
       0.00578164, 0.00587315, 0.00596467, 0.00605618, 0.00614769,
       0.0062392 , 0.00633071, 0.00642222, 0.00651373, 0.00660524,
       0.00669675, 0.00678826, 0.00687977, 0.00697128, 0.00706279,
       0.00715431, 0.00724582, 0.00733733]), 4310: array([0.00020945, 0.00021433, 0.0002192 , 0.00022408, 0.00022895,
       0.00023383, 0.00023871, 0.00024358, 0.00024846, 0.00025333,
       0.00025821, 0.00026309, 0.00026796, 0.00027284, 0.00027771,
       0.00028259, 0.00028746, 0.00029234, 0.00029722, 0.00030209,
       0.00030697, 0.00031184, 0.00031672, 0.0003216 , 0.00032647,
       0.00033135, 0.00033622, 0.0003411 ]), 4315: array([7.71108478e-05, 7.71173200e-05, 7.71236628e-05, 7.71298787e-05,
       7.71359703e-05, 7.71419401e-05, 7.71477905e-05, 7.71535239e-05,
       7.71591426e-05, 7.71646489e-05, 7.71700451e-05, 7.71753334e-05,
       7.71805160e-05, 7.71855948e-05, 7.71905721e-05, 7.71954499e-05,
       7.72002301e-05, 7.72049147e-05, 7.72095056e-05, 7.72140047e-05,
       7.72184138e-05, 7.72227347e-05, 7.72269692e-05, 7.72311190e-05,
       7.72351859e-05, 7.72391714e-05, 7.72430771e-05, 7.72469048e-05]), 4320: array([3.39973460e-05, 3.96472517e-05, 4.24721609e-05, 4.38845937e-05,
       4.45907992e-05, 4.49438964e-05, 4.51204423e-05, 4.52087139e-05,
       4.52528490e-05, 4.52749163e-05, 4.52859497e-05, 4.52914663e-05,
       4.52942246e-05, 4.52956037e-05, 4.52962933e-05, 4.52966380e-05,
       4.52968104e-05, 4.52968966e-05, 4.52969397e-05, 4.52969612e-05,
       4.52969720e-05, 4.52969774e-05, 4.52969801e-05, 4.52969814e-05,
       4.52969821e-05, 4.52969825e-05, 4.52969826e-05, 4.52969827e-05]), 4325: array([1.68249520e-04, 1.34614030e-04, 1.17158054e-04, 1.08098839e-04,
       1.03397334e-04, 1.00957370e-04, 9.96910899e-05, 9.90339223e-05,
       9.86928687e-05, 9.85158705e-05, 9.84240129e-05, 9.83763410e-05,
       9.83516005e-05, 9.83387609e-05, 9.83320974e-05, 9.83286392e-05,
       9.83268445e-05, 9.83259131e-05, 9.83254297e-05, 9.83251788e-05,
       9.83250487e-05, 9.83249811e-05, 9.83249460e-05, 9.83249278e-05,
       9.83249184e-05, 9.83249135e-05, 9.83249109e-05, 9.83249096e-05]), 4330: array([0.00029577, 0.00030731, 0.00031886, 0.0003304 , 0.00034194,
       0.00035348, 0.00036503, 0.00037657, 0.00038811, 0.00039965,
       0.00041119, 0.00042274, 0.00043428, 0.00044582, 0.00045736,
       0.00046891, 0.00048045, 0.00049199, 0.00050353, 0.00051508,
       0.00052662, 0.00053816, 0.0005497 , 0.00056124, 0.00057279,
       0.00058433, 0.00059587, 0.00060741]), 4335: array([0.0001603 , 0.00015817, 0.00015692, 0.0001562 , 0.00015577,
       0.00015552, 0.00015537, 0.00015529, 0.00015524, 0.00015521,
       0.00015519, 0.00015518, 0.00015518, 0.00015517, 0.00015517,
       0.00015517, 0.00015517, 0.00015517, 0.00015517, 0.00015517,
       0.00015517, 0.00015517, 0.00015517, 0.00015517, 0.00015517,
       0.00015517, 0.00015517, 0.00015517]), 4340: array([0.00134428, 0.00141402, 0.00148375, 0.00155349, 0.00162322,
       0.00169296, 0.0017627 , 0.00183243, 0.00190217, 0.0019719 ,
       0.00204164, 0.00211137, 0.00218111, 0.00225085, 0.00232058,
       0.00239032, 0.00246005, 0.00252979, 0.00259952, 0.00266926,
       0.002739  , 0.00280873, 0.00287847, 0.0029482 , 0.00301794,
       0.00308767, 0.00315741, 0.00322715]), 4345: array([7.62424197e-06, 1.20686879e-05, 1.48281159e-05, 1.65413650e-05,
       1.76050719e-05, 1.82654967e-05, 1.86755354e-05, 1.89301165e-05,
       1.90881786e-05, 1.91863148e-05, 1.92472447e-05, 1.92850744e-05,
       1.93085617e-05, 1.93231443e-05, 1.93321982e-05, 1.93378195e-05,
       1.93413096e-05, 1.93434765e-05, 1.93448219e-05, 1.93456572e-05,
       1.93461758e-05, 1.93464978e-05, 1.93466977e-05, 1.93468218e-05,
       1.93468989e-05, 1.93469468e-05, 1.93469765e-05, 1.93469949e-05]), 4350: array([0.00048804, 0.00049299, 0.00049737, 0.00050123, 0.00050464,
       0.00050766, 0.00051032, 0.00051267, 0.00051474, 0.00051658,
       0.0005182 , 0.00051963, 0.00052089, 0.00052201, 0.00052299,
       0.00052386, 0.00052463, 0.00052531, 0.00052591, 0.00052644,
       0.00052691, 0.00052732, 0.00052769, 0.00052801, 0.00052829,
       0.00052855, 0.00052877, 0.00052896]), 4355: array([1.07633290e-04, 8.62403933e-05, 6.91039928e-05, 5.53771831e-05,
       4.43815656e-05, 3.55737213e-05, 2.85183538e-05, 2.28667769e-05,
       1.83396814e-05, 1.47133318e-05, 1.18085088e-05, 9.48165190e-06,
       7.61776442e-06, 6.12473042e-06, 4.92876201e-06, 3.97075273e-06,
       3.20335639e-06, 2.58864716e-06, 2.09624523e-06, 1.70181541e-06,
       1.38586439e-06, 1.13277743e-06, 9.30046607e-07, 7.67652680e-07,
       6.37569904e-07, 5.33369404e-07, 4.49901442e-07, 3.83040911e-07]), 4360: array([0.00014196, 0.00014099, 0.00014023, 0.00013964, 0.00013918,
       0.00013882, 0.00013855, 0.00013833, 0.00013816, 0.00013803,
       0.00013793, 0.00013785, 0.00013779, 0.00013775, 0.00013771,
       0.00013768, 0.00013766, 0.00013764, 0.00013763, 0.00013762,
       0.00013761, 0.0001376 , 0.0001376 , 0.0001376 , 0.00013759,
       0.00013759, 0.00013759, 0.00013759]), 4365: array([0.00026017, 0.00026081, 0.00026128, 0.00026164, 0.0002619 ,
       0.00026209, 0.00026223, 0.00026234, 0.00026242, 0.00026247,
       0.00026252, 0.00026255, 0.00026257, 0.00026259, 0.0002626 ,
       0.00026261, 0.00026262, 0.00026262, 0.00026263, 0.00026263,
       0.00026263, 0.00026263, 0.00026264, 0.00026264, 0.00026264,
       0.00026264, 0.00026264, 0.00026264]), 4370: array([0.00013893, 0.00014031, 0.00014145, 0.0001424 , 0.00014318,
       0.00014382, 0.00014435, 0.00014479, 0.00014515, 0.00014545,
       0.0001457 , 0.0001459 , 0.00014607, 0.00014621, 0.00014633,
       0.00014642, 0.0001465 , 0.00014656, 0.00014662, 0.00014666,
       0.0001467 , 0.00014673, 0.00014675, 0.00014678, 0.00014679,
       0.00014681, 0.00014682, 0.00014683]), 4375: array([0.00087321, 0.00070639, 0.00065116, 0.00063287, 0.00062682,
       0.00062482, 0.00062415, 0.00062393, 0.00062386, 0.00062384,
       0.00062383, 0.00062383, 0.00062383, 0.00062383, 0.00062383,
       0.00062383, 0.00062383, 0.00062383, 0.00062383, 0.00062383,
       0.00062383, 0.00062383, 0.00062383, 0.00062383, 0.00062383,
       0.00062383, 0.00062383, 0.00062383]), 4380: array([0.0003485 , 0.0003361 , 0.00032896, 0.00032485, 0.00032248,
       0.00032112, 0.00032033, 0.00031988, 0.00031962, 0.00031947,
       0.00031938, 0.00031933, 0.00031931, 0.00031929, 0.00031928,
       0.00031927, 0.00031927, 0.00031927, 0.00031927, 0.00031927,
       0.00031927, 0.00031927, 0.00031927, 0.00031927, 0.00031927,
       0.00031927, 0.00031927, 0.00031927]), 4385: array([0.00238139, 0.00230388, 0.00222889, 0.00215634, 0.00208616,
       0.00201826, 0.00195257, 0.00188902, 0.00182753, 0.00176805,
       0.0017105 , 0.00165483, 0.00160097, 0.00154886, 0.00149845,
       0.00144968, 0.00140249, 0.00135684, 0.00131268, 0.00126996,
       0.00122862, 0.00118863, 0.00114994, 0.00111252, 0.00107631,
       0.00104127, 0.00100738, 0.00097459]), 4390: array([0.00251237, 0.00259911, 0.00268584, 0.00277257, 0.00285931,
       0.00294604, 0.00303277, 0.00311951, 0.00320624, 0.00329297,
       0.00337971, 0.00346644, 0.00355317, 0.00363991, 0.00372664,
       0.00381337, 0.00390011, 0.00398684, 0.00407358, 0.00416031,
       0.00424704, 0.00433378, 0.00442051, 0.00450724, 0.00459398,
       0.00468071, 0.00476744, 0.00485418]), 4395: array([0.0001748 , 0.00017406, 0.00017369, 0.00017351, 0.00017341,
       0.00017337, 0.00017334, 0.00017333, 0.00017333, 0.00017332,
       0.00017332, 0.00017332, 0.00017332, 0.00017332, 0.00017332,
       0.00017332, 0.00017332, 0.00017332, 0.00017332, 0.00017332,
       0.00017332, 0.00017332, 0.00017332, 0.00017332, 0.00017332,
       0.00017332, 0.00017332, 0.00017332]), 4400: array([0.00081759, 0.00082146, 0.00082339, 0.00082436, 0.00082484,
       0.00082508, 0.0008252 , 0.00082526, 0.00082529, 0.00082531,
       0.00082531, 0.00082532, 0.00082532, 0.00082532, 0.00082532,
       0.00082532, 0.00082532, 0.00082532, 0.00082532, 0.00082532,
       0.00082532, 0.00082532, 0.00082532, 0.00082532, 0.00082532,
       0.00082532, 0.00082532, 0.00082532]), 4405: array([0.00026022, 0.00027331, 0.0002864 , 0.00029949, 0.00031258,
       0.00032567, 0.00033876, 0.00035185, 0.00036494, 0.00037803,
       0.00039112, 0.00040421, 0.0004173 , 0.00043039, 0.00044348,
       0.00045657, 0.00046966, 0.00048276, 0.00049585, 0.00050894,
       0.00052203, 0.00053512, 0.00054821, 0.0005613 , 0.00057439,
       0.00058748, 0.00060057, 0.00061366]), 4410: array([0.00245668, 0.00235974, 0.00226662, 0.00217717, 0.00209126,
       0.00200873, 0.00192947, 0.00185333, 0.00178019, 0.00170994,
       0.00164246, 0.00157765, 0.00151539, 0.00145559, 0.00139815,
       0.00134298, 0.00128998, 0.00123908, 0.00119018, 0.00114321,
       0.0010981 , 0.00105477, 0.00101314, 0.00097316, 0.00093476,
       0.00089787, 0.00086244, 0.00082841]), 4415: array([0.00056332, 0.00058082, 0.00059832, 0.00061582, 0.00063332,
       0.00065082, 0.00066832, 0.00068582, 0.00070332, 0.00072082,
       0.00073832, 0.00075582, 0.00077332, 0.00079082, 0.00080832,
       0.00082582, 0.00084332, 0.00086082, 0.00087832, 0.00089582,
       0.00091332, 0.00093082, 0.00094832, 0.00096582, 0.00098332,
       0.00100082, 0.00101832, 0.00103582]), 4420: array([5.62301049e-05, 5.63012581e-05, 5.63724113e-05, 5.64435646e-05,
       5.65147178e-05, 5.65858710e-05, 5.66570243e-05, 5.67281775e-05,
       5.67993308e-05, 5.68704840e-05, 5.69416372e-05, 5.70127905e-05,
       5.70839437e-05, 5.71550969e-05, 5.72262502e-05, 5.72974034e-05,
       5.73685566e-05, 5.74397099e-05, 5.75108631e-05, 5.75820163e-05,
       5.76531696e-05, 5.77243228e-05, 5.77954760e-05, 5.78666293e-05,
       5.79377825e-05, 5.80089357e-05, 5.80800890e-05, 5.81512422e-05]), 4425: array([0.00101635, 0.00104179, 0.00106722, 0.00109266, 0.0011181 ,
       0.00114354, 0.00116898, 0.00119441, 0.00121985, 0.00124529,
       0.00127073, 0.00129617, 0.0013216 , 0.00134704, 0.00137248,
       0.00139792, 0.00142336, 0.00144879, 0.00147423, 0.00149967,
       0.00152511, 0.00155055, 0.00157599, 0.00160142, 0.00162686,
       0.0016523 , 0.00167774, 0.00170318]), 4430: array([0.00320873, 0.00306423, 0.00294988, 0.00285938, 0.00278777,
       0.0027311 , 0.00268626, 0.00265077, 0.00262268, 0.00260046,
       0.00258287, 0.00256895, 0.00255794, 0.00254922, 0.00254232,
       0.00253686, 0.00253254, 0.00252912, 0.00252642, 0.00252428,
       0.00252259, 0.00252124, 0.00252018, 0.00251934, 0.00251868,
       0.00251815, 0.00251774, 0.00251741]), 4435: array([0.00400554, 0.00418254, 0.00435954, 0.00453654, 0.00471354,
       0.00489054, 0.00506754, 0.00524454, 0.00542154, 0.00559854,
       0.00577554, 0.00595254, 0.00612954, 0.00630654, 0.00648354,
       0.00666054, 0.00683754, 0.00701454, 0.00719154, 0.00736854,
       0.00754554, 0.00772254, 0.00789954, 0.00807654, 0.00825354,
       0.00843054, 0.00860754, 0.00878454]), 4440: array([7.10991761e-04, 5.40656390e-04, 4.11129125e-04, 3.12633362e-04,
       2.37734727e-04, 1.80779936e-04, 1.37470093e-04, 1.04536208e-04,
       7.94924607e-05, 6.04485703e-05, 4.59671211e-05, 3.49550659e-05,
       2.65812244e-05, 2.02135465e-05, 1.53714054e-05, 1.16893205e-05,
       8.88937130e-06, 6.76022010e-06, 5.14116042e-06, 3.90998706e-06,
       2.97377212e-06, 2.26185093e-06, 1.72048830e-06, 1.30882265e-06,
       9.95781829e-07, 7.57737777e-07, 5.76723142e-07, 4.39075098e-07]), 4445: array([0.01909493, 0.0208128 , 0.02253067, 0.02424854, 0.0259664 ,
       0.02768427, 0.02940214, 0.03112   , 0.03283787, 0.03455574,
       0.0362736 , 0.03799147, 0.03970934, 0.0414272 , 0.04314507,
       0.04486294, 0.04658081, 0.04829867, 0.05001654, 0.05173441,
       0.05345227, 0.05517014, 0.05688801, 0.05860587, 0.06032374,
       0.06204161, 0.06375948, 0.06547734]), 4450: array([0.00122704, 0.00126125, 0.00129546, 0.00132968, 0.00136389,
       0.0013981 , 0.00143232, 0.00146653, 0.00150074, 0.00153495,
       0.00156917, 0.00160338, 0.00163759, 0.0016718 , 0.00170602,
       0.00174023, 0.00177444, 0.00180866, 0.00184287, 0.00187708,
       0.00191129, 0.00194551, 0.00197972, 0.00201393, 0.00204814,
       0.00208236, 0.00211657, 0.00215078]), 4455: array([0.001385  , 0.00158152, 0.00165353, 0.00167992, 0.00168959,
       0.00169313, 0.00169443, 0.00169491, 0.00169508, 0.00169515,
       0.00169517, 0.00169518, 0.00169518, 0.00169518, 0.00169518,
       0.00169518, 0.00169518, 0.00169518, 0.00169518, 0.00169518,
       0.00169518, 0.00169518, 0.00169518, 0.00169518, 0.00169518,
       0.00169518, 0.00169518, 0.00169518]), 4460: array([0.00842081, 0.00772218, 0.00708152, 0.006494  , 0.00595523,
       0.00546116, 0.00500808, 0.00459259, 0.00421156, 0.00386215,
       0.00354173, 0.0032479 , 0.00297844, 0.00273133, 0.00250473,
       0.00229693, 0.00210636, 0.00193161, 0.00177136, 0.0016244 ,
       0.00148963, 0.00136604, 0.00125271, 0.00114878, 0.00105347,
       0.00096607, 0.00088592, 0.00081242]), 4465: array([0.00244576, 0.00276131, 0.00307687, 0.00339242, 0.00370797,
       0.00402353, 0.00433908, 0.00465464, 0.00497019, 0.00528575,
       0.0056013 , 0.00591686, 0.00623241, 0.00654797, 0.00686352,
       0.00717908, 0.00749463, 0.00781019, 0.00812574, 0.00844129,
       0.00875685, 0.0090724 , 0.00938796, 0.00970351, 0.01001907,
       0.01033462, 0.01065018, 0.01096573]), 4470: array([0.0006379, 0.0006379, 0.0006379, 0.0006379, 0.0006379, 0.0006379,
       0.0006379, 0.0006379, 0.0006379, 0.0006379, 0.0006379, 0.0006379,
       0.0006379, 0.0006379, 0.0006379, 0.0006379, 0.0006379, 0.0006379,
       0.0006379, 0.0006379, 0.0006379, 0.0006379, 0.0006379, 0.0006379,
       0.0006379, 0.0006379, 0.0006379, 0.0006379]), 4475: array([0.00817322, 0.00818074, 0.00818811, 0.00819533, 0.0082024 ,
       0.00820934, 0.00821613, 0.00822279, 0.00822932, 0.00823572,
       0.00824199, 0.00824813, 0.00825415, 0.00826005, 0.00826583,
       0.0082715 , 0.00827705, 0.00828249, 0.00828783, 0.00829305,
       0.00829818, 0.00830319, 0.00830811, 0.00831293, 0.00831766,
       0.00832229, 0.00832683, 0.00833127]), 4480: array([0.00079741, 0.00072416, 0.00067265, 0.00063642, 0.00061094,
       0.00059301, 0.00058041, 0.00057154, 0.00056531, 0.00056093,
       0.00055784, 0.00055567, 0.00055415, 0.00055307, 0.00055232,
       0.00055179, 0.00055142, 0.00055115, 0.00055097, 0.00055084,
       0.00055075, 0.00055068, 0.00055064, 0.00055061, 0.00055058,
       0.00055057, 0.00055056, 0.00055055]), 4485: array([1.59041418e-04, 1.23632201e-04, 9.61086320e-05, 7.47145733e-05,
       5.80849805e-05, 4.51588050e-05, 3.51112943e-05, 2.73013685e-05,
       2.12307165e-05, 1.65120012e-05, 1.28441458e-05, 9.99312341e-06,
       7.77702488e-06, 6.05445243e-06, 4.71549760e-06, 3.67472857e-06,
       2.86573924e-06, 2.23691218e-06, 1.74812518e-06, 1.36819124e-06,
       1.07286876e-06, 8.43314714e-07, 6.64882453e-07, 5.26187132e-07,
       4.18379318e-07, 3.34580350e-07, 2.69443447e-07, 2.18812560e-07]), 4490: array([0.00246362, 0.00236671, 0.00230138, 0.00225733, 0.00222764,
       0.00220763, 0.00219413, 0.00218504, 0.0021789 , 0.00217477,
       0.00217198, 0.0021701 , 0.00216884, 0.00216798, 0.00216741,
       0.00216702, 0.00216676, 0.00216658, 0.00216646, 0.00216638,
       0.00216633, 0.00216629, 0.00216627, 0.00216625, 0.00216624,
       0.00216623, 0.00216623, 0.00216622]), 4495: array([0.00784274, 0.00783612, 0.00783174, 0.00782884, 0.00782693,
       0.00782567, 0.00782483, 0.00782428, 0.00782392, 0.00782367,
       0.00782351, 0.00782341, 0.00782334, 0.00782329, 0.00782326,
       0.00782324, 0.00782323, 0.00782322, 0.00782322, 0.00782321,
       0.00782321, 0.00782321, 0.00782321, 0.00782321, 0.00782321,
       0.0078232 , 0.0078232 , 0.0078232 ]), 4500: array([0.00141208, 0.00141048, 0.00140969, 0.00140929, 0.00140909,
       0.001409  , 0.00140895, 0.00140892, 0.00140891, 0.0014089 ,
       0.0014089 , 0.0014089 , 0.0014089 , 0.0014089 , 0.0014089 ,
       0.0014089 , 0.0014089 , 0.0014089 , 0.0014089 , 0.0014089 ,
       0.0014089 , 0.0014089 , 0.0014089 , 0.0014089 , 0.0014089 ,
       0.0014089 , 0.0014089 , 0.0014089 ]), 4505: array([0.00945806, 0.00996904, 0.01048001, 0.01099099, 0.01150196,
       0.01201294, 0.01252391, 0.01303489, 0.01354586, 0.01405684,
       0.01456781, 0.01507879, 0.01558976, 0.01610074, 0.01661171,
       0.01712269, 0.01763366, 0.01814464, 0.01865561, 0.01916659,
       0.01967756, 0.02018854, 0.02069951, 0.02121049, 0.02172146,
       0.02223244, 0.02274341, 0.02325439]), 4510: array([0.03751876, 0.03927533, 0.04103191, 0.04278848, 0.04454505,
       0.04630162, 0.04805819, 0.04981476, 0.05157133, 0.0533279 ,
       0.05508447, 0.05684104, 0.05859762, 0.06035419, 0.06211076,
       0.06386733, 0.0656239 , 0.06738047, 0.06913704, 0.07089361,
       0.07265018, 0.07440676, 0.07616333, 0.0779199 , 0.07967647,
       0.08143304, 0.08318961, 0.08494618]), 4515: array([3.05744600e-04, 2.70326355e-04, 2.39027007e-04, 2.11367557e-04,
       1.86924709e-04, 1.65324396e-04, 1.46236051e-04, 1.29367548e-04,
       1.14460735e-04, 1.01287481e-04, 8.96461865e-05, 7.93586936e-05,
       7.02675651e-05, 6.22336721e-05, 5.51340653e-05, 4.88600937e-05,
       4.33157416e-05, 3.84161594e-05, 3.40863648e-05, 3.02600953e-05,
       2.68787946e-05, 2.38907158e-05, 2.12501299e-05, 1.89166259e-05,
       1.68544923e-05, 1.50321705e-05, 1.34217722e-05, 1.19986521e-05]), 4520: array([0.00135868, 0.00135735, 0.00135668, 0.00135634, 0.00135617,
       0.00135609, 0.00135605, 0.00135603, 0.00135602, 0.00135601,
       0.00135601, 0.00135601, 0.00135601, 0.00135601, 0.00135601,
       0.00135601, 0.00135601, 0.00135601, 0.00135601, 0.00135601,
       0.00135601, 0.00135601, 0.00135601, 0.00135601, 0.00135601,
       0.00135601, 0.00135601, 0.00135601]), 4525: array([0.00345599, 0.0036272 , 0.00379841, 0.00396962, 0.00414083,
       0.00431205, 0.00448326, 0.00465447, 0.00482568, 0.00499689,
       0.0051681 , 0.00533931, 0.00551052, 0.00568173, 0.00585294,
       0.00602415, 0.00619536, 0.00636657, 0.00653778, 0.00670899,
       0.0068802 , 0.00705141, 0.00722262, 0.00739383, 0.00756504,
       0.00773625, 0.00790747, 0.00807868]), 4530: array([0.01286077, 0.01338147, 0.01390216, 0.01442286, 0.01494356,
       0.01546426, 0.01598495, 0.01650565, 0.01702635, 0.01754705,
       0.01806774, 0.01858844, 0.01910914, 0.01962984, 0.02015053,
       0.02067123, 0.02119193, 0.02171263, 0.02223333, 0.02275402,
       0.02327472, 0.02379542, 0.02431612, 0.02483681, 0.02535751,
       0.02587821, 0.02639891, 0.0269196 ]), 4535: array([0.00192591, 0.00192591, 0.00192591, 0.00192591, 0.00192591,
       0.00192591, 0.00192591, 0.00192591, 0.00192591, 0.00192591,
       0.00192591, 0.00192591, 0.00192591, 0.00192591, 0.00192591,
       0.00192591, 0.00192591, 0.00192591, 0.00192591, 0.00192591,
       0.00192591, 0.00192591, 0.00192591, 0.00192591, 0.00192591,
       0.00192591, 0.00192591, 0.00192591]), 4540: array([0.00189895, 0.00245308, 0.0030072 , 0.00356133, 0.00411545,
       0.00466958, 0.0052237 , 0.00577783, 0.00633195, 0.00688608,
       0.0074402 , 0.00799433, 0.00854845, 0.00910258, 0.0096567 ,
       0.01021083, 0.01076495, 0.01131908, 0.0118732 , 0.01242733,
       0.01298145, 0.01353558, 0.0140897 , 0.01464383, 0.01519795,
       0.01575208, 0.0163062 , 0.01686033]), 4545: array([0.00116577, 0.00120703, 0.00124829, 0.00128956, 0.00133082,
       0.00137208, 0.00141334, 0.0014546 , 0.00149586, 0.00153712,
       0.00157838, 0.00161964, 0.0016609 , 0.00170216, 0.00174343,
       0.00178469, 0.00182595, 0.00186721, 0.00190847, 0.00194973,
       0.00199099, 0.00203225, 0.00207351, 0.00211477, 0.00215603,
       0.0021973 , 0.00223856, 0.00227982]), 4550: array([1.03763362e-10, 2.07435929e-10, 3.11108333e-10, 4.14780576e-10,
       5.18452658e-10, 6.22124577e-10, 7.25796334e-10, 8.29467930e-10,
       9.33139363e-10, 1.03681064e-09, 1.14048175e-09, 1.24415269e-09,
       1.34782348e-09, 1.45149410e-09, 1.55516457e-09, 1.65883487e-09,
       1.76250500e-09, 1.86617498e-09, 1.96984480e-09, 2.07351445e-09,
       2.17718394e-09, 2.28085327e-09, 2.38452244e-09, 2.48819144e-09,
       2.59186029e-09, 2.69552897e-09, 2.79919749e-09, 2.90286585e-09]), 4555: array([0.00030791, 0.00036984, 0.00040589, 0.00042687, 0.00043908,
       0.00044618, 0.00045032, 0.00045272, 0.00045412, 0.00045494,
       0.00045541, 0.00045569, 0.00045585, 0.00045594, 0.000456  ,
       0.00045603, 0.00045605, 0.00045606, 0.00045607, 0.00045607,
       0.00045607, 0.00045607, 0.00045607, 0.00045607, 0.00045607,
       0.00045607, 0.00045607, 0.00045607]), 4560: array([0.00276591, 0.00265754, 0.00255341, 0.00245336, 0.00235723,
       0.00226487, 0.00217613, 0.00209087, 0.00200894, 0.00193023,
       0.0018546 , 0.00178193, 0.00171211, 0.00164503, 0.00158057,
       0.00151864, 0.00145914, 0.00140196, 0.00134703, 0.00129425,
       0.00124354, 0.00119482, 0.001148  , 0.00110302, 0.0010598 ,
       0.00101828, 0.00097838, 0.00094004]), 4565: array([0.00620555, 0.00650319, 0.00680083, 0.00709847, 0.00739611,
       0.00769375, 0.0079914 , 0.00828904, 0.00858668, 0.00888432,
       0.00918196, 0.0094796 , 0.00977724, 0.01007488, 0.01037252,
       0.01067017, 0.01096781, 0.01126545, 0.01156309, 0.01186073,
       0.01215837, 0.01245601, 0.01275365, 0.0130513 , 0.01334894,
       0.01364658, 0.01394422, 0.01424186]), 4570: array([0.01363021, 0.01417905, 0.01472788, 0.01527672, 0.01582556,
       0.01637439, 0.01692323, 0.01747206, 0.0180209 , 0.01856973,
       0.01911857, 0.01966741, 0.02021624, 0.02076508, 0.02131391,
       0.02186275, 0.02241158, 0.02296042, 0.02350925, 0.02405809,
       0.02460693, 0.02515576, 0.0257046 , 0.02625343, 0.02680227,
       0.0273511 , 0.02789994, 0.02844877]), 4575: array([0.07940741, 0.0768963 , 0.07477935, 0.07299467, 0.07149012,
       0.07022172, 0.06915242, 0.06825095, 0.06749098, 0.06685029,
       0.06631017, 0.06585482, 0.06547095, 0.06514733, 0.06487451,
       0.06464451, 0.06445061, 0.06428714, 0.06414933, 0.06403316,
       0.06393521, 0.06385265, 0.06378304, 0.06372435, 0.06367488,
       0.06363318, 0.06359801, 0.06356837]), 4580: array([0.0095833 , 0.00956268, 0.0095493 , 0.00954062, 0.00953499,
       0.00953134, 0.00952897, 0.00952743, 0.00952643, 0.00952579,
       0.00952537, 0.00952509, 0.00952492, 0.0095248 , 0.00952473,
       0.00952468, 0.00952465, 0.00952463, 0.00952462, 0.00952461,
       0.0095246 , 0.0095246 , 0.0095246 , 0.00952459, 0.00952459,
       0.00952459, 0.00952459, 0.00952459]), 4585: array([0.0021917 , 0.00227981, 0.00236791, 0.00245602, 0.00254413,
       0.00263224, 0.00272034, 0.00280845, 0.00289656, 0.00298467,
       0.00307278, 0.00316088, 0.00324899, 0.0033371 , 0.00342521,
       0.00351331, 0.00360142, 0.00368953, 0.00377764, 0.00386574,
       0.00395385, 0.00404196, 0.00413007, 0.00421817, 0.00430628,
       0.00439439, 0.0044825 , 0.0045706 ]), 4590: array([0.01822009, 0.01902937, 0.01983865, 0.02064793, 0.02145721,
       0.02226648, 0.02307576, 0.02388504, 0.02469432, 0.0255036 ,
       0.02631288, 0.02712215, 0.02793143, 0.02874071, 0.02954999,
       0.03035927, 0.03116855, 0.03197783, 0.0327871 , 0.03359638,
       0.03440566, 0.03521494, 0.03602422, 0.0368335 , 0.03764278,
       0.03845205, 0.03926133, 0.04007061]), 4595: array([0.00088218, 0.00091387, 0.00094557, 0.00097726, 0.00100896,
       0.00104065, 0.00107235, 0.00110404, 0.00113574, 0.00116743,
       0.00119913, 0.00123082, 0.00126252, 0.00129421, 0.00132591,
       0.0013576 , 0.0013893 , 0.00142099, 0.00145269, 0.00148439,
       0.00151608, 0.00154778, 0.00157947, 0.00161117, 0.00164286,
       0.00167456, 0.00170625, 0.00173795]), 4600: array([0.00136023, 0.00136023, 0.00136023, 0.00136023, 0.00136023,
       0.00136023, 0.00136023, 0.00136023, 0.00136023, 0.00136023,
       0.00136023, 0.00136023, 0.00136023, 0.00136023, 0.00136023,
       0.00136023, 0.00136023, 0.00136023, 0.00136023, 0.00136023,
       0.00136023, 0.00136023, 0.00136023, 0.00136023, 0.00136023,
       0.00136023, 0.00136023, 0.00136023]), 4605: array([0.00833692, 0.0083245 , 0.00831579, 0.00830968, 0.00830539,
       0.00830238, 0.00830027, 0.00829879, 0.00829775, 0.00829702,
       0.00829651, 0.00829615, 0.0082959 , 0.00829572, 0.00829559,
       0.00829551, 0.00829545, 0.0082954 , 0.00829537, 0.00829535,
       0.00829534, 0.00829533, 0.00829532, 0.00829531, 0.00829531,
       0.00829531, 0.00829531, 0.00829531]), 4610: array([0.04876568, 0.0501871 , 0.05160852, 0.05302994, 0.05445136,
       0.05587279, 0.05729421, 0.05871563, 0.06013705, 0.06155847,
       0.06297989, 0.06440132, 0.06582274, 0.06724416, 0.06866558,
       0.070087  , 0.07150842, 0.07292984, 0.07435127, 0.07577269,
       0.07719411, 0.07861553, 0.08003695, 0.08145837, 0.0828798 ,
       0.08430122, 0.08572264, 0.08714406]), 4615: array([0.00768229, 0.00657046, 0.00561954, 0.00480624, 0.00411065,
       0.00351574, 0.00300692, 0.00257175, 0.00219955, 0.00188123,
       0.00160897, 0.00137612, 0.00117697, 0.00100664, 0.00086096,
       0.00073637, 0.00062981, 0.00053867, 0.00046072, 0.00039405,
       0.00033703, 0.00028826, 0.00024656, 0.00021088, 0.00018037,
       0.00015428, 0.00013196, 0.00011288]), 4620: array([0.00032137, 0.0003213 , 0.00032127, 0.00032125, 0.00032124,
       0.00032124, 0.00032124, 0.00032124, 0.00032124, 0.00032124,
       0.00032124, 0.00032124, 0.00032124, 0.00032124, 0.00032124,
       0.00032124, 0.00032124, 0.00032124, 0.00032124, 0.00032124,
       0.00032124, 0.00032124, 0.00032124, 0.00032124, 0.00032124,
       0.00032124, 0.00032124, 0.00032124]), 4625: array([7.47590011e-05, 6.76283121e-05, 6.11777651e-05, 5.53424868e-05,
       5.00637913e-05, 4.52885903e-05, 4.09688594e-05, 3.70611548e-05,
       3.35261764e-05, 3.03283726e-05, 2.74355831e-05, 2.48187147e-05,
       2.24514494e-05, 2.03099796e-05, 1.83727683e-05, 1.66203328e-05,
       1.50350489e-05, 1.36009731e-05, 1.23036828e-05, 1.11301312e-05,
       1.00685158e-05, 9.10815977e-06, 8.23940480e-06, 7.45351376e-06,
       6.74258288e-06, 6.09946229e-06, 5.51768407e-06, 4.99139726e-06]), 4630: array([0.00041597, 0.00042731, 0.00043865, 0.00044999, 0.00046133,
       0.00047267, 0.00048401, 0.00049535, 0.00050669, 0.00051803,
       0.00052936, 0.0005407 , 0.00055204, 0.00056338, 0.00057472,
       0.00058606, 0.0005974 , 0.00060874, 0.00062008, 0.00063142,
       0.00064275, 0.00065409, 0.00066543, 0.00067677, 0.00068811,
       0.00069945, 0.00071079, 0.00072213]), 4635: array([0.00081042, 0.00083822, 0.00086603, 0.00089384, 0.00092165,
       0.00094946, 0.00097727, 0.00100508, 0.00103288, 0.00106069,
       0.0010885 , 0.00111631, 0.00114412, 0.00117193, 0.00119974,
       0.00122755, 0.00125535, 0.00128316, 0.00131097, 0.00133878,
       0.00136659, 0.0013944 , 0.00142221, 0.00145001, 0.00147782,
       0.00150563, 0.00153344, 0.00156125]), 4640: array([0.00262899, 0.0027413 , 0.00285362, 0.00296593, 0.00307825,
       0.00319056, 0.00330288, 0.00341519, 0.0035275 , 0.00363982,
       0.00375213, 0.00386445, 0.00397676, 0.00408908, 0.00420139,
       0.00431371, 0.00442602, 0.00453833, 0.00465065, 0.00476296,
       0.00487528, 0.00498759, 0.00509991, 0.00521222, 0.00532453,
       0.00543685, 0.00554916, 0.00566148]), 4645: array([0.0092667 , 0.01012893, 0.01099116, 0.01185339, 0.01271562,
       0.01357785, 0.01444008, 0.01530231, 0.01616454, 0.01702677,
       0.017889  , 0.01875123, 0.01961346, 0.02047569, 0.02133792,
       0.02220015, 0.02306238, 0.02392461, 0.02478684, 0.02564907,
       0.0265113 , 0.02737353, 0.02823576, 0.02909799, 0.02996022,
       0.03082245, 0.03168468, 0.03254691]), 4650: array([0.00072848, 0.00072819, 0.00072804, 0.00072797, 0.00072793,
       0.00072791, 0.0007279 , 0.00072789, 0.00072789, 0.00072789,
       0.00072788, 0.00072788, 0.00072788, 0.00072788, 0.00072788,
       0.00072788, 0.00072788, 0.00072788, 0.00072788, 0.00072788,
       0.00072788, 0.00072788, 0.00072788, 0.00072788, 0.00072788,
       0.00072788, 0.00072788, 0.00072788]), 4655: array([4.93038066e-32, 4.93038066e-32, 4.93038066e-32, 4.93038066e-32,
       4.93038066e-32, 4.93038066e-32, 4.93038066e-32, 4.93038066e-32,
       4.93038066e-32, 4.93038066e-32, 4.93038066e-32, 4.93038066e-32,
       4.93038066e-32, 4.93038066e-32, 4.93038066e-32, 4.93038066e-32,
       4.93038066e-32, 4.93038066e-32, 4.93038066e-32, 4.93038066e-32,
       4.93038066e-32, 4.93038066e-32, 4.93038066e-32, 4.93038066e-32,
       4.93038066e-32, 4.93038066e-32, 4.93038066e-32, 4.93038066e-32]), 4660: array([0.00855042, 0.00896129, 0.00937215, 0.00978302, 0.01019388,
       0.01060475, 0.01101561, 0.01142648, 0.01183734, 0.01224821,
       0.01265907, 0.01306994, 0.01348081, 0.01389167, 0.01430254,
       0.0147134 , 0.01512427, 0.01553513, 0.015946  , 0.01635686,
       0.01676773, 0.01717859, 0.01758946, 0.01800032, 0.01841119,
       0.01882205, 0.01923292, 0.01964378]), 4665: array([0.36168912, 0.37539037, 0.38909162, 0.40279287, 0.41649412,
       0.43019537, 0.44389662, 0.45759787, 0.47129912, 0.48500037,
       0.49870162, 0.51240287, 0.52610412, 0.53980537, 0.55350662,
       0.56720787, 0.58090912, 0.59461037, 0.60831162, 0.62201287,
       0.63571412, 0.64941537, 0.66311662, 0.67681787, 0.69051912,
       0.70422037, 0.71792162, 0.73162287]), 4670: array([0.03587406, 0.03590358, 0.03591838, 0.03592581, 0.03592953,
       0.0359314 , 0.03593234, 0.03593281, 0.03593304, 0.03593316,
       0.03593322, 0.03593325, 0.03593327, 0.03593327, 0.03593328,
       0.03593328, 0.03593328, 0.03593328, 0.03593328, 0.03593328,
       0.03593328, 0.03593328, 0.03593328, 0.03593328, 0.03593328,
       0.03593328, 0.03593328, 0.03593328]), 4675: array([0.05197762, 0.05011244, 0.0483142 , 0.04658049, 0.04490899,
       0.04329747, 0.04174377, 0.04024583, 0.03880165, 0.03740928,
       0.03606688, 0.03477265, 0.03352487, 0.03232186, 0.03116201,
       0.03004379, 0.0289657 , 0.02792629, 0.02692418, 0.02595803,
       0.02502654, 0.02412849, 0.02326266, 0.0224279 , 0.02162309,
       0.02084717, 0.02009908, 0.01937785]), 4680: array([0.00048987, 0.00049074, 0.00049159, 0.00049243, 0.00049325,
       0.00049405, 0.00049484, 0.00049561, 0.00049636, 0.0004971 ,
       0.00049783, 0.00049854, 0.00049924, 0.00049992, 0.00050059,
       0.00050125, 0.00050189, 0.00050252, 0.00050314, 0.00050374,
       0.00050434, 0.00050492, 0.00050549, 0.00050605, 0.00050659,
       0.00050713, 0.00050765, 0.00050817]), 4685: array([0.02699417, 0.02391205, 0.02237177, 0.02160202, 0.02121734,
       0.0210251 , 0.02092903, 0.02088102, 0.02085703, 0.02084503,
       0.02083904, 0.02083605, 0.02083455, 0.0208338 , 0.02083343,
       0.02083324, 0.02083315, 0.0208331 , 0.02083308, 0.02083307,
       0.02083306, 0.02083306, 0.02083306, 0.02083306, 0.02083306,
       0.02083306, 0.02083306, 0.02083306]), 4690: array([0.00929631, 0.00877658, 0.00828591, 0.00782268, 0.00738534,
       0.00697245, 0.00658264, 0.00621463, 0.00586719, 0.00553918,
       0.0052295 , 0.00493714, 0.00466112, 0.00440053, 0.00415452,
       0.00392225, 0.00370297, 0.00349595, 0.0033005 , 0.00311598,
       0.00294178, 0.00277732, 0.00262205, 0.00247546, 0.00233706,
       0.00220641, 0.00208305, 0.0019666 ]), 4695: array([0.01856436, 0.01911949, 0.01967462, 0.02022975, 0.02078488,
       0.02134001, 0.02189514, 0.02245027, 0.0230054 , 0.02356053,
       0.02411567, 0.0246708 , 0.02522593, 0.02578106, 0.02633619,
       0.02689132, 0.02744645, 0.02800158, 0.02855671, 0.02911184,
       0.02966697, 0.0302221 , 0.03077723, 0.03133236, 0.0318875 ,
       0.03244263, 0.03299776, 0.03355289]), 4700: array([0.01896722, 0.0207246 , 0.02248196, 0.02423933, 0.02599669,
       0.02775404, 0.02951139, 0.03126873, 0.03302607, 0.03478341,
       0.03654074, 0.03829807, 0.04005539, 0.0418127 , 0.04357002,
       0.04532732, 0.04708463, 0.04884192, 0.05059922, 0.05235651,
       0.05411379, 0.05587107, 0.05762834, 0.05938562, 0.06114288,
       0.06290014, 0.0646574 , 0.06641465]), 4705: array([0.00435001, 0.00513528, 0.00592054, 0.0067058 , 0.00749106,
       0.00827632, 0.00906158, 0.00984684, 0.0106321 , 0.01141736,
       0.01220262, 0.01298788, 0.01377314, 0.01455841, 0.01534367,
       0.01612893, 0.01691419, 0.01769945, 0.01848471, 0.01926997,
       0.02005523, 0.02084049, 0.02162575, 0.02241101, 0.02319627,
       0.02398153, 0.0247668 , 0.02555206]), 4710: array([0.06012117, 0.05992757, 0.05983088, 0.05978259, 0.05975848,
       0.05974643, 0.05974042, 0.05973741, 0.05973591, 0.05973516,
       0.05973479, 0.0597346 , 0.05973451, 0.05973446, 0.05973444,
       0.05973443, 0.05973442, 0.05973442, 0.05973442, 0.05973441,
       0.05973441, 0.05973441, 0.05973441, 0.05973441, 0.05973441,
       0.05973441, 0.05973441, 0.05973441]), 4715: array([0.12209631, 0.12505995, 0.12802359, 0.13098724, 0.13395088,
       0.13691452, 0.13987816, 0.1428418 , 0.14580545, 0.14876909,
       0.15173273, 0.15469637, 0.15766001, 0.16062366, 0.1635873 ,
       0.16655094, 0.16951458, 0.17247822, 0.17544187, 0.17840551,
       0.18136915, 0.18433279, 0.18729643, 0.19026008, 0.19322372,
       0.19618736, 0.199151  , 0.20211464]), 4720: array([0.00673832, 0.0069758 , 0.00721328, 0.00745076, 0.00768824,
       0.00792572, 0.00816321, 0.00840069, 0.00863817, 0.00887565,
       0.00911313, 0.00935061, 0.00958809, 0.00982557, 0.01006305,
       0.01030053, 0.01053801, 0.01077549, 0.01101297, 0.01125046,
       0.01148794, 0.01172542, 0.0119629 , 0.01220038, 0.01243786,
       0.01267534, 0.01291282, 0.0131503 ]), 4725: array([0.01929918, 0.02009945, 0.02089971, 0.02169997, 0.02250023,
       0.02330049, 0.02410076, 0.02490102, 0.02570128, 0.02650154,
       0.0273018 , 0.02810207, 0.02890233, 0.02970259, 0.03050285,
       0.03130311, 0.03210337, 0.03290364, 0.0337039 , 0.03450416,
       0.03530442, 0.03610468, 0.03690495, 0.03770521, 0.03850547,
       0.03930573, 0.04010599, 0.04090626]), 4730: array([0.00278608, 0.00320166, 0.00343845, 0.00357337, 0.00365024,
       0.00369404, 0.00371899, 0.00373321, 0.00374131, 0.00374593,
       0.00374856, 0.00375006, 0.00375091, 0.0037514 , 0.00375167,
       0.00375183, 0.00375192, 0.00375197, 0.003752  , 0.00375202,
       0.00375203, 0.00375203, 0.00375204, 0.00375204, 0.00375204,
       0.00375204, 0.00375204, 0.00375204]), 4735: array([0.02086111, 0.02086006, 0.02085901, 0.02085796, 0.02085691,
       0.02085586, 0.0208548 , 0.02085375, 0.0208527 , 0.02085165,
       0.0208506 , 0.02084955, 0.0208485 , 0.02084745, 0.02084639,
       0.02084534, 0.02084429, 0.02084324, 0.02084219, 0.02084114,
       0.02084009, 0.02083904, 0.02083799, 0.02083694, 0.02083589,
       0.02083484, 0.02083379, 0.02083274]), 4740: array([0.0030067 , 0.00317961, 0.00335252, 0.00352543, 0.00369834,
       0.00387125, 0.00404416, 0.00421707, 0.00438999, 0.0045629 ,
       0.00473581, 0.00490872, 0.00508163, 0.00525454, 0.00542745,
       0.00560036, 0.00577327, 0.00594618, 0.00611909, 0.006292  ,
       0.00646491, 0.00663782, 0.00681073, 0.00698365, 0.00715656,
       0.00732947, 0.00750238, 0.00767529]), 4745: array([0.00185542, 0.00207428, 0.00223937, 0.00236391, 0.00245786,
       0.00252874, 0.0025822 , 0.00262253, 0.00265296, 0.00267591,
       0.00269322, 0.00270628, 0.00271613, 0.00272357, 0.00272917,
       0.0027334 , 0.00273659, 0.002739  , 0.00274082, 0.00274219,
       0.00274322, 0.002744  , 0.00274459, 0.00274503, 0.00274536,
       0.00274562, 0.00274581, 0.00274595]), 4750: array([0.00691847, 0.0071753 , 0.00743213, 0.00768895, 0.00794578,
       0.00820261, 0.00845944, 0.00871627, 0.0089731 , 0.00922993,
       0.00948675, 0.00974358, 0.01000041, 0.01025724, 0.01051407,
       0.0107709 , 0.01102773, 0.01128455, 0.01154138, 0.01179821,
       0.01205504, 0.01231187, 0.0125687 , 0.01282553, 0.01308235,
       0.01333918, 0.01359601, 0.01385284]), 4755: array([0.03837575, 0.03838462, 0.0383935 , 0.03840238, 0.03841125,
       0.03842013, 0.03842901, 0.03843789, 0.03844676, 0.03845564,
       0.03846452, 0.03847339, 0.03848227, 0.03849115, 0.03850003,
       0.0385089 , 0.03851778, 0.03852666, 0.03853553, 0.03854441,
       0.03855329, 0.03856217, 0.03857104, 0.03857992, 0.0385888 ,
       0.03859767, 0.03860655, 0.03861543]), 4760: array([1.97215226e-31, 1.97215226e-31, 1.97215226e-31, 1.97215226e-31,
       1.97215226e-31, 1.97215226e-31, 1.97215226e-31, 1.97215226e-31,
       1.97215226e-31, 1.97215226e-31, 1.97215226e-31, 1.97215226e-31,
       1.97215226e-31, 1.97215226e-31, 1.97215226e-31, 1.97215226e-31,
       1.97215226e-31, 1.97215226e-31, 1.97215226e-31, 1.97215226e-31,
       1.97215226e-31, 1.97215226e-31, 1.97215226e-31, 1.97215226e-31,
       1.97215226e-31, 1.97215226e-31, 1.97215226e-31, 1.97215226e-31]), 4765: array([1.97215226e-31, 1.97215226e-31, 1.97215226e-31, 1.97215226e-31,
       1.97215226e-31, 1.97215226e-31, 1.97215226e-31, 1.97215226e-31,
       1.97215226e-31, 1.97215226e-31, 1.97215226e-31, 1.97215226e-31,
       1.97215226e-31, 1.97215226e-31, 1.97215226e-31, 1.97215226e-31,
       1.97215226e-31, 1.97215226e-31, 1.97215226e-31, 1.97215226e-31,
       1.97215226e-31, 1.97215226e-31, 1.97215226e-31, 1.97215226e-31,
       1.97215226e-31, 1.97215226e-31, 1.97215226e-31, 1.97215226e-31]), 4770: array([0.00383426, 0.00400301, 0.00417177, 0.00434052, 0.00450928,
       0.00467803, 0.00484678, 0.00501554, 0.00518429, 0.00535305,
       0.0055218 , 0.00569055, 0.00585931, 0.00602806, 0.00619682,
       0.00636557, 0.00653432, 0.00670308, 0.00687183, 0.00704059,
       0.00720934, 0.00737809, 0.00754685, 0.0077156 , 0.00788436,
       0.00805311, 0.00822186, 0.00839062]), 4775: array([0.00276267, 0.00270021, 0.00263917, 0.0025795 , 0.00252119,
       0.00246419, 0.00240848, 0.00235403, 0.00230082, 0.0022488 ,
       0.00219796, 0.00214827, 0.00209971, 0.00205224, 0.00200585,
       0.0019605 , 0.00191618, 0.00187286, 0.00183052, 0.00178914,
       0.00174869, 0.00170916, 0.00167052, 0.00163275, 0.00159584,
       0.00155976, 0.0015245 , 0.00149004]), 4780: array([0.00579698, 0.005756  , 0.0057355 , 0.00572525, 0.00572012,
       0.00571756, 0.00571628, 0.00571564, 0.00571532, 0.00571516,
       0.00571508, 0.00571504, 0.00571502, 0.00571501, 0.005715  ,
       0.005715  , 0.005715  , 0.005715  , 0.005715  , 0.005715  ,
       0.005715  , 0.005715  , 0.005715  , 0.005715  , 0.005715  ,
       0.005715  , 0.005715  , 0.005715  ]), 4785: array([0.00225616, 0.00223865, 0.00222351, 0.00221042, 0.00219909,
       0.00218929, 0.00218082, 0.00217349, 0.00216715, 0.00216166,
       0.00215692, 0.00215282, 0.00214927, 0.0021462 , 0.00214354,
       0.00214125, 0.00213926, 0.00213754, 0.00213606, 0.00213477,
       0.00213366, 0.0021327 , 0.00213187, 0.00213115, 0.00213052,
       0.00212998, 0.00212952, 0.00212912]), 4790: array([0.006246  , 0.00622092, 0.00620194, 0.00618758, 0.00617671,
       0.00616848, 0.00616226, 0.00615754, 0.00615398, 0.00615128,
       0.00614924, 0.00614769, 0.00614653, 0.00614564, 0.00614497,
       0.00614446, 0.00614408, 0.00614379, 0.00614357, 0.0061434 ,
       0.00614328, 0.00614318, 0.00614311, 0.00614306, 0.00614302,
       0.00614298, 0.00614296, 0.00614294]), 4795: array([0.04888871, 0.04103066, 0.03795108, 0.0367442 , 0.03627122,
       0.03608585, 0.03601321, 0.03598474, 0.03597358, 0.03596921,
       0.0359675 , 0.03596683, 0.03596656, 0.03596646, 0.03596642,
       0.0359664 , 0.0359664 , 0.0359664 , 0.03596639, 0.03596639,
       0.03596639, 0.03596639, 0.03596639, 0.03596639, 0.03596639,
       0.03596639, 0.03596639, 0.03596639]), 4800: array([4.60738521e-06, 6.55039623e-06, 7.51289098e-06, 7.98967476e-06,
       8.22585556e-06, 8.34285066e-06, 8.40080565e-06, 8.42951437e-06,
       8.44373560e-06, 8.45078026e-06, 8.45426992e-06, 8.45599857e-06,
       8.45685487e-06, 8.45727905e-06, 8.45748918e-06, 8.45759327e-06,
       8.45764483e-06, 8.45767037e-06, 8.45768302e-06, 8.45768929e-06,
       8.45769239e-06, 8.45769393e-06, 8.45769469e-06, 8.45769507e-06,
       8.45769526e-06, 8.45769535e-06, 8.45769540e-06, 8.45769542e-06]), 4805: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 4810: array([0.02571669, 0.02407943, 0.02333049, 0.02298791, 0.0228312 ,
       0.02275952, 0.02272673, 0.02271173, 0.02270487, 0.02270173,
       0.0227003 , 0.02269964, 0.02269934, 0.0226992 , 0.02269914,
       0.02269911, 0.0226991 , 0.02269909, 0.02269909, 0.02269909,
       0.02269909, 0.02269909, 0.02269909, 0.02269909, 0.02269909,
       0.02269909, 0.02269909, 0.02269909]), 4815: array([8.09265669e-06, 1.61838910e-05, 2.42751255e-05, 3.23663601e-05,
       4.04575948e-05, 4.85488297e-05, 5.66400648e-05, 6.47313000e-05,
       7.28225353e-05, 8.09137708e-05, 8.90050065e-05, 9.70962423e-05,
       1.05187478e-04, 1.13278714e-04, 1.21369951e-04, 1.29461187e-04,
       1.37552423e-04, 1.45643660e-04, 1.53734897e-04, 1.61826134e-04,
       1.69917371e-04, 1.78008608e-04, 1.86099846e-04, 1.94191083e-04,
       2.02282321e-04, 2.10373559e-04, 2.18464797e-04, 2.26556035e-04]), 4820: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 4825: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 4830: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 4835: array([0.04279508, 0.04292013, 0.04298308, 0.04301477, 0.04303072,
       0.04303875, 0.04304279, 0.04304483, 0.04304585, 0.04304637,
       0.04304663, 0.04304676, 0.04304682, 0.04304686, 0.04304687,
       0.04304688, 0.04304689, 0.04304689, 0.04304689, 0.04304689,
       0.04304689, 0.04304689, 0.04304689, 0.04304689, 0.04304689,
       0.04304689, 0.04304689, 0.04304689]), 4840: array([0.05765273, 0.05946994, 0.06128715, 0.06310437, 0.06492158,
       0.06673879, 0.06855601, 0.07037322, 0.07219044, 0.07400765,
       0.07582486, 0.07764208, 0.07945929, 0.0812765 , 0.08309372,
       0.08491093, 0.08672815, 0.08854536, 0.09036257, 0.09217979,
       0.093997  , 0.09581421, 0.09763143, 0.09944864, 0.10126586,
       0.10308307, 0.10490028, 0.1067175 ]), 4845: array([8.13252549e-09, 1.56630156e-08, 2.31934987e-08, 3.07239746e-08,
       3.82544435e-08, 4.57849054e-08, 5.33153601e-08, 6.08458078e-08,
       6.83762484e-08, 7.59066819e-08, 8.34371083e-08, 9.09675277e-08,
       9.84979400e-08, 1.06028345e-07, 1.13558743e-07, 1.21089134e-07,
       1.28619518e-07, 1.36149895e-07, 1.43680265e-07, 1.51210628e-07,
       1.58740984e-07, 1.66271332e-07, 1.73801674e-07, 1.81332008e-07,
       1.88862336e-07, 1.96392656e-07, 2.03922969e-07, 2.11453275e-07]), 4850: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4855: array([0.05947633, 0.06118431, 0.06289229, 0.06460027, 0.06630825,
       0.06801624, 0.06972422, 0.0714322 , 0.07314018, 0.07484816,
       0.07655615, 0.07826413, 0.07997211, 0.08168009, 0.08338807,
       0.08509605, 0.08680404, 0.08851202, 0.09022   , 0.09192798,
       0.09363596, 0.09534394, 0.09705193, 0.09875991, 0.10046789,
       0.10217587, 0.10388385, 0.10559184]), 4860: array([0.05852056, 0.05853446, 0.05854145, 0.05854495, 0.05854671,
       0.0585476 , 0.05854804, 0.05854826, 0.05854837, 0.05854843,
       0.05854846, 0.05854847, 0.05854848, 0.05854848, 0.05854848,
       0.05854849, 0.05854849, 0.05854849, 0.05854849, 0.05854849,
       0.05854849, 0.05854849, 0.05854849, 0.05854849, 0.05854849,
       0.05854849, 0.05854849, 0.05854849]), 4865: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4870: array([0.04870127, 0.03901359, 0.03397617, 0.03135681, 0.02999479,
       0.02928656, 0.0289183 , 0.02872681, 0.02862724, 0.02857546,
       0.02854854, 0.02853454, 0.02852726, 0.02852348, 0.02852151,
       0.02852048, 0.02851995, 0.02851967, 0.02851953, 0.02851946,
       0.02851942, 0.0285194 , 0.02851939, 0.02851938, 0.02851938,
       0.02851938, 0.02851938, 0.02851938]), 4875: array([0.04469815, 0.05040408, 0.05573498, 0.06071548, 0.06536862,
       0.06971592, 0.07377747, 0.07757207, 0.08111725, 0.08442942,
       0.08752388, 0.09041494, 0.09311598, 0.09563949, 0.09799713,
       0.1001998 , 0.1022577 , 0.10418033, 0.10597659, 0.10765479,
       0.10922268, 0.11068752, 0.11205607, 0.11333467, 0.11452923,
       0.11564528, 0.11668797, 0.11766212]), 4880: array([0.13854111, 0.14527326, 0.15200542, 0.15873757, 0.16546972,
       0.17220188, 0.17893403, 0.18566619, 0.19239834, 0.1991305 ,
       0.20586265, 0.21259481, 0.21932696, 0.22605911, 0.23279127,
       0.23952342, 0.24625558, 0.25298773, 0.25971989, 0.26645204,
       0.2731842 , 0.27991635, 0.28664851, 0.29338066, 0.30011281,
       0.30684497, 0.31357712, 0.32030928]), 4885: array([0.0246707 , 0.02261553, 0.02073156, 0.01900454, 0.01742138,
       0.01597011, 0.01463973, 0.01342018, 0.01230223, 0.0112774 ,
       0.01033795, 0.00947675, 0.0086873 , 0.00796361, 0.00730021,
       0.00669207, 0.0061346 , 0.00562356, 0.00515509, 0.00472565,
       0.00433199, 0.00397112, 0.00364031, 0.00333705, 0.00305906,
       0.00280423, 0.00257063, 0.00235648]), 4890: array([1.97215226e-31, 1.97215226e-31, 1.97215226e-31, 1.97215226e-31,
       1.97215226e-31, 1.97215226e-31, 1.97215226e-31, 1.97215226e-31,
       1.97215226e-31, 1.97215226e-31, 1.97215226e-31, 1.97215226e-31,
       1.97215226e-31, 1.97215226e-31, 1.97215226e-31, 1.97215226e-31,
       1.97215226e-31, 1.97215226e-31, 1.97215226e-31, 1.97215226e-31,
       1.97215226e-31, 1.97215226e-31, 1.97215226e-31, 1.97215226e-31,
       1.97215226e-31, 1.97215226e-31, 1.97215226e-31, 1.97215226e-31]), 4895: array([4.77060666e-06, 9.20563994e-06, 1.34400165e-05, 1.74828146e-05,
       2.13427022e-05, 2.50279546e-05, 2.85464731e-05, 3.19058012e-05,
       3.51131413e-05, 3.81753698e-05, 4.10990522e-05, 4.38904568e-05,
       4.65555682e-05, 4.91001005e-05, 5.15295090e-05, 5.38490024e-05,
       5.60635537e-05, 5.81779107e-05, 6.01966066e-05, 6.21239696e-05,
       6.39641317e-05, 6.57210384e-05, 6.73984563e-05, 6.89999818e-05,
       7.05290486e-05, 7.19889349e-05, 7.33827707e-05, 7.47135445e-05]), 4900: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4905: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4910: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4915: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4920: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4925: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4930: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4935: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4940: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4945: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4950: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4955: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 4960: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])}}
Resultados Modelo At: {14: {0: {'params': mu          1.939389e-02
omega       4.297223e-04
alpha[1]    1.151622e-12
beta[1]     8.304673e-01
Name: params, dtype: float64, 'loglikelihood': 21.353074803407978, 'aic': -34.706149606815956, 'bic': np.float64(-32.14992028835492)}, 5: {'params': mu          3.435859e-02
omega       2.313157e-05
alpha[1]    5.585189e-07
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 26.103922653105485, 'aic': -44.20784530621097, 'bic': np.float64(-41.651615987749935)}, 10: {'params': mu          6.495929e-03
omega       6.545052e-04
alpha[1]    9.022590e-01
beta[1]     8.860288e-10
Name: params, dtype: float64, 'loglikelihood': 22.585288302097126, 'aic': -37.17057660419425, 'bic': np.float64(-34.61434728573322)}, 15: {'params': mu         -4.448513e-02
omega       2.291167e-03
alpha[1]    7.564317e-01
beta[1]     8.445782e-11
Name: params, dtype: float64, 'loglikelihood': 17.31019575325734, 'aic': -26.62039150651468, 'bic': np.float64(-24.064162188053643)}, 20: {'params': mu         -0.212108
omega       0.002245
alpha[1]    0.480477
beta[1]     0.194586
Name: params, dtype: float64, 'loglikelihood': 16.427440910478175, 'aic': -24.85488182095635, 'bic': np.float64(-22.298652502495315)}, 25: {'params': mu         -0.228166
omega       0.000070
alpha[1]    0.179974
beta[1]     0.629910
Name: params, dtype: float64, 'loglikelihood': 34.2901704823264, 'aic': -60.580340964652805, 'bic': np.float64(-58.02411164619177)}, 30: {'params': mu         -0.234759
omega       0.000218
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 32.24933827495242, 'aic': -56.49867654990484, 'bic': np.float64(-53.94244723144381)}, 35: {'params': mu         -0.279143
omega       0.000275
alpha[1]    0.999985
beta[1]     0.000006
Name: params, dtype: float64, 'loglikelihood': 20.088155651581065, 'aic': -32.17631130316213, 'bic': np.float64(-29.620081984701095)}, 40: {'params': mu         -0.418333
omega       0.000017
alpha[1]    0.999979
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 32.19782820013482, 'aic': -56.395656400269644, 'bic': np.float64(-53.83942708180861)}, 45: {'params': mu         -0.417633
omega       0.000203
alpha[1]    0.352035
beta[1]     0.242994
Name: params, dtype: float64, 'loglikelihood': 34.610031947489915, 'aic': -61.22006389497983, 'bic': np.float64(-58.663834576518795)}, 50: {'params': mu         -0.437904
omega       0.000509
alpha[1]    0.433124
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.584042093548128, 'aic': -51.168084187096255, 'bic': np.float64(-48.61185486863522)}, 55: {'params': mu         -4.463510e-01
omega       3.907497e-04
alpha[1]    4.932329e-01
beta[1]     4.907879e-09
Name: params, dtype: float64, 'loglikelihood': 31.29199926794676, 'aic': -54.58399853589352, 'bic': np.float64(-52.027769217432486)}, 60: {'params': mu         -4.405591e-01
omega       5.541315e-04
alpha[1]    1.000000e+00
beta[1]     1.854403e-15
Name: params, dtype: float64, 'loglikelihood': 25.1710001588697, 'aic': -42.3420003177394, 'bic': np.float64(-39.78577099927836)}, 65: {'params': mu         -3.808367e-01
omega       1.158930e-07
alpha[1]    9.985878e-01
beta[1]     4.752648e-06
Name: params, dtype: float64, 'loglikelihood': 28.00732234108523, 'aic': -48.01464468217046, 'bic': np.float64(-45.45841536370943)}, 70: {'params': mu         -0.385750
omega       0.000247
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.07700227956802, 'aic': -50.15400455913604, 'bic': np.float64(-47.597775240675006)}, 75: {'params': mu         -3.957928e-01
omega       7.835719e-12
alpha[1]    1.856556e-08
beta[1]     9.345388e-01
Name: params, dtype: float64, 'loglikelihood': 30.845285065632446, 'aic': -53.69057013126489, 'bic': np.float64(-51.134340812803856)}, 80: {'params': mu         -0.393723
omega       0.000030
alpha[1]    0.314787
beta[1]     0.546172
Name: params, dtype: float64, 'loglikelihood': 35.75756946578289, 'aic': -63.51513893156579, 'bic': np.float64(-60.95890961310475)}, 85: {'params': mu         -4.032592e-01
omega       7.024467e-06
alpha[1]    5.906206e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 36.7358501404577, 'aic': -65.4717002809154, 'bic': np.float64(-62.915470962454364)}, 90: {'params': mu         -0.410177
omega       0.000357
alpha[1]    0.169588
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.542909997750655, 'aic': -61.08581999550131, 'bic': np.float64(-58.529590677040275)}, 95: {'params': mu         -0.414888
omega       0.000093
alpha[1]    0.505419
beta[1]     0.427936
Name: params, dtype: float64, 'loglikelihood': 33.29912955870915, 'aic': -58.598259117418294, 'bic': np.float64(-56.04202979895726)}, 100: {'params': mu         -0.386773
omega       0.000319
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 26.76701016064422, 'aic': -45.53402032128844, 'bic': np.float64(-42.9777910028274)}, 105: {'params': mu         -0.526238
omega       0.000036
alpha[1]    0.999992
beta[1]     0.000007
Name: params, dtype: float64, 'loglikelihood': 23.353781134072864, 'aic': -38.70756226814573, 'bic': np.float64(-36.151332949684694)}, 110: {'params': mu         -0.524758
omega       0.000264
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 30.09737001006013, 'aic': -52.19474002012026, 'bic': np.float64(-49.63851070165922)}, 115: {'params': mu         -0.537742
omega       0.000006
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 37.99332391734782, 'aic': -67.98664783469565, 'bic': np.float64(-65.43041851623461)}, 120: {'params': mu         -0.544663
omega       0.000165
alpha[1]    0.010000
beta[1]     0.490002
Name: params, dtype: float64, 'loglikelihood': 36.23823064552575, 'aic': -64.4764612910515, 'bic': np.float64(-61.92023197259047)}, 125: {'params': mu         -0.552657
omega       0.000013
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 34.06633654158521, 'aic': -60.13267308317042, 'bic': np.float64(-57.57644376470938)}, 130: {'params': mu         -0.591579
omega       0.000044
alpha[1]    0.923483
beta[1]     0.076596
Name: params, dtype: float64, 'loglikelihood': 34.366139344075464, 'aic': -60.73227868815093, 'bic': np.float64(-58.17604936968989)}, 135: {'params': mu         -5.920250e-01
omega       4.425580e-05
alpha[1]    1.000000e+00
beta[1]     2.620126e-19
Name: params, dtype: float64, 'loglikelihood': 39.01583818741657, 'aic': -70.03167637483314, 'bic': np.float64(-67.4754470563721)}, 140: {'params': mu         -0.606722
omega       0.000145
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 32.39558535704531, 'aic': -56.791170714090626, 'bic': np.float64(-54.23494139562959)}, 145: {'params': mu         -0.613433
omega       0.000667
alpha[1]    0.999666
beta[1]     0.000133
Name: params, dtype: float64, 'loglikelihood': 19.41009281404783, 'aic': -30.820185628095658, 'bic': np.float64(-28.263956309634622)}, 150: {'params': mu         -0.802755
omega       0.000279
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.361122490991633, 'aic': -32.722244981983266, 'bic': np.float64(-30.16601566352223)}, 155: {'params': mu         -8.107261e-01
omega       4.661912e-07
alpha[1]    9.882352e-01
beta[1]     3.160784e-03
Name: params, dtype: float64, 'loglikelihood': 33.436072324298294, 'aic': -58.87214464859659, 'bic': np.float64(-56.31591533013555)}, 160: {'params': mu         -0.825289
omega       0.000086
alpha[1]    0.381143
beta[1]     0.218676
Name: params, dtype: float64, 'loglikelihood': 39.20151475330559, 'aic': -70.40302950661118, 'bic': np.float64(-67.84680018815014)}, 165: {'params': mu         -0.821370
omega       0.000052
alpha[1]    0.934972
beta[1]     0.065028
Name: params, dtype: float64, 'loglikelihood': 39.632077655262975, 'aic': -71.26415531052595, 'bic': np.float64(-68.70792599206492)}, 170: {'params': mu         -0.846097
omega       0.000213
alpha[1]    0.010000
beta[1]     0.489997
Name: params, dtype: float64, 'loglikelihood': 34.444767003036986, 'aic': -60.88953400607397, 'bic': np.float64(-58.33330468761294)}, 175: {'params': mu         -0.855730
omega       0.000071
alpha[1]    0.010000
beta[1]     0.490002
Name: params, dtype: float64, 'loglikelihood': 42.10625381947731, 'aic': -76.21250763895462, 'bic': np.float64(-73.65627832049358)}, 180: {'params': mu         -0.860258
omega       0.000080
alpha[1]    0.200018
beta[1]     0.299993
Name: params, dtype: float64, 'loglikelihood': 41.531339661930865, 'aic': -75.06267932386173, 'bic': np.float64(-72.5064500054007)}, 185: {'params': mu         -8.613977e-01
omega       2.102817e-05
alpha[1]    1.000000e+00
beta[1]     1.756372e-10
Name: params, dtype: float64, 'loglikelihood': 36.7469143227383, 'aic': -65.4938286454766, 'bic': np.float64(-62.93759932701556)}, 190: {'params': mu         -0.883385
omega       0.000018
alpha[1]    0.199888
beta[1]     0.699608
Name: params, dtype: float64, 'loglikelihood': 41.61812154627766, 'aic': -75.23624309255533, 'bic': np.float64(-72.68001377409429)}, 195: {'params': mu         -0.878551
omega       0.000263
alpha[1]    0.445282
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 35.29214143228068, 'aic': -62.58428286456136, 'bic': np.float64(-60.028053546100324)}, 200: {'params': mu         -0.868634
omega       0.000051
alpha[1]    0.994425
beta[1]     0.005575
Name: params, dtype: float64, 'loglikelihood': 37.04183357274853, 'aic': -66.08366714549706, 'bic': np.float64(-63.527437827036024)}, 205: {'params': mu         -0.868613
omega       0.000178
alpha[1]    0.998706
beta[1]     0.000014
Name: params, dtype: float64, 'loglikelihood': 39.582357473864285, 'aic': -71.16471494772857, 'bic': np.float64(-68.60848562926753)}, 210: {'params': mu         -0.873324
omega       0.000144
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 27.37652961410159, 'aic': -46.75305922820318, 'bic': np.float64(-44.19682990974214)}, 215: {'params': mu         -0.749355
omega       0.000112
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 31.010318500460855, 'aic': -54.02063700092171, 'bic': np.float64(-51.464407682460674)}, 220: {'params': mu         -0.753853
omega       0.000036
alpha[1]    0.010000
beta[1]     0.489998
Name: params, dtype: float64, 'loglikelihood': 46.92443442355337, 'aic': -85.84886884710674, 'bic': np.float64(-83.29263952864571)}, 225: {'params': mu         -0.752034
omega       0.000028
alpha[1]    0.010000
beta[1]     0.490002
Name: params, dtype: float64, 'loglikelihood': 48.67627426706623, 'aic': -89.35254853413247, 'bic': np.float64(-86.79631921567143)}, 230: {'params': mu         -0.754495
omega       0.000009
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 53.31066353445949, 'aic': -98.62132706891899, 'bic': np.float64(-96.06509775045795)}, 235: {'params': mu         -7.489702e-01
omega       2.518489e-05
alpha[1]    1.000000e+00
beta[1]     1.100623e-09
Name: params, dtype: float64, 'loglikelihood': 44.45021199199387, 'aic': -80.90042398398774, 'bic': np.float64(-78.3441946655267)}, 240: {'params': mu         -0.733401
omega       0.000091
alpha[1]    0.200029
beta[1]     0.299989
Name: params, dtype: float64, 'loglikelihood': 41.27124575788519, 'aic': -74.54249151577038, 'bic': np.float64(-71.98626219730934)}, 245: {'params': mu         -0.720440
omega       0.000100
alpha[1]    0.010000
beta[1]     0.490005
Name: params, dtype: float64, 'loglikelihood': 39.71638842991567, 'aic': -71.43277685983134, 'bic': np.float64(-68.8765475413703)}, 250: {'params': mu         -0.713675
omega       0.000067
alpha[1]    0.010000
beta[1]     0.490004
Name: params, dtype: float64, 'loglikelihood': 42.439641298060124, 'aic': -76.87928259612025, 'bic': np.float64(-74.32305327765921)}, 255: {'params': mu         -0.711238
omega       0.000042
alpha[1]    0.010000
beta[1]     0.490005
Name: params, dtype: float64, 'loglikelihood': 45.77488227806983, 'aic': -83.54976455613966, 'bic': np.float64(-80.99353523767863)}, 260: {'params': mu         -0.710473
omega       0.000027
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 45.41356912106838, 'aic': -82.82713824213675, 'bic': np.float64(-80.27090892367572)}, 265: {'params': mu         -7.096922e-01
omega       1.033038e-04
alpha[1]    1.000000e+00
beta[1]     2.159039e-16
Name: params, dtype: float64, 'loglikelihood': 33.913565363050644, 'aic': -59.82713072610129, 'bic': np.float64(-57.27090140764025)}, 270: {'params': mu         -7.214344e-01
omega       6.987833e-04
alpha[1]    1.000000e+00
beta[1]     3.737567e-10
Name: params, dtype: float64, 'loglikelihood': 19.926286602533, 'aic': -31.852573205066, 'bic': np.float64(-29.296343886604966)}, 275: {'params': mu         -0.863107
omega       0.000074
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.54462539225094, 'aic': -51.08925078450188, 'bic': np.float64(-48.53302146604084)}, 280: {'params': mu         -0.858199
omega       0.000010
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 33.90506034018266, 'aic': -59.810120680365316, 'bic': np.float64(-57.25389136190428)}, 285: {'params': mu         -0.838114
omega       0.000294
alpha[1]    0.009999
beta[1]     0.489965
Name: params, dtype: float64, 'loglikelihood': 32.19656487510873, 'aic': -56.393129750217454, 'bic': np.float64(-53.83690043175642)}, 290: {'params': mu         -0.822320
omega       0.000177
alpha[1]    0.007154
beta[1]     0.605500
Name: params, dtype: float64, 'loglikelihood': 33.511880843246814, 'aic': -59.02376168649363, 'bic': np.float64(-56.46753236803259)}, 295: {'params': mu         -0.824487
omega       0.000073
alpha[1]    0.954807
beta[1]     0.022497
Name: params, dtype: float64, 'loglikelihood': 37.76594584962904, 'aic': -67.53189169925808, 'bic': np.float64(-64.97566238079705)}, 300: {'params': mu         -0.820962
omega       0.000068
alpha[1]    0.199994
beta[1]     0.499986
Name: params, dtype: float64, 'loglikelihood': 39.398477772179845, 'aic': -70.79695554435969, 'bic': np.float64(-68.24072622589865)}, 305: {'params': mu         -0.819680
omega       0.000008
alpha[1]    0.010000
beta[1]     0.890001
Name: params, dtype: float64, 'loglikelihood': 45.903708082142465, 'aic': -83.80741616428493, 'bic': np.float64(-81.2511868458239)}, 310: {'params': mu         -8.150598e-01
omega       7.754375e-05
alpha[1]    1.000000e+00
beta[1]     5.257293e-09
Name: params, dtype: float64, 'loglikelihood': 35.23105199270156, 'aic': -62.46210398540312, 'bic': np.float64(-59.90587466694208)}, 315: {'params': mu         -0.763789
omega       0.000317
alpha[1]    0.755661
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.04459965557298, 'aic': -50.08919931114596, 'bic': np.float64(-47.532969992684926)}, 320: {'params': mu         -0.753919
omega       0.000069
alpha[1]    0.000000
beta[1]     0.750857
Name: params, dtype: float64, 'loglikelihood': 35.841957313190676, 'aic': -63.68391462638135, 'bic': np.float64(-61.127685307920316)}, 325: {'params': mu         -0.765507
omega       0.000011
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 32.114951317918276, 'aic': -56.22990263583655, 'bic': np.float64(-53.67367331737552)}, 330: {'params': mu         -0.753977
omega       0.000045
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 26.461633236143378, 'aic': -44.923266472286755, 'bic': np.float64(-42.36703715382572)}, 335: {'params': mu         -0.708151
omega       0.000039
alpha[1]    0.947762
beta[1]     0.052238
Name: params, dtype: float64, 'loglikelihood': 30.91526808536261, 'aic': -53.83053617072522, 'bic': np.float64(-51.27430685226418)}, 340: {'params': mu         -7.047632e-01
omega       2.645037e-04
alpha[1]    1.000000e+00
beta[1]     2.231822e-09
Name: params, dtype: float64, 'loglikelihood': 29.130266012902165, 'aic': -50.26053202580433, 'bic': np.float64(-47.704302707343295)}, 345: {'params': mu         -0.770513
omega       0.000125
alpha[1]    0.999987
beta[1]     0.000001
Name: params, dtype: float64, 'loglikelihood': 35.22358566716325, 'aic': -62.4471713343265, 'bic': np.float64(-59.89094201586546)}, 350: {'params': mu         -0.775254
omega       0.000026
alpha[1]    0.816238
beta[1]     0.183762
Name: params, dtype: float64, 'loglikelihood': 42.54009125581994, 'aic': -77.08018251163988, 'bic': np.float64(-74.52395319317884)}, 355: {'params': mu         -7.786206e-01
omega       5.084280e-05
alpha[1]    1.176074e-15
beta[1]     8.220010e-01
Name: params, dtype: float64, 'loglikelihood': 37.91012872876347, 'aic': -67.82025745752694, 'bic': np.float64(-65.2640281390659)}, 360: {'params': mu         -0.791050
omega       0.000038
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 30.605814621070795, 'aic': -53.21162924214159, 'bic': np.float64(-50.655399923680555)}, 365: {'params': mu         -7.980365e-01
omega       1.445287e-03
alpha[1]    1.000000e+00
beta[1]     4.399045e-16
Name: params, dtype: float64, 'loglikelihood': 17.951899687360275, 'aic': -27.90379937472055, 'bic': np.float64(-25.347570056259514)}, 370: {'params': mu         -0.939838
omega       0.002178
alpha[1]    0.799140
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 13.50505497555893, 'aic': -19.01010995111786, 'bic': np.float64(-16.453880632656826)}, 375: {'params': mu         -0.971051
omega       0.000426
alpha[1]    0.931732
beta[1]     0.068268
Name: params, dtype: float64, 'loglikelihood': 21.945328110133143, 'aic': -35.89065622026629, 'bic': np.float64(-33.33442690180525)}, 380: {'params': mu         -0.965079
omega       0.000262
alpha[1]    0.999998
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 26.81716994510833, 'aic': -45.63433989021666, 'bic': np.float64(-43.07811057175562)}, 385: {'params': mu         -0.932997
omega       0.000075
alpha[1]    0.999937
beta[1]     0.000008
Name: params, dtype: float64, 'loglikelihood': 32.87626623051177, 'aic': -57.752532461023534, 'bic': np.float64(-55.1963031425625)}, 390: {'params': mu         -0.914248
omega       0.000029
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 29.978556708835903, 'aic': -51.957113417671806, 'bic': np.float64(-49.40088409921077)}, 395: {'params': mu         -0.913149
omega       0.000882
alpha[1]    0.753250
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.38966808787449, 'aic': -36.77933617574898, 'bic': np.float64(-34.223106857287945)}, 400: {'params': mu         -0.942813
omega       0.000069
alpha[1]    0.781952
beta[1]     0.182571
Name: params, dtype: float64, 'loglikelihood': 26.88141621112563, 'aic': -45.76283242225126, 'bic': np.float64(-43.20660310379022)}, 405: {'params': mu         -9.410072e-01
omega       8.050927e-05
alpha[1]    9.998913e-01
beta[1]     9.492851e-17
Name: params, dtype: float64, 'loglikelihood': 32.63869922140344, 'aic': -57.277398442806884, 'bic': np.float64(-54.72116912434585)}, 410: {'params': mu         -0.934158
omega       0.000079
alpha[1]    0.010000
beta[1]     0.490003
Name: params, dtype: float64, 'loglikelihood': 41.406201522774786, 'aic': -74.81240304554957, 'bic': np.float64(-72.25617372708854)}, 415: {'params': mu         -9.415560e-01
omega       2.080980e-12
alpha[1]    1.088038e-05
beta[1]     9.544230e-01
Name: params, dtype: float64, 'loglikelihood': 39.78743916200848, 'aic': -71.57487832401696, 'bic': np.float64(-69.01864900555593)}, 420: {'params': mu         -9.575782e-01
omega       6.876146e-04
alpha[1]    6.667461e-01
beta[1]     8.077728e-09
Name: params, dtype: float64, 'loglikelihood': 26.49454585887235, 'aic': -44.9890917177447, 'bic': np.float64(-42.432862399283664)}, 425: {'params': mu         -1.033002
omega       0.000524
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.95727570421803, 'aic': -33.91455140843606, 'bic': np.float64(-31.358322089975026)}, 430: {'params': mu         -1.240159
omega       0.000013
alpha[1]    0.935608
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.896042963419383, 'aic': -33.792085926838766, 'bic': np.float64(-31.23585660837773)}, 435: {'params': mu         -1.247227
omega       0.000023
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 32.39239590883402, 'aic': -56.78479181766804, 'bic': np.float64(-54.228562499207)}, 440: {'params': mu         -1.251042e+00
omega       1.045191e-05
alpha[1]    7.429341e-16
beta[1]     8.339037e-01
Name: params, dtype: float64, 'loglikelihood': 44.77571755121614, 'aic': -81.55143510243228, 'bic': np.float64(-78.99520578397124)}, 445: {'params': mu         -1.252477
omega       0.000015
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 49.547213405034306, 'aic': -91.09442681006861, 'bic': np.float64(-88.53819749160758)}, 450: {'params': mu         -1.250641
omega       0.000031
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 47.949841065901204, 'aic': -87.89968213180241, 'bic': np.float64(-85.34345281334137)}, 455: {'params': mu         -1.246551e+00
omega       8.832928e-05
alpha[1]    9.999999e-01
beta[1]     6.013513e-08
Name: params, dtype: float64, 'loglikelihood': 35.95569115487766, 'aic': -63.911382309755325, 'bic': np.float64(-61.35515299129429)}, 460: {'params': mu         -1.228777e+00
omega       2.964235e-05
alpha[1]    1.000000e+00
beta[1]     3.117399e-12
Name: params, dtype: float64, 'loglikelihood': 35.90003256162084, 'aic': -63.80006512324168, 'bic': np.float64(-61.243835804780645)}, 465: {'params': mu         -1.227294
omega       0.000109
alpha[1]    0.280186
beta[1]     0.269917
Name: params, dtype: float64, 'loglikelihood': 40.20784840885166, 'aic': -72.41569681770332, 'bic': np.float64(-69.85946749924229)}, 470: {'params': mu         -1.233511e+00
omega       6.258397e-05
alpha[1]    9.999527e-01
beta[1]     9.594547e-18
Name: params, dtype: float64, 'loglikelihood': 39.124763090081345, 'aic': -70.24952618016269, 'bic': np.float64(-67.69329686170165)}, 475: {'params': mu         -1.261374
omega       0.000047
alpha[1]    0.917735
beta[1]     0.082265
Name: params, dtype: float64, 'loglikelihood': 34.61113843611543, 'aic': -61.222276872230864, 'bic': np.float64(-58.66604755376983)}, 480: {'params': mu         -1.264891e+00
omega       7.794012e-06
alpha[1]    4.832309e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 39.17716384358981, 'aic': -70.35432768717962, 'bic': np.float64(-67.79809836871858)}, 485: {'params': mu         -1.253434
omega       0.000191
alpha[1]    0.693768
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 36.33560281353612, 'aic': -64.67120562707224, 'bic': np.float64(-62.114976308611205)}, 490: {'params': mu         -1.245636e+00
omega       2.114212e-04
alpha[1]    1.000000e+00
beta[1]     7.415984e-14
Name: params, dtype: float64, 'loglikelihood': 24.657405074040184, 'aic': -41.31481014808037, 'bic': np.float64(-38.75858082961933)}, 495: {'params': mu         -1.107897e+00
omega       2.027651e-09
alpha[1]    3.686500e-09
beta[1]     9.746706e-01
Name: params, dtype: float64, 'loglikelihood': 10.295822634520418, 'aic': -12.591645269040836, 'bic': np.float64(-10.035415950579802)}, 500: {'params': mu         -1.016104
omega       0.000077
alpha[1]    0.070772
beta[1]     0.514563
Name: params, dtype: float64, 'loglikelihood': 26.540333277657872, 'aic': -45.080666555315744, 'bic': np.float64(-42.52443723685471)}, 505: {'params': mu         -1.015235
omega       0.000082
alpha[1]    0.999942
beta[1]     0.000074
Name: params, dtype: float64, 'loglikelihood': 34.14159842531621, 'aic': -60.28319685063242, 'bic': np.float64(-57.726967532171386)}, 510: {'params': mu         -1.068386
omega       0.000037
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 31.765442208769354, 'aic': -55.53088441753871, 'bic': np.float64(-52.97465509907767)}, 515: {'params': mu         -1.074174
omega       0.000052
alpha[1]    0.010000
beta[1]     0.689966
Name: params, dtype: float64, 'loglikelihood': 41.14302484105032, 'aic': -74.28604968210064, 'bic': np.float64(-71.7298203636396)}, 520: {'params': mu         -1.076221
omega       0.000040
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 46.192987164190924, 'aic': -84.38597432838185, 'bic': np.float64(-81.82974500992081)}, 525: {'params': mu         -1.076203
omega       0.000045
alpha[1]    0.998149
beta[1]     0.000273
Name: params, dtype: float64, 'loglikelihood': 37.58058744000236, 'aic': -67.16117488000472, 'bic': np.float64(-64.60494556154369)}, 530: {'params': mu         -1.068092
omega       0.000137
alpha[1]    0.656856
beta[1]     0.000024
Name: params, dtype: float64, 'loglikelihood': 37.47214943468535, 'aic': -66.9442988693707, 'bic': np.float64(-64.38806955090966)}, 535: {'params': mu         -1.072533e+00
omega       1.530392e-04
alpha[1]    6.202472e-01
beta[1]     4.187757e-18
Name: params, dtype: float64, 'loglikelihood': 36.36380773636659, 'aic': -64.72761547273318, 'bic': np.float64(-62.17138615427214)}, 540: {'params': mu         -1.073808
omega       0.000042
alpha[1]    0.010000
beta[1]     0.890003
Name: params, dtype: float64, 'loglikelihood': 34.70536738021498, 'aic': -61.41073476042996, 'bic': np.float64(-58.854505441968925)}, 545: {'params': mu         -1.057862e+00
omega       9.501659e-05
alpha[1]    8.286405e-10
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 23.426926354535134, 'aic': -38.85385270907027, 'bic': np.float64(-36.29762339060923)}, 550: {'params': mu         -1.026118
omega       0.002062
alpha[1]    0.243662
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 21.583548421469445, 'aic': -35.16709684293889, 'bic': np.float64(-32.610867524477854)}, 555: {'params': mu         -1.015458e+00
omega       1.825148e-03
alpha[1]    2.115644e-01
beta[1]     3.297094e-12
Name: params, dtype: float64, 'loglikelihood': 22.640134824276902, 'aic': -37.280269648553805, 'bic': np.float64(-34.72404033009277)}, 560: {'params': mu         -1.021707e+00
omega       4.331865e-05
alpha[1]    9.999124e-01
beta[1]     2.632294e-07
Name: params, dtype: float64, 'loglikelihood': 34.355383687257714, 'aic': -60.71076737451543, 'bic': np.float64(-58.15453805605439)}, 565: {'params': mu         -1.024581
omega       0.000222
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 30.531881333067663, 'aic': -53.063762666135325, 'bic': np.float64(-50.50753334767429)}, 570: {'params': mu         -9.745840e-01
omega       1.693032e-03
alpha[1]    1.193963e-16
beta[1]     2.259048e-01
Name: params, dtype: float64, 'loglikelihood': 23.03837375812275, 'aic': -38.0767475162455, 'bic': np.float64(-35.52051819778446)}, 575: {'params': mu         -0.946090
omega       0.000060
alpha[1]    0.995373
beta[1]     0.001736
Name: params, dtype: float64, 'loglikelihood': 24.480096321352647, 'aic': -40.960192642705294, 'bic': np.float64(-38.40396332424426)}, 580: {'params': mu         -0.838337
omega       0.000177
alpha[1]    0.911240
beta[1]     0.000033
Name: params, dtype: float64, 'loglikelihood': 27.72254826061188, 'aic': -47.44509652122376, 'bic': np.float64(-44.888867202762725)}, 585: {'params': mu         -0.842529
omega       0.000449
alpha[1]    0.139783
beta[1]     0.119315
Name: params, dtype: float64, 'loglikelihood': 32.181378828460325, 'aic': -56.36275765692065, 'bic': np.float64(-53.806528338459614)}, 590: {'params': mu         -0.854515
omega       0.000069
alpha[1]    0.007600
beta[1]     0.728786
Name: params, dtype: float64, 'loglikelihood': 36.93739281025844, 'aic': -65.87478562051687, 'bic': np.float64(-63.31855630205584)}, 595: {'params': mu         -0.871373
omega       0.000117
alpha[1]    0.479330
beta[1]     0.520670
Name: params, dtype: float64, 'loglikelihood': 29.559430183759382, 'aic': -51.118860367518764, 'bic': np.float64(-48.56263104905773)}, 600: {'params': mu         -0.865005
omega       0.000887
alpha[1]    0.190212
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.008496624890967, 'aic': -48.01699324978193, 'bic': np.float64(-45.4607639313209)}, 605: {'params': mu         -0.901129
omega       0.000279
alpha[1]    0.308612
beta[1]     0.606676
Name: params, dtype: float64, 'loglikelihood': 24.29793777195277, 'aic': -40.59587554390554, 'bic': np.float64(-38.03964622544451)}, 610: {'params': mu         -0.943205
omega       0.000348
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.348606104248425, 'aic': -36.69721220849685, 'bic': np.float64(-34.140982890035815)}, 615: {'params': mu         -9.621280e-01
omega       1.817274e-04
alpha[1]    1.937815e-14
beta[1]     8.452412e-01
Name: params, dtype: float64, 'loglikelihood': 28.483625069626605, 'aic': -48.96725013925321, 'bic': np.float64(-46.411020820792174)}, 620: {'params': mu         -0.991665
omega       0.000616
alpha[1]    0.610046
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.99992723452751, 'aic': -43.99985446905502, 'bic': np.float64(-41.44362515059399)}, 625: {'params': mu         -9.773754e-01
omega       6.474436e-04
alpha[1]    6.449109e-01
beta[1]     1.089141e-07
Name: params, dtype: float64, 'loglikelihood': 26.711043122894925, 'aic': -45.42208624578985, 'bic': np.float64(-42.865856927328814)}, 630: {'params': mu         -0.964202
omega       0.000090
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 30.346435784087433, 'aic': -52.692871568174866, 'bic': np.float64(-50.13664224971383)}, 635: {'params': mu         -9.462292e-01
omega       9.116458e-05
alpha[1]    2.615325e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 25.00869859152943, 'aic': -42.01739718305886, 'bic': np.float64(-39.461167864597826)}, 640: {'params': mu         -0.957046
omega       0.003373
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 9.872849422980211, 'aic': -11.745698845960423, 'bic': np.float64(-9.189469527499389)}, 645: {'params': mu         -0.543653
omega       0.000295
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 13.404060128232393, 'aic': -18.808120256464786, 'bic': np.float64(-16.251890938003754)}, 650: {'params': mu         -0.540067
omega       0.000393
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.656130633596, 'aic': -43.312261267192, 'bic': np.float64(-40.756031948730964)}, 655: {'params': mu         -0.544384
omega       0.000484
alpha[1]    0.099987
beta[1]     0.399947
Name: params, dtype: float64, 'loglikelihood': 28.77994342607912, 'aic': -49.55988685215824, 'bic': np.float64(-47.00365753369721)}, 660: {'params': mu         -5.551389e-01
omega       6.939304e-04
alpha[1]    1.631766e-01
beta[1]     1.108776e-20
Name: params, dtype: float64, 'loglikelihood': 29.87527127229281, 'aic': -51.75054254458562, 'bic': np.float64(-49.194313226124585)}, 665: {'params': mu         -5.585299e-01
omega       2.264170e-05
alpha[1]    1.625818e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 31.533441522710373, 'aic': -55.066883045420745, 'bic': np.float64(-52.51065372695971)}, 670: {'params': mu         -5.483000e-01
omega       1.517341e-05
alpha[1]    4.703255e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 30.84209477448515, 'aic': -53.6841895489703, 'bic': np.float64(-51.12796023050927)}, 675: {'params': mu         -5.190764e-01
omega       2.384825e-03
alpha[1]    7.285590e-01
beta[1]     8.214285e-09
Name: params, dtype: float64, 'loglikelihood': 17.24015162658629, 'aic': -26.48030325317258, 'bic': np.float64(-23.924073934711544)}, 680: {'params': mu         -0.281750
omega       0.000158
alpha[1]    0.971427
beta[1]     0.005036
Name: params, dtype: float64, 'loglikelihood': 15.525457794184156, 'aic': -23.050915588368312, 'bic': np.float64(-20.494686269907277)}, 685: {'params': mu         -2.677625e-01
omega       5.728666e-04
alpha[1]    9.712942e-01
beta[1]     2.082845e-07
Name: params, dtype: float64, 'loglikelihood': 24.418452746296662, 'aic': -40.836905492593324, 'bic': np.float64(-38.28067617413229)}, 690: {'params': mu         -0.253060
omega       0.000420
alpha[1]    0.662068
beta[1]     0.000001
Name: params, dtype: float64, 'loglikelihood': 30.427241796523827, 'aic': -52.854483593047654, 'bic': np.float64(-50.29825427458662)}, 695: {'params': mu         -2.260685e-01
omega       1.118561e-10
alpha[1]    1.382925e-07
beta[1]     9.643549e-01
Name: params, dtype: float64, 'loglikelihood': 33.4213616461758, 'aic': -58.84272329235159, 'bic': np.float64(-56.28649397389056)}, 700: {'params': mu         -2.163430e-01
omega       2.518367e-04
alpha[1]    5.011159e-01
beta[1]     4.022209e-14
Name: params, dtype: float64, 'loglikelihood': 35.21343132312777, 'aic': -62.42686264625554, 'bic': np.float64(-59.87063332779451)}, 705: {'params': mu         -0.216792
omega       0.000145
alpha[1]    0.940872
beta[1]     0.059128
Name: params, dtype: float64, 'loglikelihood': 28.24492905417562, 'aic': -48.48985810835124, 'bic': np.float64(-45.93362878989021)}, 710: {'params': mu         -1.350687e-01
omega       6.772021e-04
alpha[1]    8.157973e-01
beta[1]     1.319034e-09
Name: params, dtype: float64, 'loglikelihood': 21.874875788889888, 'aic': -35.749751577779776, 'bic': np.float64(-33.19352225931874)}, 715: {'params': mu         -0.080638
omega       0.000111
alpha[1]    0.916935
beta[1]     0.030053
Name: params, dtype: float64, 'loglikelihood': 30.649199647419636, 'aic': -53.29839929483927, 'bic': np.float64(-50.742169976378236)}, 720: {'params': mu         -0.081660
omega       0.000078
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.22964545494894, 'aic': -50.45929090989788, 'bic': np.float64(-47.903061591436845)}, 725: {'params': mu         -0.159507
omega       0.000908
alpha[1]    0.425499
beta[1]     0.214806
Name: params, dtype: float64, 'loglikelihood': 23.537919592431127, 'aic': -39.075839184862254, 'bic': np.float64(-36.51960986640122)}, 730: {'params': mu         -0.184905
omega       0.000537
alpha[1]    0.817135
beta[1]     0.041919
Name: params, dtype: float64, 'loglikelihood': 25.949640749097533, 'aic': -43.899281498195066, 'bic': np.float64(-41.34305217973403)}, 735: {'params': mu         -2.239591e-01
omega       1.763671e-04
alpha[1]    5.860518e-10
beta[1]     8.242037e-01
Name: params, dtype: float64, 'loglikelihood': 27.16067771078017, 'aic': -46.32135542156034, 'bic': np.float64(-43.765126103099306)}, 740: {'params': mu         -0.227196
omega       0.001526
alpha[1]    0.514196
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.70242044512812, 'aic': -37.40484089025624, 'bic': np.float64(-34.8486115717952)}, 745: {'params': mu         -2.150570e-01
omega       8.749572e-04
alpha[1]    6.604714e-01
beta[1]     3.721422e-07
Name: params, dtype: float64, 'loglikelihood': 22.746827389911807, 'aic': -37.493654779823615, 'bic': np.float64(-34.93742546136258)}, 750: {'params': mu         -0.220543
omega       0.001392
alpha[1]    0.492348
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 21.84193667722566, 'aic': -35.68387335445132, 'bic': np.float64(-33.127644035990286)}, 755: {'params': mu         -0.234690
omega       0.000675
alpha[1]    0.882282
beta[1]     0.117718
Name: params, dtype: float64, 'loglikelihood': 22.28931294344619, 'aic': -36.57862588689238, 'bic': np.float64(-34.02239656843135)}, 760: {'params': mu         -1.308023e-01
omega       2.413213e-04
alpha[1]    1.000000e+00
beta[1]     3.468340e-13
Name: params, dtype: float64, 'loglikelihood': 23.66876369699451, 'aic': -39.33752739398902, 'bic': np.float64(-36.781298075527985)}, 765: {'params': mu         -1.211913e-01
omega       1.300893e-04
alpha[1]    9.719240e-09
beta[1]     7.766724e-01
Name: params, dtype: float64, 'loglikelihood': 30.399407508474013, 'aic': -52.798815016948026, 'bic': np.float64(-50.24258569848699)}, 770: {'params': mu         -1.525510e-01
omega       2.427990e-03
alpha[1]    3.528669e-01
beta[1]     1.617594e-14
Name: params, dtype: float64, 'loglikelihood': 19.771970010689994, 'aic': -31.54394002137999, 'bic': np.float64(-28.987710702918953)}, 775: {'params': mu         -0.231129
omega       0.000096
alpha[1]    0.974268
beta[1]     0.025732
Name: params, dtype: float64, 'loglikelihood': 26.92720691656151, 'aic': -45.85441383312302, 'bic': np.float64(-43.29818451466198)}, 780: {'params': mu         -0.237039
omega       0.000114
alpha[1]    0.797131
beta[1]     0.202869
Name: params, dtype: float64, 'loglikelihood': 29.611480727461032, 'aic': -51.222961454922064, 'bic': np.float64(-48.66673213646103)}, 785: {'params': mu         -0.244844
omega       0.000568
alpha[1]    0.850709
beta[1]     0.149291
Name: params, dtype: float64, 'loglikelihood': 18.705477009278127, 'aic': -29.410954018556254, 'bic': np.float64(-26.85472470009522)}, 790: {'params': mu         -1.041197e-01
omega       1.948280e-04
alpha[1]    9.370591e-01
beta[1]     6.599193e-07
Name: params, dtype: float64, 'loglikelihood': 26.89325128099039, 'aic': -45.78650256198078, 'bic': np.float64(-43.23027324351975)}, 795: {'params': mu         -1.081817e-01
omega       7.275588e-06
alpha[1]    8.866780e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 38.1473965089824, 'aic': -68.2947930179648, 'bic': np.float64(-65.73856369950377)}, 800: {'params': mu         -0.099852
omega       0.000847
alpha[1]    0.686540
beta[1]     0.000001
Name: params, dtype: float64, 'loglikelihood': 23.886085018282003, 'aic': -39.772170036564006, 'bic': np.float64(-37.21594071810297)}, 805: {'params': mu         -0.015786
omega       0.000578
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.409452632748224, 'aic': -36.81890526549645, 'bic': np.float64(-34.26267594703541)}, 810: {'params': mu          0.026765
omega       0.000691
alpha[1]    0.009998
beta[1]     0.489973
Name: params, dtype: float64, 'loglikelihood': 26.22294298818945, 'aic': -44.4458859763789, 'bic': np.float64(-41.88965665791786)}, 815: {'params': mu          2.709107e-02
omega       8.247822e-08
alpha[1]    1.690415e-06
beta[1]     9.829528e-01
Name: params, dtype: float64, 'loglikelihood': 26.69368541841609, 'aic': -45.38737083683218, 'bic': np.float64(-42.83114151837115)}, 820: {'params': mu          2.549663e-02
omega       5.865997e-05
alpha[1]    7.399026e-10
beta[1]     9.125706e-01
Name: params, dtype: float64, 'loglikelihood': 28.88952153635292, 'aic': -49.77904307270584, 'bic': np.float64(-47.222813754244804)}, 825: {'params': mu          2.731318e-02
omega       7.555516e-04
alpha[1]    3.719852e-01
beta[1]     7.330098e-16
Name: params, dtype: float64, 'loglikelihood': 27.776164566299432, 'aic': -47.552329132598864, 'bic': np.float64(-44.99609981413783)}, 830: {'params': mu          0.070535
omega       0.000912
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 21.72520759199158, 'aic': -35.45041518398316, 'bic': np.float64(-32.894185865522125)}, 835: {'params': mu          1.388704e-01
omega       4.551295e-11
alpha[1]    1.204308e-10
beta[1]     9.640394e-01
Name: params, dtype: float64, 'loglikelihood': 18.056288920528093, 'aic': -28.112577841056186, 'bic': np.float64(-25.55634852259515)}, 840: {'params': mu          0.200891
omega       0.000619
alpha[1]    0.513720
beta[1]     0.159428
Name: params, dtype: float64, 'loglikelihood': 24.189466709929274, 'aic': -40.37893341985855, 'bic': np.float64(-37.82270410139751)}, 845: {'params': mu          0.223254
omega       0.000786
alpha[1]    0.357682
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 27.85541547058184, 'aic': -47.71083094116368, 'bic': np.float64(-45.15460162270264)}, 850: {'params': mu          0.235168
omega       0.000659
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.128480416210106, 'aic': -36.25696083242021, 'bic': np.float64(-33.70073151395918)}, 855: {'params': mu          0.342001
omega       0.000327
alpha[1]    0.999998
beta[1]     0.000003
Name: params, dtype: float64, 'loglikelihood': 25.077507104029902, 'aic': -42.155014208059804, 'bic': np.float64(-39.59878488959877)}, 860: {'params': mu          3.277281e-01
omega       7.247275e-04
alpha[1]    2.469642e-01
beta[1]     2.277914e-14
Name: params, dtype: float64, 'loglikelihood': 29.118720531912643, 'aic': -50.23744106382529, 'bic': np.float64(-47.68121174536425)}, 865: {'params': mu          0.300837
omega       0.000163
alpha[1]    0.999900
beta[1]     0.000089
Name: params, dtype: float64, 'loglikelihood': 31.1299223563519, 'aic': -54.2598447127038, 'bic': np.float64(-51.70361539424277)}, 870: {'params': mu          2.943805e-01
omega       1.006422e-04
alpha[1]    1.025384e-07
beta[1]     7.530644e-01
Name: params, dtype: float64, 'loglikelihood': 35.13962307667477, 'aic': -62.27924615334955, 'bic': np.float64(-59.72301683488851)}, 875: {'params': mu          3.026422e-01
omega       1.449869e-05
alpha[1]    1.551829e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 29.616807552268682, 'aic': -51.233615104537364, 'bic': np.float64(-48.67738578607633)}, 880: {'params': mu          2.962718e-01
omega       9.772384e-04
alpha[1]    5.547462e-01
beta[1]     1.418728e-15
Name: params, dtype: float64, 'loglikelihood': 25.675703636791695, 'aic': -43.35140727358339, 'bic': np.float64(-40.795177955122355)}, 885: {'params': mu          0.222564
omega       0.000249
alpha[1]    0.999785
beta[1]     0.000107
Name: params, dtype: float64, 'loglikelihood': 20.98211226549347, 'aic': -33.96422453098694, 'bic': np.float64(-31.407995212525904)}, 890: {'params': mu          0.181950
omega       0.000308
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 21.526557572886702, 'aic': -35.053115145773404, 'bic': np.float64(-32.49688582731237)}, 895: {'params': mu          1.782976e-01
omega       4.274120e-04
alpha[1]    1.000000e+00
beta[1]     3.160845e-07
Name: params, dtype: float64, 'loglikelihood': 15.547191965359511, 'aic': -23.094383930719022, 'bic': np.float64(-20.53815461225799)}, 900: {'params': mu         -2.312166e-02
omega       4.358191e-11
alpha[1]    2.944230e-01
beta[1]     5.176194e-01
Name: params, dtype: float64, 'loglikelihood': 20.96517218433369, 'aic': -33.93034436866738, 'bic': np.float64(-31.374115050206342)}, 905: {'params': mu         -0.036789
omega       0.000623
alpha[1]    0.509391
beta[1]     0.465578
Name: params, dtype: float64, 'loglikelihood': 22.061705693931547, 'aic': -36.123411387863094, 'bic': np.float64(-33.56718206940206)}, 910: {'params': mu          2.445618e-02
omega       1.301953e-07
alpha[1]    9.712189e-07
beta[1]     9.591711e-01
Name: params, dtype: float64, 'loglikelihood': 20.571135736171293, 'aic': -33.142271472342586, 'bic': np.float64(-30.58604215388155)}, 915: {'params': mu          4.442758e-02
omega       1.038859e-11
alpha[1]    0.000000e+00
beta[1]     8.876715e-01
Name: params, dtype: float64, 'loglikelihood': 30.264630575588143, 'aic': -52.529261151176286, 'bic': np.float64(-49.97303183271525)}, 920: {'params': mu          0.076075
omega       0.000083
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 21.052252653142858, 'aic': -34.104505306285716, 'bic': np.float64(-31.54827598782468)}, 925: {'params': mu          1.001784e-01
omega       2.177047e-11
alpha[1]    3.288725e-01
beta[1]     5.348633e-01
Name: params, dtype: float64, 'loglikelihood': 25.312110634319243, 'aic': -42.624221268638486, 'bic': np.float64(-40.06799195017745)}, 930: {'params': mu          1.075938e-01
omega       2.609052e-10
alpha[1]    0.000000e+00
beta[1]     9.517476e-01
Name: params, dtype: float64, 'loglikelihood': 31.688762609581758, 'aic': -55.377525219163516, 'bic': np.float64(-52.82129590070248)}, 935: {'params': mu          0.095496
omega       0.000029
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 30.59910789319967, 'aic': -53.19821578639934, 'bic': np.float64(-50.6419864679383)}, 940: {'params': mu          0.088332
omega       0.000523
alpha[1]    0.199900
beta[1]     0.299853
Name: params, dtype: float64, 'loglikelihood': 28.361197131655352, 'aic': -48.722394263310704, 'bic': np.float64(-46.16616494484967)}, 945: {'params': mu          0.051766
omega       0.000406
alpha[1]    0.786649
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.589936673286513, 'aic': -49.179873346573025, 'bic': np.float64(-46.62364402811199)}, 950: {'params': mu          0.049875
omega       0.000563
alpha[1]    0.976038
beta[1]     0.023962
Name: params, dtype: float64, 'loglikelihood': 23.273067758102343, 'aic': -38.546135516204686, 'bic': np.float64(-35.98990619774365)}, 955: {'params': mu         -3.950778e-02
omega       8.155871e-04
alpha[1]    8.250012e-01
beta[1]     6.277853e-08
Name: params, dtype: float64, 'loglikelihood': 20.775861298374846, 'aic': -33.55172259674969, 'bic': np.float64(-30.995493278288656)}, 960: {'params': mu         -7.674552e-02
omega       1.128701e-03
alpha[1]    9.182241e-01
beta[1]     5.280507e-08
Name: params, dtype: float64, 'loglikelihood': 22.33321614315806, 'aic': -36.66643228631612, 'bic': np.float64(-34.11020296785509)}, 965: {'params': mu         -7.781132e-02
omega       1.442068e-03
alpha[1]    1.000000e+00
beta[1]     1.001471e-11
Name: params, dtype: float64, 'loglikelihood': 13.01948163941613, 'aic': -18.03896327883226, 'bic': np.float64(-15.482733960371226)}, 970: {'params': mu         -0.299985
omega       0.000646
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.470987177663343, 'aic': -32.941974355326685, 'bic': np.float64(-30.38574503686565)}, 975: {'params': mu         -0.279629
omega       0.001307
alpha[1]    0.045250
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 26.335254861383795, 'aic': -44.67050972276759, 'bic': np.float64(-42.114280404306555)}, 980: {'params': mu         -0.240678
omega       0.000537
alpha[1]    0.474906
beta[1]     0.080338
Name: params, dtype: float64, 'loglikelihood': 28.581575605778987, 'aic': -49.163151211557974, 'bic': np.float64(-46.60692189309694)}, 985: {'params': mu         -0.222051
omega       0.000017
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 32.097722964591604, 'aic': -56.19544592918321, 'bic': np.float64(-53.63921661072217)}, 990: {'params': mu         -0.219294
omega       0.000388
alpha[1]    0.859248
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.034548431589894, 'aic': -50.06909686317979, 'bic': np.float64(-47.51286754471875)}, 995: {'params': mu         -2.221238e-01
omega       8.910744e-04
alpha[1]    6.029106e-01
beta[1]     7.531539e-08
Name: params, dtype: float64, 'loglikelihood': 24.895383856221514, 'aic': -41.79076771244303, 'bic': np.float64(-39.23453839398199)}, 1000: {'params': mu         -2.293853e-01
omega       9.205492e-04
alpha[1]    1.000000e+00
beta[1]     3.059828e-11
Name: params, dtype: float64, 'loglikelihood': 16.477652001860207, 'aic': -24.955304003720414, 'bic': np.float64(-22.39907468525938)}, 1005: {'params': mu         -0.114932
omega       0.000186
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.693911135785505, 'aic': -33.38782227157101, 'bic': np.float64(-30.831592953109975)}, 1010: {'params': mu         -0.129727
omega       0.000691
alpha[1]    0.940413
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.029224378095886, 'aic': -36.05844875619177, 'bic': np.float64(-33.50221943773074)}, 1015: {'params': mu         -1.218042e-01
omega       1.599374e-03
alpha[1]    1.062180e-01
beta[1]     1.765999e-10
Name: params, dtype: float64, 'loglikelihood': 24.389077432257004, 'aic': -40.77815486451401, 'bic': np.float64(-38.22192554605297)}, 1020: {'params': mu         -1.047244e-01
omega       6.150562e-04
alpha[1]    6.834268e-12
beta[1]     6.746171e-01
Name: params, dtype: float64, 'loglikelihood': 22.976354115211635, 'aic': -37.95270823042327, 'bic': np.float64(-35.396478911962234)}, 1025: {'params': mu         -8.595768e-02
omega       7.740276e-05
alpha[1]    1.797924e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 22.918137343102845, 'aic': -37.83627468620569, 'bic': np.float64(-35.280045367744655)}, 1030: {'params': mu         -4.318423e-02
omega       3.375927e-03
alpha[1]    8.043485e-01
beta[1]     2.517978e-11
Name: params, dtype: float64, 'loglikelihood': 14.578199775273495, 'aic': -21.15639955054699, 'bic': np.float64(-18.600170232085958)}, 1035: {'params': mu          1.349433e-01
omega       4.899278e-03
alpha[1]    1.000000e+00
beta[1]     3.192666e-10
Name: params, dtype: float64, 'loglikelihood': 6.620573827012297, 'aic': -5.241147654024594, 'bic': np.float64(-2.6849183355635606)}, 1040: {'params': mu          0.385214
omega       0.000312
alpha[1]    0.958460
beta[1]     0.011703
Name: params, dtype: float64, 'loglikelihood': 15.394979067553754, 'aic': -22.789958135107508, 'bic': np.float64(-20.233728816646476)}, 1045: {'params': mu          0.380248
omega       0.000429
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.44234300048379, 'aic': -42.88468600096758, 'bic': np.float64(-40.32845668250654)}, 1050: {'params': mu          3.698326e-01
omega       7.144506e-05
alpha[1]    4.902468e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 24.678533296040566, 'aic': -41.35706659208113, 'bic': np.float64(-38.8008372736201)}, 1055: {'params': mu          0.344177
omega       0.001205
alpha[1]    0.009988
beta[1]     0.489931
Name: params, dtype: float64, 'loglikelihood': 22.347688910957864, 'aic': -36.69537782191573, 'bic': np.float64(-34.13914850345469)}, 1060: {'params': mu          0.349725
omega       0.002641
alpha[1]    0.600601
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 17.91064081900087, 'aic': -27.821281638001743, 'bic': np.float64(-25.265052319540708)}, 1065: {'params': mu          0.454331
omega       0.001245
alpha[1]    0.510209
beta[1]     0.145504
Name: params, dtype: float64, 'loglikelihood': 18.709084398447438, 'aic': -29.418168796894875, 'bic': np.float64(-26.86193947843384)}, 1070: {'params': mu          4.492087e-01
omega       4.759957e-11
alpha[1]    2.037293e-13
beta[1]     9.668827e-01
Name: params, dtype: float64, 'loglikelihood': 25.968009997506112, 'aic': -43.936019995012224, 'bic': np.float64(-41.37979067655119)}, 1075: {'params': mu          4.341596e-01
omega       7.405955e-12
alpha[1]    2.000561e-04
beta[1]     8.728772e-01
Name: params, dtype: float64, 'loglikelihood': 32.97960156509179, 'aic': -57.95920313018358, 'bic': np.float64(-55.402973811722546)}, 1080: {'params': mu          0.418661
omega       0.000016
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 33.26709511397054, 'aic': -58.53419022794108, 'bic': np.float64(-55.977960909480046)}, 1085: {'params': mu          0.397519
omega       0.001436
alpha[1]    0.160257
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 24.76022870726667, 'aic': -41.52045741453334, 'bic': np.float64(-38.964228096072304)}, 1090: {'params': mu          0.396823
omega       0.001396
alpha[1]    0.143450
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.08287696204652, 'aic': -42.16575392409304, 'bic': np.float64(-39.609524605632004)}, 1095: {'params': mu          0.426184
omega       0.000356
alpha[1]    0.588317
beta[1]     0.131485
Name: params, dtype: float64, 'loglikelihood': 26.508717533464992, 'aic': -45.017435066929984, 'bic': np.float64(-42.46120574846895)}, 1100: {'params': mu          4.256636e-01
omega       4.412008e-04
alpha[1]    1.000000e+00
beta[1]     5.585018e-16
Name: params, dtype: float64, 'loglikelihood': 24.472672119059624, 'aic': -40.94534423811925, 'bic': np.float64(-38.38911491965821)}, 1105: {'params': mu          2.794447e-01
omega       5.861762e-05
alpha[1]    9.999997e-01
beta[1]     1.758462e-07
Name: params, dtype: float64, 'loglikelihood': 20.553301420497014, 'aic': -33.10660284099403, 'bic': np.float64(-30.550373522532993)}, 1110: {'params': mu          0.266473
omega       0.000707
alpha[1]    0.873620
beta[1]     0.000068
Name: params, dtype: float64, 'loglikelihood': 23.664456339304472, 'aic': -39.328912678608944, 'bic': np.float64(-36.77268336014791)}, 1115: {'params': mu          2.731517e-01
omega       2.648582e-03
alpha[1]    6.212141e-01
beta[1]     2.320648e-09
Name: params, dtype: float64, 'loglikelihood': 17.38983485431493, 'aic': -26.77966970862986, 'bic': np.float64(-24.223440390168825)}, 1120: {'params': mu          3.069910e-01
omega       1.434694e-03
alpha[1]    7.357523e-01
beta[1]     7.664770e-09
Name: params, dtype: float64, 'loglikelihood': 18.030416475889616, 'aic': -28.060832951779233, 'bic': np.float64(-25.504603633318197)}, 1125: {'params': mu          0.262788
omega       0.000630
alpha[1]    0.893795
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 19.369088952957398, 'aic': -30.738177905914796, 'bic': np.float64(-28.18194858745376)}, 1130: {'params': mu          0.241911
omega       0.003913
alpha[1]    0.656015
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 14.768891032657265, 'aic': -21.53778206531453, 'bic': np.float64(-18.981552746853495)}, 1135: {'params': mu          0.049907
omega       0.001370
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 12.555082949467588, 'aic': -17.110165898935175, 'bic': np.float64(-14.553936580474142)}, 1140: {'params': mu         -4.742447e-02
omega       2.144168e-03
alpha[1]    6.407644e-01
beta[1]     3.190300e-09
Name: params, dtype: float64, 'loglikelihood': 17.503554916998326, 'aic': -27.00710983399665, 'bic': np.float64(-24.450880515535616)}, 1145: {'params': mu         -0.072957
omega       0.000956
alpha[1]    0.009999
beta[1]     0.489992
Name: params, dtype: float64, 'loglikelihood': 23.931238369952453, 'aic': -39.862476739904906, 'bic': np.float64(-37.30624742144387)}, 1150: {'params': mu         -4.802238e-02
omega       9.108685e-05
alpha[1]    6.358357e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 17.463690437394206, 'aic': -26.927380874788412, 'bic': np.float64(-24.371151556327376)}, 1155: {'params': mu          3.472445e-02
omega       1.334153e-03
alpha[1]    1.000000e+00
beta[1]     5.405515e-18
Name: params, dtype: float64, 'loglikelihood': 19.385178913196643, 'aic': -30.770357826393287, 'bic': np.float64(-28.21412850793225)}, 1160: {'params': mu          6.497055e-02
omega       1.024179e-04
alpha[1]    1.537215e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 20.959410046813385, 'aic': -33.91882009362677, 'bic': np.float64(-31.362590775165735)}, 1165: {'params': mu          0.022002
omega       0.003890
alpha[1]    0.741759
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 13.319897556275752, 'aic': -18.639795112551504, 'bic': np.float64(-16.083565794090468)}, 1170: {'params': mu         -8.972287e-02
omega       2.013727e-03
alpha[1]    1.000000e+00
beta[1]     1.888109e-10
Name: params, dtype: float64, 'loglikelihood': 10.820023461630178, 'aic': -13.640046923260357, 'bic': np.float64(-11.083817604799323)}, 1175: {'params': mu         -0.238485
omega       0.001681
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 13.706661793533225, 'aic': -19.41332358706645, 'bic': np.float64(-16.857094268605415)}, 1180: {'params': mu         -0.365025
omega       0.000552
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.988888358628003, 'aic': -33.977776717256006, 'bic': np.float64(-31.42154739879497)}, 1185: {'params': mu         -0.370581
omega       0.000667
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 17.56994995647746, 'aic': -27.139899912954917, 'bic': np.float64(-24.58367059449388)}, 1190: {'params': mu         -0.558404
omega       0.000251
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.308752290271528, 'aic': -32.617504580543056, 'bic': np.float64(-30.06127526208202)}, 1195: {'params': mu         -5.765837e-01
omega       5.682168e-04
alpha[1]    2.486266e-17
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': 32.49747570505978, 'aic': -56.994951410119555, 'bic': np.float64(-54.43872209165852)}, 1200: {'params': mu         -5.641736e-01
omega       2.788744e-04
alpha[1]    9.999999e-01
beta[1]     7.921209e-08
Name: params, dtype: float64, 'loglikelihood': 27.751851320526548, 'aic': -47.503702641053096, 'bic': np.float64(-44.94747332259206)}, 1205: {'params': mu         -0.565412
omega       0.000238
alpha[1]    0.959787
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 27.23702250629293, 'aic': -46.47404501258586, 'bic': np.float64(-43.917815694124826)}, 1210: {'params': mu         -0.612390
omega       0.000611
alpha[1]    0.000000
beta[1]     0.605049
Name: params, dtype: float64, 'loglikelihood': 25.743893722938328, 'aic': -43.487787445876656, 'bic': np.float64(-40.93155812741562)}, 1215: {'params': mu         -0.589893
omega       0.000203
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.77191725293146, 'aic': -33.54383450586292, 'bic': np.float64(-30.987605187401883)}, 1220: {'params': mu         -0.718038
omega       0.000225
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 23.543843341985518, 'aic': -39.087686683971036, 'bic': np.float64(-36.53145736551)}, 1225: {'params': mu         -0.774342
omega       0.000286
alpha[1]    0.999978
beta[1]     0.000012
Name: params, dtype: float64, 'loglikelihood': 23.449312429635906, 'aic': -38.89862485927181, 'bic': np.float64(-36.34239554081078)}, 1230: {'params': mu         -0.871395
omega       0.000050
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.944305509937937, 'aic': -43.888611019875874, 'bic': np.float64(-41.33238170141484)}, 1235: {'params': mu         -0.889363
omega       0.000151
alpha[1]    0.855671
beta[1]     0.092654
Name: params, dtype: float64, 'loglikelihood': 31.30960734763807, 'aic': -54.61921469527614, 'bic': np.float64(-52.06298537681511)}, 1240: {'params': mu         -9.078606e-01
omega       5.272369e-04
alpha[1]    1.000000e+00
beta[1]     2.120198e-08
Name: params, dtype: float64, 'loglikelihood': 23.77603136478312, 'aic': -39.55206272956624, 'bic': np.float64(-36.9958334111052)}, 1245: {'params': mu         -1.045970
omega       0.000020
alpha[1]    0.997548
beta[1]     0.002452
Name: params, dtype: float64, 'loglikelihood': 29.903718167062856, 'aic': -51.80743633412571, 'bic': np.float64(-49.251207015664676)}, 1250: {'params': mu         -1.046285
omega       0.000043
alpha[1]    0.993069
beta[1]     0.002599
Name: params, dtype: float64, 'loglikelihood': 36.901895112094415, 'aic': -65.80379022418883, 'bic': np.float64(-63.247560905727795)}, 1255: {'params': mu         -1.113243
omega       0.000088
alpha[1]    0.945020
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.377535588988007, 'aic': -50.75507117797601, 'bic': np.float64(-48.19884185951498)}, 1260: {'params': mu         -1.109928
omega       0.000051
alpha[1]    0.218761
beta[1]     0.446095
Name: params, dtype: float64, 'loglikelihood': 38.25833416423788, 'aic': -68.51666832847576, 'bic': np.float64(-65.96043901001472)}, 1265: {'params': mu         -1.115915
omega       0.000008
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 40.680975322053825, 'aic': -73.36195064410765, 'bic': np.float64(-70.80572132564662)}, 1270: {'params': mu         -1.108824e+00
omega       1.874722e-05
alpha[1]    3.937127e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 34.96064394302401, 'aic': -61.92128788604802, 'bic': np.float64(-59.365058567586985)}, 1275: {'params': mu         -1.111440e+00
omega       2.524578e-04
alpha[1]    1.601053e-08
beta[1]     5.836492e-01
Name: params, dtype: float64, 'loglikelihood': 32.28114967354709, 'aic': -56.56229934709418, 'bic': np.float64(-54.00607002863315)}, 1280: {'params': mu         -1.130555
omega       0.000270
alpha[1]    0.398628
beta[1]     0.194801
Name: params, dtype: float64, 'loglikelihood': 30.27812136997482, 'aic': -52.55624273994964, 'bic': np.float64(-50.0000134214886)}, 1285: {'params': mu         -1.133051
omega       0.000049
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 29.00147728869443, 'aic': -50.00295457738886, 'bic': np.float64(-47.44672525892783)}, 1290: {'params': mu         -1.131098
omega       0.000946
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 19.72066059292499, 'aic': -31.44132118584998, 'bic': np.float64(-28.885091867388944)}, 1295: {'params': mu         -1.027670
omega       0.000099
alpha[1]    0.934796
beta[1]     0.065204
Name: params, dtype: float64, 'loglikelihood': 28.636516500109046, 'aic': -49.27303300021809, 'bic': np.float64(-46.71680368175706)}, 1300: {'params': mu         -1.016585
omega       0.000008
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 38.406181794128756, 'aic': -68.81236358825751, 'bic': np.float64(-66.25613426979648)}, 1305: {'params': mu         -1.002142
omega       0.000001
alpha[1]    0.000016
beta[1]     0.960504
Name: params, dtype: float64, 'loglikelihood': 35.465523979369735, 'aic': -62.93104795873947, 'bic': np.float64(-60.374818640278434)}, 1310: {'params': mu         -1.000212
omega       0.000151
alpha[1]    0.010000
beta[1]     0.489998
Name: params, dtype: float64, 'loglikelihood': 36.845942310933296, 'aic': -65.69188462186659, 'bic': np.float64(-63.13565530340556)}, 1315: {'params': mu         -1.009136
omega       0.000255
alpha[1]    0.299843
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 36.37438807992473, 'aic': -64.74877615984946, 'bic': np.float64(-62.19254684138842)}, 1320: {'params': mu         -1.022967
omega       0.000010
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 32.134587303238895, 'aic': -56.26917460647779, 'bic': np.float64(-53.712945288016755)}, 1325: {'params': mu         -1.047367
omega       0.001657
alpha[1]    0.671848
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 21.32304494751272, 'aic': -34.64608989502544, 'bic': np.float64(-32.089860576564405)}, 1330: {'params': mu         -1.194413
omega       0.000103
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 19.872959441135663, 'aic': -31.745918882271326, 'bic': np.float64(-29.18968956381029)}, 1335: {'params': mu         -1.236003e+00
omega       1.661900e-05
alpha[1]    1.000000e+00
beta[1]     3.276771e-14
Name: params, dtype: float64, 'loglikelihood': 32.976701374625684, 'aic': -57.95340274925137, 'bic': np.float64(-55.39717343079033)}, 1340: {'params': mu         -1.229860
omega       0.000011
alpha[1]    0.199660
beta[1]     0.698809
Name: params, dtype: float64, 'loglikelihood': 45.45278007059612, 'aic': -82.90556014119224, 'bic': np.float64(-80.3493308227312)}, 1345: {'params': mu         -1.230952
omega       0.000009
alpha[1]    0.010000
beta[1]     0.890001
Name: params, dtype: float64, 'loglikelihood': 45.4742729458954, 'aic': -82.9485458917908, 'bic': np.float64(-80.39231657332977)}, 1350: {'params': mu         -1.232670
omega       0.000059
alpha[1]    0.010000
beta[1]     0.490006
Name: params, dtype: float64, 'loglikelihood': 43.47438886662643, 'aic': -78.94877773325285, 'bic': np.float64(-76.39254841479182)}, 1355: {'params': mu         -1.237320
omega       0.000050
alpha[1]    0.010000
beta[1]     0.489997
Name: params, dtype: float64, 'loglikelihood': 44.547857514584706, 'aic': -81.09571502916941, 'bic': np.float64(-78.53948571070838)}, 1360: {'params': mu         -1.229367
omega       0.000283
alpha[1]    0.282390
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 35.35715994042144, 'aic': -62.71431988084288, 'bic': np.float64(-60.158090562381844)}, 1365: {'params': mu         -1.211715
omega       0.000102
alpha[1]    0.199992
beta[1]     0.499981
Name: params, dtype: float64, 'loglikelihood': 36.771776698456605, 'aic': -65.54355339691321, 'bic': np.float64(-62.987324078452176)}, 1370: {'params': mu         -1.205375
omega       0.000091
alpha[1]    0.999989
beta[1]     0.000009
Name: params, dtype: float64, 'loglikelihood': 38.255397308052835, 'aic': -68.51079461610567, 'bic': np.float64(-65.95456529764463)}, 1375: {'params': mu         -1.189671e+00
omega       3.118625e-04
alpha[1]    2.047515e-01
beta[1]     6.227045e-09
Name: params, dtype: float64, 'loglikelihood': 35.13860017803475, 'aic': -62.2772003560695, 'bic': np.float64(-59.720971037608464)}, 1380: {'params': mu         -1.177537e+00
omega       1.246500e-04
alpha[1]    2.855603e-13
beta[1]     7.113719e-01
Name: params, dtype: float64, 'loglikelihood': 33.53384279579229, 'aic': -59.06768559158458, 'bic': np.float64(-56.51145627312354)}, 1385: {'params': mu         -1.178236e+00
omega       4.501813e-04
alpha[1]    9.747295e-01
beta[1]     5.826501e-16
Name: params, dtype: float64, 'loglikelihood': 29.20691533459707, 'aic': -50.41383066919414, 'bic': np.float64(-47.857601350733106)}, 1390: {'params': mu         -1.212486
omega       0.000172
alpha[1]    0.003901
beta[1]     0.844978
Name: params, dtype: float64, 'loglikelihood': 25.92763787919911, 'aic': -43.85527575839822, 'bic': np.float64(-41.299046439937186)}, 1395: {'params': mu         -1.212009e+00
omega       8.852012e-04
alpha[1]    3.038818e-01
beta[1]     9.945263e-12
Name: params, dtype: float64, 'loglikelihood': 26.851606923956393, 'aic': -45.703213847912785, 'bic': np.float64(-43.14698452945175)}, 1400: {'params': mu         -1.202767
omega       0.001083
alpha[1]    0.308871
beta[1]     0.030557
Name: params, dtype: float64, 'loglikelihood': 25.624245297539133, 'aic': -43.248490595078266, 'bic': np.float64(-40.69226127661723)}, 1405: {'params': mu         -1.190570
omega       0.001247
alpha[1]    0.392971
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 23.925867309988234, 'aic': -39.85173461997647, 'bic': np.float64(-37.29550530151543)}, 1410: {'params': mu         -1.233406
omega       0.000159
alpha[1]    0.999807
beta[1]     0.000072
Name: params, dtype: float64, 'loglikelihood': 27.320726495983767, 'aic': -46.64145299196753, 'bic': np.float64(-44.0852236735065)}, 1415: {'params': mu         -1.252717
omega       0.002166
alpha[1]    0.745260
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 17.608485325659803, 'aic': -27.216970651319606, 'bic': np.float64(-24.66074133285857)}, 1420: {'params': mu         -1.374504
omega       0.000335
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 17.902691314240997, 'aic': -27.805382628481993, 'bic': np.float64(-25.249153310020958)}, 1425: {'params': mu         -1.435456
omega       0.000342
alpha[1]    0.000000
beta[1]     0.816855
Name: params, dtype: float64, 'loglikelihood': 22.957238409110058, 'aic': -37.914476818220116, 'bic': np.float64(-35.35824749975908)}, 1430: {'params': mu         -1.474517e+00
omega       1.078833e-09
alpha[1]    0.000000e+00
beta[1]     9.103228e-01
Name: params, dtype: float64, 'loglikelihood': 31.301809804406368, 'aic': -54.603619608812735, 'bic': np.float64(-52.0473902903517)}, 1435: {'params': mu         -1.462116e+00
omega       2.059636e-05
alpha[1]    4.935569e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 28.46059736156848, 'aic': -48.92119472313696, 'bic': np.float64(-46.36496540467593)}, 1440: {'params': mu         -1.476683
omega       0.000639
alpha[1]    0.760566
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 27.181463915135286, 'aic': -46.36292783027057, 'bic': np.float64(-43.806698511809536)}, 1445: {'params': mu         -1.490011
omega       0.000275
alpha[1]    1.000000
beta[1]     0.000018
Name: params, dtype: float64, 'loglikelihood': 22.08773126532788, 'aic': -36.17546253065576, 'bic': np.float64(-33.61923321219472)}, 1450: {'params': mu         -1.537202e+00
omega       4.809917e-05
alpha[1]    6.738946e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 23.322419466057703, 'aic': -38.644838932115405, 'bic': np.float64(-36.08860961365437)}, 1455: {'params': mu         -1.580968e+00
omega       3.105331e-03
alpha[1]    6.272204e-01
beta[1]     1.004456e-16
Name: params, dtype: float64, 'loglikelihood': 16.48927629841572, 'aic': -24.97855259683144, 'bic': np.float64(-22.422323278370406)}, 1460: {'params': mu         -1.591123
omega       0.004207
alpha[1]    0.909458
beta[1]     0.090542
Name: params, dtype: float64, 'loglikelihood': 9.133616605163319, 'aic': -10.267233210326637, 'bic': np.float64(-7.711003891865603)}, 1465: {'params': mu         -1.629776
omega       0.013867
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -0.8940854014045078, 'aic': 9.788170802809015, 'bic': np.float64(12.344400121270048)}, 1470: {'params': mu         -1.035944
omega       0.000153
alpha[1]    0.954016
beta[1]     0.045984
Name: params, dtype: float64, 'loglikelihood': 12.87564000357327, 'aic': -17.75128000714654, 'bic': np.float64(-15.195050688685507)}, 1475: {'params': mu         -1.033468
omega       0.000698
alpha[1]    0.776892
beta[1]     0.033064
Name: params, dtype: float64, 'loglikelihood': 25.70354246338747, 'aic': -43.40708492677494, 'bic': np.float64(-40.85085560831391)}, 1480: {'params': mu         -1.030461e+00
omega       6.996419e-04
alpha[1]    8.569419e-01
beta[1]     6.855439e-10
Name: params, dtype: float64, 'loglikelihood': 23.228642670626318, 'aic': -38.457285341252636, 'bic': np.float64(-35.9010560227916)}, 1485: {'params': mu         -0.921010
omega       0.000133
alpha[1]    0.999999
beta[1]     0.000001
Name: params, dtype: float64, 'loglikelihood': 26.717404944123828, 'aic': -45.434809888247656, 'bic': np.float64(-42.87858056978662)}, 1490: {'params': mu         -0.906428
omega       0.000669
alpha[1]    0.099744
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 30.51471169334224, 'aic': -53.02942338668448, 'bic': np.float64(-50.47319406822344)}, 1495: {'params': mu         -8.985183e-01
omega       1.946695e-04
alpha[1]    1.426491e-10
beta[1]     6.269184e-01
Name: params, dtype: float64, 'loglikelihood': 33.18828286285237, 'aic': -58.37656572570474, 'bic': np.float64(-55.8203364072437)}, 1500: {'params': mu         -9.012933e-01
omega       2.303450e-04
alpha[1]    1.000000e+00
beta[1]     4.015814e-11
Name: params, dtype: float64, 'loglikelihood': 26.707984731897906, 'aic': -45.41596946379581, 'bic': np.float64(-42.859740145334776)}, 1505: {'params': mu         -0.965244
omega       0.000346
alpha[1]    0.962600
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.657017197238748, 'aic': -51.314034394477495, 'bic': np.float64(-48.75780507601646)}, 1510: {'params': mu         -1.002703
omega       0.001035
alpha[1]    0.011277
beta[1]     0.491134
Name: params, dtype: float64, 'loglikelihood': 23.5391364452109, 'aic': -39.0782728904218, 'bic': np.float64(-36.522043571960765)}, 1515: {'params': mu         -1.023379e+00
omega       1.033987e-11
alpha[1]    2.501443e-01
beta[1]     6.098688e-01
Name: params, dtype: float64, 'loglikelihood': 30.458504297399855, 'aic': -52.91700859479971, 'bic': np.float64(-50.360779276338675)}, 1520: {'params': mu         -1.036931e+00
omega       2.971515e-04
alpha[1]    1.000000e+00
beta[1]     5.551115e-17
Name: params, dtype: float64, 'loglikelihood': 29.76502475449842, 'aic': -51.53004950899684, 'bic': np.float64(-48.973820190535804)}, 1525: {'params': mu         -1.067368
omega       0.001043
alpha[1]    0.009898
beta[1]     0.489324
Name: params, dtype: float64, 'loglikelihood': 23.267866326935014, 'aic': -38.53573265387003, 'bic': np.float64(-35.97950333540899)}, 1530: {'params': mu         -1.105193
omega       0.000605
alpha[1]    0.731205
beta[1]     0.100775
Name: params, dtype: float64, 'loglikelihood': 21.974736507577266, 'aic': -35.94947301515453, 'bic': np.float64(-33.393243696693496)}, 1535: {'params': mu         -1.201281e+00
omega       2.766184e-04
alpha[1]    8.210731e-01
beta[1]     3.377163e-17
Name: params, dtype: float64, 'loglikelihood': 28.13265263755488, 'aic': -48.26530527510976, 'bic': np.float64(-45.709075956648725)}, 1540: {'params': mu         -1.199687
omega       0.000081
alpha[1]    0.009999
beta[1]     0.689965
Name: params, dtype: float64, 'loglikelihood': 37.636354334574634, 'aic': -67.27270866914927, 'bic': np.float64(-64.71647935068823)}, 1545: {'params': mu         -1.202961e+00
omega       3.633062e-05
alpha[1]    8.605756e-09
beta[1]     9.999999e-01
Name: params, dtype: float64, 'loglikelihood': 32.3897240259961, 'aic': -56.779448051992205, 'bic': np.float64(-54.22321873353117)}, 1550: {'params': mu         -1.210942e+00
omega       1.248050e-04
alpha[1]    4.292367e-14
beta[1]     8.504402e-01
Name: params, dtype: float64, 'loglikelihood': 30.86660862969827, 'aic': -53.73321725939654, 'bic': np.float64(-51.176987940935504)}, 1555: {'params': mu         -1.206047
omega       0.000904
alpha[1]    0.114356
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.506733144866338, 'aic': -49.013466289732676, 'bic': np.float64(-46.45723697127164)}, 1560: {'params': mu         -1.194056
omega       0.000075
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 37.07345632817964, 'aic': -66.14691265635928, 'bic': np.float64(-63.59068333789824)}, 1565: {'params': mu         -1.169905
omega       0.000182
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 35.50320665772453, 'aic': -63.006413315449066, 'bic': np.float64(-60.45018399698803)}, 1570: {'params': mu         -1.181398e+00
omega       1.925318e-05
alpha[1]    1.400458e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 31.47970135363292, 'aic': -54.95940270726584, 'bic': np.float64(-52.4031733888048)}, 1575: {'params': mu         -1.169757
omega       0.000917
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 21.130217918738207, 'aic': -34.260435837476415, 'bic': np.float64(-31.70420651901538)}, 1580: {'params': mu         -1.024158e+00
omega       1.920969e-04
alpha[1]    9.999998e-01
beta[1]     1.546166e-07
Name: params, dtype: float64, 'loglikelihood': 20.82998742592993, 'aic': -33.65997485185986, 'bic': np.float64(-31.103745533398822)}, 1585: {'params': mu         -1.001401
omega       0.000775
alpha[1]    0.522707
beta[1]     0.000109
Name: params, dtype: float64, 'loglikelihood': 26.791131141768847, 'aic': -45.582262283537695, 'bic': np.float64(-43.02603296507666)}, 1590: {'params': mu         -9.786434e-01
omega       2.479469e-04
alpha[1]    9.118865e-01
beta[1]     1.561041e-10
Name: params, dtype: float64, 'loglikelihood': 28.67389836545597, 'aic': -49.34779673091194, 'bic': np.float64(-46.7915674124509)}, 1595: {'params': mu         -0.935903
omega       0.000055
alpha[1]    0.964044
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 38.14655527974081, 'aic': -68.29311055948162, 'bic': np.float64(-65.73688124102058)}, 1600: {'params': mu         -9.347622e-01
omega       6.441673e-04
alpha[1]    1.000000e+00
beta[1]     2.098284e-15
Name: params, dtype: float64, 'loglikelihood': 24.160409001358147, 'aic': -40.320818002716294, 'bic': np.float64(-37.76458868425526)}, 1605: {'params': mu         -1.012755
omega       0.002933
alpha[1]    0.009994
beta[1]     0.490033
Name: params, dtype: float64, 'loglikelihood': 16.174822096225554, 'aic': -24.34964419245111, 'bic': np.float64(-21.793414873990073)}, 1610: {'params': mu         -1.057016
omega       0.000149
alpha[1]    0.978881
beta[1]     0.021119
Name: params, dtype: float64, 'loglikelihood': 27.53529826657995, 'aic': -47.0705965331599, 'bic': np.float64(-44.514367214698865)}, 1615: {'params': mu         -1.039026e+00
omega       9.836447e-06
alpha[1]    1.868198e-07
beta[1]     9.999794e-01
Name: params, dtype: float64, 'loglikelihood': 33.0727718164671, 'aic': -58.145543632934206, 'bic': np.float64(-55.58931431447317)}, 1620: {'params': mu         -1.035341
omega       0.000226
alpha[1]    0.010000
beta[1]     0.489996
Name: params, dtype: float64, 'loglikelihood': 34.00670110839219, 'aic': -60.013402216784385, 'bic': np.float64(-57.45717289832335)}, 1625: {'params': mu         -1.034361e+00
omega       4.233462e-12
alpha[1]    0.000000e+00
beta[1]     9.372946e-01
Name: params, dtype: float64, 'loglikelihood': 35.164196162823444, 'aic': -62.32839232564689, 'bic': np.float64(-59.77216300718585)}, 1630: {'params': mu         -1.027606
omega       0.000125
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 23.178334263566068, 'aic': -38.356668527132136, 'bic': np.float64(-35.8004392086711)}, 1635: {'params': mu         -1.042418e+00
omega       5.328357e-04
alpha[1]    1.000000e+00
beta[1]     5.056908e-09
Name: params, dtype: float64, 'loglikelihood': 13.693222893159154, 'aic': -19.38644578631831, 'bic': np.float64(-16.830216467857277)}, 1640: {'params': mu         -0.805958
omega       0.000018
alpha[1]    0.999935
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 31.412213538546386, 'aic': -54.82442707709277, 'bic': np.float64(-52.268197758631736)}, 1645: {'params': mu         -0.802857
omega       0.000064
alpha[1]    0.010000
beta[1]     0.489995
Name: params, dtype: float64, 'loglikelihood': 42.90805426110229, 'aic': -77.81610852220459, 'bic': np.float64(-75.25987920374355)}, 1650: {'params': mu         -0.791439
omega       0.000103
alpha[1]    0.582048
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.761138911996575, 'aic': -73.52227782399315, 'bic': np.float64(-70.96604850553211)}, 1655: {'params': mu         -0.798939
omega       0.000182
alpha[1]    0.597858
beta[1]     0.402142
Name: params, dtype: float64, 'loglikelihood': 28.59236099726118, 'aic': -49.18472199452236, 'bic': np.float64(-46.62849267606133)}, 1660: {'params': mu         -8.086581e-01
omega       1.404899e-11
alpha[1]    7.541164e-01
beta[1]     2.460191e-01
Name: params, dtype: float64, 'loglikelihood': 27.19338250371229, 'aic': -46.38676500742458, 'bic': np.float64(-43.83053568896354)}, 1665: {'params': mu         -7.953536e-01
omega       3.460507e-04
alpha[1]    9.756213e-01
beta[1]     5.026549e-07
Name: params, dtype: float64, 'loglikelihood': 26.333031112903882, 'aic': -44.666062225807764, 'bic': np.float64(-42.10983290734673)}, 1670: {'params': mu         -7.927409e-01
omega       1.631010e-04
alpha[1]    9.937149e-01
beta[1]     2.596521e-14
Name: params, dtype: float64, 'loglikelihood': 34.698370750380946, 'aic': -61.39674150076189, 'bic': np.float64(-58.840512182300856)}, 1675: {'params': mu         -7.838197e-01
omega       3.149842e-04
alpha[1]    9.999997e-01
beta[1]     2.479061e-07
Name: params, dtype: float64, 'loglikelihood': 23.259406738845566, 'aic': -38.51881347769113, 'bic': np.float64(-35.9625841592301)}, 1680: {'params': mu         -6.693934e-01
omega       6.027154e-04
alpha[1]    9.785767e-01
beta[1]     7.957709e-07
Name: params, dtype: float64, 'loglikelihood': 20.252860524568582, 'aic': -32.505721049137165, 'bic': np.float64(-29.94949173067613)}, 1685: {'params': mu         -6.680008e-01
omega       5.874113e-04
alpha[1]    9.999999e-01
beta[1]     1.722415e-07
Name: params, dtype: float64, 'loglikelihood': 21.1327327494582, 'aic': -34.2654654989164, 'bic': np.float64(-31.709236180455363)}, 1690: {'params': mu         -8.214968e-01
omega       3.567754e-04
alpha[1]    1.000000e+00
beta[1]     2.925001e-09
Name: params, dtype: float64, 'loglikelihood': 19.214841905185747, 'aic': -30.429683810371493, 'bic': np.float64(-27.873454491910458)}, 1695: {'params': mu         -8.120789e-01
omega       7.799859e-04
alpha[1]    7.082633e-01
beta[1]     9.082649e-16
Name: params, dtype: float64, 'loglikelihood': 25.461634596549615, 'aic': -42.92326919309923, 'bic': np.float64(-40.367039874638195)}, 1700: {'params': mu         -0.798181
omega       0.000721
alpha[1]    0.885511
beta[1]     0.063744
Name: params, dtype: float64, 'loglikelihood': 22.428579993233917, 'aic': -36.857159986467835, 'bic': np.float64(-34.3009306680068)}, 1705: {'params': mu         -7.390954e-01
omega       2.149724e-03
alpha[1]    8.993260e-01
beta[1]     1.539608e-15
Name: params, dtype: float64, 'loglikelihood': 17.339547704595113, 'aic': -26.679095409190225, 'bic': np.float64(-24.12286609072919)}, 1710: {'params': mu         -6.307558e-01
omega       8.447209e-04
alpha[1]    1.000000e+00
beta[1]     5.290865e-11
Name: params, dtype: float64, 'loglikelihood': 16.326278915722227, 'aic': -24.652557831444454, 'bic': np.float64(-22.09632851298342)}, 1715: {'params': mu         -0.636141
omega       0.001067
alpha[1]    0.536309
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 23.875775042447273, 'aic': -39.751550084894546, 'bic': np.float64(-37.19532076643351)}, 1720: {'params': mu         -6.221456e-01
omega       1.416458e-04
alpha[1]    5.637874e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 19.172583475661785, 'aic': -30.34516695132357, 'bic': np.float64(-27.788937632862535)}, 1725: {'params': mu         -0.635532
omega       0.000149
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 16.361711632701176, 'aic': -24.723423265402353, 'bic': np.float64(-22.167193946941318)}, 1730: {'params': mu         -8.160462e-01
omega       1.537505e-04
alpha[1]    1.000000e+00
beta[1]     2.276013e-13
Name: params, dtype: float64, 'loglikelihood': 12.829574441921679, 'aic': -17.659148883843358, 'bic': np.float64(-15.102919565382324)}, 1735: {'params': mu         -0.817125
omega       0.000190
alpha[1]    0.999992
beta[1]     0.000003
Name: params, dtype: float64, 'loglikelihood': 17.815252465622095, 'aic': -27.63050493124419, 'bic': np.float64(-25.074275612783154)}, 1740: {'params': mu         -9.643657e-01
omega       1.867373e-04
alpha[1]    9.950007e-01
beta[1]     2.966777e-07
Name: params, dtype: float64, 'loglikelihood': 23.828318002571507, 'aic': -39.656636005143014, 'bic': np.float64(-37.10040668668198)}, 1745: {'params': mu         -0.946862
omega       0.000200
alpha[1]    0.217016
beta[1]     0.782984
Name: params, dtype: float64, 'loglikelihood': 25.24350991508887, 'aic': -42.48701983017774, 'bic': np.float64(-39.93079051171671)}, 1750: {'params': mu         -0.885605
omega       0.000227
alpha[1]    0.889737
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 24.542091755152196, 'aic': -41.08418351030439, 'bic': np.float64(-38.52795419184336)}, 1755: {'params': mu         -8.907183e-01
omega       2.258481e-04
alpha[1]    1.000000e+00
beta[1]     3.150659e-15
Name: params, dtype: float64, 'loglikelihood': 25.52540462360676, 'aic': -43.05080924721352, 'bic': np.float64(-40.494579928752486)}, 1760: {'params': mu         -0.955201
omega       0.000507
alpha[1]    0.892242
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.866814390770276, 'aic': -37.73362878154055, 'bic': np.float64(-35.17739946307952)}, 1765: {'params': mu         -9.668731e-01
omega       8.069430e-05
alpha[1]    1.008977e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 24.088006646015653, 'aic': -40.17601329203131, 'bic': np.float64(-37.61978397357027)}, 1770: {'params': mu         -1.009459
omega       0.004376
alpha[1]    0.735208
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 11.986887322748364, 'aic': -15.973774645496729, 'bic': np.float64(-13.417545327035695)}, 1775: {'params': mu         -1.235168e+00
omega       5.469165e-04
alpha[1]    1.000000e+00
beta[1]     5.655907e-09
Name: params, dtype: float64, 'loglikelihood': 16.647187686705475, 'aic': -25.29437537341095, 'bic': np.float64(-22.738146054949915)}, 1780: {'params': mu         -1.248522
omega       0.000447
alpha[1]    0.929823
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 23.216078638995036, 'aic': -38.43215727799007, 'bic': np.float64(-35.87592795952904)}, 1785: {'params': mu         -1.326589
omega       0.000066
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 31.95622305049057, 'aic': -55.91244610098114, 'bic': np.float64(-53.35621678252011)}, 1790: {'params': mu         -1.329053
omega       0.000043
alpha[1]    0.999938
beta[1]     0.000020
Name: params, dtype: float64, 'loglikelihood': 41.94100368308903, 'aic': -75.88200736617806, 'bic': np.float64(-73.32577804771702)}, 1795: {'params': mu         -1.330083e+00
omega       1.446863e-04
alpha[1]    9.999990e-01
beta[1]     5.278227e-07
Name: params, dtype: float64, 'loglikelihood': 32.350351736855394, 'aic': -56.70070347371079, 'bic': np.float64(-54.14447415524975)}, 1800: {'params': mu         -1.349124
omega       0.000163
alpha[1]    0.010000
beta[1]     0.490005
Name: params, dtype: float64, 'loglikelihood': 36.31712876132306, 'aic': -64.63425752264612, 'bic': np.float64(-62.07802820418509)}, 1805: {'params': mu         -1.371925
omega       0.000156
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 22.175800161458557, 'aic': -36.351600322917115, 'bic': np.float64(-33.79537100445608)}, 1810: {'params': mu         -1.410716
omega       0.004245
alpha[1]    0.617488
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 13.125252022768843, 'aic': -18.250504045537685, 'bic': np.float64(-15.694274727076651)}, 1815: {'params': mu         -1.587681e+00
omega       5.906933e-11
alpha[1]    9.900358e-01
beta[1]     9.964177e-03
Name: params, dtype: float64, 'loglikelihood': 31.316783410786645, 'aic': -54.63356682157329, 'bic': np.float64(-52.077337503112254)}, 1820: {'params': mu         -1.585575
omega       0.000015
alpha[1]    0.199969
beta[1]     0.699890
Name: params, dtype: float64, 'loglikelihood': 43.08993131173445, 'aic': -78.1798626234689, 'bic': np.float64(-75.62363330500787)}, 1825: {'params': mu         -1.589326
omega       0.000043
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 43.272812193318224, 'aic': -78.54562438663645, 'bic': np.float64(-75.98939506817541)}, 1830: {'params': mu         -1.605152
omega       0.000070
alpha[1]    0.099996
beta[1]     0.599973
Name: params, dtype: float64, 'loglikelihood': 38.90107370716391, 'aic': -69.80214741432782, 'bic': np.float64(-67.24591809586678)}, 1835: {'params': mu         -1.620205
omega       0.000005
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 40.61453982998986, 'aic': -73.22907965997972, 'bic': np.float64(-70.67285034151868)}, 1840: {'params': mu         -1.626793
omega       0.000052
alpha[1]    0.009894
beta[1]     0.682710
Name: params, dtype: float64, 'loglikelihood': 40.7587854977626, 'aic': -73.5175709955252, 'bic': np.float64(-70.96134167706417)}, 1845: {'params': mu         -1.627566
omega       0.000263
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 31.204611974038485, 'aic': -54.40922394807697, 'bic': np.float64(-51.852994629615935)}, 1850: {'params': mu         -1.622208
omega       0.000429
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 27.292500525983176, 'aic': -46.58500105196635, 'bic': np.float64(-44.028771733505316)}, 1855: {'params': mu         -1.660646
omega       0.000421
alpha[1]    0.316781
beta[1]     0.347446
Name: params, dtype: float64, 'loglikelihood': 24.682816139791626, 'aic': -41.36563227958325, 'bic': np.float64(-38.80940296112222)}, 1860: {'params': mu         -1.683045
omega       0.000048
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 31.575536695564384, 'aic': -55.15107339112877, 'bic': np.float64(-52.59484407266773)}, 1865: {'params': mu         -1.716694e+00
omega       3.876855e-05
alpha[1]    8.808717e-01
beta[1]     3.129972e-15
Name: params, dtype: float64, 'loglikelihood': 35.10257424629688, 'aic': -62.205148492593764, 'bic': np.float64(-59.64891917413273)}, 1870: {'params': mu         -1.715812
omega       0.000093
alpha[1]    0.967946
beta[1]     0.032058
Name: params, dtype: float64, 'loglikelihood': 37.35382376460295, 'aic': -66.7076475292059, 'bic': np.float64(-64.15141821074486)}, 1875: {'params': mu         -1.705026e+00
omega       5.645008e-05
alpha[1]    8.182509e-10
beta[1]     8.180511e-01
Name: params, dtype: float64, 'loglikelihood': 37.19786581094633, 'aic': -66.39573162189266, 'bic': np.float64(-63.83950230343163)}, 1880: {'params': mu         -1.685378
omega       0.000056
alpha[1]    0.720453
beta[1]     0.089101
Name: params, dtype: float64, 'loglikelihood': 38.33171591611716, 'aic': -68.66343183223432, 'bic': np.float64(-66.10720251377329)}, 1885: {'params': mu         -1.681945
omega       0.000082
alpha[1]    0.010000
beta[1]     0.490008
Name: params, dtype: float64, 'loglikelihood': 41.15087004162501, 'aic': -74.30174008325002, 'bic': np.float64(-71.74551076478899)}, 1890: {'params': mu         -1.664127e+00
omega       1.153466e-03
alpha[1]    5.957216e-01
beta[1]     9.860761e-32
Name: params, dtype: float64, 'loglikelihood': 23.931205083744384, 'aic': -39.86241016748877, 'bic': np.float64(-37.30618084902773)}, 1895: {'params': mu         -1.611152
omega       0.000052
alpha[1]    0.970772
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 27.43199388945052, 'aic': -46.86398777890104, 'bic': np.float64(-44.307758460440006)}, 1900: {'params': mu         -1.618928
omega       0.000242
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 30.43050924690295, 'aic': -52.8610184938059, 'bic': np.float64(-50.304789175344865)}, 1905: {'params': mu         -1.609781e+00
omega       4.271239e-05
alpha[1]    3.640937e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 29.504306227014176, 'aic': -51.00861245402835, 'bic': np.float64(-48.45238313556732)}, 1910: {'params': mu         -1.606747
omega       0.000046
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 25.230181879137078, 'aic': -42.460363758274156, 'bic': np.float64(-39.90413443981312)}, 1915: {'params': mu         -1.643028e+00
omega       7.740504e-05
alpha[1]    8.279489e-11
beta[1]     9.999998e-01
Name: params, dtype: float64, 'loglikelihood': 16.018969390752016, 'aic': -24.03793878150403, 'bic': np.float64(-21.481709463042996)}, 1920: {'params': mu         -1.692883e+00
omega       3.370565e-11
alpha[1]    3.530509e-02
beta[1]     7.841038e-01
Name: params, dtype: float64, 'loglikelihood': 23.60904787510242, 'aic': -39.21809575020484, 'bic': np.float64(-36.6618664317438)}, 1925: {'params': mu         -1.693295
omega       0.000952
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.19245863246024, 'aic': -32.38491726492048, 'bic': np.float64(-29.828687946459446)}, 1930: {'params': mu         -1.528340
omega       0.001736
alpha[1]    0.746506
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 15.584194247885769, 'aic': -23.168388495771538, 'bic': np.float64(-20.612159177310502)}, 1935: {'params': mu         -1.513618
omega       0.002117
alpha[1]    0.236350
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 21.698549781660375, 'aic': -35.39709956332075, 'bic': np.float64(-32.840870244859715)}, 1940: {'params': mu         -1.498292e+00
omega       1.959435e-03
alpha[1]    1.000000e+00
beta[1]     3.072379e-12
Name: params, dtype: float64, 'loglikelihood': 12.566551716727933, 'aic': -17.133103433455865, 'bic': np.float64(-14.576874114994832)}, 1945: {'params': mu         -1.166124e+00
omega       1.033924e-03
alpha[1]    9.999997e-01
beta[1]     1.033617e-07
Name: params, dtype: float64, 'loglikelihood': 7.5371230738561055, 'aic': -7.074246147712211, 'bic': np.float64(-4.518016829251177)}, 1950: {'params': mu         -1.021528e+00
omega       1.930395e-05
alpha[1]    1.000000e+00
beta[1]     3.720538e-08
Name: params, dtype: float64, 'loglikelihood': 22.44161881024811, 'aic': -36.88323762049622, 'bic': np.float64(-34.32700830203518)}, 1955: {'params': mu         -1.019799
omega       0.000137
alpha[1]    0.611767
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 35.6018856889917, 'aic': -63.2037713779834, 'bic': np.float64(-60.647542059522365)}, 1960: {'params': mu         -1.021220
omega       0.000050
alpha[1]    0.010000
beta[1]     0.490007
Name: params, dtype: float64, 'loglikelihood': 44.55852502767521, 'aic': -81.11705005535042, 'bic': np.float64(-78.56082073688938)}, 1965: {'params': mu         -1.019111e+00
omega       4.502570e-05
alpha[1]    6.807547e-01
beta[1]     1.779749e-15
Name: params, dtype: float64, 'loglikelihood': 44.19690250185341, 'aic': -80.39380500370682, 'bic': np.float64(-77.83757568524578)}, 1970: {'params': mu         -1.006933
omega       0.000091
alpha[1]    0.632741
beta[1]     0.137218
Name: params, dtype: float64, 'loglikelihood': 43.233026771774774, 'aic': -78.46605354354955, 'bic': np.float64(-75.90982422508851)}, 1975: {'params': mu         -1.005321e+00
omega       2.672841e-05
alpha[1]    1.000000e+00
beta[1]     2.378043e-14
Name: params, dtype: float64, 'loglikelihood': 42.54959296633039, 'aic': -77.09918593266077, 'bic': np.float64(-74.54295661419974)}, 1980: {'params': mu         -0.998503
omega       0.000118
alpha[1]    0.905636
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.32790041034006, 'aic': -60.65580082068011, 'bic': np.float64(-58.09957150221908)}, 1985: {'params': mu         -0.995035
omega       0.000074
alpha[1]    0.994951
beta[1]     0.005049
Name: params, dtype: float64, 'loglikelihood': 34.98539210131676, 'aic': -61.970784202633524, 'bic': np.float64(-59.41455488417249)}, 1990: {'params': mu         -0.993519
omega       0.000081
alpha[1]    0.199997
beta[1]     0.499994
Name: params, dtype: float64, 'loglikelihood': 39.03132458088958, 'aic': -70.06264916177916, 'bic': np.float64(-67.50641984331813)}, 1995: {'params': mu         -0.992272
omega       0.000031
alpha[1]    0.410290
beta[1]     0.426249
Name: params, dtype: float64, 'loglikelihood': 44.02861058284174, 'aic': -80.05722116568349, 'bic': np.float64(-77.50099184722245)}, 2000: {'params': mu         -0.987921
omega       0.000045
alpha[1]    0.954863
beta[1]     0.045137
Name: params, dtype: float64, 'loglikelihood': 37.99462381959246, 'aic': -67.98924763918492, 'bic': np.float64(-65.43301832072389)}, 2005: {'params': mu         -1.005529
omega       0.000001
alpha[1]    0.923858
beta[1]     0.081530
Name: params, dtype: float64, 'loglikelihood': 36.937784621915085, 'aic': -65.87556924383017, 'bic': np.float64(-63.319339925369135)}, 2010: {'params': mu         -1.020868e+00
omega       8.800550e-05
alpha[1]    3.633694e-07
beta[1]     7.387240e-01
Name: params, dtype: float64, 'loglikelihood': 33.7799961071493, 'aic': -59.5599922142986, 'bic': np.float64(-57.00376289583757)}, 2015: {'params': mu         -1.034677
omega       0.000055
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 27.497696564333612, 'aic': -46.995393128667224, 'bic': np.float64(-44.43916381020619)}, 2020: {'params': mu         -0.922901
omega       0.001283
alpha[1]    0.505053
beta[1]     0.178903
Name: params, dtype: float64, 'loglikelihood': 19.423327189560737, 'aic': -30.846654379121475, 'bic': np.float64(-28.29042506066044)}, 2025: {'params': mu         -9.200534e-01
omega       5.205160e-05
alpha[1]    9.999999e-01
beta[1]     9.564369e-07
Name: params, dtype: float64, 'loglikelihood': 29.096754475377587, 'aic': -50.193508950755174, 'bic': np.float64(-47.63727963229414)}, 2030: {'params': mu         -0.949498
omega       0.000281
alpha[1]    0.999998
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 25.69402257941053, 'aic': -43.38804515882106, 'bic': np.float64(-40.83181584036002)}, 2035: {'params': mu         -1.004033e+00
omega       3.031780e-04
alpha[1]    8.170731e-01
beta[1]     9.944361e-08
Name: params, dtype: float64, 'loglikelihood': 29.99068849412405, 'aic': -51.9813769882481, 'bic': np.float64(-49.425147669787066)}, 2040: {'params': mu         -1.017201e+00
omega       1.170447e-05
alpha[1]    3.109132e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 35.086710694069566, 'aic': -62.17342138813913, 'bic': np.float64(-59.6171920696781)}, 2045: {'params': mu         -1.018884
omega       0.000375
alpha[1]    0.715772
beta[1]     0.284228
Name: params, dtype: float64, 'loglikelihood': 25.090281086329068, 'aic': -42.180562172658135, 'bic': np.float64(-39.6243328541971)}, 2050: {'params': mu         -9.012658e-01
omega       8.637509e-04
alpha[1]    1.000000e+00
beta[1]     2.308780e-11
Name: params, dtype: float64, 'loglikelihood': 15.96830833114339, 'aic': -23.93661666228678, 'bic': np.float64(-21.380387343825745)}, 2055: {'params': mu         -0.766642
omega       0.000007
alpha[1]    0.953068
beta[1]     0.046932
Name: params, dtype: float64, 'loglikelihood': 20.47487435099669, 'aic': -32.94974870199338, 'bic': np.float64(-30.393519383532343)}, 2060: {'params': mu         -0.791610
omega       0.000048
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 24.004230180048015, 'aic': -40.00846036009603, 'bic': np.float64(-37.452231041634995)}, 2065: {'params': mu         -8.362887e-01
omega       1.150188e-03
alpha[1]    1.000000e+00
beta[1]     3.235303e-14
Name: params, dtype: float64, 'loglikelihood': 19.223127556741073, 'aic': -30.446255113482145, 'bic': np.float64(-27.89002579502111)}, 2070: {'params': mu         -8.626943e-01
omega       1.251216e-03
alpha[1]    8.952654e-01
beta[1]     1.110052e-07
Name: params, dtype: float64, 'loglikelihood': 17.404990055674585, 'aic': -26.80998011134917, 'bic': np.float64(-24.253750792888134)}, 2075: {'params': mu         -9.535648e-01
omega       2.597936e-11
alpha[1]    5.498447e-01
beta[1]     3.260826e-01
Name: params, dtype: float64, 'loglikelihood': 24.990332429167648, 'aic': -41.980664858335295, 'bic': np.float64(-39.42443553987426)}, 2080: {'params': mu         -0.963038
omega       0.000103
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 32.29170284709199, 'aic': -56.58340569418398, 'bic': np.float64(-54.027176375722945)}, 2085: {'params': mu         -9.617966e-01
omega       1.101814e-04
alpha[1]    1.000000e+00
beta[1]     6.951100e-12
Name: params, dtype: float64, 'loglikelihood': 28.22337203734381, 'aic': -48.44674407468762, 'bic': np.float64(-45.89051475622659)}, 2090: {'params': mu         -1.001084
omega       0.001090
alpha[1]    0.460269
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.24792114377395, 'aic': -42.4958422875479, 'bic': np.float64(-39.939612969086866)}, 2095: {'params': mu         -1.000062
omega       0.000594
alpha[1]    0.804004
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 23.346819173337238, 'aic': -38.693638346674476, 'bic': np.float64(-36.13740902821344)}, 2100: {'params': mu         -0.948640
omega       0.000526
alpha[1]    0.383864
beta[1]     0.229216
Name: params, dtype: float64, 'loglikelihood': 26.478594605485974, 'aic': -44.95718921097195, 'bic': np.float64(-42.40095989251091)}, 2105: {'params': mu         -0.952629
omega       0.001099
alpha[1]    0.864308
beta[1]     0.135692
Name: params, dtype: float64, 'loglikelihood': 17.046458561661296, 'aic': -26.092917123322593, 'bic': np.float64(-23.536687804861558)}, 2110: {'params': mu         -0.792004
omega       0.000440
alpha[1]    0.766769
beta[1]     0.095833
Name: params, dtype: float64, 'loglikelihood': 25.175821028534656, 'aic': -42.35164205706931, 'bic': np.float64(-39.79541273860828)}, 2115: {'params': mu         -8.015691e-01
omega       1.030009e-05
alpha[1]    1.070231e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 34.49572283687766, 'aic': -60.99144567375532, 'bic': np.float64(-58.43521635529429)}, 2120: {'params': mu         -8.014688e-01
omega       8.163526e-04
alpha[1]    6.876080e-01
beta[1]     8.422434e-16
Name: params, dtype: float64, 'loglikelihood': 27.357734959993167, 'aic': -46.71546991998633, 'bic': np.float64(-44.1592406015253)}, 2125: {'params': mu         -7.554355e-01
omega       3.571598e-11
alpha[1]    4.440006e-14
beta[1]     9.862033e-01
Name: params, dtype: float64, 'loglikelihood': 19.605209583966438, 'aic': -31.210419167932876, 'bic': np.float64(-28.65418984947184)}, 2130: {'params': mu         -6.846846e-01
omega       2.816027e-04
alpha[1]    1.000000e+00
beta[1]     7.772071e-15
Name: params, dtype: float64, 'loglikelihood': 27.078505228424124, 'aic': -46.15701045684825, 'bic': np.float64(-43.60078113838721)}, 2135: {'params': mu         -0.658722
omega       0.000172
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 23.82955108246125, 'aic': -39.6591021649225, 'bic': np.float64(-37.102872846461466)}, 2140: {'params': mu         -0.583672
omega       0.000278
alpha[1]    0.999987
beta[1]     0.000007
Name: params, dtype: float64, 'loglikelihood': 23.892431864273362, 'aic': -39.784863728546725, 'bic': np.float64(-37.22863441008569)}, 2145: {'params': mu         -5.673155e-01
omega       2.153626e-04
alpha[1]    6.870252e-15
beta[1]     7.101637e-01
Name: params, dtype: float64, 'loglikelihood': 30.986882536860833, 'aic': -53.973765073721665, 'bic': np.float64(-51.41753575526063)}, 2150: {'params': mu         -0.583338
omega       0.000533
alpha[1]    0.342407
beta[1]     0.103746
Name: params, dtype: float64, 'loglikelihood': 28.994224446321255, 'aic': -49.98844889264251, 'bic': np.float64(-47.432219574181474)}, 2155: {'params': mu         -0.599012
omega       0.001293
alpha[1]    0.680219
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 21.992142357145035, 'aic': -35.98428471429007, 'bic': np.float64(-33.428055395829034)}, 2160: {'params': mu         -0.675981
omega       0.002023
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 17.338536881189928, 'aic': -26.677073762379855, 'bic': np.float64(-24.12084444391882)}, 2165: {'params': mu         -0.765234
omega       0.000767
alpha[1]    0.009982
beta[1]     0.890264
Name: params, dtype: float64, 'loglikelihood': 15.778976481235492, 'aic': -23.557952962470985, 'bic': np.float64(-21.00172364400995)}, 2170: {'params': mu         -0.839483
omega       0.000895
alpha[1]    0.828225
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 21.911830798715577, 'aic': -35.823661597431155, 'bic': np.float64(-33.26743227897012)}, 2175: {'params': mu         -8.356155e-01
omega       2.287208e-03
alpha[1]    3.537116e-01
beta[1]     1.063409e-11
Name: params, dtype: float64, 'loglikelihood': 21.081918016430944, 'aic': -34.16383603286189, 'bic': np.float64(-31.607606714400852)}, 2180: {'params': mu         -0.787122
omega       0.002524
alpha[1]    0.761136
beta[1]     0.091121
Name: params, dtype: float64, 'loglikelihood': 13.314292171081512, 'aic': -18.628584342163023, 'bic': np.float64(-16.072355023701988)}, 2185: {'params': mu         -0.623337
omega       0.001143
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 17.61762702417572, 'aic': -27.235254048351443, 'bic': np.float64(-24.679024729890408)}, 2190: {'params': mu         -6.042074e-01
omega       9.095021e-04
alpha[1]    6.320467e-01
beta[1]     1.030866e-17
Name: params, dtype: float64, 'loglikelihood': 24.284065007407953, 'aic': -40.56813001481591, 'bic': np.float64(-38.01190069635487)}, 2195: {'params': mu         -0.583291
omega       0.002548
alpha[1]    0.009966
beta[1]     0.491732
Name: params, dtype: float64, 'loglikelihood': 17.484080755356697, 'aic': -26.968161510713394, 'bic': np.float64(-24.411932192252358)}, 2200: {'params': mu         -0.516388
omega       0.005026
alpha[1]    0.417437
beta[1]     0.218399
Name: params, dtype: float64, 'loglikelihood': 11.484074411911699, 'aic': -14.968148823823398, 'bic': np.float64(-12.411919505362365)}, 2205: {'params': mu         -0.389126
omega       0.002393
alpha[1]    0.740949
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 16.139646823179767, 'aic': -24.279293646359534, 'bic': np.float64(-21.7230643278985)}, 2210: {'params': mu         -3.804327e-01
omega       2.741261e-03
alpha[1]    1.339188e-01
beta[1]     5.102626e-13
Name: params, dtype: float64, 'loglikelihood': 20.495496585701535, 'aic': -32.99099317140307, 'bic': np.float64(-30.434763852942034)}, 2215: {'params': mu         -3.960856e-01
omega       4.847036e-04
alpha[1]    3.110324e-15
beta[1]     8.236926e-01
Name: params, dtype: float64, 'loglikelihood': 22.236384862674857, 'aic': -36.472769725349714, 'bic': np.float64(-33.91654040688868)}, 2220: {'params': mu         -0.373648
omega       0.001871
alpha[1]    0.855752
beta[1]     0.144248
Name: params, dtype: float64, 'loglikelihood': 13.8057664317506, 'aic': -19.6115328635012, 'bic': np.float64(-17.055303545040168)}, 2225: {'params': mu         -5.609636e-01
omega       1.686075e-03
alpha[1]    1.000000e+00
beta[1]     2.033446e-10
Name: params, dtype: float64, 'loglikelihood': 12.5675878894797, 'aic': -17.1351757789594, 'bic': np.float64(-14.578946460498367)}, 2230: {'params': mu         -0.572080
omega       0.001976
alpha[1]    0.776316
beta[1]     0.223684
Name: params, dtype: float64, 'loglikelihood': 13.328100018690812, 'aic': -18.656200037381623, 'bic': np.float64(-16.099970718920588)}, 2235: {'params': mu         -4.371743e-01
omega       5.500770e-03
alpha[1]    9.528520e-01
beta[1]     4.316727e-12
Name: params, dtype: float64, 'loglikelihood': 5.686735393591939, 'aic': -3.3734707871838783, 'bic': np.float64(-0.8172414687228446)}, 2240: {'params': mu         -0.241373
omega       0.000183
alpha[1]    0.898025
beta[1]     0.101975
Name: params, dtype: float64, 'loglikelihood': 19.670305872993325, 'aic': -31.34061174598665, 'bic': np.float64(-28.784382427525614)}, 2245: {'params': mu         -0.222207
omega       0.000088
alpha[1]    0.000000
beta[1]     0.977514
Name: params, dtype: float64, 'loglikelihood': 24.84319799960524, 'aic': -41.68639599921048, 'bic': np.float64(-39.13016668074945)}, 2250: {'params': mu         -0.164009
omega       0.004294
alpha[1]    0.541601
beta[1]     0.140571
Name: params, dtype: float64, 'loglikelihood': 11.710427518400405, 'aic': -15.420855036800809, 'bic': np.float64(-12.864625718339775)}, 2255: {'params': mu          0.015587
omega       0.000852
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 12.15268173541771, 'aic': -16.30536347083542, 'bic': np.float64(-13.749134152374387)}, 2260: {'params': mu          6.714550e-02
omega       3.117463e-03
alpha[1]    4.902788e-01
beta[1]     2.062380e-07
Name: params, dtype: float64, 'loglikelihood': 16.741658082698798, 'aic': -25.483316165397596, 'bic': np.float64(-22.92708684693656)}, 2265: {'params': mu          0.095466
omega       0.001693
alpha[1]    0.000000
beta[1]     0.738901
Name: params, dtype: float64, 'loglikelihood': 15.855604895547923, 'aic': -23.711209791095847, 'bic': np.float64(-21.15498047263481)}, 2270: {'params': mu          6.790902e-02
omega       3.563993e-03
alpha[1]    1.444498e-16
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': 19.59090009143095, 'aic': -31.1818001828619, 'bic': np.float64(-28.625570864400864)}, 2275: {'params': mu          9.277022e-02
omega       1.886639e-03
alpha[1]    9.999999e-01
beta[1]     1.253521e-07
Name: params, dtype: float64, 'loglikelihood': 12.84540972324706, 'aic': -17.69081944649412, 'bic': np.float64(-15.134590128033087)}, 2280: {'params': mu          2.554727e-01
omega       1.474828e-03
alpha[1]    9.999985e-01
beta[1]     5.369090e-07
Name: params, dtype: float64, 'loglikelihood': 11.733866466814959, 'aic': -15.467732933629918, 'bic': np.float64(-12.911503615168884)}, 2285: {'params': mu          2.628050e-01
omega       3.017565e-03
alpha[1]    4.309943e-01
beta[1]     4.051664e-13
Name: params, dtype: float64, 'loglikelihood': 17.26019338352942, 'aic': -26.520386767058838, 'bic': np.float64(-23.964157448597803)}, 2290: {'params': mu          0.226672
omega       0.002518
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 10.924525559793567, 'aic': -13.849051119587134, 'bic': np.float64(-11.2928218011261)}, 2295: {'params': mu         -1.505475e-01
omega       1.049378e-03
alpha[1]    9.972894e-01
beta[1]     1.100752e-09
Name: params, dtype: float64, 'loglikelihood': 8.864600448880593, 'aic': -9.729200897761185, 'bic': np.float64(-7.172971579300151)}, 2300: {'params': mu         -0.212565
omega       0.000602
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 13.967066444777002, 'aic': -19.934132889554004, 'bic': np.float64(-17.377903571092972)}, 2305: {'params': mu         -0.400877
omega       0.000315
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 19.583952198354208, 'aic': -31.167904396708416, 'bic': np.float64(-28.61167507824738)}, 2310: {'params': mu         -0.402673
omega       0.000557
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 18.729820675703884, 'aic': -29.459641351407768, 'bic': np.float64(-26.903412032946733)}, 2315: {'params': mu         -0.468501
omega       0.001895
alpha[1]    0.907906
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 14.580623455222273, 'aic': -21.161246910444547, 'bic': np.float64(-18.60501759198351)}, 2320: {'params': mu         -5.413285e-01
omega       4.869348e-11
alpha[1]    0.000000e+00
beta[1]     9.509154e-01
Name: params, dtype: float64, 'loglikelihood': 17.74062112458143, 'aic': -27.48124224916286, 'bic': np.float64(-24.925012930701826)}, 2325: {'params': mu         -0.509850
omega       0.000876
alpha[1]    0.968131
beta[1]     0.031869
Name: params, dtype: float64, 'loglikelihood': 19.40255313502923, 'aic': -30.80510627005846, 'bic': np.float64(-28.248876951597424)}, 2330: {'params': mu         -7.007898e-01
omega       5.329668e-04
alpha[1]    1.000000e+00
beta[1]     3.454782e-09
Name: params, dtype: float64, 'loglikelihood': 15.861573628244393, 'aic': -23.723147256488787, 'bic': np.float64(-21.16691793802775)}, 2335: {'params': mu         -0.696424
omega       0.000151
alpha[1]    0.000000
beta[1]     0.835012
Name: params, dtype: float64, 'loglikelihood': 25.95839105556649, 'aic': -43.91678211113298, 'bic': np.float64(-41.360552792671946)}, 2340: {'params': mu         -0.716857
omega       0.000224
alpha[1]    0.285719
beta[1]     0.395156
Name: params, dtype: float64, 'loglikelihood': 30.77883579781789, 'aic': -53.55767159563578, 'bic': np.float64(-51.001442277174746)}, 2345: {'params': mu         -0.717098
omega       0.000621
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 19.34610349794228, 'aic': -30.69220699588456, 'bic': np.float64(-28.135977677423526)}, 2350: {'params': mu         -0.897132
omega       0.000462
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 14.498289292192842, 'aic': -20.996578584385684, 'bic': np.float64(-18.440349265924652)}, 2355: {'params': mu         -0.983648
omega       0.000421
alpha[1]    0.824275
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 26.29691090232774, 'aic': -44.59382180465548, 'bic': np.float64(-42.03759248619444)}, 2360: {'params': mu         -0.993507
omega       0.000773
alpha[1]    0.871839
beta[1]     0.128161
Name: params, dtype: float64, 'loglikelihood': 22.844770192881995, 'aic': -37.68954038576399, 'bic': np.float64(-35.133311067302955)}, 2365: {'params': mu         -1.067164e+00
omega       2.573827e-03
alpha[1]    3.102015e-01
beta[1]     5.301145e-28
Name: params, dtype: float64, 'loglikelihood': 19.408817919330545, 'aic': -30.81763583866109, 'bic': np.float64(-28.261406520200055)}, 2370: {'params': mu         -1.114297e+00
omega       1.131914e-04
alpha[1]    1.064746e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 21.86383633993261, 'aic': -35.72767267986522, 'bic': np.float64(-33.17144336140419)}, 2375: {'params': mu         -1.064339e+00
omega       2.502208e-04
alpha[1]    5.575189e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 14.037772792660462, 'aic': -20.075545585320924, 'bic': np.float64(-17.51931626685989)}, 2380: {'params': mu         -9.231788e-01
omega       8.455998e-04
alpha[1]    1.000000e+00
beta[1]     1.794728e-08
Name: params, dtype: float64, 'loglikelihood': 16.508036757610853, 'aic': -25.016073515221706, 'bic': np.float64(-22.45984419676067)}, 2385: {'params': mu         -8.950802e-01
omega       4.900087e-04
alpha[1]    6.700036e-17
beta[1]     7.583680e-01
Name: params, dtype: float64, 'loglikelihood': 22.760424181239916, 'aic': -37.52084836247983, 'bic': np.float64(-34.9646190440188)}, 2390: {'params': mu         -8.916241e-01
omega       1.549018e-03
alpha[1]    0.000000e+00
beta[1]     1.052640e-14
Name: params, dtype: float64, 'loglikelihood': 25.44785142623816, 'aic': -42.89570285247632, 'bic': np.float64(-40.33947353401528)}, 2395: {'params': mu         -9.224072e-01
omega       4.095553e-04
alpha[1]    9.999999e-01
beta[1]     4.741009e-08
Name: params, dtype: float64, 'loglikelihood': 23.064253877273977, 'aic': -38.128507754547954, 'bic': np.float64(-35.57227843608692)}, 2400: {'params': mu         -0.951892
omega       0.000450
alpha[1]    0.009996
beta[1]     0.490025
Name: params, dtype: float64, 'loglikelihood': 29.28182926091366, 'aic': -50.56365852182732, 'bic': np.float64(-48.007429203366286)}, 2405: {'params': mu         -0.972226
omega       0.000854
alpha[1]    0.894577
beta[1]     0.105423
Name: params, dtype: float64, 'loglikelihood': 20.621677444056168, 'aic': -33.243354888112336, 'bic': np.float64(-30.6871255696513)}, 2410: {'params': mu         -1.141737e+00
omega       2.128098e-03
alpha[1]    1.000000e+00
beta[1]     7.640244e-11
Name: params, dtype: float64, 'loglikelihood': 11.449951630071183, 'aic': -14.899903260142366, 'bic': np.float64(-12.343673941681333)}, 2415: {'params': mu         -1.192591
omega       0.003633
alpha[1]    0.756814
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 12.574822145464504, 'aic': -17.149644290929007, 'bic': np.float64(-14.593414972467974)}, 2420: {'params': mu         -1.347398
omega       0.000563
alpha[1]    0.999413
beta[1]     0.000234
Name: params, dtype: float64, 'loglikelihood': 20.684110320250674, 'aic': -33.36822064050135, 'bic': np.float64(-30.811991322040313)}, 2425: {'params': mu         -1.358908e+00
omega       2.446009e-05
alpha[1]    7.608434e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 27.64180431037286, 'aic': -47.28360862074572, 'bic': np.float64(-44.72737930228468)}, 2430: {'params': mu         -1.375245
omega       0.002036
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 14.529857875435484, 'aic': -21.059715750870968, 'bic': np.float64(-18.503486432409936)}, 2435: {'params': mu         -1.450929e+00
omega       2.030328e-04
alpha[1]    9.999999e-01
beta[1]     1.044245e-09
Name: params, dtype: float64, 'loglikelihood': 14.075453646682453, 'aic': -20.150907293364906, 'bic': np.float64(-17.594677974903874)}, 2440: {'params': mu         -1.436707
omega       0.001075
alpha[1]    0.999987
beta[1]     0.000005
Name: params, dtype: float64, 'loglikelihood': 15.231672594163138, 'aic': -22.463345188326276, 'bic': np.float64(-19.907115869865244)}, 2445: {'params': mu         -1.382949
omega       0.000654
alpha[1]    0.663819
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.190405613199104, 'aic': -42.38081122639821, 'bic': np.float64(-39.82458190793717)}, 2450: {'params': mu         -1.373315e+00
omega       1.219372e-04
alpha[1]    1.618034e-14
beta[1]     7.904531e-01
Name: params, dtype: float64, 'loglikelihood': 32.8538053228896, 'aic': -57.7076106457792, 'bic': np.float64(-55.15138132731816)}, 2455: {'params': mu         -1.360269
omega       0.000044
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 25.729029878472772, 'aic': -43.458059756945545, 'bic': np.float64(-40.90183043848451)}, 2460: {'params': mu         -1.349348e+00
omega       1.629098e-05
alpha[1]    1.272027e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 26.665761853159854, 'aic': -45.33152370631971, 'bic': np.float64(-42.77529438785867)}, 2465: {'params': mu         -1.320684
omega       0.000379
alpha[1]    0.254291
beta[1]     0.745709
Name: params, dtype: float64, 'loglikelihood': 21.080185592236255, 'aic': -34.16037118447251, 'bic': np.float64(-31.604141866011474)}, 2470: {'params': mu         -1.295837e+00
omega       1.446566e-07
alpha[1]    8.263658e-07
beta[1]     9.663947e-01
Name: params, dtype: float64, 'loglikelihood': 18.682960673728058, 'aic': -29.365921347456116, 'bic': np.float64(-26.80969202899508)}, 2475: {'params': mu         -1.271597
omega       0.001476
alpha[1]    0.795839
beta[1]     0.080878
Name: params, dtype: float64, 'loglikelihood': 18.82484309750836, 'aic': -29.64968619501672, 'bic': np.float64(-27.093456876555685)}, 2480: {'params': mu         -1.361248e+00
omega       1.033247e-03
alpha[1]    1.000000e+00
beta[1]     3.437011e-11
Name: params, dtype: float64, 'loglikelihood': 14.298675571584312, 'aic': -20.597351143168623, 'bic': np.float64(-18.041121824707588)}, 2485: {'params': mu         -1.451529
omega       0.000958
alpha[1]    0.000000
beta[1]     0.713513
Name: params, dtype: float64, 'loglikelihood': 19.09029975252116, 'aic': -30.180599505042323, 'bic': np.float64(-27.624370186581288)}, 2490: {'params': mu         -1.518232
omega       0.001312
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 16.018650081894936, 'aic': -24.037300163789872, 'bic': np.float64(-21.481070845328837)}, 2495: {'params': mu         -1.695910e+00
omega       4.975469e-04
alpha[1]    1.000000e+00
beta[1]     6.268338e-09
Name: params, dtype: float64, 'loglikelihood': 14.904476729025038, 'aic': -21.808953458050077, 'bic': np.float64(-19.25272413958904)}, 2500: {'params': mu         -1.699116
omega       0.000596
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.5525395643074, 'aic': -37.1050791286148, 'bic': np.float64(-34.54884981015376)}, 2505: {'params': mu         -1.827241e+00
omega       3.359443e-04
alpha[1]    1.000000e+00
beta[1]     1.079594e-15
Name: params, dtype: float64, 'loglikelihood': 17.617668752018496, 'aic': -27.23533750403699, 'bic': np.float64(-24.679108185575956)}, 2510: {'params': mu         -1.835889e+00
omega       2.674798e-04
alpha[1]    1.000000e+00
beta[1]     8.230280e-10
Name: params, dtype: float64, 'loglikelihood': 18.84090245600752, 'aic': -29.68180491201504, 'bic': np.float64(-27.125575593554004)}, 2515: {'params': mu         -1.968028
omega       0.000212
alpha[1]    0.999997
beta[1]     0.000003
Name: params, dtype: float64, 'loglikelihood': 22.33933539076362, 'aic': -36.67867078152724, 'bic': np.float64(-34.1224414630662)}, 2520: {'params': mu         -2.024205
omega       0.000075
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 31.352277589287215, 'aic': -54.70455517857443, 'bic': np.float64(-52.148325860113395)}, 2525: {'params': mu         -2.050621
omega       0.000079
alpha[1]    0.924803
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 33.98640007059888, 'aic': -59.972800141197766, 'bic': np.float64(-57.41657082273673)}, 2530: {'params': mu         -2.071881e+00
omega       9.818994e-10
alpha[1]    8.638701e-01
beta[1]     1.365516e-01
Name: params, dtype: float64, 'loglikelihood': 41.728501780375026, 'aic': -75.45700356075005, 'bic': np.float64(-72.90077424228902)}, 2535: {'params': mu         -2.076792
omega       0.000466
alpha[1]    0.881934
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.737310445341, 'aic': -49.474620890682, 'bic': np.float64(-46.91839157222096)}, 2540: {'params': mu         -2.119734
omega       0.000204
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 23.451060020435765, 'aic': -38.90212004087153, 'bic': np.float64(-36.345890722410495)}, 2545: {'params': mu         -2.198918
omega       0.000961
alpha[1]    0.699662
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.402240816365612, 'aic': -36.804481632731225, 'bic': np.float64(-34.24825231427019)}, 2550: {'params': mu         -2.211035e+00
omega       6.120638e-05
alpha[1]    3.469391e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 22.926034510443372, 'aic': -37.852069020886745, 'bic': np.float64(-35.29583970242571)}, 2555: {'params': mu         -2.174077
omega       0.003844
alpha[1]    0.719144
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 12.899428254258606, 'aic': -17.79885650851721, 'bic': np.float64(-15.242627190056178)}, 2560: {'params': mu         -2.040997
omega       0.001456
alpha[1]    0.708421
beta[1]     0.021085
Name: params, dtype: float64, 'loglikelihood': 17.689269535494766, 'aic': -27.378539070989532, 'bic': np.float64(-24.822309752528497)}, 2565: {'params': mu         -2.007784e+00
omega       3.404005e-04
alpha[1]    1.334781e-14
beta[1]     8.385464e-01
Name: params, dtype: float64, 'loglikelihood': 24.341716327685987, 'aic': -40.68343265537197, 'bic': np.float64(-38.12720333691094)}, 2570: {'params': mu         -2.017058e+00
omega       2.028329e-11
alpha[1]    0.000000e+00
beta[1]     9.547215e-01
Name: params, dtype: float64, 'loglikelihood': 23.937831022152807, 'aic': -39.875662044305614, 'bic': np.float64(-37.31943272584458)}, 2575: {'params': mu         -2.047119
omega       0.000501
alpha[1]    0.941351
beta[1]     0.000004
Name: params, dtype: float64, 'loglikelihood': 24.524990528538172, 'aic': -41.049981057076344, 'bic': np.float64(-38.49375173861531)}, 2580: {'params': mu         -2.058940e+00
omega       2.594006e-04
alpha[1]    1.000000e+00
beta[1]     8.867198e-09
Name: params, dtype: float64, 'loglikelihood': 23.168399659128198, 'aic': -38.336799318256396, 'bic': np.float64(-35.78056999979536)}, 2585: {'params': mu         -2.200137e+00
omega       4.670761e-07
alpha[1]    1.000000e+00
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': 28.27570567089289, 'aic': -48.55141134178578, 'bic': np.float64(-45.995182023324745)}, 2590: {'params': mu         -2.189227
omega       0.000186
alpha[1]    0.690355
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 33.24463620260131, 'aic': -58.48927240520263, 'bic': np.float64(-55.93304308674159)}, 2595: {'params': mu         -2.193667e+00
omega       2.882573e-04
alpha[1]    6.426952e-01
beta[1]     1.229706e-13
Name: params, dtype: float64, 'loglikelihood': 32.748756758596784, 'aic': -57.49751351719357, 'bic': np.float64(-54.94128419873253)}, 2600: {'params': mu         -2.177069
omega       0.000089
alpha[1]    0.999997
beta[1]     0.000001
Name: params, dtype: float64, 'loglikelihood': 25.062777357041213, 'aic': -42.125554714082426, 'bic': np.float64(-39.56932539562139)}, 2605: {'params': mu         -2.282841
omega       0.000335
alpha[1]    0.611741
beta[1]     0.135141
Name: params, dtype: float64, 'loglikelihood': 29.95374056286358, 'aic': -51.90748112572716, 'bic': np.float64(-49.351251807266124)}, 2610: {'params': mu         -2.299007
omega       0.000036
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 31.55537078930424, 'aic': -55.11074157860848, 'bic': np.float64(-52.55451226014745)}, 2615: {'params': mu         -2.322094
omega       0.000639
alpha[1]    0.870638
beta[1]     0.070749
Name: params, dtype: float64, 'loglikelihood': 22.904123326920114, 'aic': -37.80824665384023, 'bic': np.float64(-35.25201733537919)}, 2620: {'params': mu         -2.325537e+00
omega       5.374464e-04
alpha[1]    8.326646e-01
beta[1]     2.273146e-17
Name: params, dtype: float64, 'loglikelihood': 22.721520170975715, 'aic': -37.44304034195143, 'bic': np.float64(-34.886811023490395)}, 2625: {'params': mu         -2.278731
omega       0.001427
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 12.585727089999427, 'aic': -17.171454179998854, 'bic': np.float64(-14.61522486153782)}, 2630: {'params': mu         -2.192935
omega       0.000362
alpha[1]    0.585817
beta[1]     0.366793
Name: params, dtype: float64, 'loglikelihood': 18.847741857559644, 'aic': -29.695483715119288, 'bic': np.float64(-27.139254396658252)}, 2635: {'params': mu         -2.197995
omega       0.000388
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.390045086709634, 'aic': -32.78009017341927, 'bic': np.float64(-30.223860854958232)}, 2640: {'params': mu         -2.265604e+00
omega       1.835316e-04
alpha[1]    9.999995e-01
beta[1]     1.894029e-07
Name: params, dtype: float64, 'loglikelihood': 20.887780413213164, 'aic': -33.77556082642633, 'bic': np.float64(-31.219331507965293)}, 2645: {'params': mu         -2.403004e+00
omega       6.371024e-07
alpha[1]    9.738220e-01
beta[1]     1.780562e-06
Name: params, dtype: float64, 'loglikelihood': 34.83180228887194, 'aic': -61.66360457774388, 'bic': np.float64(-59.10737525928285)}, 2650: {'params': mu         -2.404988
omega       0.000071
alpha[1]    0.200008
beta[1]     0.299993
Name: params, dtype: float64, 'loglikelihood': 42.77199294241695, 'aic': -77.5439858848339, 'bic': np.float64(-74.98775656637287)}, 2655: {'params': mu         -2.412106
omega       0.000016
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 46.91314815447322, 'aic': -85.82629630894644, 'bic': np.float64(-83.2700669904854)}, 2660: {'params': mu         -2.423632
omega       0.000089
alpha[1]    0.726793
beta[1]     0.226755
Name: params, dtype: float64, 'loglikelihood': 38.24543025495623, 'aic': -68.49086050991247, 'bic': np.float64(-65.93463119145143)}, 2665: {'params': mu         -2.457330e+00
omega       3.968247e-05
alpha[1]    1.000000e+00
beta[1]     1.797971e-14
Name: params, dtype: float64, 'loglikelihood': 39.326610742072575, 'aic': -70.65322148414515, 'bic': np.float64(-68.09699216568411)}, 2670: {'params': mu         -2.455970
omega       0.000023
alpha[1]    0.010000
beta[1]     0.690002
Name: params, dtype: float64, 'loglikelihood': 46.32992991892764, 'aic': -84.65985983785528, 'bic': np.float64(-82.10363051939424)}, 2675: {'params': mu         -2.458982e+00
omega       1.816768e-04
alpha[1]    6.921919e-01
beta[1]     1.778521e-13
Name: params, dtype: float64, 'loglikelihood': 35.52211644328606, 'aic': -63.04423288657212, 'bic': np.float64(-60.48800356811108)}, 2680: {'params': mu         -2.495056e+00
omega       3.559664e-05
alpha[1]    9.999999e-01
beta[1]     2.807284e-08
Name: params, dtype: float64, 'loglikelihood': 36.204545749947044, 'aic': -64.40909149989409, 'bic': np.float64(-61.85286218143305)}, 2685: {'params': mu         -2.495058
omega       0.000120
alpha[1]    0.200013
beta[1]     0.299995
Name: params, dtype: float64, 'loglikelihood': 39.75383009606345, 'aic': -71.5076601921269, 'bic': np.float64(-68.95143087366587)}, 2690: {'params': mu         -2.497090
omega       0.000182
alpha[1]    0.546124
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 36.608133403447745, 'aic': -65.21626680689549, 'bic': np.float64(-62.660037488434455)}, 2695: {'params': mu         -2.503659
omega       0.000294
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.398425909912987, 'aic': -48.796851819825974, 'bic': np.float64(-46.24062250136494)}, 2700: {'params': mu         -2.578491
omega       0.000069
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 27.89576808437799, 'aic': -47.79153616875598, 'bic': np.float64(-45.23530685029495)}, 2705: {'params': mu         -2.591345
omega       0.000034
alpha[1]    0.192068
beta[1]     0.672240
Name: params, dtype: float64, 'loglikelihood': 37.15950177647958, 'aic': -66.31900355295916, 'bic': np.float64(-63.762774234498124)}, 2710: {'params': mu         -2.599863
omega       0.000034
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 43.93936117124158, 'aic': -79.87872234248316, 'bic': np.float64(-77.32249302402212)}, 2715: {'params': mu         -2.626000
omega       0.000106
alpha[1]    0.485082
beta[1]     0.169539
Name: params, dtype: float64, 'loglikelihood': 36.39144017199435, 'aic': -64.7828803439887, 'bic': np.float64(-62.22665102552766)}, 2720: {'params': mu         -2.633605
omega       0.000054
alpha[1]    0.199998
beta[1]     0.499994
Name: params, dtype: float64, 'loglikelihood': 41.49572013286583, 'aic': -74.99144026573165, 'bic': np.float64(-72.43521094727062)}, 2725: {'params': mu         -2.642038
omega       0.000019
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 51.44146386077174, 'aic': -94.88292772154348, 'bic': np.float64(-92.32669840308245)}, 2730: {'params': mu         -2.645641
omega       0.000032
alpha[1]    0.200000
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 47.93254480237986, 'aic': -87.86508960475972, 'bic': np.float64(-85.30886028629868)}, 2735: {'params': mu         -2.639656e+00
omega       1.497498e-05
alpha[1]    7.692690e-01
beta[1]     7.203972e-13
Name: params, dtype: float64, 'loglikelihood': 49.607294462678865, 'aic': -91.21458892535773, 'bic': np.float64(-88.6583596068967)}, 2740: {'params': mu         -2.637971
omega       0.000068
alpha[1]    0.733558
beta[1]     0.099916
Name: params, dtype: float64, 'loglikelihood': 44.07139031277132, 'aic': -80.14278062554264, 'bic': np.float64(-77.5865513070816)}, 2745: {'params': mu         -2.637929e+00
omega       7.252283e-05
alpha[1]    6.742360e-01
beta[1]     2.412769e-09
Name: params, dtype: float64, 'loglikelihood': 43.0273114698515, 'aic': -78.054622939703, 'bic': np.float64(-75.49839362124196)}, 2750: {'params': mu         -2.633566e+00
omega       1.930807e-04
alpha[1]    9.999998e-01
beta[1]     6.324511e-08
Name: params, dtype: float64, 'loglikelihood': 29.595351320249787, 'aic': -51.19070264049957, 'bic': np.float64(-48.63447332203854)}, 2755: {'params': mu         -2.693493
omega       0.000051
alpha[1]    0.607798
beta[1]     0.000024
Name: params, dtype: float64, 'loglikelihood': 39.644096115953644, 'aic': -71.28819223190729, 'bic': np.float64(-68.73196291344625)}, 2760: {'params': mu         -2.689965
omega       0.000033
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 47.5362315783817, 'aic': -87.0724631567634, 'bic': np.float64(-84.51623383830237)}, 2765: {'params': mu         -2.691019
omega       0.000049
alpha[1]    0.010000
beta[1]     0.490002
Name: params, dtype: float64, 'loglikelihood': 44.67637311855903, 'aic': -81.35274623711805, 'bic': np.float64(-78.79651691865702)}, 2770: {'params': mu         -2.684883e+00
omega       4.430639e-06
alpha[1]    2.325053e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 41.15493456657977, 'aic': -74.30986913315954, 'bic': np.float64(-71.7536398146985)}, 2775: {'params': mu         -2.681843e+00
omega       1.910991e-12
alpha[1]    0.000000e+00
beta[1]     9.663186e-01
Name: params, dtype: float64, 'loglikelihood': 40.28494681640917, 'aic': -72.56989363281834, 'bic': np.float64(-70.0136643143573)}, 2780: {'params': mu         -2.670108
omega       0.000094
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 27.576983591388803, 'aic': -47.153967182777606, 'bic': np.float64(-44.59773786431657)}, 2785: {'params': mu         -2.622133
omega       0.003482
alpha[1]    0.009964
beta[1]     0.491717
Name: params, dtype: float64, 'loglikelihood': 15.219230903752777, 'aic': -22.438461807505554, 'bic': np.float64(-19.88223248904452)}, 2790: {'params': mu         -2.541209e+00
omega       1.359780e-05
alpha[1]    1.000000e+00
beta[1]     2.502389e-10
Name: params, dtype: float64, 'loglikelihood': 38.645688140130574, 'aic': -69.29137628026115, 'bic': np.float64(-66.73514696180011)}, 2795: {'params': mu         -2.533080
omega       0.000003
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 42.87195169132664, 'aic': -77.74390338265329, 'bic': np.float64(-75.18767406419225)}, 2800: {'params': mu         -2.530188
omega       0.000083
alpha[1]    0.698571
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 41.28283278754507, 'aic': -74.56566557509014, 'bic': np.float64(-72.0094362566291)}, 2805: {'params': mu         -2.532327
omega       0.000010
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 37.4992630812962, 'aic': -66.9985261625924, 'bic': np.float64(-64.44229684413136)}, 2810: {'params': mu         -2.526630
omega       0.000013
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 32.575030316280106, 'aic': -57.15006063256021, 'bic': np.float64(-54.59383131409918)}, 2815: {'params': mu         -2.529839
omega       0.000011
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 30.104574226839432, 'aic': -52.209148453678864, 'bic': np.float64(-49.65291913521783)}, 2820: {'params': mu         -2.533832
omega       0.000516
alpha[1]    0.480399
beta[1]     0.519601
Name: params, dtype: float64, 'loglikelihood': 22.212457051555575, 'aic': -36.42491410311115, 'bic': np.float64(-33.868684784650114)}, 2825: {'params': mu         -2.489046e+00
omega       1.642100e-04
alpha[1]    1.333805e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 14.162583012771796, 'aic': -20.32516602554359, 'bic': np.float64(-17.76893670708256)}, 2830: {'params': mu         -2.441642
omega       0.002623
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 13.89605190277158, 'aic': -19.79210380554316, 'bic': np.float64(-17.23587448708213)}, 2835: {'params': mu         -2.625603e+00
omega       9.003486e-05
alpha[1]    1.000000e+00
beta[1]     4.926716e-08
Name: params, dtype: float64, 'loglikelihood': 20.95569190528275, 'aic': -33.9113838105655, 'bic': np.float64(-31.355154492104468)}, 2840: {'params': mu         -2.625057
omega       0.000065
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.621426415730962, 'aic': -43.242852831461924, 'bic': np.float64(-40.68662351300089)}, 2845: {'params': mu         -2.654881
omega       0.000695
alpha[1]    0.903604
beta[1]     0.096397
Name: params, dtype: float64, 'loglikelihood': 19.83144261329018, 'aic': -31.662885226580357, 'bic': np.float64(-29.106655908119322)}, 2850: {'params': mu         -2.740887
omega       0.001400
alpha[1]    0.898049
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 15.773340385538427, 'aic': -23.546680771076854, 'bic': np.float64(-20.990451452615822)}, 2855: {'params': mu         -2.874014e+00
omega       5.793682e-05
alpha[1]    1.000000e+00
beta[1]     8.397943e-10
Name: params, dtype: float64, 'loglikelihood': 32.40399968705497, 'aic': -56.80799937410994, 'bic': np.float64(-54.251770055648905)}, 2860: {'params': mu         -2.869039
omega       0.000019
alpha[1]    0.010000
beta[1]     0.889991
Name: params, dtype: float64, 'loglikelihood': 39.963157040243836, 'aic': -71.92631408048767, 'bic': np.float64(-69.37008476202664)}, 2865: {'params': mu         -2.857510
omega       0.000050
alpha[1]    0.199995
beta[1]     0.299993
Name: params, dtype: float64, 'loglikelihood': 44.853824794207334, 'aic': -81.70764958841467, 'bic': np.float64(-79.15142026995363)}, 2870: {'params': mu         -2.860350e+00
omega       4.005641e-06
alpha[1]    8.156342e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 43.75913576678203, 'aic': -79.51827153356406, 'bic': np.float64(-76.96204221510303)}, 2875: {'params': mu         -2.860910
omega       0.000098
alpha[1]    0.010000
beta[1]     0.490002
Name: params, dtype: float64, 'loglikelihood': 39.89310788105941, 'aic': -71.78621576211881, 'bic': np.float64(-69.22998644365778)}, 2880: {'params': mu         -2.864621e+00
omega       1.552788e-04
alpha[1]    1.710792e-01
beta[1]     4.584177e-16
Name: params, dtype: float64, 'loglikelihood': 40.28359030152863, 'aic': -72.56718060305727, 'bic': np.float64(-70.01095128459623)}, 2885: {'params': mu         -2.865069
omega       0.000241
alpha[1]    0.768108
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 32.34430180596039, 'aic': -56.68860361192078, 'bic': np.float64(-54.13237429345975)}, 2890: {'params': mu         -2.916819
omega       0.000043
alpha[1]    0.999818
beta[1]     0.000117
Name: params, dtype: float64, 'loglikelihood': 35.97840066956472, 'aic': -63.95680133912944, 'bic': np.float64(-61.400572020668406)}, 2895: {'params': mu         -2.924592
omega       0.000061
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 43.34476416532416, 'aic': -78.68952833064832, 'bic': np.float64(-76.13329901218728)}, 2900: {'params': mu         -2.934079
omega       0.000016
alpha[1]    0.241708
beta[1]     0.270115
Name: params, dtype: float64, 'loglikelihood': 52.07489013261414, 'aic': -96.14978026522827, 'bic': np.float64(-93.59355094676724)}, 2905: {'params': mu         -2.937425
omega       0.000017
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 49.9529509382764, 'aic': -91.9059018765528, 'bic': np.float64(-89.34967255809177)}, 2910: {'params': mu         -2.940943e+00
omega       2.128279e-05
alpha[1]    7.800164e-01
beta[1]     3.361681e-16
Name: params, dtype: float64, 'loglikelihood': 49.73244524832663, 'aic': -91.46489049665325, 'bic': np.float64(-88.90866117819222)}, 2915: {'params': mu         -2.945550
omega       0.000058
alpha[1]    0.200004
beta[1]     0.299997
Name: params, dtype: float64, 'loglikelihood': 43.76562845415298, 'aic': -79.53125690830596, 'bic': np.float64(-76.97502758984493)}, 2920: {'params': mu         -2.948724
omega       0.000027
alpha[1]    0.200007
beta[1]     0.299996
Name: params, dtype: float64, 'loglikelihood': 49.32342224421138, 'aic': -90.64684448842276, 'bic': np.float64(-88.09061516996172)}, 2925: {'params': mu         -2.948402
omega       0.000030
alpha[1]    0.200000
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 48.54033619251274, 'aic': -89.08067238502548, 'bic': np.float64(-86.52444306656444)}, 2930: {'params': mu         -2.949538
omega       0.000051
alpha[1]    0.978293
beta[1]     0.021707
Name: params, dtype: float64, 'loglikelihood': 41.41954647938313, 'aic': -74.83909295876626, 'bic': np.float64(-72.28286364030522)}, 2935: {'params': mu         -2.949201
omega       0.000109
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 31.88829396811225, 'aic': -55.7765879362245, 'bic': np.float64(-53.220358617763466)}, 2940: {'params': mu         -2.911431
omega       0.000078
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.297699353937965, 'aic': -60.59539870787593, 'bic': np.float64(-58.039169389414894)}, 2945: {'params': mu         -2.909031e+00
omega       6.162248e-05
alpha[1]    9.999974e-01
beta[1]     9.626418e-07
Name: params, dtype: float64, 'loglikelihood': 35.68248124180076, 'aic': -63.364962483601516, 'bic': np.float64(-60.80873316514048)}, 2950: {'params': mu         -2.924036
omega       0.000427
alpha[1]    0.999999
beta[1]     0.000003
Name: params, dtype: float64, 'loglikelihood': 25.457529880823564, 'aic': -42.91505976164713, 'bic': np.float64(-40.35883044318609)}, 2955: {'params': mu         -3.029759
omega       0.000041
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.762738528182712, 'aic': -49.525477056365425, 'bic': np.float64(-46.96924773790439)}, 2960: {'params': mu         -3.029189
omega       0.000200
alpha[1]    0.344958
beta[1]     0.217389
Name: params, dtype: float64, 'loglikelihood': 33.11336458587384, 'aic': -58.22672917174768, 'bic': np.float64(-55.67049985328664)}, 2965: {'params': mu         -3.031876e+00
omega       1.185690e-05
alpha[1]    9.453556e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 35.35084185684092, 'aic': -62.701683713681845, 'bic': np.float64(-60.14545439522081)}, 2970: {'params': mu         -3.017400
omega       0.000346
alpha[1]    0.009999
beta[1]     0.489996
Name: params, dtype: float64, 'loglikelihood': 31.041081838945843, 'aic': -54.082163677891685, 'bic': np.float64(-51.52593435943065)}, 2975: {'params': mu         -2.994951e+00
omega       3.425871e-04
alpha[1]    6.164671e-01
beta[1]     2.822769e-15
Name: params, dtype: float64, 'loglikelihood': 30.776310208433987, 'aic': -53.552620416867974, 'bic': np.float64(-50.99639109840694)}, 2980: {'params': mu         -2.984566e+00
omega       5.092296e-04
alpha[1]    1.000000e+00
beta[1]     1.978749e-14
Name: params, dtype: float64, 'loglikelihood': 23.54757881517422, 'aic': -39.09515763034844, 'bic': np.float64(-36.5389283118874)}, 2985: {'params': mu         -2.913535
omega       0.003292
alpha[1]    0.010054
beta[1]     0.490155
Name: params, dtype: float64, 'loglikelihood': 15.451879097261772, 'aic': -22.903758194523544, 'bic': np.float64(-20.347528876062512)}, 2990: {'params': mu         -2.866518e+00
omega       1.188059e-06
alpha[1]    1.667056e-09
beta[1]     8.021169e-01
Name: params, dtype: float64, 'loglikelihood': 27.623448480625164, 'aic': -47.24689696125033, 'bic': np.float64(-44.69066764278929)}, 2995: {'params': mu         -2.878657
omega       0.000070
alpha[1]    0.982784
beta[1]     0.000001
Name: params, dtype: float64, 'loglikelihood': 38.13119920642451, 'aic': -68.26239841284902, 'bic': np.float64(-65.70616909438799)}, 3000: {'params': mu         -2.879020e+00
omega       8.106344e-05
alpha[1]    1.000000e+00
beta[1]     3.378259e-16
Name: params, dtype: float64, 'loglikelihood': 37.043774590587645, 'aic': -66.08754918117529, 'bic': np.float64(-63.531319862714255)}, 3005: {'params': mu         -2.859858e+00
omega       6.954553e-04
alpha[1]    4.899724e-01
beta[1]     1.428303e-16
Name: params, dtype: float64, 'loglikelihood': 27.669098674392952, 'aic': -47.338197348785904, 'bic': np.float64(-44.78196803032487)}, 3010: {'params': mu         -2.834760e+00
omega       1.036622e-04
alpha[1]    9.787658e-08
beta[1]     8.030493e-01
Name: params, dtype: float64, 'loglikelihood': 29.757543390015698, 'aic': -51.515086780031396, 'bic': np.float64(-48.95885746157036)}, 3015: {'params': mu         -2.845492e+00
omega       8.420705e-04
alpha[1]    4.607071e-01
beta[1]     2.570185e-15
Name: params, dtype: float64, 'loglikelihood': 26.656358319168042, 'aic': -45.312716638336084, 'bic': np.float64(-42.75648731987505)}, 3020: {'params': mu         -2.856481e+00
omega       2.861236e-04
alpha[1]    1.000000e+00
beta[1]     1.824092e-08
Name: params, dtype: float64, 'loglikelihood': 19.607203359715175, 'aic': -31.21440671943035, 'bic': np.float64(-28.658177400969315)}, 3025: {'params': mu         -3.022218
omega       0.000402
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 19.828427420895153, 'aic': -31.656854841790306, 'bic': np.float64(-29.10062552332927)}, 3030: {'params': mu         -3.029608e+00
omega       6.956358e-04
alpha[1]    9.999993e-01
beta[1]     8.826731e-07
Name: params, dtype: float64, 'loglikelihood': 22.831207962882985, 'aic': -37.66241592576597, 'bic': np.float64(-35.106186607304934)}, 3035: {'params': mu         -3.139501
omega       0.000474
alpha[1]    0.757425
beta[1]     0.088532
Name: params, dtype: float64, 'loglikelihood': 23.504422468416294, 'aic': -39.00884493683259, 'bic': np.float64(-36.45261561837155)}, 3040: {'params': mu         -3.129607e+00
omega       5.186863e-05
alpha[1]    7.400755e-08
beta[1]     8.263213e-01
Name: params, dtype: float64, 'loglikelihood': 32.02467376895131, 'aic': -56.04934753790262, 'bic': np.float64(-53.493118219441584)}, 3045: {'params': mu         -3.133564
omega       0.000582
alpha[1]    0.711969
beta[1]     0.288031
Name: params, dtype: float64, 'loglikelihood': 22.040502175644715, 'aic': -36.08100435128943, 'bic': np.float64(-33.524775032828394)}, 3050: {'params': mu         -3.041938
omega       0.004483
alpha[1]    0.009989
beta[1]     0.490025
Name: params, dtype: float64, 'loglikelihood': 13.191439252039592, 'aic': -18.382878504079184, 'bic': np.float64(-15.82664918561815)}, 3055: {'params': mu         -3.033037e+00
omega       2.866622e-03
alpha[1]    3.732051e-15
beta[1]     6.268550e-01
Name: params, dtype: float64, 'loglikelihood': 13.615192643744255, 'aic': -19.23038528748851, 'bic': np.float64(-16.674155969027474)}, 3060: {'params': mu         -3.132649
omega       0.000931
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 14.29009980499912, 'aic': -20.58019960999824, 'bic': np.float64(-18.023970291537204)}, 3065: {'params': mu         -3.230388e+00
omega       2.483992e-04
alpha[1]    1.000000e+00
beta[1]     2.396109e-07
Name: params, dtype: float64, 'loglikelihood': 20.93736199147077, 'aic': -33.87472398294154, 'bic': np.float64(-31.318494664480504)}, 3070: {'params': mu         -3.294081
omega       0.000279
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 26.153115928676424, 'aic': -44.30623185735285, 'bic': np.float64(-41.75000253889181)}, 3075: {'params': mu         -3.311317
omega       0.000347
alpha[1]    0.765927
beta[1]     0.112570
Name: params, dtype: float64, 'loglikelihood': 26.475744577483873, 'aic': -44.951489154967746, 'bic': np.float64(-42.39525983650671)}, 3080: {'params': mu         -3.376222
omega       0.000484
alpha[1]    0.279993
beta[1]     0.270103
Name: params, dtype: float64, 'loglikelihood': 29.709415724357168, 'aic': -51.418831448714336, 'bic': np.float64(-48.8626021302533)}, 3085: {'params': mu         -3.396080
omega       0.000129
alpha[1]    0.200047
beta[1]     0.299980
Name: params, dtype: float64, 'loglikelihood': 38.098303704391775, 'aic': -68.19660740878355, 'bic': np.float64(-65.64037809032251)}, 3090: {'params': mu         -3.414879
omega       0.000105
alpha[1]    0.200030
beta[1]     0.299989
Name: params, dtype: float64, 'loglikelihood': 40.28173142558087, 'aic': -72.56346285116174, 'bic': np.float64(-70.00723353270071)}, 3095: {'params': mu         -3.428974
omega       0.000003
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 39.669919229169246, 'aic': -71.33983845833849, 'bic': np.float64(-68.78360913987746)}, 3100: {'params': mu         -3.439169
omega       0.000010
alpha[1]    0.010000
beta[1]     0.889989
Name: params, dtype: float64, 'loglikelihood': 44.82303656489235, 'aic': -81.6460731297847, 'bic': np.float64(-79.08984381132366)}, 3105: {'params': mu         -3.439052e+00
omega       1.062464e-04
alpha[1]    7.878887e-01
beta[1]     1.234501e-07
Name: params, dtype: float64, 'loglikelihood': 39.07360880334071, 'aic': -70.14721760668142, 'bic': np.float64(-67.59098828822039)}, 3110: {'params': mu         -3.422377
omega       0.000199
alpha[1]    0.009999
beta[1]     0.490013
Name: params, dtype: float64, 'loglikelihood': 34.942727526807225, 'aic': -61.88545505361445, 'bic': np.float64(-59.329225735153415)}, 3115: {'params': mu         -3.424215e+00
omega       8.856688e-06
alpha[1]    8.890552e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 33.02667106201812, 'aic': -58.053342124036234, 'bic': np.float64(-55.4971128055752)}, 3120: {'params': mu         -3.448627
omega       0.000061
alpha[1]    0.997270
beta[1]     0.002730
Name: params, dtype: float64, 'loglikelihood': 37.00846554669805, 'aic': -66.0169310933961, 'bic': np.float64(-63.46070177493506)}, 3125: {'params': mu         -3.447942e+00
omega       1.006756e-04
alpha[1]    1.000000e+00
beta[1]     6.488614e-14
Name: params, dtype: float64, 'loglikelihood': 34.82922295617249, 'aic': -61.65844591234497, 'bic': np.float64(-59.10221659388394)}, 3130: {'params': mu         -3.432697e+00
omega       8.968603e-04
alpha[1]    1.000000e+00
beta[1]     1.465829e-09
Name: params, dtype: float64, 'loglikelihood': 21.177036909210454, 'aic': -34.35407381842091, 'bic': np.float64(-31.797844499959872)}, 3135: {'params': mu         -3.294246
omega       0.000151
alpha[1]    0.967093
beta[1]     0.012327
Name: params, dtype: float64, 'loglikelihood': 23.187318389947336, 'aic': -38.37463677989467, 'bic': np.float64(-35.81840746143364)}, 3140: {'params': mu         -3.291061
omega       0.000166
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 30.459779270365498, 'aic': -52.919558540730996, 'bic': np.float64(-50.36332922226996)}, 3145: {'params': mu         -3.255266
omega       0.000566
alpha[1]    0.009999
beta[1]     0.489991
Name: params, dtype: float64, 'loglikelihood': 27.609447846424583, 'aic': -47.218895692849166, 'bic': np.float64(-44.66266637438813)}, 3150: {'params': mu         -3.224538
omega       0.000057
alpha[1]    0.973545
beta[1]     0.013372
Name: params, dtype: float64, 'loglikelihood': 34.17351182603514, 'aic': -60.34702365207028, 'bic': np.float64(-57.79079433360924)}, 3155: {'params': mu         -3.226525
omega       0.000024
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 35.45562380269399, 'aic': -62.911247605387985, 'bic': np.float64(-60.35501828692695)}, 3160: {'params': mu         -3.238746
omega       0.000200
alpha[1]    0.516959
beta[1]     0.176943
Name: params, dtype: float64, 'loglikelihood': 32.76675547198867, 'aic': -57.53351094397733, 'bic': np.float64(-54.9772816255163)}, 3165: {'params': mu         -3.222721e+00
omega       5.521096e-05
alpha[1]    1.129239e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 27.648049146328482, 'aic': -47.296098292656964, 'bic': np.float64(-44.73986897419593)}, 3170: {'params': mu         -3.226855e+00
omega       4.731258e-05
alpha[1]    2.376089e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 25.36818766494906, 'aic': -42.73637532989812, 'bic': np.float64(-40.18014601143708)}, 3175: {'params': mu         -3.306794e+00
omega       2.997770e-11
alpha[1]    1.000000e+00
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': 23.015247242554004, 'aic': -38.03049448510801, 'bic': np.float64(-35.47426516664697)}, 3180: {'params': mu         -3.295654
omega       0.000379
alpha[1]    0.606758
beta[1]     0.152989
Name: params, dtype: float64, 'loglikelihood': 29.206911506886343, 'aic': -50.413823013772685, 'bic': np.float64(-47.85759369531165)}, 3185: {'params': mu         -3.332189
omega       0.000395
alpha[1]    0.009999
beta[1]     0.489980
Name: params, dtype: float64, 'loglikelihood': 30.13505653826129, 'aic': -52.27011307652258, 'bic': np.float64(-49.71388375806154)}, 3190: {'params': mu         -3.348039
omega       0.000026
alpha[1]    0.199997
beta[1]     0.699990
Name: params, dtype: float64, 'loglikelihood': 38.3197898529265, 'aic': -68.639579705853, 'bic': np.float64(-66.08335038739196)}, 3195: {'params': mu         -3.352811
omega       0.000048
alpha[1]    0.999964
beta[1]     0.000069
Name: params, dtype: float64, 'loglikelihood': 35.21644910725721, 'aic': -62.432898214514424, 'bic': np.float64(-59.87666889605339)}, 3200: {'params': mu         -3.413076
omega       0.000082
alpha[1]    0.999611
beta[1]     0.000236
Name: params, dtype: float64, 'loglikelihood': 31.89493227231871, 'aic': -55.78986454463742, 'bic': np.float64(-53.23363522617638)}, 3205: {'params': mu         -3.431993
omega       0.000063
alpha[1]    0.392137
beta[1]     0.229443
Name: params, dtype: float64, 'loglikelihood': 40.125509890849955, 'aic': -72.25101978169991, 'bic': np.float64(-69.69479046323887)}, 3210: {'params': mu         -3.432526
omega       0.000103
alpha[1]    0.452897
beta[1]     0.341959
Name: params, dtype: float64, 'loglikelihood': 36.016073093818015, 'aic': -64.03214618763603, 'bic': np.float64(-61.475916869174995)}, 3215: {'params': mu         -3.379967e+00
omega       3.760714e-05
alpha[1]    1.000000e+00
beta[1]     1.332685e-15
Name: params, dtype: float64, 'loglikelihood': 36.158637078373516, 'aic': -64.31727415674703, 'bic': np.float64(-61.761044838286)}, 3220: {'params': mu         -3.386443
omega       0.000003
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 43.17718565517794, 'aic': -78.35437131035587, 'bic': np.float64(-75.79814199189484)}, 3225: {'params': mu         -3.384362
omega       0.000069
alpha[1]    0.010000
beta[1]     0.490003
Name: params, dtype: float64, 'loglikelihood': 42.296781217662975, 'aic': -76.59356243532595, 'bic': np.float64(-74.03733311686491)}, 3230: {'params': mu         -3.380426
omega       0.000047
alpha[1]    0.953537
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 39.99708708357013, 'aic': -71.99417416714026, 'bic': np.float64(-69.43794484867922)}, 3235: {'params': mu         -3.377304
omega       0.000011
alpha[1]    0.000000
beta[1]     0.967581
Name: params, dtype: float64, 'loglikelihood': 40.0040487789481, 'aic': -72.0080975578962, 'bic': np.float64(-69.45186823943517)}, 3240: {'params': mu         -3.389611
omega       0.000428
alpha[1]    0.182469
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 33.130578755221656, 'aic': -58.26115751044331, 'bic': np.float64(-55.704928191982276)}, 3245: {'params': mu         -3.403415
omega       0.000585
alpha[1]    0.000000
beta[1]     0.042190
Name: params, dtype: float64, 'loglikelihood': 31.958185630964103, 'aic': -55.916371261928205, 'bic': np.float64(-53.36014194346717)}, 3250: {'params': mu         -3.419534
omega       0.000256
alpha[1]    0.010000
beta[1]     0.489993
Name: params, dtype: float64, 'loglikelihood': 33.16602079375766, 'aic': -58.33204158751532, 'bic': np.float64(-55.775812269054285)}, 3255: {'params': mu         -3.419393
omega       0.000011
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 32.45062678256718, 'aic': -56.901253565134354, 'bic': np.float64(-54.34502424667332)}, 3260: {'params': mu         -3.426784
omega       0.000270
alpha[1]    0.760235
beta[1]     0.239768
Name: params, dtype: float64, 'loglikelihood': 26.477392768825514, 'aic': -44.95478553765103, 'bic': np.float64(-42.39855621918999)}, 3265: {'params': mu         -3.306715
omega       0.000103
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 24.314642660721862, 'aic': -40.629285321443724, 'bic': np.float64(-38.07305600298269)}, 3270: {'params': mu         -3.325062e+00
omega       6.811061e-12
alpha[1]    4.854547e-09
beta[1]     9.336330e-01
Name: params, dtype: float64, 'loglikelihood': 32.00082749331523, 'aic': -56.001654986630456, 'bic': np.float64(-53.44542566816942)}, 3275: {'params': mu         -3.317668e+00
omega       1.588436e-05
alpha[1]    3.960167e-09
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 32.184635098839934, 'aic': -56.36927019767987, 'bic': np.float64(-53.81304087921883)}, 3280: {'params': mu         -3.312733
omega       0.000711
alpha[1]    0.388145
beta[1]     0.003924
Name: params, dtype: float64, 'loglikelihood': 27.4694180000557, 'aic': -46.9388360001114, 'bic': np.float64(-44.382606681650365)}, 3285: {'params': mu         -3.256380
omega       0.000332
alpha[1]    0.999994
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 21.863894035949667, 'aic': -35.72778807189933, 'bic': np.float64(-33.1715587534383)}, 3290: {'params': mu         -3.175044
omega       0.000333
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.350099159797487, 'aic': -42.700198319594975, 'bic': np.float64(-40.14396900113394)}, 3295: {'params': mu         -3.181513
omega       0.000386
alpha[1]    0.200046
beta[1]     0.299951
Name: params, dtype: float64, 'loglikelihood': 30.416361624574126, 'aic': -52.83272324914825, 'bic': np.float64(-50.27649393068722)}, 3300: {'params': mu         -3.213902
omega       0.000637
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 23.922077639386327, 'aic': -39.844155278772654, 'bic': np.float64(-37.28792596031162)}, 3305: {'params': mu         -3.345985
omega       0.000111
alpha[1]    0.999976
beta[1]     0.000008
Name: params, dtype: float64, 'loglikelihood': 23.00450868855979, 'aic': -38.00901737711958, 'bic': np.float64(-35.45278805865854)}, 3310: {'params': mu         -3.345261e+00
omega       7.787194e-05
alpha[1]    9.995987e-01
beta[1]     8.748105e-10
Name: params, dtype: float64, 'loglikelihood': 33.16006973333776, 'aic': -58.32013946667551, 'bic': np.float64(-55.76391014821448)}, 3315: {'params': mu         -3.337898
omega       0.000219
alpha[1]    0.693345
beta[1]     0.306655
Name: params, dtype: float64, 'loglikelihood': 28.10358815021241, 'aic': -48.20717630042482, 'bic': np.float64(-45.650946981963784)}, 3320: {'params': mu         -3.370455e+00
omega       1.871442e-03
alpha[1]    0.000000e+00
beta[1]     7.580692e-14
Name: params, dtype: float64, 'loglikelihood': 24.12306708940856, 'aic': -40.24613417881712, 'bic': np.float64(-37.68990486035609)}, 3325: {'params': mu         -3.385844e+00
omega       1.559550e-04
alpha[1]    2.739138e-09
beta[1]     7.705638e-01
Name: params, dtype: float64, 'loglikelihood': 25.78681425575452, 'aic': -43.57362851150904, 'bic': np.float64(-41.01739919304801)}, 3330: {'params': mu         -3.375150
omega       0.000119
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 22.675840868534905, 'aic': -37.35168173706981, 'bic': np.float64(-34.795452418608775)}, 3335: {'params': mu         -3.337534e+00
omega       2.497386e-03
alpha[1]    2.971354e-01
beta[1]     2.633764e-15
Name: params, dtype: float64, 'loglikelihood': 19.767137473016774, 'aic': -31.53427494603355, 'bic': np.float64(-28.978045627572513)}, 3340: {'params': mu         -3.339137
omega       0.003525
alpha[1]    0.548353
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 16.254154677719182, 'aic': -24.508309355438364, 'bic': np.float64(-21.95208003697733)}, 3345: {'params': mu         -3.365636
omega       0.002608
alpha[1]    0.451399
beta[1]     0.548601
Name: params, dtype: float64, 'loglikelihood': 10.124629871279746, 'aic': -12.249259742559492, 'bic': np.float64(-9.693030424098458)}, 3350: {'params': mu         -3.301019e+00
omega       1.172307e-03
alpha[1]    2.348789e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 2.3023977527974346, 'aic': 3.3952044944051307, 'bic': np.float64(5.951433812866164)}, 3355: {'params': mu         -3.064963
omega       0.001710
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 12.994374961163725, 'aic': -17.98874992232745, 'bic': np.float64(-15.432520603866417)}, 3360: {'params': mu         -2.999315e+00
omega       7.857676e-05
alpha[1]    3.357906e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 18.18819624967786, 'aic': -28.376392499355717, 'bic': np.float64(-25.82016318089468)}, 3365: {'params': mu         -2.918162
omega       0.000431
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 24.79369880871646, 'aic': -41.58739761743292, 'bic': np.float64(-39.031168298971885)}, 3370: {'params': mu         -2.904289
omega       0.000007
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 32.376496525377554, 'aic': -56.75299305075511, 'bic': np.float64(-54.19676373229407)}, 3375: {'params': mu         -2.883922
omega       0.000197
alpha[1]    0.478498
beta[1]     0.521502
Name: params, dtype: float64, 'loglikelihood': 27.92366297993666, 'aic': -47.84732595987332, 'bic': np.float64(-45.29109664141228)}, 3380: {'params': mu         -2.822964
omega       0.000784
alpha[1]    0.465165
beta[1]     0.200602
Name: params, dtype: float64, 'loglikelihood': 23.792721440323433, 'aic': -39.585442880646866, 'bic': np.float64(-37.02921356218583)}, 3385: {'params': mu         -2.813590e+00
omega       2.634978e-04
alpha[1]    1.000000e+00
beta[1]     5.222345e-15
Name: params, dtype: float64, 'loglikelihood': 27.1232201197756, 'aic': -46.2464402395512, 'bic': np.float64(-43.69021092109016)}, 3390: {'params': mu         -2.740225
omega       0.000045
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 36.71127296267914, 'aic': -65.42254592535828, 'bic': np.float64(-62.86631660689724)}, 3395: {'params': mu         -2.742509
omega       0.000048
alpha[1]    0.010000
beta[1]     0.690005
Name: params, dtype: float64, 'loglikelihood': 41.39155827902707, 'aic': -74.78311655805415, 'bic': np.float64(-72.22688723959311)}, 3400: {'params': mu         -2.741865
omega       0.000091
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 33.01424757497041, 'aic': -58.028495149940824, 'bic': np.float64(-55.47226583147979)}, 3405: {'params': mu         -2.729603
omega       0.000770
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 23.766042363393417, 'aic': -39.532084726786834, 'bic': np.float64(-36.9758554083258)}, 3410: {'params': mu         -2.724581e+00
omega       7.531453e-04
alpha[1]    9.999412e-01
beta[1]     3.078058e-09
Name: params, dtype: float64, 'loglikelihood': 21.285052796208134, 'aic': -34.57010559241627, 'bic': np.float64(-32.01387627395523)}, 3415: {'params': mu         -2.802050
omega       0.000245
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 18.626822390862174, 'aic': -29.253644781724347, 'bic': np.float64(-26.69741546326331)}, 3420: {'params': mu         -2.808822e+00
omega       3.178719e-04
alpha[1]    8.405627e-01
beta[1]     7.810296e-17
Name: params, dtype: float64, 'loglikelihood': 27.267760648771937, 'aic': -46.53552129754387, 'bic': np.float64(-43.97929197908284)}, 3425: {'params': mu         -2.804915
omega       0.000523
alpha[1]    0.519983
beta[1]     0.000005
Name: params, dtype: float64, 'loglikelihood': 28.759065634586072, 'aic': -49.518131269172144, 'bic': np.float64(-46.96190195071111)}, 3430: {'params': mu         -2.791953e+00
omega       5.900426e-04
alpha[1]    1.000000e+00
beta[1]     5.592540e-08
Name: params, dtype: float64, 'loglikelihood': 23.544079492481828, 'aic': -39.088158984963655, 'bic': np.float64(-36.53192966650262)}, 3435: {'params': mu         -2.687951
omega       0.000125
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 27.5400443208105, 'aic': -47.080088641621, 'bic': np.float64(-44.52385932315997)}, 3440: {'params': mu         -2.688620
omega       0.000182
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 31.871075785315924, 'aic': -55.74215157063185, 'bic': np.float64(-53.18592225217081)}, 3445: {'params': mu         -2.739555
omega       0.000544
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.48466105341716, 'aic': -32.96932210683432, 'bic': np.float64(-30.413092788373284)}, 3450: {'params': mu         -2.736618e+00
omega       7.714462e-04
alpha[1]    9.386316e-01
beta[1]     9.126696e-16
Name: params, dtype: float64, 'loglikelihood': 21.425840302566037, 'aic': -34.851680605132074, 'bic': np.float64(-32.29545128667104)}, 3455: {'params': mu         -2.676126
omega       0.000324
alpha[1]    0.999997
beta[1]     0.000001
Name: params, dtype: float64, 'loglikelihood': 19.402495343046258, 'aic': -30.804990686092516, 'bic': np.float64(-28.24876136763148)}, 3460: {'params': mu         -2.632347e+00
omega       2.004396e-11
alpha[1]    0.000000e+00
beta[1]     9.685871e-01
Name: params, dtype: float64, 'loglikelihood': 23.7711769806203, 'aic': -39.5423539612406, 'bic': np.float64(-36.986124642779565)}, 3465: {'params': mu         -2.613074
omega       0.000617
alpha[1]    0.999937
beta[1]     0.000104
Name: params, dtype: float64, 'loglikelihood': 20.294723301385467, 'aic': -32.589446602770934, 'bic': np.float64(-30.0332172843099)}, 3470: {'params': mu         -2.443009
omega       0.000055
alpha[1]    0.999991
beta[1]     0.000004
Name: params, dtype: float64, 'loglikelihood': 29.057704572971904, 'aic': -50.11540914594381, 'bic': np.float64(-47.55917982748277)}, 3475: {'params': mu         -2.445153
omega       0.000055
alpha[1]    0.946146
beta[1]     0.005223
Name: params, dtype: float64, 'loglikelihood': 42.14325106518752, 'aic': -76.28650213037504, 'bic': np.float64(-73.730272811914)}, 3480: {'params': mu         -2.436242
omega       0.000026
alpha[1]    0.010000
beta[1]     0.890002
Name: params, dtype: float64, 'loglikelihood': 37.97094289242802, 'aic': -67.94188578485604, 'bic': np.float64(-65.385656466395)}, 3485: {'params': mu         -2.424936
omega       0.000130
alpha[1]    0.867027
beta[1]     0.122079
Name: params, dtype: float64, 'loglikelihood': 31.168190611654627, 'aic': -54.33638122330925, 'bic': np.float64(-51.78015190484822)}, 3490: {'params': mu         -2.382055
omega       0.000138
alpha[1]    0.824410
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 33.95182546616937, 'aic': -59.903650932338735, 'bic': np.float64(-57.3474216138777)}, 3495: {'params': mu         -2.384330e+00
omega       1.530921e-04
alpha[1]    1.000000e+00
beta[1]     3.834833e-11
Name: params, dtype: float64, 'loglikelihood': 31.178896008198237, 'aic': -54.35779201639647, 'bic': np.float64(-51.80156269793544)}, 3500: {'params': mu         -2.371998
omega       0.001303
alpha[1]    0.941958
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 19.91169703062961, 'aic': -31.823394061259222, 'bic': np.float64(-29.267164742798187)}, 3505: {'params': mu         -2.219739
omega       0.000059
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 24.05688204008899, 'aic': -40.11376408017798, 'bic': np.float64(-37.557534761716944)}, 3510: {'params': mu         -2.219499
omega       0.000132
alpha[1]    0.282666
beta[1]     0.325189
Name: params, dtype: float64, 'loglikelihood': 35.42560137275432, 'aic': -62.851202745508644, 'bic': np.float64(-60.29497342704761)}, 3515: {'params': mu         -2.218895
omega       0.000054
alpha[1]    0.010000
beta[1]     0.690004
Name: params, dtype: float64, 'loglikelihood': 40.56038988326774, 'aic': -73.12077976653548, 'bic': np.float64(-70.56455044807444)}, 3520: {'params': mu         -2.210573e+00
omega       4.188271e-04
alpha[1]    6.030074e-01
beta[1]     1.040026e-12
Name: params, dtype: float64, 'loglikelihood': 31.473404633750043, 'aic': -54.946809267500086, 'bic': np.float64(-52.39057994903905)}, 3525: {'params': mu         -2.163327
omega       0.000058
alpha[1]    0.809403
beta[1]     0.017456
Name: params, dtype: float64, 'loglikelihood': 35.580968207244524, 'aic': -63.16193641448905, 'bic': np.float64(-60.60570709602801)}, 3530: {'params': mu         -2.163000e+00
omega       3.379490e-05
alpha[1]    1.000000e+00
beta[1]     5.063124e-13
Name: params, dtype: float64, 'loglikelihood': 42.85276542126732, 'aic': -77.70553084253464, 'bic': np.float64(-75.1493015240736)}, 3535: {'params': mu         -2.161145
omega       0.000034
alpha[1]    0.010000
beta[1]     0.690014
Name: params, dtype: float64, 'loglikelihood': 43.8223721338973, 'aic': -79.6447442677946, 'bic': np.float64(-77.08851494933356)}, 3540: {'params': mu         -2.157255
omega       0.000146
alpha[1]    0.468459
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 38.922408651129544, 'aic': -69.84481730225909, 'bic': np.float64(-67.28858798379805)}, 3545: {'params': mu         -2.162783e+00
omega       1.836220e-04
alpha[1]    1.000000e+00
beta[1]     3.623051e-16
Name: params, dtype: float64, 'loglikelihood': 32.123666289115135, 'aic': -56.24733257823027, 'bic': np.float64(-53.691103259769235)}, 3550: {'params': mu         -2.200554
omega       0.000213
alpha[1]    0.746196
beta[1]     0.088640
Name: params, dtype: float64, 'loglikelihood': 28.294465867638774, 'aic': -48.58893173527755, 'bic': np.float64(-46.03270241681651)}, 3555: {'params': mu         -2.201078e+00
omega       1.003528e-04
alpha[1]    8.029121e-01
beta[1]     9.674879e-12
Name: params, dtype: float64, 'loglikelihood': 38.69195655893122, 'aic': -69.38391311786243, 'bic': np.float64(-66.8276837994014)}, 3560: {'params': mu         -2.196734
omega       0.000036
alpha[1]    0.000003
beta[1]     0.999963
Name: params, dtype: float64, 'loglikelihood': 32.90640696295267, 'aic': -57.812813925905346, 'bic': np.float64(-55.25658460744431)}, 3565: {'params': mu         -2.178617e+00
omega       5.530469e-04
alpha[1]    8.994529e-01
beta[1]     1.970975e-13
Name: params, dtype: float64, 'loglikelihood': 24.494173879426185, 'aic': -40.98834775885237, 'bic': np.float64(-38.432118440391335)}, 3570: {'params': mu         -2.109514
omega       0.000310
alpha[1]    0.367025
beta[1]     0.313454
Name: params, dtype: float64, 'loglikelihood': 28.317926504411087, 'aic': -48.635853008822174, 'bic': np.float64(-46.07962369036114)}, 3575: {'params': mu         -2.108439
omega       0.000258
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 27.24897190826729, 'aic': -46.49794381653458, 'bic': np.float64(-43.941714498073544)}, 3580: {'params': mu         -2.231947e+00
omega       1.699325e-03
alpha[1]    7.805172e-01
beta[1]     2.580411e-09
Name: params, dtype: float64, 'loglikelihood': 16.762505879676826, 'aic': -25.525011759353653, 'bic': np.float64(-22.968782440892618)}, 3585: {'params': mu         -2.256544e+00
omega       1.113302e-03
alpha[1]    1.000000e+00
beta[1]     2.273648e-12
Name: params, dtype: float64, 'loglikelihood': 14.96085602036715, 'aic': -21.9217120407343, 'bic': np.float64(-19.365482722273264)}, 3590: {'params': mu         -2.464174
omega       0.000253
alpha[1]    0.999942
beta[1]     0.000026
Name: params, dtype: float64, 'loglikelihood': 21.925570821740546, 'aic': -35.85114164348109, 'bic': np.float64(-33.29491232502006)}, 3595: {'params': mu         -2.472187e+00
omega       6.531020e-10
alpha[1]    5.346535e-05
beta[1]     8.747383e-01
Name: params, dtype: float64, 'loglikelihood': 34.02779061664093, 'aic': -60.055581233281856, 'bic': np.float64(-57.49935191482082)}, 3600: {'params': mu         -2.480915
omega       0.000005
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 37.94393720077839, 'aic': -67.88787440155679, 'bic': np.float64(-65.33164508309575)}, 3605: {'params': mu         -2.474475e+00
omega       1.128259e-04
alpha[1]    7.649556e-01
beta[1]     4.016111e-15
Name: params, dtype: float64, 'loglikelihood': 37.460325710277026, 'aic': -66.92065142055405, 'bic': np.float64(-64.36442210209302)}, 3610: {'params': mu         -2.46691
omega       0.00021
alpha[1]    1.00000
beta[1]     0.00000
Name: params, dtype: float64, 'loglikelihood': 26.795888106946535, 'aic': -45.59177621389307, 'bic': np.float64(-43.035546895432034)}, 3615: {'params': mu         -2.377813
omega       0.001109
alpha[1]    0.351979
beta[1]     0.242949
Name: params, dtype: float64, 'loglikelihood': 22.480237633125007, 'aic': -36.960475266250015, 'bic': np.float64(-34.40424594778898)}, 3620: {'params': mu         -2.366083
omega       0.000622
alpha[1]    0.537571
beta[1]     0.462429
Name: params, dtype: float64, 'loglikelihood': 21.553411892993367, 'aic': -35.106823785986734, 'bic': np.float64(-32.5505944675257)}, 3625: {'params': mu         -2.394223e+00
omega       7.076710e-04
alpha[1]    3.934156e-14
beta[1]     9.135072e-01
Name: params, dtype: float64, 'loglikelihood': 15.383886616477344, 'aic': -22.76777323295469, 'bic': np.float64(-20.211543914493653)}, 3630: {'params': mu         -2.432567e+00
omega       4.415218e-11
alpha[1]    0.000000e+00
beta[1]     9.153576e-01
Name: params, dtype: float64, 'loglikelihood': 19.239051107305507, 'aic': -30.478102214611013, 'bic': np.float64(-27.921872896149978)}, 3635: {'params': mu         -2.399293
omega       0.000490
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.744818441409834, 'aic': -37.48963688281967, 'bic': np.float64(-34.93340756435863)}, 3640: {'params': mu         -2.365490
omega       0.006755
alpha[1]    0.472761
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 11.836917114147036, 'aic': -15.673834228294073, 'bic': np.float64(-13.11760490983304)}, 3645: {'params': mu         -2.167418
omega       0.000576
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 16.91078813609092, 'aic': -25.821576272181836, 'bic': np.float64(-23.2653469537208)}, 3650: {'params': mu         -2.151637
omega       0.000508
alpha[1]    0.708002
beta[1]     0.210921
Name: params, dtype: float64, 'loglikelihood': 23.564222934430784, 'aic': -39.12844586886157, 'bic': np.float64(-36.57221655040053)}, 3655: {'params': mu         -2.067711
omega       0.000199
alpha[1]    0.783162
beta[1]     0.078320
Name: params, dtype: float64, 'loglikelihood': 31.265293765426428, 'aic': -54.530587530852856, 'bic': np.float64(-51.97435821239182)}, 3660: {'params': mu         -2.058674
omega       0.000212
alpha[1]    0.710123
beta[1]     0.209546
Name: params, dtype: float64, 'loglikelihood': 31.790299718121368, 'aic': -55.580599436242736, 'bic': np.float64(-53.0243701177817)}, 3665: {'params': mu         -2.067654
omega       0.000625
alpha[1]    0.674144
beta[1]     0.000007
Name: params, dtype: float64, 'loglikelihood': 24.298176083125487, 'aic': -40.59635216625097, 'bic': np.float64(-38.04012284778994)}, 3670: {'params': mu         -2.160969
omega       0.051839
alpha[1]    0.137808
beta[1]     0.201285
Name: params, dtype: float64, 'loglikelihood': -1.7110811656131741, 'aic': 11.422162331226348, 'bic': np.float64(13.978391649687381)}, 3675: {'params': mu         -2.122737
omega       0.132144
alpha[1]    0.733206
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -11.007081617843374, 'aic': 30.01416323568675, 'bic': np.float64(32.57039255414778)}, 3680: {'params': mu         -1.039676e+00
omega       2.483862e-02
alpha[1]    1.000000e+00
beta[1]     1.369830e-08
Name: params, dtype: float64, 'loglikelihood': -12.10396581012101, 'aic': 32.20793162024202, 'bic': np.float64(34.76416093870306)}, 3685: {'params': mu         -0.324331
omega       0.009128
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -3.980777453895298, 'aic': 15.961554907790596, 'bic': np.float64(18.517784226251628)}, 3690: {'params': mu         -2.342901e-01
omega       9.008723e-03
alpha[1]    1.000000e+00
beta[1]     2.784445e-12
Name: params, dtype: float64, 'loglikelihood': -0.3310153091001653, 'aic': 8.66203061820033, 'bic': np.float64(11.218259936661365)}, 3695: {'params': mu          0.187018
omega       0.000052
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 26.91019872223085, 'aic': -45.8203974444617, 'bic': np.float64(-43.26416812600066)}, 3700: {'params': mu          0.193607
omega       0.000017
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 33.65066682273281, 'aic': -59.30133364546562, 'bic': np.float64(-56.74510432700458)}, 3705: {'params': mu          0.195405
omega       0.000014
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 30.32381390250423, 'aic': -52.64762780500846, 'bic': np.float64(-50.091398486547426)}, 3710: {'params': mu          1.868525e-01
omega       6.230421e-05
alpha[1]    9.345133e-01
beta[1]     3.483521e-17
Name: params, dtype: float64, 'loglikelihood': 34.23696712613345, 'aic': -60.4739342522669, 'bic': np.float64(-57.917704933805865)}, 3715: {'params': mu          1.897829e-01
omega       2.368032e-05
alpha[1]    2.598179e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 28.39242649579743, 'aic': -48.78485299159486, 'bic': np.float64(-46.228623673133825)}, 3720: {'params': mu          0.198511
omega       0.001579
alpha[1]    0.371702
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 23.024013351844015, 'aic': -38.04802670368803, 'bic': np.float64(-35.491797385226995)}, 3725: {'params': mu          0.186238
omega       0.001343
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 16.01632418179627, 'aic': -24.032648363592543, 'bic': np.float64(-21.476419045131507)}, 3730: {'params': mu          3.860434e-02
omega       1.298677e-03
alpha[1]    1.000000e+00
beta[1]     2.137597e-08
Name: params, dtype: float64, 'loglikelihood': 15.75976338666327, 'aic': -23.51952677332654, 'bic': np.float64(-20.963297454865504)}, 3735: {'params': mu         -3.134155e-02
omega       2.829617e-04
alpha[1]    6.616106e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 12.625936409380731, 'aic': -17.251872818761463, 'bic': np.float64(-14.695643500300429)}, 3740: {'params': mu         -9.075508e-02
omega       1.948342e-03
alpha[1]    1.000000e+00
beta[1]     5.478016e-14
Name: params, dtype: float64, 'loglikelihood': 7.832406640911536, 'aic': -7.664813281823072, 'bic': np.float64(-5.1085839633620385)}, 3745: {'params': mu          2.089503e-01
omega       4.734823e-10
alpha[1]    0.000000e+00
beta[1]     9.303691e-01
Name: params, dtype: float64, 'loglikelihood': 2.0525216906963077, 'aic': 3.8949566186073845, 'bic': np.float64(6.451185937068418)}, 3750: {'params': mu          0.342222
omega       0.004857
alpha[1]    0.775187
beta[1]     0.224813
Name: params, dtype: float64, 'loglikelihood': 6.579332653310674, 'aic': -5.158665306621348, 'bic': np.float64(-2.6024359881603143)}, 3755: {'params': mu          6.497046e-01
omega       3.456398e-03
alpha[1]    1.000000e+00
beta[1]     1.413775e-17
Name: params, dtype: float64, 'loglikelihood': 4.8679944879712895, 'aic': -1.735988975942579, 'bic': np.float64(0.8202403425184546)}, 3760: {'params': mu          5.500013e-01
omega       7.102491e-03
alpha[1]    1.937037e-13
beta[1]     6.373749e-01
Name: params, dtype: float64, 'loglikelihood': 7.106844496461613, 'aic': -6.213688992923226, 'bic': np.float64(-3.657459674462192)}, 3765: {'params': mu          3.580113e-01
omega       4.977314e-03
alpha[1]    1.000000e+00
beta[1]     1.216811e-14
Name: params, dtype: float64, 'loglikelihood': 4.8299787998597274, 'aic': -1.659957599719455, 'bic': np.float64(0.8962717187415787)}, 3770: {'params': mu          2.352774e-01
omega       6.132476e-03
alpha[1]    1.000000e+00
beta[1]     6.736344e-15
Name: params, dtype: float64, 'loglikelihood': 3.3175799189042756, 'aic': 1.3648401621914488, 'bic': np.float64(3.9210694806524824)}, 3775: {'params': mu         -1.859074e-01
omega       2.952310e-03
alpha[1]    9.999999e-01
beta[1]     2.018025e-07
Name: params, dtype: float64, 'loglikelihood': 3.7034648366352263, 'aic': 0.5930703267295474, 'bic': np.float64(3.149299645190581)}, 3780: {'params': mu         -0.343500
omega       0.005606
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 5.188228839134295, 'aic': -2.37645767826859, 'bic': np.float64(0.17977164019244363)}, 3785: {'params': mu         -0.826170
omega       0.000049
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 10.577574539241002, 'aic': -13.155149078482005, 'bic': np.float64(-10.598919760020971)}, 3790: {'params': mu         -8.277215e-01
omega       1.081474e-03
alpha[1]    9.999994e-01
beta[1]     2.957470e-07
Name: params, dtype: float64, 'loglikelihood': 18.004003441588914, 'aic': -28.008006883177828, 'bic': np.float64(-25.451777564716792)}, 3795: {'params': mu         -0.860953
omega       0.000116
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 21.027238326573567, 'aic': -34.054476653147134, 'bic': np.float64(-31.4982473346861)}, 3800: {'params': mu         -0.919416
omega       0.002990
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 11.83019168791692, 'aic': -15.660383375833842, 'bic': np.float64(-13.104154057372808)}, 3805: {'params': mu         -1.115767
omega       0.000444
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 14.3614583342292, 'aic': -20.7229166684584, 'bic': np.float64(-18.166687349997368)}, 3810: {'params': mu         -1.230386
omega       0.000153
alpha[1]    0.992223
beta[1]     0.000067
Name: params, dtype: float64, 'loglikelihood': 27.098603194637445, 'aic': -46.19720638927489, 'bic': np.float64(-43.640977070813854)}, 3815: {'params': mu         -1.225338
omega       0.000391
alpha[1]    0.996934
beta[1]     0.003066
Name: params, dtype: float64, 'loglikelihood': 27.702453421381765, 'aic': -47.40490684276353, 'bic': np.float64(-44.848677524302495)}, 3820: {'params': mu         -1.234298e+00
omega       3.860924e-04
alpha[1]    1.000000e+00
beta[1]     4.320988e-17
Name: params, dtype: float64, 'loglikelihood': 27.099284207750454, 'aic': -46.19856841550091, 'bic': np.float64(-43.64233909703987)}, 3825: {'params': mu         -1.242606
omega       0.000070
alpha[1]    0.368946
beta[1]     0.299478
Name: params, dtype: float64, 'loglikelihood': 32.240836871163474, 'aic': -56.48167374232695, 'bic': np.float64(-53.92544442386591)}, 3830: {'params': mu         -1.227967
omega       0.000021
alpha[1]    0.000000
beta[1]     0.942796
Name: params, dtype: float64, 'loglikelihood': 37.08898240800457, 'aic': -66.17796481600914, 'bic': np.float64(-63.6217354975481)}, 3835: {'params': mu         -1.218928
omega       0.000224
alpha[1]    0.259694
beta[1]     0.277493
Name: params, dtype: float64, 'loglikelihood': 33.617020722959026, 'aic': -59.23404144591805, 'bic': np.float64(-56.67781212745702)}, 3840: {'params': mu         -1.237478e+00
omega       4.848440e-05
alpha[1]    6.874659e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 24.87316319374909, 'aic': -41.74632638749818, 'bic': np.float64(-39.190097069037144)}, 3845: {'params': mu         -1.226666
omega       0.000991
alpha[1]    0.009951
beta[1]     0.691515
Name: params, dtype: float64, 'loglikelihood': 20.78269196427658, 'aic': -33.56538392855316, 'bic': np.float64(-31.009154610092125)}, 3850: {'params': mu         -1.251065
omega       0.003081
alpha[1]    0.198187
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 19.179558301177085, 'aic': -30.35911660235417, 'bic': np.float64(-27.802887283893135)}, 3855: {'params': mu         -1.318107
omega       0.000359
alpha[1]    0.833744
beta[1]     0.046918
Name: params, dtype: float64, 'loglikelihood': 21.828856530914962, 'aic': -35.657713061829924, 'bic': np.float64(-33.10148374336889)}, 3860: {'params': mu         -1.327931e+00
omega       3.438597e-04
alpha[1]    1.000000e+00
beta[1]     2.397495e-18
Name: params, dtype: float64, 'loglikelihood': 25.4769055423525, 'aic': -42.953811084705, 'bic': np.float64(-40.39758176624397)}, 3865: {'params': mu         -1.409517
omega       0.000283
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 24.110091242420786, 'aic': -40.22018248484157, 'bic': np.float64(-37.66395316638054)}, 3870: {'params': mu         -1.452439
omega       0.000095
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.39162518057423, 'aic': -50.78325036114846, 'bic': np.float64(-48.227021042687426)}, 3875: {'params': mu         -1.463018
omega       0.000028
alpha[1]    0.199993
beta[1]     0.699976
Name: params, dtype: float64, 'loglikelihood': 37.915967148747555, 'aic': -67.83193429749511, 'bic': np.float64(-65.27570497903407)}, 3880: {'params': mu         -1.466263e+00
omega       2.216435e-05
alpha[1]    1.000000e+00
beta[1]     2.570620e-13
Name: params, dtype: float64, 'loglikelihood': 33.39795214207437, 'aic': -58.79590428414873, 'bic': np.float64(-56.2396749656877)}, 3885: {'params': mu         -1.553084e+00
omega       4.528025e-04
alpha[1]    8.583003e-01
beta[1]     7.780884e-07
Name: params, dtype: float64, 'loglikelihood': 23.470776320244784, 'aic': -38.94155264048957, 'bic': np.float64(-36.38532332202853)}, 3890: {'params': mu         -1.558415e+00
omega       4.684650e-04
alpha[1]    7.231446e-01
beta[1]     9.491159e-14
Name: params, dtype: float64, 'loglikelihood': 27.504602288236583, 'aic': -47.00920457647317, 'bic': np.float64(-44.45297525801213)}, 3895: {'params': mu         -1.568651e+00
omega       3.173893e-05
alpha[1]    2.751027e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 26.97701449541326, 'aic': -45.95402899082652, 'bic': np.float64(-43.39779967236549)}, 3900: {'params': mu         -1.537129e+00
omega       7.813537e-04
alpha[1]    1.000000e+00
beta[1]     1.588140e-11
Name: params, dtype: float64, 'loglikelihood': 15.099450992459394, 'aic': -22.198901984918788, 'bic': np.float64(-19.642672666457756)}, 3905: {'params': mu         -1.655581
omega       0.005222
alpha[1]    0.588358
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 11.64878670483069, 'aic': -15.297573409661378, 'bic': np.float64(-12.741344091200345)}, 3910: {'params': mu         -1.498580
omega       0.001231
alpha[1]    1.000000
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 8.13989015792706, 'aic': -8.279780315854119, 'bic': np.float64(-5.723550997393085)}, 3915: {'params': mu         -1.416618e+00
omega       2.188008e-04
alpha[1]    9.999995e-01
beta[1]     1.746604e-07
Name: params, dtype: float64, 'loglikelihood': 15.719551019679654, 'aic': -23.43910203935931, 'bic': np.float64(-20.882872720898277)}, 3920: {'params': mu         -1.414369e+00
omega       3.617934e-04
alpha[1]    1.000000e+00
beta[1]     1.339080e-14
Name: params, dtype: float64, 'loglikelihood': 24.524238266751546, 'aic': -41.04847653350309, 'bic': np.float64(-38.492247215042056)}, 3925: {'params': mu         -1.388972e+00
omega       7.212966e-04
alpha[1]    4.885071e-01
beta[1]     2.947370e-19
Name: params, dtype: float64, 'loglikelihood': 26.513809922149964, 'aic': -45.02761984429993, 'bic': np.float64(-42.47139052583889)}, 3930: {'params': mu         -1.403259
omega       0.000841
alpha[1]    0.970495
beta[1]     0.029505
Name: params, dtype: float64, 'loglikelihood': 22.935259836372886, 'aic': -37.87051967274577, 'bic': np.float64(-35.314290354284736)}, 3935: {'params': mu         -1.373526e+00
omega       1.773140e-03
alpha[1]    9.883428e-01
beta[1]     1.769860e-15
Name: params, dtype: float64, 'loglikelihood': 16.021560409537727, 'aic': -24.043120819075455, 'bic': np.float64(-21.48689150061442)}, 3940: {'params': mu         -1.220686e+00
omega       5.847891e-04
alpha[1]    9.999999e-01
beta[1]     3.453523e-08
Name: params, dtype: float64, 'loglikelihood': 19.085223453105122, 'aic': -30.170446906210245, 'bic': np.float64(-27.61421758774921)}, 3945: {'params': mu         -1.176809
omega       0.000249
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.530808864260123, 'aic': -51.06161772852025, 'bic': np.float64(-48.50538841005921)}, 3950: {'params': mu         -1.195421
omega       0.000016
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 28.389467736893014, 'aic': -48.77893547378603, 'bic': np.float64(-46.22270615532499)}, 3955: {'params': mu         -1.236550
omega       0.000077
alpha[1]    0.991266
beta[1]     0.008824
Name: params, dtype: float64, 'loglikelihood': 27.229225887313003, 'aic': -46.458451774626006, 'bic': np.float64(-43.90222245616497)}, 3960: {'params': mu         -1.285328
omega       0.000326
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 27.566983245169066, 'aic': -47.13396649033813, 'bic': np.float64(-44.5777371718771)}, 3965: {'params': mu         -1.311791
omega       0.000083
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 25.145383434148343, 'aic': -42.290766868296686, 'bic': np.float64(-39.73453754983565)}, 3970: {'params': mu         -1.295120
omega       0.002977
alpha[1]    0.443318
beta[1]     0.504929
Name: params, dtype: float64, 'loglikelihood': 11.289133099103232, 'aic': -14.578266198206464, 'bic': np.float64(-12.02203687974543)}, 3975: {'params': mu         -1.086238
omega       0.003116
alpha[1]    0.849073
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 10.394553388519679, 'aic': -12.789106777039358, 'bic': np.float64(-10.232877458578324)}, 3980: {'params': mu         -1.094952e+00
omega       4.102971e-03
alpha[1]    1.000000e+00
beta[1]     4.148625e-15
Name: params, dtype: float64, 'loglikelihood': 12.642474190491162, 'aic': -17.284948380982325, 'bic': np.float64(-14.728719062521291)}, 3985: {'params': mu         -1.169093
omega       0.004099
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 4.866219949777281, 'aic': -1.7324398995545618, 'bic': np.float64(0.8237894189064718)}, 3990: {'params': mu         -1.273239
omega       0.023591
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -3.8606097911318797, 'aic': 15.72121958226376, 'bic': np.float64(18.277448900724792)}, 3995: {'params': mu         -8.209773e-01
omega       1.075427e-09
alpha[1]    2.182456e-01
beta[1]     6.168559e-01
Name: params, dtype: float64, 'loglikelihood': -1.6426555636014015, 'aic': 11.285311127202803, 'bic': np.float64(13.841540445663837)}, 4000: {'params': mu         -0.841874
omega       0.012931
alpha[1]    0.781882
beta[1]     0.218118
Name: params, dtype: float64, 'loglikelihood': -0.57842229692027, 'aic': 9.15684459384054, 'bic': np.float64(11.713073912301574)}, 4005: {'params': mu         -1.214804e+00
omega       3.523016e-03
alpha[1]    1.000000e+00
beta[1]     1.253627e-14
Name: params, dtype: float64, 'loglikelihood': 5.477317384487261, 'aic': -2.954634768974522, 'bic': np.float64(-0.3984054505134882)}, 4010: {'params': mu         -1.430712e+00
omega       3.764195e-03
alpha[1]    1.000000e+00
beta[1]     8.462842e-10
Name: params, dtype: float64, 'loglikelihood': 7.800200269505543, 'aic': -7.600400539011085, 'bic': np.float64(-5.0441712205500515)}, 4015: {'params': mu         -1.453774
omega       0.002686
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 6.476487241120178, 'aic': -4.952974482240355, 'bic': np.float64(-2.396745163779322)}, 4020: {'params': mu         -1.814218
omega       0.000594
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 18.106738252082675, 'aic': -28.21347650416535, 'bic': np.float64(-25.657247185704314)}, 4025: {'params': mu         -1.818189e+00
omega       6.629136e-04
alpha[1]    1.000000e+00
beta[1]     2.868352e-09
Name: params, dtype: float64, 'loglikelihood': 19.24816616526381, 'aic': -30.496332330527622, 'bic': np.float64(-27.940103012066587)}, 4030: {'params': mu         -1.978419
omega       0.002552
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 8.855442799378158, 'aic': -9.710885598756317, 'bic': np.float64(-7.154656280295283)}, 4035: {'params': mu         -2.230637
omega       0.000021
alpha[1]    0.996904
beta[1]     0.003096
Name: params, dtype: float64, 'loglikelihood': 19.081799682184283, 'aic': -30.163599364368565, 'bic': np.float64(-27.60737004590753)}, 4040: {'params': mu         -2.223165
omega       0.000491
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 21.495396998240548, 'aic': -34.990793996481095, 'bic': np.float64(-32.43456467802006)}, 4045: {'params': mu         -2.313121
omega       0.003012
alpha[1]    0.320073
beta[1]     0.094911
Name: params, dtype: float64, 'loglikelihood': 17.63293938798829, 'aic': -27.26587877597658, 'bic': np.float64(-24.709649457515546)}, 4050: {'params': mu         -2.407958e+00
omega       6.567975e-04
alpha[1]    1.000000e+00
beta[1]     1.674765e-11
Name: params, dtype: float64, 'loglikelihood': 16.754131685859978, 'aic': -25.508263371719956, 'bic': np.float64(-22.95203405325892)}, 4055: {'params': mu         -2.464208
omega       0.000934
alpha[1]    0.918534
beta[1]     0.081466
Name: params, dtype: float64, 'loglikelihood': 14.712843178038767, 'aic': -21.425686356077534, 'bic': np.float64(-18.8694570376165)}, 4060: {'params': mu         -2.608663
omega       0.000380
alpha[1]    0.999990
beta[1]     0.000004
Name: params, dtype: float64, 'loglikelihood': 22.15165618792771, 'aic': -36.30331237585542, 'bic': np.float64(-33.747083057394384)}, 4065: {'params': mu         -2.618587e+00
omega       4.427288e-04
alpha[1]    1.000000e+00
beta[1]     3.328874e-12
Name: params, dtype: float64, 'loglikelihood': 19.158994447356463, 'aic': -30.317988894712926, 'bic': np.float64(-27.76175957625189)}, 4070: {'params': mu         -2.756585e+00
omega       7.826539e-04
alpha[1]    9.999991e-01
beta[1]     6.190852e-07
Name: params, dtype: float64, 'loglikelihood': 19.428494715240802, 'aic': -30.856989430481605, 'bic': np.float64(-28.30076011202057)}, 4075: {'params': mu         -2.865577
omega       0.000841
alpha[1]    0.965834
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 18.349821299911703, 'aic': -28.699642599823406, 'bic': np.float64(-26.14341328136237)}, 4080: {'params': mu         -2.952840
omega       0.000873
alpha[1]    0.430581
beta[1]     0.213556
Name: params, dtype: float64, 'loglikelihood': 24.526916372883655, 'aic': -41.05383274576731, 'bic': np.float64(-38.497603427306274)}, 4085: {'params': mu         -3.003119e+00
omega       1.169675e-04
alpha[1]    8.572352e-01
beta[1]     1.463652e-09
Name: params, dtype: float64, 'loglikelihood': 32.48736692793025, 'aic': -56.97473385586051, 'bic': np.float64(-54.41850453739947)}, 4090: {'params': mu         -3.010245
omega       0.000072
alpha[1]    0.999997
beta[1]     0.000003
Name: params, dtype: float64, 'loglikelihood': 42.339526952678895, 'aic': -76.67905390535779, 'bic': np.float64(-74.12282458689675)}, 4095: {'params': mu         -3.012431
omega       0.000012
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 54.615577893695814, 'aic': -101.23115578739163, 'bic': np.float64(-98.6749264689306)}, 4100: {'params': mu         -3.010460
omega       0.000011
alpha[1]    0.200012
beta[1]     0.500097
Name: params, dtype: float64, 'loglikelihood': 52.346720266215115, 'aic': -96.69344053243023, 'bic': np.float64(-94.1372112139692)}, 4105: {'params': mu         -3.009364
omega       0.000008
alpha[1]    0.228830
beta[1]     0.771179
Name: params, dtype: float64, 'loglikelihood': 46.26068498843939, 'aic': -84.52136997687877, 'bic': np.float64(-81.96514065841774)}, 4110: {'params': mu         -3.006212
omega       0.000045
alpha[1]    0.233990
beta[1]     0.269995
Name: params, dtype: float64, 'loglikelihood': 44.76134583799765, 'aic': -81.5226916759953, 'bic': np.float64(-78.96646235753427)}, 4115: {'params': mu         -3.008850
omega       0.000013
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 37.36257357033256, 'aic': -66.72514714066511, 'bic': np.float64(-64.16891782220408)}, 4120: {'params': mu         -3.020695e+00
omega       2.677186e-04
alpha[1]    9.117176e-01
beta[1]     1.442106e-07
Name: params, dtype: float64, 'loglikelihood': 29.516075196582314, 'aic': -51.03215039316463, 'bic': np.float64(-48.47592107470359)}, 4125: {'params': mu         -3.080999e+00
omega       7.810960e-05
alpha[1]    9.119498e-01
beta[1]     2.708744e-11
Name: params, dtype: float64, 'loglikelihood': 35.429816937704274, 'aic': -62.85963387540855, 'bic': np.float64(-60.30340455694751)}, 4130: {'params': mu         -3.094737
omega       0.000233
alpha[1]    0.803251
beta[1]     0.000029
Name: params, dtype: float64, 'loglikelihood': 33.139869538831135, 'aic': -58.27973907766227, 'bic': np.float64(-55.723509759201235)}, 4135: {'params': mu         -3.145213
omega       0.000234
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 26.896735540440254, 'aic': -45.79347108088051, 'bic': np.float64(-43.23724176241947)}, 4140: {'params': mu         -3.181690e+00
omega       1.268320e-11
alpha[1]    5.792279e-12
beta[1]     9.821305e-01
Name: params, dtype: float64, 'loglikelihood': 26.87592842736162, 'aic': -45.75185685472324, 'bic': np.float64(-43.19562753626221)}, 4145: {'params': mu         -3.212577
omega       0.000085
alpha[1]    0.999993
beta[1]     0.000003
Name: params, dtype: float64, 'loglikelihood': 39.10856419594985, 'aic': -70.2171283918997, 'bic': np.float64(-67.66089907343867)}, 4150: {'params': mu         -3.215922
omega       0.000047
alpha[1]    0.816406
beta[1]     0.183594
Name: params, dtype: float64, 'loglikelihood': 40.06962529490428, 'aic': -72.13925058980855, 'bic': np.float64(-69.58302127134752)}, 4155: {'params': mu         -3.223597
omega       0.000147
alpha[1]    0.333792
beta[1]     0.666208
Name: params, dtype: float64, 'loglikelihood': 29.206107200848088, 'aic': -50.412214401696176, 'bic': np.float64(-47.85598508323514)}, 4160: {'params': mu         -3.200846
omega       0.000843
alpha[1]    0.423814
beta[1]     0.316520
Name: params, dtype: float64, 'loglikelihood': 21.902154294005896, 'aic': -35.80430858801179, 'bic': np.float64(-33.24807926955076)}, 4165: {'params': mu         -3.130740
omega       0.000074
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 33.68186198612327, 'aic': -59.36372397224655, 'bic': np.float64(-56.80749465378551)}, 4170: {'params': mu         -3.123480
omega       0.000048
alpha[1]    0.505144
beta[1]     0.210630
Name: params, dtype: float64, 'loglikelihood': 42.430209927522796, 'aic': -76.86041985504559, 'bic': np.float64(-74.30419053658456)}, 4175: {'params': mu         -3.107343
omega       0.000054
alpha[1]    0.999999
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.79319583500726, 'aic': -61.58639167001452, 'bic': np.float64(-59.030162351553486)}, 4180: {'params': mu         -3.072270
omega       0.000018
alpha[1]    0.928869
beta[1]     0.070995
Name: params, dtype: float64, 'loglikelihood': 30.533213793194918, 'aic': -53.066427586389835, 'bic': np.float64(-50.5101982679288)}, 4185: {'params': mu         -3.076592
omega       0.000124
alpha[1]    0.678613
beta[1]     0.144292
Name: params, dtype: float64, 'loglikelihood': 34.88182101289624, 'aic': -61.76364202579248, 'bic': np.float64(-59.20741270733144)}, 4190: {'params': mu         -3.076954e+00
omega       4.517452e-05
alpha[1]    2.105043e-12
beta[1]     6.656246e-01
Name: params, dtype: float64, 'loglikelihood': 40.49517535838379, 'aic': -72.99035071676758, 'bic': np.float64(-70.43412139830654)}, 4195: {'params': mu         -3.087233
omega       0.000070
alpha[1]    0.588319
beta[1]     0.411681
Name: params, dtype: float64, 'loglikelihood': 36.9014565410236, 'aic': -65.8029130820472, 'bic': np.float64(-63.24668376358616)}, 4200: {'params': mu         -3.115876
omega       0.000188
alpha[1]    0.999872
beta[1]     0.000035
Name: params, dtype: float64, 'loglikelihood': 27.0012608943659, 'aic': -46.0025217887318, 'bic': np.float64(-43.44629247027076)}, 4205: {'params': mu         -3.158197e+00
omega       2.249306e-04
alpha[1]    1.000000e+00
beta[1]     1.245414e-11
Name: params, dtype: float64, 'loglikelihood': 28.17656237241531, 'aic': -48.35312474483062, 'bic': np.float64(-45.79689542636959)}, 4210: {'params': mu         -3.193519
omega       0.000540
alpha[1]    0.593363
beta[1]     0.070180
Name: params, dtype: float64, 'loglikelihood': 26.397846078136787, 'aic': -44.795692156273574, 'bic': np.float64(-42.23946283781254)}, 4215: {'params': mu         -3.210191
omega       0.000273
alpha[1]    0.826657
beta[1]     0.043877
Name: params, dtype: float64, 'loglikelihood': 28.72872865816134, 'aic': -49.45745731632268, 'bic': np.float64(-46.901227997861646)}, 4220: {'params': mu         -3.243067e+00
omega       9.612169e-04
alpha[1]    2.666951e-01
beta[1]     4.436765e-16
Name: params, dtype: float64, 'loglikelihood': 26.657740589040326, 'aic': -45.31548117808065, 'bic': np.float64(-42.75925185961962)}, 4225: {'params': mu         -3.240284
omega       0.005860
alpha[1]    0.891365
beta[1]     0.108635
Name: params, dtype: float64, 'loglikelihood': 8.97931965186429, 'aic': -9.958639303728582, 'bic': np.float64(-7.402409985267548)}, 4230: {'params': mu         -3.066781e+00
omega       3.200084e-10
alpha[1]    3.308931e-14
beta[1]     9.312402e-01
Name: params, dtype: float64, 'loglikelihood': 4.801345947000213, 'aic': -1.6026918940004258, 'bic': np.float64(0.9535374244606079)}, 4235: {'params': mu         -3.012273e+00
omega       3.050226e-03
alpha[1]    2.159584e-01
beta[1]     3.284275e-14
Name: params, dtype: float64, 'loglikelihood': 19.231217071485812, 'aic': -30.462434142971624, 'bic': np.float64(-27.90620482451059)}, 4240: {'params': mu         -3.057438
omega       0.000449
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 24.771865470865812, 'aic': -41.543730941731624, 'bic': np.float64(-38.98750162327059)}, 4245: {'params': mu         -3.069661
omega       0.000902
alpha[1]    0.844628
beta[1]     0.057360
Name: params, dtype: float64, 'loglikelihood': 15.436068178474384, 'aic': -22.87213635694877, 'bic': np.float64(-20.315907038487737)}, 4250: {'params': mu         -3.269642e+00
omega       1.232248e-04
alpha[1]    9.999997e-01
beta[1]     1.135378e-07
Name: params, dtype: float64, 'loglikelihood': 23.860805997952163, 'aic': -39.721611995904325, 'bic': np.float64(-37.16538267744329)}, 4255: {'params': mu         -3.284655
omega       0.000017
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 32.13181001764496, 'aic': -56.26362003528992, 'bic': np.float64(-53.70739071682888)}, 4260: {'params': mu         -3.314827
omega       0.000636
alpha[1]    0.397204
beta[1]     0.602796
Name: params, dtype: float64, 'loglikelihood': 18.609340962467503, 'aic': -29.218681924935005, 'bic': np.float64(-26.66245260647397)}, 4265: {'params': mu         -3.417977
omega       0.000167
alpha[1]    0.999967
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 17.08146076756003, 'aic': -26.162921535120063, 'bic': np.float64(-23.606692216659027)}, 4270: {'params': mu         -3.529912
omega       0.000315
alpha[1]    0.912058
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 23.886399354417094, 'aic': -39.77279870883419, 'bic': np.float64(-37.21656939037315)}, 4275: {'params': mu         -3.539398
omega       0.000057
alpha[1]    0.000000
beta[1]     0.853816
Name: params, dtype: float64, 'loglikelihood': 33.055043872743944, 'aic': -58.11008774548789, 'bic': np.float64(-55.55385842702685)}, 4280: {'params': mu         -3.554647e+00
omega       4.981458e-06
alpha[1]    1.471238e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 32.201003014400484, 'aic': -56.40200602880097, 'bic': np.float64(-53.84577671033993)}, 4285: {'params': mu         -3.563155
omega       0.000005
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 31.177284728512287, 'aic': -54.354569457024574, 'bic': np.float64(-51.79834013856354)}, 4290: {'params': mu         -3.587260
omega       0.000577
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 23.90394895319408, 'aic': -39.80789790638816, 'bic': np.float64(-37.25166858792713)}, 4295: {'params': mu         -3.708816
omega       0.000031
alpha[1]    0.975863
beta[1]     0.024137
Name: params, dtype: float64, 'loglikelihood': 24.66760002461199, 'aic': -41.33520004922398, 'bic': np.float64(-38.77897073076294)}, 4300: {'params': mu         -3.709837
omega       0.000400
alpha[1]    0.532593
beta[1]     0.175278
Name: params, dtype: float64, 'loglikelihood': 28.445545654792983, 'aic': -48.89109130958597, 'bic': np.float64(-46.33486199112493)}, 4305: {'params': mu         -3.764243
omega       0.000224
alpha[1]    0.796776
beta[1]     0.033836
Name: params, dtype: float64, 'loglikelihood': 29.837863801107638, 'aic': -51.675727602215275, 'bic': np.float64(-49.11949828375424)}, 4310: {'params': mu         -3.785707e+00
omega       8.186985e-07
alpha[1]    6.411637e-01
beta[1]     3.588363e-01
Name: params, dtype: float64, 'loglikelihood': 39.69428296024682, 'aic': -71.38856592049363, 'bic': np.float64(-68.8323366020326)}, 4315: {'params': mu         -3.791171
omega       0.000014
alpha[1]    0.010000
beta[1]     0.689975
Name: params, dtype: float64, 'loglikelihood': 50.23869308892396, 'aic': -92.47738617784792, 'bic': np.float64(-89.92115685938688)}, 4320: {'params': mu         -3.795488e+00
omega       3.677228e-05
alpha[1]    1.000000e+00
beta[1]     1.207754e-19
Name: params, dtype: float64, 'loglikelihood': 43.768850260946216, 'aic': -79.53770052189243, 'bic': np.float64(-76.9814712034314)}, 4325: {'params': mu         -3.808086e+00
omega       1.094448e-05
alpha[1]    4.945388e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 35.89089081926735, 'aic': -63.781781638534696, 'bic': np.float64(-61.22555232007366)}, 4330: {'params': mu         -3.807898
omega       0.000166
alpha[1]    0.000000
beta[1]     0.584524
Name: params, dtype: float64, 'loglikelihood': 35.218963362762224, 'aic': -62.43792672552445, 'bic': np.float64(-59.88169740706341)}, 4335: {'params': mu         -3.804964
omega       0.000063
alpha[1]    0.000000
beta[1]     0.751492
Name: params, dtype: float64, 'loglikelihood': 35.761150530768795, 'aic': -63.52230106153759, 'bic': np.float64(-60.966071743076554)}, 4340: {'params': mu         -3.794710e+00
omega       6.371550e-05
alpha[1]    1.000000e+00
beta[1]     2.347636e-14
Name: params, dtype: float64, 'loglikelihood': 40.28963347142113, 'aic': -72.57926694284227, 'bic': np.float64(-70.02303762438123)}, 4345: {'params': mu         -3.795231
omega       0.000058
alpha[1]    0.996082
beta[1]     0.001037
Name: params, dtype: float64, 'loglikelihood': 35.99180356707315, 'aic': -63.9836071341463, 'bic': np.float64(-61.42737781568526)}, 4350: {'params': mu         -3.799979
omega       0.000329
alpha[1]    0.493671
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 32.69776864587805, 'aic': -57.3955372917561, 'bic': np.float64(-54.839307973295064)}, 4355: {'params': mu         -3.820799
omega       0.000232
alpha[1]    0.977191
beta[1]     0.022809
Name: params, dtype: float64, 'loglikelihood': 31.551526760302604, 'aic': -55.10305352060521, 'bic': np.float64(-52.54682420214417)}, 4360: {'params': mu         -3.828641
omega       0.000135
alpha[1]    0.010000
beta[1]     0.489995
Name: params, dtype: float64, 'loglikelihood': 37.630594227709956, 'aic': -67.26118845541991, 'bic': np.float64(-64.70495913695888)}, 4365: {'params': mu         -3.834771
omega       0.000116
alpha[1]    0.009999
beta[1]     0.490020
Name: params, dtype: float64, 'loglikelihood': 38.698142102354865, 'aic': -69.39628420470973, 'bic': np.float64(-66.8400548862487)}, 4370: {'params': mu         -3.841091e+00
omega       4.435345e-04
alpha[1]    1.970572e-01
beta[1]     1.629877e-07
Name: params, dtype: float64, 'loglikelihood': 32.79269419934913, 'aic': -57.58538839869826, 'bic': np.float64(-55.02915908023722)}, 4375: {'params': mu         -3.846446
omega       0.000061
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 27.732191631146097, 'aic': -47.464383262292195, 'bic': np.float64(-44.90815394383116)}, 4380: {'params': mu         -3.833471e+00
omega       9.070657e-04
alpha[1]    9.476157e-01
beta[1]     1.962468e-09
Name: params, dtype: float64, 'loglikelihood': 19.5101351042558, 'aic': -31.020270208511597, 'bic': np.float64(-28.464040890050562)}, 4385: {'params': mu         -3.816431
omega       0.000077
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.680010874690353, 'aic': -43.36002174938071, 'bic': np.float64(-40.80379243091967)}, 4390: {'params': mu         -3.807642e+00
omega       2.177960e-04
alpha[1]    1.000000e+00
beta[1]     4.703116e-13
Name: params, dtype: float64, 'loglikelihood': 27.84364653562898, 'aic': -47.68729307125796, 'bic': np.float64(-45.131063752796926)}, 4395: {'params': mu         -3.807480
omega       0.000185
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.07235907250159, 'aic': -60.14471814500318, 'bic': np.float64(-57.58848882654215)}, 4400: {'params': mu         -3.815343
omega       0.000604
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 27.431897198362638, 'aic': -46.863794396725275, 'bic': np.float64(-44.30756507826424)}, 4405: {'params': mu         -3.816745
omega       0.000440
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.034472465856968, 'aic': -36.068944931713936, 'bic': np.float64(-33.5127156132529)}, 4410: {'params': mu         -3.873976e+00
omega       5.313087e-03
alpha[1]    3.486430e-01
beta[1]     1.258860e-16
Name: params, dtype: float64, 'loglikelihood': 15.073830954639776, 'aic': -22.147661909279552, 'bic': np.float64(-19.59143259081852)}, 4415: {'params': mu         -3.864213
omega       0.006852
alpha[1]    0.722582
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 8.160157083174006, 'aic': -8.320314166348012, 'bic': np.float64(-5.764084847886979)}, 4420: {'params': mu         -3.633467
omega       0.000971
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 18.33733802820855, 'aic': -28.6746760564171, 'bic': np.float64(-26.118446737956063)}, 4425: {'params': mu         -3.618273e+00
omega       3.801556e-05
alpha[1]    1.241195e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 25.51579611625431, 'aic': -43.03159223250862, 'bic': np.float64(-40.47536291404759)}, 4430: {'params': mu         -3.603255
omega       0.000377
alpha[1]    0.357828
beta[1]     0.642172
Name: params, dtype: float64, 'loglikelihood': 19.916924389111674, 'aic': -31.83384877822335, 'bic': np.float64(-29.277619459762313)}, 4435: {'params': mu         -3.581694
omega       0.003118
alpha[1]    0.009995
beta[1]     0.490026
Name: params, dtype: float64, 'loglikelihood': 15.733356812268552, 'aic': -23.466713624537103, 'bic': np.float64(-20.91048430607607)}, 4440: {'params': mu         -3.509862
omega       0.000693
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 17.949478810057737, 'aic': -27.898957620115475, 'bic': np.float64(-25.34272830165444)}, 4445: {'params': mu         -3.426390
omega       0.001036
alpha[1]    0.966975
beta[1]     0.033025
Name: params, dtype: float64, 'loglikelihood': 17.628039067839143, 'aic': -27.256078135678287, 'bic': np.float64(-24.69984881721725)}, 4450: {'params': mu         -3.423119e+00
omega       1.607889e-03
alpha[1]    1.000000e+00
beta[1]     9.534381e-11
Name: params, dtype: float64, 'loglikelihood': 18.712752854745943, 'aic': -29.425505709491887, 'bic': np.float64(-26.86927639103085)}, 4455: {'params': mu         -3.433061
omega       0.002562
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 8.206099308824202, 'aic': -8.412198617648404, 'bic': np.float64(-5.85596929918737)}, 4460: {'params': mu         -3.852141e+00
omega       4.806782e-04
alpha[1]    1.000000e+00
beta[1]     3.451048e-09
Name: params, dtype: float64, 'loglikelihood': 10.769497130463007, 'aic': -13.538994260926014, 'bic': np.float64(-10.98276494246498)}, 4465: {'params': mu         -3.866186
omega       0.002837
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 16.22845821147463, 'aic': -24.456916422949263, 'bic': np.float64(-21.900687104488227)}, 4470: {'params': mu         -3.901171e+00
omega       1.612200e-03
alpha[1]    1.000000e+00
beta[1]     1.540871e-08
Name: params, dtype: float64, 'loglikelihood': 15.082706492085846, 'aic': -22.16541298417169, 'bic': np.float64(-19.60918366571066)}, 4475: {'params': mu         -4.081724
omega       0.000167
alpha[1]    0.999997
beta[1]     0.000001
Name: params, dtype: float64, 'loglikelihood': 23.219705136384206, 'aic': -38.43941027276841, 'bic': np.float64(-35.88318095430738)}, 4480: {'params': mu         -4.113443
omega       0.000060
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 24.08611032593125, 'aic': -40.1722206518625, 'bic': np.float64(-37.61599133340147)}, 4485: {'params': mu         -4.142314
omega       0.001614
alpha[1]    0.000000
beta[1]     0.128124
Name: params, dtype: float64, 'loglikelihood': 24.177729190037084, 'aic': -40.35545838007417, 'bic': np.float64(-37.79922906161313)}, 4490: {'params': mu         -4.181647
omega       0.001193
alpha[1]    0.477952
beta[1]     0.504083
Name: params, dtype: float64, 'loglikelihood': 15.552045430296406, 'aic': -23.104090860592812, 'bic': np.float64(-20.547861542131777)}, 4495: {'params': mu         -4.314061
omega       0.000379
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 16.23425322748986, 'aic': -24.468506454979718, 'bic': np.float64(-21.912277136518682)}, 4500: {'params': mu         -4.369611e+00
omega       1.037547e-04
alpha[1]    1.143922e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 18.19522048550135, 'aic': -28.390440971002697, 'bic': np.float64(-25.83421165254166)}, 4505: {'params': mu         -4.302282
omega       0.009005
alpha[1]    0.913002
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 5.063635919713585, 'aic': -2.12727183942717, 'bic': np.float64(0.4289574790338637)}, 4510: {'params': mu         -4.031901
omega       0.000325
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 18.172253018859568, 'aic': -28.344506037719135, 'bic': np.float64(-25.7882767192581)}, 4515: {'params': mu         -4.001333e+00
omega       1.429935e-03
alpha[1]    2.263784e-16
beta[1]     3.892800e-01
Name: params, dtype: float64, 'loglikelihood': 22.595453534528936, 'aic': -37.19090706905787, 'bic': np.float64(-34.634677750596836)}, 4520: {'params': mu         -3.985342e+00
omega       1.515902e-04
alpha[1]    3.681490e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 19.09528879052268, 'aic': -30.19057758104536, 'bic': np.float64(-27.634348262584325)}, 4525: {'params': mu         -3.995860e+00
omega       4.186356e-04
alpha[1]    2.330601e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 11.675597091525004, 'aic': -15.351194183050008, 'bic': np.float64(-12.794964864588975)}, 4530: {'params': mu         -4.026348
omega       0.003949
alpha[1]    0.377162
beta[1]     0.622838
Name: params, dtype: float64, 'loglikelihood': 6.06220742676135, 'aic': -4.124414853522699, 'bic': np.float64(-1.5681855350616658)}, 4535: {'params': mu         -3.582920e+00
omega       4.451523e-04
alpha[1]    9.230607e-01
beta[1]     2.149383e-13
Name: params, dtype: float64, 'loglikelihood': 5.657384820569319, 'aic': -3.3147696411386374, 'bic': np.float64(-0.7585403226776037)}, 4540: {'params': mu         -3.570058e+00
omega       7.885076e-04
alpha[1]    1.000000e+00
beta[1]     1.394010e-08
Name: params, dtype: float64, 'loglikelihood': 12.394979046779094, 'aic': -16.789958093558187, 'bic': np.float64(-14.233728775097154)}, 4545: {'params': mu         -3.464803
omega       0.005319
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 11.943316091792008, 'aic': -15.886632183584016, 'bic': np.float64(-13.330402865122982)}, 4550: {'params': mu         -3.354702
omega       0.000195
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.866698780652534, 'aic': -37.73339756130507, 'bic': np.float64(-35.17716824284403)}, 4555: {'params': mu         -3.353058
omega       0.000433
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.963743789014206, 'aic': -33.92748757802841, 'bic': np.float64(-31.371258259567377)}, 4560: {'params': mu         -3.304215
omega       0.002675
alpha[1]    0.009990
beta[1]     0.489875
Name: params, dtype: float64, 'loglikelihood': 16.72385451687799, 'aic': -25.447709033755977, 'bic': np.float64(-22.891479715294942)}, 4565: {'params': mu         -3.254850
omega       0.000244
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 14.796380381234602, 'aic': -21.592760762469204, 'bic': np.float64(-19.03653144400817)}, 4570: {'params': mu         -3.202247e+00
omega       6.962387e-03
alpha[1]    1.000000e+00
beta[1]     2.209231e-14
Name: params, dtype: float64, 'loglikelihood': 5.861811395677442, 'aic': -3.7236227913548845, 'bic': np.float64(-1.1673934728938509)}, 4575: {'params': mu         -2.745961e+00
omega       4.645602e-10
alpha[1]    9.459009e-01
beta[1]     5.409914e-02
Name: params, dtype: float64, 'loglikelihood': 7.296880667666406, 'aic': -6.593761335332813, 'bic': np.float64(-4.037532016871779)}, 4580: {'params': mu         -2.723493
omega       0.000316
alpha[1]    1.000000
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 17.259693266880166, 'aic': -26.519386533760333, 'bic': np.float64(-23.963157215299297)}, 4585: {'params': mu         -2.682702
omega       0.001821
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 13.414613983883427, 'aic': -18.829227967766855, 'bic': np.float64(-16.27299864930582)}, 4590: {'params': mu         -2.427504e+00
omega       6.274534e-05
alpha[1]    9.999997e-01
beta[1]     9.430016e-08
Name: params, dtype: float64, 'loglikelihood': 19.890665846929476, 'aic': -31.781331693858952, 'bic': np.float64(-29.225102375397917)}, 4595: {'params': mu         -2.425827
omega       0.000583
alpha[1]    0.999992
beta[1]     0.000010
Name: params, dtype: float64, 'loglikelihood': 24.805966915099958, 'aic': -41.611933830199916, 'bic': np.float64(-39.05570451173888)}, 4600: {'params': mu         -2.503991
omega       0.008755
alpha[1]    0.722423
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 9.60899096809641, 'aic': -11.217981936192821, 'bic': np.float64(-8.661752617731787)}, 4605: {'params': mu         -2.563598
omega       0.005569
alpha[1]    0.706351
beta[1]     0.293649
Name: params, dtype: float64, 'loglikelihood': 3.6832533002122316, 'aic': 0.6334933995755367, 'bic': np.float64(3.1897227180365704)}, 4610: {'params': mu         -2.021375e+00
omega       1.670602e-04
alpha[1]    1.000000e+00
beta[1]     5.101838e-13
Name: params, dtype: float64, 'loglikelihood': 8.289313827440035, 'aic': -8.57862765488007, 'bic': np.float64(-6.022398336419036)}, 4615: {'params': mu         -2.010109e+00
omega       8.741078e-09
alpha[1]    9.999981e-01
beta[1]     1.822021e-06
Name: params, dtype: float64, 'loglikelihood': 29.64062018845467, 'aic': -51.28124037690934, 'bic': np.float64(-48.7250110584483)}, 4620: {'params': mu         -2.009200e+00
omega       9.368097e-05
alpha[1]    9.999999e-01
beta[1]     5.862391e-08
Name: params, dtype: float64, 'loglikelihood': 37.61052717380542, 'aic': -67.22105434761085, 'bic': np.float64(-64.66482502914981)}, 4625: {'params': mu         -2.004357
omega       0.000144
alpha[1]    0.010000
beta[1]     0.489997
Name: params, dtype: float64, 'loglikelihood': 37.167560465744664, 'aic': -66.33512093148933, 'bic': np.float64(-63.77889161302829)}, 4630: {'params': mu         -1.985948
omega       0.000031
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 27.887181146403208, 'aic': -47.774362292806416, 'bic': np.float64(-45.21813297434538)}, 4635: {'params': mu         -1.968172
omega       0.000374
alpha[1]    0.479514
beta[1]     0.520486
Name: params, dtype: float64, 'loglikelihood': 23.587951584640688, 'aic': -39.175903169281376, 'bic': np.float64(-36.61967385082034)}, 4640: {'params': mu         -1.900157
omega       0.000206
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 15.395228211357322, 'aic': -22.790456422714644, 'bic': np.float64(-20.234227104253613)}, 4645: {'params': mu         -1.776798
omega       0.001033
alpha[1]    0.782923
beta[1]     0.071614
Name: params, dtype: float64, 'loglikelihood': 17.65178791712279, 'aic': -27.303575834245578, 'bic': np.float64(-24.747346515784542)}, 4650: {'params': mu         -1.768444
omega       0.000021
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 27.517711865338633, 'aic': -47.035423730677266, 'bic': np.float64(-44.47919441221623)}, 4655: {'params': mu         -1.735123
omega       0.000308
alpha[1]    0.821359
beta[1]     0.178641
Name: params, dtype: float64, 'loglikelihood': 21.81418519511535, 'aic': -35.6283703902307, 'bic': np.float64(-33.072141071769664)}, 4660: {'params': mu         -1.685914e+00
omega       1.062870e-02
alpha[1]    1.000000e+00
beta[1]     3.676292e-12
Name: params, dtype: float64, 'loglikelihood': 2.6042473134852466, 'aic': 2.7915053730295067, 'bic': np.float64(5.34773469149054)}, 4665: {'params': mu         -1.566528e+00
omega       2.903378e-02
alpha[1]    6.473260e-01
beta[1]     1.393229e-16
Name: params, dtype: float64, 'loglikelihood': -0.2118518325574008, 'aic': 8.423703665114802, 'bic': np.float64(10.979932983575836)}, 4670: {'params': mu         -1.473884e+00
omega       1.887025e-02
alpha[1]    1.000000e+00
beta[1]     7.816484e-15
Name: params, dtype: float64, 'loglikelihood': -5.631984697231212, 'aic': 19.263969394462425, 'bic': np.float64(21.820198712923457)}, 4675: {'params': mu         -2.089333
omega       0.002835
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 8.351988035365144, 'aic': -8.703976070730288, 'bic': np.float64(-6.147746752269255)}, 4680: {'params': mu         -2.126659e+00
omega       2.637646e-03
alpha[1]    9.667704e-01
beta[1]     1.061016e-14
Name: params, dtype: float64, 'loglikelihood': 11.349448020634874, 'aic': -14.698896041269748, 'bic': np.float64(-12.142666722808714)}, 4685: {'params': mu         -2.194926e+00
omega       5.721248e-03
alpha[1]    6.756969e-01
beta[1]     7.310645e-14
Name: params, dtype: float64, 'loglikelihood': 10.901102100033244, 'aic': -13.802204200066488, 'bic': np.float64(-11.245974881605454)}, 4690: {'params': mu         -2.337686e+00
omega       1.425240e-03
alpha[1]    1.906625e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 4.213758182650297, 'aic': -0.427516365300594, 'bic': np.float64(2.1287129531604396)}, 4695: {'params': mu         -2.825191e+00
omega       8.334837e-10
alpha[1]    8.999629e-01
beta[1]     6.376358e-03
Name: params, dtype: float64, 'loglikelihood': 5.178385038260473, 'aic': -2.356770076520945, 'bic': np.float64(0.19945924194008846)}, 4700: {'params': mu         -2.832230e+00
omega       2.322191e-03
alpha[1]    1.000000e+00
beta[1]     1.158875e-10
Name: params, dtype: float64, 'loglikelihood': 7.481674878719867, 'aic': -6.963349757439733, 'bic': np.float64(-4.4071204389786995)}, 4705: {'params': mu         -2.842513e+00
omega       2.308672e-03
alpha[1]    9.999992e-01
beta[1]     3.254223e-07
Name: params, dtype: float64, 'loglikelihood': 2.50739955342028, 'aic': 2.9852008931594396, 'bic': np.float64(5.541430211620473)}, 4710: {'params': mu         -3.483768
omega       0.002997
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 0.868566404683541, 'aic': 6.262867190632918, 'bic': np.float64(8.819096509093951)}, 4715: {'params': mu         -3.776327e+00
omega       3.626068e-03
alpha[1]    1.000000e+00
beta[1]     5.243036e-10
Name: params, dtype: float64, 'loglikelihood': 5.761256232086794, 'aic': -3.5225124641735874, 'bic': np.float64(-0.9662831457125538)}, 4720: {'params': mu         -3.924640
omega       0.003888
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 7.153840971061096, 'aic': -6.307681942122192, 'bic': np.float64(-3.7514526236611587)}, 4725: {'params': mu         -4.168114
omega       0.000469
alpha[1]    0.846088
beta[1]     0.153912
Name: params, dtype: float64, 'loglikelihood': 10.661683064169264, 'aic': -13.323366128338527, 'bic': np.float64(-10.767136809877494)}, 4730: {'params': mu         -4.147254e+00
omega       4.757132e-11
alpha[1]    0.000000e+00
beta[1]     9.820615e-01
Name: params, dtype: float64, 'loglikelihood': 17.627027772769466, 'aic': -27.254055545538932, 'bic': np.float64(-24.697826227077897)}, 4735: {'params': mu         -4.080130
omega       0.001635
alpha[1]    0.985427
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 17.587797434045736, 'aic': -27.175594868091473, 'bic': np.float64(-24.619365549630437)}, 4740: {'params': mu         -4.067657e+00
omega       1.362949e-04
alpha[1]    9.231976e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 19.521487508054058, 'aic': -31.042975016108116, 'bic': np.float64(-28.48674569764708)}, 4745: {'params': mu         -4.030341e+00
omega       1.093640e-04
alpha[1]    4.212827e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 16.165548351616238, 'aic': -24.331096703232475, 'bic': np.float64(-21.77486738477144)}, 4750: {'params': mu         -3.978461e+00
omega       2.524418e-07
alpha[1]    2.878467e-09
beta[1]     9.158853e-01
Name: params, dtype: float64, 'loglikelihood': 15.588854119958308, 'aic': -23.177708239916615, 'bic': np.float64(-20.621478921455584)}, 4755: {'params': mu         -3.937379
omega       0.000190
alpha[1]    0.305650
beta[1]     0.303774
Name: params, dtype: float64, 'loglikelihood': 33.631311148528034, 'aic': -59.26262229705607, 'bic': np.float64(-56.706392978595034)}, 4760: {'params': mu         -3.934739e+00
omega       1.577722e-30
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 455.63382639925703, 'aic': -903.2676527985141, 'bic': np.float64(-900.711423480053)}, 4765: {'params': mu         -3.917189
omega       0.000074
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 25.693650005219414, 'aic': -43.38730001043883, 'bic': np.float64(-40.83107069197779)}, 4770: {'params': mu         -3.903937
omega       0.000102
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 20.22558414806914, 'aic': -32.45116829613828, 'bic': np.float64(-29.894938977677242)}, 4775: {'params': mu         -3.847755e+00
omega       2.078312e-04
alpha[1]    5.124991e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 13.363386956298243, 'aic': -18.726773912596485, 'bic': np.float64(-16.17054459413545)}, 4780: {'params': mu         -3.785407e+00
omega       1.302002e-03
alpha[1]    1.124103e-17
beta[1]     7.797692e-01
Name: params, dtype: float64, 'loglikelihood': 15.251396658725048, 'aic': -22.502793317450095, 'bic': np.float64(-19.946563998989063)}, 4785: {'params': mu         -3.735123
omega       0.001686
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 11.104931924580494, 'aic': -14.209863849160989, 'bic': np.float64(-11.653634530699955)}, 4790: {'params': mu         -3.868094e+00
omega       3.869495e-03
alpha[1]    1.000000e+00
beta[1]     1.087229e-10
Name: params, dtype: float64, 'loglikelihood': 1.4995638788596533, 'aic': 5.0008722422806935, 'bic': np.float64(7.557101560741727)}, 4795: {'params': mu         -4.572978e+00
omega       5.451589e-09
alpha[1]    9.999987e-01
beta[1]     5.477861e-08
Name: params, dtype: float64, 'loglikelihood': 38.330116581555316, 'aic': -68.66023316311063, 'bic': np.float64(-66.1040038446496)}, 4800: {'params': mu         -4.588258
omega       0.005683
alpha[1]    0.950611
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 12.205229295372565, 'aic': -16.41045859074513, 'bic': np.float64(-13.854229272284096)}, 4805: {'params': mu         -4.608564e+00
omega       6.662404e-03
alpha[1]    5.354667e-01
beta[1]     1.661587e-11
Name: params, dtype: float64, 'loglikelihood': 11.079058811809116, 'aic': -14.158117623618232, 'bic': np.float64(-11.601888305157198)}, 4810: {'params': mu         -4.742421e+00
omega       1.954161e-08
alpha[1]    9.999999e-01
beta[1]     1.265224e-07
Name: params, dtype: float64, 'loglikelihood': 22.946609886667268, 'aic': -37.893219773334536, 'bic': np.float64(-35.3369904548735)}, 4815: {'params': mu         -4.739492
omega       0.000064
alpha[1]    0.999687
beta[1]     0.000558
Name: params, dtype: float64, 'loglikelihood': 38.14814744017364, 'aic': -68.29629488034728, 'bic': np.float64(-65.74006556188624)}, 4820: {'params': mu         -4.739645e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 465.3378869270963, 'aic': -922.6757738541926, 'bic': np.float64(-920.1195445357315)}, 4825: {'params': mu         -4.769061e+00
omega       7.619571e-03
alpha[1]    6.106431e-01
beta[1]     1.438521e-16
Name: params, dtype: float64, 'loglikelihood': 12.51131860445986, 'aic': -17.02263720891972, 'bic': np.float64(-14.466407890458685)}, 4830: {'params': mu         -4.740846
omega       0.017471
alpha[1]    0.446371
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 5.396640709552527, 'aic': -2.7932814191050532, 'bic': np.float64(-0.2370521006440196)}, 4835: {'params': mu         -4.692129e+00
omega       2.681456e-02
alpha[1]    9.259637e-16
beta[1]     4.739956e-01
Name: params, dtype: float64, 'loglikelihood': 1.202248251896835, 'aic': 5.59550349620633, 'bic': np.float64(8.151732814667364)}, 4840: {'params': mu         -4.582528e+00
omega       6.935366e-10
alpha[1]    7.966664e-12
beta[1]     8.965429e-01
Name: params, dtype: float64, 'loglikelihood': 7.842063470519708, 'aic': -7.684126941039416, 'bic': np.float64(-5.1278976225783826)}, 4845: {'params': mu         -4.572325e+00
omega       2.388100e-07
alpha[1]    1.000000e+00
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': 63.85711594203355, 'aic': -119.7142318840671, 'bic': np.float64(-117.15800256560607)}, 4850: {'params': mu         -4.481718e+00
omega       1.807124e-02
alpha[1]    3.774178e-01
beta[1]     1.196967e-10
Name: params, dtype: float64, 'loglikelihood': 5.66971821749782, 'aic': -3.3394364349956405, 'bic': np.float64(-0.7832071165346068)}, 4855: {'params': mu         -4.218691
omega       0.019931
alpha[1]    0.778920
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -1.791079257076343, 'aic': 11.582158514152686, 'bic': np.float64(14.13838783261372)}, 4860: {'params': mu         -3.905760e+00
omega       4.138322e-10
alpha[1]    9.807501e-01
beta[1]     1.439324e-07
Name: params, dtype: float64, 'loglikelihood': 49.70406746739943, 'aic': -91.40813493479887, 'bic': np.float64(-88.85190561633783)}, 4865: {'params': mu         -3.934411e+00
omega       9.217345e-03
alpha[1]    5.276872e-01
beta[1]     4.930381e-32
Name: params, dtype: float64, 'loglikelihood': 9.999301260854388, 'aic': -11.998602521708776, 'bic': np.float64(-9.442373203247742)}, 4870: {'params': mu         -3.968231e+00
omega       1.321943e-02
alpha[1]    4.995709e-01
beta[1]     9.611375e-16
Name: params, dtype: float64, 'loglikelihood': 5.8856327754380455, 'aic': -3.771265550876091, 'bic': np.float64(-1.2150362324150574)}, 4875: {'params': mu         -3.876511e+00
omega       1.044629e-02
alpha[1]    1.000000e+00
beta[1]     5.726448e-13
Name: params, dtype: float64, 'loglikelihood': -1.29564784507034, 'aic': 10.59129569014068, 'bic': np.float64(13.147525008601713)}, 4880: {'params': mu         -3.821305
omega       0.000002
alpha[1]    0.999912
beta[1]     0.000029
Name: params, dtype: float64, 'loglikelihood': 18.97392389613447, 'aic': -29.947847792268938, 'bic': np.float64(-27.391618473807902)}, 4885: {'params': mu         -3.855405
omega       0.022806
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 2.300426433943194, 'aic': 3.3991471321136117, 'bic': np.float64(5.955376450574645)}, 4890: {'params': mu         -3.927396e+00
omega       1.991653e-02
alpha[1]    7.649292e-01
beta[1]     2.552502e-14
Name: params, dtype: float64, 'loglikelihood': 0.6907050066313358, 'aic': 6.618589986737328, 'bic': np.float64(9.174819305198362)}, 4895: {'params': mu         -4.328447e+00
omega       2.968528e-08
alpha[1]    1.000000e+00
beta[1]     7.854949e-09
Name: params, dtype: float64, 'loglikelihood': 34.33615055440203, 'aic': -60.672301108804064, 'bic': np.float64(-58.11607179034303)}, 4900: {'params': mu         -4.322978e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 465.3378869270963, 'aic': -922.6757738541926, 'bic': np.float64(-920.1195445357315)}, 4905: {'params': mu         -4.322978e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 465.3378869270963, 'aic': -922.6757738541926, 'bic': np.float64(-920.1195445357315)}, 4910: {'params': mu         -4.322978e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 465.3378869270963, 'aic': -922.6757738541926, 'bic': np.float64(-920.1195445357315)}, 4915: {'params': mu         -4.322978e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 465.3378869270963, 'aic': -922.6757738541926, 'bic': np.float64(-920.1195445357315)}, 4920: {'params': mu         -4.322978e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 465.3378869270963, 'aic': -922.6757738541926, 'bic': np.float64(-920.1195445357315)}, 4925: {'params': mu         -4.322978e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 465.3378869270963, 'aic': -922.6757738541926, 'bic': np.float64(-920.1195445357315)}, 4930: {'params': mu         -4.322978e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 465.3378869270963, 'aic': -922.6757738541926, 'bic': np.float64(-920.1195445357315)}, 4935: {'params': mu         -4.322978e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 465.3378869270963, 'aic': -922.6757738541926, 'bic': np.float64(-920.1195445357315)}, 4940: {'params': mu         -4.322978e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 465.3378869270963, 'aic': -922.6757738541926, 'bic': np.float64(-920.1195445357315)}, 4945: {'params': mu         -4.322978e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 465.3378869270963, 'aic': -922.6757738541926, 'bic': np.float64(-920.1195445357315)}, 4950: {'params': mu         -4.322978e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 465.3378869270963, 'aic': -922.6757738541926, 'bic': np.float64(-920.1195445357315)}, 4955: {'params': mu         -4.322978e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 465.3378869270963, 'aic': -922.6757738541926, 'bic': np.float64(-920.1195445357315)}}, 28: {0: {'params': mu         -0.004629
omega       0.001127
alpha[1]    0.916699
beta[1]     0.036278
Name: params, dtype: float64, 'loglikelihood': 39.23650314077808, 'aic': -70.47300628155617, 'bic': np.float64(-65.14418824085536)}, 5: {'params': mu          9.047173e-03
omega       6.580360e-04
alpha[1]    1.000000e+00
beta[1]     1.210654e-10
Name: params, dtype: float64, 'loglikelihood': 32.27768110982599, 'aic': -56.55536221965198, 'bic': np.float64(-51.226544178951166)}, 10: {'params': mu         -0.004154
omega       0.000651
alpha[1]    0.913203
beta[1]     0.086797
Name: params, dtype: float64, 'loglikelihood': 23.739361911950212, 'aic': -39.478723823900424, 'bic': np.float64(-34.14990578319961)}, 15: {'params': mu         -0.235533
omega       0.000202
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 41.61434807735176, 'aic': -75.22869615470351, 'bic': np.float64(-69.8998781140027)}, 20: {'params': mu         -0.244590
omega       0.000075
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 43.30587316849975, 'aic': -78.6117463369995, 'bic': np.float64(-73.28292829629869)}, 25: {'params': mu         -0.237945
omega       0.000170
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 45.687118815092596, 'aic': -83.37423763018519, 'bic': np.float64(-78.04541958948438)}, 30: {'params': mu         -4.185715e-01
omega       3.825294e-05
alpha[1]    9.783413e-01
beta[1]     5.159502e-08
Name: params, dtype: float64, 'loglikelihood': 45.75021005182125, 'aic': -83.5004201036425, 'bic': np.float64(-78.17160206294169)}, 35: {'params': mu         -4.181019e-01
omega       4.372205e-05
alpha[1]    1.000000e+00
beta[1]     7.104910e-09
Name: params, dtype: float64, 'loglikelihood': 48.78967135573396, 'aic': -89.57934271146792, 'bic': np.float64(-84.2505246707671)}, 40: {'params': mu         -0.417855
omega       0.000054
alpha[1]    0.999998
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 58.566991353719196, 'aic': -109.13398270743839, 'bic': np.float64(-103.80516466673758)}, 45: {'params': mu         -0.423922
omega       0.000639
alpha[1]    0.557225
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 57.825550757335, 'aic': -107.65110151467, 'bic': np.float64(-102.3222834739692)}, 50: {'params': mu         -4.261675e-01
omega       7.748112e-04
alpha[1]    6.231447e-01
beta[1]     1.180712e-07
Name: params, dtype: float64, 'loglikelihood': 51.137709645330524, 'aic': -94.27541929066105, 'bic': np.float64(-88.94660124996024)}, 55: {'params': mu         -4.119547e-01
omega       1.211250e-03
alpha[1]    4.630430e-01
beta[1]     1.574871e-09
Name: params, dtype: float64, 'loglikelihood': 46.77259771715682, 'aic': -85.54519543431364, 'bic': np.float64(-80.21637739361283)}, 60: {'params': mu         -0.399904
omega       0.000658
alpha[1]    0.644593
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 51.12407920600421, 'aic': -94.24815841200842, 'bic': np.float64(-88.91934037130761)}, 65: {'params': mu         -3.927957e-01
omega       1.106601e-11
alpha[1]    3.762493e-01
beta[1]     6.013255e-01
Name: params, dtype: float64, 'loglikelihood': 58.746754711568514, 'aic': -109.49350942313703, 'bic': np.float64(-104.16469138243622)}, 70: {'params': mu         -0.390823
omega       0.000268
alpha[1]    0.866398
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 61.907253157432564, 'aic': -115.81450631486513, 'bic': np.float64(-110.48568827416432)}, 75: {'params': mu         -4.006377e-01
omega       5.271052e-05
alpha[1]    7.492277e-07
beta[1]     8.551189e-01
Name: params, dtype: float64, 'loglikelihood': 65.20005616620655, 'aic': -122.4001123324131, 'bic': np.float64(-117.07129429171229)}, 80: {'params': mu         -0.402101
omega       0.000231
alpha[1]    0.009999
beta[1]     0.489985
Name: params, dtype: float64, 'loglikelihood': 67.8057303818419, 'aic': -127.6114607636838, 'bic': np.float64(-122.28264272298298)}, 85: {'params': mu         -0.406304
omega       0.000052
alpha[1]    0.278117
beta[1]     0.721883
Name: params, dtype: float64, 'loglikelihood': 63.741345074154665, 'aic': -119.48269014830933, 'bic': np.float64(-114.15387210760852)}, 90: {'params': mu         -0.413043
omega       0.000108
alpha[1]    0.577494
beta[1]     0.422506
Name: params, dtype: float64, 'loglikelihood': 52.886285734345016, 'aic': -97.77257146869003, 'bic': np.float64(-92.44375342798922)}, 95: {'params': mu         -0.418211
omega       0.000146
alpha[1]    0.725796
beta[1]     0.274204
Name: params, dtype: float64, 'loglikelihood': 45.64438338568161, 'aic': -83.28876677136321, 'bic': np.float64(-77.9599487306624)}, 100: {'params': mu         -0.529961
omega       0.000265
alpha[1]    0.917279
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 46.29954181161365, 'aic': -84.5990836232273, 'bic': np.float64(-79.27026558252649)}, 105: {'params': mu         -0.539637
omega       0.000202
alpha[1]    0.835954
beta[1]     0.000065
Name: params, dtype: float64, 'loglikelihood': 53.794065735541544, 'aic': -99.58813147108309, 'bic': np.float64(-94.25931343038228)}, 110: {'params': mu         -5.385813e-01
omega       2.408726e-04
alpha[1]    1.000000e+00
beta[1]     6.168195e-14
Name: params, dtype: float64, 'loglikelihood': 62.193470367900744, 'aic': -116.38694073580149, 'bic': np.float64(-111.05812269510068)}, 115: {'params': mu         -0.544415
omega       0.000240
alpha[1]    0.657097
beta[1]     0.000469
Name: params, dtype: float64, 'loglikelihood': 65.45287836992185, 'aic': -122.9057567398437, 'bic': np.float64(-117.57693869914289)}, 120: {'params': mu         -0.550838
omega       0.000208
alpha[1]    0.832177
beta[1]     0.039034
Name: params, dtype: float64, 'loglikelihood': 60.207292685126546, 'aic': -112.41458537025309, 'bic': np.float64(-107.08576732955228)}, 125: {'params': mu         -0.592499
omega       0.000046
alpha[1]    0.860636
beta[1]     0.139403
Name: params, dtype: float64, 'loglikelihood': 60.22370887768932, 'aic': -112.44741775537864, 'bic': np.float64(-107.11859971467783)}, 130: {'params': mu         -0.592404
omega       0.000045
alpha[1]    0.914384
beta[1]     0.085616
Name: params, dtype: float64, 'loglikelihood': 53.774315713919464, 'aic': -99.54863142783893, 'bic': np.float64(-94.21981338713812)}, 135: {'params': mu         -5.928241e-01
omega       5.118341e-05
alpha[1]    1.000000e+00
beta[1]     4.135366e-15
Name: params, dtype: float64, 'loglikelihood': 46.801955388045606, 'aic': -85.60391077609121, 'bic': np.float64(-80.2750927353904)}, 140: {'params': mu         -0.608859
omega       0.000133
alpha[1]    0.999983
beta[1]     0.000010
Name: params, dtype: float64, 'loglikelihood': 33.807873903223914, 'aic': -59.61574780644783, 'bic': np.float64(-54.28692976574701)}, 145: {'params': mu         -8.195819e-01
omega       4.025619e-05
alpha[1]    9.477750e-01
beta[1]     1.393275e-07
Name: params, dtype: float64, 'loglikelihood': 48.109546716942624, 'aic': -88.21909343388525, 'bic': np.float64(-82.89027539318444)}, 150: {'params': mu         -0.821134
omega       0.000056
alpha[1]    0.995503
beta[1]     0.002635
Name: params, dtype: float64, 'loglikelihood': 58.9987772119697, 'aic': -109.9975544239394, 'bic': np.float64(-104.6687363832386)}, 155: {'params': mu         -0.821655
omega       0.000066
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 64.73038308318442, 'aic': -121.46076616636884, 'bic': np.float64(-116.13194812566803)}, 160: {'params': mu         -0.844865
omega       0.000150
alpha[1]    0.352051
beta[1]     0.242981
Name: params, dtype: float64, 'loglikelihood': 72.19708781017538, 'aic': -136.39417562035075, 'bic': np.float64(-131.06535757964994)}, 165: {'params': mu         -0.852999
omega       0.000146
alpha[1]    0.483199
beta[1]     0.193800
Name: params, dtype: float64, 'loglikelihood': 70.77959653877915, 'aic': -133.5591930775583, 'bic': np.float64(-128.23037503685748)}, 170: {'params': mu         -0.857270
omega       0.000145
alpha[1]    0.280053
beta[1]     0.449967
Name: params, dtype: float64, 'loglikelihood': 68.3915494051868, 'aic': -128.7830988103736, 'bic': np.float64(-123.45428076967278)}, 175: {'params': mu         -0.864440
omega       0.000138
alpha[1]    0.661041
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 74.58912895934336, 'aic': -141.1782579186867, 'bic': np.float64(-135.8494398779859)}, 180: {'params': mu         -0.865899
omega       0.000163
alpha[1]    0.838081
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 70.74310315965948, 'aic': -133.48620631931897, 'bic': np.float64(-128.15738827861816)}, 185: {'params': mu         -8.712334e-01
omega       1.421747e-04
alpha[1]    8.822885e-01
beta[1]     9.092549e-14
Name: params, dtype: float64, 'loglikelihood': 71.24926226684818, 'aic': -134.49852453369635, 'bic': np.float64(-129.16970649299554)}, 190: {'params': mu         -8.717893e-01
omega       8.201092e-05
alpha[1]    1.000000e+00
beta[1]     3.848802e-12
Name: params, dtype: float64, 'loglikelihood': 76.38809247062721, 'aic': -144.77618494125443, 'bic': np.float64(-139.44736690055362)}, 195: {'params': mu         -8.742641e-01
omega       1.707662e-04
alpha[1]    1.000000e+00
beta[1]     1.413185e-13
Name: params, dtype: float64, 'loglikelihood': 65.42970424188617, 'aic': -122.85940848377234, 'bic': np.float64(-117.53059044307153)}, 200: {'params': mu         -8.721818e-01
omega       1.779791e-04
alpha[1]    1.000000e+00
beta[1]     1.064926e-16
Name: params, dtype: float64, 'loglikelihood': 53.88183333095457, 'aic': -99.76366666190914, 'bic': np.float64(-94.43484862120833)}, 205: {'params': mu         -0.870657
omega       0.000197
alpha[1]    0.973129
beta[1]     0.026871
Name: params, dtype: float64, 'loglikelihood': 43.61485599134819, 'aic': -79.22971198269639, 'bic': np.float64(-73.90089394199558)}, 210: {'params': mu         -0.753140
omega       0.000107
alpha[1]    0.572142
beta[1]     0.229179
Name: params, dtype: float64, 'loglikelihood': 60.79483609308236, 'aic': -113.58967218616472, 'bic': np.float64(-108.26085414546391)}, 215: {'params': mu         -0.756470
omega       0.000040
alpha[1]    0.199986
beta[1]     0.779946
Name: params, dtype: float64, 'loglikelihood': 59.730394693964556, 'aic': -111.46078938792911, 'bic': np.float64(-106.1319713472283)}, 220: {'params': mu         -0.750848
omega       0.000052
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 89.8746821699483, 'aic': -171.7493643398966, 'bic': np.float64(-166.4205462991958)}, 225: {'params': mu         -0.747901
omega       0.000050
alpha[1]    0.200016
beta[1]     0.499990
Name: params, dtype: float64, 'loglikelihood': 84.12009297815881, 'aic': -160.24018595631762, 'bic': np.float64(-154.9113679156168)}, 230: {'params': mu         -0.749550
omega       0.000024
alpha[1]    0.984472
beta[1]     0.015522
Name: params, dtype: float64, 'loglikelihood': 76.46717832329693, 'aic': -144.93435664659387, 'bic': np.float64(-139.60553860589306)}, 235: {'params': mu         -0.729006
omega       0.000166
alpha[1]    0.513023
beta[1]     0.099206
Name: params, dtype: float64, 'loglikelihood': 72.54751397299124, 'aic': -137.09502794598248, 'bic': np.float64(-131.76620990528167)}, 240: {'params': mu         -0.719078
omega       0.000186
alpha[1]    0.457832
beta[1]     0.006968
Name: params, dtype: float64, 'loglikelihood': 73.6723394511836, 'aic': -139.3446789023672, 'bic': np.float64(-134.0158608616664)}, 245: {'params': mu         -0.715142
omega       0.000017
alpha[1]    0.009999
beta[1]     0.889949
Name: params, dtype: float64, 'loglikelihood': 82.15322119282182, 'aic': -156.30644238564363, 'bic': np.float64(-150.97762434494283)}, 250: {'params': mu         -0.714965
omega       0.000029
alpha[1]    0.010000
beta[1]     0.890002
Name: params, dtype: float64, 'loglikelihood': 74.77318157597357, 'aic': -141.54636315194713, 'bic': np.float64(-136.21754511124632)}, 255: {'params': mu         -0.710733
omega       0.000097
alpha[1]    1.000000
beta[1]     0.000001
Name: params, dtype: float64, 'loglikelihood': 65.45018490980796, 'aic': -122.90036981961592, 'bic': np.float64(-117.57155177891511)}, 260: {'params': mu         -0.709726
omega       0.000111
alpha[1]    0.959130
beta[1]     0.040897
Name: params, dtype: float64, 'loglikelihood': 50.63004747565556, 'aic': -93.26009495131112, 'bic': np.float64(-87.93127691061031)}, 265: {'params': mu         -0.851078
omega       0.000604
alpha[1]    0.777781
beta[1]     0.068761
Name: params, dtype: float64, 'loglikelihood': 41.38523527815622, 'aic': -74.77047055631245, 'bic': np.float64(-69.44165251561164)}, 270: {'params': mu         -0.843222
omega       0.000236
alpha[1]    0.932733
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 50.671429961524616, 'aic': -93.34285992304923, 'bic': np.float64(-88.01404188234842)}, 275: {'params': mu         -0.831828
omega       0.000163
alpha[1]    0.179935
beta[1]     0.628072
Name: params, dtype: float64, 'loglikelihood': 53.51071463073769, 'aic': -99.02142926147538, 'bic': np.float64(-93.69261122077457)}, 280: {'params': mu         -0.835013
omega       0.000172
alpha[1]    0.938189
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 63.745794793626345, 'aic': -119.49158958725269, 'bic': np.float64(-114.16277154655188)}, 285: {'params': mu         -0.829291
omega       0.000218
alpha[1]    0.631738
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 68.45540768380447, 'aic': -128.91081536760893, 'bic': np.float64(-123.58199732690812)}, 290: {'params': mu         -0.822249
omega       0.000006
alpha[1]    0.199977
beta[1]     0.779909
Name: params, dtype: float64, 'loglikelihood': 76.51767901599676, 'aic': -145.03535803199352, 'bic': np.float64(-139.70653999129271)}, 295: {'params': mu         -0.819892
omega       0.000112
alpha[1]    0.933035
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 74.88826262497531, 'aic': -141.77652524995062, 'bic': np.float64(-136.4477072092498)}, 300: {'params': mu         -8.190848e-01
omega       9.043758e-05
alpha[1]    9.858012e-01
beta[1]     1.233474e-15
Name: params, dtype: float64, 'loglikelihood': 68.09617505746904, 'aic': -128.19235011493808, 'bic': np.float64(-122.86353207423727)}, 305: {'params': mu         -0.817221
omega       0.000054
alpha[1]    0.837671
beta[1]     0.162327
Name: params, dtype: float64, 'loglikelihood': 61.309877376770125, 'aic': -114.61975475354025, 'bic': np.float64(-109.29093671283944)}, 310: {'params': mu         -0.795061
omega       0.000212
alpha[1]    0.738875
beta[1]     0.131807
Name: params, dtype: float64, 'loglikelihood': 57.747136794994475, 'aic': -107.49427358998895, 'bic': np.float64(-102.16545554928814)}, 315: {'params': mu         -0.760904
omega       0.000255
alpha[1]    0.293920
beta[1]     0.500308
Name: params, dtype: float64, 'loglikelihood': 55.166438775173425, 'aic': -102.33287755034685, 'bic': np.float64(-97.00405950964604)}, 320: {'params': mu         -0.751683
omega       0.000095
alpha[1]    0.368561
beta[1]     0.605676
Name: params, dtype: float64, 'loglikelihood': 56.77520465548552, 'aic': -105.55040931097103, 'bic': np.float64(-100.22159127027022)}, 325: {'params': mu         -0.749428
omega       0.000195
alpha[1]    0.341682
beta[1]     0.516031
Name: params, dtype: float64, 'loglikelihood': 55.49082777174339, 'aic': -102.98165554348678, 'bic': np.float64(-97.65283750278597)}, 330: {'params': mu         -0.774400
omega       0.000179
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 57.17499876768829, 'aic': -106.34999753537657, 'bic': np.float64(-101.02117949467576)}, 335: {'params': mu         -0.773897
omega       0.000136
alpha[1]    0.975995
beta[1]     0.023993
Name: params, dtype: float64, 'loglikelihood': 58.88651781830857, 'aic': -109.77303563661714, 'bic': np.float64(-104.44421759591633)}, 340: {'params': mu         -0.775470
omega       0.000053
alpha[1]    0.924857
beta[1]     0.075143
Name: params, dtype: float64, 'loglikelihood': 63.564661987153215, 'aic': -119.12932397430643, 'bic': np.float64(-113.80050593360562)}, 345: {'params': mu         -0.778778
omega       0.000136
alpha[1]    0.926197
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 68.42317607586527, 'aic': -128.84635215173054, 'bic': np.float64(-123.51753411102973)}, 350: {'params': mu         -0.775905
omega       0.000222
alpha[1]    0.759711
beta[1]     0.240289
Name: params, dtype: float64, 'loglikelihood': 56.39027738148289, 'aic': -104.78055476296578, 'bic': np.float64(-99.45173672226497)}, 355: {'params': mu         -0.781127
omega       0.000712
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.18517776051041, 'aic': -72.37035552102083, 'bic': np.float64(-67.04153748032002)}, 360: {'params': mu         -7.980700e-01
omega       9.637717e-04
alpha[1]    9.156933e-01
beta[1]     5.062586e-07
Name: params, dtype: float64, 'loglikelihood': 30.742392823003332, 'aic': -53.484785646006664, 'bic': np.float64(-48.15596760530585)}, 365: {'params': mu         -0.938920
omega       0.000007
alpha[1]    0.867856
beta[1]     0.132144
Name: params, dtype: float64, 'loglikelihood': 37.21692646580165, 'aic': -66.4338529316033, 'bic': np.float64(-61.10503489090248)}, 370: {'params': mu         -0.937257
omega       0.000178
alpha[1]    0.937595
beta[1]     0.062404
Name: params, dtype: float64, 'loglikelihood': 43.61445798372481, 'aic': -79.22891596744962, 'bic': np.float64(-73.90009792674881)}, 375: {'params': mu         -0.934941
omega       0.000098
alpha[1]    0.774293
beta[1]     0.225707
Name: params, dtype: float64, 'loglikelihood': 48.03378097337662, 'aic': -88.06756194675324, 'bic': np.float64(-82.73874390605243)}, 380: {'params': mu         -0.934971
omega       0.000096
alpha[1]    0.839791
beta[1]     0.160855
Name: params, dtype: float64, 'loglikelihood': 49.268518265625104, 'aic': -90.53703653125021, 'bic': np.float64(-85.2082184905494)}, 385: {'params': mu         -0.935820
omega       0.000094
alpha[1]    0.846896
beta[1]     0.153104
Name: params, dtype: float64, 'loglikelihood': 56.35960217981219, 'aic': -104.71920435962438, 'bic': np.float64(-99.39038631892358)}, 390: {'params': mu         -0.930706
omega       0.000093
alpha[1]    0.793018
beta[1]     0.190824
Name: params, dtype: float64, 'loglikelihood': 58.64399663122841, 'aic': -109.28799326245682, 'bic': np.float64(-103.95917522175601)}, 395: {'params': mu         -0.936177
omega       0.000029
alpha[1]    0.199998
beta[1]     0.779992
Name: params, dtype: float64, 'loglikelihood': 55.20780791602185, 'aic': -102.4156158320437, 'bic': np.float64(-97.08679779134289)}, 400: {'params': mu         -0.943021
omega       0.000020
alpha[1]    0.199996
beta[1]     0.779985
Name: params, dtype: float64, 'loglikelihood': 62.41457040484393, 'aic': -116.82914080968786, 'bic': np.float64(-111.50032276898705)}, 405: {'params': mu         -0.938641
omega       0.000268
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 57.85628044614848, 'aic': -107.71256089229696, 'bic': np.float64(-102.38374285159615)}, 410: {'params': mu         -9.374489e-01
omega       2.728966e-04
alpha[1]    1.000000e+00
beta[1]     7.016871e-08
Name: params, dtype: float64, 'loglikelihood': 52.002839143949174, 'aic': -96.00567828789835, 'bic': np.float64(-90.67686024719754)}, 415: {'params': mu         -0.941745
omega       0.000505
alpha[1]    0.999996
beta[1]     0.000007
Name: params, dtype: float64, 'loglikelihood': 36.818459405446504, 'aic': -65.63691881089301, 'bic': np.float64(-60.30810077019219)}, 420: {'params': mu         -1.032589
omega       0.000519
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 27.044602228168614, 'aic': -46.08920445633723, 'bic': np.float64(-40.76038641563641)}, 425: {'params': mu         -1.258273
omega       0.000010
alpha[1]    0.902580
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 48.033119142012076, 'aic': -88.06623828402415, 'bic': np.float64(-82.73742024332334)}, 430: {'params': mu         -1.247387e+00
omega       5.352494e-06
alpha[1]    1.000000e+00
beta[1]     2.362590e-16
Name: params, dtype: float64, 'loglikelihood': 67.86409422355592, 'aic': -127.72818844711185, 'bic': np.float64(-122.39937040641104)}, 435: {'params': mu         -1.247804
omega       0.000181
alpha[1]    0.173045
beta[1]     0.605659
Name: params, dtype: float64, 'loglikelihood': 63.76974665688239, 'aic': -119.53949331376478, 'bic': np.float64(-114.21067527306397)}, 440: {'params': mu         -1.247235
omega       0.000034
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 82.17563605688493, 'aic': -156.35127211376985, 'bic': np.float64(-151.02245407306904)}, 445: {'params': mu         -1.247488
omega       0.000223
alpha[1]    0.553730
beta[1]     0.167339
Name: params, dtype: float64, 'loglikelihood': 73.454390424881, 'aic': -138.908780849762, 'bic': np.float64(-133.5799628090612)}, 450: {'params': mu         -1.240806
omega       0.000141
alpha[1]    0.590792
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 75.23635087585083, 'aic': -142.47270175170166, 'bic': np.float64(-137.14388371100085)}, 455: {'params': mu         -1.236902
omega       0.000164
alpha[1]    0.678784
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 72.3458858159109, 'aic': -136.6917716318218, 'bic': np.float64(-131.362953591121)}, 460: {'params': mu         -1.233578
omega       0.000070
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 69.89646831603517, 'aic': -131.79293663207034, 'bic': np.float64(-126.46411859136953)}, 465: {'params': mu         -1.234043
omega       0.000072
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 69.01892440635125, 'aic': -130.0378488127025, 'bic': np.float64(-124.70903077200168)}, 470: {'params': mu         -1.248131e+00
omega       2.439549e-04
alpha[1]    4.168992e-01
beta[1]     7.815763e-12
Name: params, dtype: float64, 'loglikelihood': 70.61269017504266, 'aic': -133.22538035008532, 'bic': np.float64(-127.8965623093845)}, 475: {'params': mu         -1.249513
omega       0.000217
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 60.01283873450015, 'aic': -112.0256774690003, 'bic': np.float64(-106.69685942829949)}, 480: {'params': mu         -1.253156
omega       0.000174
alpha[1]    0.959282
beta[1]     0.040718
Name: params, dtype: float64, 'loglikelihood': 47.75438174517661, 'aic': -87.50876349035322, 'bic': np.float64(-82.17994544965241)}, 485: {'params': mu         -1.247792
omega       0.000270
alpha[1]    0.999889
beta[1]     0.000040
Name: params, dtype: float64, 'loglikelihood': 34.30358222523141, 'aic': -60.60716445046282, 'bic': np.float64(-55.278346409762)}, 490: {'params': mu         -1.015193
omega       0.000095
alpha[1]    0.986884
beta[1]     0.013116
Name: params, dtype: float64, 'loglikelihood': 37.94481031491237, 'aic': -67.88962062982473, 'bic': np.float64(-62.56080258912392)}, 495: {'params': mu         -1.077969
omega       0.000026
alpha[1]    0.918621
beta[1]     0.081379
Name: params, dtype: float64, 'loglikelihood': 41.45625093346405, 'aic': -74.9125018669281, 'bic': np.float64(-69.58368382622729)}, 500: {'params': mu         -1.070765
omega       0.000154
alpha[1]    0.290612
beta[1]     0.498405
Name: params, dtype: float64, 'loglikelihood': 49.57678845064406, 'aic': -91.15357690128812, 'bic': np.float64(-85.82475886058731)}, 505: {'params': mu         -1.073438
omega       0.000100
alpha[1]    0.315749
beta[1]     0.444223
Name: params, dtype: float64, 'loglikelihood': 63.31106746931382, 'aic': -118.62213493862764, 'bic': np.float64(-113.29331689792683)}, 510: {'params': mu         -1.071779
omega       0.000247
alpha[1]    0.706670
beta[1]     0.027132
Name: params, dtype: float64, 'loglikelihood': 66.80800509443159, 'aic': -125.61601018886319, 'bic': np.float64(-120.28719214816238)}, 515: {'params': mu         -1.070691
omega       0.000194
alpha[1]    0.281277
beta[1]     0.156154
Name: params, dtype: float64, 'loglikelihood': 75.94470787771537, 'aic': -143.88941575543075, 'bic': np.float64(-138.56059771472994)}, 520: {'params': mu         -1.077399
omega       0.000100
alpha[1]    0.625840
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 78.93316129397495, 'aic': -149.8663225879499, 'bic': np.float64(-144.53750454724909)}, 525: {'params': mu         -1.078646e+00
omega       1.140656e-04
alpha[1]    8.296042e-01
beta[1]     4.161803e-14
Name: params, dtype: float64, 'loglikelihood': 74.04505660391963, 'aic': -140.09011320783927, 'bic': np.float64(-134.76129516713846)}, 530: {'params': mu         -1.062972e+00
omega       9.345644e-06
alpha[1]    3.466490e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 65.55145886081463, 'aic': -123.10291772162927, 'bic': np.float64(-117.77409968092846)}, 535: {'params': mu         -1.076408
omega       0.000306
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 51.697276451740116, 'aic': -95.39455290348023, 'bic': np.float64(-90.06573486277942)}, 540: {'params': mu         -1.068016e+00
omega       5.556188e-04
alpha[1]    1.000000e+00
beta[1]     4.715309e-17
Name: params, dtype: float64, 'loglikelihood': 50.12968161199858, 'aic': -92.25936322399716, 'bic': np.float64(-86.93054518329635)}, 545: {'params': mu         -1.038004
omega       0.001374
alpha[1]    0.347717
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 47.57478639468258, 'aic': -87.14957278936517, 'bic': np.float64(-81.82075474866436)}, 550: {'params': mu         -1.021582e+00
omega       1.283660e-03
alpha[1]    3.595424e-01
beta[1]     6.591489e-10
Name: params, dtype: float64, 'loglikelihood': 48.83491365659078, 'aic': -89.66982731318156, 'bic': np.float64(-84.34100927248075)}, 555: {'params': mu         -1.002292
omega       0.001281
alpha[1]    0.355373
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 47.88968563673645, 'aic': -87.7793712734729, 'bic': np.float64(-82.4505532327721)}, 560: {'params': mu         -1.018799
omega       0.000419
alpha[1]    0.658657
beta[1]     0.341343
Name: params, dtype: float64, 'loglikelihood': 39.96139938368943, 'aic': -71.92279876737886, 'bic': np.float64(-66.59398072667805)}, 565: {'params': mu         -9.455752e-01
omega       1.314507e-04
alpha[1]    1.000000e+00
beta[1]     1.313839e-08
Name: params, dtype: float64, 'loglikelihood': 38.18647335889764, 'aic': -68.37294671779529, 'bic': np.float64(-63.04412867709447)}, 570: {'params': mu         -0.854754
omega       0.000325
alpha[1]    0.937268
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.511865255325205, 'aic': -73.02373051065041, 'bic': np.float64(-67.6949124699496)}, 575: {'params': mu         -8.562022e-01
omega       2.475480e-04
alpha[1]    9.581304e-01
beta[1]     2.782508e-11
Name: params, dtype: float64, 'loglikelihood': 51.97614807201619, 'aic': -95.95229614403237, 'bic': np.float64(-90.62347810333156)}, 580: {'params': mu         -0.845343
omega       0.000355
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 53.70781116651673, 'aic': -99.41562233303345, 'bic': np.float64(-94.08680429233264)}, 585: {'params': mu         -0.853892
omega       0.000620
alpha[1]    0.357856
beta[1]     0.011306
Name: params, dtype: float64, 'loglikelihood': 58.41319965738956, 'aic': -108.82639931477912, 'bic': np.float64(-103.49758127407831)}, 590: {'params': mu         -0.866283
omega       0.000638
alpha[1]    0.408593
beta[1]     0.229936
Name: params, dtype: float64, 'loglikelihood': 53.531201572398395, 'aic': -99.06240314479679, 'bic': np.float64(-93.73358510409598)}, 595: {'params': mu         -0.879654
omega       0.000440
alpha[1]    0.594190
beta[1]     0.338140
Name: params, dtype: float64, 'loglikelihood': 46.49593249255506, 'aic': -84.99186498511013, 'bic': np.float64(-79.66304694440932)}, 600: {'params': mu         -0.921658
omega       0.000654
alpha[1]    0.863107
beta[1]     0.000003
Name: params, dtype: float64, 'loglikelihood': 43.71106760978397, 'aic': -79.42213521956793, 'bic': np.float64(-74.09331717886712)}, 605: {'params': mu         -9.330749e-01
omega       7.601576e-04
alpha[1]    8.558878e-01
beta[1]     1.527358e-18
Name: params, dtype: float64, 'loglikelihood': 43.378058723192346, 'aic': -78.75611744638469, 'bic': np.float64(-73.42729940568388)}, 610: {'params': mu         -0.952742
omega       0.000614
alpha[1]    0.814152
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 47.268009201668065, 'aic': -86.53601840333613, 'bic': np.float64(-81.20720036263532)}, 615: {'params': mu         -9.651135e-01
omega       7.764130e-04
alpha[1]    3.314121e-01
beta[1]     1.957231e-14
Name: params, dtype: float64, 'loglikelihood': 55.42884216378189, 'aic': -102.85768432756377, 'bic': np.float64(-97.52886628686296)}, 620: {'params': mu         -0.966420
omega       0.000885
alpha[1]    0.009999
beta[1]     0.489974
Name: params, dtype: float64, 'loglikelihood': 48.94894377007216, 'aic': -89.89788754014432, 'bic': np.float64(-84.56906949944351)}, 625: {'params': mu         -0.969846
omega       0.001571
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 37.10820303574337, 'aic': -66.21640607148674, 'bic': np.float64(-60.88758803078593)}, 630: {'params': mu         -0.957830
omega       0.001742
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.157571593665278, 'aic': -42.315143187330555, 'bic': np.float64(-36.98632514662974)}, 635: {'params': mu         -0.943748
omega       0.001957
alpha[1]    0.999974
beta[1]     0.000013
Name: params, dtype: float64, 'loglikelihood': 14.316074541764527, 'aic': -20.632149083529054, 'bic': np.float64(-15.303331042828239)}, 640: {'params': mu         -0.542479
omega       0.000420
alpha[1]    0.927261
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 27.882114318487478, 'aic': -47.764228636974956, 'bic': np.float64(-42.43541059627414)}, 645: {'params': mu         -0.549662
omega       0.000502
alpha[1]    0.844482
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 42.37690898572163, 'aic': -76.75381797144325, 'bic': np.float64(-71.42499993074244)}, 650: {'params': mu         -0.553765
omega       0.000601
alpha[1]    0.620212
beta[1]     0.001236
Name: params, dtype: float64, 'loglikelihood': 55.68129628072568, 'aic': -103.36259256145136, 'bic': np.float64(-98.03377452075055)}, 655: {'params': mu         -5.493508e-01
omega       7.040588e-04
alpha[1]    8.793595e-02
beta[1]     5.104794e-10
Name: params, dtype: float64, 'loglikelihood': 60.65879709440481, 'aic': -113.31759418880962, 'bic': np.float64(-107.98877614810881)}, 660: {'params': mu         -0.551773
omega       0.000575
alpha[1]    0.577018
beta[1]     0.422982
Name: params, dtype: float64, 'loglikelihood': 45.650767222099084, 'aic': -83.30153444419817, 'bic': np.float64(-77.97271640349736)}, 665: {'params': mu         -0.556141
omega       0.000750
alpha[1]    0.756470
beta[1]     0.243530
Name: params, dtype: float64, 'loglikelihood': 35.69706856850658, 'aic': -63.39413713701316, 'bic': np.float64(-58.065319096312344)}, 670: {'params': mu         -5.317490e-01
omega       2.254632e-03
alpha[1]    8.411512e-01
beta[1]     7.332935e-12
Name: params, dtype: float64, 'loglikelihood': 24.45411715047363, 'aic': -40.90823430094726, 'bic': np.float64(-35.57941626024644)}, 675: {'params': mu         -2.612223e-01
omega       3.815379e-04
alpha[1]    9.807519e-01
beta[1]     3.404565e-10
Name: params, dtype: float64, 'loglikelihood': 30.952617191246013, 'aic': -53.905234382492026, 'bic': np.float64(-48.57641634179121)}, 680: {'params': mu         -0.253301
omega       0.000357
alpha[1]    0.816784
beta[1]     0.076331
Name: params, dtype: float64, 'loglikelihood': 39.72590086642275, 'aic': -71.4518017328455, 'bic': np.float64(-66.12298369214469)}, 685: {'params': mu         -0.226291
omega       0.000035
alpha[1]    0.141527
beta[1]     0.701744
Name: params, dtype: float64, 'loglikelihood': 51.83322973912617, 'aic': -95.66645947825234, 'bic': np.float64(-90.33764143755153)}, 690: {'params': mu         -0.219001
omega       0.000182
alpha[1]    0.872205
beta[1]     0.127795
Name: params, dtype: float64, 'loglikelihood': 55.258959132041994, 'aic': -102.51791826408399, 'bic': np.float64(-97.18910022338318)}, 695: {'params': mu         -0.216466
omega       0.000140
alpha[1]    0.816737
beta[1]     0.183263
Name: params, dtype: float64, 'loglikelihood': 51.41087254223533, 'aic': -94.82174508447066, 'bic': np.float64(-89.49292704376985)}, 700: {'params': mu         -0.213924
omega       0.000194
alpha[1]    0.953205
beta[1]     0.046795
Name: params, dtype: float64, 'loglikelihood': 44.48065849587353, 'aic': -80.96131699174705, 'bic': np.float64(-75.63249895104624)}, 705: {'params': mu         -0.130792
omega       0.000327
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 42.51140991851253, 'aic': -77.02281983702505, 'bic': np.float64(-71.69400179632424)}, 710: {'params': mu         -0.146816
omega       0.000769
alpha[1]    0.762431
beta[1]     0.000011
Name: params, dtype: float64, 'loglikelihood': 44.872176172023636, 'aic': -81.74435234404727, 'bic': np.float64(-76.41553430334646)}, 715: {'params': mu         -1.287515e-01
omega       4.150233e-04
alpha[1]    9.999996e-01
beta[1]     2.619980e-07
Name: params, dtype: float64, 'loglikelihood': 42.378620279219405, 'aic': -76.75724055843881, 'bic': np.float64(-71.428422517738)}, 720: {'params': mu         -0.188571
omega       0.000630
alpha[1]    0.866787
beta[1]     0.039853
Name: params, dtype: float64, 'loglikelihood': 39.42618730947886, 'aic': -70.85237461895773, 'bic': np.float64(-65.52355657825692)}, 725: {'params': mu         -0.194689
omega       0.000627
alpha[1]    0.951917
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 42.77386849769078, 'aic': -77.54773699538156, 'bic': np.float64(-72.21891895468075)}, 730: {'params': mu         -0.201016
omega       0.000758
alpha[1]    0.692624
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 47.473159404941, 'aic': -86.946318809882, 'bic': np.float64(-81.61750076918119)}, 735: {'params': mu         -2.255616e-01
omega       1.131845e-03
alpha[1]    3.987189e-01
beta[1]     1.519032e-08
Name: params, dtype: float64, 'loglikelihood': 48.90840085613246, 'aic': -89.81680171226492, 'bic': np.float64(-84.48798367156411)}, 740: {'params': mu         -2.277932e-01
omega       1.367084e-03
alpha[1]    6.652834e-01
beta[1]     3.939719e-08
Name: params, dtype: float64, 'loglikelihood': 44.1671209387091, 'aic': -80.3342418774182, 'bic': np.float64(-75.00542383671738)}, 745: {'params': mu         -2.107661e-01
omega       1.449488e-03
alpha[1]    7.255764e-01
beta[1]     1.213022e-07
Name: params, dtype: float64, 'loglikelihood': 39.574285321903744, 'aic': -71.14857064380749, 'bic': np.float64(-65.81975260310668)}, 750: {'params': mu         -0.149469
omega       0.001621
alpha[1]    0.501269
beta[1]     0.063815
Name: params, dtype: float64, 'loglikelihood': 39.57482097607654, 'aic': -71.14964195215308, 'bic': np.float64(-65.82082391145227)}, 755: {'params': mu         -0.185729
omega       0.002188
alpha[1]    0.435314
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 38.50236401262776, 'aic': -69.00472802525552, 'bic': np.float64(-63.6759099845547)}, 760: {'params': mu         -0.191325
omega       0.001983
alpha[1]    0.514615
beta[1]     0.000003
Name: params, dtype: float64, 'loglikelihood': 38.53343334791366, 'aic': -69.06686669582731, 'bic': np.float64(-63.7380486551265)}, 765: {'params': mu         -0.236138
omega       0.000139
alpha[1]    0.958954
beta[1]     0.041046
Name: params, dtype: float64, 'loglikelihood': 39.88536455183148, 'aic': -71.77072910366296, 'bic': np.float64(-66.44191106296215)}, 770: {'params': mu         -0.229240
omega       0.000097
alpha[1]    0.961319
beta[1]     0.038681
Name: params, dtype: float64, 'loglikelihood': 40.693521850774154, 'aic': -73.38704370154831, 'bic': np.float64(-68.0582256608475)}, 775: {'params': mu         -0.229127
omega       0.000099
alpha[1]    0.954948
beta[1]     0.045048
Name: params, dtype: float64, 'loglikelihood': 39.552595316120694, 'aic': -71.10519063224139, 'bic': np.float64(-65.77637259154058)}, 780: {'params': mu         -0.119992
omega       0.000570
alpha[1]    0.829183
beta[1]     0.064040
Name: params, dtype: float64, 'loglikelihood': 41.00557231589807, 'aic': -74.01114463179614, 'bic': np.float64(-68.68232659109533)}, 785: {'params': mu         -1.146655e-01
omega       2.987310e-04
alpha[1]    9.999999e-01
beta[1]     6.454228e-08
Name: params, dtype: float64, 'loglikelihood': 43.44540929616003, 'aic': -78.89081859232006, 'bic': np.float64(-73.56200055161925)}, 790: {'params': mu         -1.107427e-01
omega       3.181792e-04
alpha[1]    1.000000e+00
beta[1]     7.579427e-09
Name: params, dtype: float64, 'loglikelihood': 43.840369075355056, 'aic': -79.68073815071011, 'bic': np.float64(-74.3519201100093)}, 795: {'params': mu         -0.104229
omega       0.000385
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 41.51503647541179, 'aic': -75.03007295082358, 'bic': np.float64(-69.70125491012277)}, 800: {'params': mu         -0.012482
omega       0.000295
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 43.85390524257012, 'aic': -79.70781048514024, 'bic': np.float64(-74.37899244443943)}, 805: {'params': mu          0.009941
omega       0.000770
alpha[1]    0.650131
beta[1]     0.023368
Name: params, dtype: float64, 'loglikelihood': 47.753517766438584, 'aic': -87.50703553287717, 'bic': np.float64(-82.17821749217636)}, 810: {'params': mu          0.023817
omega       0.000607
alpha[1]    0.100041
beta[1]     0.399969
Name: params, dtype: float64, 'loglikelihood': 54.393963564486114, 'aic': -100.78792712897223, 'bic': np.float64(-95.45910908827142)}, 815: {'params': mu          0.041041
omega       0.001266
alpha[1]    0.464225
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 48.45664468072428, 'aic': -88.91328936144856, 'bic': np.float64(-83.58447132074775)}, 820: {'params': mu          4.189724e-02
omega       1.313090e-03
alpha[1]    6.560338e-01
beta[1]     1.092028e-08
Name: params, dtype: float64, 'loglikelihood': 40.94788796547143, 'aic': -73.89577593094286, 'bic': np.float64(-68.56695789024205)}, 825: {'params': mu          5.926889e-02
omega       1.377067e-03
alpha[1]    9.027631e-01
beta[1]     2.474266e-09
Name: params, dtype: float64, 'loglikelihood': 32.66172901158099, 'aic': -57.323458023161976, 'bic': np.float64(-51.99463998246116)}, 830: {'params': mu          2.100441e-01
omega       7.250474e-04
alpha[1]    9.189506e-01
beta[1]     2.039457e-09
Name: params, dtype: float64, 'loglikelihood': 36.17252576121018, 'aic': -64.34505152242036, 'bic': np.float64(-59.016233481719546)}, 835: {'params': mu          2.149740e-01
omega       7.047920e-04
alpha[1]    9.998303e-01
beta[1]     3.336871e-10
Name: params, dtype: float64, 'loglikelihood': 38.326546585461344, 'aic': -68.65309317092269, 'bic': np.float64(-63.32427513022187)}, 840: {'params': mu          2.198788e-01
omega       6.661640e-04
alpha[1]    1.000000e+00
beta[1]     3.552714e-19
Name: params, dtype: float64, 'loglikelihood': 39.04111089748346, 'aic': -70.08222179496693, 'bic': np.float64(-64.75340375426612)}, 845: {'params': mu          2.961871e-01
omega       2.746908e-04
alpha[1]    9.999990e-01
beta[1]     2.454112e-07
Name: params, dtype: float64, 'loglikelihood': 41.31588578987047, 'aic': -74.63177157974094, 'bic': np.float64(-69.30295353904013)}, 850: {'params': mu          0.298118
omega       0.000126
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 52.33856628185307, 'aic': -96.67713256370614, 'bic': np.float64(-91.34831452300533)}, 855: {'params': mu          2.995762e-01
omega       1.540567e-04
alpha[1]    1.000000e+00
beta[1]     3.333162e-16
Name: params, dtype: float64, 'loglikelihood': 56.721631043816615, 'aic': -105.44326208763323, 'bic': np.float64(-100.11444404693242)}, 860: {'params': mu          0.311821
omega       0.000730
alpha[1]    0.323326
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 56.6570787897351, 'aic': -105.3141575794702, 'bic': np.float64(-99.9853395387694)}, 865: {'params': mu          2.979401e-01
omega       6.642581e-04
alpha[1]    5.865453e-01
beta[1]     1.560733e-13
Name: params, dtype: float64, 'loglikelihood': 56.007830641480574, 'aic': -104.01566128296115, 'bic': np.float64(-98.68684324226034)}, 870: {'params': mu          0.293065
omega       0.000573
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 51.58853207795747, 'aic': -95.17706415591493, 'bic': np.float64(-89.84824611521412)}, 875: {'params': mu          2.885939e-01
omega       7.486711e-04
alpha[1]    1.000000e+00
beta[1]     1.534361e-08
Name: params, dtype: float64, 'loglikelihood': 41.07659341136188, 'aic': -74.15318682272375, 'bic': np.float64(-68.82436878202294)}, 880: {'params': mu          2.268240e-01
omega       1.097914e-03
alpha[1]    1.000000e+00
beta[1]     4.108063e-12
Name: params, dtype: float64, 'loglikelihood': 28.628082077847598, 'aic': -49.256164155695195, 'bic': np.float64(-43.92734611499438)}, 885: {'params': mu          0.181491
omega       0.000291
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.22949696403829, 'aic': -42.45899392807658, 'bic': np.float64(-37.13017588737576)}, 890: {'params': mu          0.052505
omega       0.001575
alpha[1]    0.964151
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 23.535768512911012, 'aic': -39.071537025822025, 'bic': np.float64(-33.74271898512121)}, 895: {'params': mu          5.438489e-02
omega       1.107979e-03
alpha[1]    8.953154e-01
beta[1]     8.187384e-08
Name: params, dtype: float64, 'loglikelihood': 33.43689706298542, 'aic': -58.873794125970846, 'bic': np.float64(-53.54497608527003)}, 900: {'params': mu          0.033675
omega       0.000098
alpha[1]    0.911947
beta[1]     0.088053
Name: params, dtype: float64, 'loglikelihood': 43.52168817407309, 'aic': -79.04337634814618, 'bic': np.float64(-73.71455830744537)}, 905: {'params': mu          3.313499e-02
omega       2.528232e-03
alpha[1]    5.824899e-01
beta[1]     2.581418e-08
Name: params, dtype: float64, 'loglikelihood': 35.126524824389556, 'aic': -62.25304964877911, 'bic': np.float64(-56.924231608078294)}, 910: {'params': mu          0.084044
omega       0.000657
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.381473209339454, 'aic': -72.76294641867891, 'bic': np.float64(-67.4341283779781)}, 915: {'params': mu          0.090809
omega       0.000457
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 48.3191503759644, 'aic': -88.6383007519288, 'bic': np.float64(-83.30948271122799)}, 920: {'params': mu          0.103026
omega       0.000341
alpha[1]    0.857560
beta[1]     0.025233
Name: params, dtype: float64, 'loglikelihood': 52.912867106164605, 'aic': -97.82573421232921, 'bic': np.float64(-92.4969161716284)}, 925: {'params': mu          1.019726e-01
omega       3.224451e-04
alpha[1]    9.363390e-01
beta[1]     3.347416e-08
Name: params, dtype: float64, 'loglikelihood': 53.381629715470496, 'aic': -98.76325943094099, 'bic': np.float64(-93.43444139024018)}, 930: {'params': mu          9.187686e-02
omega       9.735310e-04
alpha[1]    2.226420e-01
beta[1]     1.709337e-16
Name: params, dtype: float64, 'loglikelihood': 54.14602319905861, 'aic': -100.29204639811722, 'bic': np.float64(-94.96322835741641)}, 935: {'params': mu          0.073965
omega       0.000746
alpha[1]    0.586545
beta[1]     0.194199
Name: params, dtype: float64, 'loglikelihood': 48.10785279816854, 'aic': -88.21570559633707, 'bic': np.float64(-82.88688755563626)}, 940: {'params': mu          0.052912
omega       0.000475
alpha[1]    0.792872
beta[1]     0.176084
Name: params, dtype: float64, 'loglikelihood': 41.77435745270935, 'aic': -75.5487149054187, 'bic': np.float64(-70.2198968647179)}, 945: {'params': mu          0.042969
omega       0.000553
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 37.545322022079894, 'aic': -67.09064404415979, 'bic': np.float64(-61.76182600345897)}, 950: {'params': mu         -0.057695
omega       0.000956
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.881026109702116, 'aic': -49.76205221940423, 'bic': np.float64(-44.433234178703415)}, 955: {'params': mu         -0.078507
omega       0.001125
alpha[1]    0.958794
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 26.233174149260797, 'aic': -44.466348298521595, 'bic': np.float64(-39.13753025782078)}, 960: {'params': mu         -2.474906e-01
omega       5.599646e-04
alpha[1]    1.000000e+00
beta[1]     4.693693e-09
Name: params, dtype: float64, 'loglikelihood': 29.94760768528972, 'aic': -51.89521537057944, 'bic': np.float64(-46.566397329878626)}, 965: {'params': mu         -2.412450e-01
omega       3.881000e-04
alpha[1]    9.224772e-01
beta[1]     2.664535e-14
Name: params, dtype: float64, 'loglikelihood': 41.42949478094306, 'aic': -74.85898956188612, 'bic': np.float64(-69.53017152118531)}, 970: {'params': mu         -0.228089
omega       0.000551
alpha[1]    0.944477
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 47.56102657273791, 'aic': -87.12205314547582, 'bic': np.float64(-81.79323510477501)}, 975: {'params': mu         -0.228833
omega       0.000511
alpha[1]    0.884036
beta[1]     0.000009
Name: params, dtype: float64, 'loglikelihood': 49.74100915392183, 'aic': -91.48201830784366, 'bic': np.float64(-86.15320026714285)}, 980: {'params': mu         -0.229702
omega       0.000588
alpha[1]    0.700680
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 53.510338417705896, 'aic': -99.02067683541179, 'bic': np.float64(-93.69185879471098)}, 985: {'params': mu         -0.224075
omega       0.000495
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 49.73452554623059, 'aic': -91.46905109246119, 'bic': np.float64(-86.14023305176038)}, 990: {'params': mu         -2.176844e-01
omega       5.954490e-04
alpha[1]    1.000000e+00
beta[1]     1.065097e-09
Name: params, dtype: float64, 'loglikelihood': 40.95897827313217, 'aic': -73.91795654626434, 'bic': np.float64(-68.58913850556353)}, 995: {'params': mu         -1.757131e-01
omega       2.262425e-03
alpha[1]    5.441018e-01
beta[1]     4.369321e-09
Name: params, dtype: float64, 'loglikelihood': 36.50868701935783, 'aic': -65.01737403871566, 'bic': np.float64(-59.68855599801484)}, 1000: {'params': mu         -0.129291
omega       0.001326
alpha[1]    0.901147
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 36.18891092680824, 'aic': -64.37782185361648, 'bic': np.float64(-59.049003812915664)}, 1005: {'params': mu         -0.119870
omega       0.001782
alpha[1]    0.576333
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.57766482586531, 'aic': -73.15532965173063, 'bic': np.float64(-67.82651161102982)}, 1010: {'params': mu         -9.976298e-02
omega       1.957640e-03
alpha[1]    1.366390e-01
beta[1]     1.151698e-12
Name: params, dtype: float64, 'loglikelihood': 45.54481493238064, 'aic': -83.08962986476128, 'bic': np.float64(-77.76081182406047)}, 1015: {'params': mu         -0.106326
omega       0.000903
alpha[1]    0.459261
beta[1]     0.540739
Name: params, dtype: float64, 'loglikelihood': 34.52898603320019, 'aic': -61.05797206640038, 'bic': np.float64(-55.729154025699565)}, 1020: {'params': mu         -0.084730
omega       0.001398
alpha[1]    0.645640
beta[1]     0.354360
Name: params, dtype: float64, 'loglikelihood': 25.74247105419055, 'aic': -43.4849421083811, 'bic': np.float64(-38.15612406768028)}, 1025: {'params': mu         -0.051228
omega       0.003356
alpha[1]    0.963208
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 15.364717652303245, 'aic': -22.72943530460649, 'bic': np.float64(-17.400617263905673)}, 1030: {'params': mu          0.378096
omega       0.000409
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 16.455116508012527, 'aic': -24.910233016025053, 'bic': np.float64(-19.581414975324236)}, 1035: {'params': mu          3.741481e-01
omega       4.381435e-04
alpha[1]    1.000000e+00
beta[1]     1.034847e-12
Name: params, dtype: float64, 'loglikelihood': 29.29333089339249, 'aic': -50.58666178678498, 'bic': np.float64(-45.25784374608416)}, 1040: {'params': mu          0.374342
omega       0.000734
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.719070397188865, 'aic': -61.43814079437773, 'bic': np.float64(-56.10932275367691)}, 1045: {'params': mu          3.772974e-01
omega       1.038080e-03
alpha[1]    1.000000e+00
beta[1]     4.775795e-13
Name: params, dtype: float64, 'loglikelihood': 42.51681828650363, 'aic': -77.03363657300726, 'bic': np.float64(-71.70481853230645)}, 1050: {'params': mu          0.382346
omega       0.001151
alpha[1]    0.839179
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.59193385624121, 'aic': -73.18386771248242, 'bic': np.float64(-67.85504967178161)}, 1055: {'params': mu          0.398551
omega       0.001105
alpha[1]    0.805793
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 39.753375262173094, 'aic': -71.50675052434619, 'bic': np.float64(-66.17793248364538)}, 1060: {'params': mu          0.425983
omega       0.000359
alpha[1]    0.936379
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 44.36840799000069, 'aic': -80.73681598000138, 'bic': np.float64(-75.40799793930057)}, 1065: {'params': mu          4.266538e-01
omega       4.013340e-04
alpha[1]    8.761614e-01
beta[1]     1.505349e-09
Name: params, dtype: float64, 'loglikelihood': 51.5274183606418, 'aic': -95.0548367212836, 'bic': np.float64(-89.7260186805828)}, 1070: {'params': mu          0.431639
omega       0.000374
alpha[1]    0.999991
beta[1]     0.000006
Name: params, dtype: float64, 'loglikelihood': 51.81570319803299, 'aic': -95.63140639606598, 'bic': np.float64(-90.30258835536517)}, 1075: {'params': mu          4.341752e-01
omega       2.313258e-04
alpha[1]    1.000000e+00
beta[1]     5.563065e-15
Name: params, dtype: float64, 'loglikelihood': 57.76223611911548, 'aic': -107.52447223823096, 'bic': np.float64(-102.19565419753015)}, 1080: {'params': mu          0.426852
omega       0.000328
alpha[1]    0.834487
beta[1]     0.074158
Name: params, dtype: float64, 'loglikelihood': 56.74112731057864, 'aic': -105.48225462115728, 'bic': np.float64(-100.15343658045647)}, 1085: {'params': mu          4.279488e-01
omega       3.182990e-04
alpha[1]    1.000000e+00
beta[1]     6.727830e-09
Name: params, dtype: float64, 'loglikelihood': 52.819539392713665, 'aic': -97.63907878542733, 'bic': np.float64(-92.31026074472652)}, 1090: {'params': mu          4.166781e-01
omega       6.048623e-04
alpha[1]    1.000000e+00
beta[1]     5.774645e-15
Name: params, dtype: float64, 'loglikelihood': 41.96137465390986, 'aic': -75.92274930781971, 'bic': np.float64(-70.5939312671189)}, 1095: {'params': mu          4.240139e-01
omega       3.252095e-04
alpha[1]    1.000000e+00
beta[1]     2.336867e-20
Name: params, dtype: float64, 'loglikelihood': 36.025664185988084, 'aic': -64.05132837197617, 'bic': np.float64(-58.72251033127535)}, 1100: {'params': mu          4.228978e-01
omega       4.106022e-04
alpha[1]    1.000000e+00
beta[1]     1.241331e-10
Name: params, dtype: float64, 'loglikelihood': 33.22610455034681, 'aic': -58.45220910069362, 'bic': np.float64(-53.123391059992805)}, 1105: {'params': mu          2.997062e-01
omega       2.097262e-03
alpha[1]    6.725159e-01
beta[1]     1.157113e-08
Name: params, dtype: float64, 'loglikelihood': 33.34732049871408, 'aic': -58.694640997428166, 'bic': np.float64(-53.36582295672735)}, 1110: {'params': mu          2.772543e-01
omega       1.727130e-03
alpha[1]    5.623759e-01
beta[1]     3.514665e-10
Name: params, dtype: float64, 'loglikelihood': 40.73005846812977, 'aic': -73.46011693625954, 'bic': np.float64(-68.13129889555873)}, 1115: {'params': mu          2.641903e-01
omega       3.274645e-03
alpha[1]    6.138507e-01
beta[1]     5.402562e-09
Name: params, dtype: float64, 'loglikelihood': 32.46076342376138, 'aic': -56.921526847522756, 'bic': np.float64(-51.59270880682194)}, 1120: {'params': mu          0.259140
omega       0.003863
alpha[1]    0.834127
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 23.084802574330297, 'aic': -38.169605148660594, 'bic': np.float64(-32.84078710795978)}, 1125: {'params': mu          2.389041e-01
omega       3.904713e-03
alpha[1]    8.902046e-01
beta[1]     1.217693e-16
Name: params, dtype: float64, 'loglikelihood': 14.458898016355038, 'aic': -20.917796032710076, 'bic': np.float64(-15.58897799200926)}, 1130: {'params': mu         -0.093789
omega       0.000386
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 19.92856984969262, 'aic': -31.857139699385243, 'bic': np.float64(-26.528321658684426)}, 1135: {'params': mu          3.115040e-02
omega       2.111725e-04
alpha[1]    1.000000e+00
beta[1]     1.279194e-12
Name: params, dtype: float64, 'loglikelihood': 29.444164572961657, 'aic': -50.888329145923315, 'bic': np.float64(-45.5595111052225)}, 1140: {'params': mu          2.745378e-02
omega       6.658192e-04
alpha[1]    1.000000e+00
beta[1]     3.190653e-11
Name: params, dtype: float64, 'loglikelihood': 36.051233779597936, 'aic': -64.10246755919587, 'bic': np.float64(-58.773649518495056)}, 1145: {'params': mu         -0.009314
omega       0.003752
alpha[1]    0.519386
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 30.191397047967005, 'aic': -52.38279409593401, 'bic': np.float64(-47.05397605523319)}, 1150: {'params': mu          0.030092
omega       0.001745
alpha[1]    0.999870
beta[1]     0.000053
Name: params, dtype: float64, 'loglikelihood': 29.188855276281412, 'aic': -50.377710552562824, 'bic': np.float64(-45.04889251186201)}, 1155: {'params': mu          0.031470
omega       0.001646
alpha[1]    0.999995
beta[1]     0.000004
Name: params, dtype: float64, 'loglikelihood': 26.671921054247218, 'aic': -45.343842108494435, 'bic': np.float64(-40.01502406779362)}, 1160: {'params': mu          0.034184
omega       0.002088
alpha[1]    0.999992
beta[1]     0.000005
Name: params, dtype: float64, 'loglikelihood': 18.932227259938294, 'aic': -29.86445451987659, 'bic': np.float64(-24.53563647917577)}, 1165: {'params': mu         -0.232254
omega       0.001602
alpha[1]    0.994992
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 13.835056471644297, 'aic': -19.670112943288593, 'bic': np.float64(-14.341294902587778)}, 1170: {'params': mu         -0.364375
omega       0.000550
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 17.551755434136748, 'aic': -27.103510868273496, 'bic': np.float64(-21.77469282757268)}, 1175: {'params': mu         -3.661440e-01
omega       5.339869e-04
alpha[1]    1.000000e+00
beta[1]     1.278881e-08
Name: params, dtype: float64, 'loglikelihood': 21.313729724749532, 'aic': -34.627459449499064, 'bic': np.float64(-29.298641408798247)}, 1180: {'params': mu         -0.562348
omega       0.000772
alpha[1]    0.858976
beta[1]     0.067105
Name: params, dtype: float64, 'loglikelihood': 28.308053011196588, 'aic': -48.616106022393176, 'bic': np.float64(-43.28728798169236)}, 1185: {'params': mu         -0.562010
omega       0.000322
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.028939125832515, 'aic': -72.05787825166503, 'bic': np.float64(-66.72906021096422)}, 1190: {'params': mu         -5.644332e-01
omega       3.296934e-04
alpha[1]    1.000000e+00
beta[1]     3.763392e-11
Name: params, dtype: float64, 'loglikelihood': 47.66892407999654, 'aic': -87.33784815999309, 'bic': np.float64(-82.00903011929228)}, 1195: {'params': mu         -0.581288
omega       0.000656
alpha[1]    0.382851
beta[1]     0.081622
Name: params, dtype: float64, 'loglikelihood': 55.749562061966884, 'aic': -103.49912412393377, 'bic': np.float64(-98.17030608323296)}, 1200: {'params': mu         -0.574949
omega       0.000626
alpha[1]    0.906565
beta[1]     0.000802
Name: params, dtype: float64, 'loglikelihood': 46.7736113487701, 'aic': -85.5472226975402, 'bic': np.float64(-80.2184046568394)}, 1205: {'params': mu         -0.588389
omega       0.000635
alpha[1]    0.846840
beta[1]     0.153160
Name: params, dtype: float64, 'loglikelihood': 36.55944182720352, 'aic': -65.11888365440704, 'bic': np.float64(-59.790065613706226)}, 1210: {'params': mu         -6.357606e-01
omega       9.271909e-04
alpha[1]    9.999999e-01
beta[1]     1.788322e-07
Name: params, dtype: float64, 'loglikelihood': 31.62788703284208, 'aic': -55.25577406568416, 'bic': np.float64(-49.92695602498334)}, 1215: {'params': mu         -7.725933e-01
omega       3.085720e-04
alpha[1]    1.000000e+00
beta[1]     7.437118e-21
Name: params, dtype: float64, 'loglikelihood': 30.367642762180218, 'aic': -52.735285524360435, 'bic': np.float64(-47.40646748365962)}, 1220: {'params': mu         -0.774769
omega       0.000261
alpha[1]    0.999997
beta[1]     0.000007
Name: params, dtype: float64, 'loglikelihood': 32.657294094854706, 'aic': -57.31458818970941, 'bic': np.float64(-51.985770149008594)}, 1225: {'params': mu         -8.868125e-01
omega       2.413325e-04
alpha[1]    9.999999e-01
beta[1]     1.274026e-07
Name: params, dtype: float64, 'loglikelihood': 37.39099033645729, 'aic': -66.78198067291459, 'bic': np.float64(-61.45316263221377)}, 1230: {'params': mu         -8.896618e-01
omega       2.239516e-04
alpha[1]    1.000000e+00
beta[1]     1.641652e-08
Name: params, dtype: float64, 'loglikelihood': 37.723012733972034, 'aic': -67.44602546794407, 'bic': np.float64(-62.11720742724325)}, 1235: {'params': mu         -0.892112
omega       0.000189
alpha[1]    0.985832
beta[1]     0.014168
Name: params, dtype: float64, 'loglikelihood': 36.913930025347085, 'aic': -65.82786005069417, 'bic': np.float64(-60.49904200999335)}, 1240: {'params': mu         -1.046264
omega       0.000048
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 46.32769257806057, 'aic': -84.65538515612114, 'bic': np.float64(-79.32656711542033)}, 1245: {'params': mu         -1.048397
omega       0.000096
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 50.552061861576746, 'aic': -93.10412372315349, 'bic': np.float64(-87.77530568245268)}, 1250: {'params': mu         -1.104161
omega       0.000512
alpha[1]    0.418340
beta[1]     0.218103
Name: params, dtype: float64, 'loglikelihood': 54.93554978497431, 'aic': -101.87109956994863, 'bic': np.float64(-96.54228152924782)}, 1255: {'params': mu         -1.114897
omega       0.000174
alpha[1]    0.880990
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 63.76898370173461, 'aic': -119.53796740346922, 'bic': np.float64(-114.20914936276841)}, 1260: {'params': mu         -1.109536
omega       0.000182
alpha[1]    0.105926
beta[1]     0.436457
Name: params, dtype: float64, 'loglikelihood': 68.7734552624805, 'aic': -129.546910524961, 'bic': np.float64(-124.21809248426018)}, 1265: {'params': mu         -1.119833
omega       0.000178
alpha[1]    0.761973
beta[1]     0.016541
Name: params, dtype: float64, 'loglikelihood': 68.75910709171762, 'aic': -129.51821418343525, 'bic': np.float64(-124.18939614273444)}, 1270: {'params': mu         -1.124798
omega       0.000369
alpha[1]    0.327533
beta[1]     0.137301
Name: params, dtype: float64, 'loglikelihood': 63.06892950604458, 'aic': -118.13785901208917, 'bic': np.float64(-112.80904097138836)}, 1275: {'params': mu         -1.125276e+00
omega       4.411442e-04
alpha[1]    9.396529e-01
beta[1]     4.851432e-12
Name: params, dtype: float64, 'loglikelihood': 51.91322672803461, 'aic': -95.82645345606922, 'bic': np.float64(-90.4976354153684)}, 1280: {'params': mu         -1.088628
omega       0.000075
alpha[1]    0.941968
beta[1]     0.058032
Name: params, dtype: float64, 'loglikelihood': 46.071443639280325, 'aic': -84.14288727856065, 'bic': np.float64(-78.81406923785984)}, 1285: {'params': mu         -1.014756
omega       0.000105
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 47.282577419028996, 'aic': -86.56515483805799, 'bic': np.float64(-81.23633679735718)}, 1290: {'params': mu         -1.013450e+00
omega       1.357938e-04
alpha[1]    1.000000e+00
beta[1]     7.867058e-14
Name: params, dtype: float64, 'loglikelihood': 52.6996909398767, 'aic': -97.3993818797534, 'bic': np.float64(-92.0705638390526)}, 1295: {'params': mu         -1.011944
omega       0.000147
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 61.96464193158515, 'aic': -115.9292838631703, 'bic': np.float64(-110.60046582246949)}, 1300: {'params': mu         -1.012229e+00
omega       2.240059e-04
alpha[1]    5.298898e-01
beta[1]     7.008010e-07
Name: params, dtype: float64, 'loglikelihood': 71.60628316260659, 'aic': -135.21256632521317, 'bic': np.float64(-129.88374828451236)}, 1305: {'params': mu         -1.011338e+00
omega       1.984895e-04
alpha[1]    8.824939e-01
beta[1]     1.025651e-12
Name: params, dtype: float64, 'loglikelihood': 67.57826357772628, 'aic': -127.15652715545255, 'bic': np.float64(-121.82770911475174)}, 1310: {'params': mu         -1.008679e+00
omega       2.747152e-04
alpha[1]    1.000000e+00
beta[1]     1.372751e-08
Name: params, dtype: float64, 'loglikelihood': 56.407882751146566, 'aic': -104.81576550229313, 'bic': np.float64(-99.48694746159232)}, 1315: {'params': mu         -1.011597
omega       0.000233
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 46.18237049458661, 'aic': -84.36474098917321, 'bic': np.float64(-79.0359229484724)}, 1320: {'params': mu         -1.016212
omega       0.000354
alpha[1]    0.953099
beta[1]     0.046901
Name: params, dtype: float64, 'loglikelihood': 33.02744147638307, 'aic': -58.054882952766135, 'bic': np.float64(-52.72606491206532)}, 1325: {'params': mu         -1.230490
omega       0.000076
alpha[1]    0.999994
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 49.262683890093186, 'aic': -90.52536778018637, 'bic': np.float64(-85.19654973948556)}, 1330: {'params': mu         -1.226346
omega       0.000315
alpha[1]    0.383200
beta[1]     0.376224
Name: params, dtype: float64, 'loglikelihood': 53.16506326626875, 'aic': -98.3301265325375, 'bic': np.float64(-93.0013084918367)}, 1335: {'params': mu         -1.228326
omega       0.000136
alpha[1]    0.199995
beta[1]     0.699982
Name: params, dtype: float64, 'loglikelihood': 61.18082881430641, 'aic': -114.36165762861282, 'bic': np.float64(-109.03283958791201)}, 1340: {'params': mu         -1.233218
omega       0.000040
alpha[1]    0.009999
beta[1]     0.689928
Name: params, dtype: float64, 'loglikelihood': 85.44170094902073, 'aic': -162.88340189804146, 'bic': np.float64(-157.55458385734065)}, 1345: {'params': mu         -1.232474
omega       0.000151
alpha[1]    0.467226
beta[1]     0.002047
Name: params, dtype: float64, 'loglikelihood': 78.06671566365944, 'aic': -148.13343132731887, 'bic': np.float64(-142.80461328661806)}, 1350: {'params': mu         -1.225972
omega       0.000222
alpha[1]    0.309399
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 73.82865855652227, 'aic': -139.65731711304454, 'bic': np.float64(-134.32849907234373)}, 1355: {'params': mu         -1.221843
omega       0.000007
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 67.40068835517468, 'aic': -126.80137671034936, 'bic': np.float64(-121.47255866964855)}, 1360: {'params': mu         -1.206460
omega       0.000086
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 66.8718641030212, 'aic': -125.74372820604239, 'bic': np.float64(-120.41491016534158)}, 1365: {'params': mu         -1.196607e+00
omega       1.510793e-04
alpha[1]    1.235308e-08
beta[1]     7.584411e-01
Name: params, dtype: float64, 'loglikelihood': 61.58094792875549, 'aic': -115.16189585751098, 'bic': np.float64(-109.83307781681017)}, 1370: {'params': mu         -1.195031
omega       0.000016
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 63.19141271872303, 'aic': -118.38282543744606, 'bic': np.float64(-113.05400739674525)}, 1375: {'params': mu         -1.198052
omega       0.000028
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 57.604319257523635, 'aic': -107.20863851504727, 'bic': np.float64(-101.87982047434646)}, 1380: {'params': mu         -1.176723
omega       0.000332
alpha[1]    0.860025
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 58.28051221770212, 'aic': -108.56102443540424, 'bic': np.float64(-103.23220639470343)}, 1385: {'params': mu         -1.199402
omega       0.000021
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 51.76810691155512, 'aic': -95.53621382311024, 'bic': np.float64(-90.20739578240944)}, 1390: {'params': mu         -1.200481
omega       0.000931
alpha[1]    0.050075
beta[1]     0.449988
Name: params, dtype: float64, 'loglikelihood': 48.393285946472524, 'aic': -88.78657189294505, 'bic': np.float64(-83.45775385224424)}, 1395: {'params': mu         -1.224640e+00
omega       7.129232e-04
alpha[1]    7.143847e-01
beta[1]     1.687328e-14
Name: params, dtype: float64, 'loglikelihood': 50.265286552980726, 'aic': -92.53057310596145, 'bic': np.float64(-87.20175506526064)}, 1400: {'params': mu         -1.215262
omega       0.001165
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 41.756847601156366, 'aic': -75.51369520231273, 'bic': np.float64(-70.18487716161192)}, 1405: {'params': mu         -1.227903e+00
omega       1.816022e-03
alpha[1]    9.053428e-01
beta[1]     2.797388e-09
Name: params, dtype: float64, 'loglikelihood': 32.62612386739518, 'aic': -57.25224773479036, 'bic': np.float64(-51.92342969408954)}, 1410: {'params': mu         -1.258837e+00
omega       2.192774e-03
alpha[1]    8.301962e-01
beta[1]     3.385291e-08
Name: params, dtype: float64, 'loglikelihood': 27.014195194131773, 'aic': -46.028390388263546, 'bic': np.float64(-40.69957234756273)}, 1415: {'params': mu         -1.478574
omega       0.000021
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 31.87261526636574, 'aic': -55.74523053273148, 'bic': np.float64(-50.416412492030666)}, 1420: {'params': mu         -1.457306
omega       0.000644
alpha[1]    0.599257
beta[1]     0.162489
Name: params, dtype: float64, 'loglikelihood': 39.749069834908376, 'aic': -71.49813966981675, 'bic': np.float64(-66.16932162911594)}, 1425: {'params': mu         -1.471784
omega       0.000547
alpha[1]    0.777639
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 50.76392487915483, 'aic': -93.52784975830966, 'bic': np.float64(-88.19903171760885)}, 1430: {'params': mu         -1.475845
omega       0.000509
alpha[1]    0.999993
beta[1]     0.000005
Name: params, dtype: float64, 'loglikelihood': 50.02882224041423, 'aic': -92.05764448082846, 'bic': np.float64(-86.72882644012765)}, 1435: {'params': mu         -1.482806
omega       0.000729
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 46.455036681417106, 'aic': -84.91007336283421, 'bic': np.float64(-79.5812553221334)}, 1440: {'params': mu         -1.485978e+00
omega       9.742363e-04
alpha[1]    1.000000e+00
beta[1]     8.311261e-14
Name: params, dtype: float64, 'loglikelihood': 37.53395184867632, 'aic': -67.06790369735263, 'bic': np.float64(-61.73908565665182)}, 1445: {'params': mu         -1.539745
omega       0.001955
alpha[1]    0.474967
beta[1]     0.378310
Name: params, dtype: float64, 'loglikelihood': 28.04457899941417, 'aic': -48.08915799882834, 'bic': np.float64(-42.760339958127524)}, 1450: {'params': mu         -1.555213
omega       0.003140
alpha[1]    0.936396
beta[1]     0.063604
Name: params, dtype: float64, 'loglikelihood': 19.883860891322133, 'aic': -31.767721782644266, 'bic': np.float64(-26.43890374194345)}, 1455: {'params': mu         -1.561648
omega       0.004133
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 8.233400400424761, 'aic': -8.466800800849523, 'bic': np.float64(-3.1379827601487076)}, 1460: {'params': mu         -1.036228
omega       0.000080
alpha[1]    0.898734
beta[1]     0.049193
Name: params, dtype: float64, 'loglikelihood': 16.566651011233468, 'aic': -25.133302022466935, 'bic': np.float64(-19.80448398176612)}, 1465: {'params': mu         -1.028649
omega       0.000660
alpha[1]    0.946760
beta[1]     0.004297
Name: params, dtype: float64, 'loglikelihood': 21.21167057474006, 'aic': -34.42334114948012, 'bic': np.float64(-29.094523108779306)}, 1470: {'params': mu         -1.024544
omega       0.000654
alpha[1]    0.998382
beta[1]     0.001618
Name: params, dtype: float64, 'loglikelihood': 28.900493576918844, 'aic': -49.80098715383769, 'bic': np.float64(-44.47216911313687)}, 1475: {'params': mu         -0.926517
omega       0.000490
alpha[1]    0.999995
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 36.318402500283064, 'aic': -64.63680500056613, 'bic': np.float64(-59.30798695986531)}, 1480: {'params': mu         -9.130799e-01
omega       4.542344e-04
alpha[1]    7.508923e-01
beta[1]     5.555572e-07
Name: params, dtype: float64, 'loglikelihood': 46.78841977052432, 'aic': -85.57683954104864, 'bic': np.float64(-80.24802150034783)}, 1485: {'params': mu         -0.920554
omega       0.000633
alpha[1]    0.733545
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 50.57359592378807, 'aic': -93.14719184757614, 'bic': np.float64(-87.81837380687533)}, 1490: {'params': mu         -0.925118
omega       0.000665
alpha[1]    0.366375
beta[1]     0.220251
Name: params, dtype: float64, 'loglikelihood': 53.29414047118526, 'aic': -98.58828094237052, 'bic': np.float64(-93.2594629016697)}, 1495: {'params': mu         -0.957866
omega       0.000431
alpha[1]    0.838107
beta[1]     0.117001
Name: params, dtype: float64, 'loglikelihood': 44.18230293612293, 'aic': -80.36460587224586, 'bic': np.float64(-75.03578783154505)}, 1500: {'params': mu         -0.969408
omega       0.000265
alpha[1]    0.977814
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 45.698867402935605, 'aic': -83.39773480587121, 'bic': np.float64(-78.0689167651704)}, 1505: {'params': mu         -1.028967
omega       0.000542
alpha[1]    0.954776
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 45.518805113426666, 'aic': -83.03761022685333, 'bic': np.float64(-77.70879218615252)}, 1510: {'params': mu         -1.037378
omega       0.000302
alpha[1]    0.736698
beta[1]     0.193473
Name: params, dtype: float64, 'loglikelihood': 47.81992366618725, 'aic': -87.6398473323745, 'bic': np.float64(-82.31102929167369)}, 1515: {'params': mu         -1.042331
omega       0.000268
alpha[1]    0.808825
beta[1]     0.191175
Name: params, dtype: float64, 'loglikelihood': 44.04859815110478, 'aic': -80.09719630220955, 'bic': np.float64(-74.76837826150874)}, 1520: {'params': mu         -1.100967
omega       0.000377
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 38.5810544695801, 'aic': -69.1621089391602, 'bic': np.float64(-63.83329089845939)}, 1525: {'params': mu         -1.203573
omega       0.000122
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 44.905342395746686, 'aic': -81.81068479149337, 'bic': np.float64(-76.48186675079256)}, 1530: {'params': mu         -1.205710e+00
omega       1.014942e-04
alpha[1]    1.000000e+00
beta[1]     1.453726e-15
Name: params, dtype: float64, 'loglikelihood': 54.97350684690055, 'aic': -101.9470136938011, 'bic': np.float64(-96.61819565310029)}, 1535: {'params': mu         -1.211653e+00
omega       2.954656e-04
alpha[1]    1.000000e+00
beta[1]     9.222291e-13
Name: params, dtype: float64, 'loglikelihood': 57.30419536989886, 'aic': -106.60839073979773, 'bic': np.float64(-101.27957269909692)}, 1540: {'params': mu         -1.204124e+00
omega       5.431221e-04
alpha[1]    6.541655e-02
beta[1]     5.828513e-08
Name: params, dtype: float64, 'loglikelihood': 64.7673067773744, 'aic': -121.5346135547488, 'bic': np.float64(-116.20579551404799)}, 1545: {'params': mu         -1.198934e+00
omega       5.765628e-04
alpha[1]    1.301077e-01
beta[1]     1.454695e-14
Name: params, dtype: float64, 'loglikelihood': 63.052695172919954, 'aic': -118.10539034583991, 'bic': np.float64(-112.7765723051391)}, 1550: {'params': mu         -1.192630
omega       0.000805
alpha[1]    0.127597
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 58.34821813085233, 'aic': -108.69643626170466, 'bic': np.float64(-103.36761822100385)}, 1555: {'params': mu         -1.191579
omega       0.000246
alpha[1]    0.008000
beta[1]     0.733473
Name: params, dtype: float64, 'loglikelihood': 56.713049791112674, 'aic': -105.42609958222535, 'bic': np.float64(-100.09728154152454)}, 1560: {'params': mu         -1.179344e+00
omega       3.867172e-04
alpha[1]    1.000000e+00
beta[1]     7.834669e-11
Name: params, dtype: float64, 'loglikelihood': 56.39256579649484, 'aic': -104.78513159298969, 'bic': np.float64(-99.45631355228888)}, 1565: {'params': mu         -1.172564e+00
omega       3.676296e-04
alpha[1]    9.999999e-01
beta[1]     2.557849e-07
Name: params, dtype: float64, 'loglikelihood': 47.7400435176375, 'aic': -87.480087035275, 'bic': np.float64(-82.1512689945742)}, 1570: {'params': mu         -1.174820
omega       0.000515
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 35.811503769749294, 'aic': -63.62300753949859, 'bic': np.float64(-58.29418949879777)}, 1575: {'params': mu         -9.873924e-01
omega       4.023591e-04
alpha[1]    9.083688e-01
beta[1]     1.025818e-11
Name: params, dtype: float64, 'loglikelihood': 34.845447588381724, 'aic': -61.69089517676345, 'bic': np.float64(-56.36207713606263)}, 1580: {'params': mu         -0.938060
omega       0.000062
alpha[1]    0.991818
beta[1]     0.008177
Name: params, dtype: float64, 'loglikelihood': 42.69967208162459, 'aic': -77.39934416324918, 'bic': np.float64(-72.07052612254837)}, 1585: {'params': mu         -0.989459
omega       0.000321
alpha[1]    0.443175
beta[1]     0.556825
Name: params, dtype: float64, 'loglikelihood': 42.10910950520634, 'aic': -76.21821901041268, 'bic': np.float64(-70.88940096971187)}, 1590: {'params': mu         -0.981294
omega       0.000282
alpha[1]    0.328595
beta[1]     0.671405
Name: params, dtype: float64, 'loglikelihood': 41.33754855559082, 'aic': -74.67509711118164, 'bic': np.float64(-69.34627907048083)}, 1595: {'params': mu         -0.940631
omega       0.000472
alpha[1]    0.932087
beta[1]     0.067913
Name: params, dtype: float64, 'loglikelihood': 40.71143204177791, 'aic': -73.42286408355582, 'bic': np.float64(-68.09404604285501)}, 1600: {'params': mu         -1.027783
omega       0.000165
alpha[1]    0.537651
beta[1]     0.387853
Name: params, dtype: float64, 'loglikelihood': 42.0820355515451, 'aic': -76.1640711030902, 'bic': np.float64(-70.83525306238938)}, 1605: {'params': mu         -1.051315e+00
omega       2.443912e-04
alpha[1]    9.965158e-01
beta[1]     1.085408e-11
Name: params, dtype: float64, 'loglikelihood': 50.26290880286066, 'aic': -92.52581760572131, 'bic': np.float64(-87.1969995650205)}, 1610: {'params': mu         -1.039435
omega       0.000154
alpha[1]    0.263422
beta[1]     0.493332
Name: params, dtype: float64, 'loglikelihood': 58.015996723876626, 'aic': -108.03199344775325, 'bic': np.float64(-102.70317540705244)}, 1615: {'params': mu         -1.036787
omega       0.000229
alpha[1]    0.050006
beta[1]     0.450008
Name: params, dtype: float64, 'loglikelihood': 67.92899574687856, 'aic': -127.85799149375711, 'bic': np.float64(-122.5291734530563)}, 1620: {'params': mu         -1.038568
omega       0.000395
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 48.99476941167601, 'aic': -89.98953882335202, 'bic': np.float64(-84.66072078265121)}, 1625: {'params': mu         -1.040638
omega       0.000389
alpha[1]    0.951258
beta[1]     0.048742
Name: params, dtype: float64, 'loglikelihood': 35.905334504777734, 'aic': -63.81066900955547, 'bic': np.float64(-58.48185096885465)}, 1630: {'params': mu         -0.805850
omega       0.000024
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 43.52747411385088, 'aic': -79.05494822770176, 'bic': np.float64(-73.72613018700095)}, 1635: {'params': mu         -0.798850
omega       0.000106
alpha[1]    0.764834
beta[1]     0.064351
Name: params, dtype: float64, 'loglikelihood': 52.731067900805215, 'aic': -97.46213580161043, 'bic': np.float64(-92.13331776090962)}, 1640: {'params': mu         -0.806720
omega       0.000046
alpha[1]    0.891538
beta[1]     0.108462
Name: params, dtype: float64, 'loglikelihood': 57.894413741350945, 'aic': -107.78882748270189, 'bic': np.float64(-102.46000944200108)}, 1645: {'params': mu         -0.804305
omega       0.000034
alpha[1]    0.726323
beta[1]     0.273677
Name: params, dtype: float64, 'loglikelihood': 68.39531092002704, 'aic': -128.7906218400541, 'bic': np.float64(-123.46180379935328)}, 1650: {'params': mu         -0.796023
omega       0.000249
alpha[1]    0.581021
beta[1]     0.190676
Name: params, dtype: float64, 'loglikelihood': 62.97372075530244, 'aic': -117.94744151060488, 'bic': np.float64(-112.61862346990407)}, 1655: {'params': mu         -0.793952
omega       0.000432
alpha[1]    0.535959
beta[1]     0.000016
Name: params, dtype: float64, 'loglikelihood': 59.95214021005303, 'aic': -111.90428042010606, 'bic': np.float64(-106.57546237940525)}, 1660: {'params': mu         -0.789733
omega       0.000607
alpha[1]    0.827955
beta[1]     0.000004
Name: params, dtype: float64, 'loglikelihood': 50.80655278107396, 'aic': -93.61310556214792, 'bic': np.float64(-88.28428752144711)}, 1665: {'params': mu         -0.790163
omega       0.000271
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 43.31526765939593, 'aic': -78.63053531879186, 'bic': np.float64(-73.30171727809105)}, 1670: {'params': mu         -0.786029
omega       0.000731
alpha[1]    0.706076
beta[1]     0.106408
Name: params, dtype: float64, 'loglikelihood': 44.192742685070506, 'aic': -80.38548537014101, 'bic': np.float64(-75.0566673294402)}, 1675: {'params': mu         -0.780438
omega       0.000649
alpha[1]    0.963989
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 39.372904320594394, 'aic': -70.74580864118879, 'bic': np.float64(-65.41699060048798)}, 1680: {'params': mu         -0.787726
omega       0.000861
alpha[1]    0.886168
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 38.56159691996148, 'aic': -69.12319383992296, 'bic': np.float64(-63.794375799222145)}, 1685: {'params': mu         -7.639503e-01
omega       9.552011e-04
alpha[1]    9.389240e-01
beta[1]     1.523800e-08
Name: params, dtype: float64, 'loglikelihood': 36.39858774098607, 'aic': -64.79717548197215, 'bic': np.float64(-59.46835744127133)}, 1690: {'params': mu         -0.751479
omega       0.002190
alpha[1]    0.653124
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 35.3199822919098, 'aic': -62.639964583819605, 'bic': np.float64(-57.31114654311879)}, 1695: {'params': mu         -0.794306
omega       0.000620
alpha[1]    0.615411
beta[1]     0.384589
Name: params, dtype: float64, 'loglikelihood': 32.368044193410164, 'aic': -56.73608838682033, 'bic': np.float64(-51.40727034611951)}, 1700: {'params': mu         -0.731641
omega       0.002293
alpha[1]    0.779335
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.60254592694513, 'aic': -51.20509185389026, 'bic': np.float64(-45.87627381318944)}, 1705: {'params': mu         -0.653323
omega       0.001869
alpha[1]    0.612944
beta[1]     0.290592
Name: params, dtype: float64, 'loglikelihood': 28.907594143088538, 'aic': -49.815188286177076, 'bic': np.float64(-44.48637024547626)}, 1710: {'params': mu         -0.639147
omega       0.002204
alpha[1]    0.466625
beta[1]     0.224073
Name: params, dtype: float64, 'loglikelihood': 32.514674187372215, 'aic': -57.02934837474443, 'bic': np.float64(-51.70053033404361)}, 1715: {'params': mu         -0.635634
omega       0.001645
alpha[1]    0.670898
beta[1]     0.259776
Name: params, dtype: float64, 'loglikelihood': 32.19536912519073, 'aic': -56.39073825038146, 'bic': np.float64(-51.06192020968064)}, 1720: {'params': mu         -0.655788
omega       0.001899
alpha[1]    0.792174
beta[1]     0.207826
Name: params, dtype: float64, 'loglikelihood': 24.190144502451197, 'aic': -40.380289004902394, 'bic': np.float64(-35.05147096420158)}, 1725: {'params': mu         -8.172031e-01
omega       3.385961e-04
alpha[1]    9.999998e-01
beta[1]     2.355312e-07
Name: params, dtype: float64, 'loglikelihood': 20.068081579215267, 'aic': -32.136163158430534, 'bic': np.float64(-26.807345117729717)}, 1730: {'params': mu         -0.890488
omega       0.000535
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 23.935608445898197, 'aic': -39.871216891796394, 'bic': np.float64(-34.54239885109558)}, 1735: {'params': mu         -8.855616e-01
omega       4.291504e-04
alpha[1]    1.000000e+00
beta[1]     4.207224e-10
Name: params, dtype: float64, 'loglikelihood': 36.82718509717199, 'aic': -65.65437019434398, 'bic': np.float64(-60.325552153643166)}, 1740: {'params': mu         -8.926185e-01
omega       3.733574e-04
alpha[1]    1.000000e+00
beta[1]     4.882557e-10
Name: params, dtype: float64, 'loglikelihood': 42.94913658799555, 'aic': -77.8982731759911, 'bic': np.float64(-72.56945513529028)}, 1745: {'params': mu         -0.964835
omega       0.000345
alpha[1]    0.999999
beta[1]     0.000001
Name: params, dtype: float64, 'loglikelihood': 47.9654702155483, 'aic': -87.9309404310966, 'bic': np.float64(-82.60212239039579)}, 1750: {'params': mu         -0.936469
omega       0.000303
alpha[1]    0.002863
beta[1]     0.901441
Name: params, dtype: float64, 'loglikelihood': 42.68602842645823, 'aic': -77.37205685291646, 'bic': np.float64(-72.04323881221565)}, 1755: {'params': mu         -0.940326
omega       0.002175
alpha[1]    0.739126
beta[1]     0.101475
Name: params, dtype: float64, 'loglikelihood': 32.14701763727343, 'aic': -56.29403527454686, 'bic': np.float64(-50.96521723384604)}, 1760: {'params': mu         -0.963232
omega       0.001331
alpha[1]    0.850502
beta[1]     0.149498
Name: params, dtype: float64, 'loglikelihood': 25.49505827797603, 'aic': -42.99011655595206, 'bic': np.float64(-37.66129851525125)}, 1765: {'params': mu         -9.750826e-01
omega       1.813231e-03
alpha[1]    1.000000e+00
beta[1]     4.427339e-12
Name: params, dtype: float64, 'loglikelihood': 18.110627601693164, 'aic': -28.221255203386328, 'bic': np.float64(-22.89243716268551)}, 1770: {'params': mu         -1.251078e+00
omega       4.436238e-04
alpha[1]    9.999999e-01
beta[1]     1.349816e-07
Name: params, dtype: float64, 'loglikelihood': 26.651474057750526, 'aic': -45.30294811550105, 'bic': np.float64(-39.974130074800236)}, 1775: {'params': mu         -1.328483
omega       0.000059
alpha[1]    0.999968
beta[1]     0.000015
Name: params, dtype: float64, 'loglikelihood': 48.06486504238457, 'aic': -88.12973008476914, 'bic': np.float64(-82.80091204406833)}, 1780: {'params': mu         -1.328247e+00
omega       4.639945e-05
alpha[1]    9.999940e-01
beta[1]     1.421067e-19
Name: params, dtype: float64, 'loglikelihood': 57.773076716170124, 'aic': -107.54615343234025, 'bic': np.float64(-102.21733539163944)}, 1785: {'params': mu         -1.329067
omega       0.000085
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 65.85596009365914, 'aic': -123.71192018731827, 'bic': np.float64(-118.38310214661746)}, 1790: {'params': mu         -1.330095
omega       0.000117
alpha[1]    1.000000
beta[1]     0.000004
Name: params, dtype: float64, 'loglikelihood': 64.47371185230246, 'aic': -120.94742370460492, 'bic': np.float64(-115.6186056639041)}, 1795: {'params': mu         -1.340375
omega       0.000303
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 47.0122051676022, 'aic': -86.0244103352044, 'bic': np.float64(-80.69559229450358)}, 1800: {'params': mu         -1.350846
omega       0.000316
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 36.709760082328174, 'aic': -65.41952016465635, 'bic': np.float64(-60.09070212395553)}, 1805: {'params': mu         -1.586376
omega       0.000008
alpha[1]    0.998775
beta[1]     0.001306
Name: params, dtype: float64, 'loglikelihood': 45.40287998319994, 'aic': -82.80575996639988, 'bic': np.float64(-77.47694192569907)}, 1810: {'params': mu         -1.587613e+00
omega       1.330906e-04
alpha[1]    9.242877e-01
beta[1]     2.737517e-11
Name: params, dtype: float64, 'loglikelihood': 55.09845622639029, 'aic': -102.19691245278058, 'bic': np.float64(-96.86809441207977)}, 1815: {'params': mu         -1.589517
omega       0.000165
alpha[1]    0.871767
beta[1]     0.013959
Name: params, dtype: float64, 'loglikelihood': 64.40094107651207, 'aic': -120.80188215302414, 'bic': np.float64(-115.47306411232333)}, 1820: {'params': mu         -1.589285
omega       0.000055
alpha[1]    0.969447
beta[1]     0.030553
Name: params, dtype: float64, 'loglikelihood': 71.99060285760079, 'aic': -135.98120571520158, 'bic': np.float64(-130.65238767450077)}, 1825: {'params': mu         -1.614985e+00
omega       1.974755e-04
alpha[1]    5.909631e-01
beta[1]     1.447626e-12
Name: params, dtype: float64, 'loglikelihood': 70.3781802066742, 'aic': -132.7563604133484, 'bic': np.float64(-127.4275423726476)}, 1830: {'params': mu         -1.615050
omega       0.000183
alpha[1]    0.869499
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 67.79300443473859, 'aic': -127.58600886947718, 'bic': np.float64(-122.25719082877637)}, 1835: {'params': mu         -1.622570e+00
omega       2.085862e-04
alpha[1]    1.000000e+00
beta[1]     1.122543e-08
Name: params, dtype: float64, 'loglikelihood': 67.35454454872624, 'aic': -126.70908909745248, 'bic': np.float64(-121.38027105675167)}, 1840: {'params': mu         -1.627487e+00
omega       1.827962e-04
alpha[1]    1.000000e+00
beta[1]     9.639789e-15
Name: params, dtype: float64, 'loglikelihood': 60.11442437305125, 'aic': -112.2288487461025, 'bic': np.float64(-106.90003070540169)}, 1845: {'params': mu         -1.629127
omega       0.000323
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 51.49042973899889, 'aic': -94.98085947799778, 'bic': np.float64(-89.65204143729697)}, 1850: {'params': mu         -1.685081
omega       0.000081
alpha[1]    0.941022
beta[1]     0.058978
Name: params, dtype: float64, 'loglikelihood': 48.40039834182072, 'aic': -88.80079668364144, 'bic': np.float64(-83.47197864294063)}, 1855: {'params': mu         -1.684473e+00
omega       4.150214e-05
alpha[1]    1.000000e+00
beta[1]     5.761349e-18
Name: params, dtype: float64, 'loglikelihood': 53.285667418394034, 'aic': -98.57133483678807, 'bic': np.float64(-93.24251679608726)}, 1860: {'params': mu         -1.687504e+00
omega       3.026385e-06
alpha[1]    7.787054e-01
beta[1]     5.784343e-11
Name: params, dtype: float64, 'loglikelihood': 68.1450918172235, 'aic': -128.290183634447, 'bic': np.float64(-122.9613655937462)}, 1865: {'params': mu         -1.690345
omega       0.000203
alpha[1]    0.422348
beta[1]     0.207230
Name: params, dtype: float64, 'loglikelihood': 65.9257246532949, 'aic': -123.85144930658981, 'bic': np.float64(-118.522631265889)}, 1870: {'params': mu         -1.686793
omega       0.000100
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 68.09556495146035, 'aic': -128.1911299029207, 'bic': np.float64(-122.86231186221988)}, 1875: {'params': mu         -1.689301e+00
omega       7.239615e-04
alpha[1]    6.933108e-01
beta[1]     6.165477e-18
Name: params, dtype: float64, 'loglikelihood': 54.80818590826938, 'aic': -101.61637181653876, 'bic': np.float64(-96.28755377583795)}, 1880: {'params': mu         -1.678056e+00
omega       8.348885e-04
alpha[1]    6.410869e-01
beta[1]     2.577257e-07
Name: params, dtype: float64, 'loglikelihood': 50.44351559494241, 'aic': -92.88703118988482, 'bic': np.float64(-87.55821314918401)}, 1885: {'params': mu         -1.649452e+00
omega       1.326452e-03
alpha[1]    3.018840e-01
beta[1]     2.276620e-12
Name: params, dtype: float64, 'loglikelihood': 48.51761716639986, 'aic': -89.03523433279972, 'bic': np.float64(-83.70641629209891)}, 1890: {'params': mu         -1.619453
omega       0.000383
alpha[1]    0.356897
beta[1]     0.455708
Name: params, dtype: float64, 'loglikelihood': 48.95641052844748, 'aic': -89.91282105689496, 'bic': np.float64(-84.58400301619415)}, 1895: {'params': mu         -1.610954
omega       0.000362
alpha[1]    0.216960
beta[1]     0.546584
Name: params, dtype: float64, 'loglikelihood': 49.75074260332391, 'aic': -91.50148520664781, 'bic': np.float64(-86.172667165947)}, 1900: {'params': mu         -1.606780
omega       0.000338
alpha[1]    0.505727
beta[1]     0.494273
Name: params, dtype: float64, 'loglikelihood': 45.35452077855323, 'aic': -82.70904155710646, 'bic': np.float64(-77.38022351640565)}, 1905: {'params': mu         -1.621998
omega       0.001342
alpha[1]    0.738335
beta[1]     0.000022
Name: params, dtype: float64, 'loglikelihood': 41.480637274838635, 'aic': -74.96127454967727, 'bic': np.float64(-69.63245650897646)}, 1910: {'params': mu         -1.635710
omega       0.002674
alpha[1]    0.364223
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 37.715286804662654, 'aic': -67.43057360932531, 'bic': np.float64(-62.10175556862449)}, 1915: {'params': mu         -1.576347e+00
omega       1.479532e-03
alpha[1]    9.307084e-01
beta[1]     6.162976e-32
Name: params, dtype: float64, 'loglikelihood': 30.441709112585453, 'aic': -52.88341822517091, 'bic': np.float64(-47.55460018447009)}, 1920: {'params': mu         -1.605714
omega       0.004870
alpha[1]    0.200877
beta[1]     0.299633
Name: params, dtype: float64, 'loglikelihood': 25.792168725241343, 'aic': -43.584337450482685, 'bic': np.float64(-38.25551940978187)}, 1925: {'params': mu         -1.512082e+00
omega       1.354798e-03
alpha[1]    1.000000e+00
beta[1]     1.034830e-11
Name: params, dtype: float64, 'loglikelihood': 22.82951679953866, 'aic': -37.65903359907732, 'bic': np.float64(-32.3302155583765)}, 1930: {'params': mu         -1.505994e+00
omega       1.095926e-03
alpha[1]    1.000000e+00
beta[1]     9.281150e-12
Name: params, dtype: float64, 'loglikelihood': 20.397591297564787, 'aic': -32.795182595129575, 'bic': np.float64(-27.466364554428758)}, 1935: {'params': mu         -1.501813e+00
omega       1.036227e-03
alpha[1]    1.000000e+00
beta[1]     1.918753e-09
Name: params, dtype: float64, 'loglikelihood': 15.343668778448409, 'aic': -22.687337556896818, 'bic': np.float64(-17.358519516196004)}, 1940: {'params': mu         -1.019404e+00
omega       7.293469e-05
alpha[1]    1.000000e+00
beta[1]     3.932096e-12
Name: params, dtype: float64, 'loglikelihood': 29.342174974081015, 'aic': -50.68434994816203, 'bic': np.float64(-45.35553190746121)}, 1945: {'params': mu         -1.023171
omega       0.000352
alpha[1]    0.686658
beta[1]     0.023381
Name: params, dtype: float64, 'loglikelihood': 41.60993969322467, 'aic': -75.21987938644934, 'bic': np.float64(-69.89106134574853)}, 1950: {'params': mu         -1.019688
omega       0.000077
alpha[1]    0.760916
beta[1]     0.068390
Name: params, dtype: float64, 'loglikelihood': 62.73453842243978, 'aic': -117.46907684487957, 'bic': np.float64(-112.14025880417876)}, 1955: {'params': mu         -1.017805
omega       0.000098
alpha[1]    0.189781
beta[1]     0.664233
Name: params, dtype: float64, 'loglikelihood': 66.66874953317485, 'aic': -125.3374990663497, 'bic': np.float64(-120.00868102564888)}, 1960: {'params': mu         -1.008581
omega       0.000045
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 81.89283203948798, 'aic': -155.78566407897597, 'bic': np.float64(-150.45684603827516)}, 1965: {'params': mu         -1.007345
omega       0.000039
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 76.22066093964858, 'aic': -144.44132187929716, 'bic': np.float64(-139.11250383859635)}, 1970: {'params': mu         -1.005841
omega       0.000022
alpha[1]    0.999973
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 76.41601223932993, 'aic': -144.83202447865986, 'bic': np.float64(-139.50320643795905)}, 1975: {'params': mu         -0.998660
omega       0.000105
alpha[1]    0.200017
beta[1]     0.499989
Name: params, dtype: float64, 'loglikelihood': 76.01805435209879, 'aic': -144.03610870419757, 'bic': np.float64(-138.70729066349676)}, 1980: {'params': mu         -0.994065
omega       0.000070
alpha[1]    0.897281
beta[1]     0.003003
Name: params, dtype: float64, 'loglikelihood': 78.11529568696228, 'aic': -148.23059137392457, 'bic': np.float64(-142.90177333322376)}, 1985: {'params': mu         -0.993182
omega       0.000048
alpha[1]    0.773761
beta[1]     0.226239
Name: params, dtype: float64, 'loglikelihood': 73.4207616482768, 'aic': -138.8415232965536, 'bic': np.float64(-133.51270525585278)}, 1990: {'params': mu         -0.995644
omega       0.000117
alpha[1]    0.200000
beta[1]     0.499989
Name: params, dtype: float64, 'loglikelihood': 71.20161319125769, 'aic': -134.40322638251538, 'bic': np.float64(-129.07440834181457)}, 1995: {'params': mu         -0.993141
omega       0.000070
alpha[1]    0.847579
beta[1]     0.152482
Name: params, dtype: float64, 'loglikelihood': 71.3691150217611, 'aic': -134.7382300435222, 'bic': np.float64(-129.4094120028214)}, 2000: {'params': mu         -0.995556
omega       0.000079
alpha[1]    0.180666
beta[1]     0.819334
Name: params, dtype: float64, 'loglikelihood': 57.360861059188046, 'aic': -106.72172211837609, 'bic': np.float64(-101.39290407767528)}, 2005: {'params': mu         -1.014295e+00
omega       2.826025e-04
alpha[1]    1.000000e+00
beta[1]     9.260294e-12
Name: params, dtype: float64, 'loglikelihood': 52.13473080878517, 'aic': -96.26946161757034, 'bic': np.float64(-90.94064357686953)}, 2010: {'params': mu         -1.018954
omega       0.000266
alpha[1]    0.999988
beta[1]     0.000004
Name: params, dtype: float64, 'loglikelihood': 47.10662928370648, 'aic': -86.21325856741296, 'bic': np.float64(-80.88444052671215)}, 2015: {'params': mu         -1.011773
omega       0.000257
alpha[1]    0.999211
beta[1]     0.000729
Name: params, dtype: float64, 'loglikelihood': 46.71118502349225, 'aic': -85.4223700469845, 'bic': np.float64(-80.09355200628369)}, 2020: {'params': mu         -1.008534e+00
omega       4.483378e-04
alpha[1]    1.000000e+00
beta[1]     6.885163e-13
Name: params, dtype: float64, 'loglikelihood': 44.992412870316464, 'aic': -81.98482574063293, 'bic': np.float64(-76.65600769993212)}, 2025: {'params': mu         -1.010977
omega       0.000451
alpha[1]    0.987653
beta[1]     0.012347
Name: params, dtype: float64, 'loglikelihood': 45.192908838885906, 'aic': -82.38581767777181, 'bic': np.float64(-77.056999637071)}, 2030: {'params': mu         -1.002630
omega       0.000341
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 49.68034058635738, 'aic': -91.36068117271476, 'bic': np.float64(-86.03186313201395)}, 2035: {'params': mu         -1.003617
omega       0.000320
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 47.72257728167219, 'aic': -87.44515456334437, 'bic': np.float64(-82.11633652264356)}, 2040: {'params': mu         -1.005858
omega       0.000387
alpha[1]    0.999992
beta[1]     0.000005
Name: params, dtype: float64, 'loglikelihood': 37.63227311913203, 'aic': -67.26454623826406, 'bic': np.float64(-61.93572819756324)}, 2045: {'params': mu         -8.462203e-01
omega       5.508534e-07
alpha[1]    9.996336e-01
beta[1]     4.076118e-04
Name: params, dtype: float64, 'loglikelihood': 28.7939272863, 'aic': -49.5878545726, 'bic': np.float64(-44.259036531899184)}, 2050: {'params': mu         -0.845595
omega       0.001060
alpha[1]    0.988982
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 33.83179678741085, 'aic': -59.663593574821704, 'bic': np.float64(-54.33477553412089)}, 2055: {'params': mu         -0.845675
omega       0.001067
alpha[1]    0.999929
beta[1]     0.000056
Name: params, dtype: float64, 'loglikelihood': 34.69637110050956, 'aic': -61.39274220101912, 'bic': np.float64(-56.0639241603183)}, 2060: {'params': mu         -0.841206
omega       0.001220
alpha[1]    0.996004
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 31.586133431426212, 'aic': -55.172266862852425, 'bic': np.float64(-49.84344882215161)}, 2065: {'params': mu         -0.961770
omega       0.000093
alpha[1]    0.982124
beta[1]     0.017876
Name: params, dtype: float64, 'loglikelihood': 39.575497510026366, 'aic': -71.15099502005273, 'bic': np.float64(-65.82217697935192)}, 2070: {'params': mu         -0.962046
omega       0.000146
alpha[1]    0.982346
beta[1]     0.017654
Name: params, dtype: float64, 'loglikelihood': 44.642544899214926, 'aic': -81.28508979842985, 'bic': np.float64(-75.95627175772904)}, 2075: {'params': mu         -0.981256
omega       0.000571
alpha[1]    0.959676
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 48.47013204134217, 'aic': -88.94026408268434, 'bic': np.float64(-83.61144604198353)}, 2080: {'params': mu         -0.964421
omega       0.000342
alpha[1]    0.655624
beta[1]     0.129141
Name: params, dtype: float64, 'loglikelihood': 52.480167384920996, 'aic': -96.96033476984199, 'bic': np.float64(-91.63151672914118)}, 2085: {'params': mu         -0.960222
omega       0.000331
alpha[1]    0.931113
beta[1]     0.068887
Name: params, dtype: float64, 'loglikelihood': 52.73291132776027, 'aic': -97.46582265552054, 'bic': np.float64(-92.13700461481973)}, 2090: {'params': mu         -0.966874
omega       0.000788
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.089213693989905, 'aic': -72.17842738797981, 'bic': np.float64(-66.849609347279)}, 2095: {'params': mu         -0.956191
omega       0.000664
alpha[1]    0.796153
beta[1]     0.203847
Name: params, dtype: float64, 'loglikelihood': 32.44668725487949, 'aic': -56.893374509758985, 'bic': np.float64(-51.56455646905817)}, 2100: {'params': mu         -0.791785
omega       0.000193
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 36.4620672470239, 'aic': -64.9241344940478, 'bic': np.float64(-59.59531645334699)}, 2105: {'params': mu         -0.789077
omega       0.000314
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 45.514995760827055, 'aic': -83.02999152165411, 'bic': np.float64(-77.7011734809533)}, 2110: {'params': mu         -0.787782
omega       0.000291
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 46.81032459147011, 'aic': -85.62064918294023, 'bic': np.float64(-80.29183114223942)}, 2115: {'params': mu         -7.851932e-01
omega       2.535154e-04
alpha[1]    1.000000e+00
beta[1]     1.305051e-10
Name: params, dtype: float64, 'loglikelihood': 47.82231617041908, 'aic': -87.64463234083816, 'bic': np.float64(-82.31581430013735)}, 2120: {'params': mu         -0.691643
omega       0.001092
alpha[1]    0.865821
beta[1]     0.000008
Name: params, dtype: float64, 'loglikelihood': 34.915386023175, 'aic': -61.830772046350006, 'bic': np.float64(-56.50195400564919)}, 2125: {'params': mu         -0.670131
omega       0.000693
alpha[1]    0.933502
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.0865429479076, 'aic': -60.173085895815206, 'bic': np.float64(-54.84426785511439)}, 2130: {'params': mu         -6.612949e-01
omega       5.447860e-04
alpha[1]    9.737096e-01
beta[1]     9.083118e-13
Name: params, dtype: float64, 'loglikelihood': 37.267641777295076, 'aic': -66.53528355459015, 'bic': np.float64(-61.206465513889334)}, 2135: {'params': mu         -0.587740
omega       0.000378
alpha[1]    0.964223
beta[1]     0.000010
Name: params, dtype: float64, 'loglikelihood': 46.078456443316604, 'aic': -84.15691288663321, 'bic': np.float64(-78.8280948459324)}, 2140: {'params': mu         -0.586703
omega       0.000527
alpha[1]    0.999995
beta[1]     0.000017
Name: params, dtype: float64, 'loglikelihood': 47.27392627724005, 'aic': -86.5478525544801, 'bic': np.float64(-81.21903451377929)}, 2145: {'params': mu         -0.585212
omega       0.000552
alpha[1]    0.999996
beta[1]     0.000005
Name: params, dtype: float64, 'loglikelihood': 44.09513799661858, 'aic': -80.19027599323717, 'bic': np.float64(-74.86145795253636)}, 2150: {'params': mu         -5.908163e-01
omega       6.909509e-04
alpha[1]    1.000000e+00
beta[1]     7.325369e-09
Name: params, dtype: float64, 'loglikelihood': 33.292989136871576, 'aic': -58.58597827374315, 'bic': np.float64(-53.257160233042335)}, 2155: {'params': mu         -0.692550
omega       0.002144
alpha[1]    0.672544
beta[1]     0.196188
Name: params, dtype: float64, 'loglikelihood': 24.750460940940496, 'aic': -41.50092188188099, 'bic': np.float64(-36.172103841180174)}, 2160: {'params': mu         -0.794844
omega       0.000987
alpha[1]    0.270952
beta[1]     0.549493
Name: params, dtype: float64, 'loglikelihood': 27.00395012682524, 'aic': -46.00790025365048, 'bic': np.float64(-40.679082212949666)}, 2165: {'params': mu         -0.775430
omega       0.003054
alpha[1]    0.677903
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.484951369439305, 'aic': -50.96990273887861, 'bic': np.float64(-45.64108469817779)}, 2170: {'params': mu         -8.408798e-01
omega       1.420026e-03
alpha[1]    1.000000e+00
beta[1]     2.038539e-14
Name: params, dtype: float64, 'loglikelihood': 27.193375758968582, 'aic': -46.386751517937164, 'bic': np.float64(-41.05793347723635)}, 2175: {'params': mu         -0.631646
omega       0.001449
alpha[1]    0.964223
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.06709561512046, 'aic': -42.13419123024092, 'bic': np.float64(-36.805373189540106)}, 2180: {'params': mu         -0.613184
omega       0.000894
alpha[1]    0.880264
beta[1]     0.109561
Name: params, dtype: float64, 'loglikelihood': 29.481624887059663, 'aic': -50.963249774119326, 'bic': np.float64(-45.63443173341851)}, 2185: {'params': mu         -0.604257
omega       0.000919
alpha[1]    0.915582
beta[1]     0.084418
Name: params, dtype: float64, 'loglikelihood': 28.680233265001853, 'aic': -49.360466530003706, 'bic': np.float64(-44.03164848930289)}, 2190: {'params': mu         -0.584885
omega       0.000860
alpha[1]    0.944626
beta[1]     0.055374
Name: params, dtype: float64, 'loglikelihood': 27.4172936550495, 'aic': -46.834587310099, 'bic': np.float64(-41.505769269398186)}, 2195: {'params': mu         -0.426716
omega       0.000284
alpha[1]    0.514699
beta[1]     0.419135
Name: params, dtype: float64, 'loglikelihood': 25.590734896697278, 'aic': -43.181469793394555, 'bic': np.float64(-37.85265175269374)}, 2200: {'params': mu         -0.395955
omega       0.000781
alpha[1]    0.247075
beta[1]     0.560390
Name: params, dtype: float64, 'loglikelihood': 29.360747069748072, 'aic': -50.721494139496144, 'bic': np.float64(-45.39267609879533)}, 2205: {'params': mu         -3.959964e-01
omega       3.057804e-03
alpha[1]    7.714545e-01
beta[1]     5.059062e-16
Name: params, dtype: float64, 'loglikelihood': 30.62020321815223, 'aic': -53.24040643630446, 'bic': np.float64(-47.911588395603644)}, 2210: {'params': mu         -0.370584
omega       0.001567
alpha[1]    0.958374
beta[1]     0.041626
Name: params, dtype: float64, 'loglikelihood': 27.87593222306238, 'aic': -47.75186444612476, 'bic': np.float64(-42.423046405423946)}, 2215: {'params': mu         -4.394918e-01
omega       2.721935e-03
alpha[1]    9.217649e-01
beta[1]     1.548142e-10
Name: params, dtype: float64, 'loglikelihood': 25.486064349998337, 'aic': -42.972128699996674, 'bic': np.float64(-37.64331065929586)}, 2220: {'params': mu         -0.418563
omega       0.004664
alpha[1]    0.910507
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 18.91549672645382, 'aic': -29.83099345290764, 'bic': np.float64(-24.502175412206824)}, 2225: {'params': mu         -0.411186
omega       0.006026
alpha[1]    0.826647
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 14.73406669741054, 'aic': -21.46813339482108, 'bic': np.float64(-16.139315354120264)}, 2230: {'params': mu         -0.244697
omega       0.002852
alpha[1]    0.851431
beta[1]     0.050525
Name: params, dtype: float64, 'loglikelihood': 15.798870411351668, 'aic': -23.597740822703337, 'bic': np.float64(-18.26892278200252)}, 2235: {'params': mu         -2.287044e-01
omega       5.306518e-03
alpha[1]    8.406648e-01
beta[1]     6.948357e-17
Name: params, dtype: float64, 'loglikelihood': 14.848179225811577, 'aic': -21.696358451623155, 'bic': np.float64(-16.367540410922338)}, 2240: {'params': mu         -2.100648e-01
omega       5.238886e-03
alpha[1]    8.515796e-01
beta[1]     7.033363e-12
Name: params, dtype: float64, 'loglikelihood': 17.075899671544278, 'aic': -26.151799343088555, 'bic': np.float64(-20.82298130238774)}, 2245: {'params': mu         -1.777868e-01
omega       4.318454e-03
alpha[1]    8.687382e-01
beta[1]     3.017776e-15
Name: params, dtype: float64, 'loglikelihood': 15.122589097754604, 'aic': -22.245178195509208, 'bic': np.float64(-16.916360154808395)}, 2250: {'params': mu          0.011213
omega       0.001787
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.875672923658975, 'aic': -33.75134584731795, 'bic': np.float64(-28.422527806617133)}, 2255: {'params': mu          5.606601e-02
omega       3.177263e-03
alpha[1]    7.300025e-01
beta[1]     9.610798e-08
Name: params, dtype: float64, 'loglikelihood': 26.595653665825086, 'aic': -45.19130733165017, 'bic': np.float64(-39.862489290949355)}, 2260: {'params': mu          8.615821e-02
omega       2.740369e-03
alpha[1]    9.648296e-01
beta[1]     1.123857e-07
Name: params, dtype: float64, 'loglikelihood': 29.542409036788793, 'aic': -51.08481807357759, 'bic': np.float64(-45.75600003287677)}, 2265: {'params': mu          0.107392
omega       0.002786
alpha[1]    0.912724
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 24.562458967458415, 'aic': -41.12491793491683, 'bic': np.float64(-35.79609989421601)}, 2270: {'params': mu          1.215013e-01
omega       3.969853e-03
alpha[1]    8.099440e-01
beta[1]     1.242540e-07
Name: params, dtype: float64, 'loglikelihood': 22.03973761929039, 'aic': -36.07947523858078, 'bic': np.float64(-30.75065719787996)}, 2275: {'params': mu          0.167303
omega       0.007118
alpha[1]    0.720873
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 17.938720295347235, 'aic': -27.87744059069447, 'bic': np.float64(-22.548622549993652)}, 2280: {'params': mu          2.240541e-01
omega       3.141426e-03
alpha[1]    1.000000e+00
beta[1]     2.128199e-18
Name: params, dtype: float64, 'loglikelihood': 14.070850927557661, 'aic': -20.141701855115322, 'bic': np.float64(-14.812883814414507)}, 2285: {'params': mu          2.329029e-01
omega       3.488928e-03
alpha[1]    1.000000e+00
beta[1]     4.060451e-16
Name: params, dtype: float64, 'loglikelihood': 6.755363610731695, 'aic': -5.510727221463389, 'bic': np.float64(-0.1819091807625739)}, 2290: {'params': mu         -0.212297
omega       0.000595
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 7.616812520035136, 'aic': -7.233625040070272, 'bic': np.float64(-1.9048069993694572)}, 2295: {'params': mu         -0.398677
omega       0.000499
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 13.758325145808747, 'aic': -19.516650291617495, 'bic': np.float64(-14.18783225091668)}, 2300: {'params': mu         -0.400653
omega       0.000508
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.04650884995111, 'aic': -32.09301769990222, 'bic': np.float64(-26.764199659201402)}, 2305: {'params': mu         -4.551990e-01
omega       1.426288e-03
alpha[1]    9.665196e-01
beta[1]     4.276418e-09
Name: params, dtype: float64, 'loglikelihood': 26.61059116991217, 'aic': -45.22118233982434, 'bic': np.float64(-39.89236429912352)}, 2310: {'params': mu         -4.794220e-01
omega       1.631312e-03
alpha[1]    1.000000e+00
beta[1]     1.332026e-09
Name: params, dtype: float64, 'loglikelihood': 30.09259037996236, 'aic': -52.18518075992472, 'bic': np.float64(-46.8563627192239)}, 2315: {'params': mu         -0.518186
omega       0.001324
alpha[1]    0.884064
beta[1]     0.115936
Name: params, dtype: float64, 'loglikelihood': 27.300756373800276, 'aic': -46.60151274760055, 'bic': np.float64(-41.272694706899735)}, 2320: {'params': mu         -0.680410
omega       0.000662
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 31.871417046447135, 'aic': -55.74283409289427, 'bic': np.float64(-50.41401605219345)}, 2325: {'params': mu         -7.066942e-01
omega       4.346366e-04
alpha[1]    8.735721e-01
beta[1]     1.136995e-11
Name: params, dtype: float64, 'loglikelihood': 37.33345134812748, 'aic': -66.66690269625497, 'bic': np.float64(-61.33808465555415)}, 2330: {'params': mu         -0.708066
omega       0.000577
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 37.48090605003201, 'aic': -66.96181210006402, 'bic': np.float64(-61.632994059363206)}, 2335: {'params': mu         -0.712264
omega       0.000578
alpha[1]    0.999998
beta[1]     0.000003
Name: params, dtype: float64, 'loglikelihood': 36.958188217008136, 'aic': -65.91637643401627, 'bic': np.float64(-60.587558393315454)}, 2340: {'params': mu         -0.720314
omega       0.000756
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 27.347454036613406, 'aic': -46.69490807322681, 'bic': np.float64(-41.366090032525996)}, 2345: {'params': mu         -0.977375
omega       0.000619
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 26.215151096639158, 'aic': -44.430302193278315, 'bic': np.float64(-39.1014841525775)}, 2350: {'params': mu         -0.983017
omega       0.000630
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.749658219259015, 'aic': -51.49931643851803, 'bic': np.float64(-46.17049839781721)}, 2355: {'params': mu         -0.988093
omega       0.000570
alpha[1]    0.718806
beta[1]     0.281194
Name: params, dtype: float64, 'loglikelihood': 31.703396900174187, 'aic': -55.406793800348375, 'bic': np.float64(-50.07797575964756)}, 2360: {'params': mu         -1.046836e+00
omega       1.027904e-04
alpha[1]    4.250911e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 32.536772433596624, 'aic': -57.07354486719325, 'bic': np.float64(-51.74472682649243)}, 2365: {'params': mu         -1.040312
omega       0.003116
alpha[1]    0.765181
beta[1]     0.011997
Name: params, dtype: float64, 'loglikelihood': 28.033221950255268, 'aic': -48.066443900510535, 'bic': np.float64(-42.73762585980972)}, 2370: {'params': mu         -1.080543
omega       0.002558
alpha[1]    0.674670
beta[1]     0.247147
Name: params, dtype: float64, 'loglikelihood': 21.369366988859955, 'aic': -34.73873397771991, 'bic': np.float64(-29.409915937019093)}, 2375: {'params': mu         -9.204140e-01
omega       3.941513e-04
alpha[1]    9.999983e-01
beta[1]     1.454853e-07
Name: params, dtype: float64, 'loglikelihood': 32.24955468772763, 'aic': -56.49910937545526, 'bic': np.float64(-51.170291334754445)}, 2380: {'params': mu         -0.923712
omega       0.000661
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 38.61985032647804, 'aic': -69.23970065295607, 'bic': np.float64(-63.91088261225526)}, 2385: {'params': mu         -0.926916
omega       0.000738
alpha[1]    0.823428
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 47.47671419811785, 'aic': -86.9534283962357, 'bic': np.float64(-81.62461035553488)}, 2390: {'params': mu         -0.932717
omega       0.000838
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 41.958559672720746, 'aic': -75.91711934544149, 'bic': np.float64(-70.58830130474068)}, 2395: {'params': mu         -0.943444
omega       0.000519
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 36.049865144495854, 'aic': -64.09973028899171, 'bic': np.float64(-58.77091224829089)}, 2400: {'params': mu         -9.563285e-01
omega       7.123487e-04
alpha[1]    1.000000e+00
beta[1]     1.435393e-14
Name: params, dtype: float64, 'loglikelihood': 27.657913523724094, 'aic': -47.31582704744819, 'bic': np.float64(-41.98700900674737)}, 2405: {'params': mu         -1.152211e+00
omega       2.041111e-03
alpha[1]    1.000000e+00
beta[1]     9.720967e-12
Name: params, dtype: float64, 'loglikelihood': 14.727725638630321, 'aic': -21.455451277260643, 'bic': np.float64(-16.126633236559826)}, 2410: {'params': mu         -1.346502
omega       0.000450
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 27.161760082901022, 'aic': -46.323520165802044, 'bic': np.float64(-40.99470212510123)}, 2415: {'params': mu         -1.353781e+00
omega       8.434621e-04
alpha[1]    9.999999e-01
beta[1]     4.349524e-08
Name: params, dtype: float64, 'loglikelihood': 28.426200768559408, 'aic': -48.852401537118816, 'bic': np.float64(-43.523583496418)}, 2420: {'params': mu         -1.356764e+00
omega       9.705302e-04
alpha[1]    1.000000e+00
beta[1]     9.517052e-16
Name: params, dtype: float64, 'loglikelihood': 31.444586681592266, 'aic': -54.88917336318453, 'bic': np.float64(-49.560355322483716)}, 2425: {'params': mu         -1.368304
omega       0.001203
alpha[1]    0.886661
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 36.15009311377044, 'aic': -64.30018622754088, 'bic': np.float64(-58.97136818684006)}, 2430: {'params': mu         -1.376941e+00
omega       1.227460e-03
alpha[1]    8.364133e-01
beta[1]     2.327992e-15
Name: params, dtype: float64, 'loglikelihood': 36.83953543489702, 'aic': -65.67907086979405, 'bic': np.float64(-60.35025282909323)}, 2435: {'params': mu         -1.377292
omega       0.000674
alpha[1]    0.840529
beta[1]     0.108145
Name: params, dtype: float64, 'loglikelihood': 38.649984636348194, 'aic': -69.29996927269639, 'bic': np.float64(-63.97115123199557)}, 2440: {'params': mu         -1.375610
omega       0.000581
alpha[1]    0.930127
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 42.065538931413116, 'aic': -76.13107786282623, 'bic': np.float64(-70.80225982212542)}, 2445: {'params': mu         -1.366900e+00
omega       8.093539e-04
alpha[1]    6.001426e-01
beta[1]     8.692561e-10
Name: params, dtype: float64, 'loglikelihood': 50.0205721858171, 'aic': -92.0411443716342, 'bic': np.float64(-86.7123263309334)}, 2450: {'params': mu         -1.363006
omega       0.000452
alpha[1]    0.557219
beta[1]     0.442781
Name: params, dtype: float64, 'loglikelihood': 48.31814563541023, 'aic': -88.63629127082046, 'bic': np.float64(-83.30747323011965)}, 2455: {'params': mu         -1.347643
omega       0.000371
alpha[1]    0.268295
beta[1]     0.701939
Name: params, dtype: float64, 'loglikelihood': 40.52898592149899, 'aic': -73.05797184299799, 'bic': np.float64(-67.72915380229718)}, 2460: {'params': mu         -1.331960
omega       0.000926
alpha[1]    0.152023
beta[1]     0.565688
Name: params, dtype: float64, 'loglikelihood': 41.25513621351978, 'aic': -74.51027242703957, 'bic': np.float64(-69.18145438633876)}, 2465: {'params': mu         -1.320289
omega       0.000921
alpha[1]    0.545314
beta[1]     0.454686
Name: params, dtype: float64, 'loglikelihood': 33.542088826543306, 'aic': -59.08417765308661, 'bic': np.float64(-53.755359612385796)}, 2470: {'params': mu         -1.374107
omega       0.002813
alpha[1]    0.863922
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.987322837607376, 'aic': -49.97464567521475, 'bic': np.float64(-44.645827634513935)}, 2475: {'params': mu         -1.447004e+00
omega       2.455460e-03
alpha[1]    9.543777e-01
beta[1]     1.004466e-08
Name: params, dtype: float64, 'loglikelihood': 22.527248593022524, 'aic': -37.05449718604505, 'bic': np.float64(-31.72567914534423)}, 2480: {'params': mu         -1.468610
omega       0.001943
alpha[1]    0.988214
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 21.831449603330547, 'aic': -35.662899206661095, 'bic': np.float64(-30.334081165960278)}, 2485: {'params': mu         -1.512229e+00
omega       1.701364e-03
alpha[1]    1.000000e+00
beta[1]     1.263838e-09
Name: params, dtype: float64, 'loglikelihood': 21.444605917145765, 'aic': -34.88921183429153, 'bic': np.float64(-29.560393793590713)}, 2490: {'params': mu         -1.699140e+00
omega       5.578087e-04
alpha[1]    1.000000e+00
beta[1]     4.664325e-12
Name: params, dtype: float64, 'loglikelihood': 25.078383186650917, 'aic': -42.156766373301835, 'bic': np.float64(-36.82794833260102)}, 2495: {'params': mu         -1.701381
omega       0.000520
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 24.68249075220088, 'aic': -41.36498150440176, 'bic': np.float64(-36.036163463700944)}, 2500: {'params': mu         -1.703849
omega       0.000507
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 23.537984101057255, 'aic': -39.07596820211451, 'bic': np.float64(-33.74715016141369)}, 2505: {'params': mu         -2.021739
omega       0.000286
alpha[1]    0.813031
beta[1]     0.117670
Name: params, dtype: float64, 'loglikelihood': 28.09134343358611, 'aic': -48.18268686717222, 'bic': np.float64(-42.853868826471405)}, 2510: {'params': mu         -2.024950e+00
omega       6.077064e-05
alpha[1]    9.999992e-01
beta[1]     4.030827e-07
Name: params, dtype: float64, 'loglikelihood': 38.96324193023199, 'aic': -69.92648386046397, 'bic': np.float64(-64.59766581976317)}, 2515: {'params': mu         -2.053654e+00
omega       1.318747e-04
alpha[1]    1.000000e+00
beta[1]     3.586982e-15
Name: params, dtype: float64, 'loglikelihood': 50.03239187524088, 'aic': -92.06478375048177, 'bic': np.float64(-86.73596570978096)}, 2520: {'params': mu         -2.054442
omega       0.000256
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 53.85658474369541, 'aic': -99.71316948739081, 'bic': np.float64(-94.38435144669)}, 2525: {'params': mu         -2.072664e+00
omega       3.374081e-04
alpha[1]    9.122962e-01
beta[1]     4.593326e-15
Name: params, dtype: float64, 'loglikelihood': 52.97891886992379, 'aic': -97.95783773984758, 'bic': np.float64(-92.62901969914677)}, 2530: {'params': mu         -2.078402
omega       0.000284
alpha[1]    0.999999
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 46.10477053915491, 'aic': -84.20954107830983, 'bic': np.float64(-78.88072303760902)}, 2535: {'params': mu         -2.144082
omega       0.000839
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 36.366113308165104, 'aic': -64.73222661633021, 'bic': np.float64(-59.40340857562939)}, 2540: {'params': mu         -2.144066
omega       0.001073
alpha[1]    0.876143
beta[1]     0.123857
Name: params, dtype: float64, 'loglikelihood': 33.45897389941652, 'aic': -58.91794779883304, 'bic': np.float64(-53.58912975813222)}, 2545: {'params': mu         -2.165937
omega       0.001561
alpha[1]    0.651912
beta[1]     0.212111
Name: params, dtype: float64, 'loglikelihood': 31.539223621058962, 'aic': -55.078447242117925, 'bic': np.float64(-49.74962920141711)}, 2550: {'params': mu         -2.044871
omega       0.001306
alpha[1]    0.821234
beta[1]     0.110453
Name: params, dtype: float64, 'loglikelihood': 24.79489600084611, 'aic': -41.58979200169222, 'bic': np.float64(-36.2609739609914)}, 2555: {'params': mu         -2.020041
omega       0.000669
alpha[1]    0.950247
beta[1]     0.049753
Name: params, dtype: float64, 'loglikelihood': 33.387729638666386, 'aic': -58.77545927733277, 'bic': np.float64(-53.446641236631955)}, 2560: {'params': mu         -2.040521
omega       0.000897
alpha[1]    0.707286
beta[1]     0.052039
Name: params, dtype: float64, 'loglikelihood': 41.802302680903956, 'aic': -75.60460536180791, 'bic': np.float64(-70.2757873211071)}, 2565: {'params': mu         -2.043370e+00
omega       9.365100e-04
alpha[1]    7.930482e-01
beta[1]     1.415016e-09
Name: params, dtype: float64, 'loglikelihood': 43.00785766755295, 'aic': -78.0157153351059, 'bic': np.float64(-72.68689729440509)}, 2570: {'params': mu         -2.050819
omega       0.000491
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 37.727265453447515, 'aic': -67.45453090689503, 'bic': np.float64(-62.12571286619421)}, 2575: {'params': mu         -2.157593e+00
omega       1.420558e-04
alpha[1]    1.000000e+00
beta[1]     4.350215e-15
Name: params, dtype: float64, 'loglikelihood': 39.31483817461098, 'aic': -70.62967634922197, 'bic': np.float64(-65.30085830852116)}, 2580: {'params': mu         -2.178373
omega       0.000148
alpha[1]    0.999969
beta[1]     0.000024
Name: params, dtype: float64, 'loglikelihood': 50.59026586274518, 'aic': -93.18053172549035, 'bic': np.float64(-87.85171368478954)}, 2585: {'params': mu         -2.180946e+00
omega       1.824024e-04
alpha[1]    1.000000e+00
beta[1]     1.663545e-14
Name: params, dtype: float64, 'loglikelihood': 51.816852874647424, 'aic': -95.63370574929485, 'bic': np.float64(-90.30488770859404)}, 2590: {'params': mu         -2.195799e+00
omega       1.861809e-04
alpha[1]    9.999998e-01
beta[1]     1.646512e-09
Name: params, dtype: float64, 'loglikelihood': 52.20905812776425, 'aic': -96.4181162555285, 'bic': np.float64(-91.08929821482769)}, 2595: {'params': mu         -2.286409
omega       0.000138
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 48.51447741348544, 'aic': -89.02895482697087, 'bic': np.float64(-83.70013678627006)}, 2600: {'params': mu         -2.285637
omega       0.000258
alpha[1]    0.772621
beta[1]     0.227379
Name: params, dtype: float64, 'loglikelihood': 42.535445396253664, 'aic': -77.07089079250733, 'bic': np.float64(-71.74207275180652)}, 2605: {'params': mu         -2.285419
omega       0.000443
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 48.01831668398832, 'aic': -88.03663336797663, 'bic': np.float64(-82.70781532727582)}, 2610: {'params': mu         -2.288986
omega       0.001161
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.02917614691536, 'aic': -72.05835229383072, 'bic': np.float64(-66.72953425312991)}, 2615: {'params': mu         -2.288110
omega       0.001624
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 32.59712315954367, 'aic': -57.19424631908734, 'bic': np.float64(-51.865428278386524)}, 2620: {'params': mu         -2.264893e+00
omega       6.627614e-04
alpha[1]    9.999997e-01
beta[1]     4.037049e-07
Name: params, dtype: float64, 'loglikelihood': 31.624403598694098, 'aic': -55.248807197388196, 'bic': np.float64(-49.91998915668738)}, 2625: {'params': mu         -2.267749e+00
omega       3.687629e-04
alpha[1]    9.999997e-01
beta[1]     9.486889e-08
Name: params, dtype: float64, 'loglikelihood': 33.04967947574132, 'aic': -58.09935895148264, 'bic': np.float64(-52.770540910781826)}, 2630: {'params': mu         -2.266683e+00
omega       3.608407e-04
alpha[1]    9.999986e-01
beta[1]     8.351411e-07
Name: params, dtype: float64, 'loglikelihood': 31.71470813099814, 'aic': -55.42941626199628, 'bic': np.float64(-50.10059822129546)}, 2635: {'params': mu         -2.407160e+00
omega       3.817156e-05
alpha[1]    9.999997e-01
beta[1]     1.332846e-07
Name: params, dtype: float64, 'loglikelihood': 42.7126223498654, 'aic': -77.4252446997308, 'bic': np.float64(-72.09642665902999)}, 2640: {'params': mu         -2.409196
omega       0.000020
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 58.09682110922883, 'aic': -108.19364221845765, 'bic': np.float64(-102.86482417775684)}, 2645: {'params': mu         -2.417272
omega       0.000067
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 64.10563018153738, 'aic': -120.21126036307476, 'bic': np.float64(-114.88244232237395)}, 2650: {'params': mu         -2.418541e+00
omega       6.021496e-05
alpha[1]    9.649037e-01
beta[1]     2.790347e-08
Name: params, dtype: float64, 'loglikelihood': 71.03277006424548, 'aic': -134.06554012849097, 'bic': np.float64(-128.73672208779016)}, 2655: {'params': mu         -2.423146
omega       0.000107
alpha[1]    0.644316
beta[1]     0.130663
Name: params, dtype: float64, 'loglikelihood': 69.54436032932757, 'aic': -131.08872065865515, 'bic': np.float64(-125.75990261795434)}, 2660: {'params': mu         -2.457494
omega       0.000141
alpha[1]    0.894984
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 67.88430534597082, 'aic': -127.76861069194163, 'bic': np.float64(-122.43979265124082)}, 2665: {'params': mu         -2.460898
omega       0.000091
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 69.90303811459012, 'aic': -131.80607622918023, 'bic': np.float64(-126.47725818847942)}, 2670: {'params': mu         -2.466448
omega       0.000223
alpha[1]    0.352050
beta[1]     0.242989
Name: params, dtype: float64, 'loglikelihood': 66.7657206242416, 'aic': -125.53144124848319, 'bic': np.float64(-120.20262320778238)}, 2675: {'params': mu         -2.492925
omega       0.000092
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 66.69416012585376, 'aic': -125.38832025170751, 'bic': np.float64(-120.0595022110067)}, 2680: {'params': mu         -2.496489e+00
omega       9.764240e-05
alpha[1]    1.000000e+00
beta[1]     2.070287e-09
Name: params, dtype: float64, 'loglikelihood': 65.53047280622992, 'aic': -123.06094561245985, 'bic': np.float64(-117.73212757175904)}, 2685: {'params': mu         -2.497449
omega       0.000100
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 62.291020623546046, 'aic': -116.58204124709209, 'bic': np.float64(-111.25322320639128)}, 2690: {'params': mu         -2.500209e+00
omega       1.747971e-04
alpha[1]    1.000000e+00
beta[1]     3.903933e-10
Name: params, dtype: float64, 'loglikelihood': 50.539968602198826, 'aic': -93.07993720439765, 'bic': np.float64(-87.75111916369684)}, 2695: {'params': mu         -2.597447
omega       0.000102
alpha[1]    0.801898
beta[1]     0.068006
Name: params, dtype: float64, 'loglikelihood': 56.91578575392366, 'aic': -105.83157150784731, 'bic': np.float64(-100.5027534671465)}, 2700: {'params': mu         -2.598705
omega       0.000035
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 64.56817178456521, 'aic': -121.13634356913042, 'bic': np.float64(-115.80752552842961)}, 2705: {'params': mu         -2.605045
omega       0.000114
alpha[1]    0.182155
beta[1]     0.634511
Name: params, dtype: float64, 'loglikelihood': 63.71976846157235, 'aic': -119.4395369231447, 'bic': np.float64(-114.11071888244389)}, 2710: {'params': mu         -2.633620
omega       0.000101
alpha[1]    0.386681
beta[1]     0.383324
Name: params, dtype: float64, 'loglikelihood': 72.37904922438824, 'aic': -136.75809844877648, 'bic': np.float64(-131.42928040807567)}, 2715: {'params': mu         -2.639050
omega       0.000044
alpha[1]    0.199973
beta[1]     0.699905
Name: params, dtype: float64, 'loglikelihood': 73.4233657803596, 'aic': -138.8467315607192, 'bic': np.float64(-133.5179135200184)}, 2720: {'params': mu         -2.639863
omega       0.000049
alpha[1]    0.199974
beta[1]     0.499936
Name: params, dtype: float64, 'loglikelihood': 85.5589727258132, 'aic': -163.1179454516264, 'bic': np.float64(-157.7891274109256)}, 2725: {'params': mu         -2.639979
omega       0.000049
alpha[1]    0.200003
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 91.79320334524334, 'aic': -175.58640669048668, 'bic': np.float64(-170.25758864978587)}, 2730: {'params': mu         -2.640655
omega       0.000064
alpha[1]    0.200004
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 88.26424367218272, 'aic': -168.52848734436543, 'bic': np.float64(-163.19966930366462)}, 2735: {'params': mu         -2.638867
omega       0.000060
alpha[1]    0.999969
beta[1]     0.000027
Name: params, dtype: float64, 'loglikelihood': 76.83072204665665, 'aic': -145.6614440933133, 'bic': np.float64(-140.33262605261248)}, 2740: {'params': mu         -2.640639
omega       0.000206
alpha[1]    0.463935
beta[1]     0.291257
Name: params, dtype: float64, 'loglikelihood': 65.02441037077124, 'aic': -122.04882074154247, 'bic': np.float64(-116.72000270084166)}, 2745: {'params': mu         -2.681493
omega       0.000252
alpha[1]    0.533973
beta[1]     0.174754
Name: params, dtype: float64, 'loglikelihood': 61.77253013197883, 'aic': -115.54506026395767, 'bic': np.float64(-110.21624222325686)}, 2750: {'params': mu         -2.685207
omega       0.000089
alpha[1]    0.199991
beta[1]     0.699968
Name: params, dtype: float64, 'loglikelihood': 64.57551391824812, 'aic': -121.15102783649624, 'bic': np.float64(-115.82220979579543)}, 2755: {'params': mu         -2.686302
omega       0.000037
alpha[1]    0.199779
beta[1]     0.699225
Name: params, dtype: float64, 'loglikelihood': 75.369608103237, 'aic': -142.739216206474, 'bic': np.float64(-137.4103981657732)}, 2760: {'params': mu         -2.693356
omega       0.000027
alpha[1]    0.919022
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 85.73647724009238, 'aic': -163.47295448018477, 'bic': np.float64(-158.14413643948396)}, 2765: {'params': mu         -2.679610
omega       0.000135
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 67.10776892421798, 'aic': -126.21553784843596, 'bic': np.float64(-120.88671980773515)}, 2770: {'params': mu         -2.674733e+00
omega       1.375751e-04
alpha[1]    1.000000e+00
beta[1]     9.310916e-11
Name: params, dtype: float64, 'loglikelihood': 54.14266596576651, 'aic': -100.28533193153302, 'bic': np.float64(-94.95651389083221)}, 2775: {'params': mu         -2.671614
omega       0.000208
alpha[1]    0.933652
beta[1]     0.039781
Name: params, dtype: float64, 'loglikelihood': 43.196990994915595, 'aic': -78.39398198983119, 'bic': np.float64(-73.06516394913038)}, 2780: {'params': mu         -2.540128e+00
omega       1.494394e-04
alpha[1]    7.854321e-01
beta[1]     1.522129e-07
Name: params, dtype: float64, 'loglikelihood': 50.4518000974653, 'aic': -92.9036001949306, 'bic': np.float64(-87.5747821542298)}, 2785: {'params': mu         -2.539485e+00
omega       2.884552e-05
alpha[1]    7.442375e-01
beta[1]     3.718563e-11
Name: params, dtype: float64, 'loglikelihood': 64.12271874875871, 'aic': -120.24543749751743, 'bic': np.float64(-114.91661945681662)}, 2790: {'params': mu         -2.540544
omega       0.000057
alpha[1]    0.954584
beta[1]     0.012501
Name: params, dtype: float64, 'loglikelihood': 69.77027915702212, 'aic': -131.54055831404423, 'bic': np.float64(-126.21174027334342)}, 2795: {'params': mu         -2.533073
omega       0.000022
alpha[1]    0.158368
beta[1]     0.841632
Name: params, dtype: float64, 'loglikelihood': 73.51225263453716, 'aic': -139.02450526907433, 'bic': np.float64(-133.69568722837352)}, 2800: {'params': mu         -2.531021
omega       0.000019
alpha[1]    0.042910
beta[1]     0.957090
Name: params, dtype: float64, 'loglikelihood': 68.67768450968782, 'aic': -129.35536901937564, 'bic': np.float64(-124.02655097867483)}, 2805: {'params': mu         -2.532448
omega       0.000052
alpha[1]    0.103655
beta[1]     0.896345
Name: params, dtype: float64, 'loglikelihood': 59.759858619049304, 'aic': -111.51971723809861, 'bic': np.float64(-106.1908991973978)}, 2810: {'params': mu         -2.537603
omega       0.000410
alpha[1]    0.651929
beta[1]     0.348071
Name: params, dtype: float64, 'loglikelihood': 45.627010110510184, 'aic': -83.25402022102037, 'bic': np.float64(-77.92520218031956)}, 2815: {'params': mu         -2.524561
omega       0.000604
alpha[1]    0.534087
beta[1]     0.389796
Name: params, dtype: float64, 'loglikelihood': 39.37833431615695, 'aic': -70.7566686323139, 'bic': np.float64(-65.4278505916131)}, 2820: {'params': mu         -2.542976
omega       0.000602
alpha[1]    0.708194
beta[1]     0.291806
Name: params, dtype: float64, 'loglikelihood': 33.58068386707224, 'aic': -59.16136773414448, 'bic': np.float64(-53.83254969344366)}, 2825: {'params': mu         -2.593759
omega       0.001759
alpha[1]    0.869609
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.775834760270975, 'aic': -51.55166952054195, 'bic': np.float64(-46.22285147984113)}, 2830: {'params': mu         -2.625233
omega       0.000553
alpha[1]    0.735175
beta[1]     0.264825
Name: params, dtype: float64, 'loglikelihood': 26.140105312473295, 'aic': -44.28021062494659, 'bic': np.float64(-38.951392584245774)}, 2835: {'params': mu         -2.626232
omega       0.000250
alpha[1]    0.909847
beta[1]     0.051205
Name: params, dtype: float64, 'loglikelihood': 27.733730900996846, 'aic': -47.46746180199369, 'bic': np.float64(-42.138643761292876)}, 2840: {'params': mu         -2.625645e+00
omega       6.633724e-05
alpha[1]    1.000000e+00
beta[1]     1.837201e-16
Name: params, dtype: float64, 'loglikelihood': 28.560260788059175, 'aic': -49.12052157611835, 'bic': np.float64(-43.79170353541753)}, 2845: {'params': mu         -2.860373
omega       0.000059
alpha[1]    0.999997
beta[1]     0.000004
Name: params, dtype: float64, 'loglikelihood': 46.714614604046965, 'aic': -85.42922920809393, 'bic': np.float64(-80.10041116739312)}, 2850: {'params': mu         -2.858563e+00
omega       7.921719e-05
alpha[1]    1.000000e+00
beta[1]     6.276602e-12
Name: params, dtype: float64, 'loglikelihood': 61.54070790409648, 'aic': -115.08141580819296, 'bic': np.float64(-109.75259776749215)}, 2855: {'params': mu         -2.860443
omega       0.000029
alpha[1]    0.199978
beta[1]     0.779915
Name: params, dtype: float64, 'loglikelihood': 62.43311529651313, 'aic': -116.86623059302626, 'bic': np.float64(-111.53741255232545)}, 2860: {'params': mu         -2.864279
omega       0.000076
alpha[1]    0.280004
beta[1]     0.269992
Name: params, dtype: float64, 'loglikelihood': 82.79344701286789, 'aic': -157.58689402573577, 'bic': np.float64(-152.25807598503496)}, 2865: {'params': mu         -2.860082
omega       0.000084
alpha[1]    0.630950
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 83.1792146507512, 'aic': -158.3584293015024, 'bic': np.float64(-153.0296112608016)}, 2870: {'params': mu         -2.862519
omega       0.000122
alpha[1]    0.200029
beta[1]     0.499982
Name: params, dtype: float64, 'loglikelihood': 73.44298720398048, 'aic': -138.88597440796096, 'bic': np.float64(-133.55715636726015)}, 2875: {'params': mu         -2.865639
omega       0.000158
alpha[1]    0.809369
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 66.88976814543668, 'aic': -125.77953629087335, 'bic': np.float64(-120.45071825017254)}, 2880: {'params': mu         -2.868891
omega       0.000194
alpha[1]    0.878547
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 59.68975914511012, 'aic': -111.37951829022025, 'bic': np.float64(-106.05070024951944)}, 2885: {'params': mu         -2.932723e+00
omega       1.276048e-05
alpha[1]    1.000000e+00
beta[1]     2.795983e-12
Name: params, dtype: float64, 'loglikelihood': 72.23514167586524, 'aic': -136.47028335173047, 'bic': np.float64(-131.14146531102966)}, 2890: {'params': mu         -2.930371
omega       0.000071
alpha[1]    0.199992
beta[1]     0.699973
Name: params, dtype: float64, 'loglikelihood': 68.72710756149105, 'aic': -129.4542151229821, 'bic': np.float64(-124.1253970822813)}, 2895: {'params': mu         -2.934164
omega       0.000046
alpha[1]    0.199252
beta[1]     0.498131
Name: params, dtype: float64, 'loglikelihood': 86.0952580802831, 'aic': -164.1905161605662, 'bic': np.float64(-158.8616981198654)}, 2900: {'params': mu         -2.938557
omega       0.000057
alpha[1]    0.200004
beta[1]     0.299998
Name: params, dtype: float64, 'loglikelihood': 89.2854873157646, 'aic': -170.5709746315292, 'bic': np.float64(-165.2421565908284)}, 2905: {'params': mu         -2.942551
omega       0.000036
alpha[1]    0.270224
beta[1]     0.262951
Name: params, dtype: float64, 'loglikelihood': 92.86309702686025, 'aic': -177.7261940537205, 'bic': np.float64(-172.39737601301968)}, 2910: {'params': mu         -2.945110
omega       0.000039
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 93.44747017473203, 'aic': -178.89494034946406, 'bic': np.float64(-173.56612230876325)}, 2915: {'params': mu         -2.947555
omega       0.000071
alpha[1]    0.200091
beta[1]     0.299966
Name: params, dtype: float64, 'loglikelihood': 85.44442739707455, 'aic': -162.8888547941491, 'bic': np.float64(-157.5600367534483)}, 2920: {'params': mu         -2.948235
omega       0.000039
alpha[1]    0.279961
beta[1]     0.630034
Name: params, dtype: float64, 'loglikelihood': 77.00674335130508, 'aic': -146.01348670261015, 'bic': np.float64(-140.68466866190934)}, 2925: {'params': mu         -2.947554
omega       0.000163
alpha[1]    0.528537
beta[1]     0.176799
Name: params, dtype: float64, 'loglikelihood': 67.9630943015541, 'aic': -127.92618860310819, 'bic': np.float64(-122.59737056240738)}, 2930: {'params': mu         -2.929712
omega       0.000339
alpha[1]    0.451205
beta[1]     0.002464
Name: params, dtype: float64, 'loglikelihood': 64.82511283079977, 'aic': -121.65022566159953, 'bic': np.float64(-116.32140762089873)}, 2935: {'params': mu         -2.917226
omega       0.000156
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 59.204405479652145, 'aic': -110.40881095930429, 'bic': np.float64(-105.07999291860348)}, 2940: {'params': mu         -2.913876
omega       0.000106
alpha[1]    0.999977
beta[1]     0.000030
Name: params, dtype: float64, 'loglikelihood': 53.37235919571148, 'aic': -98.74471839142296, 'bic': np.float64(-93.41590035072215)}, 2945: {'params': mu         -2.916838
omega       0.000101
alpha[1]    0.999534
beta[1]     0.000175
Name: params, dtype: float64, 'loglikelihood': 46.01962904067655, 'aic': -84.0392580813531, 'bic': np.float64(-78.71044004065229)}, 2950: {'params': mu         -3.028666
omega       0.000183
alpha[1]    0.807456
beta[1]     0.005410
Name: params, dtype: float64, 'loglikelihood': 55.04459868965741, 'aic': -102.08919737931483, 'bic': np.float64(-96.76037933861402)}, 2955: {'params': mu         -3.022149
omega       0.000271
alpha[1]    0.860940
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 57.49923910040547, 'aic': -106.99847820081094, 'bic': np.float64(-101.66966016011013)}, 2960: {'params': mu         -3.014157
omega       0.000748
alpha[1]    0.203969
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 58.18730854200275, 'aic': -108.3746170840055, 'bic': np.float64(-103.04579904330468)}, 2965: {'params': mu         -3.004085e+00
omega       8.003143e-04
alpha[1]    8.349675e-01
beta[1]     5.542148e-12
Name: params, dtype: float64, 'loglikelihood': 50.622027913296314, 'aic': -93.24405582659263, 'bic': np.float64(-87.91523778589182)}, 2970: {'params': mu         -2.994332
omega       0.000501
alpha[1]    0.860526
beta[1]     0.139474
Name: params, dtype: float64, 'loglikelihood': 42.71004619870337, 'aic': -77.42009239740673, 'bic': np.float64(-72.09127435670592)}, 2975: {'params': mu         -2.987236
omega       0.000348
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 39.75674167778588, 'aic': -71.51348335557176, 'bic': np.float64(-66.18466531487095)}, 2980: {'params': mu         -2.874694
omega       0.000011
alpha[1]    0.894591
beta[1]     0.105409
Name: params, dtype: float64, 'loglikelihood': 50.953282292025385, 'aic': -93.90656458405077, 'bic': np.float64(-88.57774654334996)}, 2985: {'params': mu         -2.874010
omega       0.000173
alpha[1]    0.999766
beta[1]     0.000119
Name: params, dtype: float64, 'loglikelihood': 53.89191585083302, 'aic': -99.78383170166605, 'bic': np.float64(-94.45501366096524)}, 2990: {'params': mu         -2.863795
omega       0.000203
alpha[1]    0.000000
beta[1]     0.738504
Name: params, dtype: float64, 'loglikelihood': 53.54023349077521, 'aic': -99.08046698155042, 'bic': np.float64(-93.7516489408496)}, 2995: {'params': mu         -2.855011
omega       0.000510
alpha[1]    0.481321
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 58.39848716638712, 'aic': -108.79697433277424, 'bic': np.float64(-103.46815629207343)}, 3000: {'params': mu         -2.865843e+00
omega       4.019558e-04
alpha[1]    6.941654e-01
beta[1]     7.495253e-11
Name: params, dtype: float64, 'loglikelihood': 58.32065279463084, 'aic': -108.64130558926168, 'bic': np.float64(-103.31248754856087)}, 3005: {'params': mu         -2.856538
omega       0.000456
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 48.43860115687751, 'aic': -88.87720231375502, 'bic': np.float64(-83.54838427305421)}, 3010: {'params': mu         -2.851737
omega       0.000456
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.81149284858248, 'aic': -73.62298569716496, 'bic': np.float64(-68.29416765646415)}, 3015: {'params': mu         -2.854266e+00
omega       6.966196e-04
alpha[1]    1.000000e+00
beta[1]     9.459905e-16
Name: params, dtype: float64, 'loglikelihood': 29.208953096414337, 'aic': -50.417906192828674, 'bic': np.float64(-45.08908815212786)}, 3020: {'params': mu         -3.025636e+00
omega       6.215815e-04
alpha[1]    1.000000e+00
beta[1]     4.407352e-14
Name: params, dtype: float64, 'loglikelihood': 29.610519607610474, 'aic': -51.22103921522095, 'bic': np.float64(-45.89222117452013)}, 3025: {'params': mu         -3.035641e+00
omega       8.493778e-04
alpha[1]    9.999999e-01
beta[1]     5.232685e-08
Name: params, dtype: float64, 'loglikelihood': 32.718051296592876, 'aic': -57.43610259318575, 'bic': np.float64(-52.107284552484934)}, 3030: {'params': mu         -3.087757e+00
omega       5.716682e-04
alpha[1]    1.662594e-13
beta[1]     8.376559e-01
Name: params, dtype: float64, 'loglikelihood': 37.03441293877294, 'aic': -66.06882587754588, 'bic': np.float64(-60.74000783684506)}, 3035: {'params': mu         -3.142430
omega       0.000329
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 37.593675416233694, 'aic': -67.18735083246739, 'bic': np.float64(-61.85853279176657)}, 3040: {'params': mu         -3.138960
omega       0.000485
alpha[1]    0.999956
beta[1]     0.000031
Name: params, dtype: float64, 'loglikelihood': 39.27818474571968, 'aic': -70.55636949143936, 'bic': np.float64(-65.22755145073855)}, 3045: {'params': mu         -3.138198
omega       0.000879
alpha[1]    0.999967
beta[1]     0.000026
Name: params, dtype: float64, 'loglikelihood': 35.02766867660149, 'aic': -62.05533735320299, 'bic': np.float64(-56.72651931250217)}, 3050: {'params': mu         -3.144611e+00
omega       1.447291e-03
alpha[1]    9.999999e-01
beta[1]     7.283088e-08
Name: params, dtype: float64, 'loglikelihood': 26.942126334283525, 'aic': -45.88425266856705, 'bic': np.float64(-40.555434627866234)}, 3055: {'params': mu         -3.293078
omega       0.000265
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 24.243142423041945, 'aic': -40.48628484608389, 'bic': np.float64(-35.15746680538307)}, 3060: {'params': mu         -3.295345
omega       0.000242
alpha[1]    0.999992
beta[1]     0.000007
Name: params, dtype: float64, 'loglikelihood': 30.565408204795354, 'aic': -53.13081640959071, 'bic': np.float64(-47.80199836888989)}, 3065: {'params': mu         -3.298326
omega       0.000273
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 37.304747330923966, 'aic': -66.60949466184793, 'bic': np.float64(-61.280676621147116)}, 3070: {'params': mu         -3.386259
omega       0.000038
alpha[1]    0.937936
beta[1]     0.062064
Name: params, dtype: float64, 'loglikelihood': 49.42227678877131, 'aic': -90.84455357754263, 'bic': np.float64(-85.51573553684182)}, 3075: {'params': mu         -3.414541
omega       0.000039
alpha[1]    0.733693
beta[1]     0.183085
Name: params, dtype: float64, 'loglikelihood': 56.12774678607616, 'aic': -104.25549357215232, 'bic': np.float64(-98.92667553145151)}, 3080: {'params': mu         -3.415010
omega       0.000035
alpha[1]    0.999998
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 62.863361588638504, 'aic': -117.72672317727701, 'bic': np.float64(-112.3979051365762)}, 3085: {'params': mu         -3.415978
omega       0.000037
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 70.47022404129609, 'aic': -132.94044808259218, 'bic': np.float64(-127.61163004189137)}, 3090: {'params': mu         -3.424501
omega       0.000169
alpha[1]    0.553782
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 72.8349602522523, 'aic': -137.6699205045046, 'bic': np.float64(-132.3411024638038)}, 3095: {'params': mu         -3.425725
omega       0.000031
alpha[1]    0.010000
beta[1]     0.890000
Name: params, dtype: float64, 'loglikelihood': 73.82551785600701, 'aic': -139.65103571201402, 'bic': np.float64(-134.3222176713132)}, 3100: {'params': mu         -3.439766
omega       0.000121
alpha[1]    0.695779
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 74.95952881825272, 'aic': -141.91905763650544, 'bic': np.float64(-136.59023959580463)}, 3105: {'params': mu         -3.445283
omega       0.000123
alpha[1]    0.690901
beta[1]     0.193237
Name: params, dtype: float64, 'loglikelihood': 73.17839878116361, 'aic': -138.35679756232722, 'bic': np.float64(-133.0279795216264)}, 3110: {'params': mu         -3.441811
omega       0.000349
alpha[1]    0.280025
beta[1]     0.269991
Name: params, dtype: float64, 'loglikelihood': 62.810365377393005, 'aic': -117.62073075478601, 'bic': np.float64(-112.2919127140852)}, 3115: {'params': mu         -3.433024e+00
omega       4.660647e-04
alpha[1]    9.738234e-01
beta[1]     5.735321e-11
Name: params, dtype: float64, 'loglikelihood': 54.56292105886113, 'aic': -101.12584211772226, 'bic': np.float64(-95.79702407702145)}, 3120: {'params': mu         -3.436795
omega       0.000444
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 47.194932121539004, 'aic': -86.38986424307801, 'bic': np.float64(-81.0610462023772)}, 3125: {'params': mu         -3.435923
omega       0.000547
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 37.11094205595938, 'aic': -66.22188411191875, 'bic': np.float64(-60.89306607121794)}, 3130: {'params': mu         -3.290088
omega       0.000153
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 39.30443362075498, 'aic': -70.60886724150996, 'bic': np.float64(-65.28004920080915)}, 3135: {'params': mu         -3.287481
omega       0.000149
alpha[1]    0.999932
beta[1]     0.000061
Name: params, dtype: float64, 'loglikelihood': 42.83561059031139, 'aic': -77.67122118062278, 'bic': np.float64(-72.34240313992197)}, 3140: {'params': mu         -3.225331
omega       0.000040
alpha[1]    0.993483
beta[1]     0.003388
Name: params, dtype: float64, 'loglikelihood': 54.86249429963814, 'aic': -101.72498859927629, 'bic': np.float64(-96.39617055857548)}, 3145: {'params': mu         -3.226481
omega       0.000060
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 62.82541389700375, 'aic': -117.6508277940075, 'bic': np.float64(-112.32200975330669)}, 3150: {'params': mu         -3.231045
omega       0.000162
alpha[1]    0.771484
beta[1]     0.085716
Name: params, dtype: float64, 'loglikelihood': 61.32098942986926, 'aic': -114.64197885973851, 'bic': np.float64(-109.3131608190377)}, 3155: {'params': mu         -3.219109
omega       0.000028
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 58.34012875621106, 'aic': -108.68025751242212, 'bic': np.float64(-103.3514394717213)}, 3160: {'params': mu         -3.240839
omega       0.000393
alpha[1]    0.738688
beta[1]     0.097992
Name: params, dtype: float64, 'loglikelihood': 53.29423029322474, 'aic': -98.58846058644949, 'bic': np.float64(-93.25964254574868)}, 3165: {'params': mu         -3.244735
omega       0.000228
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 52.66210048920682, 'aic': -97.32420097841364, 'bic': np.float64(-91.99538293771283)}, 3170: {'params': mu         -3.270178
omega       0.000330
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 45.2105879006361, 'aic': -82.4211758012722, 'bic': np.float64(-77.09235776057139)}, 3175: {'params': mu         -3.349930
omega       0.000020
alpha[1]    0.956618
beta[1]     0.043382
Name: params, dtype: float64, 'loglikelihood': 51.04060003168474, 'aic': -94.08120006336948, 'bic': np.float64(-88.75238202266867)}, 3180: {'params': mu         -3.351830
omega       0.000055
alpha[1]    0.987426
beta[1]     0.012574
Name: params, dtype: float64, 'loglikelihood': 57.42415183749926, 'aic': -106.84830367499852, 'bic': np.float64(-101.51948563429771)}, 3185: {'params': mu         -3.352681
omega       0.000054
alpha[1]    0.975597
beta[1]     0.024403
Name: params, dtype: float64, 'loglikelihood': 59.12213056954815, 'aic': -110.2442611390963, 'bic': np.float64(-104.91544309839549)}, 3190: {'params': mu         -3.368024
omega       0.000664
alpha[1]    0.352101
beta[1]     0.242961
Name: params, dtype: float64, 'loglikelihood': 51.806944509679816, 'aic': -95.61388901935963, 'bic': np.float64(-90.28507097865882)}, 3195: {'params': mu         -3.413829
omega       0.000127
alpha[1]    0.992577
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 59.538843606191485, 'aic': -111.07768721238297, 'bic': np.float64(-105.74886917168216)}, 3200: {'params': mu         -3.410886e+00
omega       1.177941e-04
alpha[1]    1.000000e+00
beta[1]     2.130740e-16
Name: params, dtype: float64, 'loglikelihood': 61.67330859385816, 'aic': -115.34661718771632, 'bic': np.float64(-110.01779914701551)}, 3205: {'params': mu         -3.404443
omega       0.000106
alpha[1]    0.910720
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 68.58635895907405, 'aic': -129.1727179181481, 'bic': np.float64(-123.84389987744729)}, 3210: {'params': mu         -3.388748
omega       0.000160
alpha[1]    0.450065
beta[1]     0.182306
Name: params, dtype: float64, 'loglikelihood': 69.57441435025302, 'aic': -131.14882870050604, 'bic': np.float64(-125.82001065980523)}, 3215: {'params': mu         -3.383583
omega       0.000097
alpha[1]    0.292841
beta[1]     0.390739
Name: params, dtype: float64, 'loglikelihood': 72.27942512784024, 'aic': -136.55885025568048, 'bic': np.float64(-131.23003221497967)}, 3220: {'params': mu         -3.382279
omega       0.000059
alpha[1]    0.422417
beta[1]     0.310527
Name: params, dtype: float64, 'loglikelihood': 81.48745713080912, 'aic': -154.97491426161824, 'bic': np.float64(-149.64609622091743)}, 3225: {'params': mu         -3.384623
omega       0.000170
alpha[1]    0.203909
beta[1]     0.322802
Name: params, dtype: float64, 'loglikelihood': 73.30587471349291, 'aic': -138.61174942698582, 'bic': np.float64(-133.28293138628501)}, 3230: {'params': mu         -3.388795
omega       0.000172
alpha[1]    0.378194
beta[1]     0.343137
Name: params, dtype: float64, 'loglikelihood': 66.96423665869557, 'aic': -125.92847331739114, 'bic': np.float64(-120.59965527669033)}, 3235: {'params': mu         -3.392788
omega       0.000470
alpha[1]    0.427007
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 61.95495580729124, 'aic': -115.90991161458248, 'bic': np.float64(-110.58109357388167)}, 3240: {'params': mu         -3.409235e+00
omega       9.074751e-05
alpha[1]    1.239971e-07
beta[1]     8.747443e-01
Name: params, dtype: float64, 'loglikelihood': 59.42710738017093, 'aic': -110.85421476034186, 'bic': np.float64(-105.52539671964105)}, 3245: {'params': mu         -3.407745
omega       0.000746
alpha[1]    0.249691
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 57.89543942514549, 'aic': -107.79087885029098, 'bic': np.float64(-102.46206080959017)}, 3250: {'params': mu         -3.422418
omega       0.000368
alpha[1]    0.831181
beta[1]     0.087896
Name: params, dtype: float64, 'loglikelihood': 50.877653044319985, 'aic': -93.75530608863997, 'bic': np.float64(-88.42648804793916)}, 3255: {'params': mu         -3.391468
omega       0.000606
alpha[1]    0.777721
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 46.402341445004936, 'aic': -84.80468289000987, 'bic': np.float64(-79.47586484930906)}, 3260: {'params': mu         -3.332294e+00
omega       1.095816e-04
alpha[1]    9.489846e-01
beta[1]     4.867996e-07
Name: params, dtype: float64, 'loglikelihood': 53.964692435411, 'aic': -99.929384870822, 'bic': np.float64(-94.6005668301212)}, 3265: {'params': mu         -3.315268
omega       0.000363
alpha[1]    0.938880
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 51.06945355559395, 'aic': -94.1389071111879, 'bic': np.float64(-88.8100890704871)}, 3270: {'params': mu         -3.317335
omega       0.000258
alpha[1]    0.473768
beta[1]     0.526232
Name: params, dtype: float64, 'loglikelihood': 46.65074908885204, 'aic': -85.30149817770408, 'bic': np.float64(-79.97268013700327)}, 3275: {'params': mu         -3.285539
omega       0.001639
alpha[1]    0.645156
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 38.29694707507544, 'aic': -68.59389415015087, 'bic': np.float64(-63.26507610945006)}, 3280: {'params': mu         -3.215103e+00
omega       1.120418e-05
alpha[1]    9.999996e-01
beta[1]     4.057710e-08
Name: params, dtype: float64, 'loglikelihood': 43.024418396360296, 'aic': -78.04883679272059, 'bic': np.float64(-72.72001875201978)}, 3285: {'params': mu         -3.219997
omega       0.000732
alpha[1]    0.855149
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 43.49394899943068, 'aic': -78.98789799886136, 'bic': np.float64(-73.65907995816055)}, 3290: {'params': mu         -3.213563
omega       0.000658
alpha[1]    0.967367
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.97469032741668, 'aic': -73.94938065483336, 'bic': np.float64(-68.62056261413255)}, 3295: {'params': mu         -3.211825e+00
omega       6.616488e-04
alpha[1]    9.450588e-01
beta[1]     3.893794e-10
Name: params, dtype: float64, 'loglikelihood': 37.52763514420553, 'aic': -67.05527028841107, 'bic': np.float64(-61.72645224771025)}, 3300: {'params': mu         -3.335999
omega       0.000230
alpha[1]    0.793305
beta[1]     0.206695
Name: params, dtype: float64, 'loglikelihood': 39.51980876022542, 'aic': -71.03961752045085, 'bic': np.float64(-65.71079947975004)}, 3305: {'params': mu         -3.339296
omega       0.000209
alpha[1]    0.823133
beta[1]     0.176867
Name: params, dtype: float64, 'loglikelihood': 44.854610432812514, 'aic': -81.70922086562503, 'bic': np.float64(-76.38040282492422)}, 3310: {'params': mu         -3.341155
omega       0.000209
alpha[1]    0.827325
beta[1]     0.172675
Name: params, dtype: float64, 'loglikelihood': 49.74839633995769, 'aic': -91.49679267991537, 'bic': np.float64(-86.16797463921456)}, 3315: {'params': mu         -3.365693e+00
omega       2.830636e-04
alpha[1]    6.023411e-12
beta[1]     8.191724e-01
Name: params, dtype: float64, 'loglikelihood': 51.59674242537877, 'aic': -95.19348485075754, 'bic': np.float64(-89.86466681005673)}, 3320: {'params': mu         -3.360009
omega       0.002344
alpha[1]    0.281098
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 41.054957116489014, 'aic': -74.10991423297803, 'bic': np.float64(-68.78109619227722)}, 3325: {'params': mu         -3.396938e+00
omega       7.159639e-04
alpha[1]    9.999990e-01
beta[1]     7.689298e-07
Name: params, dtype: float64, 'loglikelihood': 42.01231789069739, 'aic': -76.02463578139478, 'bic': np.float64(-70.69581774069397)}, 3330: {'params': mu         -3.379382
omega       0.001607
alpha[1]    0.706828
beta[1]     0.293172
Name: params, dtype: float64, 'loglikelihood': 31.4994848507518, 'aic': -54.9989697015036, 'bic': np.float64(-49.67015166080278)}, 3335: {'params': mu         -3.347181
omega       0.002404
alpha[1]    0.668185
beta[1]     0.331815
Name: params, dtype: float64, 'loglikelihood': 21.318128433431735, 'aic': -34.63625686686347, 'bic': np.float64(-29.307438826162652)}, 3340: {'params': mu         -3.291329
omega       0.001679
alpha[1]    0.761658
beta[1]     0.238342
Name: params, dtype: float64, 'loglikelihood': 14.04107638932842, 'aic': -20.08215277865684, 'bic': np.float64(-14.753334737956026)}, 3345: {'params': mu         -3.064564e+00
omega       1.691845e-03
alpha[1]    1.000000e+00
beta[1]     1.552804e-11
Name: params, dtype: float64, 'loglikelihood': 13.05781878988067, 'aic': -18.11563757976134, 'bic': np.float64(-12.786819539060525)}, 3350: {'params': mu         -2.922215
omega       0.000680
alpha[1]    0.909322
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 20.11291994936501, 'aic': -32.22583989873002, 'bic': np.float64(-26.897021858029206)}, 3355: {'params': mu         -2.915639
omega       0.000447
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 31.850293185375797, 'aic': -55.700586370751594, 'bic': np.float64(-50.37176833005078)}, 3360: {'params': mu         -2.914617
omega       0.000556
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 42.852083387443386, 'aic': -77.70416677488677, 'bic': np.float64(-72.37534873418596)}, 3365: {'params': mu         -2.900856
omega       0.000639
alpha[1]    0.900097
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 44.72465888591839, 'aic': -81.44931777183677, 'bic': np.float64(-76.12049973113596)}, 3370: {'params': mu         -2.887308
omega       0.000310
alpha[1]    0.697425
beta[1]     0.302575
Name: params, dtype: float64, 'loglikelihood': 43.489807110095676, 'aic': -78.97961422019135, 'bic': np.float64(-73.65079617949054)}, 3375: {'params': mu         -2.815298e+00
omega       2.513992e-04
alpha[1]    1.000000e+00
beta[1]     1.922440e-17
Name: params, dtype: float64, 'loglikelihood': 41.76169253973632, 'aic': -75.52338507947265, 'bic': np.float64(-70.19456703877184)}, 3380: {'params': mu         -2.741935e+00
omega       5.913494e-05
alpha[1]    9.997354e-01
beta[1]     3.967493e-17
Name: params, dtype: float64, 'loglikelihood': 53.66904407847626, 'aic': -99.33808815695252, 'bic': np.float64(-94.00927011625171)}, 3385: {'params': mu         -2.742944
omega       0.000092
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 57.07037378136863, 'aic': -106.14074756273726, 'bic': np.float64(-100.81192952203645)}, 3390: {'params': mu         -2.743230
omega       0.000167
alpha[1]    0.755619
beta[1]     0.244381
Name: params, dtype: float64, 'loglikelihood': 58.548272811293245, 'aic': -109.09654562258649, 'bic': np.float64(-103.76772758188568)}, 3395: {'params': mu         -2.737776
omega       0.000401
alpha[1]    0.998153
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 56.995632234945056, 'aic': -105.99126446989011, 'bic': np.float64(-100.6624464291893)}, 3400: {'params': mu         -2.742656
omega       0.000745
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 47.43360800725344, 'aic': -86.86721601450688, 'bic': np.float64(-81.53839797380607)}, 3405: {'params': mu         -2.770621
omega       0.001135
alpha[1]    0.786064
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.63462587238161, 'aic': -73.26925174476322, 'bic': np.float64(-67.94043370406241)}, 3410: {'params': mu         -2.795175
omega       0.000825
alpha[1]    0.861629
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 42.38009219064654, 'aic': -76.76018438129309, 'bic': np.float64(-71.43136634059228)}, 3415: {'params': mu         -2.799755
omega       0.000450
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 42.40284295336307, 'aic': -76.80568590672614, 'bic': np.float64(-71.47686786602533)}, 3420: {'params': mu         -2.797778e+00
omega       4.599635e-04
alpha[1]    1.000000e+00
beta[1]     2.380486e-17
Name: params, dtype: float64, 'loglikelihood': 44.40618952644779, 'aic': -80.81237905289558, 'bic': np.float64(-75.48356101219477)}, 3425: {'params': mu         -2.773667e+00
omega       1.091996e-03
alpha[1]    7.360688e-01
beta[1]     1.236121e-07
Name: params, dtype: float64, 'loglikelihood': 39.3833221157095, 'aic': -70.766644231419, 'bic': np.float64(-65.43782619071818)}, 3430: {'params': mu         -2.763465
omega       0.001190
alpha[1]    0.732704
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.972668230156835, 'aic': -73.94533646031367, 'bic': np.float64(-68.61651841961286)}, 3435: {'params': mu         -2.691166
omega       0.000242
alpha[1]    0.995814
beta[1]     0.001477
Name: params, dtype: float64, 'loglikelihood': 46.40039765309283, 'aic': -84.80079530618566, 'bic': np.float64(-79.47197726548485)}, 3440: {'params': mu         -2.687066
omega       0.000918
alpha[1]    0.601762
beta[1]     0.143498
Name: params, dtype: float64, 'loglikelihood': 46.82268859363482, 'aic': -85.64537718726964, 'bic': np.float64(-80.31655914656884)}, 3445: {'params': mu         -2.679728
omega       0.000517
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.68830146615786, 'aic': -73.37660293231572, 'bic': np.float64(-68.04778489161491)}, 3450: {'params': mu         -2.678044
omega       0.000701
alpha[1]    0.980318
beta[1]     0.019682
Name: params, dtype: float64, 'loglikelihood': 30.098634227515284, 'aic': -52.19726845503057, 'bic': np.float64(-46.86845041432975)}, 3455: {'params': mu         -2.617517e+00
omega       6.215915e-04
alpha[1]    1.000000e+00
beta[1]     5.379179e-14
Name: params, dtype: float64, 'loglikelihood': 27.973852510543363, 'aic': -47.947705021086726, 'bic': np.float64(-42.61888698038591)}, 3460: {'params': mu         -2.614000e+00
omega       6.164046e-04
alpha[1]    9.999998e-01
beta[1]     1.769621e-07
Name: params, dtype: float64, 'loglikelihood': 28.938029698647895, 'aic': -49.87605939729579, 'bic': np.float64(-44.547241356594974)}, 3465: {'params': mu         -2.444178
omega       0.000127
alpha[1]    0.954827
beta[1]     0.002932
Name: params, dtype: float64, 'loglikelihood': 56.11992647915242, 'aic': -104.23985295830484, 'bic': np.float64(-98.91103491760403)}, 3470: {'params': mu         -2.444615e+00
omega       2.022150e-04
alpha[1]    1.000000e+00
beta[1]     2.177298e-10
Name: params, dtype: float64, 'loglikelihood': 54.26695169296077, 'aic': -100.53390338592153, 'bic': np.float64(-95.20508534522072)}, 3475: {'params': mu         -2.436912
omega       0.000216
alpha[1]    0.683612
beta[1]     0.182141
Name: params, dtype: float64, 'loglikelihood': 60.18486267499339, 'aic': -112.36972534998678, 'bic': np.float64(-107.04090730928597)}, 3480: {'params': mu         -2.426911
omega       0.000076
alpha[1]    0.421430
beta[1]     0.578570
Name: params, dtype: float64, 'loglikelihood': 55.59091784891721, 'aic': -103.18183569783442, 'bic': np.float64(-97.8530176571336)}, 3485: {'params': mu         -2.385278
omega       0.000773
alpha[1]    0.837599
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 48.605322428391354, 'aic': -89.21064485678271, 'bic': np.float64(-83.8818268160819)}, 3490: {'params': mu         -2.377691
omega       0.000707
alpha[1]    0.926104
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 42.693162095416966, 'aic': -77.38632419083393, 'bic': np.float64(-72.05750615013312)}, 3495: {'params': mu         -2.372283e+00
omega       8.387730e-04
alpha[1]    9.692824e-01
beta[1]     4.660827e-08
Name: params, dtype: float64, 'loglikelihood': 35.488475983131224, 'aic': -62.97695196626245, 'bic': np.float64(-57.64813392556163)}, 3500: {'params': mu         -2.225535
omega       0.000943
alpha[1]    0.581079
beta[1]     0.218707
Name: params, dtype: float64, 'loglikelihood': 40.90378332065506, 'aic': -73.80756664131012, 'bic': np.float64(-68.47874860060931)}, 3505: {'params': mu         -2.217682
omega       0.000198
alpha[1]    0.999790
beta[1]     0.000115
Name: params, dtype: float64, 'loglikelihood': 54.980662342222274, 'aic': -101.96132468444455, 'bic': np.float64(-96.63250664374374)}, 3510: {'params': mu         -2.216135e+00
omega       2.026443e-04
alpha[1]    1.000000e+00
beta[1]     1.096318e-16
Name: params, dtype: float64, 'loglikelihood': 61.964340165025284, 'aic': -115.92868033005057, 'bic': np.float64(-110.59986228934976)}, 3515: {'params': mu         -2.21034
omega       0.00022
alpha[1]    1.00000
beta[1]     0.00000
Name: params, dtype: float64, 'loglikelihood': 60.280868738861635, 'aic': -112.56173747772327, 'bic': np.float64(-107.23291943702246)}, 3520: {'params': mu         -2.164182
omega       0.000074
alpha[1]    0.930870
beta[1]     0.001317
Name: params, dtype: float64, 'loglikelihood': 69.85323892774349, 'aic': -131.70647785548698, 'bic': np.float64(-126.37765981478617)}, 3525: {'params': mu         -2.163390
omega       0.000157
alpha[1]    0.280035
beta[1]     0.449964
Name: params, dtype: float64, 'loglikelihood': 70.11713521547532, 'aic': -132.23427043095063, 'bic': np.float64(-126.90545239024982)}, 3530: {'params': mu         -2.163509
omega       0.000084
alpha[1]    0.933775
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 77.14675655763611, 'aic': -146.29351311527222, 'bic': np.float64(-140.9646950745714)}, 3535: {'params': mu         -2.163157
omega       0.000113
alpha[1]    0.931215
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 68.10645379038972, 'aic': -128.21290758077944, 'bic': np.float64(-122.88408954007863)}, 3540: {'params': mu         -2.165180
omega       0.000149
alpha[1]    0.964521
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 61.992974012878, 'aic': -115.985948025756, 'bic': np.float64(-110.65712998505519)}, 3545: {'params': mu         -2.198930e+00
omega       1.910746e-04
alpha[1]    8.431636e-01
beta[1]     7.984976e-14
Name: params, dtype: float64, 'loglikelihood': 62.37891531394926, 'aic': -116.75783062789851, 'bic': np.float64(-111.4290125871977)}, 3550: {'params': mu         -2.190044
omega       0.000609
alpha[1]    0.711062
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 52.6775691739986, 'aic': -97.3551383479972, 'bic': np.float64(-92.02632030729639)}, 3555: {'params': mu         -2.195163
omega       0.000456
alpha[1]    0.679373
beta[1]     0.200398
Name: params, dtype: float64, 'loglikelihood': 49.643146579610665, 'aic': -91.28629315922133, 'bic': np.float64(-85.95747511852052)}, 3560: {'params': mu         -2.189912
omega       0.000347
alpha[1]    0.548246
beta[1]     0.341858
Name: params, dtype: float64, 'loglikelihood': 46.87058559949736, 'aic': -85.74117119899472, 'bic': np.float64(-80.41235315829391)}, 3565: {'params': mu         -2.184258
omega       0.001063
alpha[1]    0.976913
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 39.233486131449204, 'aic': -70.46697226289841, 'bic': np.float64(-65.1381542221976)}, 3570: {'params': mu         -2.112189
omega       0.000461
alpha[1]    0.687901
beta[1]     0.230756
Name: params, dtype: float64, 'loglikelihood': 32.70439817736399, 'aic': -57.40879635472798, 'bic': np.float64(-52.079978314027166)}, 3575: {'params': mu         -2.236533e+00
omega       1.586950e-03
alpha[1]    9.781711e-01
beta[1]     1.591495e-13
Name: params, dtype: float64, 'loglikelihood': 20.55691729783827, 'aic': -33.11383459567654, 'bic': np.float64(-27.785016554975726)}, 3580: {'params': mu         -2.459722
omega       0.001433
alpha[1]    0.755285
beta[1]     0.115876
Name: params, dtype: float64, 'loglikelihood': 25.417671560690348, 'aic': -42.835343121380696, 'bic': np.float64(-37.50652508067988)}, 3585: {'params': mu         -2.478500
omega       0.000144
alpha[1]    0.928861
beta[1]     0.016819
Name: params, dtype: float64, 'loglikelihood': 44.512394382008, 'aic': -81.024788764016, 'bic': np.float64(-75.69597072331518)}, 3590: {'params': mu         -2.472419
omega       0.000175
alpha[1]    0.963145
beta[1]     0.000172
Name: params, dtype: float64, 'loglikelihood': 56.4375840417866, 'aic': -104.8751680835732, 'bic': np.float64(-99.54635004287239)}, 3595: {'params': mu         -2.468875
omega       0.000537
alpha[1]    0.352057
beta[1]     0.242980
Name: params, dtype: float64, 'loglikelihood': 56.81587478306405, 'aic': -105.6317495661281, 'bic': np.float64(-100.30293152542728)}, 3600: {'params': mu         -2.474356e+00
omega       2.678884e-04
alpha[1]    1.000000e+00
beta[1]     2.254984e-16
Name: params, dtype: float64, 'loglikelihood': 54.48483738500488, 'aic': -100.96967477000976, 'bic': np.float64(-95.64085672930895)}, 3605: {'params': mu         -2.466559
omega       0.000642
alpha[1]    0.602424
beta[1]     0.248485
Name: params, dtype: float64, 'loglikelihood': 41.93567558163117, 'aic': -75.87135116326235, 'bic': np.float64(-70.54253312256154)}, 3610: {'params': mu         -2.437285
omega       0.000437
alpha[1]    0.251211
beta[1]     0.705798
Name: params, dtype: float64, 'loglikelihood': 35.043880524874304, 'aic': -62.08776104974861, 'bic': np.float64(-56.75894300904779)}, 3615: {'params': mu         -2.400928
omega       0.000599
alpha[1]    0.868169
beta[1]     0.131831
Name: params, dtype: float64, 'loglikelihood': 38.40383293569994, 'aic': -68.80766587139988, 'bic': np.float64(-63.47884783069906)}, 3620: {'params': mu         -2.394082
omega       0.000685
alpha[1]    0.864488
beta[1]     0.135512
Name: params, dtype: float64, 'loglikelihood': 40.506017907430056, 'aic': -73.01203581486011, 'bic': np.float64(-67.6832177741593)}, 3625: {'params': mu         -2.379180
omega       0.005273
alpha[1]    0.476039
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.414952292552663, 'aic': -48.829904585105325, 'bic': np.float64(-43.50108654440451)}, 3630: {'params': mu         -2.389086
omega       0.005785
alpha[1]    0.714507
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 21.804134379456226, 'aic': -35.60826875891245, 'bic': np.float64(-30.279450718211635)}, 3635: {'params': mu         -2.361627e+00
omega       4.854725e-03
alpha[1]    8.548667e-01
beta[1]     2.873541e-09
Name: params, dtype: float64, 'loglikelihood': 16.579608175952895, 'aic': -25.15921635190579, 'bic': np.float64(-19.830398311204974)}, 3640: {'params': mu         -2.065841
omega       0.000097
alpha[1]    0.942282
beta[1]     0.010262
Name: params, dtype: float64, 'loglikelihood': 30.66459184293964, 'aic': -53.32918368587928, 'bic': np.float64(-48.00036564517846)}, 3645: {'params': mu         -2.064836
omega       0.000363
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 37.80519705346762, 'aic': -67.61039410693525, 'bic': np.float64(-62.28157606623443)}, 3650: {'params': mu         -2.068714
omega       0.000404
alpha[1]    0.826003
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 47.5354994726031, 'aic': -87.0709989452062, 'bic': np.float64(-81.74218090450539)}, 3655: {'params': mu         -2.104102
omega       0.001234
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 11.36273169770981, 'aic': -14.72546339541962, 'bic': np.float64(-9.396645354718805)}, 3660: {'params': mu         -2.095023
omega       0.029389
alpha[1]    0.766497
beta[1]     0.197509
Name: params, dtype: float64, 'loglikelihood': -2.8775524744947454, 'aic': 13.75510494898949, 'bic': np.float64(19.083922989690308)}, 3665: {'params': mu         -2.100768
omega       0.050715
alpha[1]    0.998609
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -15.295871639493765, 'aic': 38.59174327898753, 'bic': np.float64(43.920561319688346)}, 3670: {'params': mu         -2.083430
omega       0.079966
alpha[1]    0.964272
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -28.08862172060958, 'aic': 64.17724344121916, 'bic': np.float64(69.50606148191997)}, 3675: {'params': mu         -2.932840e-01
omega       6.889343e-03
alpha[1]    1.000000e+00
beta[1]     1.594188e-13
Name: params, dtype: float64, 'loglikelihood': -28.06990405878006, 'aic': 64.13980811756012, 'bic': np.float64(69.46862615826093)}, 3680: {'params': mu          1.868465e-01
omega       4.932289e-05
alpha[1]    9.861524e-01
beta[1]     2.263685e-13
Name: params, dtype: float64, 'loglikelihood': -2.56800238618538, 'aic': 13.136004772370761, 'bic': np.float64(18.464822813071574)}, 3685: {'params': mu          1.863494e-01
omega       5.616505e-04
alpha[1]    9.165883e-01
beta[1]     1.676210e-10
Name: params, dtype: float64, 'loglikelihood': 13.636909212105895, 'aic': -19.27381842421179, 'bic': np.float64(-13.945000383510974)}, 3690: {'params': mu          0.193222
omega       0.001184
alpha[1]    0.675199
beta[1]     0.130270
Name: params, dtype: float64, 'loglikelihood': 29.719747710143206, 'aic': -51.43949542028641, 'bic': np.float64(-46.110677379585596)}, 3695: {'params': mu          1.869487e-01
omega       4.564840e-04
alpha[1]    8.595744e-01
beta[1]     2.372036e-12
Name: params, dtype: float64, 'loglikelihood': 49.659066624834125, 'aic': -91.31813324966825, 'bic': np.float64(-85.98931520896744)}, 3700: {'params': mu          0.194605
omega       0.000012
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 62.96655019269354, 'aic': -117.93310038538708, 'bic': np.float64(-112.60428234468627)}, 3705: {'params': mu          0.197352
omega       0.001011
alpha[1]    0.267103
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 53.37310674274879, 'aic': -98.74621348549758, 'bic': np.float64(-93.41739544479677)}, 3710: {'params': mu          1.913496e-01
omega       9.411882e-04
alpha[1]    8.263462e-01
beta[1]     1.002479e-12
Name: params, dtype: float64, 'loglikelihood': 45.817916405628544, 'aic': -83.63583281125709, 'bic': np.float64(-78.30701477055628)}, 3715: {'params': mu          0.184606
omega       0.001085
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 35.313065284324736, 'aic': -62.62613056864947, 'bic': np.float64(-57.297312527948655)}, 3720: {'params': mu          1.860265e-01
omega       1.494405e-03
alpha[1]    9.999999e-01
beta[1]     1.252323e-07
Name: params, dtype: float64, 'loglikelihood': 23.860888670177548, 'aic': -39.721777340355096, 'bic': np.float64(-34.39295929965428)}, 3725: {'params': mu          0.074739
omega       0.002004
alpha[1]    0.512334
beta[1]     0.487666
Name: params, dtype: float64, 'loglikelihood': 16.083230156210004, 'aic': -24.166460312420007, 'bic': np.float64(-18.83764227171919)}, 3730: {'params': mu          0.061216
omega       0.001801
alpha[1]    0.539996
beta[1]     0.460004
Name: params, dtype: float64, 'loglikelihood': 12.959317881618794, 'aic': -17.91863576323759, 'bic': np.float64(-12.589817722536774)}, 3735: {'params': mu          0.030345
omega       0.003389
alpha[1]    0.526596
beta[1]     0.473404
Name: params, dtype: float64, 'loglikelihood': 5.089650182337452, 'aic': -2.179300364674903, 'bic': np.float64(3.149517676025912)}, 3740: {'params': mu          0.336750
omega       0.006334
alpha[1]    0.824382
beta[1]     0.175618
Name: params, dtype: float64, 'loglikelihood': -1.2730558237539022, 'aic': 10.546111647507804, 'bic': np.float64(15.87492968820862)}, 3745: {'params': mu          0.360487
omega       0.005499
alpha[1]    0.894808
beta[1]     0.105192
Name: params, dtype: float64, 'loglikelihood': 2.808938436821019, 'aic': 2.3821231263579623, 'bic': np.float64(7.7109411670587775)}, 3750: {'params': mu          0.356268
omega       0.006062
alpha[1]    0.892233
beta[1]     0.107767
Name: params, dtype: float64, 'loglikelihood': 10.240876379670434, 'aic': -12.481752759340868, 'bic': np.float64(-7.1529347186400525)}, 3755: {'params': mu          0.356478
omega       0.013238
alpha[1]    0.699154
beta[1]     0.221023
Name: params, dtype: float64, 'loglikelihood': 1.7942765683729065, 'aic': 4.411446863254187, 'bic': np.float64(9.740264903955001)}, 3760: {'params': mu          0.354315
omega       0.011477
alpha[1]    0.740717
beta[1]     0.259283
Name: params, dtype: float64, 'loglikelihood': -5.559778834883386, 'aic': 19.11955766976677, 'bic': np.float64(24.448375710467587)}, 3765: {'params': mu          0.227965
omega       0.005757
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -9.26694381745308, 'aic': 26.53388763490616, 'bic': np.float64(31.862705675606975)}, 3770: {'params': mu         -0.320591
omega       0.006603
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -8.196391518706882, 'aic': 24.392783037413764, 'bic': np.float64(29.72160107811458)}, 3775: {'params': mu         -0.823978
omega       0.000925
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -0.28417345886129897, 'aic': 8.568346917722598, 'bic': np.float64(13.897164958423414)}, 3780: {'params': mu         -0.821085
omega       0.001686
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 12.626326003161763, 'aic': -17.252652006323526, 'bic': np.float64(-11.92383396562271)}, 3785: {'params': mu         -0.829103
omega       0.002065
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 18.144254153308673, 'aic': -28.288508306617345, 'bic': np.float64(-22.959690265916528)}, 3790: {'params': mu         -8.428561e-01
omega       2.568205e-03
alpha[1]    9.342556e-01
beta[1]     1.164753e-16
Name: params, dtype: float64, 'loglikelihood': 20.48625198434117, 'aic': -32.97250396868234, 'bic': np.float64(-27.643685927981522)}, 3795: {'params': mu         -0.891096
omega       0.002665
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 15.122335462775673, 'aic': -22.244670925551347, 'bic': np.float64(-16.91585288485053)}, 3800: {'params': mu         -1.213486
omega       0.000297
alpha[1]    0.998883
beta[1]     0.001117
Name: params, dtype: float64, 'loglikelihood': 26.296490387687093, 'aic': -44.59298077537419, 'bic': np.float64(-39.26416273467337)}, 3805: {'params': mu         -1.213368
omega       0.000278
alpha[1]    0.999054
beta[1]     0.000941
Name: params, dtype: float64, 'loglikelihood': 39.00009750590288, 'aic': -70.00019501180576, 'bic': np.float64(-64.67137697110495)}, 3810: {'params': mu         -1.228166
omega       0.000642
alpha[1]    0.610890
beta[1]     0.141769
Name: params, dtype: float64, 'loglikelihood': 50.38993492582045, 'aic': -92.7798698516409, 'bic': np.float64(-87.45105181094009)}, 3815: {'params': mu         -1.224336
omega       0.000254
alpha[1]    0.889040
beta[1]     0.009243
Name: params, dtype: float64, 'loglikelihood': 61.62156567287624, 'aic': -115.24313134575247, 'bic': np.float64(-109.91431330505166)}, 3820: {'params': mu         -1.215919
omega       0.000219
alpha[1]    0.989719
beta[1]     0.010281
Name: params, dtype: float64, 'loglikelihood': 59.53402590323124, 'aic': -111.06805180646248, 'bic': np.float64(-105.73923376576167)}, 3825: {'params': mu         -1.215663
omega       0.000213
alpha[1]    0.981663
beta[1]     0.018337
Name: params, dtype: float64, 'loglikelihood': 53.349274541369375, 'aic': -98.69854908273875, 'bic': np.float64(-93.36973104203794)}, 3830: {'params': mu         -1.215405
omega       0.000143
alpha[1]    0.823981
beta[1]     0.176019
Name: params, dtype: float64, 'loglikelihood': 55.35431334184529, 'aic': -102.70862668369058, 'bic': np.float64(-97.37980864298977)}, 3835: {'params': mu         -1.214822
omega       0.000141
alpha[1]    0.625289
beta[1]     0.374711
Name: params, dtype: float64, 'loglikelihood': 48.49462143797417, 'aic': -88.98924287594834, 'bic': np.float64(-83.66042483524753)}, 3840: {'params': mu         -1.245901
omega       0.002332
alpha[1]    0.315712
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.35271798564761, 'aic': -72.70543597129522, 'bic': np.float64(-67.3766179305944)}, 3845: {'params': mu         -1.305058
omega       0.000667
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 38.016875656126544, 'aic': -68.03375131225309, 'bic': np.float64(-62.70493327155227)}, 3850: {'params': mu         -1.317942e+00
omega       6.252688e-04
alpha[1]    9.999998e-01
beta[1]     2.257935e-07
Name: params, dtype: float64, 'loglikelihood': 35.61260165804965, 'aic': -63.2252033160993, 'bic': np.float64(-57.89638527539848)}, 3855: {'params': mu         -1.329798
omega       0.000367
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 33.815527343345515, 'aic': -59.63105468669103, 'bic': np.float64(-54.30223664599021)}, 3860: {'params': mu         -1.454696
omega       0.000418
alpha[1]    0.701677
beta[1]     0.141439
Name: params, dtype: float64, 'loglikelihood': 42.74708934983489, 'aic': -77.49417869966977, 'bic': np.float64(-72.16536065896896)}, 3865: {'params': mu         -1.463135
omega       0.000144
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 52.29962494896397, 'aic': -96.59924989792793, 'bic': np.float64(-91.27043185722712)}, 3870: {'params': mu         -1.466354e+00
omega       1.242816e-04
alpha[1]    1.000000e+00
beta[1]     7.012644e-17
Name: params, dtype: float64, 'loglikelihood': 54.31974291500005, 'aic': -100.6394858300001, 'bic': np.float64(-95.31066778929929)}, 3875: {'params': mu         -1.467801e+00
omega       1.577521e-04
alpha[1]    1.000000e+00
beta[1]     4.407963e-08
Name: params, dtype: float64, 'loglikelihood': 51.034807113127854, 'aic': -94.06961422625571, 'bic': np.float64(-88.7407961855549)}, 3880: {'params': mu         -1.541238e+00
omega       4.921058e-04
alpha[1]    8.452644e-01
beta[1]     7.646651e-07
Name: params, dtype: float64, 'loglikelihood': 45.506179010245184, 'aic': -83.01235802049037, 'bic': np.float64(-77.68353997978956)}, 3885: {'params': mu         -1.545429
omega       0.000767
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 39.7344677165564, 'aic': -71.4689354331128, 'bic': np.float64(-66.140117392412)}, 3890: {'params': mu         -1.558196
omega       0.000742
alpha[1]    0.918987
beta[1]     0.081013
Name: params, dtype: float64, 'loglikelihood': 35.93189993975597, 'aic': -63.863799879511944, 'bic': np.float64(-58.53498183881113)}, 3895: {'params': mu         -1.560352e+00
omega       1.641433e-03
alpha[1]    1.000000e+00
beta[1]     4.124790e-15
Name: params, dtype: float64, 'loglikelihood': 30.99054027869687, 'aic': -53.98108055739374, 'bic': np.float64(-48.65226251669292)}, 3900: {'params': mu         -1.533905
omega       0.001638
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.057721427089557, 'aic': -42.115442854179115, 'bic': np.float64(-36.7866248134783)}, 3905: {'params': mu         -1.414740
omega       0.000175
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 23.152330969857363, 'aic': -38.30466193971473, 'bic': np.float64(-32.97584389901391)}, 3910: {'params': mu         -1.419847
omega       0.000728
alpha[1]    0.883069
beta[1]     0.018274
Name: params, dtype: float64, 'loglikelihood': 29.123369969036478, 'aic': -50.246739938072956, 'bic': np.float64(-44.91792189737214)}, 3915: {'params': mu         -1.408786
omega       0.000635
alpha[1]    0.983495
beta[1]     0.016505
Name: params, dtype: float64, 'loglikelihood': 38.915932442145206, 'aic': -69.83186488429041, 'bic': np.float64(-64.5030468435896)}, 3920: {'params': mu         -1.404676e+00
omega       6.845117e-04
alpha[1]    9.822456e-01
beta[1]     8.269334e-08
Name: params, dtype: float64, 'loglikelihood': 41.13218421758075, 'aic': -74.2643684351615, 'bic': np.float64(-68.93555039446069)}, 3925: {'params': mu         -1.380583
omega       0.001097
alpha[1]    0.937548
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.67315863196408, 'aic': -61.34631726392816, 'bic': np.float64(-56.01749922322734)}, 3930: {'params': mu         -1.191800
omega       0.000974
alpha[1]    0.693736
beta[1]     0.139070
Name: params, dtype: float64, 'loglikelihood': 28.51521807364399, 'aic': -49.03043614728798, 'bic': np.float64(-43.70161810658716)}, 3935: {'params': mu         -1.223638
omega       0.000138
alpha[1]    0.999999
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.66334659781725, 'aic': -73.3266931956345, 'bic': np.float64(-67.9978751549337)}, 3940: {'params': mu         -1.231117
omega       0.000442
alpha[1]    0.999985
beta[1]     0.000008
Name: params, dtype: float64, 'loglikelihood': 44.47235869644053, 'aic': -80.94471739288106, 'bic': np.float64(-75.61589935218025)}, 3945: {'params': mu         -1.228896
omega       0.000456
alpha[1]    0.959264
beta[1]     0.040736
Name: params, dtype: float64, 'loglikelihood': 46.91721807653739, 'aic': -85.83443615307478, 'bic': np.float64(-80.50561811237397)}, 3950: {'params': mu         -1.235431
omega       0.000150
alpha[1]    0.970773
beta[1]     0.029228
Name: params, dtype: float64, 'loglikelihood': 40.23618186893004, 'aic': -72.47236373786008, 'bic': np.float64(-67.14354569715927)}, 3955: {'params': mu         -1.234970
omega       0.000233
alpha[1]    0.725828
beta[1]     0.274172
Name: params, dtype: float64, 'loglikelihood': 34.28702229851277, 'aic': -60.574044597025534, 'bic': np.float64(-55.24522655632472)}, 3960: {'params': mu         -1.276073
omega       0.000958
alpha[1]    0.451023
beta[1]     0.548977
Name: params, dtype: float64, 'loglikelihood': 27.458407595750785, 'aic': -46.91681519150157, 'bic': np.float64(-41.58799715080075)}, 3965: {'params': mu         -1.279884
omega       0.002077
alpha[1]    0.520197
beta[1]     0.392190
Name: params, dtype: float64, 'loglikelihood': 22.165451069548578, 'aic': -36.330902139097155, 'bic': np.float64(-31.002084098396338)}, 3970: {'params': mu         -1.252295
omega       0.011611
alpha[1]    0.625459
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 13.015106316128447, 'aic': -18.030212632256895, 'bic': np.float64(-12.70139459155608)}, 3975: {'params': mu         -1.160644
omega       0.009063
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 4.989779010386867, 'aic': -1.9795580207737338, 'bic': np.float64(3.3492600199270814)}, 3980: {'params': mu         -1.065976
omega       0.004770
alpha[1]    0.647533
beta[1]     0.352467
Name: params, dtype: float64, 'loglikelihood': 1.057204158626631, 'aic': 5.885591682746738, 'bic': np.float64(11.214409723447552)}, 3985: {'params': mu         -1.170296
omega       0.003969
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 0.7571618521569872, 'aic': 6.485676295686026, 'bic': np.float64(11.81449433638684)}, 3990: {'params': mu         -1.218103
omega       0.006570
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 0.4136065064430038, 'aic': 7.172786987113993, 'bic': np.float64(12.501605027814808)}, 3995: {'params': mu         -1.239220
omega       0.002581
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -0.038290082012915616, 'aic': 8.076580164025831, 'bic': np.float64(13.405398204726646)}, 4000: {'params': mu         -1.235787e+00
omega       2.232672e-03
alpha[1]    1.000000e+00
beta[1]     1.363160e-13
Name: params, dtype: float64, 'loglikelihood': -3.872103978978363, 'aic': 15.744207957956725, 'bic': np.float64(21.073025998657542)}, 4005: {'params': mu         -1.443453
omega       0.002808
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -0.6113367046138469, 'aic': 9.222673409227694, 'bic': np.float64(14.551491449928509)}, 4010: {'params': mu         -1.813148e+00
omega       6.830594e-04
alpha[1]    9.999999e-01
beta[1]     1.171303e-07
Name: params, dtype: float64, 'loglikelihood': 12.8585611027353, 'aic': -17.7171222054706, 'bic': np.float64(-12.388304164769783)}, 4015: {'params': mu         -1.814966
omega       0.000646
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 16.826296498599135, 'aic': -25.65259299719827, 'bic': np.float64(-20.323774956497452)}, 4020: {'params': mu         -1.816532
omega       0.000606
alpha[1]    0.999949
beta[1]     0.000019
Name: params, dtype: float64, 'loglikelihood': 17.085281320552134, 'aic': -26.17056264110427, 'bic': np.float64(-20.84174460040345)}, 4025: {'params': mu         -2.216140
omega       0.000469
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 16.326347824022857, 'aic': -24.652695648045714, 'bic': np.float64(-19.323877607344897)}, 4030: {'params': mu         -2.221640
omega       0.000475
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.89208511492854, 'aic': -33.78417022985708, 'bic': np.float64(-28.455352189156265)}, 4035: {'params': mu         -2.224827e+00
omega       5.107734e-04
alpha[1]    1.000000e+00
beta[1]     3.214176e-10
Name: params, dtype: float64, 'loglikelihood': 23.773480132623643, 'aic': -39.546960265247286, 'bic': np.float64(-34.21814222454647)}, 4040: {'params': mu         -2.234379
omega       0.000904
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 21.05137331860456, 'aic': -34.10274663720912, 'bic': np.float64(-28.773928596508306)}, 4045: {'params': mu         -2.417746
omega       0.000579
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.027468312891667, 'aic': -32.054936625783334, 'bic': np.float64(-26.726118585082517)}, 4050: {'params': mu         -2.608686e+00
omega       3.595288e-04
alpha[1]    9.999999e-01
beta[1]     7.959787e-08
Name: params, dtype: float64, 'loglikelihood': 23.477229705972906, 'aic': -38.95445941194581, 'bic': np.float64(-33.625641371244996)}, 4055: {'params': mu         -2.611019e+00
omega       3.168261e-04
alpha[1]    9.999999e-01
beta[1]     4.254220e-07
Name: params, dtype: float64, 'loglikelihood': 25.56796633705255, 'aic': -43.1359326741051, 'bic': np.float64(-37.80711463340428)}, 4060: {'params': mu         -2.613386
omega       0.000292
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 24.11802198626217, 'aic': -40.23604397252434, 'bic': np.float64(-34.907225931823525)}, 4065: {'params': mu         -2.760861e+00
omega       7.669557e-04
alpha[1]    1.000000e+00
beta[1]     4.349492e-15
Name: params, dtype: float64, 'loglikelihood': 23.3096023860781, 'aic': -38.6192047721562, 'bic': np.float64(-33.290386731455385)}, 4070: {'params': mu         -2.960446
omega       0.000125
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 33.986958668189686, 'aic': -59.97391733637937, 'bic': np.float64(-54.645099295678556)}, 4075: {'params': mu         -3.009711
omega       0.000018
alpha[1]    0.939876
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 50.211119619631916, 'aic': -92.42223923926383, 'bic': np.float64(-87.09342119856302)}, 4080: {'params': mu         -3.010182
omega       0.000013
alpha[1]    0.918765
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 71.311850884424, 'aic': -134.623701768848, 'bic': np.float64(-129.2948837281472)}, 4085: {'params': mu         -3.007413
omega       0.000053
alpha[1]    0.199995
beta[1]     0.699981
Name: params, dtype: float64, 'loglikelihood': 73.33918906899498, 'aic': -138.67837813798997, 'bic': np.float64(-133.34956009728916)}, 4090: {'params': mu         -3.009709
omega       0.000016
alpha[1]    0.199951
beta[1]     0.699768
Name: params, dtype: float64, 'loglikelihood': 87.57373334601934, 'aic': -167.14746669203868, 'bic': np.float64(-161.81864865133787)}, 4095: {'params': mu         -3.010361
omega       0.000037
alpha[1]    0.200084
beta[1]     0.299969
Name: params, dtype: float64, 'loglikelihood': 95.42083127463435, 'aic': -182.8416625492687, 'bic': np.float64(-177.5128445085679)}, 4100: {'params': mu         -3.009941
omega       0.000035
alpha[1]    0.200017
beta[1]     0.299994
Name: params, dtype: float64, 'loglikelihood': 96.57559283082644, 'aic': -185.15118566165287, 'bic': np.float64(-179.82236762095206)}, 4105: {'params': mu         -3.012851
omega       0.000187
alpha[1]    0.685190
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 71.72591708770437, 'aic': -135.45183417540875, 'bic': np.float64(-130.12301613470794)}, 4110: {'params': mu         -3.014313e+00
omega       2.352166e-04
alpha[1]    8.125091e-01
beta[1]     4.830169e-08
Name: params, dtype: float64, 'loglikelihood': 60.85351523137997, 'aic': -113.70703046275995, 'bic': np.float64(-108.37821242205914)}, 4115: {'params': mu         -3.062185
omega       0.000617
alpha[1]    0.281065
beta[1]     0.449334
Name: params, dtype: float64, 'loglikelihood': 46.83166671409913, 'aic': -85.66333342819826, 'bic': np.float64(-80.33451538749745)}, 4120: {'params': mu         -3.088295
omega       0.000311
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 49.47523226336907, 'aic': -90.95046452673814, 'bic': np.float64(-85.62164648603733)}, 4125: {'params': mu         -3.093440e+00
omega       2.528978e-04
alpha[1]    9.999993e-01
beta[1]     8.133146e-07
Name: params, dtype: float64, 'loglikelihood': 47.93725636166927, 'aic': -87.87451272333854, 'bic': np.float64(-82.54569468263773)}, 4130: {'params': mu         -3.146525e+00
omega       2.108817e-04
alpha[1]    1.000000e+00
beta[1]     2.481657e-12
Name: params, dtype: float64, 'loglikelihood': 44.899706573208746, 'aic': -81.79941314641749, 'bic': np.float64(-76.47059510571668)}, 4135: {'params': mu         -3.211898
omega       0.000215
alpha[1]    0.715711
beta[1]     0.124395
Name: params, dtype: float64, 'loglikelihood': 54.836870974214214, 'aic': -101.67374194842843, 'bic': np.float64(-96.34492390772762)}, 4140: {'params': mu         -3.213378
omega       0.000059
alpha[1]    0.851896
beta[1]     0.148104
Name: params, dtype: float64, 'loglikelihood': 61.36592599918957, 'aic': -114.73185199837914, 'bic': np.float64(-109.40303395767833)}, 4145: {'params': mu         -3.212772
omega       0.000050
alpha[1]    0.720015
beta[1]     0.279985
Name: params, dtype: float64, 'loglikelihood': 59.30274339843968, 'aic': -110.60548679687936, 'bic': np.float64(-105.27666875617855)}, 4150: {'params': mu         -3.214841
omega       0.000099
alpha[1]    0.679966
beta[1]     0.320034
Name: params, dtype: float64, 'loglikelihood': 52.475232939182405, 'aic': -96.95046587836481, 'bic': np.float64(-91.621647837664)}, 4155: {'params': mu         -3.126921e+00
omega       6.182899e-05
alpha[1]    9.999992e-01
beta[1]     8.321995e-08
Name: params, dtype: float64, 'loglikelihood': 53.34482938563185, 'aic': -98.6896587712637, 'bic': np.float64(-93.36084073056288)}, 4160: {'params': mu         -3.117356
omega       0.000237
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 53.537498269602914, 'aic': -99.07499653920583, 'bic': np.float64(-93.74617849850502)}, 4165: {'params': mu         -3.113758
omega       0.000169
alpha[1]    0.999991
beta[1]     0.000007
Name: params, dtype: float64, 'loglikelihood': 55.88431795005282, 'aic': -103.76863590010564, 'bic': np.float64(-98.43981785940483)}, 4170: {'params': mu         -3.107117
omega       0.000063
alpha[1]    0.999999
beta[1]     0.000001
Name: params, dtype: float64, 'loglikelihood': 62.480899430123365, 'aic': -116.96179886024673, 'bic': np.float64(-111.63298081954592)}, 4175: {'params': mu         -3.084922
omega       0.000058
alpha[1]    0.313228
beta[1]     0.584918
Name: params, dtype: float64, 'loglikelihood': 64.63858472927156, 'aic': -121.27716945854311, 'bic': np.float64(-115.9483514178423)}, 4180: {'params': mu         -3.084113
omega       0.000102
alpha[1]    0.644958
beta[1]     0.253290
Name: params, dtype: float64, 'loglikelihood': 66.81823912231928, 'aic': -125.63647824463857, 'bic': np.float64(-120.30766020393776)}, 4185: {'params': mu         -3.082054
omega       0.000104
alpha[1]    0.783203
beta[1]     0.216797
Name: params, dtype: float64, 'loglikelihood': 62.11469053909501, 'aic': -116.22938107819002, 'bic': np.float64(-110.9005630374892)}, 4190: {'params': mu         -3.084505
omega       0.000096
alpha[1]    0.788504
beta[1]     0.211496
Name: params, dtype: float64, 'loglikelihood': 57.555834656781485, 'aic': -107.11166931356297, 'bic': np.float64(-101.78285127286216)}, 4195: {'params': mu         -3.092694e+00
omega       1.522305e-04
alpha[1]    9.999995e-01
beta[1]     3.802165e-07
Name: params, dtype: float64, 'loglikelihood': 45.94055731058202, 'aic': -83.88111462116404, 'bic': np.float64(-78.55229658046323)}, 4200: {'params': mu         -3.190851
omega       0.000468
alpha[1]    0.819741
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 46.35816321341906, 'aic': -84.71632642683812, 'bic': np.float64(-79.38750838613731)}, 4205: {'params': mu         -3.197544
omega       0.000439
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 48.66171325349302, 'aic': -89.32342650698604, 'bic': np.float64(-83.99460846628523)}, 4210: {'params': mu         -3.197980
omega       0.000426
alpha[1]    0.845588
beta[1]     0.154412
Name: params, dtype: float64, 'loglikelihood': 38.05762342907011, 'aic': -68.11524685814022, 'bic': np.float64(-62.78642881743941)}, 4215: {'params': mu         -3.209715
omega       0.000737
alpha[1]    0.761221
beta[1]     0.238779
Name: params, dtype: float64, 'loglikelihood': 26.840656012726026, 'aic': -45.68131202545205, 'bic': np.float64(-40.352493984751234)}, 4220: {'params': mu         -3.199883
omega       0.000570
alpha[1]    0.805454
beta[1]     0.194546
Name: params, dtype: float64, 'loglikelihood': 19.976059635028943, 'aic': -31.952119270057885, 'bic': np.float64(-26.623301229357068)}, 4225: {'params': mu         -3.058060
omega       0.000410
alpha[1]    0.755059
beta[1]     0.244941
Name: params, dtype: float64, 'loglikelihood': 25.32409995206396, 'aic': -42.64819990412792, 'bic': np.float64(-37.319381863427104)}, 4230: {'params': mu         -3.057679
omega       0.000415
alpha[1]    0.760448
beta[1]     0.239552
Name: params, dtype: float64, 'loglikelihood': 23.909716832038747, 'aic': -39.81943366407749, 'bic': np.float64(-34.49061562337668)}, 4235: {'params': mu         -3.058018
omega       0.000619
alpha[1]    0.619117
beta[1]     0.380883
Name: params, dtype: float64, 'loglikelihood': 23.128421096055646, 'aic': -38.25684219211129, 'bic': np.float64(-32.928024151410476)}, 4240: {'params': mu         -3.271535
omega       0.000895
alpha[1]    0.732847
beta[1]     0.111757
Name: params, dtype: float64, 'loglikelihood': 30.424024514635295, 'aic': -52.84804902927059, 'bic': np.float64(-47.519230988569774)}, 4245: {'params': mu         -3.271785e+00
omega       7.861036e-04
alpha[1]    1.000000e+00
beta[1]     9.413760e-10
Name: params, dtype: float64, 'loglikelihood': 33.23676893484901, 'aic': -58.47353786969802, 'bic': np.float64(-53.144719828997204)}, 4250: {'params': mu         -3.274375e+00
omega       8.116325e-04
alpha[1]    1.000000e+00
beta[1]     9.597289e-12
Name: params, dtype: float64, 'loglikelihood': 32.642325808172934, 'aic': -57.28465161634587, 'bic': np.float64(-51.95583357564505)}, 4255: {'params': mu         -3.306154
omega       0.000788
alpha[1]    0.617561
beta[1]     0.382439
Name: params, dtype: float64, 'loglikelihood': 27.730878845285048, 'aic': -47.461757690570096, 'bic': np.float64(-42.13293964986928)}, 4260: {'params': mu         -3.537212
omega       0.000156
alpha[1]    0.939620
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 35.915436762695336, 'aic': -63.83087352539067, 'bic': np.float64(-58.502055484689855)}, 4265: {'params': mu         -3.543081
omega       0.000172
alpha[1]    0.999992
beta[1]     0.000004
Name: params, dtype: float64, 'loglikelihood': 43.06789594567932, 'aic': -78.13579189135864, 'bic': np.float64(-72.80697385065783)}, 4270: {'params': mu         -3.541921e+00
omega       2.173115e-04
alpha[1]    9.999958e-01
beta[1]     7.895542e-07
Name: params, dtype: float64, 'loglikelihood': 54.22141167859665, 'aic': -100.4428233571933, 'bic': np.float64(-95.1140053164925)}, 4275: {'params': mu         -3.548755
omega       0.000207
alpha[1]    0.466579
beta[1]     0.533421
Name: params, dtype: float64, 'loglikelihood': 51.99307530992684, 'aic': -95.98615061985367, 'bic': np.float64(-90.65733257915286)}, 4280: {'params': mu         -3.571642
omega       0.000954
alpha[1]    0.710105
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 44.743820442921944, 'aic': -81.48764088584389, 'bic': np.float64(-76.15882284514308)}, 4285: {'params': mu         -3.590054
omega       0.000328
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 38.753179358221914, 'aic': -69.50635871644383, 'bic': np.float64(-64.17754067574302)}, 4290: {'params': mu         -3.707927
omega       0.000096
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 39.41712908691132, 'aic': -70.83425817382263, 'bic': np.float64(-65.50544013312182)}, 4295: {'params': mu         -3.784508e+00
omega       5.812989e-11
alpha[1]    7.333253e-01
beta[1]     2.440763e-01
Name: params, dtype: float64, 'loglikelihood': 45.56631340878108, 'aic': -83.13262681756215, 'bic': np.float64(-77.80380877686135)}, 4300: {'params': mu         -3.788645
omega       0.000010
alpha[1]    0.648314
beta[1]     0.283528
Name: params, dtype: float64, 'loglikelihood': 62.69535034054795, 'aic': -117.3907006810959, 'bic': np.float64(-112.06188264039508)}, 4305: {'params': mu         -3.788992
omega       0.000143
alpha[1]    0.459408
beta[1]     0.318754
Name: params, dtype: float64, 'loglikelihood': 66.91787377292907, 'aic': -125.83574754585814, 'bic': np.float64(-120.50692950515733)}, 4310: {'params': mu         -3.791752
omega       0.000050
alpha[1]    0.724196
beta[1]     0.275804
Name: params, dtype: float64, 'loglikelihood': 73.82155484600064, 'aic': -139.64310969200127, 'bic': np.float64(-134.31429165130046)}, 4315: {'params': mu         -3.794021
omega       0.000083
alpha[1]    0.215952
beta[1]     0.490030
Name: params, dtype: float64, 'loglikelihood': 78.05729395791732, 'aic': -148.11458791583465, 'bic': np.float64(-142.78576987513384)}, 4320: {'params': mu         -3.803912
omega       0.000093
alpha[1]    0.000002
beta[1]     0.706464
Name: params, dtype: float64, 'loglikelihood': 73.0018218384236, 'aic': -138.0036436768472, 'bic': np.float64(-132.67482563614638)}, 4325: {'params': mu         -3.804766e+00
omega       6.656131e-05
alpha[1]    3.962344e-12
beta[1]     7.876535e-01
Name: params, dtype: float64, 'loglikelihood': 73.89584366448521, 'aic': -139.79168732897043, 'bic': np.float64(-134.46286928826962)}, 4330: {'params': mu         -3.796512
omega       0.000193
alpha[1]    0.416840
beta[1]     0.218685
Name: params, dtype: float64, 'loglikelihood': 67.53922809041387, 'aic': -127.07845618082774, 'bic': np.float64(-121.74963814012693)}, 4335: {'params': mu         -3.794893e+00
omega       1.436458e-04
alpha[1]    9.743787e-01
beta[1]     1.104630e-08
Name: params, dtype: float64, 'loglikelihood': 71.07858649588923, 'aic': -134.15717299177845, 'bic': np.float64(-128.82835495107764)}, 4340: {'params': mu         -3.795181
omega       0.000102
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 67.16709405810548, 'aic': -126.33418811621095, 'bic': np.float64(-121.00537007551014)}, 4345: {'params': mu         -3.817751
omega       0.000337
alpha[1]    0.498236
beta[1]     0.025620
Name: params, dtype: float64, 'loglikelihood': 63.67152684271562, 'aic': -119.34305368543124, 'bic': np.float64(-114.01423564473043)}, 4350: {'params': mu         -3.825939
omega       0.000183
alpha[1]    0.711135
beta[1]     0.111420
Name: params, dtype: float64, 'loglikelihood': 64.89205545992091, 'aic': -121.78411091984182, 'bic': np.float64(-116.45529287914101)}, 4355: {'params': mu         -3.826651
omega       0.000205
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 64.57783952378007, 'aic': -121.15567904756014, 'bic': np.float64(-115.82686100685933)}, 4360: {'params': mu         -3.839512e+00
omega       3.542042e-04
alpha[1]    2.316286e-01
beta[1]     3.178085e-16
Name: params, dtype: float64, 'loglikelihood': 68.33411039763718, 'aic': -128.66822079527435, 'bic': np.float64(-123.33940275457354)}, 4365: {'params': mu         -3.831431
omega       0.000303
alpha[1]    0.999989
beta[1]     0.000011
Name: params, dtype: float64, 'loglikelihood': 55.81495335548775, 'aic': -103.6299067109755, 'bic': np.float64(-98.3010886702747)}, 4370: {'params': mu         -3.824271
omega       0.000182
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 54.42542548745337, 'aic': -100.85085097490673, 'bic': np.float64(-95.52203293420592)}, 4375: {'params': mu         -3.816594e+00
omega       2.233523e-04
alpha[1]    9.999986e-01
beta[1]     1.704546e-07
Name: params, dtype: float64, 'loglikelihood': 52.16760927804326, 'aic': -96.33521855608652, 'bic': np.float64(-91.0064005153857)}, 4380: {'params': mu         -3.810078
omega       0.000147
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 52.57316392889175, 'aic': -97.1463278577835, 'bic': np.float64(-91.8175098170827)}, 4385: {'params': mu         -3.805913
omega       0.000094
alpha[1]    0.923889
beta[1]     0.000213
Name: params, dtype: float64, 'loglikelihood': 56.91255802674608, 'aic': -105.82511605349217, 'bic': np.float64(-100.49629801279136)}, 4390: {'params': mu         -3.813715
omega       0.000336
alpha[1]    0.999990
beta[1]     0.000003
Name: params, dtype: float64, 'loglikelihood': 50.43301331013584, 'aic': -92.86602662027168, 'bic': np.float64(-87.53720857957087)}, 4395: {'params': mu         -3.814819
omega       0.000364
alpha[1]    0.977842
beta[1]     0.022158
Name: params, dtype: float64, 'loglikelihood': 47.51906777142758, 'aic': -87.03813554285516, 'bic': np.float64(-81.70931750215435)}, 4400: {'params': mu         -3.815988
omega       0.000674
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.99953666515427, 'aic': -61.99907333030853, 'bic': np.float64(-56.67025528960772)}, 4405: {'params': mu         -3.814530
omega       0.000498
alpha[1]    0.999988
beta[1]     0.000020
Name: params, dtype: float64, 'loglikelihood': 26.478492685531968, 'aic': -44.956985371063936, 'bic': np.float64(-39.62816733036312)}, 4410: {'params': mu         -3.641847
omega       0.000830
alpha[1]    0.926745
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 26.18365569652664, 'aic': -44.36731139305328, 'bic': np.float64(-39.03849335235246)}, 4415: {'params': mu         -3.648678
omega       0.000903
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 31.780768189642085, 'aic': -55.56153637928417, 'bic': np.float64(-50.232718338583354)}, 4420: {'params': mu         -3.645057e+00
omega       9.947637e-04
alpha[1]    1.000000e+00
beta[1]     3.962351e-17
Name: params, dtype: float64, 'loglikelihood': 33.77956484821749, 'aic': -59.55912969643498, 'bic': np.float64(-54.23031165573416)}, 4425: {'params': mu         -3.576901e+00
omega       3.490797e-03
alpha[1]    5.568574e-01
beta[1]     5.906063e-08
Name: params, dtype: float64, 'loglikelihood': 31.53001829906013, 'aic': -55.06003659812026, 'bic': np.float64(-49.731218557419446)}, 4430: {'params': mu         -3.535158e+00
omega       3.033137e-03
alpha[1]    6.576320e-01
beta[1]     4.556836e-10
Name: params, dtype: float64, 'loglikelihood': 29.00082248494703, 'aic': -50.00164496989406, 'bic': np.float64(-44.67282692919324)}, 4435: {'params': mu         -3.472956
omega       0.003836
alpha[1]    0.639114
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 26.07456855508977, 'aic': -44.14913711017954, 'bic': np.float64(-38.82031906947872)}, 4440: {'params': mu         -3.500277
omega       0.001915
alpha[1]    0.633261
beta[1]     0.366739
Name: params, dtype: float64, 'loglikelihood': 22.98647096628536, 'aic': -37.97294193257072, 'bic': np.float64(-32.6441238918699)}, 4445: {'params': mu         -3.432628
omega       0.002021
alpha[1]    0.997436
beta[1]     0.002564
Name: params, dtype: float64, 'loglikelihood': 17.948517010767937, 'aic': -27.897034021535873, 'bic': np.float64(-22.568215980835056)}, 4450: {'params': mu         -3.428348
omega       0.001487
alpha[1]    0.986845
beta[1]     0.013155
Name: params, dtype: float64, 'loglikelihood': 11.117493197607846, 'aic': -14.234986395215692, 'bic': np.float64(-8.906168354514877)}, 4455: {'params': mu         -3.870217e+00
omega       2.547347e-03
alpha[1]    9.782699e-01
beta[1]     1.164208e-14
Name: params, dtype: float64, 'loglikelihood': 12.277898019248893, 'aic': -16.555796038497785, 'bic': np.float64(-11.22697799779697)}, 4460: {'params': mu         -3.887377
omega       0.002101
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 15.977361109273652, 'aic': -23.954722218547303, 'bic': np.float64(-18.625904177846486)}, 4465: {'params': mu         -4.082045
omega       0.000176
alpha[1]    0.992748
beta[1]     0.003040
Name: params, dtype: float64, 'loglikelihood': 25.349989750017286, 'aic': -42.69997950003457, 'bic': np.float64(-37.371161459333756)}, 4470: {'params': mu         -4.085163
omega       0.000300
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.33035743980591, 'aic': -60.66071487961182, 'bic': np.float64(-55.331896838911)}, 4475: {'params': mu         -4.086501
omega       0.000384
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 33.44838898333662, 'aic': -58.89677796667324, 'bic': np.float64(-53.567959925972424)}, 4480: {'params': mu         -4.140377
omega       0.001107
alpha[1]    0.943813
beta[1]     0.056187
Name: params, dtype: float64, 'loglikelihood': 29.477018986417665, 'aic': -50.95403797283533, 'bic': np.float64(-45.62521993213451)}, 4485: {'params': mu         -4.148662
omega       0.000746
alpha[1]    0.851620
beta[1]     0.148380
Name: params, dtype: float64, 'loglikelihood': 22.655024164787, 'aic': -37.310048329574, 'bic': np.float64(-31.981230288873185)}, 4490: {'params': mu         -4.300521e+00
omega       8.625122e-04
alpha[1]    1.000000e+00
beta[1]     4.777499e-11
Name: params, dtype: float64, 'loglikelihood': 19.468219458174875, 'aic': -30.93643891634975, 'bic': np.float64(-25.607620875648934)}, 4495: {'params': mu         -4.301998e+00
omega       7.195863e-04
alpha[1]    1.000000e+00
beta[1]     9.836883e-08
Name: params, dtype: float64, 'loglikelihood': 16.42948642216616, 'aic': -24.85897284433232, 'bic': np.float64(-19.530154803631504)}, 4500: {'params': mu         -4.032175e+00
omega       3.695589e-04
alpha[1]    9.999992e-01
beta[1]     8.659135e-09
Name: params, dtype: float64, 'loglikelihood': 18.761500595176077, 'aic': -29.523001190352154, 'bic': np.float64(-24.194183149651337)}, 4505: {'params': mu         -4.034426
omega       0.000488
alpha[1]    0.999934
beta[1]     0.000031
Name: params, dtype: float64, 'loglikelihood': 23.509355503131058, 'aic': -39.018711006262116, 'bic': np.float64(-33.6898929655613)}, 4510: {'params': mu         -4.031956e+00
omega       7.540353e-04
alpha[1]    1.000000e+00
beta[1]     1.482156e-10
Name: params, dtype: float64, 'loglikelihood': 27.39979629587112, 'aic': -46.79959259174224, 'bic': np.float64(-41.47077455104142)}, 4515: {'params': mu         -4.014454
omega       0.000613
alpha[1]    0.395231
beta[1]     0.604769
Name: params, dtype: float64, 'loglikelihood': 27.036828863954405, 'aic': -46.07365772790881, 'bic': np.float64(-40.74483968720799)}, 4520: {'params': mu         -3.967697
omega       0.002982
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 16.318159188442085, 'aic': -24.63631837688417, 'bic': np.float64(-19.307500336183352)}, 4525: {'params': mu         -3.947222e+00
omega       5.405404e-03
alpha[1]    1.000000e+00
beta[1]     6.487756e-11
Name: params, dtype: float64, 'loglikelihood': 6.082350702246015, 'aic': -4.16470140449203, 'bic': np.float64(1.1641166362087851)}, 4530: {'params': mu         -3.569480e+00
omega       7.557266e-04
alpha[1]    1.000000e+00
beta[1]     2.664535e-14
Name: params, dtype: float64, 'loglikelihood': 6.937803034830466, 'aic': -5.8756060696609325, 'bic': np.float64(-0.5467880289601172)}, 4535: {'params': mu         -3.368332e+00
omega       1.064298e-04
alpha[1]    9.417563e-01
beta[1]     1.218027e-08
Name: params, dtype: float64, 'loglikelihood': 18.70567703225767, 'aic': -29.411354064515344, 'bic': np.float64(-24.082536023814527)}, 4540: {'params': mu         -3.354583e+00
omega       1.912870e-04
alpha[1]    1.000000e+00
beta[1]     8.976027e-11
Name: params, dtype: float64, 'loglikelihood': 22.4511393522847, 'aic': -36.9022787045694, 'bic': np.float64(-31.57346066386858)}, 4545: {'params': mu         -3.354491e+00
omega       1.792888e-04
alpha[1]    1.000000e+00
beta[1]     5.594055e-17
Name: params, dtype: float64, 'loglikelihood': 33.91594819322235, 'aic': -59.8318963864447, 'bic': np.float64(-54.50307834574388)}, 4550: {'params': mu         -3.344885
omega       0.001348
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 30.272171662082286, 'aic': -52.54434332416457, 'bic': np.float64(-47.215525283463755)}, 4555: {'params': mu         -3.298343
omega       0.001438
alpha[1]    0.353732
beta[1]     0.646268
Name: params, dtype: float64, 'loglikelihood': 21.277642991902493, 'aic': -34.555285983804986, 'bic': np.float64(-29.22646794310417)}, 4560: {'params': mu         -3.223937
omega       0.004006
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 13.50667732748846, 'aic': -19.01335465497692, 'bic': np.float64(-13.684536614276103)}, 4565: {'params': mu         -3.205232
omega       0.004589
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 5.294419550427348, 'aic': -2.5888391008546954, 'bic': np.float64(2.73997893984612)}, 4570: {'params': mu         -2.701922e+00
omega       1.912905e-03
alpha[1]    1.000000e+00
beta[1]     1.593072e-08
Name: params, dtype: float64, 'loglikelihood': 5.442450378403244, 'aic': -2.8849007568064877, 'bic': np.float64(2.4439172838943275)}, 4575: {'params': mu         -2.695762
omega       0.001860
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 9.690082595183185, 'aic': -11.38016519036637, 'bic': np.float64(-6.051347149665554)}, 4580: {'params': mu         -2.682697
omega       0.001739
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 14.546999993269413, 'aic': -21.093999986538826, 'bic': np.float64(-15.76518194583801)}, 4585: {'params': mu         -2.548826
omega       0.007730
alpha[1]    0.563294
beta[1]     0.013484
Name: params, dtype: float64, 'loglikelihood': 18.14252250351864, 'aic': -28.285045007037283, 'bic': np.float64(-22.956226966336466)}, 4590: {'params': mu         -2.431782
omega       0.001129
alpha[1]    0.609966
beta[1]     0.390034
Name: params, dtype: float64, 'loglikelihood': 16.10272888383789, 'aic': -24.20545776767578, 'bic': np.float64(-18.876639726974965)}, 4595: {'params': mu         -2.419096
omega       0.000882
alpha[1]    0.601221
beta[1]     0.398779
Name: params, dtype: float64, 'loglikelihood': 14.795985691197155, 'aic': -21.59197138239431, 'bic': np.float64(-16.263153341693496)}, 4600: {'params': mu         -2.379614
omega       0.009200
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 2.3965200054176563, 'aic': 3.2069599891646874, 'bic': np.float64(8.535778029865503)}, 4605: {'params': mu         -2.010936
omega       0.000075
alpha[1]    0.933885
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.35679860212658, 'aic': -50.71359720425316, 'bic': np.float64(-45.384779163552345)}, 4610: {'params': mu         -2.007787
omega       0.000113
alpha[1]    0.948853
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 44.055424638000254, 'aic': -80.11084927600051, 'bic': np.float64(-74.7820312352997)}, 4615: {'params': mu         -2.006814e+00
omega       1.312759e-04
alpha[1]    1.000000e+00
beta[1]     6.962038e-11
Name: params, dtype: float64, 'loglikelihood': 55.601408071469436, 'aic': -103.20281614293887, 'bic': np.float64(-97.87399810223806)}, 4620: {'params': mu         -2.005570
omega       0.000107
alpha[1]    0.507672
beta[1]     0.492328
Name: params, dtype: float64, 'loglikelihood': 56.18283527072347, 'aic': -104.36567054144695, 'bic': np.float64(-99.03685250074614)}, 4625: {'params': mu         -2.000445
omega       0.000269
alpha[1]    0.639983
beta[1]     0.360018
Name: params, dtype: float64, 'loglikelihood': 43.356983263991104, 'aic': -78.71396652798221, 'bic': np.float64(-73.3851484872814)}, 4630: {'params': mu         -1.968870
omega       0.000577
alpha[1]    0.674262
beta[1]     0.325738
Name: params, dtype: float64, 'loglikelihood': 32.466441182336986, 'aic': -56.93288236467397, 'bic': np.float64(-51.604064323973155)}, 4635: {'params': mu         -1.748919
omega       0.000086
alpha[1]    0.999630
beta[1]     0.000048
Name: params, dtype: float64, 'loglikelihood': 31.40479539856327, 'aic': -54.80959079712654, 'bic': np.float64(-49.48077275642572)}, 4640: {'params': mu         -1.741303
omega       0.000292
alpha[1]    0.812669
beta[1]     0.187331
Name: params, dtype: float64, 'loglikelihood': 29.160108302925273, 'aic': -50.32021660585055, 'bic': np.float64(-44.99139856514973)}, 4645: {'params': mu         -1.736779
omega       0.000353
alpha[1]    0.870209
beta[1]     0.129791
Name: params, dtype: float64, 'loglikelihood': 21.14349528058546, 'aic': -34.28699056117092, 'bic': np.float64(-28.9581725204701)}, 4650: {'params': mu         -1.734333
omega       0.000394
alpha[1]    0.884511
beta[1]     0.115489
Name: params, dtype: float64, 'loglikelihood': 18.079188371810798, 'aic': -28.158376743621595, 'bic': np.float64(-22.829558702920778)}, 4655: {'params': mu         -1.727487
omega       0.001387
alpha[1]    0.977872
beta[1]     0.022128
Name: params, dtype: float64, 'loglikelihood': 8.64499234881856, 'aic': -9.28998469763712, 'bic': np.float64(-3.961166656936305)}, 4660: {'params': mu         -1.712316
omega       0.011641
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -2.616992976426034, 'aic': 13.233985952852068, 'bic': np.float64(18.562803993552883)}, 4665: {'params': mu         -2.113311
omega       0.002389
alpha[1]    0.830045
beta[1]     0.169955
Name: params, dtype: float64, 'loglikelihood': -5.746732008530375, 'aic': 19.493464017060752, 'bic': np.float64(24.822282057761566)}, 4670: {'params': mu         -2.153986
omega       0.002206
alpha[1]    0.959262
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 4.4442387959873475, 'aic': -0.888477591974695, 'bic': np.float64(4.44034044872612)}, 4675: {'params': mu         -2.153008e+00
omega       2.817828e-03
alpha[1]    1.000000e+00
beta[1]     2.868950e-10
Name: params, dtype: float64, 'loglikelihood': 9.545723304400237, 'aic': -11.091446608800474, 'bic': np.float64(-5.762628568099659)}, 4680: {'params': mu         -2.161805e+00
omega       3.070344e-03
alpha[1]    1.000000e+00
beta[1]     4.278522e-15
Name: params, dtype: float64, 'loglikelihood': 8.530199640111285, 'aic': -9.060399280222569, 'bic': np.float64(-3.731581239521754)}, 4685: {'params': mu         -2.240964
omega       0.011833
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -1.464738755847082, 'aic': 10.929477511694163, 'bic': np.float64(16.25829555239498)}, 4690: {'params': mu         -2.831900
omega       0.002202
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -4.554462743701587, 'aic': 17.108925487403177, 'bic': np.float64(22.43774352810399)}, 4695: {'params': mu         -2.834943e+00
omega       1.944419e-03
alpha[1]    1.000000e+00
beta[1]     7.952415e-12
Name: params, dtype: float64, 'loglikelihood': -7.047703612419481, 'aic': 22.09540722483896, 'bic': np.float64(27.424225265539775)}, 4700: {'params': mu         -2.837583
omega       0.001811
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -9.062897268959418, 'aic': 26.125794537918836, 'bic': np.float64(31.454612578619653)}, 4705: {'params': mu         -3.777072
omega       0.003479
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -8.688378192262862, 'aic': 25.376756384525724, 'bic': np.float64(30.705574425226537)}, 4710: {'params': mu         -3.806979e+00
omega       4.925242e-03
alpha[1]    1.000000e+00
beta[1]     4.300633e-10
Name: params, dtype: float64, 'loglikelihood': -4.238997349385645, 'aic': 16.47799469877129, 'bic': np.float64(21.806812739472107)}, 4715: {'params': mu         -4.090135
omega       0.004446
alpha[1]    0.967005
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 7.383838774432331, 'aic': -6.767677548864661, 'bic': np.float64(-1.438859508163846)}, 4720: {'params': mu         -4.074347e+00
omega       3.755581e-03
alpha[1]    9.364300e-01
beta[1]     6.557495e-13
Name: params, dtype: float64, 'loglikelihood': 19.340719562493433, 'aic': -30.681439124986866, 'bic': np.float64(-25.35262108428605)}, 4725: {'params': mu         -4.090951
omega       0.004653
alpha[1]    0.550192
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 27.16511647043168, 'aic': -46.33023294086336, 'bic': np.float64(-41.001414900162544)}, 4730: {'params': mu         -4.095012
omega       0.005326
alpha[1]    0.368990
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.93177730078554, 'aic': -49.86355460157108, 'bic': np.float64(-44.534736560870265)}, 4735: {'params': mu         -4.068176
omega       0.003611
alpha[1]    0.635073
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.894379778491164, 'aic': -49.78875955698233, 'bic': np.float64(-44.45994151628151)}, 4740: {'params': mu         -4.009853
omega       0.003074
alpha[1]    0.009999
beta[1]     0.489996
Name: params, dtype: float64, 'loglikelihood': 31.562698773740994, 'aic': -55.12539754748199, 'bic': np.float64(-49.79657950678117)}, 4745: {'params': mu         -3.934163
omega       0.000055
alpha[1]    0.999994
beta[1]     0.000006
Name: params, dtype: float64, 'loglikelihood': 64.47879394031666, 'aic': -120.95758788063333, 'bic': np.float64(-115.62876983993252)}, 4750: {'params': mu         -3.929791
omega       0.000591
alpha[1]    0.799636
beta[1]     0.200364
Name: params, dtype: float64, 'loglikelihood': 43.83469311449132, 'aic': -79.66938622898265, 'bic': np.float64(-74.34056818828184)}, 4755: {'params': mu         -3.932096
omega       0.000547
alpha[1]    0.536873
beta[1]     0.366621
Name: params, dtype: float64, 'loglikelihood': 48.41371648419729, 'aic': -88.82743296839458, 'bic': np.float64(-83.49861492769377)}, 4760: {'params': mu         -3.922684
omega       0.000443
alpha[1]    0.386532
beta[1]     0.613468
Name: params, dtype: float64, 'loglikelihood': 40.32786816163513, 'aic': -72.65573632327026, 'bic': np.float64(-67.32691828256945)}, 4765: {'params': mu         -3.905587
omega       0.000796
alpha[1]    0.390920
beta[1]     0.609080
Name: params, dtype: float64, 'loglikelihood': 29.203840582709205, 'aic': -50.40768116541841, 'bic': np.float64(-45.07886312471759)}, 4770: {'params': mu         -3.874399e+00
omega       3.348967e-03
alpha[1]    1.000000e+00
beta[1]     1.406904e-13
Name: params, dtype: float64, 'loglikelihood': 25.700747762189533, 'aic': -43.401495524379065, 'bic': np.float64(-38.07267748367825)}, 4775: {'params': mu         -3.861929
omega       0.004512
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 15.316308238825059, 'aic': -22.632616477650117, 'bic': np.float64(-17.3037984369493)}, 4780: {'params': mu         -3.846207e+00
omega       5.206560e-03
alpha[1]    1.000000e+00
beta[1]     1.132015e-28
Name: params, dtype: float64, 'loglikelihood': 4.987832785296662, 'aic': -1.9756655705933248, 'bic': np.float64(3.3531524701074904)}, 4785: {'params': mu         -3.841821
omega       0.006366
alpha[1]    0.920106
beta[1]     0.079894
Name: params, dtype: float64, 'loglikelihood': -7.166448292906937, 'aic': 22.332896585813874, 'bic': np.float64(27.661714626514687)}, 4790: {'params': mu         -4.488986
omega       0.000011
alpha[1]    0.689040
beta[1]     0.001538
Name: params, dtype: float64, 'loglikelihood': -0.6531331584493341, 'aic': 9.306266316898668, 'bic': np.float64(14.635084357599483)}, 4795: {'params': mu         -4.601272e+00
omega       4.660466e-03
alpha[1]    9.985843e-01
beta[1]     6.220467e-10
Name: params, dtype: float64, 'loglikelihood': 10.943460909479382, 'aic': -13.886921818958765, 'bic': np.float64(-8.55810377825795)}, 4800: {'params': mu         -4.739435e+00
omega       1.885705e-05
alpha[1]    1.000000e+00
beta[1]     8.048873e-08
Name: params, dtype: float64, 'loglikelihood': 41.494790723903385, 'aic': -74.98958144780677, 'bic': np.float64(-69.66076340710596)}, 4805: {'params': mu         -4.745189
omega       0.000007
alpha[1]    0.575879
beta[1]     0.228261
Name: params, dtype: float64, 'loglikelihood': 47.2636333399129, 'aic': -86.5272666798258, 'bic': np.float64(-81.19844863912499)}, 4810: {'params': mu         -4.740143
omega       0.006254
alpha[1]    0.956880
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 24.44413317473453, 'aic': -40.88826634946906, 'bic': np.float64(-35.559448308768246)}, 4815: {'params': mu         -4.743470
omega       0.005917
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 21.48447793809652, 'aic': -34.96895587619304, 'bic': np.float64(-29.640137835492226)}, 4820: {'params': mu         -4.747606
omega       0.002043
alpha[1]    0.224432
beta[1]     0.775568
Name: params, dtype: float64, 'loglikelihood': 16.81204449601923, 'aic': -25.62408899203846, 'bic': np.float64(-20.295270951337642)}, 4825: {'params': mu         -4.704254e+00
omega       7.002995e-04
alpha[1]    5.579230e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 11.480952856996698, 'aic': -14.961905713993396, 'bic': np.float64(-9.63308767329258)}, 4830: {'params': mu         -4.603430
omega       0.009748
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 11.314717018049269, 'aic': -14.629434036098537, 'bic': np.float64(-9.300615995397722)}, 4835: {'params': mu         -4.572688e+00
omega       3.122759e-02
alpha[1]    4.194284e-01
beta[1]     2.627509e-13
Name: params, dtype: float64, 'loglikelihood': 3.56783560576241, 'aic': 0.8643287884751798, 'bic': np.float64(6.193146829175995)}, 4840: {'params': mu         -4.527232
omega       0.010507
alpha[1]    0.405357
beta[1]     0.566013
Name: params, dtype: float64, 'loglikelihood': -0.539925185770031, 'aic': 9.079850371540061, 'bic': np.float64(14.408668412240877)}, 4845: {'params': mu         -4.469327
omega       0.009192
alpha[1]    0.395146
beta[1]     0.597382
Name: params, dtype: float64, 'loglikelihood': -4.729618012615358, 'aic': 17.459236025230716, 'bic': np.float64(22.788054065931533)}, 4850: {'params': mu         -3.990419
omega       0.004486
alpha[1]    0.645563
beta[1]     0.336436
Name: params, dtype: float64, 'loglikelihood': -3.5046515862690044, 'aic': 15.009303172538008, 'bic': np.float64(20.338121213238825)}, 4855: {'params': mu         -3.962273
omega       0.006227
alpha[1]    0.634906
beta[1]     0.284523
Name: params, dtype: float64, 'loglikelihood': 2.156020556144866, 'aic': 3.687958887710268, 'bic': np.float64(9.016776928411083)}, 4860: {'params': mu         -3.917552e+00
omega       1.147351e-02
alpha[1]    1.000000e+00
beta[1]     2.901472e-10
Name: params, dtype: float64, 'loglikelihood': 4.718492681542119, 'aic': -1.4369853630842382, 'bic': np.float64(3.891832677616577)}, 4865: {'params': mu         -3.896362
omega       0.010107
alpha[1]    0.852439
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 11.645973697705795, 'aic': -15.29194739541159, 'bic': np.float64(-9.963129354710775)}, 4870: {'params': mu         -3.822989e+00
omega       1.669040e-08
alpha[1]    9.999996e-01
beta[1]     2.267329e-07
Name: params, dtype: float64, 'loglikelihood': 58.28358699620131, 'aic': -108.56717399240262, 'bic': np.float64(-103.2383559517018)}, 4875: {'params': mu         -3.890048
omega       0.017939
alpha[1]    0.910783
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 1.0102952192494619, 'aic': 5.979409561501076, 'bic': np.float64(11.308227602201892)}, 4880: {'params': mu         -3.917678
omega       0.017140
alpha[1]    0.932556
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -2.001659586573246, 'aic': 12.003319173146492, 'bic': np.float64(17.332137213847307)}, 4885: {'params': mu         -4.324265e+00
omega       2.931243e-09
alpha[1]    9.944419e-01
beta[1]     1.174048e-09
Name: params, dtype: float64, 'loglikelihood': 60.56455817694423, 'aic': -113.12911635388846, 'bic': np.float64(-107.80029831318765)}, 4890: {'params': mu         -4.322794
omega       0.000141
alpha[1]    0.337319
beta[1]     0.013968
Name: params, dtype: float64, 'loglikelihood': 53.67065761193027, 'aic': -99.34131522386053, 'bic': np.float64(-94.01249718315972)}, 4895: {'params': mu         -4.306214e+00
omega       2.391582e-10
alpha[1]    1.000000e+00
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': 60.447715007071444, 'aic': -112.89543001414289, 'bic': np.float64(-107.56661197344208)}, 4900: {'params': mu         -4.322978e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 930.6757738541924, 'aic': -1853.3515477083847, 'bic': np.float64(-1848.022729667684)}, 4905: {'params': mu         -4.322978e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 930.6757738541924, 'aic': -1853.3515477083847, 'bic': np.float64(-1848.022729667684)}, 4910: {'params': mu         -4.322978e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 930.6757738541924, 'aic': -1853.3515477083847, 'bic': np.float64(-1848.022729667684)}, 4915: {'params': mu         -4.322978e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 930.6757738541924, 'aic': -1853.3515477083847, 'bic': np.float64(-1848.022729667684)}, 4920: {'params': mu         -4.322978e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 930.6757738541924, 'aic': -1853.3515477083847, 'bic': np.float64(-1848.022729667684)}, 4925: {'params': mu         -4.322978e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 930.6757738541924, 'aic': -1853.3515477083847, 'bic': np.float64(-1848.022729667684)}, 4930: {'params': mu         -4.322978e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 930.6757738541924, 'aic': -1853.3515477083847, 'bic': np.float64(-1848.022729667684)}, 4935: {'params': mu         -4.322978e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 930.6757738541924, 'aic': -1853.3515477083847, 'bic': np.float64(-1848.022729667684)}, 4940: {'params': mu         -4.322978e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 930.6757738541924, 'aic': -1853.3515477083847, 'bic': np.float64(-1848.022729667684)}}, 21: {0: {'params': mu          0.001999
omega       0.001292
alpha[1]    0.426995
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.97409708706428, 'aic': -61.94819417412856, 'bic': np.float64(-57.77010442323487)}, 5: {'params': mu          0.010860
omega       0.000636
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 32.88002202982254, 'aic': -57.76004405964508, 'bic': np.float64(-53.58195430875139)}, 10: {'params': mu          0.001848
omega       0.000661
alpha[1]    0.944385
beta[1]     0.055615
Name: params, dtype: float64, 'loglikelihood': 23.39270143985787, 'aic': -38.78540287971574, 'bic': np.float64(-34.60731312882205)}, 15: {'params': mu         -0.228982
omega       0.000040
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.60871813940715, 'aic': -51.2174362788143, 'bic': np.float64(-47.03934652792061)}, 20: {'params': mu         -2.355991e-01
omega       1.950377e-04
alpha[1]    9.205874e-01
beta[1]     2.678541e-10
Name: params, dtype: float64, 'loglikelihood': 40.04942062933924, 'aic': -72.09884125867848, 'bic': np.float64(-67.92075150778479)}, 25: {'params': mu         -0.236761
omega       0.000191
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 43.16879628895233, 'aic': -78.33759257790466, 'bic': np.float64(-74.15950282701097)}, 30: {'params': mu         -0.237822
omega       0.000504
alpha[1]    0.769543
beta[1]     0.140051
Name: params, dtype: float64, 'loglikelihood': 31.9094179534196, 'aic': -55.8188359068392, 'bic': np.float64(-51.64074615594551)}, 35: {'params': mu         -0.418120
omega       0.000039
alpha[1]    0.997301
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 39.30762372828269, 'aic': -70.61524745656538, 'bic': np.float64(-66.4371577056717)}, 40: {'params': mu         -0.418246
omega       0.000044
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 43.98742744557451, 'aic': -79.97485489114902, 'bic': np.float64(-75.79676514025533)}, 45: {'params': mu         -0.419237
omega       0.000043
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 50.41009175711083, 'aic': -92.82018351422165, 'bic': np.float64(-88.64209376332796)}, 50: {'params': mu         -0.423953
omega       0.000170
alpha[1]    0.983571
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 47.84798011143449, 'aic': -87.69596022286898, 'bic': np.float64(-83.51787047197529)}, 55: {'params': mu         -0.443484
omega       0.000579
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 36.94468108347669, 'aic': -65.88936216695338, 'bic': np.float64(-61.711272416059685)}, 60: {'params': mu         -0.405534
omega       0.000934
alpha[1]    0.574667
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 35.688350143908075, 'aic': -63.37670028781615, 'bic': np.float64(-59.19861053692246)}, 65: {'params': mu         -0.389026
omega       0.000255
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.831701539843735, 'aic': -73.66340307968747, 'bic': np.float64(-69.48531332879378)}, 70: {'params': mu         -3.902894e-01
omega       2.538751e-04
alpha[1]    8.286390e-01
beta[1]     1.150549e-16
Name: params, dtype: float64, 'loglikelihood': 45.13537662517707, 'aic': -82.27075325035413, 'bic': np.float64(-78.09266349946044)}, 75: {'params': mu         -0.392777
omega       0.000128
alpha[1]    0.142949
beta[1]     0.526938
Name: params, dtype: float64, 'loglikelihood': 49.25954207042982, 'aic': -90.51908414085965, 'bic': np.float64(-86.34099438996596)}, 80: {'params': mu         -0.402879
omega       0.000117
alpha[1]    0.010000
beta[1]     0.689978
Name: params, dtype: float64, 'loglikelihood': 52.62229474933832, 'aic': -97.24458949867665, 'bic': np.float64(-93.06649974778296)}, 85: {'params': mu         -4.049903e-01
omega       8.457905e-06
alpha[1]    4.240900e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 52.821806313373685, 'aic': -97.64361262674737, 'bic': np.float64(-93.46552287585368)}, 90: {'params': mu         -0.400713
omega       0.000008
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 50.36281337573263, 'aic': -92.72562675146526, 'bic': np.float64(-88.54753700057157)}, 95: {'params': mu         -0.416694
omega       0.000112
alpha[1]    0.646943
beta[1]     0.353110
Name: params, dtype: float64, 'loglikelihood': 40.91335736474307, 'aic': -73.82671472948614, 'bic': np.float64(-69.64862497859245)}, 100: {'params': mu         -0.416639
omega       0.000537
alpha[1]    0.762032
beta[1]     0.166913
Name: params, dtype: float64, 'loglikelihood': 30.57153482280254, 'aic': -53.14306964560508, 'bic': np.float64(-48.96497989471139)}, 105: {'params': mu         -0.526530
omega       0.000232
alpha[1]    0.887145
beta[1]     0.000091
Name: params, dtype: float64, 'loglikelihood': 38.5718243962271, 'aic': -69.1436487924542, 'bic': np.float64(-64.96555904156051)}, 110: {'params': mu         -5.373721e-01
omega       2.623612e-04
alpha[1]    1.000000e+00
beta[1]     1.998373e-15
Name: params, dtype: float64, 'loglikelihood': 45.12067936964024, 'aic': -82.24135873928049, 'bic': np.float64(-78.0632689883868)}, 115: {'params': mu         -0.539871
omega       0.000144
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 55.781984220879984, 'aic': -103.56396844175997, 'bic': np.float64(-99.38587869086628)}, 120: {'params': mu         -0.548268
omega       0.000245
alpha[1]    0.606160
beta[1]     0.000003
Name: params, dtype: float64, 'loglikelihood': 50.10917776649047, 'aic': -92.21835553298094, 'bic': np.float64(-88.04026578208725)}, 125: {'params': mu         -0.567617
omega       0.000368
alpha[1]    0.009998
beta[1]     0.490005
Name: params, dtype: float64, 'loglikelihood': 45.95893766164714, 'aic': -83.91787532329428, 'bic': np.float64(-79.73978557240059)}, 130: {'params': mu         -0.593275
omega       0.000047
alpha[1]    0.910192
beta[1]     0.089808
Name: params, dtype: float64, 'loglikelihood': 51.56459404554704, 'aic': -95.12918809109408, 'bic': np.float64(-90.95109834020039)}, 135: {'params': mu         -0.593815
omega       0.000100
alpha[1]    0.999560
beta[1]     0.000294
Name: params, dtype: float64, 'loglikelihood': 46.249414170411306, 'aic': -84.49882834082261, 'bic': np.float64(-80.32073858992892)}, 140: {'params': mu         -6.080456e-01
omega       1.379452e-04
alpha[1]    1.000000e+00
beta[1]     1.825250e-10
Name: params, dtype: float64, 'loglikelihood': 33.712020572053696, 'aic': -59.42404114410739, 'bic': np.float64(-55.2459513932137)}, 145: {'params': mu         -8.052339e-01
omega       2.004113e-04
alpha[1]    9.982515e-01
beta[1]     3.112111e-07
Name: params, dtype: float64, 'loglikelihood': 25.71704514355122, 'aic': -43.43409028710244, 'bic': np.float64(-39.25600053620875)}, 150: {'params': mu         -0.817983
omega       0.000025
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.046801533525326, 'aic': -72.09360306705065, 'bic': np.float64(-67.91551331615696)}, 155: {'params': mu         -0.822608
omega       0.000063
alpha[1]    0.199996
beta[1]     0.699985
Name: params, dtype: float64, 'loglikelihood': 49.86571663533683, 'aic': -91.73143327067366, 'bic': np.float64(-87.55334351977997)}, 160: {'params': mu         -0.836162
omega       0.000268
alpha[1]    0.310800
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 53.40156605018287, 'aic': -98.80313210036574, 'bic': np.float64(-94.62504234947205)}, 165: {'params': mu         -0.822682
omega       0.000075
alpha[1]    0.919379
beta[1]     0.000509
Name: params, dtype: float64, 'loglikelihood': 51.93623783028133, 'aic': -95.87247566056266, 'bic': np.float64(-91.69438590966897)}, 170: {'params': mu         -0.851880
omega       0.000046
alpha[1]    0.186419
beta[1]     0.652465
Name: params, dtype: float64, 'loglikelihood': 55.698670429398895, 'aic': -103.39734085879779, 'bic': np.float64(-99.2192511079041)}, 175: {'params': mu         -8.570028e-01
omega       6.675826e-05
alpha[1]    1.000000e+00
beta[1]     4.577112e-15
Name: params, dtype: float64, 'loglikelihood': 59.531951205059514, 'aic': -111.06390241011903, 'bic': np.float64(-106.88581265922534)}, 180: {'params': mu         -0.864389
omega       0.000151
alpha[1]    0.695900
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 55.58293914136888, 'aic': -103.16587828273776, 'bic': np.float64(-98.98778853184407)}, 185: {'params': mu         -0.880675
omega       0.000140
alpha[1]    0.330554
beta[1]     0.251036
Name: params, dtype: float64, 'loglikelihood': 56.03538960563905, 'aic': -104.0707792112781, 'bic': np.float64(-99.8926894603844)}, 190: {'params': mu         -0.877327
omega       0.000258
alpha[1]    0.379370
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 53.52513726405631, 'aic': -99.05027452811262, 'bic': np.float64(-94.87218477721893)}, 195: {'params': mu         -0.872545
omega       0.000097
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 57.70948387773509, 'aic': -107.41896775547018, 'bic': np.float64(-103.24087800457649)}, 200: {'params': mu         -8.663820e-01
omega       1.833335e-05
alpha[1]    8.371103e-07
beta[1]     9.999626e-01
Name: params, dtype: float64, 'loglikelihood': 46.491101672988364, 'aic': -84.98220334597673, 'bic': np.float64(-80.80411359508304)}, 205: {'params': mu         -8.705199e-01
omega       2.452066e-04
alpha[1]    9.999990e-01
beta[1]     8.748804e-07
Name: params, dtype: float64, 'loglikelihood': 38.734097683120545, 'aic': -69.46819536624109, 'bic': np.float64(-65.2901056153474)}, 210: {'params': mu         -7.504584e-01
omega       8.686126e-06
alpha[1]    9.999982e-01
beta[1]     2.466434e-07
Name: params, dtype: float64, 'loglikelihood': 44.118764088088405, 'aic': -80.23752817617681, 'bic': np.float64(-76.05943842528312)}, 215: {'params': mu         -0.753572
omega       0.000146
alpha[1]    0.221363
beta[1]     0.176721
Name: params, dtype: float64, 'loglikelihood': 47.50889059498509, 'aic': -87.01778118997018, 'bic': np.float64(-82.83969143907649)}, 220: {'params': mu         -0.753127
omega       0.000018
alpha[1]    0.010000
beta[1]     0.689998
Name: params, dtype: float64, 'loglikelihood': 72.50921668560105, 'aic': -137.0184333712021, 'bic': np.float64(-132.8403436203084)}, 225: {'params': mu         -7.497663e-01
omega       2.334120e-05
alpha[1]    9.999994e-01
beta[1]     4.468823e-07
Name: params, dtype: float64, 'loglikelihood': 70.10858014305701, 'aic': -132.21716028611402, 'bic': np.float64(-128.03907053522033)}, 230: {'params': mu         -0.749976
omega       0.000025
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 65.15198527340516, 'aic': -122.30397054681032, 'bic': np.float64(-118.12588079591663)}, 235: {'params': mu         -0.741297
omega       0.000124
alpha[1]    0.429165
beta[1]     0.214066
Name: params, dtype: float64, 'loglikelihood': 55.40738458978959, 'aic': -102.81476917957917, 'bic': np.float64(-98.63667942868548)}, 240: {'params': mu         -0.725565
omega       0.000194
alpha[1]    0.422664
beta[1]     0.028807
Name: params, dtype: float64, 'loglikelihood': 55.248971656525576, 'aic': -102.49794331305115, 'bic': np.float64(-98.31985356215746)}, 245: {'params': mu         -0.716853
omega       0.000102
alpha[1]    0.010000
beta[1]     0.489997
Name: params, dtype: float64, 'loglikelihood': 59.33867244764948, 'aic': -110.67734489529896, 'bic': np.float64(-106.49925514440527)}, 250: {'params': mu         -0.711695
omega       0.000106
alpha[1]    0.000000
beta[1]     0.182139
Name: params, dtype: float64, 'loglikelihood': 64.19638000748189, 'aic': -120.39276001496378, 'bic': np.float64(-116.2146702640701)}, 255: {'params': mu         -0.712149
omega       0.000043
alpha[1]    0.010000
beta[1]     0.490002
Name: params, dtype: float64, 'loglikelihood': 68.40918334360651, 'aic': -128.81836668721303, 'bic': np.float64(-124.64027693631934)}, 260: {'params': mu         -0.709571
omega       0.000113
alpha[1]    0.931924
beta[1]     0.068076
Name: params, dtype: float64, 'loglikelihood': 48.30377141541837, 'aic': -88.60754283083673, 'bic': np.float64(-84.42945307994304)}, 265: {'params': mu         -7.100517e-01
omega       1.577555e-04
alpha[1]    9.999999e-01
beta[1]     1.440992e-07
Name: params, dtype: float64, 'loglikelihood': 36.038609543725244, 'aic': -64.07721908745049, 'bic': np.float64(-59.8991293365568)}, 270: {'params': mu         -0.861234
omega       0.000083
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 37.64845828901352, 'aic': -67.29691657802704, 'bic': np.float64(-63.11882682713335)}, 275: {'params': mu         -8.458049e-01
omega       2.435890e-04
alpha[1]    1.000000e+00
beta[1]     1.319073e-13
Name: params, dtype: float64, 'loglikelihood': 43.12116367974347, 'aic': -78.24232735948694, 'bic': np.float64(-74.06423760859325)}, 280: {'params': mu         -8.447634e-01
omega       3.508306e-04
alpha[1]    7.364466e-01
beta[1]     3.475712e-18
Name: params, dtype: float64, 'loglikelihood': 45.07417186991882, 'aic': -82.14834373983764, 'bic': np.float64(-77.97025398894395)}, 285: {'params': mu         -8.357749e-01
omega       1.611533e-04
alpha[1]    1.000000e+00
beta[1]     1.987449e-15
Name: params, dtype: float64, 'loglikelihood': 49.1606983496353, 'aic': -90.3213966992706, 'bic': np.float64(-86.1433069483769)}, 290: {'params': mu         -0.823833
omega       0.000036
alpha[1]    0.010000
beta[1]     0.890000
Name: params, dtype: float64, 'loglikelihood': 53.506004218171064, 'aic': -99.01200843634213, 'bic': np.float64(-94.83391868544844)}, 295: {'params': mu         -0.820199
omega       0.000065
alpha[1]    0.200008
beta[1]     0.499995
Name: params, dtype: float64, 'loglikelihood': 59.85861252834691, 'aic': -111.71722505669382, 'bic': np.float64(-107.53913530580013)}, 300: {'params': mu         -0.819081
omega       0.000071
alpha[1]    0.199999
beta[1]     0.499995
Name: params, dtype: float64, 'loglikelihood': 58.82717846616635, 'aic': -109.6543569323327, 'bic': np.float64(-105.47626718143901)}, 305: {'params': mu         -8.181814e-01
omega       8.239644e-05
alpha[1]    1.000000e+00
beta[1]     6.325377e-09
Name: params, dtype: float64, 'loglikelihood': 53.57379910202831, 'aic': -99.14759820405662, 'bic': np.float64(-94.96950845316293)}, 310: {'params': mu         -0.784910
omega       0.000610
alpha[1]    0.200152
beta[1]     0.299858
Name: params, dtype: float64, 'loglikelihood': 40.88123196260932, 'aic': -73.76246392521864, 'bic': np.float64(-69.58437417432495)}, 315: {'params': mu         -0.764656
omega       0.000403
alpha[1]    0.593002
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 44.40038978267321, 'aic': -80.80077956534642, 'bic': np.float64(-76.62268981445273)}, 320: {'params': mu         -0.760300
omega       0.000018
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 46.575813326001736, 'aic': -85.15162665200347, 'bic': np.float64(-80.97353690110978)}, 325: {'params': mu         -0.750912
omega       0.000108
alpha[1]    0.348458
beta[1]     0.651542
Name: params, dtype: float64, 'loglikelihood': 41.587101955332294, 'aic': -75.17420391066459, 'bic': np.float64(-70.9961141597709)}, 330: {'params': mu         -7.308426e-01
omega       7.320253e-04
alpha[1]    5.413641e-01
beta[1]     1.388758e-13
Name: params, dtype: float64, 'loglikelihood': 39.25426018540767, 'aic': -70.50852037081533, 'bic': np.float64(-66.33043061992164)}, 335: {'params': mu         -0.754485
omega       0.000271
alpha[1]    0.292999
beta[1]     0.505422
Name: params, dtype: float64, 'loglikelihood': 38.94605744334193, 'aic': -69.89211488668386, 'bic': np.float64(-65.71402513579017)}, 340: {'params': mu         -0.766684
omega       0.000057
alpha[1]    0.351251
beta[1]     0.387467
Name: params, dtype: float64, 'loglikelihood': 47.072966082989595, 'aic': -86.14593216597919, 'bic': np.float64(-81.9678424150855)}, 345: {'params': mu         -0.774812
omega       0.000053
alpha[1]    0.930829
beta[1]     0.069171
Name: params, dtype: float64, 'loglikelihood': 52.51764791366402, 'aic': -97.03529582732804, 'bic': np.float64(-92.85720607643435)}, 350: {'params': mu         -0.776567
omega       0.000023
alpha[1]    0.835665
beta[1]     0.164335
Name: params, dtype: float64, 'loglikelihood': 62.501502308449105, 'aic': -117.00300461689821, 'bic': np.float64(-112.82491486600452)}, 355: {'params': mu         -0.779376
omega       0.000344
alpha[1]    0.675556
beta[1]     0.324444
Name: params, dtype: float64, 'loglikelihood': 41.97588488327517, 'aic': -75.95176976655034, 'bic': np.float64(-71.77368001565665)}, 360: {'params': mu         -0.794028
omega       0.000969
alpha[1]    0.985324
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.981023981481528, 'aic': -49.962047962963055, 'bic': np.float64(-45.783958212069365)}, 365: {'params': mu         -9.808657e-01
omega       1.210891e-10
alpha[1]    9.019545e-01
beta[1]     9.804549e-02
Name: params, dtype: float64, 'loglikelihood': 22.43994647577077, 'aic': -36.87989295154154, 'bic': np.float64(-32.70180320064785)}, 370: {'params': mu         -0.946454
omega       0.000254
alpha[1]    0.999999
beta[1]     0.000003
Name: params, dtype: float64, 'loglikelihood': 28.707449170139963, 'aic': -49.414898340279926, 'bic': np.float64(-45.236808589386236)}, 375: {'params': mu         -0.938998
omega       0.000199
alpha[1]    0.952472
beta[1]     0.047528
Name: params, dtype: float64, 'loglikelihood': 37.22548410538612, 'aic': -66.45096821077225, 'bic': np.float64(-62.272878459878555)}, 380: {'params': mu         -9.333983e-01
omega       8.174526e-05
alpha[1]    1.000000e+00
beta[1]     1.576759e-14
Name: params, dtype: float64, 'loglikelihood': 40.238318541870726, 'aic': -72.47663708374145, 'bic': np.float64(-68.29854733284776)}, 385: {'params': mu         -0.933447
omega       0.000076
alpha[1]    0.818292
beta[1]     0.181708
Name: params, dtype: float64, 'loglikelihood': 42.82697374053718, 'aic': -77.65394748107435, 'bic': np.float64(-73.47585773018066)}, 390: {'params': mu         -0.927143
omega       0.000406
alpha[1]    0.777300
beta[1]     0.000003
Name: params, dtype: float64, 'loglikelihood': 39.00764347576646, 'aic': -70.01528695153291, 'bic': np.float64(-65.83719720063922)}, 395: {'params': mu         -9.295622e-01
omega       1.883805e-11
alpha[1]    7.501412e-01
beta[1]     2.498903e-01
Name: params, dtype: float64, 'loglikelihood': 40.603783438951425, 'aic': -73.20756687790285, 'bic': np.float64(-69.02947712700916)}, 400: {'params': mu         -0.932957
omega       0.000091
alpha[1]    0.645896
beta[1]     0.247455
Name: params, dtype: float64, 'loglikelihood': 44.59181159905357, 'aic': -81.18362319810714, 'bic': np.float64(-77.00553344721345)}, 405: {'params': mu         -9.397153e-01
omega       1.032096e-04
alpha[1]    1.000000e+00
beta[1]     3.499913e-13
Name: params, dtype: float64, 'loglikelihood': 52.244443919937375, 'aic': -96.48888783987475, 'bic': np.float64(-92.31079808898106)}, 410: {'params': mu         -0.936201
omega       0.000250
alpha[1]    0.999999
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 48.431873891818334, 'aic': -88.86374778363667, 'bic': np.float64(-84.68565803274298)}, 415: {'params': mu         -0.939680
omega       0.000452
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 38.33074201249694, 'aic': -68.66148402499388, 'bic': np.float64(-64.48339427410019)}, 420: {'params': mu         -0.963290
omega       0.000691
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 27.21351007683754, 'aic': -46.42702015367508, 'bic': np.float64(-42.24893040278139)}, 425: {'params': mu         -1.036475e+00
omega       4.646414e-04
alpha[1]    9.999989e-01
beta[1]     6.639801e-07
Name: params, dtype: float64, 'loglikelihood': 22.07159733523484, 'aic': -36.14319467046968, 'bic': np.float64(-31.965104919575992)}, 430: {'params': mu         -1.254686
omega       0.000032
alpha[1]    0.648992
beta[1]     0.000037
Name: params, dtype: float64, 'loglikelihood': 40.98040073137139, 'aic': -73.96080146274278, 'bic': np.float64(-69.78271171184909)}, 435: {'params': mu         -1.247123
omega       0.000059
alpha[1]    0.785758
beta[1]     0.002298
Name: params, dtype: float64, 'loglikelihood': 54.03132904546045, 'aic': -100.0626580909209, 'bic': np.float64(-95.88456834002722)}, 440: {'params': mu         -1.249691
omega       0.000046
alpha[1]    0.200802
beta[1]     0.299213
Name: params, dtype: float64, 'loglikelihood': 68.09440317781637, 'aic': -128.18880635563275, 'bic': np.float64(-124.01071660473906)}, 445: {'params': mu         -1.248441
omega       0.000088
alpha[1]    0.692148
beta[1]     0.000201
Name: params, dtype: float64, 'loglikelihood': 61.56697398879067, 'aic': -115.13394797758134, 'bic': np.float64(-110.95585822668765)}, 450: {'params': mu         -1.246534e+00
omega       5.552247e-05
alpha[1]    1.000000e+00
beta[1]     9.109326e-15
Name: params, dtype: float64, 'loglikelihood': 57.486528584860466, 'aic': -106.97305716972093, 'bic': np.float64(-102.79496741882724)}, 455: {'params': mu         -1.237199
omega       0.000183
alpha[1]    0.522823
beta[1]     0.000225
Name: params, dtype: float64, 'loglikelihood': 54.60685848646798, 'aic': -101.21371697293596, 'bic': np.float64(-97.03562722204227)}, 460: {'params': mu         -1.232897e+00
omega       6.063705e-05
alpha[1]    1.000000e+00
beta[1]     7.563849e-17
Name: params, dtype: float64, 'loglikelihood': 56.57094200419539, 'aic': -105.14188400839078, 'bic': np.float64(-100.96379425749709)}, 465: {'params': mu         -1.232375
omega       0.000050
alpha[1]    0.994374
beta[1]     0.005129
Name: params, dtype: float64, 'loglikelihood': 55.736307269417, 'aic': -103.472614538834, 'bic': np.float64(-99.2945247879403)}, 470: {'params': mu         -1.249628
omega       0.000250
alpha[1]    0.009974
beta[1]     0.489712
Name: params, dtype: float64, 'loglikelihood': 49.961069838526946, 'aic': -91.92213967705389, 'bic': np.float64(-87.7440499261602)}, 475: {'params': mu         -1.252747e+00
omega       1.692645e-04
alpha[1]    6.767000e-01
beta[1]     1.509445e-12
Name: params, dtype: float64, 'loglikelihood': 53.72463307788848, 'aic': -99.44926615577695, 'bic': np.float64(-95.27117640488326)}, 480: {'params': mu         -1.257953
omega       0.000153
alpha[1]    0.999993
beta[1]     0.000013
Name: params, dtype: float64, 'loglikelihood': 53.05822439722411, 'aic': -98.11644879444822, 'bic': np.float64(-93.93835904355453)}, 485: {'params': mu         -1.248806
omega       0.000242
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.24531724043623, 'aic': -60.49063448087246, 'bic': np.float64(-56.31254472997877)}, 490: {'params': mu         -1.145025e+00
omega       1.436279e-04
alpha[1]    1.223342e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 15.308188804275206, 'aic': -22.616377608550412, 'bic': np.float64(-18.438287857656718)}, 495: {'params': mu         -1.016253
omega       0.000054
alpha[1]    0.981316
beta[1]     0.018682
Name: params, dtype: float64, 'loglikelihood': 36.64610858773164, 'aic': -65.29221717546328, 'bic': np.float64(-61.11412742456959)}, 500: {'params': mu         -1.039845e+00
omega       2.285024e-04
alpha[1]    2.891372e-11
beta[1]     7.534906e-01
Name: params, dtype: float64, 'loglikelihood': 33.76262156031385, 'aic': -59.52524312062771, 'bic': np.float64(-55.347153369734016)}, 505: {'params': mu         -1.044443
omega       0.000536
alpha[1]    0.009999
beta[1]     0.489951
Name: params, dtype: float64, 'loglikelihood': 41.99819016961795, 'aic': -75.9963803392359, 'bic': np.float64(-71.81829058834221)}, 510: {'params': mu         -1.077375e+00
omega       5.176235e-11
alpha[1]    7.240089e-01
beta[1]     2.044150e-01
Name: params, dtype: float64, 'loglikelihood': 50.8352567804453, 'aic': -93.6705135608906, 'bic': np.float64(-89.49242380999691)}, 515: {'params': mu         -1.076267
omega       0.000068
alpha[1]    0.927239
beta[1]     0.072796
Name: params, dtype: float64, 'loglikelihood': 59.24719800662209, 'aic': -110.49439601324418, 'bic': np.float64(-106.3163062623505)}, 520: {'params': mu         -1.075947
omega       0.000074
alpha[1]    0.782312
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 59.69606002860156, 'aic': -111.39212005720312, 'bic': np.float64(-107.21403030630943)}, 525: {'params': mu         -1.076470
omega       0.000113
alpha[1]    0.723002
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 57.24305044059561, 'aic': -106.48610088119122, 'bic': np.float64(-102.30801113029753)}, 530: {'params': mu         -1.076326
omega       0.000220
alpha[1]    0.548558
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 52.54018173305444, 'aic': -97.08036346610888, 'bic': np.float64(-92.90227371521519)}, 535: {'params': mu         -1.066419e+00
omega       1.428523e-04
alpha[1]    2.689005e-15
beta[1]     7.050497e-01
Name: params, dtype: float64, 'loglikelihood': 49.27301316670767, 'aic': -90.54602633341534, 'bic': np.float64(-86.36793658252165)}, 540: {'params': mu         -1.080749
omega       0.000215
alpha[1]    0.853833
beta[1]     0.146166
Name: params, dtype: float64, 'loglikelihood': 38.622742551572834, 'aic': -69.24548510314567, 'bic': np.float64(-65.06739535225198)}, 545: {'params': mu         -1.066176
omega       0.000787
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.00058439819837, 'aic': -60.00116879639674, 'bic': np.float64(-55.82307904550305)}, 550: {'params': mu         -1.029051e+00
omega       1.343018e-03
alpha[1]    3.048872e-01
beta[1]     1.967754e-10
Name: params, dtype: float64, 'loglikelihood': 36.32513348288959, 'aic': -64.65026696577918, 'bic': np.float64(-60.47217721488549)}, 555: {'params': mu         -1.017543e+00
omega       7.107881e-07
alpha[1]    7.667334e-02
beta[1]     8.088239e-01
Name: params, dtype: float64, 'loglikelihood': 40.39550293151558, 'aic': -72.79100586303116, 'bic': np.float64(-68.61291611213747)}, 560: {'params': mu         -1.023586e+00
omega       2.895649e-04
alpha[1]    1.000000e+00
beta[1]     6.495311e-10
Name: params, dtype: float64, 'loglikelihood': 39.00527900144484, 'aic': -70.01055800288968, 'bic': np.float64(-65.83246825199599)}, 565: {'params': mu         -1.013767
omega       0.000395
alpha[1]    0.542658
beta[1]     0.457342
Name: params, dtype: float64, 'loglikelihood': 32.71152390030201, 'aic': -57.423047800604024, 'bic': np.float64(-53.244958049710334)}, 570: {'params': mu         -0.946007
omega       0.000068
alpha[1]    0.965419
beta[1]     0.023037
Name: params, dtype: float64, 'loglikelihood': 30.70272028727277, 'aic': -53.40544057454554, 'bic': np.float64(-49.22735082365185)}, 575: {'params': mu         -8.463641e-01
omega       1.292081e-04
alpha[1]    1.000000e+00
beta[1]     1.936632e-10
Name: params, dtype: float64, 'loglikelihood': 34.88353359307027, 'aic': -61.76706718614054, 'bic': np.float64(-57.588977435246846)}, 580: {'params': mu         -8.646897e-01
omega       2.726008e-11
alpha[1]    3.659670e-01
beta[1]     5.186756e-01
Name: params, dtype: float64, 'loglikelihood': 42.232391253550475, 'aic': -76.46478250710095, 'bic': np.float64(-72.28669275620726)}, 585: {'params': mu         -0.847955
omega       0.000263
alpha[1]    0.356772
beta[1]     0.088658
Name: params, dtype: float64, 'loglikelihood': 51.00906724235595, 'aic': -94.0181344847119, 'bic': np.float64(-89.8400447338182)}, 590: {'params': mu         -0.863904
omega       0.000367
alpha[1]    0.256047
beta[1]     0.346555
Name: params, dtype: float64, 'loglikelihood': 44.4104336010723, 'aic': -80.8208672021446, 'bic': np.float64(-76.64277745125091)}, 595: {'params': mu         -8.728877e-01
omega       3.590037e-05
alpha[1]    1.393162e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 41.984825592791, 'aic': -75.969651185582, 'bic': np.float64(-71.7915614346883)}, 600: {'params': mu         -0.887154
omega       0.000498
alpha[1]    0.591731
beta[1]     0.376600
Name: params, dtype: float64, 'loglikelihood': 32.85884298780915, 'aic': -57.717685975618295, 'bic': np.float64(-53.539596224724605)}, 605: {'params': mu         -0.916420
omega       0.000004
alpha[1]    0.999864
beta[1]     0.000136
Name: params, dtype: float64, 'loglikelihood': 39.86770085717471, 'aic': -71.73540171434942, 'bic': np.float64(-67.55731196345573)}, 610: {'params': mu         -0.943274
omega       0.000426
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 33.83418758974499, 'aic': -59.668375179489985, 'bic': np.float64(-55.490285428596295)}, 615: {'params': mu         -0.976757
omega       0.000824
alpha[1]    0.323018
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 41.12814187492857, 'aic': -74.25628374985715, 'bic': np.float64(-70.07819399896346)}, 620: {'params': mu         -0.971351
omega       0.000882
alpha[1]    0.407359
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 38.972010977809816, 'aic': -69.94402195561963, 'bic': np.float64(-65.76593220472594)}, 625: {'params': mu         -9.731463e-01
omega       9.811050e-04
alpha[1]    2.207958e-01
beta[1]     6.502412e-11
Name: params, dtype: float64, 'loglikelihood': 40.52223434073452, 'aic': -73.04446868146904, 'bic': np.float64(-68.86637893057535)}, 630: {'params': mu         -0.963887
omega       0.001055
alpha[1]    0.669940
beta[1]     0.330060
Name: params, dtype: float64, 'loglikelihood': 29.191733167418732, 'aic': -50.383466334837465, 'bic': np.float64(-46.205376583943774)}, 635: {'params': mu         -0.94655
omega       0.00194
alpha[1]    1.00000
beta[1]     0.00000
Name: params, dtype: float64, 'loglikelihood': 18.23841631949155, 'aic': -28.476832638983097, 'bic': np.float64(-24.298742888089407)}, 640: {'params': mu         -5.509289e-01
omega       2.737822e-04
alpha[1]    9.755323e-01
beta[1]     1.178180e-07
Name: params, dtype: float64, 'loglikelihood': 16.226688533786668, 'aic': -24.453377067573335, 'bic': np.float64(-20.275287316679645)}, 645: {'params': mu         -5.396769e-01
omega       3.435282e-04
alpha[1]    9.999999e-01
beta[1]     6.318244e-08
Name: params, dtype: float64, 'loglikelihood': 27.20423499616772, 'aic': -46.40846999233544, 'bic': np.float64(-42.23038024144175)}, 650: {'params': mu         -5.538183e-01
omega       6.929281e-04
alpha[1]    7.400383e-01
beta[1]     2.944721e-16
Name: params, dtype: float64, 'loglikelihood': 39.63359512201278, 'aic': -71.26719024402556, 'bic': np.float64(-67.08910049313187)}, 655: {'params': mu         -5.521530e-01
omega       6.141736e-04
alpha[1]    2.387967e-01
beta[1]     5.828322e-15
Name: params, dtype: float64, 'loglikelihood': 45.44780322928512, 'aic': -82.89560645857024, 'bic': np.float64(-78.71751670767655)}, 660: {'params': mu         -5.489159e-01
omega       1.725917e-05
alpha[1]    3.673984e-13
beta[1]     9.604576e-01
Name: params, dtype: float64, 'loglikelihood': 44.71546797210369, 'aic': -81.43093594420738, 'bic': np.float64(-77.25284619331369)}, 665: {'params': mu         -5.500938e-01
omega       5.088338e-05
alpha[1]    6.364249e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 38.32693858542152, 'aic': -68.65387717084305, 'bic': np.float64(-64.47578741994936)}, 670: {'params': mu         -0.542765
omega       0.001563
alpha[1]    0.743139
beta[1]     0.188665
Name: params, dtype: float64, 'loglikelihood': 25.52610842441755, 'aic': -43.0522168488351, 'bic': np.float64(-38.87412709794141)}, 675: {'params': mu         -5.071405e-01
omega       1.958127e-03
alpha[1]    9.794428e-01
beta[1]     9.101712e-10
Name: params, dtype: float64, 'loglikelihood': 16.67105557845936, 'aic': -25.34211115691872, 'bic': np.float64(-21.16402140602503)}, 680: {'params': mu         -2.630062e-01
omega       3.914821e-04
alpha[1]    8.996848e-01
beta[1]     2.352450e-10
Name: params, dtype: float64, 'loglikelihood': 27.99429777470182, 'aic': -47.98859554940364, 'bic': np.float64(-43.81050579850995)}, 685: {'params': mu         -0.258317
omega       0.000383
alpha[1]    0.979170
beta[1]     0.020830
Name: params, dtype: float64, 'loglikelihood': 36.85851754280209, 'aic': -65.71703508560418, 'bic': np.float64(-61.53894533471049)}, 690: {'params': mu         -0.234300
omega       0.000482
alpha[1]    0.485228
beta[1]     0.013142
Name: params, dtype: float64, 'loglikelihood': 44.35356719158724, 'aic': -80.70713438317448, 'bic': np.float64(-76.52904463228079)}, 695: {'params': mu         -0.217730
omega       0.000166
alpha[1]    0.875779
beta[1]     0.121018
Name: params, dtype: float64, 'loglikelihood': 47.15904127248211, 'aic': -86.31808254496423, 'bic': np.float64(-82.13999279407054)}, 700: {'params': mu         -0.214962
omega       0.000159
alpha[1]    0.886619
beta[1]     0.113381
Name: params, dtype: float64, 'loglikelihood': 41.21932145006614, 'aic': -74.43864290013228, 'bic': np.float64(-70.26055314923859)}, 705: {'params': mu         -0.215725
omega       0.000151
alpha[1]    0.961588
beta[1]     0.038412
Name: params, dtype: float64, 'loglikelihood': 31.352811103544663, 'aic': -54.70562220708933, 'bic': np.float64(-50.52753245619564)}, 710: {'params': mu         -0.082948
omega       0.000254
alpha[1]    0.843161
beta[1]     0.048492
Name: params, dtype: float64, 'loglikelihood': 37.45463381911353, 'aic': -66.90926763822706, 'bic': np.float64(-62.731177887333374)}, 715: {'params': mu         -0.084711
omega       0.000326
alpha[1]    0.738048
beta[1]     0.095755
Name: params, dtype: float64, 'loglikelihood': 37.885463846320455, 'aic': -67.77092769264091, 'bic': np.float64(-63.59283794174722)}, 720: {'params': mu         -0.123303
omega       0.000427
alpha[1]    0.999998
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 32.05530862723041, 'aic': -56.11061725446082, 'bic': np.float64(-51.93252750356713)}, 725: {'params': mu         -0.180373
omega       0.000500
alpha[1]    0.899947
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 33.19019992358391, 'aic': -58.38039984716782, 'bic': np.float64(-54.20231009627413)}, 730: {'params': mu         -0.210846
omega       0.000905
alpha[1]    0.154145
beta[1]     0.231280
Name: params, dtype: float64, 'loglikelihood': 38.00587845884466, 'aic': -68.01175691768933, 'bic': np.float64(-63.833667166795635)}, 735: {'params': mu         -0.213709
omega       0.001199
alpha[1]    0.473053
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.895136391038605, 'aic': -61.79027278207721, 'bic': np.float64(-57.61218303118352)}, 740: {'params': mu         -0.229893
omega       0.001183
alpha[1]    0.412212
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 36.044987143666226, 'aic': -64.08997428733245, 'bic': np.float64(-59.91188453643876)}, 745: {'params': mu         -2.196472e-01
omega       1.092554e-03
alpha[1]    4.994262e-01
beta[1]     5.845984e-08
Name: params, dtype: float64, 'loglikelihood': 35.50509089590233, 'aic': -63.010181791804655, 'bic': np.float64(-58.832092040910965)}, 750: {'params': mu         -0.181975
omega       0.001829
alpha[1]    0.009989
beta[1]     0.490137
Name: params, dtype: float64, 'loglikelihood': 29.319566210007547, 'aic': -50.639132420015095, 'bic': np.float64(-46.461042669121404)}, 755: {'params': mu         -0.130410
omega       0.000232
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 30.981800035420292, 'aic': -53.963600070840585, 'bic': np.float64(-49.785510319946894)}, 760: {'params': mu         -1.425185e-01
omega       1.778483e-03
alpha[1]    5.857672e-01
beta[1]     8.638679e-16
Name: params, dtype: float64, 'loglikelihood': 30.47053084316914, 'aic': -52.94106168633828, 'bic': np.float64(-48.76297193544459)}, 765: {'params': mu         -1.358013e-01
omega       1.632247e-03
alpha[1]    6.094412e-01
beta[1]     5.271746e-12
Name: params, dtype: float64, 'loglikelihood': 30.680070868418145, 'aic': -53.36014173683629, 'bic': np.float64(-49.1820519859426)}, 770: {'params': mu         -0.235293
omega       0.000872
alpha[1]    0.672585
beta[1]     0.116994
Name: params, dtype: float64, 'loglikelihood': 32.144644359609494, 'aic': -56.28928871921899, 'bic': np.float64(-52.1111989683253)}, 775: {'params': mu         -0.230487
omega       0.000105
alpha[1]    0.948946
beta[1]     0.051057
Name: params, dtype: float64, 'loglikelihood': 35.0174678858484, 'aic': -62.034935771696794, 'bic': np.float64(-57.856846020803104)}, 780: {'params': mu         -0.229996
omega       0.000095
alpha[1]    0.999995
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 33.808113806787574, 'aic': -59.61622761357515, 'bic': np.float64(-55.43813786268146)}, 785: {'params': mu         -1.112837e-01
omega       2.386148e-04
alpha[1]    8.169672e-01
beta[1]     1.931939e-07
Name: params, dtype: float64, 'loglikelihood': 34.832087767475514, 'aic': -61.66417553495103, 'bic': np.float64(-57.48608578405734)}, 790: {'params': mu         -1.141763e-01
omega       3.045156e-04
alpha[1]    9.999994e-01
beta[1]     5.168394e-07
Name: params, dtype: float64, 'loglikelihood': 38.757520013884516, 'aic': -69.51504002776903, 'bic': np.float64(-65.33695027687534)}, 795: {'params': mu         -1.064890e-01
omega       3.522881e-04
alpha[1]    1.000000e+00
beta[1]     2.396927e-14
Name: params, dtype: float64, 'loglikelihood': 39.393698341532364, 'aic': -70.78739668306473, 'bic': np.float64(-66.60930693217104)}, 800: {'params': mu         -0.017266
omega       0.000552
alpha[1]    0.999988
beta[1]     0.000019
Name: params, dtype: float64, 'loglikelihood': 29.378570575473454, 'aic': -50.75714115094691, 'bic': np.float64(-46.57905140005322)}, 805: {'params': mu         -0.002895
omega       0.000734
alpha[1]    0.747570
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 33.57464588785194, 'aic': -59.14929177570389, 'bic': np.float64(-54.9712020248102)}, 810: {'params': mu          0.011810
omega       0.000538
alpha[1]    0.311045
beta[1]     0.187425
Name: params, dtype: float64, 'loglikelihood': 42.13206626671168, 'aic': -76.26413253342336, 'bic': np.float64(-72.08604278252967)}, 815: {'params': mu          2.519858e-02
omega       5.581166e-04
alpha[1]    4.683670e-01
beta[1]     3.940149e-09
Name: params, dtype: float64, 'loglikelihood': 42.64699921520701, 'aic': -77.29399843041402, 'bic': np.float64(-73.11590867952033)}, 820: {'params': mu          0.034454
omega       0.000520
alpha[1]    0.009990
beta[1]     0.489731
Name: params, dtype: float64, 'loglikelihood': 42.304774128007296, 'aic': -76.60954825601459, 'bic': np.float64(-72.4314585051209)}, 825: {'params': mu          0.042963
omega       0.001482
alpha[1]    0.703139
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 30.16106821816618, 'aic': -52.32213643633236, 'bic': np.float64(-48.14404668543867)}, 830: {'params': mu          1.110665e-01
omega       5.042380e-03
alpha[1]    2.186054e-01
beta[1]     1.164384e-10
Name: params, dtype: float64, 'loglikelihood': 23.339874365442153, 'aic': -38.679748730884306, 'bic': np.float64(-34.501658979990616)}, 835: {'params': mu          0.206148
omega       0.000422
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 32.21892243009331, 'aic': -56.437844860186615, 'bic': np.float64(-52.259755109292925)}, 840: {'params': mu          2.149987e-01
omega       7.414602e-04
alpha[1]    9.999986e-01
beta[1]     7.263000e-07
Name: params, dtype: float64, 'loglikelihood': 34.17340219084307, 'aic': -60.34680438168614, 'bic': np.float64(-56.16871463079245)}, 845: {'params': mu          0.228704
omega       0.000739
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 31.0180100432926, 'aic': -54.0360200865852, 'bic': np.float64(-49.857930335691506)}, 850: {'params': mu          2.900898e-01
omega       1.650609e-09
alpha[1]    9.999764e-01
beta[1]     2.365347e-09
Name: params, dtype: float64, 'loglikelihood': 34.61951358614849, 'aic': -61.239027172296986, 'bic': np.float64(-57.060937421403295)}, 855: {'params': mu          0.299870
omega       0.000117
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 41.10851801351582, 'aic': -74.21703602703164, 'bic': np.float64(-70.03894627613795)}, 860: {'params': mu          0.302312
omega       0.000166
alpha[1]    0.999255
beta[1]     0.000279
Name: params, dtype: float64, 'loglikelihood': 44.1183282294892, 'aic': -80.2366564589784, 'bic': np.float64(-76.05856670808471)}, 865: {'params': mu          0.298183
omega       0.000453
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 43.32717007485889, 'aic': -78.65434014971778, 'bic': np.float64(-74.47625039882409)}, 870: {'params': mu          0.302067
omega       0.000551
alpha[1]    0.116484
beta[1]     0.000004
Name: params, dtype: float64, 'loglikelihood': 47.838456504153896, 'aic': -87.67691300830779, 'bic': np.float64(-83.4988232574141)}, 875: {'params': mu          2.911181e-01
omega       7.516280e-04
alpha[1]    9.154017e-01
beta[1]     1.399248e-15
Name: params, dtype: float64, 'loglikelihood': 37.96656995465632, 'aic': -67.93313990931264, 'bic': np.float64(-63.75505015841895)}, 880: {'params': mu          2.878824e-01
omega       7.112127e-04
alpha[1]    9.999999e-01
beta[1]     4.354160e-08
Name: params, dtype: float64, 'loglikelihood': 30.512804181878263, 'aic': -53.025608363756525, 'bic': np.float64(-48.847518612862835)}, 885: {'params': mu          1.829461e-01
omega       3.385124e-04
alpha[1]    1.000000e+00
beta[1]     1.910665e-10
Name: params, dtype: float64, 'loglikelihood': 24.53989756752944, 'aic': -41.07979513505888, 'bic': np.float64(-36.90170538416519)}, 890: {'params': mu          0.180468
omega       0.000271
alpha[1]    0.999971
beta[1]     0.000024
Name: params, dtype: float64, 'loglikelihood': 22.364689987248386, 'aic': -36.72937997449677, 'bic': np.float64(-32.55129022360308)}, 895: {'params': mu         -0.029054
omega       0.002155
alpha[1]    0.618022
beta[1]     0.126818
Name: params, dtype: float64, 'loglikelihood': 22.220993622245075, 'aic': -36.44198724449015, 'bic': np.float64(-32.26389749359646)}, 900: {'params': mu          0.011206
omega       0.000429
alpha[1]    0.000000
beta[1]     0.889439
Name: params, dtype: float64, 'loglikelihood': 26.836005360716875, 'aic': -45.67201072143375, 'bic': np.float64(-41.49392097054006)}, 905: {'params': mu         -4.543242e-03
omega       2.355645e-03
alpha[1]    2.682777e-01
beta[1]     2.519379e-14
Name: params, dtype: float64, 'loglikelihood': 30.52128369431727, 'aic': -53.04256738863454, 'bic': np.float64(-48.86447763774085)}, 910: {'params': mu          0.043561
omega       0.002354
alpha[1]    0.530947
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.912787705061852, 'aic': -49.825575410123705, 'bic': np.float64(-45.647485659230014)}, 915: {'params': mu          0.070044
omega       0.001985
alpha[1]    0.247965
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 32.85476633900811, 'aic': -57.70953267801622, 'bic': np.float64(-53.53144292712253)}, 920: {'params': mu          0.097826
omega       0.000237
alpha[1]    0.834932
beta[1]     0.165068
Name: params, dtype: float64, 'loglikelihood': 36.335214726208264, 'aic': -64.67042945241653, 'bic': np.float64(-60.49233970152284)}, 925: {'params': mu          1.059093e-01
omega       1.595002e-11
alpha[1]    8.626670e-02
beta[1]     7.992574e-01
Name: params, dtype: float64, 'loglikelihood': 42.24017306478674, 'aic': -76.48034612957348, 'bic': np.float64(-72.30225637867979)}, 930: {'params': mu          0.104800
omega       0.000377
alpha[1]    0.849879
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 43.42357960993506, 'aic': -78.84715921987012, 'bic': np.float64(-74.66906946897643)}, 935: {'params': mu          0.084780
omega       0.000022
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 42.6063869069685, 'aic': -77.212773813937, 'bic': np.float64(-73.03468406304331)}, 940: {'params': mu          0.064552
omega       0.000641
alpha[1]    0.209057
beta[1]     0.404319
Name: params, dtype: float64, 'loglikelihood': 38.50583927804236, 'aic': -69.01167855608472, 'bic': np.float64(-64.83358880519103)}, 945: {'params': mu          0.048120
omega       0.000486
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 33.701550419544844, 'aic': -59.40310083908969, 'bic': np.float64(-55.225011088196)}, 950: {'params': mu         -0.041541
omega       0.000753
alpha[1]    0.915824
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.137893968093184, 'aic': -48.27578793618637, 'bic': np.float64(-44.09769818529268)}, 955: {'params': mu         -0.066145
omega       0.001018
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 26.159027441889208, 'aic': -44.318054883778416, 'bic': np.float64(-40.139965132884726)}, 960: {'params': mu         -0.089721
omega       0.001049
alpha[1]    0.995582
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.910152570173604, 'aic': -37.82030514034721, 'bic': np.float64(-33.64221538945352)}, 965: {'params': mu         -2.786398e-01
omega       1.000553e-03
alpha[1]    7.596915e-01
beta[1]     1.967304e-08
Name: params, dtype: float64, 'loglikelihood': 25.5026162837275, 'aic': -43.005232567455, 'bic': np.float64(-38.82714281656131)}, 970: {'params': mu         -2.544681e-01
omega       1.198430e-07
alpha[1]    1.458697e-02
beta[1]     8.766864e-01
Name: params, dtype: float64, 'loglikelihood': 34.24432755824051, 'aic': -60.48865511648101, 'bic': np.float64(-56.31056536558732)}, 975: {'params': mu         -0.236628
omega       0.000543
alpha[1]    0.809019
beta[1]     0.008873
Name: params, dtype: float64, 'loglikelihood': 37.519425601773925, 'aic': -67.03885120354785, 'bic': np.float64(-62.86076145265416)}, 980: {'params': mu         -0.225938
omega       0.000479
alpha[1]    0.641326
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 42.21941149153651, 'aic': -76.43882298307302, 'bic': np.float64(-72.26073323217933)}, 985: {'params': mu         -0.226298
omega       0.000566
alpha[1]    0.380979
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 44.817260246427246, 'aic': -81.63452049285449, 'bic': np.float64(-77.4564307419608)}, 990: {'params': mu         -0.219519
omega       0.000543
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 37.907616563471066, 'aic': -67.81523312694213, 'bic': np.float64(-63.63714337604844)}, 995: {'params': mu         -0.218256
omega       0.000904
alpha[1]    0.947630
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 27.81038455584387, 'aic': -47.62076911168774, 'bic': np.float64(-43.44267936079405)}, 1000: {'params': mu         -1.364612e-01
omega       1.159195e-03
alpha[1]    9.999986e-01
beta[1]     6.752304e-07
Name: params, dtype: float64, 'loglikelihood': 25.144120802343675, 'aic': -42.28824160468735, 'bic': np.float64(-38.11015185379366)}, 1005: {'params': mu         -0.131846
omega       0.001342
alpha[1]    0.840912
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.09052397533184, 'aic': -50.18104795066368, 'bic': np.float64(-46.00295819976999)}, 1010: {'params': mu         -0.111677
omega       0.001829
alpha[1]    0.170198
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.51034988924619, 'aic': -61.020699778492386, 'bic': np.float64(-56.842610027598695)}, 1015: {'params': mu         -1.132836e-01
omega       1.905495e-03
alpha[1]    1.674125e-01
beta[1]     8.980887e-12
Name: params, dtype: float64, 'loglikelihood': 34.15444054867354, 'aic': -60.30888109734708, 'bic': np.float64(-56.13079134645339)}, 1020: {'params': mu         -8.976153e-02
omega       6.807139e-05
alpha[1]    2.775146e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 28.59416050296166, 'aic': -49.18832100592332, 'bic': np.float64(-45.01023125502963)}, 1025: {'params': mu         -0.063017
omega       0.002999
alpha[1]    0.721844
beta[1]     0.129582
Name: params, dtype: float64, 'loglikelihood': 19.89930725616074, 'aic': -31.79861451232148, 'bic': np.float64(-27.620524761427788)}, 1030: {'params': mu         -0.036444
omega       0.003217
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 11.219608680465514, 'aic': -14.439217360931028, 'bic': np.float64(-10.261127610037336)}, 1035: {'params': mu          0.375461
omega       0.000415
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 14.375098432196204, 'aic': -20.750196864392407, 'bic': np.float64(-16.572107113498717)}, 1040: {'params': mu          3.765059e-01
omega       4.260551e-04
alpha[1]    1.000000e+00
beta[1]     3.079397e-14
Name: params, dtype: float64, 'loglikelihood': 28.6024949079065, 'aic': -49.204989815813, 'bic': np.float64(-45.02690006491931)}, 1045: {'params': mu          3.766550e-01
omega       7.429054e-04
alpha[1]    1.000000e+00
beta[1]     4.020074e-13
Name: params, dtype: float64, 'loglikelihood': 32.42144088676543, 'aic': -56.84288177353086, 'bic': np.float64(-52.66479202263717)}, 1050: {'params': mu          3.779175e-01
omega       4.629499e-04
alpha[1]    1.000000e+00
beta[1]     1.460165e-14
Name: params, dtype: float64, 'loglikelihood': 36.75288404924806, 'aic': -65.50576809849612, 'bic': np.float64(-61.32767834760243)}, 1055: {'params': mu          0.382738
omega       0.001328
alpha[1]    0.937959
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.418090217489645, 'aic': -48.83618043497929, 'bic': np.float64(-44.6580906840856)}, 1060: {'params': mu          0.425969
omega       0.000013
alpha[1]    0.982849
beta[1]     0.005196
Name: params, dtype: float64, 'loglikelihood': 29.08128976563649, 'aic': -50.16257953127298, 'bic': np.float64(-45.98448978037929)}, 1065: {'params': mu          4.221638e-01
omega       1.923276e-08
alpha[1]    3.931296e-01
beta[1]     5.196730e-01
Name: params, dtype: float64, 'loglikelihood': 34.69348592717276, 'aic': -61.38697185434552, 'bic': np.float64(-57.20888210345183)}, 1070: {'params': mu          4.309104e-01
omega       1.119332e-11
alpha[1]    3.237285e-01
beta[1]     6.089716e-01
Name: params, dtype: float64, 'loglikelihood': 45.52619618814038, 'aic': -83.05239237628076, 'bic': np.float64(-78.87430262538707)}, 1075: {'params': mu          0.434337
omega       0.000334
alpha[1]    0.999996
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 41.82952064223, 'aic': -75.65904128446, 'bic': np.float64(-71.48095153356631)}, 1080: {'params': mu          0.423660
omega       0.000385
alpha[1]    0.809395
beta[1]     0.000045
Name: params, dtype: float64, 'loglikelihood': 42.357881169826676, 'aic': -76.71576233965335, 'bic': np.float64(-72.53767258875966)}, 1085: {'params': mu          4.340336e-01
omega       7.967929e-05
alpha[1]    1.000000e+00
beta[1]     1.110483e-13
Name: params, dtype: float64, 'loglikelihood': 43.95549960982745, 'aic': -79.9109992196549, 'bic': np.float64(-75.7329094687612)}, 1090: {'params': mu          4.198358e-01
omega       4.869495e-04
alpha[1]    1.000000e+00
beta[1]     2.113839e-16
Name: params, dtype: float64, 'loglikelihood': 38.78998645175657, 'aic': -69.57997290351314, 'bic': np.float64(-65.40188315261945)}, 1095: {'params': mu          0.424878
omega       0.000318
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 33.99320833647284, 'aic': -59.98641667294568, 'bic': np.float64(-55.80832692205199)}, 1100: {'params': mu          4.231452e-01
omega       4.822476e-04
alpha[1]    9.999994e-01
beta[1]     6.175006e-07
Name: params, dtype: float64, 'loglikelihood': 26.21639164316101, 'aic': -44.43278328632202, 'bic': np.float64(-40.25469353542833)}, 1105: {'params': mu          0.287423
omega       0.002140
alpha[1]    0.660220
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.72436508545258, 'aic': -43.44873017090516, 'bic': np.float64(-39.27064042001147)}, 1110: {'params': mu          0.289817
omega       0.002232
alpha[1]    0.535129
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 27.803603681402514, 'aic': -47.60720736280503, 'bic': np.float64(-43.42911761191134)}, 1115: {'params': mu          0.277998
omega       0.001851
alpha[1]    0.518535
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.58266447761007, 'aic': -51.16532895522014, 'bic': np.float64(-46.98723920432645)}, 1120: {'params': mu          2.703963e-01
omega       3.947989e-03
alpha[1]    5.302473e-01
beta[1]     2.206872e-16
Name: params, dtype: float64, 'loglikelihood': 23.902207850239844, 'aic': -39.80441570047969, 'bic': np.float64(-35.626325949586)}, 1125: {'params': mu          0.262382
omega       0.003880
alpha[1]    0.861185
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 16.82820490177234, 'aic': -25.656409803544683, 'bic': np.float64(-21.478320052650993)}, 1130: {'params': mu          2.153746e-01
omega       3.274982e-03
alpha[1]    8.864604e-01
beta[1]     1.104870e-10
Name: params, dtype: float64, 'loglikelihood': 13.924204349733767, 'aic': -19.848408699467534, 'bic': np.float64(-15.670318948573842)}, 1135: {'params': mu         -0.086194
omega       0.000788
alpha[1]    0.999189
beta[1]     0.000011
Name: params, dtype: float64, 'loglikelihood': 18.590288994222693, 'aic': -29.180577988445386, 'bic': np.float64(-25.002488237551695)}, 1140: {'params': mu         -7.196967e-02
omega       1.711497e-03
alpha[1]    7.871383e-01
beta[1]     8.217765e-10
Name: params, dtype: float64, 'loglikelihood': 26.685461990367088, 'aic': -45.370923980734176, 'bic': np.float64(-41.192834229840486)}, 1145: {'params': mu         -8.115549e-02
omega       1.220783e-03
alpha[1]    9.135669e-01
beta[1]     7.640764e-12
Name: params, dtype: float64, 'loglikelihood': 27.693535219764705, 'aic': -47.38707043952941, 'bic': np.float64(-43.20898068863572)}, 1150: {'params': mu          0.033853
omega       0.001411
alpha[1]    0.999995
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 23.22773260120427, 'aic': -38.45546520240854, 'bic': np.float64(-34.27737545151485)}, 1155: {'params': mu          0.035020
omega       0.001526
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.85491752842429, 'aic': -43.70983505684858, 'bic': np.float64(-39.53174530595489)}, 1160: {'params': mu          0.038773
omega       0.002008
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 21.78997445440715, 'aic': -35.5799489088143, 'bic': np.float64(-31.40185915792061)}, 1165: {'params': mu         -5.905049e-02
omega       3.120133e-03
alpha[1]    9.914183e-01
beta[1]     2.250827e-10
Name: params, dtype: float64, 'loglikelihood': 13.060595091055987, 'aic': -18.121190182111974, 'bic': np.float64(-13.943100431218282)}, 1170: {'params': mu         -0.228951
omega       0.001581
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 13.428928366357049, 'aic': -18.857856732714097, 'bic': np.float64(-14.679766981820405)}, 1175: {'params': mu         -3.642209e-01
omega       5.623839e-04
alpha[1]    1.000000e+00
beta[1]     2.375770e-08
Name: params, dtype: float64, 'loglikelihood': 20.166558480306094, 'aic': -32.33311696061219, 'bic': np.float64(-28.155027209718497)}, 1180: {'params': mu         -0.366855
omega       0.000535
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 21.805099913786528, 'aic': -35.610199827573055, 'bic': np.float64(-31.432110076679365)}, 1185: {'params': mu         -0.561875
omega       0.000342
alpha[1]    0.999995
beta[1]     0.000001
Name: params, dtype: float64, 'loglikelihood': 26.78291959960978, 'aic': -45.56583919921956, 'bic': np.float64(-41.38774944832587)}, 1190: {'params': mu         -5.614227e-01
omega       4.829451e-04
alpha[1]    1.000000e+00
beta[1]     2.402235e-11
Name: params, dtype: float64, 'loglikelihood': 36.18595428669019, 'aic': -64.37190857338038, 'bic': np.float64(-60.19381882248669)}, 1195: {'params': mu         -0.564646
omega       0.000353
alpha[1]    0.946276
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 41.30122097737181, 'aic': -74.60244195474363, 'bic': np.float64(-70.42435220384993)}, 1200: {'params': mu         -0.573587
omega       0.000612
alpha[1]    0.557516
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 42.07294073475507, 'aic': -76.14588146951014, 'bic': np.float64(-71.96779171861645)}, 1205: {'params': mu         -0.577130
omega       0.000766
alpha[1]    0.973614
beta[1]     0.006092
Name: params, dtype: float64, 'loglikelihood': 34.241086647847894, 'aic': -60.48217329569579, 'bic': np.float64(-56.3040835448021)}, 1210: {'params': mu         -0.629837
omega       0.000956
alpha[1]    0.913568
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.812071879201195, 'aic': -51.62414375840239, 'bic': np.float64(-47.4460540075087)}, 1215: {'params': mu         -0.711133
omega       0.000991
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.083935905834124, 'aic': -42.16787181166825, 'bic': np.float64(-37.98978206077456)}, 1220: {'params': mu         -7.728050e-01
omega       3.101324e-04
alpha[1]    9.999999e-01
beta[1]     5.426093e-08
Name: params, dtype: float64, 'loglikelihood': 28.290388720913935, 'aic': -48.58077744182787, 'bic': np.float64(-44.40268769093418)}, 1225: {'params': mu         -8.823460e-01
omega       2.897051e-04
alpha[1]    1.000000e+00
beta[1]     1.263926e-12
Name: params, dtype: float64, 'loglikelihood': 29.239161018611693, 'aic': -50.478322037223386, 'bic': np.float64(-46.300232286329695)}, 1230: {'params': mu         -8.875180e-01
omega       2.375193e-04
alpha[1]    1.000000e+00
beta[1]     3.370910e-09
Name: params, dtype: float64, 'loglikelihood': 34.351650575305754, 'aic': -60.70330115061151, 'bic': np.float64(-56.52521139971782)}, 1235: {'params': mu         -0.890656
omega       0.000181
alpha[1]    0.977532
beta[1]     0.022468
Name: params, dtype: float64, 'loglikelihood': 34.52255532730228, 'aic': -61.04511065460456, 'bic': np.float64(-56.867020903710866)}, 1240: {'params': mu         -1.046330
omega       0.000025
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 37.914962051588624, 'aic': -67.82992410317725, 'bic': np.float64(-63.65183435228356)}, 1245: {'params': mu         -1.046211
omega       0.000032
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 41.946983125015706, 'aic': -75.89396625003141, 'bic': np.float64(-71.71587649913772)}, 1250: {'params': mu         -1.053834
omega       0.000374
alpha[1]    0.596523
beta[1]     0.151297
Name: params, dtype: float64, 'loglikelihood': 42.33816859747269, 'aic': -76.67633719494538, 'bic': np.float64(-72.49824744405169)}, 1255: {'params': mu         -1.108875
omega       0.000150
alpha[1]    0.393252
beta[1]     0.283342
Name: params, dtype: float64, 'loglikelihood': 50.39259075544734, 'aic': -92.78518151089467, 'bic': np.float64(-88.60709176000098)}, 1260: {'params': mu         -1.115788
omega       0.000176
alpha[1]    0.883074
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 53.49105878116005, 'aic': -98.9821175623201, 'bic': np.float64(-94.80402781142641)}, 1265: {'params': mu         -1.110468e+00
omega       1.062128e-05
alpha[1]    3.827085e-09
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 54.58160972254835, 'aic': -101.1632194450967, 'bic': np.float64(-96.98512969420301)}, 1270: {'params': mu         -1.113070e+00
omega       1.245139e-05
alpha[1]    1.748048e-08
beta[1]     9.999999e-01
Name: params, dtype: float64, 'loglikelihood': 50.92052249329065, 'aic': -93.8410449865813, 'bic': np.float64(-89.6629552356876)}, 1275: {'params': mu         -1.131038
omega       0.000370
alpha[1]    0.527659
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 46.740112619646524, 'aic': -85.48022523929305, 'bic': np.float64(-81.30213548839936)}, 1280: {'params': mu         -1.127751
omega       0.000414
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 38.51428612675305, 'aic': -69.0285722535061, 'bic': np.float64(-64.85048250261241)}, 1285: {'params': mu         -1.130909
omega       0.000420
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.236192440646995, 'aic': -60.47238488129399, 'bic': np.float64(-56.2942951304003)}, 1290: {'params': mu         -1.025113
omega       0.000104
alpha[1]    0.786560
beta[1]     0.067557
Name: params, dtype: float64, 'loglikelihood': 38.64946297951549, 'aic': -69.29892595903098, 'bic': np.float64(-65.12083620813729)}, 1295: {'params': mu         -1.014382
omega       0.000152
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 43.59173156340422, 'aic': -79.18346312680843, 'bic': np.float64(-75.00537337591474)}, 1300: {'params': mu         -1.013270e+00
omega       1.813721e-04
alpha[1]    6.792494e-01
beta[1]     6.303122e-17
Name: params, dtype: float64, 'loglikelihood': 53.75104048940221, 'aic': -99.50208097880441, 'bic': np.float64(-95.32399122791072)}, 1305: {'params': mu         -1.005533
omega       0.000160
alpha[1]    0.010000
beta[1]     0.489992
Name: params, dtype: float64, 'loglikelihood': 54.748758763537296, 'aic': -101.49751752707459, 'bic': np.float64(-97.3194277761809)}, 1310: {'params': mu         -1.007347e+00
omega       2.898689e-04
alpha[1]    5.046791e-01
beta[1]     2.185234e-14
Name: params, dtype: float64, 'loglikelihood': 50.56653052400375, 'aic': -93.1330610480075, 'bic': np.float64(-88.95497129711381)}, 1315: {'params': mu         -1.012981
omega       0.000193
alpha[1]    0.717314
beta[1]     0.129601
Name: params, dtype: float64, 'loglikelihood': 47.73853557083732, 'aic': -87.47707114167464, 'bic': np.float64(-83.29898139078095)}, 1320: {'params': mu         -1.015102
omega       0.000297
alpha[1]    0.891840
beta[1]     0.108160
Name: params, dtype: float64, 'loglikelihood': 32.74222664847079, 'aic': -57.48445329694158, 'bic': np.float64(-53.30636354604789)}, 1325: {'params': mu         -1.059826e+00
omega       1.794326e-03
alpha[1]    8.075805e-01
beta[1]     1.552522e-07
Name: params, dtype: float64, 'loglikelihood': 23.52336239201722, 'aic': -39.04672478403444, 'bic': np.float64(-34.86863503314075)}, 1330: {'params': mu         -1.234112e+00
omega       2.013066e-05
alpha[1]    1.000000e+00
beta[1]     2.636338e-15
Name: params, dtype: float64, 'loglikelihood': 42.18406709174532, 'aic': -76.36813418349064, 'bic': np.float64(-72.19004443259695)}, 1335: {'params': mu         -1.224617
omega       0.000143
alpha[1]    0.180147
beta[1]     0.630516
Name: params, dtype: float64, 'loglikelihood': 45.29655175147948, 'aic': -82.59310350295895, 'bic': np.float64(-78.41501375206526)}, 1340: {'params': mu         -1.230987
omega       0.000046
alpha[1]    0.116633
beta[1]     0.495811
Name: params, dtype: float64, 'loglikelihood': 63.543167122536794, 'aic': -119.08633424507359, 'bic': np.float64(-114.9082444941799)}, 1345: {'params': mu         -1.234784
omega       0.000032
alpha[1]    0.010000
beta[1]     0.690002
Name: params, dtype: float64, 'loglikelihood': 66.13418576655404, 'aic': -124.26837153310808, 'bic': np.float64(-120.09028178221439)}, 1350: {'params': mu         -1.233142e+00
omega       1.809730e-04
alpha[1]    5.747631e-01
beta[1]     3.069272e-13
Name: params, dtype: float64, 'loglikelihood': 56.68609948726312, 'aic': -105.37219897452624, 'bic': np.float64(-101.19410922363255)}, 1355: {'params': mu         -1.238856
omega       0.000085
alpha[1]    0.984118
beta[1]     0.015882
Name: params, dtype: float64, 'loglikelihood': 54.716100966914865, 'aic': -101.43220193382973, 'bic': np.float64(-97.25411218293604)}, 1360: {'params': mu         -1.213080
omega       0.000149
alpha[1]    0.358036
beta[1]     0.240738
Name: params, dtype: float64, 'loglikelihood': 53.97737203106063, 'aic': -99.95474406212126, 'bic': np.float64(-95.77665431122757)}, 1365: {'params': mu         -1.206127
omega       0.000090
alpha[1]    0.999999
beta[1]     0.000001
Name: params, dtype: float64, 'loglikelihood': 52.38178540659195, 'aic': -96.7635708131839, 'bic': np.float64(-92.58548106229021)}, 1370: {'params': mu         -1.202140
omega       0.000119
alpha[1]    0.787729
beta[1]     0.002681
Name: params, dtype: float64, 'loglikelihood': 53.134165633465805, 'aic': -98.26833126693161, 'bic': np.float64(-94.09024151603792)}, 1375: {'params': mu         -1.185689
omega       0.000466
alpha[1]    0.000000
beta[1]     0.023294
Name: params, dtype: float64, 'loglikelihood': 50.485097609674085, 'aic': -92.97019521934817, 'bic': np.float64(-88.79210546845448)}, 1380: {'params': mu         -1.176961
omega       0.000355
alpha[1]    0.953742
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 43.04179462288363, 'aic': -78.08358924576726, 'bic': np.float64(-73.90549949487357)}, 1385: {'params': mu         -1.178585e+00
omega       4.512528e-04
alpha[1]    7.898153e-01
beta[1]     7.933394e-16
Name: params, dtype: float64, 'loglikelihood': 41.31170470141683, 'aic': -74.62340940283366, 'bic': np.float64(-70.44531965193997)}, 1390: {'params': mu         -1.200399
omega       0.001363
alpha[1]    0.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 39.58886070958179, 'aic': -71.17772141916357, 'bic': np.float64(-66.99963166826988)}, 1395: {'params': mu         -1.212237e+00
omega       2.973813e-05
alpha[1]    2.894031e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 36.90845559121105, 'aic': -65.8169111824221, 'bic': np.float64(-61.63882143152841)}, 1400: {'params': mu         -1.203827
omega       0.001208
alpha[1]    0.294341
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 37.48993717711658, 'aic': -66.97987435423316, 'bic': np.float64(-62.80178460333947)}, 1405: {'params': mu         -1.217227
omega       0.000059
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 31.61778185657652, 'aic': -55.23556371315304, 'bic': np.float64(-51.05747396225935)}, 1410: {'params': mu         -1.249746e+00
omega       2.130744e-03
alpha[1]    6.978790e-01
beta[1]     1.474918e-08
Name: params, dtype: float64, 'loglikelihood': 26.455345385273283, 'aic': -44.910690770546566, 'bic': np.float64(-40.732601019652876)}, 1415: {'params': mu         -1.277202e+00
omega       1.536341e-03
alpha[1]    9.154361e-01
beta[1]     3.584504e-08
Name: params, dtype: float64, 'loglikelihood': 19.60799886565207, 'aic': -31.215997731304142, 'bic': np.float64(-27.037907980410452)}, 1420: {'params': mu         -1.473663
omega       0.000281
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 26.193843235675587, 'aic': -44.387686471351174, 'bic': np.float64(-40.20959672045748)}, 1425: {'params': mu         -1.467348
omega       0.000595
alpha[1]    0.790960
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 37.06570596399138, 'aic': -66.13141192798275, 'bic': np.float64(-61.95332217708906)}, 1430: {'params': mu         -1.463355
omega       0.000505
alpha[1]    0.009999
beta[1]     0.489951
Name: params, dtype: float64, 'loglikelihood': 42.6186138892576, 'aic': -77.2372277785152, 'bic': np.float64(-73.05913802762151)}, 1435: {'params': mu         -1.477502
omega       0.000556
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 38.392370894472585, 'aic': -68.78474178894517, 'bic': np.float64(-64.60665203805148)}, 1440: {'params': mu         -1.483922e+00
omega       6.009525e-04
alpha[1]    9.468371e-01
beta[1]     9.148238e-19
Name: params, dtype: float64, 'loglikelihood': 36.628043794878906, 'aic': -65.25608758975781, 'bic': np.float64(-61.07799783886412)}, 1445: {'params': mu         -1.524188e+00
omega       2.834037e-04
alpha[1]    1.528050e-09
beta[1]     8.747572e-01
Name: params, dtype: float64, 'loglikelihood': 30.44948589848924, 'aic': -52.89897179697848, 'bic': np.float64(-48.72088204608479)}, 1450: {'params': mu         -1.564986e+00
omega       3.080562e-03
alpha[1]    5.820553e-01
beta[1]     3.540453e-14
Name: params, dtype: float64, 'loglikelihood': 24.423436595313735, 'aic': -40.84687319062747, 'bic': np.float64(-36.66878343973378)}, 1455: {'params': mu         -1.570819
omega       0.003851
alpha[1]    0.971342
beta[1]     0.028658
Name: params, dtype: float64, 'loglikelihood': 14.1209180646393, 'aic': -20.2418361292786, 'bic': np.float64(-16.063746378384906)}, 1460: {'params': mu         -1.584470e+00
omega       5.298753e-03
alpha[1]    1.000000e+00
beta[1]     5.851106e-16
Name: params, dtype: float64, 'loglikelihood': 3.3525538656339235, 'aic': 1.294892268732153, 'bic': np.float64(5.472982019625845)}, 1465: {'params': mu         -1.038858
omega       0.000151
alpha[1]    0.841310
beta[1]     0.053300
Name: params, dtype: float64, 'loglikelihood': 13.713668872957888, 'aic': -19.427337745915775, 'bic': np.float64(-15.249247995022083)}, 1470: {'params': mu         -1.030314
omega       0.000676
alpha[1]    0.996309
beta[1]     0.003691
Name: params, dtype: float64, 'loglikelihood': 23.268456198530032, 'aic': -38.536912397060064, 'bic': np.float64(-34.358822646166374)}, 1475: {'params': mu         -1.025369
omega       0.000679
alpha[1]    0.999677
beta[1]     0.000323
Name: params, dtype: float64, 'loglikelihood': 31.715422946229708, 'aic': -55.430845892459416, 'bic': np.float64(-51.252756141565726)}, 1480: {'params': mu         -0.925586
omega       0.000473
alpha[1]    0.949871
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 31.949764483769798, 'aic': -55.899528967539595, 'bic': np.float64(-51.721439216645905)}, 1485: {'params': mu         -9.108772e-01
omega       5.680134e-04
alpha[1]    7.084607e-01
beta[1]     1.195344e-08
Name: params, dtype: float64, 'loglikelihood': 37.64731421048776, 'aic': -67.29462842097551, 'bic': np.float64(-63.11653867008182)}, 1490: {'params': mu         -0.911005
omega       0.000628
alpha[1]    0.385738
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 43.87598304064008, 'aic': -79.75196608128016, 'bic': np.float64(-75.57387633038647)}, 1495: {'params': mu         -9.026496e-01
omega       4.176468e-04
alpha[1]    8.453107e-01
beta[1]     9.815730e-17
Name: params, dtype: float64, 'loglikelihood': 40.59205991275791, 'aic': -73.18411982551582, 'bic': np.float64(-69.00603007462213)}, 1500: {'params': mu         -0.964078
omega       0.000364
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 36.12850733346184, 'aic': -64.25701466692368, 'bic': np.float64(-60.07892491602999)}, 1505: {'params': mu         -0.969205
omega       0.001004
alpha[1]    0.524266
beta[1]     0.171192
Name: params, dtype: float64, 'loglikelihood': 35.05008745295441, 'aic': -62.100174905908816, 'bic': np.float64(-57.922085155015125)}, 1510: {'params': mu         -1.018665
omega       0.000022
alpha[1]    0.421253
beta[1]     0.395028
Name: params, dtype: float64, 'loglikelihood': 44.402043100556554, 'aic': -80.80408620111311, 'bic': np.float64(-76.62599645021942)}, 1515: {'params': mu         -1.038434
omega       0.000288
alpha[1]    0.813934
beta[1]     0.186066
Name: params, dtype: float64, 'loglikelihood': 39.31669616600179, 'aic': -70.63339233200358, 'bic': np.float64(-66.45530258110989)}, 1520: {'params': mu         -1.039512
omega       0.000299
alpha[1]    0.894765
beta[1]     0.105235
Name: params, dtype: float64, 'loglikelihood': 35.2922506306253, 'aic': -62.584501261250594, 'bic': np.float64(-58.406411510356904)}, 1525: {'params': mu         -1.102389
omega       0.000321
alpha[1]    0.999999
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 29.80790406386209, 'aic': -51.61580812772418, 'bic': np.float64(-47.43771837683049)}, 1530: {'params': mu         -1.204493e+00
omega       1.382595e-04
alpha[1]    1.000000e+00
beta[1]     2.538747e-12
Name: params, dtype: float64, 'loglikelihood': 35.410519634445265, 'aic': -62.82103926889053, 'bic': np.float64(-58.64294951799684)}, 1535: {'params': mu         -1.198239
omega       0.000079
alpha[1]    0.353232
beta[1]     0.446214
Name: params, dtype: float64, 'loglikelihood': 46.93130131998767, 'aic': -85.86260263997534, 'bic': np.float64(-81.68451288908165)}, 1540: {'params': mu         -1.207126
omega       0.000017
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 48.682294076940536, 'aic': -89.36458815388107, 'bic': np.float64(-85.18649840298738)}, 1545: {'params': mu         -1.206105
omega       0.000503
alpha[1]    0.058681
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 49.37420803884649, 'aic': -90.74841607769298, 'bic': np.float64(-86.57032632679929)}, 1550: {'params': mu         -1.199166
omega       0.000458
alpha[1]    0.009418
beta[1]     0.489295
Name: params, dtype: float64, 'loglikelihood': 44.20355908900403, 'aic': -80.40711817800806, 'bic': np.float64(-76.22902842711437)}, 1555: {'params': mu         -1.191785
omega       0.000032
alpha[1]    0.000716
beta[1]     0.926401
Name: params, dtype: float64, 'loglikelihood': 43.86745374197575, 'aic': -79.7349074839515, 'bic': np.float64(-75.55681773305781)}, 1560: {'params': mu         -1.192588
omega       0.000131
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 49.830740215315146, 'aic': -91.66148043063029, 'bic': np.float64(-87.4833906797366)}, 1565: {'params': mu         -1.174388e+00
omega       3.660223e-04
alpha[1]    9.999995e-01
beta[1]     7.618507e-07
Name: params, dtype: float64, 'loglikelihood': 44.474582970392746, 'aic': -80.94916594078549, 'bic': np.float64(-76.7710761898918)}, 1570: {'params': mu         -1.176607
omega       0.000503
alpha[1]    0.999998
beta[1]     0.000003
Name: params, dtype: float64, 'loglikelihood': 34.31499224062753, 'aic': -60.629984481255065, 'bic': np.float64(-56.451894730361374)}, 1575: {'params': mu         -1.025371
omega       0.000132
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 26.904658664970405, 'aic': -45.80931732994081, 'bic': np.float64(-41.63122757904712)}, 1580: {'params': mu         -0.988883
omega       0.000439
alpha[1]    0.962351
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.635696613407067, 'aic': -51.27139322681413, 'bic': np.float64(-47.09330347592044)}, 1585: {'params': mu         -0.979867
omega       0.000258
alpha[1]    0.918340
beta[1]     0.000001
Name: params, dtype: float64, 'loglikelihood': 38.04401924365805, 'aic': -68.0880384873161, 'bic': np.float64(-63.90994873642241)}, 1590: {'params': mu         -9.334364e-01
omega       7.900880e-05
alpha[1]    1.000000e+00
beta[1]     1.169687e-16
Name: params, dtype: float64, 'loglikelihood': 45.74701162964337, 'aic': -83.49402325928673, 'bic': np.float64(-79.31593350839304)}, 1595: {'params': mu         -0.937826
omega       0.000519
alpha[1]    0.971239
beta[1]     0.028756
Name: params, dtype: float64, 'loglikelihood': 35.58738623693285, 'aic': -63.1747724738657, 'bic': np.float64(-58.99668272297201)}, 1600: {'params': mu         -0.996499
omega       0.002692
alpha[1]    0.050024
beta[1]     0.449967
Name: params, dtype: float64, 'loglikelihood': 25.168008755282496, 'aic': -42.33601751056499, 'bic': np.float64(-38.1579277596713)}, 1605: {'params': mu         -1.035069e+00
omega       4.109176e-11
alpha[1]    4.794142e-01
beta[1]     4.439082e-01
Name: params, dtype: float64, 'loglikelihood': 36.82024637000616, 'aic': -65.64049274001232, 'bic': np.float64(-61.46240298911863)}, 1610: {'params': mu         -1.051346
omega       0.000308
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.51968892166758, 'aic': -73.03937784333516, 'bic': np.float64(-68.86128809244147)}, 1615: {'params': mu         -1.039050e+00
omega       4.202020e-04
alpha[1]    7.639472e-02
beta[1]     2.919257e-09
Name: params, dtype: float64, 'loglikelihood': 50.99979243270326, 'aic': -93.99958486540652, 'bic': np.float64(-89.82149511451283)}, 1620: {'params': mu         -1.035471
omega       0.000180
alpha[1]    0.010000
beta[1]     0.489987
Name: params, dtype: float64, 'loglikelihood': 53.44705395473319, 'aic': -98.89410790946638, 'bic': np.float64(-94.7160181585727)}, 1625: {'params': mu         -1.040980
omega       0.000458
alpha[1]    0.972989
beta[1]     0.027011
Name: params, dtype: float64, 'loglikelihood': 35.98696907862739, 'aic': -63.97393815725478, 'bic': np.float64(-59.79584840636109)}, 1630: {'params': mu         -1.039669e+00
omega       3.006905e-04
alpha[1]    1.000000e+00
beta[1]     3.834317e-14
Name: params, dtype: float64, 'loglikelihood': 26.730875162344486, 'aic': -45.46175032468897, 'bic': np.float64(-41.28366057379528)}, 1635: {'params': mu         -8.059159e-01
omega       1.946034e-05
alpha[1]    1.000000e+00
beta[1]     3.040544e-09
Name: params, dtype: float64, 'loglikelihood': 38.03436243441039, 'aic': -68.06872486882078, 'bic': np.float64(-63.89063511792709)}, 1640: {'params': mu         -8.049445e-01
omega       3.280385e-05
alpha[1]    1.000000e+00
beta[1]     3.099613e-15
Name: params, dtype: float64, 'loglikelihood': 49.63649492995116, 'aic': -91.27298985990232, 'bic': np.float64(-87.09490010900863)}, 1645: {'params': mu         -0.802225
omega       0.000027
alpha[1]    0.517677
beta[1]     0.482323
Name: params, dtype: float64, 'loglikelihood': 56.3130872611701, 'aic': -104.6261745223402, 'bic': np.float64(-100.4480847714465)}, 1650: {'params': mu         -0.798652
omega       0.000078
alpha[1]    0.583074
beta[1]     0.416966
Name: params, dtype: float64, 'loglikelihood': 47.401561309664274, 'aic': -86.80312261932855, 'bic': np.float64(-82.62503286843486)}, 1655: {'params': mu         -0.801435
omega       0.000231
alpha[1]    0.564412
beta[1]     0.181950
Name: params, dtype: float64, 'loglikelihood': 45.56090418596547, 'aic': -83.12180837193094, 'bic': np.float64(-78.94371862103725)}, 1660: {'params': mu         -0.794979
omega       0.000631
alpha[1]    0.506398
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 41.08941143519485, 'aic': -74.1788228703897, 'bic': np.float64(-70.000733119496)}, 1665: {'params': mu         -0.790789
omega       0.000268
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.0339048431477, 'aic': -72.0678096862954, 'bic': np.float64(-67.88971993540171)}, 1670: {'params': mu         -7.903378e-01
omega       4.000334e-04
alpha[1]    1.000000e+00
beta[1]     1.034689e-08
Name: params, dtype: float64, 'loglikelihood': 36.12657413877737, 'aic': -64.25314827755474, 'bic': np.float64(-60.07505852666105)}, 1675: {'params': mu         -0.778840
omega       0.000358
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.329979298684304, 'aic': -50.65995859736861, 'bic': np.float64(-46.48186884647492)}, 1680: {'params': mu         -7.752704e-01
omega       8.039153e-04
alpha[1]    1.000000e+00
beta[1]     2.042028e-18
Name: params, dtype: float64, 'loglikelihood': 26.747609398179677, 'aic': -45.49521879635935, 'bic': np.float64(-41.31712904546566)}, 1685: {'params': mu         -8.162526e-01
omega       6.456941e-08
alpha[1]    8.448858e-01
beta[1]     1.470374e-01
Name: params, dtype: float64, 'loglikelihood': 29.351700023375127, 'aic': -50.703400046750254, 'bic': np.float64(-46.52531029585656)}, 1690: {'params': mu         -0.739493
omega       0.000122
alpha[1]    0.999965
beta[1]     0.000033
Name: params, dtype: float64, 'loglikelihood': 32.19381381907073, 'aic': -56.38762763814147, 'bic': np.float64(-52.20953788724778)}, 1695: {'params': mu         -0.793129
omega       0.000246
alpha[1]    0.258759
beta[1]     0.741241
Name: params, dtype: float64, 'loglikelihood': 31.809317957561227, 'aic': -55.618635915122454, 'bic': np.float64(-51.44054616422876)}, 1700: {'params': mu         -0.770718
omega       0.000733
alpha[1]    0.560013
beta[1]     0.439987
Name: params, dtype: float64, 'loglikelihood': 23.47053020371803, 'aic': -38.94106040743606, 'bic': np.float64(-34.76297065654237)}, 1705: {'params': mu         -6.917396e-01
omega       4.475129e-03
alpha[1]    3.880852e-01
beta[1]     2.963004e-12
Name: params, dtype: float64, 'loglikelihood': 22.765984819667942, 'aic': -37.531969639335884, 'bic': np.float64(-33.353879888442194)}, 1710: {'params': mu         -0.635295
omega       0.000998
alpha[1]    0.989502
beta[1]     0.010498
Name: params, dtype: float64, 'loglikelihood': 26.443797246149156, 'aic': -44.88759449229831, 'bic': np.float64(-40.70950474140462)}, 1715: {'params': mu         -0.618966
omega       0.000057
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 31.217786439903943, 'aic': -54.435572879807886, 'bic': np.float64(-50.257483128914195)}, 1720: {'params': mu         -0.645187
omega       0.001569
alpha[1]    0.709416
beta[1]     0.290584
Name: params, dtype: float64, 'loglikelihood': 24.17726505647881, 'aic': -40.35453011295762, 'bic': np.float64(-36.17644036206393)}, 1725: {'params': mu         -0.671051
omega       0.003366
alpha[1]    0.757141
beta[1]     0.177035
Name: params, dtype: float64, 'loglikelihood': 16.488524309062438, 'aic': -24.977048618124876, 'bic': np.float64(-20.798958867231185)}, 1730: {'params': mu         -8.170750e-01
omega       1.888076e-04
alpha[1]    1.000000e+00
beta[1]     5.257291e-15
Name: params, dtype: float64, 'loglikelihood': 17.59987114925332, 'aic': -27.199742298506642, 'bic': np.float64(-23.021652547612952)}, 1735: {'params': mu         -0.952644
omega       0.001106
alpha[1]    0.646954
beta[1]     0.147710
Name: params, dtype: float64, 'loglikelihood': 24.2065378822729, 'aic': -40.4130757645458, 'bic': np.float64(-36.23498601365211)}, 1740: {'params': mu         -0.891494
omega       0.000272
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 32.05604992770849, 'aic': -56.112099855416986, 'bic': np.float64(-51.934010104523296)}, 1745: {'params': mu         -9.260541e-01
omega       7.883653e-05
alpha[1]    7.095024e-18
beta[1]     9.793286e-01
Name: params, dtype: float64, 'loglikelihood': 34.68853960137522, 'aic': -61.37707920275044, 'bic': np.float64(-57.19898945185675)}, 1750: {'params': mu         -0.924097
omega       0.001047
alpha[1]    0.050001
beta[1]     0.449988
Name: params, dtype: float64, 'loglikelihood': 35.0124518667979, 'aic': -62.024903733595806, 'bic': np.float64(-57.846813982702116)}, 1755: {'params': mu         -9.213912e-01
omega       2.139693e-03
alpha[1]    1.201604e-01
beta[1]     2.155058e-09
Name: params, dtype: float64, 'loglikelihood': 33.41395443302852, 'aic': -58.827908866057044, 'bic': np.float64(-54.64981911516335)}, 1760: {'params': mu         -0.954707
omega       0.001813
alpha[1]    0.862864
beta[1]     0.049674
Name: params, dtype: float64, 'loglikelihood': 26.664489772021767, 'aic': -45.328979544043534, 'bic': np.float64(-41.150889793149844)}, 1765: {'params': mu         -0.971602
omega       0.001436
alpha[1]    0.873869
beta[1]     0.126131
Name: params, dtype: float64, 'loglikelihood': 20.688062814579162, 'aic': -33.376125629158324, 'bic': np.float64(-29.198035878264633)}, 1770: {'params': mu         -1.236668e+00
omega       5.489229e-04
alpha[1]    9.999997e-01
beta[1]     1.922166e-07
Name: params, dtype: float64, 'loglikelihood': 18.274795784777535, 'aic': -28.54959156955507, 'bic': np.float64(-24.37150181866138)}, 1775: {'params': mu         -1.248935e+00
omega       5.040941e-04
alpha[1]    9.999999e-01
beta[1]     1.115388e-07
Name: params, dtype: float64, 'loglikelihood': 24.369232361444784, 'aic': -40.73846472288957, 'bic': np.float64(-36.56037497199588)}, 1780: {'params': mu         -1.327801
omega       0.000034
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 42.93582264146007, 'aic': -77.87164528292014, 'bic': np.float64(-73.69355553202645)}, 1785: {'params': mu         -1.327980e+00
omega       5.836332e-05
alpha[1]    1.000000e+00
beta[1]     1.040380e-15
Name: params, dtype: float64, 'loglikelihood': 50.639289255825375, 'aic': -93.27857851165075, 'bic': np.float64(-89.10048876075706)}, 1790: {'params': mu         -1.329006
omega       0.000062
alpha[1]    0.999880
beta[1]     0.000044
Name: params, dtype: float64, 'loglikelihood': 53.155814818166355, 'aic': -98.31162963633271, 'bic': np.float64(-94.13353988543902)}, 1795: {'params': mu         -1.342987e+00
omega       3.219937e-04
alpha[1]    6.452899e-01
beta[1]     2.514714e-07
Name: params, dtype: float64, 'loglikelihood': 47.65369747425689, 'aic': -87.30739494851377, 'bic': np.float64(-83.12930519762008)}, 1800: {'params': mu         -1.349476e+00
omega       3.153889e-04
alpha[1]    1.000000e+00
beta[1]     3.114772e-09
Name: params, dtype: float64, 'loglikelihood': 36.950933303990155, 'aic': -65.90186660798031, 'bic': np.float64(-61.72377685708662)}, 1805: {'params': mu         -1.352233e+00
omega       4.736351e-04
alpha[1]    9.999999e-01
beta[1]     8.055653e-08
Name: params, dtype: float64, 'loglikelihood': 23.987521607233862, 'aic': -39.975043214467725, 'bic': np.float64(-35.796953463574035)}, 1810: {'params': mu         -1.586273
omega       0.000013
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 37.30895390768936, 'aic': -66.61790781537871, 'bic': np.float64(-62.439818064485024)}, 1815: {'params': mu         -1.588653
omega       0.000119
alpha[1]    0.603150
beta[1]     0.210501
Name: params, dtype: float64, 'loglikelihood': 48.81826878394342, 'aic': -89.63653756788683, 'bic': np.float64(-85.45844781699314)}, 1820: {'params': mu         -1.589740
omega       0.000076
alpha[1]    0.296744
beta[1]     0.439531
Name: params, dtype: float64, 'loglikelihood': 57.993020789643396, 'aic': -107.98604157928679, 'bic': np.float64(-103.8079518283931)}, 1825: {'params': mu         -1.602327
omega       0.000114
alpha[1]    0.010002
beta[1]     0.490013
Name: params, dtype: float64, 'loglikelihood': 58.302481242038944, 'aic': -108.60496248407789, 'bic': np.float64(-104.4268727331842)}, 1830: {'params': mu         -1.616096e+00
omega       2.206735e-04
alpha[1]    4.718035e-01
beta[1]     2.626512e-15
Name: params, dtype: float64, 'loglikelihood': 53.67625764797419, 'aic': -99.35251529594838, 'bic': np.float64(-95.17442554505469)}, 1835: {'params': mu         -1.621349e+00
omega       1.949198e-04
alpha[1]    9.691127e-01
beta[1]     1.699462e-14
Name: params, dtype: float64, 'loglikelihood': 54.7218228868281, 'aic': -101.4436457736562, 'bic': np.float64(-97.26555602276251)}, 1840: {'params': mu         -1.619563e+00
omega       2.940140e-04
alpha[1]    5.755492e-01
beta[1]     5.558490e-11
Name: params, dtype: float64, 'loglikelihood': 49.90963103599207, 'aic': -91.81926207198414, 'bic': np.float64(-87.64117232109045)}, 1845: {'params': mu         -1.628579e+00
omega       2.546793e-04
alpha[1]    1.000000e+00
beta[1]     3.346902e-15
Name: params, dtype: float64, 'loglikelihood': 43.165546614220695, 'aic': -78.33109322844139, 'bic': np.float64(-74.1530034775477)}, 1850: {'params': mu         -1.640618e+00
omega       1.230110e-03
alpha[1]    1.332538e-01
beta[1]     1.340204e-17
Name: params, dtype: float64, 'loglikelihood': 39.10952809983937, 'aic': -70.21905619967875, 'bic': np.float64(-66.04096644878506)}, 1855: {'params': mu         -1.683230
omega       0.000081
alpha[1]    0.904030
beta[1]     0.049393
Name: params, dtype: float64, 'loglikelihood': 39.21459858404807, 'aic': -70.42919716809614, 'bic': np.float64(-66.25110741720245)}, 1860: {'params': mu         -1.684389
omega       0.000047
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 44.86141019719873, 'aic': -81.72282039439746, 'bic': np.float64(-77.54473064350377)}, 1865: {'params': mu         -1.714214
omega       0.000081
alpha[1]    0.865990
beta[1]     0.040964
Name: params, dtype: float64, 'loglikelihood': 51.07450724289042, 'aic': -94.14901448578084, 'bic': np.float64(-89.97092473488715)}, 1870: {'params': mu         -1.703677e+00
omega       4.022620e-04
alpha[1]    2.164457e-01
beta[1]     9.624842e-15
Name: params, dtype: float64, 'loglikelihood': 50.31851635208966, 'aic': -92.63703270417932, 'bic': np.float64(-88.45894295328563)}, 1875: {'params': mu         -1.684411
omega       0.000080
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 54.777232599720115, 'aic': -101.55446519944023, 'bic': np.float64(-97.37637544854654)}, 1880: {'params': mu         -1.684216e+00
omega       2.277083e-05
alpha[1]    2.849606e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 44.47488525406479, 'aic': -80.94977050812957, 'bic': np.float64(-76.77168075723588)}, 1885: {'params': mu         -1.671291
omega       0.000948
alpha[1]    0.503176
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 37.87951105523443, 'aic': -67.75902211046886, 'bic': np.float64(-63.58093235957517)}, 1890: {'params': mu         -1.618311
omega       0.000194
alpha[1]    0.939904
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 38.2833502690681, 'aic': -68.5667005381362, 'bic': np.float64(-64.38861078724251)}, 1895: {'params': mu         -1.620249e+00
omega       2.043033e-04
alpha[1]    9.341471e-01
beta[1]     4.481640e-14
Name: params, dtype: float64, 'loglikelihood': 42.20424926107212, 'aic': -76.40849852214424, 'bic': np.float64(-72.23040877125055)}, 1900: {'params': mu         -1.597027e+00
omega       2.230732e-05
alpha[1]    1.420007e-10
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 42.46589776221031, 'aic': -76.93179552442062, 'bic': np.float64(-72.75370577352693)}, 1905: {'params': mu         -1.614104
omega       0.000345
alpha[1]    0.432141
beta[1]     0.567859
Name: params, dtype: float64, 'loglikelihood': 34.78327172992831, 'aic': -61.56654345985662, 'bic': np.float64(-57.38845370896293)}, 1910: {'params': mu         -1.625390
omega       0.002228
alpha[1]    0.533218
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 27.885053257836887, 'aic': -47.770106515673774, 'bic': np.float64(-43.592016764780084)}, 1915: {'params': mu         -1.679346
omega       0.001190
alpha[1]    0.546565
beta[1]     0.237511
Name: params, dtype: float64, 'loglikelihood': 27.898955678926423, 'aic': -47.79791135785285, 'bic': np.float64(-43.61982160695916)}, 1920: {'params': mu         -1.688495e+00
omega       1.361215e-03
alpha[1]    1.000000e+00
beta[1]     3.260403e-11
Name: params, dtype: float64, 'loglikelihood': 25.69218583374309, 'aic': -43.38437166748618, 'bic': np.float64(-39.20628191659249)}, 1925: {'params': mu         -1.682064e+00
omega       1.215112e-03
alpha[1]    1.000000e+00
beta[1]     3.209865e-10
Name: params, dtype: float64, 'loglikelihood': 21.889749232719915, 'aic': -35.77949846543983, 'bic': np.float64(-31.60140871454614)}, 1930: {'params': mu         -1.508326e+00
omega       1.158553e-03
alpha[1]    1.000000e+00
beta[1]     7.628746e-12
Name: params, dtype: float64, 'loglikelihood': 23.369869148747732, 'aic': -38.739738297495464, 'bic': np.float64(-34.56164854660177)}, 1935: {'params': mu         -1.503426
omega       0.001024
alpha[1]    0.993865
beta[1]     0.006135
Name: params, dtype: float64, 'loglikelihood': 20.270896747025134, 'aic': -32.54179349405027, 'bic': np.float64(-28.363703743156577)}, 1940: {'params': mu         -1.490394
omega       0.002432
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 8.247379980111553, 'aic': -8.494759960223107, 'bic': np.float64(-4.3166702093294145)}, 1945: {'params': mu         -1.020694
omega       0.000046
alpha[1]    0.992237
beta[1]     0.000179
Name: params, dtype: float64, 'loglikelihood': 26.208000100439413, 'aic': -44.41600020087883, 'bic': np.float64(-40.23791044998514)}, 1950: {'params': mu         -1.021967
omega       0.000032
alpha[1]    0.827171
beta[1]     0.003429
Name: params, dtype: float64, 'loglikelihood': 45.046706680520245, 'aic': -82.09341336104049, 'bic': np.float64(-77.9153236101468)}, 1955: {'params': mu         -1.023303
omega       0.000111
alpha[1]    0.179984
beta[1]     0.629943
Name: params, dtype: float64, 'loglikelihood': 48.97295313250473, 'aic': -89.94590626500946, 'bic': np.float64(-85.76781651411576)}, 1960: {'params': mu         -1.013419e+00
omega       6.514639e-05
alpha[1]    5.385327e-01
beta[1]     4.664960e-16
Name: params, dtype: float64, 'loglikelihood': 65.45236144731287, 'aic': -122.90472289462573, 'bic': np.float64(-118.72663314373204)}, 1965: {'params': mu         -1.010052
omega       0.000107
alpha[1]    0.280033
beta[1]     0.269988
Name: params, dtype: float64, 'loglikelihood': 59.49424894538945, 'aic': -110.9884978907789, 'bic': np.float64(-106.81040813988521)}, 1970: {'params': mu         -1.006518
omega       0.000030
alpha[1]    0.479086
beta[1]     0.455802
Name: params, dtype: float64, 'loglikelihood': 55.91732449391931, 'aic': -103.83464898783862, 'bic': np.float64(-99.65655923694493)}, 1975: {'params': mu         -1.004548
omega       0.000033
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 58.13974994939395, 'aic': -108.2794998987879, 'bic': np.float64(-104.10141014789421)}, 1980: {'params': mu         -0.995598
omega       0.000073
alpha[1]    0.890118
beta[1]     0.006848
Name: params, dtype: float64, 'loglikelihood': 57.435935157903394, 'aic': -106.87187031580679, 'bic': np.float64(-102.6937805649131)}, 1985: {'params': mu         -0.995195
omega       0.000048
alpha[1]    0.199986
beta[1]     0.699952
Name: params, dtype: float64, 'loglikelihood': 53.33318102912351, 'aic': -98.66636205824702, 'bic': np.float64(-94.48827230735333)}, 1990: {'params': mu         -0.992146
omega       0.000091
alpha[1]    0.199998
beta[1]     0.499994
Name: params, dtype: float64, 'loglikelihood': 56.351049566429765, 'aic': -104.70209913285953, 'bic': np.float64(-100.52400938196584)}, 1995: {'params': mu         -0.992625
omega       0.000030
alpha[1]    0.625809
beta[1]     0.374190
Name: params, dtype: float64, 'loglikelihood': 57.599587457854774, 'aic': -107.19917491570955, 'bic': np.float64(-103.02108516481586)}, 2000: {'params': mu         -1.000556e+00
omega       2.382758e-04
alpha[1]    5.750608e-01
beta[1]     1.108949e-15
Name: params, dtype: float64, 'loglikelihood': 51.87224503983813, 'aic': -95.74449007967625, 'bic': np.float64(-91.56640032878256)}, 2005: {'params': mu         -1.011354e+00
omega       1.464252e-04
alpha[1]    9.047708e-01
beta[1]     3.125723e-14
Name: params, dtype: float64, 'loglikelihood': 51.16250827924915, 'aic': -94.3250165584983, 'bic': np.float64(-90.14692680760461)}, 2010: {'params': mu         -1.026178
omega       0.000204
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.162425807338025, 'aic': -72.32485161467605, 'bic': np.float64(-68.14676186378236)}, 2015: {'params': mu         -0.973827
omega       0.002497
alpha[1]    0.273194
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.82375945698095, 'aic': -51.6475189139619, 'bic': np.float64(-47.46942916306821)}, 2020: {'params': mu         -0.921373
omega       0.000211
alpha[1]    0.901140
beta[1]     0.000067
Name: params, dtype: float64, 'loglikelihood': 33.931613425819165, 'aic': -59.86322685163833, 'bic': np.float64(-55.68513710074464)}, 2025: {'params': mu         -0.920416
omega       0.000048
alpha[1]    0.999829
beta[1]     0.000110
Name: params, dtype: float64, 'loglikelihood': 36.24897545784215, 'aic': -64.4979509156843, 'bic': np.float64(-60.31986116479061)}, 2030: {'params': mu         -1.004973e+00
omega       2.464366e-04
alpha[1]    8.936874e-01
beta[1]     2.261802e-09
Name: params, dtype: float64, 'loglikelihood': 38.97125413392762, 'aic': -69.94250826785525, 'bic': np.float64(-65.76441851696156)}, 2035: {'params': mu         -1.004114
omega       0.000457
alpha[1]    0.658084
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 43.6130948922535, 'aic': -79.226189784507, 'bic': np.float64(-75.04810003361331)}, 2040: {'params': mu         -1.006760e+00
omega       4.019171e-04
alpha[1]    1.000000e+00
beta[1]     7.470849e-10
Name: params, dtype: float64, 'loglikelihood': 37.91496885260334, 'aic': -67.82993770520667, 'bic': np.float64(-63.651847954312984)}, 2045: {'params': mu         -1.008625e+00
omega       6.341541e-04
alpha[1]    1.000000e+00
beta[1]     4.397652e-08
Name: params, dtype: float64, 'loglikelihood': 25.081587697336982, 'aic': -42.163175394673964, 'bic': np.float64(-37.98508564378027)}, 2050: {'params': mu         -0.772491
omega       0.000748
alpha[1]    0.711927
beta[1]     0.109243
Name: params, dtype: float64, 'loglikelihood': 22.257320447503346, 'aic': -36.51464089500669, 'bic': np.float64(-32.336551144113)}, 2055: {'params': mu         -0.846549
omega       0.000058
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.716930790226506, 'aic': -61.43386158045301, 'bic': np.float64(-57.25577182955932)}, 2060: {'params': mu         -0.826590
omega       0.001269
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 27.535340228819404, 'aic': -47.07068045763881, 'bic': np.float64(-42.89259070674512)}, 2065: {'params': mu         -0.853287
omega       0.001280
alpha[1]    0.899150
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.9469949314307, 'aic': -37.8939898628614, 'bic': np.float64(-33.71590011196771)}, 2070: {'params': mu         -0.959389
omega       0.000018
alpha[1]    0.948655
beta[1]     0.051345
Name: params, dtype: float64, 'loglikelihood': 35.193462997827396, 'aic': -62.38692599565479, 'bic': np.float64(-58.2088362447611)}, 2075: {'params': mu         -0.962243
omega       0.000158
alpha[1]    0.992789
beta[1]     0.007210
Name: params, dtype: float64, 'loglikelihood': 38.92318923843664, 'aic': -69.84637847687328, 'bic': np.float64(-65.6682887259796)}, 2080: {'params': mu         -9.896067e-01
omega       1.016834e-03
alpha[1]    1.796070e-01
beta[1]     1.718422e-11
Name: params, dtype: float64, 'loglikelihood': 40.59329290385871, 'aic': -73.18658580771742, 'bic': np.float64(-69.00849605682373)}, 2085: {'params': mu         -0.961523
omega       0.000116
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 39.01106330966235, 'aic': -70.0221266193247, 'bic': np.float64(-65.844036868431)}, 2090: {'params': mu         -0.979463
omega       0.000878
alpha[1]    0.200036
beta[1]     0.299896
Name: params, dtype: float64, 'loglikelihood': 37.101736510223944, 'aic': -66.20347302044789, 'bic': np.float64(-62.0253832695542)}, 2095: {'params': mu         -0.962392
omega       0.000704
alpha[1]    0.834576
beta[1]     0.165424
Name: params, dtype: float64, 'loglikelihood': 29.895601778989793, 'aic': -51.791203557979586, 'bic': np.float64(-47.613113807085895)}, 2100: {'params': mu         -0.949121
omega       0.000795
alpha[1]    0.791063
beta[1]     0.208937
Name: params, dtype: float64, 'loglikelihood': 25.996822409834436, 'aic': -43.99364481966887, 'bic': np.float64(-39.81555506877518)}, 2105: {'params': mu         -7.925037e-01
omega       8.947695e-05
alpha[1]    9.885393e-01
beta[1]     4.566044e-10
Name: params, dtype: float64, 'loglikelihood': 36.51279369861309, 'aic': -65.02558739722618, 'bic': np.float64(-60.847497646332485)}, 2110: {'params': mu         -0.810145
omega       0.000161
alpha[1]    0.158095
beta[1]     0.536270
Name: params, dtype: float64, 'loglikelihood': 38.78350745232761, 'aic': -69.56701490465522, 'bic': np.float64(-65.38892515376153)}, 2115: {'params': mu         -0.786368
omega       0.000266
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 42.41563603833514, 'aic': -76.83127207667027, 'bic': np.float64(-72.65318232577658)}, 2120: {'params': mu         -0.791311
omega       0.000700
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 32.481908520620415, 'aic': -56.96381704124083, 'bic': np.float64(-52.78572729034714)}, 2125: {'params': mu         -0.682486
omega       0.000984
alpha[1]    0.853729
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.241431922029275, 'aic': -50.48286384405855, 'bic': np.float64(-46.30477409316486)}, 2130: {'params': mu         -6.687736e-01
omega       6.610900e-04
alpha[1]    1.000000e+00
beta[1]     4.137932e-09
Name: params, dtype: float64, 'loglikelihood': 30.396461718892617, 'aic': -52.792923437785234, 'bic': np.float64(-48.614833686891544)}, 2135: {'params': mu         -0.584034
omega       0.000282
alpha[1]    0.999965
beta[1]     0.000019
Name: params, dtype: float64, 'loglikelihood': 32.26211950141306, 'aic': -56.52423900282612, 'bic': np.float64(-52.34614925193243)}, 2140: {'params': mu         -5.858035e-01
omega       3.766198e-04
alpha[1]    9.293848e-01
beta[1]     7.482671e-18
Name: params, dtype: float64, 'loglikelihood': 39.03437142904952, 'aic': -70.06874285809904, 'bic': np.float64(-65.89065310720535)}, 2145: {'params': mu         -5.832176e-01
omega       5.397053e-04
alpha[1]    1.000000e+00
beta[1]     4.033154e-16
Name: params, dtype: float64, 'loglikelihood': 40.0790699591726, 'aic': -72.1581399183452, 'bic': np.float64(-67.98005016745151)}, 2150: {'params': mu         -5.886869e-01
omega       6.336470e-04
alpha[1]    9.999995e-01
beta[1]     3.747866e-07
Name: params, dtype: float64, 'loglikelihood': 33.40656557975241, 'aic': -58.81313115950482, 'bic': np.float64(-54.63504140861113)}, 2155: {'params': mu         -0.605299
omega       0.001485
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 23.738154901171054, 'aic': -39.47630980234211, 'bic': np.float64(-35.29822005144842)}, 2160: {'params': mu         -7.080733e-01
omega       2.654245e-03
alpha[1]    8.211070e-01
beta[1]     3.524552e-09
Name: params, dtype: float64, 'loglikelihood': 20.081457848416665, 'aic': -32.16291569683333, 'bic': np.float64(-27.98482594593964)}, 2165: {'params': mu         -0.839048
omega       0.000578
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.370786068156285, 'aic': -50.74157213631257, 'bic': np.float64(-46.56348238541888)}, 2170: {'params': mu         -0.842932
omega       0.001401
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 26.89107629175396, 'aic': -45.78215258350792, 'bic': np.float64(-41.60406283261423)}, 2175: {'params': mu         -0.840870
omega       0.001723
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.76793103644398, 'aic': -33.53586207288796, 'bic': np.float64(-29.35777232199427)}, 2180: {'params': mu         -0.661102
omega       0.000609
alpha[1]    0.896841
beta[1]     0.074942
Name: params, dtype: float64, 'loglikelihood': 23.412817219081543, 'aic': -38.825634438163085, 'bic': np.float64(-34.647544687269395)}, 2185: {'params': mu         -6.163957e-01
omega       1.071233e-03
alpha[1]    1.000000e+00
beta[1]     5.833588e-11
Name: params, dtype: float64, 'loglikelihood': 26.70865371930916, 'aic': -45.41730743861832, 'bic': np.float64(-41.23921768772463)}, 2190: {'params': mu         -0.591490
omega       0.000748
alpha[1]    0.906160
beta[1]     0.093840
Name: params, dtype: float64, 'loglikelihood': 27.371113828611403, 'aic': -46.742227657222806, 'bic': np.float64(-42.564137906329115)}, 2195: {'params': mu         -0.537807
omega       0.001793
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 17.71143160010899, 'aic': -27.422863200217982, 'bic': np.float64(-23.244773449324292)}, 2200: {'params': mu         -4.267710e-01
omega       1.073212e-10
alpha[1]    2.918590e-01
beta[1]     6.053602e-01
Name: params, dtype: float64, 'loglikelihood': 20.825181202659365, 'aic': -33.65036240531873, 'bic': np.float64(-29.47227265442504)}, 2205: {'params': mu         -0.395711
omega       0.000572
alpha[1]    0.074224
beta[1]     0.730268
Name: params, dtype: float64, 'loglikelihood': 25.864249642239866, 'aic': -43.72849928447973, 'bic': np.float64(-39.55040953358604)}, 2210: {'params': mu         -0.361745
omega       0.001291
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.264415278451832, 'aic': -48.528830556903664, 'bic': np.float64(-44.35074080600997)}, 2215: {'params': mu         -0.420991
omega       0.002346
alpha[1]    0.877990
beta[1]     0.087855
Name: params, dtype: float64, 'loglikelihood': 22.27630971757924, 'aic': -36.55261943515848, 'bic': np.float64(-32.37452968426479)}, 2220: {'params': mu         -0.545905
omega       0.002792
alpha[1]    0.904897
beta[1]     0.058463
Name: params, dtype: float64, 'loglikelihood': 15.049829257756162, 'aic': -22.099658515512324, 'bic': np.float64(-17.921568764618634)}, 2225: {'params': mu         -5.350501e-01
omega       4.282498e-03
alpha[1]    1.000000e+00
beta[1]     4.930381e-31
Name: params, dtype: float64, 'loglikelihood': 14.87084357964455, 'aic': -21.7416871592891, 'bic': np.float64(-17.56359740839541)}, 2230: {'params': mu         -0.553982
omega       0.003328
alpha[1]    0.953094
beta[1]     0.046906
Name: params, dtype: float64, 'loglikelihood': 10.64377684072164, 'aic': -13.287553681443281, 'bic': np.float64(-9.10946393054959)}, 2235: {'params': mu         -0.248961
omega       0.001171
alpha[1]    0.951892
beta[1]     0.048108
Name: params, dtype: float64, 'loglikelihood': 14.403779172757268, 'aic': -20.807558345514536, 'bic': np.float64(-16.629468594620846)}, 2240: {'params': mu         -2.272381e-01
omega       5.508279e-03
alpha[1]    6.664576e-01
beta[1]     2.602984e-11
Name: params, dtype: float64, 'loglikelihood': 18.235295040859615, 'aic': -28.47059008171923, 'bic': np.float64(-24.29250033082554)}, 2245: {'params': mu         -0.191572
omega       0.004044
alpha[1]    0.658532
beta[1]     0.130293
Name: params, dtype: float64, 'loglikelihood': 17.69962833706246, 'aic': -27.39925667412492, 'bic': np.float64(-23.22116692323123)}, 2250: {'params': mu          0.015267
omega       0.000776
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 12.430501969273076, 'aic': -16.86100393854615, 'bic': np.float64(-12.68291418765246)}, 2255: {'params': mu          1.056686e-02
omega       1.741129e-03
alpha[1]    9.982101e-01
beta[1]     5.535935e-09
Name: params, dtype: float64, 'loglikelihood': 18.747658053350296, 'aic': -29.495316106700592, 'bic': np.float64(-25.317226355806902)}, 2260: {'params': mu          0.078031
omega       0.002957
alpha[1]    0.009971
beta[1]     0.489573
Name: params, dtype: float64, 'loglikelihood': 24.080459634982557, 'aic': -40.16091926996511, 'bic': np.float64(-35.98282951907142)}, 2265: {'params': mu          0.102177
omega       0.003098
alpha[1]    0.009978
beta[1]     0.490885
Name: params, dtype: float64, 'loglikelihood': 23.973417573457997, 'aic': -39.946835146915994, 'bic': np.float64(-35.768745396022304)}, 2270: {'params': mu          9.148035e-02
omega       2.744359e-03
alpha[1]    9.999537e-01
beta[1]     1.395158e-07
Name: params, dtype: float64, 'loglikelihood': 18.228794621829444, 'aic': -28.457589243658887, 'bic': np.float64(-24.279499492765197)}, 2275: {'params': mu          1.098301e-01
omega       2.112028e-03
alpha[1]    9.388499e-01
beta[1]     9.011519e-11
Name: params, dtype: float64, 'loglikelihood': 14.922761945785092, 'aic': -21.845523891570185, 'bic': np.float64(-17.66743414067649)}, 2280: {'params': mu          2.294152e-01
omega       3.153762e-03
alpha[1]    1.000000e+00
beta[1]     9.421992e-14
Name: params, dtype: float64, 'loglikelihood': 17.00263230788112, 'aic': -26.005264615762243, 'bic': np.float64(-21.827174864868553)}, 2285: {'params': mu          2.368307e-01
omega       3.482186e-03
alpha[1]    1.000000e+00
beta[1]     1.867339e-10
Name: params, dtype: float64, 'loglikelihood': 12.570877446148216, 'aic': -17.141754892296433, 'bic': np.float64(-12.96366514140274)}, 2290: {'params': mu          2.199702e-01
omega       2.632951e-03
alpha[1]    1.000000e+00
beta[1]     7.633181e-09
Name: params, dtype: float64, 'loglikelihood': 6.25458121851145, 'aic': -4.5091624370228995, 'bic': np.float64(-0.3310726861292075)}, 2295: {'params': mu         -0.212575
omega       0.000600
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 11.273391800317166, 'aic': -14.546783600634331, 'bic': np.float64(-10.36869384974064)}, 2300: {'params': mu         -0.398664
omega       0.000485
alpha[1]    0.999998
beta[1]     0.000001
Name: params, dtype: float64, 'loglikelihood': 18.31080669158871, 'aic': -28.62161338317742, 'bic': np.float64(-24.44352363228373)}, 2305: {'params': mu         -0.400735
omega       0.000514
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.223350733269687, 'aic': -32.44670146653937, 'bic': np.float64(-28.268611715645683)}, 2310: {'params': mu         -0.447261
omega       0.001643
alpha[1]    0.881348
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 23.21866882588651, 'aic': -38.43733765177302, 'bic': np.float64(-34.25924790087933)}, 2315: {'params': mu         -0.510104
omega       0.001416
alpha[1]    0.749115
beta[1]     0.125139
Name: params, dtype: float64, 'loglikelihood': 25.853885820692632, 'aic': -43.707771641385264, 'bic': np.float64(-39.529681890491574)}, 2320: {'params': mu         -5.789312e-01
omega       4.997930e-03
alpha[1]    2.890867e-01
beta[1]     2.955954e-13
Name: params, dtype: float64, 'loglikelihood': 22.711460867451866, 'aic': -37.42292173490373, 'bic': np.float64(-33.24483198401004)}, 2325: {'params': mu         -6.818064e-01
omega       3.830163e-04
alpha[1]    1.000000e+00
beta[1]     7.105427e-15
Name: params, dtype: float64, 'loglikelihood': 23.127041809386075, 'aic': -38.25408361877215, 'bic': np.float64(-34.07599386787846)}, 2330: {'params': mu         -6.961073e-01
omega       4.845382e-04
alpha[1]    9.438703e-01
beta[1]     2.262391e-08
Name: params, dtype: float64, 'loglikelihood': 30.137882126404175, 'aic': -52.27576425280835, 'bic': np.float64(-48.09767450191466)}, 2335: {'params': mu         -0.702564
omega       0.000652
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 36.08510869345354, 'aic': -64.17021738690708, 'bic': np.float64(-59.99212763601339)}, 2340: {'params': mu         -0.717648
omega       0.000747
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.469954988824092, 'aic': -48.939909977648185, 'bic': np.float64(-44.761820226754494)}, 2345: {'params': mu         -0.720373
omega       0.000687
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 18.416437508218635, 'aic': -28.83287501643727, 'bic': np.float64(-24.65478526554358)}, 2350: {'params': mu         -0.978085
omega       0.000613
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.790821870647388, 'aic': -43.581643741294776, 'bic': np.float64(-39.403553990401086)}, 2355: {'params': mu         -9.830603e-01
omega       6.289946e-04
alpha[1]    1.000000e+00
beta[1]     8.463395e-11
Name: params, dtype: float64, 'loglikelihood': 29.278870893800576, 'aic': -50.55774178760115, 'bic': np.float64(-46.37965203670746)}, 2360: {'params': mu         -1.051151
omega       0.002141
alpha[1]    0.199950
beta[1]     0.299835
Name: params, dtype: float64, 'loglikelihood': 27.707254822502485, 'aic': -47.41450964500497, 'bic': np.float64(-43.23641989411128)}, 2365: {'params': mu         -1.074225e+00
omega       5.346992e-03
alpha[1]    1.981131e-12
beta[1]     9.106676e-11
Name: params, dtype: float64, 'loglikelihood': 25.09216313570516, 'aic': -42.18432627141032, 'bic': np.float64(-38.00623652051663)}, 2370: {'params': mu         -1.102046
omega       0.001274
alpha[1]    0.441726
beta[1]     0.553903
Name: params, dtype: float64, 'loglikelihood': 21.2261861511213, 'aic': -34.4523723022426, 'bic': np.float64(-30.27428255134891)}, 2375: {'params': mu         -0.930239
omega       0.001549
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 18.47933121286214, 'aic': -28.958662425724278, 'bic': np.float64(-24.780572674830587)}, 2380: {'params': mu         -0.917359
omega       0.000772
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 26.050129771371886, 'aic': -44.10025954274377, 'bic': np.float64(-39.92216979185008)}, 2385: {'params': mu         -0.920837
omega       0.000626
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 36.06680807568161, 'aic': -64.13361615136321, 'bic': np.float64(-59.95552640046952)}, 2390: {'params': mu         -9.250416e-01
omega       5.585492e-04
alpha[1]    9.999994e-01
beta[1]     6.042998e-07
Name: params, dtype: float64, 'loglikelihood': 34.08118478151863, 'aic': -60.16236956303726, 'bic': np.float64(-55.98427981214357)}, 2395: {'params': mu         -0.939964
omega       0.000570
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.78933985710505, 'aic': -61.5786797142101, 'bic': np.float64(-57.400589963316406)}, 2400: {'params': mu         -9.513641e-01
omega       6.050787e-04
alpha[1]    1.000000e+00
beta[1]     1.730443e-12
Name: params, dtype: float64, 'loglikelihood': 30.825216283398873, 'aic': -53.65043256679775, 'bic': np.float64(-49.47234281590406)}, 2405: {'params': mu         -0.98004
omega       0.00125
alpha[1]    1.00000
beta[1]     0.00000
Name: params, dtype: float64, 'loglikelihood': 19.192121647197045, 'aic': -30.38424329439409, 'bic': np.float64(-26.2061535435004)}, 2410: {'params': mu         -1.162090e+00
omega       2.394954e-03
alpha[1]    9.967375e-01
beta[1]     3.488602e-11
Name: params, dtype: float64, 'loglikelihood': 13.103698681709258, 'aic': -18.207397363418515, 'bic': np.float64(-14.029307612524823)}, 2415: {'params': mu         -1.347703
omega       0.000432
alpha[1]    0.998357
beta[1]     0.001579
Name: params, dtype: float64, 'loglikelihood': 24.88772485740615, 'aic': -41.7754497148123, 'bic': np.float64(-37.597359963918606)}, 2420: {'params': mu         -1.354351e+00
omega       8.834485e-04
alpha[1]    1.000000e+00
beta[1]     1.043535e-14
Name: params, dtype: float64, 'loglikelihood': 28.89747616602554, 'aic': -49.79495233205108, 'bic': np.float64(-45.61686258115739)}, 2425: {'params': mu         -1.360386e+00
omega       1.183890e-03
alpha[1]    9.999989e-01
beta[1]     6.392161e-07
Name: params, dtype: float64, 'loglikelihood': 25.370693619453014, 'aic': -42.74138723890603, 'bic': np.float64(-38.56329748801234)}, 2430: {'params': mu         -1.397560e+00
omega       1.980602e-03
alpha[1]    8.145913e-01
beta[1]     4.723302e-13
Name: params, dtype: float64, 'loglikelihood': 23.142215753566287, 'aic': -38.284431507132574, 'bic': np.float64(-34.10634175623888)}, 2435: {'params': mu         -1.365703
omega       0.000824
alpha[1]    0.992374
beta[1]     0.007626
Name: params, dtype: float64, 'loglikelihood': 24.128346564098585, 'aic': -40.25669312819717, 'bic': np.float64(-36.07860337730348)}, 2440: {'params': mu         -1.377973
omega       0.000489
alpha[1]    0.902286
beta[1]     0.000001
Name: params, dtype: float64, 'loglikelihood': 30.38215690839546, 'aic': -52.76431381679092, 'bic': np.float64(-48.58622406589723)}, 2445: {'params': mu         -1.377364
omega       0.000643
alpha[1]    0.755622
beta[1]     0.000092
Name: params, dtype: float64, 'loglikelihood': 39.2269252212747, 'aic': -70.4538504425494, 'bic': np.float64(-66.2757606916557)}, 2450: {'params': mu         -1.359349e+00
omega       2.804581e-05
alpha[1]    1.194693e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 42.10555402499658, 'aic': -76.21110804999316, 'bic': np.float64(-72.03301829909947)}, 2455: {'params': mu         -1.358860
omega       0.000019
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 38.783847857038275, 'aic': -69.56769571407655, 'bic': np.float64(-65.38960596318286)}, 2460: {'params': mu         -1.335676
omega       0.000289
alpha[1]    0.233692
beta[1]     0.766308
Name: params, dtype: float64, 'loglikelihood': 31.030677297956196, 'aic': -54.06135459591239, 'bic': np.float64(-49.8832648450187)}, 2465: {'params': mu         -1.308874
omega       0.000766
alpha[1]    0.148657
beta[1]     0.626252
Name: params, dtype: float64, 'loglikelihood': 31.352017120138, 'aic': -54.704034240276, 'bic': np.float64(-50.52594448938231)}, 2470: {'params': mu         -1.332360
omega       0.003844
alpha[1]    0.382286
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 24.588111663739674, 'aic': -41.17622332747935, 'bic': np.float64(-36.99813357658566)}, 2475: {'params': mu         -1.287347
omega       0.002363
alpha[1]    0.788492
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.073923754465216, 'aic': -32.14784750893043, 'bic': np.float64(-27.969757758036742)}, 2480: {'params': mu         -1.448332e+00
omega       2.520626e-03
alpha[1]    8.437480e-01
beta[1]     1.260045e-10
Name: params, dtype: float64, 'loglikelihood': 21.214897335529148, 'aic': -34.429794671058296, 'bic': np.float64(-30.251704920164606)}, 2485: {'params': mu         -1.480138e+00
omega       2.089273e-03
alpha[1]    8.896721e-01
beta[1]     4.366594e-09
Name: params, dtype: float64, 'loglikelihood': 20.968332698161042, 'aic': -33.936665396322084, 'bic': np.float64(-29.758575645428394)}, 2490: {'params': mu         -1.698983
omega       0.000403
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.684913311352965, 'aic': -33.36982662270593, 'bic': np.float64(-29.19173687181224)}, 2495: {'params': mu         -1.701372
omega       0.000321
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 23.023584900367638, 'aic': -38.047169800735276, 'bic': np.float64(-33.869080049841585)}, 2500: {'params': mu         -1.702434e+00
omega       5.099719e-04
alpha[1]    9.999998e-01
beta[1]     3.960032e-07
Name: params, dtype: float64, 'loglikelihood': 24.989597120868712, 'aic': -41.979194241737424, 'bic': np.float64(-37.801104490843734)}, 2505: {'params': mu         -1.834996
omega       0.000273
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 21.386780423868256, 'aic': -34.77356084773651, 'bic': np.float64(-30.59547109684282)}, 2510: {'params': mu         -2.023600e+00
omega       6.254436e-05
alpha[1]    9.999993e-01
beta[1]     6.887994e-07
Name: params, dtype: float64, 'loglikelihood': 27.22195143839429, 'aic': -46.44390287678858, 'bic': np.float64(-42.26581312589489)}, 2515: {'params': mu         -2.024724
omega       0.000061
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 35.893916340163806, 'aic': -63.78783268032761, 'bic': np.float64(-59.60974292943392)}, 2520: {'params': mu         -2.051350e+00
omega       5.771440e-05
alpha[1]    1.000000e+00
beta[1]     2.162060e-14
Name: params, dtype: float64, 'loglikelihood': 45.6646789049961, 'aic': -83.3293578099922, 'bic': np.float64(-79.15126805909851)}, 2525: {'params': mu         -2.065862e+00
omega       3.902699e-04
alpha[1]    4.684051e-01
beta[1]     2.679501e-07
Name: params, dtype: float64, 'loglikelihood': 47.67520622888851, 'aic': -87.35041245777703, 'bic': np.float64(-83.17232270688334)}, 2530: {'params': mu         -2.077067
omega       0.000292
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 43.767258627539796, 'aic': -79.53451725507959, 'bic': np.float64(-75.3564275041859)}, 2535: {'params': mu         -2.079768
omega       0.000478
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 31.917131100217976, 'aic': -55.83426220043595, 'bic': np.float64(-51.65617244954226)}, 2540: {'params': mu         -2.153912e+00
omega       7.947131e-04
alpha[1]    9.359165e-01
beta[1]     9.087496e-07
Name: params, dtype: float64, 'loglikelihood': 29.425630984491296, 'aic': -50.85126196898259, 'bic': np.float64(-46.6731722180889)}, 2545: {'params': mu         -2.188954e+00
omega       2.180726e-03
alpha[1]    7.864442e-01
beta[1]     6.302831e-09
Name: params, dtype: float64, 'loglikelihood': 27.992875236596014, 'aic': -47.98575047319203, 'bic': np.float64(-43.80766072229834)}, 2550: {'params': mu         -2.202269e+00
omega       2.156059e-03
alpha[1]    8.546784e-01
beta[1]     2.527123e-07
Name: params, dtype: float64, 'loglikelihood': 22.630633973749866, 'aic': -37.26126794749973, 'bic': np.float64(-33.08317819660604)}, 2555: {'params': mu         -2.045617
omega       0.001354
alpha[1]    0.863649
beta[1]     0.100633
Name: params, dtype: float64, 'loglikelihood': 20.30845084721887, 'aic': -32.61690169443774, 'bic': np.float64(-28.438811943544053)}, 2560: {'params': mu         -1.998236
omega       0.000671
alpha[1]    0.989393
beta[1]     0.010607
Name: params, dtype: float64, 'loglikelihood': 29.483077791820943, 'aic': -50.966155583641886, 'bic': np.float64(-46.788065832748195)}, 2565: {'params': mu         -2.017945e+00
omega       1.532106e-03
alpha[1]    8.087930e-13
beta[1]     3.337120e-11
Name: params, dtype: float64, 'loglikelihood': 38.20070340046616, 'aic': -68.40140680093232, 'bic': np.float64(-64.22331705003863)}, 2570: {'params': mu         -2.048724
omega       0.000516
alpha[1]    0.993976
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 33.946375401626256, 'aic': -59.89275080325251, 'bic': np.float64(-55.71466105235882)}, 2575: {'params': mu         -2.056512e+00
omega       2.863748e-04
alpha[1]    9.999996e-01
beta[1]     3.534652e-07
Name: params, dtype: float64, 'loglikelihood': 29.550337878672096, 'aic': -51.10067575734419, 'bic': np.float64(-46.9225860064505)}, 2580: {'params': mu         -2.159520
omega       0.001037
alpha[1]    0.264716
beta[1]     0.404821
Name: params, dtype: float64, 'loglikelihood': 29.54806165308986, 'aic': -51.09612330617972, 'bic': np.float64(-46.91803355528603)}, 2585: {'params': mu         -2.177874
omega       0.000100
alpha[1]    0.999241
beta[1]     0.000499
Name: params, dtype: float64, 'loglikelihood': 42.906952616940366, 'aic': -77.81390523388073, 'bic': np.float64(-73.63581548298704)}, 2590: {'params': mu         -2.191511e+00
omega       2.225029e-04
alpha[1]    1.000000e+00
beta[1]     2.365219e-16
Name: params, dtype: float64, 'loglikelihood': 45.796195361748666, 'aic': -83.59239072349733, 'bic': np.float64(-79.41430097260364)}, 2595: {'params': mu         -2.197385
omega       0.000701
alpha[1]    0.572713
beta[1]     0.160233
Name: params, dtype: float64, 'loglikelihood': 35.94382705171707, 'aic': -63.887654103434144, 'bic': np.float64(-59.709564352540454)}, 2600: {'params': mu         -2.28852
omega       0.00010
alpha[1]    1.00000
beta[1]     0.00000
Name: params, dtype: float64, 'loglikelihood': 40.22718977365644, 'aic': -72.45437954731288, 'bic': np.float64(-68.27628979641919)}, 2605: {'params': mu         -2.286247
omega       0.000261
alpha[1]    0.762493
beta[1]     0.237507
Name: params, dtype: float64, 'loglikelihood': 37.585949930259886, 'aic': -67.17189986051977, 'bic': np.float64(-62.99381010962608)}, 2610: {'params': mu         -2.306362
omega       0.000772
alpha[1]    0.613811
beta[1]     0.000198
Name: params, dtype: float64, 'loglikelihood': 37.23605474004888, 'aic': -66.47210948009776, 'bic': np.float64(-62.29401972920407)}, 2615: {'params': mu         -2.300918
omega       0.001922
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.084988306110404, 'aic': -48.16997661222081, 'bic': np.float64(-43.99188686132712)}, 2620: {'params': mu         -2.307700e+00
omega       2.958518e-03
alpha[1]    8.215141e-01
beta[1]     7.375356e-08
Name: params, dtype: float64, 'loglikelihood': 20.652000968450803, 'aic': -33.30400193690161, 'bic': np.float64(-29.125912186007916)}, 2625: {'params': mu         -2.266612e+00
omega       1.309725e-04
alpha[1]    1.000000e+00
beta[1]     7.888034e-13
Name: params, dtype: float64, 'loglikelihood': 23.44567854570812, 'aic': -38.89135709141624, 'bic': np.float64(-34.71326734052255)}, 2630: {'params': mu         -2.265627e+00
omega       5.092516e-04
alpha[1]    9.999997e-01
beta[1]     1.090553e-07
Name: params, dtype: float64, 'loglikelihood': 27.62886246817393, 'aic': -47.25772493634786, 'bic': np.float64(-43.07963518545417)}, 2635: {'params': mu         -2.264887e+00
omega       1.818986e-04
alpha[1]    9.999990e-01
beta[1]     6.444236e-09
Name: params, dtype: float64, 'loglikelihood': 24.14738159478412, 'aic': -40.29476318956824, 'bic': np.float64(-36.11667343867455)}, 2640: {'params': mu         -2.407255
omega       0.000014
alpha[1]    0.986203
beta[1]     0.000008
Name: params, dtype: float64, 'loglikelihood': 38.527195756466504, 'aic': -69.05439151293301, 'bic': np.float64(-64.87630176203932)}, 2645: {'params': mu         -2.406781e+00
omega       1.790194e-04
alpha[1]    8.411998e-01
beta[1]     2.381593e-08
Name: params, dtype: float64, 'loglikelihood': 47.99694856614896, 'aic': -87.99389713229792, 'bic': np.float64(-83.81580738140423)}, 2650: {'params': mu         -2.414833
omega       0.000095
alpha[1]    0.830936
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 58.45154114371138, 'aic': -108.90308228742276, 'bic': np.float64(-104.72499253652907)}, 2655: {'params': mu         -2.419903e+00
omega       5.432762e-05
alpha[1]    9.725110e-01
beta[1]     2.100585e-12
Name: params, dtype: float64, 'loglikelihood': 57.0496481608847, 'aic': -106.0992963217694, 'bic': np.float64(-101.92120657087571)}, 2660: {'params': mu         -2.454726e+00
omega       7.694433e-05
alpha[1]    9.480725e-01
beta[1]     3.020474e-10
Name: params, dtype: float64, 'loglikelihood': 53.24336314322267, 'aic': -98.48672628644535, 'bic': np.float64(-94.30863653555166)}, 2665: {'params': mu         -2.459138
omega       0.000115
alpha[1]    0.854407
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 56.264754226902255, 'aic': -104.52950845380451, 'bic': np.float64(-100.35141870291082)}, 2670: {'params': mu         -2.461360
omega       0.000085
alpha[1]    0.930641
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 56.78826493172269, 'aic': -105.57652986344539, 'bic': np.float64(-101.3984401125517)}, 2675: {'params': mu         -2.474706
omega       0.000250
alpha[1]    0.010000
beta[1]     0.490003
Name: params, dtype: float64, 'loglikelihood': 50.004776867283596, 'aic': -92.00955373456719, 'bic': np.float64(-87.8314639836735)}, 2680: {'params': mu         -2.494098e+00
omega       8.677399e-05
alpha[1]    1.000000e+00
beta[1]     4.007877e-09
Name: params, dtype: float64, 'loglikelihood': 52.54537109662822, 'aic': -97.09074219325645, 'bic': np.float64(-92.91265244236276)}, 2685: {'params': mu         -2.496893
omega       0.000089
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 56.63406871432928, 'aic': -105.26813742865856, 'bic': np.float64(-101.09004767776487)}, 2690: {'params': mu         -2.498636
omega       0.000162
alpha[1]    0.999981
beta[1]     0.000034
Name: params, dtype: float64, 'loglikelihood': 44.53750426525037, 'aic': -81.07500853050074, 'bic': np.float64(-76.89691877960705)}, 2695: {'params': mu         -2.543962
omega       0.001697
alpha[1]    0.241906
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.53835298187252, 'aic': -61.07670596374504, 'bic': np.float64(-56.89861621285135)}, 2700: {'params': mu         -2.592498
omega       0.000162
alpha[1]    0.621969
beta[1]     0.187117
Name: params, dtype: float64, 'loglikelihood': 48.60630415972123, 'aic': -89.21260831944247, 'bic': np.float64(-85.03451856854878)}, 2705: {'params': mu         -2.597424
omega       0.000147
alpha[1]    0.280162
beta[1]     0.449899
Name: params, dtype: float64, 'loglikelihood': 51.49723943577274, 'aic': -94.99447887154548, 'bic': np.float64(-90.81638912065179)}, 2710: {'params': mu         -2.605660
omega       0.000113
alpha[1]    0.442178
beta[1]     0.209191
Name: params, dtype: float64, 'loglikelihood': 55.756982855503935, 'aic': -103.51396571100787, 'bic': np.float64(-99.33587596011418)}, 2715: {'params': mu         -2.632040
omega       0.000120
alpha[1]    0.241063
beta[1]     0.474858
Name: params, dtype: float64, 'loglikelihood': 54.87730205626589, 'aic': -101.75460411253178, 'bic': np.float64(-97.57651436163809)}, 2720: {'params': mu         -2.639238
omega       0.000065
alpha[1]    0.199998
beta[1]     0.499994
Name: params, dtype: float64, 'loglikelihood': 60.62952210087591, 'aic': -113.25904420175182, 'bic': np.float64(-109.08095445085813)}, 2725: {'params': mu         -2.641860
omega       0.000028
alpha[1]    0.239079
beta[1]     0.285154
Name: params, dtype: float64, 'loglikelihood': 73.29427032763208, 'aic': -138.58854065526415, 'bic': np.float64(-134.41045090437046)}, 2730: {'params': mu         -2.643072
omega       0.000024
alpha[1]    0.200260
beta[1]     0.299902
Name: params, dtype: float64, 'loglikelihood': 75.46885434836058, 'aic': -142.93770869672116, 'bic': np.float64(-138.75961894582747)}, 2735: {'params': mu         -2.640080
omega       0.000081
alpha[1]    0.200020
beta[1]     0.299993
Name: params, dtype: float64, 'loglikelihood': 63.31641577478393, 'aic': -118.63283154956785, 'bic': np.float64(-114.45474179867416)}, 2740: {'params': mu         -2.638231
omega       0.000049
alpha[1]    0.999589
beta[1]     0.000154
Name: params, dtype: float64, 'loglikelihood': 60.24285136631655, 'aic': -112.4857027326331, 'bic': np.float64(-108.30761298173941)}, 2745: {'params': mu         -2.637499
omega       0.000086
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 49.44717514105956, 'aic': -90.89435028211912, 'bic': np.float64(-86.71626053122543)}, 2750: {'params': mu         -2.692850e+00
omega       5.960082e-05
alpha[1]    9.969748e-01
beta[1]     1.537256e-11
Name: params, dtype: float64, 'loglikelihood': 51.802907955057584, 'aic': -95.60581591011517, 'bic': np.float64(-91.42772615922148)}, 2755: {'params': mu         -2.686331
omega       0.000042
alpha[1]    0.199997
beta[1]     0.699991
Name: params, dtype: float64, 'loglikelihood': 56.08112870186971, 'aic': -104.16225740373942, 'bic': np.float64(-99.98416765284573)}, 2760: {'params': mu         -2.692333
omega       0.000044
alpha[1]    0.280007
beta[1]     0.269998
Name: params, dtype: float64, 'loglikelihood': 67.88727790262698, 'aic': -127.77455580525395, 'bic': np.float64(-123.59646605436026)}, 2765: {'params': mu         -2.686201
omega       0.000016
alpha[1]    0.172920
beta[1]     0.772775
Name: params, dtype: float64, 'loglikelihood': 62.46380827225543, 'aic': -116.92761654451085, 'bic': np.float64(-112.74952679361716)}, 2770: {'params': mu         -2.689421
omega       0.000076
alpha[1]    0.009264
beta[1]     0.936739
Name: params, dtype: float64, 'loglikelihood': 46.789688529626105, 'aic': -85.57937705925221, 'bic': np.float64(-81.40128730835852)}, 2775: {'params': mu         -2.671589
omega       0.000108
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 39.87773590517311, 'aic': -71.75547181034622, 'bic': np.float64(-67.57738205945253)}, 2780: {'params': mu         -2.632694e+00
omega       1.414699e-04
alpha[1]    6.259431e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 24.903773935160682, 'aic': -41.807547870321365, 'bic': np.float64(-37.629458119427674)}, 2785: {'params': mu         -2.540921e+00
omega       5.298879e-05
alpha[1]    1.000000e+00
beta[1]     6.594683e-11
Name: params, dtype: float64, 'loglikelihood': 46.50125690080264, 'aic': -85.00251380160528, 'bic': np.float64(-80.82442405071158)}, 2790: {'params': mu         -2.535285
omega       0.000173
alpha[1]    0.233741
beta[1]     0.377658
Name: params, dtype: float64, 'loglikelihood': 44.468238800051374, 'aic': -80.93647760010275, 'bic': np.float64(-76.75838784920906)}, 2795: {'params': mu         -2.536207e+00
omega       7.328154e-05
alpha[1]    5.215945e-01
beta[1]     9.035935e-12
Name: params, dtype: float64, 'loglikelihood': 63.98010063197738, 'aic': -119.96020126395476, 'bic': np.float64(-115.78211151306107)}, 2800: {'params': mu         -2.531123
omega       0.000025
alpha[1]    0.010000
beta[1]     0.890001
Name: params, dtype: float64, 'loglikelihood': 57.52856986898347, 'aic': -107.05713973796693, 'bic': np.float64(-102.87904998707324)}, 2805: {'params': mu         -2.528345
omega       0.000014
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 51.02244762263583, 'aic': -94.04489524527166, 'bic': np.float64(-89.86680549437797)}, 2810: {'params': mu         -2.534248
omega       0.000017
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 46.67526731719185, 'aic': -85.3505346343837, 'bic': np.float64(-81.17244488349002)}, 2815: {'params': mu         -2.528606
omega       0.000505
alpha[1]    0.555088
beta[1]     0.444912
Name: params, dtype: float64, 'loglikelihood': 33.03552241316805, 'aic': -58.071044826336106, 'bic': np.float64(-53.892955075442416)}, 2820: {'params': mu         -2.524154
omega       0.000873
alpha[1]    0.585431
beta[1]     0.340558
Name: params, dtype: float64, 'loglikelihood': 26.251658170382957, 'aic': -44.50331634076591, 'bic': np.float64(-40.32522658987222)}, 2825: {'params': mu         -2.554677
omega       0.001173
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.370872570649215, 'aic': -36.74174514129843, 'bic': np.float64(-32.56365539040474)}, 2830: {'params': mu         -2.606599e+00
omega       9.783655e-04
alpha[1]    9.999997e-01
beta[1]     9.815608e-08
Name: params, dtype: float64, 'loglikelihood': 22.13334795361258, 'aic': -36.26669590722516, 'bic': np.float64(-32.08860615633147)}, 2835: {'params': mu         -2.625116
omega       0.000065
alpha[1]    0.999907
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.484885245562793, 'aic': -48.96977049112559, 'bic': np.float64(-44.7916807402319)}, 2840: {'params': mu         -2.626109
omega       0.000355
alpha[1]    0.999992
beta[1]     0.000004
Name: params, dtype: float64, 'loglikelihood': 27.714130686966385, 'aic': -47.42826137393277, 'bic': np.float64(-43.25017162303908)}, 2845: {'params': mu         -2.719145
omega       0.001862
alpha[1]    0.835312
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.875023760283984, 'aic': -33.75004752056797, 'bic': np.float64(-29.571957769674277)}, 2850: {'params': mu         -2.854117e+00
omega       6.428019e-11
alpha[1]    9.566386e-01
beta[1]     4.336136e-02
Name: params, dtype: float64, 'loglikelihood': 38.817931147369144, 'aic': -69.63586229473829, 'bic': np.float64(-65.4577725438446)}, 2855: {'params': mu         -2.858919
omega       0.000037
alpha[1]    0.199993
beta[1]     0.779974
Name: params, dtype: float64, 'loglikelihood': 42.49915102617296, 'aic': -76.99830205234592, 'bic': np.float64(-72.82021230145223)}, 2860: {'params': mu         -2.860375
omega       0.000084
alpha[1]    0.379871
beta[1]     0.232546
Name: params, dtype: float64, 'loglikelihood': 60.90474924541387, 'aic': -113.80949849082774, 'bic': np.float64(-109.63140873993405)}, 2865: {'params': mu         -2.861586
omega       0.000058
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 65.27102247883141, 'aic': -122.54204495766282, 'bic': np.float64(-118.36395520676913)}, 2870: {'params': mu         -2.858701
omega       0.000032
alpha[1]    0.669150
beta[1]     0.273543
Name: params, dtype: float64, 'loglikelihood': 62.574086778014376, 'aic': -117.14817355602875, 'bic': np.float64(-112.97008380513506)}, 2875: {'params': mu         -2.863623
omega       0.000185
alpha[1]    0.359338
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 57.24226033480342, 'aic': -106.48452066960684, 'bic': np.float64(-102.30643091871315)}, 2880: {'params': mu         -2.867338e+00
omega       1.794588e-04
alpha[1]    8.300398e-01
beta[1]     8.528047e-17
Name: params, dtype: float64, 'loglikelihood': 50.66115370143326, 'aic': -93.32230740286651, 'bic': np.float64(-89.14421765197282)}, 2885: {'params': mu         -2.919991
omega       0.000137
alpha[1]    0.797030
beta[1]     0.076140
Name: params, dtype: float64, 'loglikelihood': 46.2238497585697, 'aic': -84.4476995171394, 'bic': np.float64(-80.26960976624571)}, 2890: {'params': mu         -2.926813
omega       0.000171
alpha[1]    0.192337
beta[1]     0.411274
Name: params, dtype: float64, 'loglikelihood': 50.44371813835957, 'aic': -92.88743627671914, 'bic': np.float64(-88.70934652582545)}, 2895: {'params': mu         -2.931748
omega       0.000046
alpha[1]    0.200006
beta[1]     0.499994
Name: params, dtype: float64, 'loglikelihood': 64.07436574259478, 'aic': -120.14873148518956, 'bic': np.float64(-115.97064173429587)}, 2900: {'params': mu         -2.935114
omega       0.000019
alpha[1]    0.200003
beta[1]     0.499998
Name: params, dtype: float64, 'loglikelihood': 72.35784714541312, 'aic': -136.71569429082624, 'bic': np.float64(-132.53760453993254)}, 2905: {'params': mu         -2.940496e+00
omega       4.111545e-05
alpha[1]    5.683481e-01
beta[1]     1.800723e-15
Name: params, dtype: float64, 'loglikelihood': 71.56257243756774, 'aic': -135.12514487513548, 'bic': np.float64(-130.94705512424179)}, 2910: {'params': mu         -2.943668
omega       0.000043
alpha[1]    0.200004
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 69.16705217902476, 'aic': -130.33410435804953, 'bic': np.float64(-126.15601460715584)}, 2915: {'params': mu         -2.945783
omega       0.000045
alpha[1]    0.200002
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 68.47840784760895, 'aic': -128.9568156952179, 'bic': np.float64(-124.77872594432421)}, 2920: {'params': mu         -2.948867
omega       0.000043
alpha[1]    0.385483
beta[1]     0.220558
Name: params, dtype: float64, 'loglikelihood': 67.45324243719418, 'aic': -126.90648487438835, 'bic': np.float64(-122.72839512349466)}, 2925: {'params': mu         -2.949562
omega       0.000048
alpha[1]    0.966756
beta[1]     0.033244
Name: params, dtype: float64, 'loglikelihood': 59.710905243666886, 'aic': -111.42181048733377, 'bic': np.float64(-107.24372073644008)}, 2930: {'params': mu         -2.944663
omega       0.000196
alpha[1]    0.428376
beta[1]     0.214365
Name: params, dtype: float64, 'loglikelihood': 51.18254731397309, 'aic': -94.36509462794618, 'bic': np.float64(-90.18700487705249)}, 2935: {'params': mu         -2.911515e+00
omega       7.118348e-05
alpha[1]    9.522432e-01
beta[1]     5.107026e-16
Name: params, dtype: float64, 'loglikelihood': 49.0892854130597, 'aic': -90.1785708261194, 'bic': np.float64(-86.00048107522571)}, 2940: {'params': mu         -2.916549
omega       0.000200
alpha[1]    0.614823
beta[1]     0.144669
Name: params, dtype: float64, 'loglikelihood': 46.59157727636096, 'aic': -85.18315455272192, 'bic': np.float64(-81.00506480182823)}, 2945: {'params': mu         -2.915046e+00
omega       8.751593e-05
alpha[1]    1.000000e+00
beta[1]     4.419421e-19
Name: params, dtype: float64, 'loglikelihood': 41.49488034724127, 'aic': -74.98976069448254, 'bic': np.float64(-70.81167094358885)}, 2950: {'params': mu         -3.026624
omega       0.000081
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 36.74961233648155, 'aic': -65.4992246729631, 'bic': np.float64(-61.321134922069405)}, 2955: {'params': mu         -3.029071e+00
omega       7.295408e-05
alpha[1]    1.000000e+00
beta[1]     1.287662e-10
Name: params, dtype: float64, 'loglikelihood': 45.253753973784214, 'aic': -82.50750794756843, 'bic': np.float64(-78.32941819667474)}, 2960: {'params': mu         -3.022659e+00
omega       1.519075e-04
alpha[1]    1.457460e-08
beta[1]     6.791873e-01
Name: params, dtype: float64, 'loglikelihood': 48.93535729365464, 'aic': -89.87071458730928, 'bic': np.float64(-85.69262483641559)}, 2965: {'params': mu         -3.026219
omega       0.000123
alpha[1]    0.339408
beta[1]     0.660592
Name: params, dtype: float64, 'loglikelihood': 42.95533502191614, 'aic': -77.91067004383228, 'bic': np.float64(-73.7325802929386)}, 2970: {'params': mu         -3.009851e+00
omega       7.762850e-04
alpha[1]    2.311746e-01
beta[1]     3.872019e-13
Name: params, dtype: float64, 'loglikelihood': 43.06839280486236, 'aic': -78.13678560972473, 'bic': np.float64(-73.95869585883104)}, 2975: {'params': mu         -2.990281e+00
omega       3.928882e-04
alpha[1]    1.000000e+00
beta[1]     6.886978e-13
Name: params, dtype: float64, 'loglikelihood': 35.68220262594774, 'aic': -63.36440525189548, 'bic': np.float64(-59.186315501001786)}, 2980: {'params': mu         -2.931586e+00
omega       7.403776e-05
alpha[1]    1.303945e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 24.789438302460994, 'aic': -41.57887660492199, 'bic': np.float64(-37.4007868540283)}, 2985: {'params': mu         -2.872335
omega       0.000090
alpha[1]    0.812730
beta[1]     0.120528
Name: params, dtype: float64, 'loglikelihood': 39.497197100397685, 'aic': -70.99439420079537, 'bic': np.float64(-66.81630444990168)}, 2990: {'params': mu         -2.879496e+00
omega       3.515128e-05
alpha[1]    2.435948e-16
beta[1]     8.426679e-01
Name: params, dtype: float64, 'loglikelihood': 42.592083437119165, 'aic': -77.18416687423833, 'bic': np.float64(-73.00607712334464)}, 2995: {'params': mu         -2.876777
omega       0.000087
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 51.52916764609108, 'aic': -95.05833529218216, 'bic': np.float64(-90.88024554128847)}, 3000: {'params': mu         -2.875551
omega       0.000178
alpha[1]    0.725652
beta[1]     0.099303
Name: params, dtype: float64, 'loglikelihood': 46.079735371452294, 'aic': -84.15947074290459, 'bic': np.float64(-79.9813809920109)}, 3005: {'params': mu         -2.846087e+00
omega       4.870018e-04
alpha[1]    5.789940e-01
beta[1]     3.114864e-09
Name: params, dtype: float64, 'loglikelihood': 42.61995150065338, 'aic': -77.23990300130676, 'bic': np.float64(-73.06181325041307)}, 3010: {'params': mu         -2.850527
omega       0.000480
alpha[1]    0.953899
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 38.47902480757204, 'aic': -68.95804961514408, 'bic': np.float64(-64.77995986425039)}, 3015: {'params': mu         -2.851147
omega       0.000681
alpha[1]    0.999855
beta[1]     0.000133
Name: params, dtype: float64, 'loglikelihood': 28.563325626871077, 'aic': -49.12665125374215, 'bic': np.float64(-44.94856150284846)}, 3020: {'params': mu         -3.026188
omega       0.000341
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 26.243501605716677, 'aic': -44.487003211433354, 'bic': np.float64(-40.308913460539664)}, 3025: {'params': mu         -3.026053e+00
omega       6.514485e-04
alpha[1]    9.999992e-01
beta[1]     7.888734e-07
Name: params, dtype: float64, 'loglikelihood': 26.558559089945852, 'aic': -45.117118179891705, 'bic': np.float64(-40.939028428998014)}, 3030: {'params': mu         -3.058383
omega       0.001475
alpha[1]    0.649441
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.460913086726972, 'aic': -50.921826173453944, 'bic': np.float64(-46.743736422560254)}, 3035: {'params': mu         -3.139795
omega       0.000277
alpha[1]    0.959246
beta[1]     0.015150
Name: params, dtype: float64, 'loglikelihood': 38.51052706802282, 'aic': -69.02105413604563, 'bic': np.float64(-64.84296438515194)}, 3040: {'params': mu         -3.143761e+00
omega       3.028667e-04
alpha[1]    1.000000e+00
beta[1]     1.636642e-09
Name: params, dtype: float64, 'loglikelihood': 34.04313612985647, 'aic': -60.08627225971294, 'bic': np.float64(-55.90818250881925)}, 3045: {'params': mu         -3.138864e+00
omega       7.209375e-04
alpha[1]    9.999997e-01
beta[1]     2.825847e-08
Name: params, dtype: float64, 'loglikelihood': 23.927728002486774, 'aic': -39.85545600497355, 'bic': np.float64(-35.67736625407986)}, 3050: {'params': mu         -3.137533
omega       0.001522
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.09766958625068, 'aic': -36.19533917250136, 'bic': np.float64(-32.01724942160767)}, 3055: {'params': mu         -3.151647
omega       0.002449
alpha[1]    0.998402
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 16.721958886762057, 'aic': -25.443917773524113, 'bic': np.float64(-21.265828022630423)}, 3060: {'params': mu         -3.231890
omega       0.000246
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.244065585456195, 'aic': -36.48813117091239, 'bic': np.float64(-32.3100414200187)}, 3065: {'params': mu         -3.294596
omega       0.000255
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 30.029175377782366, 'aic': -52.05835075556473, 'bic': np.float64(-47.88026100467104)}, 3070: {'params': mu         -3.298800
omega       0.000281
alpha[1]    1.000000
beta[1]     0.000001
Name: params, dtype: float64, 'loglikelihood': 34.0148608196118, 'aic': -60.029721639223595, 'bic': np.float64(-55.851631888329905)}, 3075: {'params': mu         -3.377545
omega       0.000411
alpha[1]    0.421334
beta[1]     0.339856
Name: params, dtype: float64, 'loglikelihood': 39.02309483538081, 'aic': -70.04618967076162, 'bic': np.float64(-65.86809991986793)}, 3080: {'params': mu         -3.386755
omega       0.000037
alpha[1]    0.888135
beta[1]     0.111865
Name: params, dtype: float64, 'loglikelihood': 47.75750463889396, 'aic': -87.51500927778793, 'bic': np.float64(-83.33691952689423)}, 3085: {'params': mu         -3.415145e+00
omega       3.130560e-05
alpha[1]    1.000000e+00
beta[1]     1.577404e-08
Name: params, dtype: float64, 'loglikelihood': 56.06198199641523, 'aic': -104.12396399283045, 'bic': np.float64(-99.94587424193676)}, 3090: {'params': mu         -3.422182
omega       0.000166
alpha[1]    0.402100
beta[1]     0.224206
Name: params, dtype: float64, 'loglikelihood': 55.30325508120136, 'aic': -102.60651016240271, 'bic': np.float64(-98.42842041150902)}, 3095: {'params': mu         -3.432933
omega       0.000030
alpha[1]    0.005473
beta[1]     0.813379
Name: params, dtype: float64, 'loglikelihood': 60.50903142759697, 'aic': -113.01806285519395, 'bic': np.float64(-108.83997310430026)}, 3100: {'params': mu         -3.436328e+00
omega       7.666306e-05
alpha[1]    1.000000e+00
beta[1]     7.906461e-14
Name: params, dtype: float64, 'loglikelihood': 57.360477250459645, 'aic': -106.72095450091929, 'bic': np.float64(-102.5428647500256)}, 3105: {'params': mu         -3.439996
omega       0.000082
alpha[1]    0.659363
beta[1]     0.207983
Name: params, dtype: float64, 'loglikelihood': 53.99728155782437, 'aic': -99.99456311564875, 'bic': np.float64(-95.81647336475505)}, 3110: {'params': mu         -3.444740
omega       0.000100
alpha[1]    0.799126
beta[1]     0.000149
Name: params, dtype: float64, 'loglikelihood': 54.91671382595606, 'aic': -101.83342765191212, 'bic': np.float64(-97.65533790101843)}, 3115: {'params': mu         -3.446773
omega       0.000169
alpha[1]    0.560900
beta[1]     0.274438
Name: params, dtype: float64, 'loglikelihood': 45.37136170445018, 'aic': -82.74272340890036, 'bic': np.float64(-78.56463365800667)}, 3120: {'params': mu         -3.437588e+00
omega       4.443290e-04
alpha[1]    1.000000e+00
beta[1]     1.867746e-12
Name: params, dtype: float64, 'loglikelihood': 43.712217828126356, 'aic': -79.42443565625271, 'bic': np.float64(-75.24634590535902)}, 3125: {'params': mu         -3.437596
omega       0.000553
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.74389930800991, 'aic': -61.487798616019816, 'bic': np.float64(-57.309708865126126)}, 3130: {'params': mu         -3.298586
omega       0.000125
alpha[1]    0.930387
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 31.30054553618435, 'aic': -54.6010910723687, 'bic': np.float64(-50.42300132147501)}, 3135: {'params': mu         -3.290538
omega       0.000156
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.868666585691756, 'aic': -61.73733317138351, 'bic': np.float64(-57.55924342048982)}, 3140: {'params': mu         -3.287557
omega       0.000154
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 39.461474296746104, 'aic': -70.92294859349221, 'bic': np.float64(-66.74485884259852)}, 3145: {'params': mu         -3.220607
omega       0.000298
alpha[1]    0.445169
beta[1]     0.315950
Name: params, dtype: float64, 'loglikelihood': 42.26830024009393, 'aic': -76.53660048018786, 'bic': np.float64(-72.35851072929417)}, 3150: {'params': mu         -3.225429e+00
omega       6.146863e-05
alpha[1]    1.000000e+00
beta[1]     1.927455e-09
Name: params, dtype: float64, 'loglikelihood': 49.71257190217442, 'aic': -91.42514380434883, 'bic': np.float64(-87.24705405345514)}, 3155: {'params': mu         -3.227955
omega       0.000146
alpha[1]    0.773477
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 51.91295086681489, 'aic': -95.82590173362978, 'bic': np.float64(-91.64781198273609)}, 3160: {'params': mu         -3.214542e+00
omega       2.565005e-05
alpha[1]    1.384528e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 42.45113315618986, 'aic': -76.90226631237972, 'bic': np.float64(-72.72417656148603)}, 3165: {'params': mu         -3.243562
omega       0.000559
alpha[1]    0.352385
beta[1]     0.242932
Name: params, dtype: float64, 'loglikelihood': 41.48570187806281, 'aic': -74.97140375612562, 'bic': np.float64(-70.79331400523193)}, 3170: {'params': mu         -3.259791
omega       0.001023
alpha[1]    0.280191
beta[1]     0.269928
Name: params, dtype: float64, 'loglikelihood': 35.71897697772136, 'aic': -63.43795395544272, 'bic': np.float64(-59.25986420454903)}, 3175: {'params': mu         -3.290985
omega       0.000406
alpha[1]    0.988454
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.348285426994856, 'aic': -60.69657085398971, 'bic': np.float64(-56.51848110309602)}, 3180: {'params': mu         -3.350219
omega       0.000140
alpha[1]    0.936136
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 41.81536647609502, 'aic': -75.63073295219004, 'bic': np.float64(-71.45264320129635)}, 3185: {'params': mu         -3.348697
omega       0.000351
alpha[1]    0.345058
beta[1]     0.245616
Name: params, dtype: float64, 'loglikelihood': 46.26191024804979, 'aic': -84.52382049609957, 'bic': np.float64(-80.34573074520588)}, 3190: {'params': mu         -3.353010
omega       0.000054
alpha[1]    0.957429
beta[1]     0.042571
Name: params, dtype: float64, 'loglikelihood': 49.53462404542681, 'aic': -91.06924809085362, 'bic': np.float64(-86.89115833995993)}, 3195: {'params': mu         -3.413389
omega       0.000084
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 43.78878900201898, 'aic': -79.57757800403796, 'bic': np.float64(-75.39948825314427)}, 3200: {'params': mu         -3.435896
omega       0.000024
alpha[1]    0.982784
beta[1]     0.001475
Name: params, dtype: float64, 'loglikelihood': 50.17828989133581, 'aic': -92.35657978267162, 'bic': np.float64(-88.17849003177793)}, 3205: {'params': mu         -3.421073
omega       0.000134
alpha[1]    0.686500
beta[1]     0.094433
Name: params, dtype: float64, 'loglikelihood': 52.6036496334511, 'aic': -97.2072992669022, 'bic': np.float64(-93.0292095160085)}, 3210: {'params': mu         -3.387949
omega       0.000246
alpha[1]    0.626940
beta[1]     0.000089
Name: params, dtype: float64, 'loglikelihood': 48.03089547442639, 'aic': -88.06179094885277, 'bic': np.float64(-83.88370119795908)}, 3215: {'params': mu         -3.391153
omega       0.000156
alpha[1]    0.199994
beta[1]     0.499986
Name: params, dtype: float64, 'loglikelihood': 52.09054430942671, 'aic': -96.18108861885342, 'bic': np.float64(-92.00299886795973)}, 3220: {'params': mu         -3.380779e+00
omega       4.702700e-05
alpha[1]    8.273294e-01
beta[1]     1.152353e-14
Name: params, dtype: float64, 'loglikelihood': 65.26142043472541, 'aic': -122.52284086945082, 'bic': np.float64(-118.34475111855713)}, 3225: {'params': mu         -3.381836
omega       0.000021
alpha[1]    0.010000
beta[1]     0.890001
Name: params, dtype: float64, 'loglikelihood': 59.0868438073859, 'aic': -110.1736876147718, 'bic': np.float64(-105.9955978638781)}, 3230: {'params': mu         -3.384840
omega       0.000075
alpha[1]    0.267051
beta[1]     0.389600
Name: params, dtype: float64, 'loglikelihood': 59.00123795289265, 'aic': -110.0024759057853, 'bic': np.float64(-105.82438615489161)}, 3235: {'params': mu         -3.382597
omega       0.000133
alpha[1]    0.402266
beta[1]     0.548911
Name: params, dtype: float64, 'loglikelihood': 47.90904382881987, 'aic': -87.81808765763974, 'bic': np.float64(-83.63999790674605)}, 3240: {'params': mu         -3.397927
omega       0.000342
alpha[1]    0.010000
beta[1]     0.489987
Name: params, dtype: float64, 'loglikelihood': 46.70323565382167, 'aic': -85.40647130764334, 'bic': np.float64(-81.22838155674965)}, 3245: {'params': mu         -3.413184
omega       0.000002
alpha[1]    0.000111
beta[1]     0.978585
Name: params, dtype: float64, 'loglikelihood': 47.74188139793404, 'aic': -87.48376279586807, 'bic': np.float64(-83.30567304497438)}, 3250: {'params': mu         -3.417529
omega       0.000010
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 47.26254947284723, 'aic': -86.52509894569447, 'bic': np.float64(-82.34700919480078)}, 3255: {'params': mu         -3.413519
omega       0.000296
alpha[1]    0.835770
beta[1]     0.164230
Name: params, dtype: float64, 'loglikelihood': 38.574659869902504, 'aic': -69.14931973980501, 'bic': np.float64(-64.97122998891132)}, 3260: {'params': mu         -3.332262
omega       0.000167
alpha[1]    0.999675
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 32.94511445200676, 'aic': -57.890228904013526, 'bic': np.float64(-53.712139153119836)}, 3265: {'params': mu         -3.331942
omega       0.000158
alpha[1]    0.931455
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 42.432639596808635, 'aic': -76.86527919361727, 'bic': np.float64(-72.68718944272358)}, 3270: {'params': mu         -3.318851e+00
omega       5.591522e-04
alpha[1]    5.155507e-01
beta[1]     2.418852e-07
Name: params, dtype: float64, 'loglikelihood': 43.717767343448294, 'aic': -79.43553468689659, 'bic': np.float64(-75.2574449360029)}, 3275: {'params': mu         -3.315631
omega       0.000286
alpha[1]    0.419648
beta[1]     0.580352
Name: params, dtype: float64, 'loglikelihood': 35.865163945157825, 'aic': -63.73032789031565, 'bic': np.float64(-59.55223813942196)}, 3280: {'params': mu         -3.25918
omega       0.00039
alpha[1]    1.00000
beta[1]     0.00000
Name: params, dtype: float64, 'loglikelihood': 28.781616435295646, 'aic': -49.56323287059129, 'bic': np.float64(-45.3851431196976)}, 3285: {'params': mu         -3.182272
omega       0.000252
alpha[1]    0.982130
beta[1]     0.017870
Name: params, dtype: float64, 'loglikelihood': 31.83135630194008, 'aic': -55.66271260388016, 'bic': np.float64(-51.48462285298647)}, 3290: {'params': mu         -3.205356
omega       0.000780
alpha[1]    0.675055
beta[1]     0.010566
Name: params, dtype: float64, 'loglikelihood': 36.732627279733244, 'aic': -65.46525455946649, 'bic': np.float64(-61.2871648085728)}, 3295: {'params': mu         -3.196287e+00
omega       6.633718e-04
alpha[1]    9.594486e-01
beta[1]     2.137359e-07
Name: params, dtype: float64, 'loglikelihood': 33.57266227269723, 'aic': -59.14532454539446, 'bic': np.float64(-54.96723479450077)}, 3300: {'params': mu         -3.219467e+00
omega       6.002667e-04
alpha[1]    9.852991e-01
beta[1]     1.306545e-13
Name: params, dtype: float64, 'loglikelihood': 28.623236383141762, 'aic': -49.246472766283524, 'bic': np.float64(-45.068383015389834)}, 3305: {'params': mu         -3.338061
omega       0.000231
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 36.71765315692225, 'aic': -65.4353063138445, 'bic': np.float64(-61.257216562950816)}, 3310: {'params': mu         -3.338602
omega       0.000205
alpha[1]    0.780334
beta[1]     0.219666
Name: params, dtype: float64, 'loglikelihood': 39.34377305895499, 'aic': -70.68754611790997, 'bic': np.float64(-66.50945636701628)}, 3315: {'params': mu         -3.364002
omega       0.000031
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 37.43973586306945, 'aic': -66.8794717261389, 'bic': np.float64(-62.70138197524521)}, 3320: {'params': mu         -3.376855e+00
omega       1.611176e-11
alpha[1]    0.000000e+00
beta[1]     9.734093e-01
Name: params, dtype: float64, 'loglikelihood': 38.11007484072837, 'aic': -68.22014968145675, 'bic': np.float64(-64.04205993056306)}, 3325: {'params': mu         -3.395646
omega       0.000739
alpha[1]    0.999983
beta[1]     0.000010
Name: params, dtype: float64, 'loglikelihood': 31.57531201852774, 'aic': -55.15062403705548, 'bic': np.float64(-50.97253428616179)}, 3330: {'params': mu         -3.388326e+00
omega       9.474553e-04
alpha[1]    1.000000e+00
beta[1]     1.297954e-09
Name: params, dtype: float64, 'loglikelihood': 30.921255401179078, 'aic': -53.842510802358156, 'bic': np.float64(-49.664421051464466)}, 3335: {'params': mu         -3.373972e+00
omega       2.447767e-03
alpha[1]    5.624897e-01
beta[1]     7.854687e-10
Name: params, dtype: float64, 'loglikelihood': 26.964229762147653, 'aic': -45.928459524295306, 'bic': np.float64(-41.750369773401616)}, 3340: {'params': mu         -3.313935
omega       0.002130
alpha[1]    0.637451
beta[1]     0.362549
Name: params, dtype: float64, 'loglikelihood': 14.914317254880654, 'aic': -21.828634509761308, 'bic': np.float64(-17.650544758867618)}, 3345: {'params': mu         -3.339036
omega       0.003213
alpha[1]    0.662917
beta[1]     0.337083
Name: params, dtype: float64, 'loglikelihood': 8.018428918490416, 'aic': -8.036857836980833, 'bic': np.float64(-3.8587680860871405)}, 3350: {'params': mu         -3.064301e+00
omega       1.705328e-03
alpha[1]    1.000000e+00
beta[1]     2.182185e-10
Name: params, dtype: float64, 'loglikelihood': 11.87438677896983, 'aic': -15.74877355793966, 'bic': np.float64(-11.570683807045969)}, 3355: {'params': mu         -2.922147
omega       0.000359
alpha[1]    0.999997
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 19.762521150862728, 'aic': -31.525042301725456, 'bic': np.float64(-27.346952550831766)}, 3360: {'params': mu         -2.917961e+00
omega       4.139468e-04
alpha[1]    1.000000e+00
beta[1]     2.018667e-15
Name: params, dtype: float64, 'loglikelihood': 31.473455578527812, 'aic': -54.946911157055624, 'bic': np.float64(-50.76882140616193)}, 3365: {'params': mu         -2.910273e+00
omega       5.857115e-04
alpha[1]    7.991395e-01
beta[1]     8.804979e-07
Name: params, dtype: float64, 'loglikelihood': 38.36408820019315, 'aic': -68.7281764003863, 'bic': np.float64(-64.55008664949261)}, 3370: {'params': mu         -2.894033
omega       0.000655
alpha[1]    0.644586
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 39.325276862467064, 'aic': -70.65055372493413, 'bic': np.float64(-66.47246397404044)}, 3375: {'params': mu         -2.877534
omega       0.000374
alpha[1]    0.710016
beta[1]     0.289984
Name: params, dtype: float64, 'loglikelihood': 33.67995339158022, 'aic': -59.35990678316044, 'bic': np.float64(-55.18181703226675)}, 3380: {'params': mu         -2.814254
omega       0.000255
alpha[1]    0.998026
beta[1]     0.001234
Name: params, dtype: float64, 'loglikelihood': 33.62721338927623, 'aic': -59.25442677855246, 'bic': np.float64(-55.07633702765877)}, 3385: {'params': mu         -2.744660
omega       0.000192
alpha[1]    0.665576
beta[1]     0.178150
Name: params, dtype: float64, 'loglikelihood': 42.27675574387367, 'aic': -76.55351148774734, 'bic': np.float64(-72.37542173685365)}, 3390: {'params': mu         -2.742486
omega       0.000098
alpha[1]    0.846526
beta[1]     0.054736
Name: params, dtype: float64, 'loglikelihood': 48.816154256018834, 'aic': -89.63230851203767, 'bic': np.float64(-85.45421876114398)}, 3395: {'params': mu         -2.740844
omega       0.000107
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 51.964626557638404, 'aic': -95.92925311527681, 'bic': np.float64(-91.75116336438312)}, 3400: {'params': mu         -2.734718
omega       0.000581
alpha[1]    0.999983
beta[1]     0.000021
Name: params, dtype: float64, 'loglikelihood': 37.78835179460603, 'aic': -67.57670358921206, 'bic': np.float64(-63.39861383831837)}, 3405: {'params': mu         -2.748015
omega       0.001232
alpha[1]    0.598893
beta[1]     0.003455
Name: params, dtype: float64, 'loglikelihood': 33.24456653660344, 'aic': -58.48913307320689, 'bic': np.float64(-54.311043322313196)}, 3410: {'params': mu         -2.765096e+00
omega       1.390699e-03
alpha[1]    8.870100e-01
beta[1]     5.314566e-07
Name: params, dtype: float64, 'loglikelihood': 27.52489372617418, 'aic': -47.04978745234836, 'bic': np.float64(-42.87169770145467)}, 3415: {'params': mu         -2.806422
omega       0.000974
alpha[1]    0.746137
beta[1]     0.089998
Name: params, dtype: float64, 'loglikelihood': 31.15061579612603, 'aic': -54.30123159225206, 'bic': np.float64(-50.12314184135837)}, 3420: {'params': mu         -2.801692e+00
omega       4.062606e-04
alpha[1]    1.000000e+00
beta[1]     3.941939e-10
Name: params, dtype: float64, 'loglikelihood': 39.31966295004397, 'aic': -70.63932590008794, 'bic': np.float64(-66.46123614919425)}, 3425: {'params': mu         -2.800973
omega       0.000576
alpha[1]    0.999986
beta[1]     0.000015
Name: params, dtype: float64, 'loglikelihood': 32.87487747476413, 'aic': -57.74975494952827, 'bic': np.float64(-53.57166519863458)}, 3430: {'params': mu         -2.690185
omega       0.000166
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 33.62898396411829, 'aic': -59.25796792823658, 'bic': np.float64(-55.07987817734289)}, 3435: {'params': mu         -2.690459e+00
omega       2.292919e-04
alpha[1]    9.999997e-01
beta[1]     1.277249e-07
Name: params, dtype: float64, 'loglikelihood': 36.42588531532813, 'aic': -64.85177063065626, 'bic': np.float64(-60.67368087976257)}, 3440: {'params': mu         -2.694818
omega       0.000785
alpha[1]    0.630898
beta[1]     0.136828
Name: params, dtype: float64, 'loglikelihood': 34.604382262936596, 'aic': -61.20876452587319, 'bic': np.float64(-57.0306747749795)}, 3445: {'params': mu         -2.684853
omega       0.000570
alpha[1]    0.885494
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 33.729374807177614, 'aic': -59.45874961435523, 'bic': np.float64(-55.28065986346154)}, 3450: {'params': mu         -2.678055e+00
omega       4.492760e-04
alpha[1]    1.000000e+00
beta[1]     1.407925e-08
Name: params, dtype: float64, 'loglikelihood': 26.748389521462368, 'aic': -45.496779042924736, 'bic': np.float64(-41.318689292031046)}, 3455: {'params': mu         -2.621028
omega       0.000745
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.046056049548564, 'aic': -42.09211209909713, 'bic': np.float64(-37.91402234820344)}, 3460: {'params': mu         -2.616497e+00
omega       6.051301e-04
alpha[1]    1.000000e+00
beta[1]     1.846163e-10
Name: params, dtype: float64, 'loglikelihood': 26.703628340941126, 'aic': -45.40725668188225, 'bic': np.float64(-41.22916693098856)}, 3465: {'params': mu         -2.444622e+00
omega       5.734056e-05
alpha[1]    9.999999e-01
beta[1]     1.160911e-07
Name: params, dtype: float64, 'loglikelihood': 37.17231986233297, 'aic': -66.34463972466594, 'bic': np.float64(-62.16654997377225)}, 3470: {'params': mu         -2.445062
omega       0.000006
alpha[1]    0.980588
beta[1]     0.002682
Name: params, dtype: float64, 'loglikelihood': 51.95607688450209, 'aic': -95.91215376900418, 'bic': np.float64(-91.73406401811049)}, 3475: {'params': mu         -2.443316
omega       0.000238
alpha[1]    0.833745
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 51.45807636699783, 'aic': -94.91615273399566, 'bic': np.float64(-90.73806298310197)}, 3480: {'params': mu         -2.429384
omega       0.000162
alpha[1]    0.620182
beta[1]     0.219195
Name: params, dtype: float64, 'loglikelihood': 47.021123208339866, 'aic': -86.04224641667973, 'bic': np.float64(-81.86415666578604)}, 3485: {'params': mu         -2.407583
omega       0.000021
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 42.009891787783815, 'aic': -76.01978357556763, 'bic': np.float64(-71.84169382467394)}, 3490: {'params': mu         -2.388429
omega       0.000718
alpha[1]    0.100187
beta[1]     0.399987
Name: params, dtype: float64, 'loglikelihood': 39.04494526119057, 'aic': -70.08989052238114, 'bic': np.float64(-65.91180077148745)}, 3495: {'params': mu         -2.375040
omega       0.000833
alpha[1]    0.964978
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 32.713643725948174, 'aic': -57.42728745189635, 'bic': np.float64(-53.24919770100266)}, 3500: {'params': mu         -2.217882
omega       0.000054
alpha[1]    0.896237
beta[1]     0.053522
Name: params, dtype: float64, 'loglikelihood': 34.416210696738084, 'aic': -60.83242139347617, 'bic': np.float64(-56.65433164258248)}, 3505: {'params': mu         -2.222194
omega       0.000174
alpha[1]    0.924728
beta[1]     0.075272
Name: params, dtype: float64, 'loglikelihood': 38.852354569628176, 'aic': -69.70470913925635, 'bic': np.float64(-65.52661938836266)}, 3510: {'params': mu         -2.220162e+00
omega       6.412461e-05
alpha[1]    6.489080e-16
beta[1]     7.252665e-01
Name: params, dtype: float64, 'loglikelihood': 51.38410144138582, 'aic': -94.76820288277165, 'bic': np.float64(-90.59011313187796)}, 3515: {'params': mu         -2.213526
omega       0.000218
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 49.83149015883701, 'aic': -91.66298031767403, 'bic': np.float64(-87.48489056678034)}, 3520: {'params': mu         -2.163917
omega       0.000036
alpha[1]    0.993852
beta[1]     0.003977
Name: params, dtype: float64, 'loglikelihood': 50.232413340285966, 'aic': -92.46482668057193, 'bic': np.float64(-88.28673692967824)}, 3525: {'params': mu         -2.164194
omega       0.000173
alpha[1]    0.509586
beta[1]     0.099972
Name: params, dtype: float64, 'loglikelihood': 53.91922063518643, 'aic': -99.83844127037285, 'bic': np.float64(-95.66035151947916)}, 3530: {'params': mu         -2.163009
omega       0.000040
alpha[1]    0.010000
beta[1]     0.689990
Name: params, dtype: float64, 'loglikelihood': 64.07049221160995, 'aic': -120.14098442321989, 'bic': np.float64(-115.9628946723262)}, 3535: {'params': mu         -2.161475e+00
omega       1.225754e-04
alpha[1]    6.163763e-01
beta[1]     1.904502e-16
Name: params, dtype: float64, 'loglikelihood': 58.484332239543924, 'aic': -108.96866447908785, 'bic': np.float64(-104.79057472819416)}, 3540: {'params': mu         -2.160971e+00
omega       1.509129e-04
alpha[1]    9.999997e-01
beta[1]     2.594868e-07
Name: params, dtype: float64, 'loglikelihood': 48.56516861337848, 'aic': -89.13033722675696, 'bic': np.float64(-84.95224747586327)}, 3545: {'params': mu         -2.201256e+00
omega       9.173768e-05
alpha[1]    1.000000e+00
beta[1]     2.299400e-13
Name: params, dtype: float64, 'loglikelihood': 44.88099607780852, 'aic': -81.76199215561704, 'bic': np.float64(-77.58390240472335)}, 3550: {'params': mu         -2.202704e+00
omega       1.270580e-04
alpha[1]    9.961856e-01
beta[1]     1.651821e-11
Name: params, dtype: float64, 'loglikelihood': 48.28516182864995, 'aic': -88.5703236572999, 'bic': np.float64(-84.3922339064062)}, 3555: {'params': mu         -2.199985
omega       0.000281
alpha[1]    0.572589
beta[1]     0.397090
Name: params, dtype: float64, 'loglikelihood': 43.87179944156664, 'aic': -79.74359888313327, 'bic': np.float64(-75.56550913223958)}, 3560: {'params': mu         -2.186849e+00
omega       5.564481e-04
alpha[1]    7.448201e-01
beta[1]     4.023025e-16
Name: params, dtype: float64, 'loglikelihood': 38.23199951818115, 'aic': -68.4639990363623, 'bic': np.float64(-64.2859092854686)}, 3565: {'params': mu         -2.113305
omega       0.000421
alpha[1]    0.772996
beta[1]     0.085111
Name: params, dtype: float64, 'loglikelihood': 38.28923386842373, 'aic': -68.57846773684746, 'bic': np.float64(-64.40037798595377)}, 3570: {'params': mu         -2.110488
omega       0.000224
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 35.94008490198552, 'aic': -63.88016980397104, 'bic': np.float64(-59.70208005307735)}, 3575: {'params': mu         -2.109208
omega       0.000261
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 27.687625089788135, 'aic': -47.37525017957627, 'bic': np.float64(-43.19716042868258)}, 3580: {'params': mu         -2.248759
omega       0.001282
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 17.755504437526294, 'aic': -27.51100887505259, 'bic': np.float64(-23.3329191241589)}, 3585: {'params': mu         -2.468022
omega       0.000559
alpha[1]    0.873779
beta[1]     0.061925
Name: params, dtype: float64, 'loglikelihood': 24.714421937464323, 'aic': -41.428843874928646, 'bic': np.float64(-37.250754124034955)}, 3590: {'params': mu         -2.474626
omega       0.000194
alpha[1]    0.999995
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 38.68581494208511, 'aic': -69.37162988417022, 'bic': np.float64(-65.19354013327653)}, 3595: {'params': mu         -2.472189
omega       0.000097
alpha[1]    0.000000
beta[1]     0.746447
Name: params, dtype: float64, 'loglikelihood': 48.861189634198105, 'aic': -89.72237926839621, 'bic': np.float64(-85.54428951750252)}, 3600: {'params': mu         -2.474231e+00
omega       2.821844e-04
alpha[1]    4.396334e-01
beta[1]     5.438405e-12
Name: params, dtype: float64, 'loglikelihood': 52.11483755520981, 'aic': -96.22967511041962, 'bic': np.float64(-92.05158535952593)}, 3605: {'params': mu         -2.471454
omega       0.000268
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.84008456862877, 'aic': -73.68016913725754, 'bic': np.float64(-69.50207938636385)}, 3610: {'params': mu         -2.465482
omega       0.000204
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 30.460287208280697, 'aic': -52.920574416561394, 'bic': np.float64(-48.7424846656677)}, 3615: {'params': mu         -2.381649
omega       0.000886
alpha[1]    0.697583
beta[1]     0.302417
Name: params, dtype: float64, 'loglikelihood': 25.751008425737222, 'aic': -43.502016851474444, 'bic': np.float64(-39.323927100580754)}, 3620: {'params': mu         -2.380806
omega       0.000718
alpha[1]    0.812322
beta[1]     0.187678
Name: params, dtype: float64, 'loglikelihood': 29.164990210716415, 'aic': -50.32998042143283, 'bic': np.float64(-46.15189067053914)}, 3625: {'params': mu         -2.407675
omega       0.000454
alpha[1]    0.895791
beta[1]     0.104209
Name: params, dtype: float64, 'loglikelihood': 27.916309171314182, 'aic': -47.832618342628365, 'bic': np.float64(-43.654528591734675)}, 3630: {'params': mu         -2.403557
omega       0.003313
alpha[1]    0.009997
beta[1]     0.490008
Name: params, dtype: float64, 'loglikelihood': 22.89184754990278, 'aic': -37.78369509980556, 'bic': np.float64(-33.60560534891187)}, 3635: {'params': mu         -2.384166e+00
omega       5.405890e-03
alpha[1]    6.912140e-01
beta[1]     1.093450e-12
Name: params, dtype: float64, 'loglikelihood': 17.568757362231835, 'aic': -27.13751472446367, 'bic': np.float64(-22.95942497356998)}, 3640: {'params': mu         -2.166804
omega       0.000570
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 18.865226840328102, 'aic': -29.730453680656204, 'bic': np.float64(-25.552363929762514)}, 3645: {'params': mu         -2.066278e+00
omega       1.557995e-04
alpha[1]    9.999996e-01
beta[1]     1.642291e-07
Name: params, dtype: float64, 'loglikelihood': 25.845805262676148, 'aic': -43.691610525352296, 'bic': np.float64(-39.513520774458605)}, 3650: {'params': mu         -2.066678
omega       0.000386
alpha[1]    0.839594
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 38.58048908316657, 'aic': -69.16097816633314, 'bic': np.float64(-64.98288841543945)}, 3655: {'params': mu         -2.064730
omega       0.000376
alpha[1]    0.999999
beta[1]     0.000003
Name: params, dtype: float64, 'loglikelihood': 38.94301268864912, 'aic': -69.88602537729824, 'bic': np.float64(-65.70793562640455)}, 3660: {'params': mu         -2.105984e+00
omega       1.748114e-03
alpha[1]    2.434107e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 6.67245345585036, 'aic': -5.34490691170072, 'bic': np.float64(-1.1668171608070281)}, 3665: {'params': mu         -2.112510
omega       0.042934
alpha[1]    0.778429
beta[1]     0.109224
Name: params, dtype: float64, 'loglikelihood': -3.0999970190000834, 'aic': 14.199994038000167, 'bic': np.float64(18.37808378889386)}, 3670: {'params': mu         -2.106499e+00
omega       7.579631e-02
alpha[1]    9.307291e-01
beta[1]     1.726281e-15
Name: params, dtype: float64, 'loglikelihood': -13.767920154593469, 'aic': 35.53584030918694, 'bic': np.float64(39.71393006008063)}, 3675: {'params': mu         -2.066356e+00
omega       1.454584e-01
alpha[1]    8.974706e-01
beta[1]     3.221345e-15
Name: params, dtype: float64, 'loglikelihood': -24.76529401454565, 'aic': 57.5305880290913, 'bic': np.float64(61.70867777998499)}, 3680: {'params': mu         -0.301576
omega       0.007417
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -17.02677978983979, 'aic': 42.05355957967958, 'bic': np.float64(46.23164933057327)}, 3685: {'params': mu         -2.552259e-01
omega       7.682169e-03
alpha[1]    1.000000e+00
beta[1]     3.599673e-10
Name: params, dtype: float64, 'loglikelihood': -8.08089311603899, 'aic': 24.16178623207798, 'bic': np.float64(28.33987598297167)}, 3690: {'params': mu          1.860123e-01
omega       6.218725e-04
alpha[1]    1.000000e+00
beta[1]     5.479806e-09
Name: params, dtype: float64, 'loglikelihood': 16.76394874548629, 'aic': -25.527897490972578, 'bic': np.float64(-21.349807740078887)}, 3695: {'params': mu          0.194484
omega       0.000523
alpha[1]    0.865663
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.05324199852184, 'aic': -60.10648399704368, 'bic': np.float64(-55.92839424614999)}, 3700: {'params': mu          1.920284e-01
omega       1.336744e-05
alpha[1]    7.371056e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 48.72940568148518, 'aic': -89.45881136297037, 'bic': np.float64(-85.28072161207668)}, 3705: {'params': mu          0.196674
omega       0.000013
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 44.54252317332611, 'aic': -81.08504634665222, 'bic': np.float64(-76.90695659575853)}, 3710: {'params': mu          0.197400
omega       0.000908
alpha[1]    0.434274
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.022237009498745, 'aic': -72.04447401899749, 'bic': np.float64(-67.8663842681038)}, 3715: {'params': mu          1.890087e-01
omega       1.167654e-03
alpha[1]    7.984601e-01
beta[1]     1.269859e-11
Name: params, dtype: float64, 'loglikelihood': 33.638726648904644, 'aic': -59.27745329780929, 'bic': np.float64(-55.0993635469156)}, 3720: {'params': mu          0.188809
omega       0.001477
alpha[1]    0.903235
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.95969267862902, 'aic': -43.91938535725804, 'bic': np.float64(-39.741295606364346)}, 3725: {'params': mu          0.043279
omega       0.001572
alpha[1]    0.860050
beta[1]     0.139950
Name: params, dtype: float64, 'loglikelihood': 17.15382419908786, 'aic': -26.307648398175722, 'bic': np.float64(-22.129558647282032)}, 3730: {'params': mu          0.041806
omega       0.001348
alpha[1]    0.634711
beta[1]     0.365289
Name: params, dtype: float64, 'loglikelihood': 15.426115475864371, 'aic': -22.852230951728743, 'bic': np.float64(-18.674141200835052)}, 3735: {'params': mu          0.024060
omega       0.002078
alpha[1]    0.462780
beta[1]     0.537220
Name: params, dtype: float64, 'loglikelihood': 10.39734233674514, 'aic': -12.79468467349028, 'bic': np.float64(-8.616594922596589)}, 3740: {'params': mu          0.112497
omega       0.021761
alpha[1]    0.009940
beta[1]     0.491170
Name: params, dtype: float64, 'loglikelihood': 3.4650500832980633, 'aic': 1.0698998334038734, 'bic': np.float64(5.2479895842975655)}, 3745: {'params': mu          0.344486
omega       0.005929
alpha[1]    0.857279
beta[1]     0.142721
Name: params, dtype: float64, 'loglikelihood': 2.2271326072737456, 'aic': 3.5457347854525088, 'bic': np.float64(7.723824536346201)}, 3750: {'params': mu          4.412309e-01
omega       2.777994e-02
alpha[1]    2.759098e-01
beta[1]     2.767250e-10
Name: params, dtype: float64, 'loglikelihood': 4.595031660541429, 'aic': -1.1900633210828584, 'bic': np.float64(2.9880264298108337)}, 3755: {'params': mu          0.459071
omega       0.021102
alpha[1]    0.359889
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 6.55686924658914, 'aic': -5.11373849317828, 'bic': np.float64(-0.935648742284588)}, 3760: {'params': mu          0.601938
omega       0.005702
alpha[1]    0.887520
beta[1]     0.112480
Name: params, dtype: float64, 'loglikelihood': 2.9265635540053028, 'aic': 2.1468728919893945, 'bic': np.float64(6.3249626428830865)}, 3765: {'params': mu          0.242522
omega       0.007372
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -1.357324597181076, 'aic': 10.714649194362153, 'bic': np.float64(14.892738945255843)}, 3770: {'params': mu         -1.764682e-01
omega       3.885940e-03
alpha[1]    1.000000e+00
beta[1]     9.248806e-10
Name: params, dtype: float64, 'loglikelihood': -2.218435856096621, 'aic': 12.436871712193241, 'bic': np.float64(16.614961463086935)}, 3775: {'params': mu         -3.305473e-01
omega       6.276392e-03
alpha[1]    1.000000e+00
beta[1]     3.502687e-11
Name: params, dtype: float64, 'loglikelihood': -1.0754858946709551, 'aic': 10.15097178934191, 'bic': np.float64(14.329061540235603)}, 3780: {'params': mu         -8.311377e-01
omega       1.247648e-04
alpha[1]    9.999999e-01
beta[1]     1.926850e-08
Name: params, dtype: float64, 'loglikelihood': 10.13467084665653, 'aic': -12.26934169331306, 'bic': np.float64(-8.091251942419367)}, 3785: {'params': mu         -0.817695
omega       0.001248
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 16.482643171056473, 'aic': -24.965286342112947, 'bic': np.float64(-20.787196591219256)}, 3790: {'params': mu         -0.829108
omega       0.002122
alpha[1]    0.996523
beta[1]     0.003477
Name: params, dtype: float64, 'loglikelihood': 22.191541204245794, 'aic': -36.38308240849159, 'bic': np.float64(-32.2049926575979)}, 3795: {'params': mu         -0.873934
omega       0.002882
alpha[1]    0.969547
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 17.863760944517097, 'aic': -27.727521889034193, 'bic': np.float64(-23.549432138140503)}, 3800: {'params': mu         -1.210730e+00
omega       1.657234e-04
alpha[1]    9.999997e-01
beta[1]     2.283087e-07
Name: params, dtype: float64, 'loglikelihood': 15.734461643560929, 'aic': -23.468923287121857, 'bic': np.float64(-19.290833536228163)}, 3805: {'params': mu         -1.219023e+00
omega       3.245711e-04
alpha[1]    9.999994e-01
beta[1]     3.098899e-07
Name: params, dtype: float64, 'loglikelihood': 24.340114128888544, 'aic': -40.68022825777709, 'bic': np.float64(-36.5021385068834)}, 3810: {'params': mu         -1.201881
omega       0.000271
alpha[1]    0.999042
beta[1]     0.000359
Name: params, dtype: float64, 'loglikelihood': 36.23075117481585, 'aic': -64.4615023496317, 'bic': np.float64(-60.28341259873801)}, 3815: {'params': mu         -1.233990
omega       0.000290
alpha[1]    0.900512
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 44.79675052131941, 'aic': -81.59350104263882, 'bic': np.float64(-77.41541129174513)}, 3820: {'params': mu         -1.236864
omega       0.000359
alpha[1]    0.869203
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 44.38288161559233, 'aic': -80.76576323118466, 'bic': np.float64(-76.58767348029097)}, 3825: {'params': mu         -1.219327
omega       0.000001
alpha[1]    0.000111
beta[1]     0.929312
Name: params, dtype: float64, 'loglikelihood': 45.048337461090924, 'aic': -82.09667492218185, 'bic': np.float64(-77.91858517128816)}, 3830: {'params': mu         -1.229593
omega       0.000058
alpha[1]    0.253735
beta[1]     0.746265
Name: params, dtype: float64, 'loglikelihood': 47.34322773525643, 'aic': -86.68645547051285, 'bic': np.float64(-82.50836571961916)}, 3835: {'params': mu         -1.212254
omega       0.000127
alpha[1]    0.893647
beta[1]     0.106353
Name: params, dtype: float64, 'loglikelihood': 40.979519694639635, 'aic': -73.95903938927927, 'bic': np.float64(-69.78094963838558)}, 3840: {'params': mu         -1.213890
omega       0.000217
alpha[1]    0.732109
beta[1]     0.267891
Name: params, dtype: float64, 'loglikelihood': 36.44488361316581, 'aic': -64.88976722633161, 'bic': np.float64(-60.711677475437924)}, 3845: {'params': mu         -1.260400
omega       0.002418
alpha[1]    0.378462
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.334086979454153, 'aic': -50.668173958908305, 'bic': np.float64(-46.490084208014615)}, 3850: {'params': mu         -1.313530e+00
omega       5.482837e-04
alpha[1]    9.999992e-01
beta[1]     2.972855e-07
Name: params, dtype: float64, 'loglikelihood': 30.440386468841957, 'aic': -52.880772937683915, 'bic': np.float64(-48.702683186790225)}, 3855: {'params': mu         -1.326340
omega       0.000343
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.75885806318506, 'aic': -51.51771612637012, 'bic': np.float64(-47.33962637547643)}, 3860: {'params': mu         -1.332527
omega       0.000419
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 30.0211261445911, 'aic': -52.0422522891822, 'bic': np.float64(-47.86416253828851)}, 3865: {'params': mu         -1.454711e+00
omega       7.698738e-05
alpha[1]    1.000000e+00
beta[1]     6.567196e-16
Name: params, dtype: float64, 'loglikelihood': 38.7172581312295, 'aic': -69.434516262459, 'bic': np.float64(-65.25642651156531)}, 3870: {'params': mu         -1.464329
omega       0.000068
alpha[1]    0.821476
beta[1]     0.178327
Name: params, dtype: float64, 'loglikelihood': 47.61720396501776, 'aic': -87.23440793003552, 'bic': np.float64(-83.05631817914183)}, 3875: {'params': mu         -1.467736e+00
omega       1.023772e-04
alpha[1]    9.999991e-01
beta[1]     6.638411e-07
Name: params, dtype: float64, 'loglikelihood': 46.61092644938683, 'aic': -85.22185289877366, 'bic': np.float64(-81.04376314787997)}, 3880: {'params': mu         -1.467765
omega       0.000069
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 37.84334996171684, 'aic': -67.68669992343368, 'bic': np.float64(-63.50861017253999)}, 3885: {'params': mu         -1.548914e+00
omega       5.195935e-04
alpha[1]    7.906016e-01
beta[1]     2.358458e-09
Name: params, dtype: float64, 'loglikelihood': 35.6286016525933, 'aic': -63.25720330518659, 'bic': np.float64(-59.0791135542929)}, 3890: {'params': mu         -1.552848
omega       0.000716
alpha[1]    0.906025
beta[1]     0.093975
Name: params, dtype: float64, 'loglikelihood': 34.87882725795086, 'aic': -61.75765451590172, 'bic': np.float64(-57.57956476500803)}, 3895: {'params': mu         -1.570757e+00
omega       1.379065e-03
alpha[1]    1.000000e+00
beta[1]     1.649322e-09
Name: params, dtype: float64, 'loglikelihood': 24.081183899587366, 'aic': -40.16236779917473, 'bic': np.float64(-35.98427804828104)}, 3900: {'params': mu         -1.539573
omega       0.000867
alpha[1]    0.980815
beta[1]     0.019185
Name: params, dtype: float64, 'loglikelihood': 20.698373787999337, 'aic': -33.396747575998674, 'bic': np.float64(-29.218657825104984)}, 3905: {'params': mu         -1.536312
omega       0.002683
alpha[1]    0.994555
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 15.632717827279746, 'aic': -23.265435654559493, 'bic': np.float64(-19.0873459036658)}, 3910: {'params': mu         -1.415477e+00
omega       2.030025e-04
alpha[1]    9.999995e-01
beta[1]     2.220811e-07
Name: params, dtype: float64, 'loglikelihood': 16.80121477121188, 'aic': -25.602429542423756, 'bic': np.float64(-21.424339791530066)}, 3915: {'params': mu         -1.418900
omega       0.000352
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.038185013053617, 'aic': -48.076370026107234, 'bic': np.float64(-43.898280275213544)}, 3920: {'params': mu         -1.412632
omega       0.000817
alpha[1]    0.612964
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 36.70515677513007, 'aic': -65.41031355026014, 'bic': np.float64(-61.23222379936645)}, 3925: {'params': mu         -1.390688
omega       0.001023
alpha[1]    0.822647
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 33.18515146397168, 'aic': -58.37030292794336, 'bic': np.float64(-54.192213177049666)}, 3930: {'params': mu         -1.398252e+00
omega       1.009044e-03
alpha[1]    1.000000e+00
beta[1]     1.333120e-08
Name: params, dtype: float64, 'loglikelihood': 24.506336416129823, 'aic': -41.012672832259646, 'bic': np.float64(-36.834583081365956)}, 3935: {'params': mu         -1.179051e+00
omega       2.425726e-04
alpha[1]    9.999996e-01
beta[1]     4.881195e-08
Name: params, dtype: float64, 'loglikelihood': 25.107073338023614, 'aic': -42.21414667604723, 'bic': np.float64(-38.03605692515354)}, 3940: {'params': mu         -1.180913e+00
omega       2.920875e-04
alpha[1]    1.000000e+00
beta[1]     7.081698e-18
Name: params, dtype: float64, 'loglikelihood': 32.46617565662049, 'aic': -56.932351313240986, 'bic': np.float64(-52.754261562347295)}, 3945: {'params': mu         -1.224629
omega       0.000470
alpha[1]    0.929506
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 39.28615670423949, 'aic': -70.57231340847898, 'bic': np.float64(-66.39422365758529)}, 3950: {'params': mu         -1.236543
omega       0.000077
alpha[1]    0.987834
beta[1]     0.012175
Name: params, dtype: float64, 'loglikelihood': 36.94312824093493, 'aic': -65.88625648186986, 'bic': np.float64(-61.708166730976174)}, 3955: {'params': mu         -1.284031
omega       0.000323
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 35.70483138673099, 'aic': -63.409662773461974, 'bic': np.float64(-59.231573022568284)}, 3960: {'params': mu         -1.276628
omega       0.000567
alpha[1]    0.274835
beta[1]     0.725165
Name: params, dtype: float64, 'loglikelihood': 28.479979043075403, 'aic': -48.959958086150806, 'bic': np.float64(-44.781868335257116)}, 3965: {'params': mu         -1.294497
omega       0.001503
alpha[1]    0.496353
beta[1]     0.503647
Name: params, dtype: float64, 'loglikelihood': 20.087862670847073, 'aic': -32.17572534169415, 'bic': np.float64(-27.997635590800456)}, 3970: {'params': mu         -1.143837e+00
omega       2.969716e-03
alpha[1]    9.070489e-01
beta[1]     3.286262e-16
Name: params, dtype: float64, 'loglikelihood': 13.751563975144395, 'aic': -19.50312795028879, 'bic': np.float64(-15.325038199395097)}, 3975: {'params': mu         -1.135179e+00
omega       4.045313e-03
alpha[1]    1.000000e+00
beta[1]     9.786260e-10
Name: params, dtype: float64, 'loglikelihood': 10.736559568264003, 'aic': -13.473119136528005, 'bic': np.float64(-9.295029385634313)}, 3980: {'params': mu         -1.131759
omega       0.010379
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 6.873794163382578, 'aic': -5.747588326765156, 'bic': np.float64(-1.5694985758714637)}, 3985: {'params': mu         -1.169278
omega       0.014597
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -2.760813505188727, 'aic': 13.521627010377454, 'bic': np.float64(17.699716761271148)}, 3990: {'params': mu         -9.784363e-01
omega       2.628593e-02
alpha[1]    8.676997e-01
beta[1]     3.257736e-11
Name: params, dtype: float64, 'loglikelihood': -5.002519267348815, 'aic': 18.00503853469763, 'bic': np.float64(22.183128285591323)}, 3995: {'params': mu         -1.228773e+00
omega       2.608713e-03
alpha[1]    1.000000e+00
beta[1]     8.247684e-11
Name: params, dtype: float64, 'loglikelihood': 0.17228581004167842, 'aic': 7.655428379916643, 'bic': np.float64(11.833518130810335)}, 4000: {'params': mu         -1.226340
omega       0.002687
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 0.9690968602274053, 'aic': 6.0618062795451895, 'bic': np.float64(10.239896030438882)}, 4005: {'params': mu         -1.236016e+00
omega       2.243315e-03
alpha[1]    1.000000e+00
beta[1]     4.978041e-10
Name: params, dtype: float64, 'loglikelihood': 3.0144562811732625, 'aic': 1.971087437653475, 'bic': np.float64(6.149177188547167)}, 4010: {'params': mu         -1.446136
omega       0.002696
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 5.07875926794845, 'aic': -2.1575185358969, 'bic': np.float64(2.0205712149967923)}, 4015: {'params': mu         -1.813146e+00
omega       6.820425e-04
alpha[1]    9.999953e-01
beta[1]     5.443749e-07
Name: params, dtype: float64, 'loglikelihood': 17.20497112760569, 'aic': -26.409942255211377, 'bic': np.float64(-22.231852504317686)}, 4020: {'params': mu         -1.815123
omega       0.000645
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 19.89682227937091, 'aic': -31.793644558741818, 'bic': np.float64(-27.615554807848127)}, 4025: {'params': mu         -1.818442
omega       0.000672
alpha[1]    0.999989
beta[1]     0.000007
Name: params, dtype: float64, 'loglikelihood': 16.1160053211661, 'aic': -24.2320106423322, 'bic': np.float64(-20.05392089143851)}, 4030: {'params': mu         -2.231962
omega       0.000047
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 21.858481107349775, 'aic': -35.71696221469955, 'bic': np.float64(-31.53887246380586)}, 4035: {'params': mu         -2.223085e+00
omega       4.747019e-04
alpha[1]    9.999996e-01
beta[1]     2.060601e-07
Name: params, dtype: float64, 'loglikelihood': 23.576149119966537, 'aic': -39.152298239933074, 'bic': np.float64(-34.974208489039384)}, 4040: {'params': mu         -2.227161
omega       0.000578
alpha[1]    0.999982
beta[1]     0.000011
Name: params, dtype: float64, 'loglikelihood': 23.512655397246338, 'aic': -39.025310794492675, 'bic': np.float64(-34.847221043598985)}, 4045: {'params': mu         -2.355031e+00
omega       1.086664e-03
alpha[1]    1.000000e+00
beta[1]     2.374424e-08
Name: params, dtype: float64, 'loglikelihood': 19.849823891842522, 'aic': -31.699647783685045, 'bic': np.float64(-27.521558032791354)}, 4050: {'params': mu         -2.421295
omega       0.000599
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 18.644349088481622, 'aic': -29.288698176963244, 'bic': np.float64(-25.110608426069554)}, 4055: {'params': mu         -2.608711
omega       0.000366
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 23.517781967421268, 'aic': -39.035563934842536, 'bic': np.float64(-34.857474183948845)}, 4060: {'params': mu         -2.611833
omega       0.000306
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.384172756359238, 'aic': -42.768345512718476, 'bic': np.float64(-38.590255761824785)}, 4065: {'params': mu         -2.751623
omega       0.000787
alpha[1]    0.999997
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 22.186966754726146, 'aic': -36.37393350945229, 'bic': np.float64(-32.1958437585586)}, 4070: {'params': mu         -2.764318
omega       0.000801
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 21.164253997582552, 'aic': -34.328507995165104, 'bic': np.float64(-30.150418244271414)}, 4075: {'params': mu         -2.959290e+00
omega       1.336265e-04
alpha[1]    1.000000e+00
beta[1]     6.033243e-11
Name: params, dtype: float64, 'loglikelihood': 32.00093657565465, 'aic': -56.0018731513093, 'bic': np.float64(-51.82378340041561)}, 4080: {'params': mu         -3.008805e+00
omega       2.411667e-05
alpha[1]    9.999996e-01
beta[1]     1.489153e-07
Name: params, dtype: float64, 'loglikelihood': 41.96243044618061, 'aic': -75.92486089236122, 'bic': np.float64(-71.74677114146753)}, 4085: {'params': mu         -3.011222
omega       0.000122
alpha[1]    0.408227
beta[1]     0.326879
Name: params, dtype: float64, 'loglikelihood': 53.130371254000956, 'aic': -98.26074250800191, 'bic': np.float64(-94.08265275710822)}, 4090: {'params': mu         -3.010082
omega       0.000018
alpha[1]    0.199996
beta[1]     0.699986
Name: params, dtype: float64, 'loglikelihood': 64.96938801104231, 'aic': -121.93877602208462, 'bic': np.float64(-117.76068627119093)}, 4095: {'params': mu         -3.011844
omega       0.000017
alpha[1]    0.221730
beta[1]     0.361810
Name: params, dtype: float64, 'loglikelihood': 77.15479059489324, 'aic': -146.30958118978648, 'bic': np.float64(-142.1314914388928)}, 4100: {'params': mu         -3.009588
omega       0.000008
alpha[1]    0.200005
beta[1]     0.699996
Name: params, dtype: float64, 'loglikelihood': 70.99155642072836, 'aic': -133.98311284145672, 'bic': np.float64(-129.80502309056303)}, 4105: {'params': mu         -3.009019
omega       0.000044
alpha[1]    0.200004
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 69.16243397915258, 'aic': -130.32486795830516, 'bic': np.float64(-126.14677820741147)}, 4110: {'params': mu         -3.011392
omega       0.000245
alpha[1]    0.528398
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 53.33791796901065, 'aic': -98.6758359380213, 'bic': np.float64(-94.4977461871276)}, 4115: {'params': mu         -3.014517
omega       0.000300
alpha[1]    0.837579
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 43.67958652062815, 'aic': -79.3591730412563, 'bic': np.float64(-75.18108329036261)}, 4120: {'params': mu         -3.080807
omega       0.000344
alpha[1]    0.921979
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 40.98294665718582, 'aic': -73.96589331437164, 'bic': np.float64(-69.78780356347795)}, 4125: {'params': mu         -3.091399
omega       0.000274
alpha[1]    0.849682
beta[1]     0.000286
Name: params, dtype: float64, 'loglikelihood': 43.51272789531408, 'aic': -79.02545579062816, 'bic': np.float64(-74.84736603973447)}, 4130: {'params': mu         -3.096695
omega       0.000219
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 39.172886001171655, 'aic': -70.34577200234331, 'bic': np.float64(-66.16768225144962)}, 4135: {'params': mu         -3.210927
omega       0.000067
alpha[1]    0.771295
beta[1]     0.091081
Name: params, dtype: float64, 'loglikelihood': 41.524543459174204, 'aic': -75.04908691834841, 'bic': np.float64(-70.87099716745472)}, 4140: {'params': mu         -3.213429
omega       0.000170
alpha[1]    0.657564
beta[1]     0.197075
Name: params, dtype: float64, 'loglikelihood': 47.443509860179326, 'aic': -86.88701972035865, 'bic': np.float64(-82.70892996946496)}, 4145: {'params': mu         -3.213326
omega       0.000064
alpha[1]    0.839175
beta[1]     0.160608
Name: params, dtype: float64, 'loglikelihood': 50.85924062128154, 'aic': -93.71848124256309, 'bic': np.float64(-89.5403914916694)}, 4150: {'params': mu         -3.216713
omega       0.000084
alpha[1]    0.594462
beta[1]     0.405547
Name: params, dtype: float64, 'loglikelihood': 46.34823783191826, 'aic': -84.69647566383652, 'bic': np.float64(-80.51838591294283)}, 4155: {'params': mu         -3.218855
omega       0.000298
alpha[1]    0.600885
beta[1]     0.399115
Name: params, dtype: float64, 'loglikelihood': 35.109430137940045, 'aic': -62.21886027588009, 'bic': np.float64(-58.0407705249864)}, 4160: {'params': mu         -3.130414
omega       0.000214
alpha[1]    0.883602
beta[1]     0.043649
Name: params, dtype: float64, 'loglikelihood': 42.178191135025344, 'aic': -76.35638227005069, 'bic': np.float64(-72.178292519157)}, 4165: {'params': mu         -3.125623
omega       0.000199
alpha[1]    0.660554
beta[1]     0.045864
Name: params, dtype: float64, 'loglikelihood': 50.54763958001373, 'aic': -93.09527916002746, 'bic': np.float64(-88.91718940913377)}, 4170: {'params': mu         -3.113208
omega       0.000177
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 48.665556147359005, 'aic': -89.33111229471801, 'bic': np.float64(-85.15302254382432)}, 4175: {'params': mu         -3.099495
omega       0.000470
alpha[1]    0.280092
beta[1]     0.269966
Name: params, dtype: float64, 'loglikelihood': 43.63162353514882, 'aic': -79.26324707029764, 'bic': np.float64(-75.08515731940395)}, 4180: {'params': mu         -3.081991
omega       0.000071
alpha[1]    0.200000
beta[1]     0.700000
Name: params, dtype: float64, 'loglikelihood': 48.26323499184657, 'aic': -88.52646998369315, 'bic': np.float64(-84.34838023279946)}, 4185: {'params': mu         -3.080225
omega       0.000110
alpha[1]    0.560689
beta[1]     0.255147
Name: params, dtype: float64, 'loglikelihood': 52.480393877656844, 'aic': -96.96078775531369, 'bic': np.float64(-92.78269800442)}, 4190: {'params': mu         -3.081795
omega       0.000093
alpha[1]    0.736356
beta[1]     0.263644
Name: params, dtype: float64, 'loglikelihood': 51.27744676059784, 'aic': -94.55489352119568, 'bic': np.float64(-90.37680377030199)}, 4195: {'params': mu         -3.090862
omega       0.000135
alpha[1]    0.939299
beta[1]     0.060701
Name: params, dtype: float64, 'loglikelihood': 42.85397267886531, 'aic': -77.70794535773062, 'bic': np.float64(-73.52985560683693)}, 4200: {'params': mu         -3.155050e+00
omega       1.649044e-04
alpha[1]    9.999875e-01
beta[1]     1.242717e-08
Name: params, dtype: float64, 'loglikelihood': 35.08515878144538, 'aic': -62.17031756289076, 'bic': np.float64(-57.99222781199707)}, 4205: {'params': mu         -3.186082e+00
omega       4.950302e-04
alpha[1]    7.277721e-01
beta[1]     8.578230e-10
Name: params, dtype: float64, 'loglikelihood': 38.270063815760196, 'aic': -68.54012763152039, 'bic': np.float64(-64.3620378806267)}, 4210: {'params': mu         -3.200262
omega       0.000418
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 41.203233298955624, 'aic': -74.40646659791125, 'bic': np.float64(-70.22837684701756)}, 4215: {'params': mu         -3.213417
omega       0.000648
alpha[1]    0.641383
beta[1]     0.358617
Name: params, dtype: float64, 'loglikelihood': 28.382309410396076, 'aic': -48.76461882079215, 'bic': np.float64(-44.58652906989846)}, 4220: {'params': mu         -3.208720
omega       0.000808
alpha[1]    0.725243
beta[1]     0.274757
Name: params, dtype: float64, 'loglikelihood': 17.300061996384034, 'aic': -26.60012399276807, 'bic': np.float64(-22.42203424187438)}, 4225: {'params': mu         -3.041223e+00
omega       5.043140e-08
alpha[1]    7.107311e-01
beta[1]     2.589907e-01
Name: params, dtype: float64, 'loglikelihood': 15.010908200006993, 'aic': -22.021816400013986, 'bic': np.float64(-17.843726649120292)}, 4230: {'params': mu         -3.063390
omega       0.000009
alpha[1]    0.691134
beta[1]     0.298873
Name: params, dtype: float64, 'loglikelihood': 28.31473797139954, 'aic': -48.62947594279908, 'bic': np.float64(-44.45138619190539)}, 4235: {'params': mu         -3.051016
omega       0.001317
alpha[1]    0.642180
beta[1]     0.357820
Name: params, dtype: float64, 'loglikelihood': 22.180073566210257, 'aic': -36.360147132420515, 'bic': np.float64(-32.182057381526825)}, 4240: {'params': mu         -3.062168e+00
omega       4.153318e-04
alpha[1]    1.000000e+00
beta[1]     5.324429e-09
Name: params, dtype: float64, 'loglikelihood': 25.54870519670104, 'aic': -43.09741039340208, 'bic': np.float64(-38.91932064250839)}, 4245: {'params': mu         -3.279570
omega       0.000247
alpha[1]    0.942185
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.06884106392146, 'aic': -50.13768212784292, 'bic': np.float64(-45.95959237694923)}, 4250: {'params': mu         -3.271514e+00
omega       8.559832e-04
alpha[1]    1.000000e+00
beta[1]     5.559227e-09
Name: params, dtype: float64, 'loglikelihood': 30.359271163318176, 'aic': -52.71854232663635, 'bic': np.float64(-48.54045257574266)}, 4255: {'params': mu         -3.300080
omega       0.000587
alpha[1]    0.506221
beta[1]     0.493779
Name: params, dtype: float64, 'loglikelihood': 28.519469257440704, 'aic': -49.03893851488141, 'bic': np.float64(-44.86084876398772)}, 4260: {'params': mu         -3.417733e+00
omega       2.453873e-04
alpha[1]    1.000000e+00
beta[1]     1.324140e-13
Name: params, dtype: float64, 'loglikelihood': 21.76333248650626, 'aic': -35.52666497301252, 'bic': np.float64(-31.348575222118832)}, 4265: {'params': mu         -3.529546
omega       0.000606
alpha[1]    0.834588
beta[1]     0.077630
Name: params, dtype: float64, 'loglikelihood': 27.568840202019274, 'aic': -47.13768040403855, 'bic': np.float64(-42.95959065314486)}, 4270: {'params': mu         -3.542426
omega       0.000191
alpha[1]    0.999997
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 39.70439311349813, 'aic': -71.40878622699626, 'bic': np.float64(-67.23069647610257)}, 4275: {'params': mu         -3.542464
omega       0.000199
alpha[1]    0.811737
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 49.06507641886952, 'aic': -90.13015283773905, 'bic': np.float64(-85.95206308684536)}, 4280: {'params': mu         -3.562051e+00
omega       2.399260e-05
alpha[1]    2.346397e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 43.31765789414019, 'aic': -78.63531578828038, 'bic': np.float64(-74.45722603738669)}, 4285: {'params': mu         -3.586514
omega       0.000405
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 35.34484761708817, 'aic': -62.68969523417634, 'bic': np.float64(-58.51160548328265)}, 4290: {'params': mu         -3.592275
omega       0.000543
alpha[1]    0.999996
beta[1]     0.000001
Name: params, dtype: float64, 'loglikelihood': 27.881812646832607, 'aic': -47.763625293665214, 'bic': np.float64(-43.585535542771524)}, 4295: {'params': mu         -3.708091
omega       0.000128
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 34.349675581895724, 'aic': -60.69935116379145, 'bic': np.float64(-56.52126141289776)}, 4300: {'params': mu         -3.763238
omega       0.000175
alpha[1]    0.955291
beta[1]     0.044709
Name: params, dtype: float64, 'loglikelihood': 38.837353263804836, 'aic': -69.67470652760967, 'bic': np.float64(-65.49661677671598)}, 4305: {'params': mu         -3.787232
omega       0.000054
alpha[1]    0.750547
beta[1]     0.249443
Name: params, dtype: float64, 'loglikelihood': 50.820114500836105, 'aic': -93.64022900167221, 'bic': np.float64(-89.46213925077852)}, 4310: {'params': mu         -3.789581
omega       0.000066
alpha[1]    0.200007
beta[1]     0.499981
Name: params, dtype: float64, 'loglikelihood': 60.354515832327884, 'aic': -112.70903166465577, 'bic': np.float64(-108.53094191376208)}, 4315: {'params': mu         -3.792741
omega       0.000044
alpha[1]    0.624629
beta[1]     0.375371
Name: params, dtype: float64, 'loglikelihood': 59.76108217611502, 'aic': -111.52216435223004, 'bic': np.float64(-107.34407460133635)}, 4320: {'params': mu         -3.795439
omega       0.000147
alpha[1]    0.512945
beta[1]     0.304401
Name: params, dtype: float64, 'loglikelihood': 56.274319627860315, 'aic': -104.54863925572063, 'bic': np.float64(-100.37054950482694)}, 4325: {'params': mu         -3.805614
omega       0.000047
alpha[1]    0.000000
beta[1]     0.868587
Name: params, dtype: float64, 'loglikelihood': 54.645939222896864, 'aic': -101.29187844579373, 'bic': np.float64(-97.11378869490004)}, 4330: {'params': mu         -3.807785
omega       0.000035
alpha[1]    0.010000
beta[1]     0.889976
Name: params, dtype: float64, 'loglikelihood': 53.72591003323423, 'aic': -99.45182006646846, 'bic': np.float64(-95.27373031557477)}, 4335: {'params': mu         -3.794592e+00
omega       4.726426e-05
alpha[1]    1.000000e+00
beta[1]     1.807035e-10
Name: params, dtype: float64, 'loglikelihood': 56.48142820099565, 'aic': -104.9628564019913, 'bic': np.float64(-100.78476665109761)}, 4340: {'params': mu         -3.794533
omega       0.000080
alpha[1]    0.999993
beta[1]     0.000003
Name: params, dtype: float64, 'loglikelihood': 54.98587085682587, 'aic': -101.97174171365174, 'bic': np.float64(-97.79365196275805)}, 4345: {'params': mu         -3.803490
omega       0.000312
alpha[1]    0.578901
beta[1]     0.000008
Name: params, dtype: float64, 'loglikelihood': 48.81280487642666, 'aic': -89.62560975285332, 'bic': np.float64(-85.44752000195963)}, 4350: {'params': mu         -3.815535
omega       0.000444
alpha[1]    0.484285
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 45.52217724120541, 'aic': -83.04435448241082, 'bic': np.float64(-78.86626473151713)}, 4355: {'params': mu         -3.824004
omega       0.000177
alpha[1]    0.965126
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 50.958339487559236, 'aic': -93.91667897511847, 'bic': np.float64(-89.73858922422478)}, 4360: {'params': mu         -3.834211e+00
omega       3.665239e-04
alpha[1]    0.000000e+00
beta[1]     6.280499e-11
Name: params, dtype: float64, 'loglikelihood': 53.32668127682933, 'aic': -98.65336255365867, 'bic': np.float64(-94.47527280276498)}, 4365: {'params': mu         -3.844717e+00
omega       7.914597e-06
alpha[1]    3.008989e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 51.31399488755608, 'aic': -94.62798977511216, 'bic': np.float64(-90.44990002421846)}, 4370: {'params': mu         -3.828836
omega       0.000310
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 41.97184852711517, 'aic': -75.94369705423034, 'bic': np.float64(-71.76560730333665)}, 4375: {'params': mu         -3.832997e+00
omega       5.910638e-04
alpha[1]    9.136149e-01
beta[1]     8.577271e-19
Name: params, dtype: float64, 'loglikelihood': 34.85451631907406, 'aic': -61.709032638148116, 'bic': np.float64(-57.530942887254426)}, 4380: {'params': mu         -3.812630
omega       0.000396
alpha[1]    0.568178
beta[1]     0.230544
Name: params, dtype: float64, 'loglikelihood': 35.57856794194588, 'aic': -63.157135883891755, 'bic': np.float64(-58.979046132998064)}, 4385: {'params': mu         -3.809462e+00
omega       2.169495e-04
alpha[1]    1.000000e+00
beta[1]     8.243448e-14
Name: params, dtype: float64, 'loglikelihood': 39.37947759292447, 'aic': -70.75895518584893, 'bic': np.float64(-66.58086543495524)}, 4390: {'params': mu         -3.807951
omega       0.000198
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 45.65492730293978, 'aic': -83.30985460587956, 'bic': np.float64(-79.13176485498587)}, 4395: {'params': mu         -3.814527e+00
omega       3.582437e-04
alpha[1]    1.000000e+00
beta[1]     1.629398e-15
Name: params, dtype: float64, 'loglikelihood': 42.584556289231465, 'aic': -77.16911257846293, 'bic': np.float64(-72.99102282756924)}, 4400: {'params': mu         -3.825665
omega       0.000382
alpha[1]    0.638264
beta[1]     0.344517
Name: params, dtype: float64, 'loglikelihood': 32.79633148141199, 'aic': -57.59266296282398, 'bic': np.float64(-53.41457321193029)}, 4405: {'params': mu         -3.815648
omega       0.000482
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.40413105772884, 'aic': -42.80826211545768, 'bic': np.float64(-38.63017236456399)}, 4410: {'params': mu         -3.835599
omega       0.002454
alpha[1]    0.706062
beta[1]     0.224383
Name: params, dtype: float64, 'loglikelihood': 14.863420863716017, 'aic': -21.726841727432035, 'bic': np.float64(-17.54875197653834)}, 4415: {'params': mu         -3.631175
omega       0.000933
alpha[1]    0.841875
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 21.290765433916455, 'aic': -34.58153086783291, 'bic': np.float64(-30.40344111693922)}, 4420: {'params': mu         -3.649057e+00
omega       8.199874e-04
alpha[1]    1.000000e+00
beta[1]     8.894606e-14
Name: params, dtype: float64, 'loglikelihood': 30.300314357115546, 'aic': -52.60062871423109, 'bic': np.float64(-48.4225389633374)}, 4425: {'params': mu         -3.612264
omega       0.000271
alpha[1]    0.275306
beta[1]     0.724694
Name: params, dtype: float64, 'loglikelihood': 30.740210720621633, 'aic': -53.480421441243266, 'bic': np.float64(-49.302331690349575)}, 4430: {'params': mu         -3.580113
omega       0.000141
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 25.27826287619908, 'aic': -42.55652575239816, 'bic': np.float64(-38.37843600150447)}, 4435: {'params': mu         -3.511427
omega       0.000817
alpha[1]    0.967106
beta[1]     0.032894
Name: params, dtype: float64, 'loglikelihood': 21.558937479561322, 'aic': -35.117874959122645, 'bic': np.float64(-30.939785208228955)}, 4440: {'params': mu         -3.467962
omega       0.004446
alpha[1]    0.438182
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.533081251985326, 'aic': -37.06616250397065, 'bic': np.float64(-32.88807275307696)}, 4445: {'params': mu         -3.430882
omega       0.001890
alpha[1]    0.993774
beta[1]     0.006226
Name: params, dtype: float64, 'loglikelihood': 21.822304349423476, 'aic': -35.64460869884695, 'bic': np.float64(-31.46651894795326)}, 4450: {'params': mu         -3.425725
omega       0.001614
alpha[1]    0.994536
beta[1]     0.005464
Name: params, dtype: float64, 'loglikelihood': 15.791651134377993, 'aic': -23.583302268755986, 'bic': np.float64(-19.405212517862296)}, 4455: {'params': mu         -3.847768
omega       0.001828
alpha[1]    0.823690
beta[1]     0.076292
Name: params, dtype: float64, 'loglikelihood': 10.228311718783361, 'aic': -12.456623437566723, 'bic': np.float64(-8.27853368667303)}, 4460: {'params': mu         -3.868453
omega       0.002607
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 14.805652532060458, 'aic': -21.611305064120916, 'bic': np.float64(-17.433215313227223)}, 4465: {'params': mu         -3.888520e+00
omega       2.062204e-03
alpha[1]    1.000000e+00
beta[1]     1.838356e-10
Name: params, dtype: float64, 'loglikelihood': 18.140176544017873, 'aic': -28.280353088035746, 'bic': np.float64(-24.102263337142055)}, 4470: {'params': mu         -4.081719
omega       0.000196
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 26.460953495741073, 'aic': -44.921906991482146, 'bic': np.float64(-40.743817240588456)}, 4475: {'params': mu         -4.083453e+00
omega       1.884114e-04
alpha[1]    1.000000e+00
beta[1]     2.034981e-12
Name: params, dtype: float64, 'loglikelihood': 30.79723018142048, 'aic': -53.59446036284096, 'bic': np.float64(-49.41637061194727)}, 4480: {'params': mu         -4.094364
omega       0.000752
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.894148158567198, 'aic': -51.788296317134396, 'bic': np.float64(-47.610206566240706)}, 4485: {'params': mu         -4.147356
omega       0.000952
alpha[1]    0.947511
beta[1]     0.052489
Name: params, dtype: float64, 'loglikelihood': 23.51434563666147, 'aic': -39.02869127332294, 'bic': np.float64(-34.85060152242925)}, 4490: {'params': mu         -4.312999e+00
omega       3.844495e-04
alpha[1]    9.999999e-01
beta[1]     3.813989e-08
Name: params, dtype: float64, 'loglikelihood': 18.82154981354401, 'aic': -29.64309962708802, 'bic': np.float64(-25.46500987619433)}, 4495: {'params': mu         -4.304299e+00
omega       7.018927e-04
alpha[1]    9.999994e-01
beta[1]     2.135505e-07
Name: params, dtype: float64, 'loglikelihood': 17.192047942835185, 'aic': -26.38409588567037, 'bic': np.float64(-22.20600613477668)}, 4500: {'params': mu         -4.304801e+00
omega       1.285112e-03
alpha[1]    1.000000e+00
beta[1]     3.342827e-13
Name: params, dtype: float64, 'loglikelihood': 12.540279221241322, 'aic': -17.080558442482644, 'bic': np.float64(-12.902468691588952)}, 4505: {'params': mu         -4.032127e+00
omega       3.656026e-04
alpha[1]    1.000000e+00
beta[1]     1.457584e-13
Name: params, dtype: float64, 'loglikelihood': 17.677895220652452, 'aic': -27.355790441304904, 'bic': np.float64(-23.177700690411214)}, 4510: {'params': mu         -4.031031
omega       0.000434
alpha[1]    0.976021
beta[1]     0.011956
Name: params, dtype: float64, 'loglikelihood': 22.26537343793182, 'aic': -36.53074687586364, 'bic': np.float64(-32.35265712496995)}, 4515: {'params': mu         -4.030254e+00
omega       8.998416e-04
alpha[1]    1.000000e+00
beta[1]     1.912467e-14
Name: params, dtype: float64, 'loglikelihood': 27.015228240820765, 'aic': -46.03045648164153, 'bic': np.float64(-41.85236673074784)}, 4520: {'params': mu         -3.991061e+00
omega       2.533916e-03
alpha[1]    1.000000e+00
beta[1]     2.644680e-13
Name: params, dtype: float64, 'loglikelihood': 19.950319302406626, 'aic': -31.900638604813253, 'bic': np.float64(-27.722548853919562)}, 4525: {'params': mu         -3.955251e+00
omega       5.145589e-03
alpha[1]    1.000000e+00
beta[1]     2.548339e-12
Name: params, dtype: float64, 'loglikelihood': 10.060677461112913, 'aic': -12.121354922225827, 'bic': np.float64(-7.9432651713321345)}, 4530: {'params': mu         -3.974027
omega       0.011216
alpha[1]    0.934505
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 1.278333423641613, 'aic': 5.443333152716773, 'bic': np.float64(9.621422903610465)}, 4535: {'params': mu         -3.572893
omega       0.002737
alpha[1]    0.918590
beta[1]     0.033078
Name: params, dtype: float64, 'loglikelihood': 9.184278997622135, 'aic': -10.36855799524427, 'bic': np.float64(-6.190468244350578)}, 4540: {'params': mu         -3.567843e+00
omega       7.241193e-04
alpha[1]    9.999995e-01
beta[1]     3.000950e-07
Name: params, dtype: float64, 'loglikelihood': 13.854073221238863, 'aic': -19.708146442477727, 'bic': np.float64(-15.530056691584035)}, 4545: {'params': mu         -3.354570
omega       0.000193
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 26.538103946308, 'aic': -45.076207892616, 'bic': np.float64(-40.89811814172231)}, 4550: {'params': mu         -3.354071
omega       0.000205
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 28.34809423118045, 'aic': -48.6961884623609, 'bic': np.float64(-44.51809871146721)}, 4555: {'params': mu         -3.311073
omega       0.000125
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 24.922946329784224, 'aic': -41.84589265956845, 'bic': np.float64(-37.66780290867476)}, 4560: {'params': mu         -3.270629
omega       0.000235
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 18.632798711927855, 'aic': -29.26559742385571, 'bic': np.float64(-25.08750767296202)}, 4565: {'params': mu         -3.210831
omega       0.004600
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 10.842072181317404, 'aic': -13.684144362634807, 'bic': np.float64(-9.506054611741115)}, 4570: {'params': mu         -3.187470e+00
omega       7.518084e-03
alpha[1]    1.000000e+00
beta[1]     2.513563e-17
Name: params, dtype: float64, 'loglikelihood': 0.735704181164239, 'aic': 6.528591637671522, 'bic': np.float64(10.706681388565213)}, 4575: {'params': mu         -2.702037
omega       0.001922
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 10.44284567426646, 'aic': -12.88569134853292, 'bic': np.float64(-8.707601597639227)}, 4580: {'params': mu         -2.696302
omega       0.001896
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 14.043123963310634, 'aic': -20.08624792662127, 'bic': np.float64(-15.908158175727577)}, 4585: {'params': mu         -2.428240
omega       0.000103
alpha[1]    0.999996
beta[1]     0.000001
Name: params, dtype: float64, 'loglikelihood': 24.357596781617, 'aic': -40.715193563234, 'bic': np.float64(-36.53710381234031)}, 4590: {'params': mu         -2.433478
omega       0.000792
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.054803708512015, 'aic': -42.10960741702403, 'bic': np.float64(-37.93151766613034)}, 4595: {'params': mu         -2.421293
omega       0.000684
alpha[1]    0.959392
beta[1]     0.040607
Name: params, dtype: float64, 'loglikelihood': 21.041646215406374, 'aic': -34.08329243081275, 'bic': np.float64(-29.905202679919057)}, 4600: {'params': mu         -2.453819
omega       0.004354
alpha[1]    0.557407
beta[1]     0.442593
Name: params, dtype: float64, 'loglikelihood': 6.661229143089674, 'aic': -5.322458286179348, 'bic': np.float64(-1.1443685352856559)}, 4605: {'params': mu         -2.343615
omega       0.014350
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -2.0399574195136347, 'aic': 12.07991483902727, 'bic': np.float64(16.25800458992096)}, 4610: {'params': mu         -2.013371
omega       0.000002
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 29.518288692755497, 'aic': -51.036577385510995, 'bic': np.float64(-46.858487634617305)}, 4615: {'params': mu         -2.009403
omega       0.000110
alpha[1]    0.727187
beta[1]     0.003393
Name: params, dtype: float64, 'loglikelihood': 43.56835240551248, 'aic': -79.13670481102496, 'bic': np.float64(-74.95861506013127)}, 4620: {'params': mu         -2.006244e+00
omega       1.346275e-04
alpha[1]    1.000000e+00
beta[1]     1.445155e-13
Name: params, dtype: float64, 'loglikelihood': 51.81759041744944, 'aic': -95.63518083489888, 'bic': np.float64(-91.45709108400519)}, 4625: {'params': mu         -2.004275
omega       0.000146
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 45.18000492398134, 'aic': -82.36000984796269, 'bic': np.float64(-78.181920097069)}, 4630: {'params': mu         -1.977422
omega       0.000453
alpha[1]    0.522758
beta[1]     0.477242
Name: params, dtype: float64, 'loglikelihood': 32.27401884605506, 'aic': -56.548037692110114, 'bic': np.float64(-52.369947941216424)}, 4635: {'params': mu         -1.960812
omega       0.000701
alpha[1]    0.764375
beta[1]     0.235625
Name: params, dtype: float64, 'loglikelihood': 25.09168605052959, 'aic': -42.18337210105918, 'bic': np.float64(-38.00528235016549)}, 4640: {'params': mu         -1.772735
omega       0.000148
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 26.64984020660944, 'aic': -45.29968041321888, 'bic': np.float64(-41.12159066232519)}, 4645: {'params': mu         -1.741894
omega       0.000322
alpha[1]    0.805481
beta[1]     0.194519
Name: params, dtype: float64, 'loglikelihood': 24.885038204989424, 'aic': -41.77007640997885, 'bic': np.float64(-37.59198665908516)}, 4650: {'params': mu         -1.735881
omega       0.000357
alpha[1]    0.859868
beta[1]     0.140132
Name: params, dtype: float64, 'loglikelihood': 22.930477916952874, 'aic': -37.86095583390575, 'bic': np.float64(-33.68286608301206)}, 4655: {'params': mu         -1.725619e+00
omega       1.358993e-03
alpha[1]    1.000000e+00
beta[1]     2.375106e-12
Name: params, dtype: float64, 'loglikelihood': 10.728205033786491, 'aic': -13.456410067572982, 'bic': np.float64(-9.27832031667929)}, 4660: {'params': mu         -1.695403e+00
omega       1.318349e-02
alpha[1]    1.000000e+00
beta[1]     3.668956e-15
Name: params, dtype: float64, 'loglikelihood': 1.2399020934370433, 'aic': 5.5201958131259135, 'bic': np.float64(9.698285564019606)}, 4665: {'params': mu         -1.651009
omega       0.025728
alpha[1]    0.856804
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -5.096947744393798, 'aic': 18.193895488787597, 'bic': np.float64(22.371985239681287)}, 4670: {'params': mu         -2.092006
omega       0.002912
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 1.3930442060874209, 'aic': 5.213911587825159, 'bic': np.float64(9.39200133871885)}, 4675: {'params': mu         -2.121546
omega       0.002681
alpha[1]    0.964827
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 9.701149559354297, 'aic': -11.402299118708594, 'bic': np.float64(-7.224209367814902)}, 4680: {'params': mu         -2.160661e+00
omega       2.618047e-03
alpha[1]    9.999999e-01
beta[1]     4.018937e-08
Name: params, dtype: float64, 'loglikelihood': 16.27036939075168, 'aic': -24.540738781503357, 'bic': np.float64(-20.362649030609667)}, 4685: {'params': mu         -2.207616e+00
omega       8.328007e-03
alpha[1]    1.000000e+00
beta[1]     7.534356e-17
Name: params, dtype: float64, 'loglikelihood': 5.698149802625737, 'aic': -3.3962996052514747, 'bic': np.float64(0.7817901456422174)}, 4690: {'params': mu         -2.439962
omega       0.020271
alpha[1]    0.853694
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -1.5469760476671959, 'aic': 11.09395209533439, 'bic': np.float64(15.272041846228085)}, 4695: {'params': mu         -2.832588
omega       0.002151
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 0.7460573572294983, 'aic': 6.507885285541003, 'bic': np.float64(10.685975036434696)}, 4700: {'params': mu         -2.836190e+00
omega       1.864065e-03
alpha[1]    1.000000e+00
beta[1]     4.751571e-10
Name: params, dtype: float64, 'loglikelihood': 0.9477688192738165, 'aic': 6.1044623614523665, 'bic': np.float64(10.282552112346059)}, 4705: {'params': mu         -3.482390
omega       0.003196
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -5.241742963667175, 'aic': 18.48348592733435, 'bic': np.float64(22.66157567822804)}, 4710: {'params': mu         -3.777738e+00
omega       3.509182e-03
alpha[1]    1.000000e+00
beta[1]     3.664466e-11
Name: params, dtype: float64, 'loglikelihood': -0.5729024844144668, 'aic': 9.145804968828934, 'bic': np.float64(13.323894719722626)}, 4715: {'params': mu         -3.814766e+00
omega       5.326159e-03
alpha[1]    1.000000e+00
beta[1]     3.255740e-11
Name: params, dtype: float64, 'loglikelihood': 3.0261920064418155, 'aic': 1.947615987116369, 'bic': np.float64(6.125705738010061)}, 4720: {'params': mu         -4.142791
omega       0.001158
alpha[1]    0.529126
beta[1]     0.344072
Name: params, dtype: float64, 'loglikelihood': 10.17880350294311, 'aic': -12.35760700588622, 'bic': np.float64(-8.179517254992527)}, 4725: {'params': mu         -4.091597e+00
omega       1.035542e-10
alpha[1]    6.755730e-01
beta[1]     2.991409e-01
Name: params, dtype: float64, 'loglikelihood': 28.773589643064305, 'aic': -49.54717928612861, 'bic': np.float64(-45.36908953523492)}, 4730: {'params': mu         -4.108523
omega       0.004772
alpha[1]    0.325225
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.718376942279797, 'aic': -37.43675388455959, 'bic': np.float64(-33.2586641336659)}, 4735: {'params': mu         -4.087715
omega       0.002361
alpha[1]    0.612651
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 27.031679202515082, 'aic': -46.063358405030165, 'bic': np.float64(-41.885268654136475)}, 4740: {'params': mu         -4.040073
omega       0.000129
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 24.90422584800688, 'aic': -41.80845169601376, 'bic': np.float64(-37.63036194512007)}, 4745: {'params': mu         -3.996913
omega       0.002962
alpha[1]    0.009975
beta[1]     0.489757
Name: params, dtype: float64, 'loglikelihood': 24.078462964887034, 'aic': -40.15692592977407, 'bic': np.float64(-35.97883617888038)}, 4750: {'params': mu         -3.934693
omega       0.000009
alpha[1]    0.999290
beta[1]     0.000710
Name: params, dtype: float64, 'loglikelihood': 70.95777298485963, 'aic': -133.91554596971926, 'bic': np.float64(-129.73745621882557)}, 4755: {'params': mu         -3.932164
omega       0.000255
alpha[1]    0.000000
beta[1]     0.665881
Name: params, dtype: float64, 'loglikelihood': 41.16574858636627, 'aic': -74.33149717273254, 'bic': np.float64(-70.15340742183885)}, 4760: {'params': mu         -3.925713e+00
omega       6.857921e-05
alpha[1]    1.134448e-10
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 39.22491219250806, 'aic': -70.44982438501611, 'bic': np.float64(-66.27173463412242)}, 4765: {'params': mu         -3.910092
omega       0.000279
alpha[1]    0.140409
beta[1]     0.859591
Name: params, dtype: float64, 'loglikelihood': 30.033608841178143, 'aic': -52.067217682356286, 'bic': np.float64(-47.889127931462596)}, 4770: {'params': mu         -3.885283
omega       0.001031
alpha[1]    0.334564
beta[1]     0.661642
Name: params, dtype: float64, 'loglikelihood': 20.26990417886992, 'aic': -32.53980835773984, 'bic': np.float64(-28.361718606846146)}, 4775: {'params': mu         -3.824192
omega       0.004286
alpha[1]    0.009998
beta[1]     0.490006
Name: params, dtype: float64, 'loglikelihood': 20.205063064221374, 'aic': -32.41012612844275, 'bic': np.float64(-28.232036377549058)}, 4780: {'params': mu         -3.756010
omega       0.003309
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 13.523152114357465, 'aic': -19.04630422871493, 'bic': np.float64(-14.868214477821239)}, 4785: {'params': mu         -3.736712
omega       0.002107
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 2.4270783098127486, 'aic': 3.1458433803745027, 'bic': np.float64(7.323933131268195)}, 4790: {'params': mu         -4.172923
omega       0.013815
alpha[1]    0.933475
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -5.263050938146989, 'aic': 18.52610187629398, 'bic': np.float64(22.70419162718767)}, 4795: {'params': mu         -4.588842
omega       0.005455
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 6.729969681770215, 'aic': -5.45993936354043, 'bic': np.float64(-1.281849612646738)}, 4800: {'params': mu         -4.596007e+00
omega       5.456755e-03
alpha[1]    7.693846e-01
beta[1]     5.568868e-09
Name: params, dtype: float64, 'loglikelihood': 15.919441652979307, 'aic': -23.838883305958614, 'bic': np.float64(-19.66079355506492)}, 4805: {'params': mu         -4.739492e+00
omega       7.875344e-08
alpha[1]    1.000000e+00
beta[1]     3.030377e-14
Name: params, dtype: float64, 'loglikelihood': 51.89309533924226, 'aic': -95.78619067848452, 'bic': np.float64(-91.60810092759083)}, 4810: {'params': mu         -4.738889e+00
omega       1.358416e-04
alpha[1]    9.781888e-01
beta[1]     1.346077e-10
Name: params, dtype: float64, 'loglikelihood': 43.39426188724196, 'aic': -78.78852377448392, 'bic': np.float64(-74.61043402359023)}, 4815: {'params': mu         -4.733727e+00
omega       1.835665e-07
alpha[1]    1.000000e+00
beta[1]     1.604148e-17
Name: params, dtype: float64, 'loglikelihood': 62.31254133991442, 'aic': -116.62508267982884, 'bic': np.float64(-112.44699292893515)}, 4820: {'params': mu         -4.757410
omega       0.005805
alpha[1]    0.566633
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.62045079937511, 'aic': -33.24090159875022, 'bic': np.float64(-29.06281184785653)}, 4825: {'params': mu         -4.747703e+00
omega       7.707253e-03
alpha[1]    8.201598e-01
beta[1]     1.156011e-09
Name: params, dtype: float64, 'loglikelihood': 14.877621036273148, 'aic': -21.755242072546295, 'bic': np.float64(-17.577152321652605)}, 4830: {'params': mu         -4.699533e+00
omega       2.180488e-03
alpha[1]    2.969730e-14
beta[1]     9.593349e-01
Name: params, dtype: float64, 'loglikelihood': 5.720474521100722, 'aic': -3.440949042201444, 'bic': np.float64(0.7371407086922481)}, 4835: {'params': mu         -4.572726
omega       0.000003
alpha[1]    0.523093
beta[1]     0.361864
Name: params, dtype: float64, 'loglikelihood': 16.768159257583513, 'aic': -25.536318515167025, 'bic': np.float64(-21.358228764273335)}, 4840: {'params': mu         -4.555961
omega       0.023696
alpha[1]    0.342277
beta[1]     0.104911
Name: params, dtype: float64, 'loglikelihood': 5.651818836387484, 'aic': -3.3036376727749683, 'bic': np.float64(0.8744520781187237)}, 4845: {'params': mu         -4.482054e+00
omega       3.654219e-02
alpha[1]    4.211776e-01
beta[1]     1.153203e-13
Name: params, dtype: float64, 'loglikelihood': 1.6973253216668835, 'aic': 4.605349356666233, 'bic': np.float64(8.783439107559925)}, 4850: {'params': mu         -4.352413e+00
omega       4.313477e-02
alpha[1]    5.223611e-01
beta[1]     5.013556e-16
Name: params, dtype: float64, 'loglikelihood': -3.648335484555459, 'aic': 15.296670969110918, 'bic': np.float64(19.47476072000461)}, 4855: {'params': mu         -3.973074
omega       0.005598
alpha[1]    0.702173
beta[1]     0.297827
Name: params, dtype: float64, 'loglikelihood': 0.9017380242787287, 'aic': 6.1965239514425425, 'bic': np.float64(10.374613702336234)}, 4860: {'params': mu         -3.919132e+00
omega       1.075070e-02
alpha[1]    1.000000e+00
beta[1]     2.114333e-11
Name: params, dtype: float64, 'loglikelihood': 6.506545288503287, 'aic': -5.013090577006574, 'bic': np.float64(-0.8350008261128821)}, 4865: {'params': mu         -3.920585e+00
omega       1.043974e-02
alpha[1]    8.119035e-01
beta[1]     9.357167e-17
Name: params, dtype: float64, 'loglikelihood': 10.783602304303065, 'aic': -13.56720460860613, 'bic': np.float64(-9.389114857712437)}, 4870: {'params': mu         -3.900007
omega       0.018356
alpha[1]    0.731816
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 3.429300210908166, 'aic': 1.1413995781836679, 'bic': np.float64(5.31948932907736)}, 4875: {'params': mu         -3.822975e+00
omega       5.400551e-10
alpha[1]    1.000000e+00
beta[1]     6.167197e-11
Name: params, dtype: float64, 'loglikelihood': 47.60358857356872, 'aic': -87.20717714713744, 'bic': np.float64(-83.02908739624375)}, 4880: {'params': mu         -3.891290e+00
omega       1.842368e-02
alpha[1]    9.642609e-01
beta[1]     1.525618e-11
Name: params, dtype: float64, 'loglikelihood': 1.917310936871483, 'aic': 4.165378126257034, 'bic': np.float64(8.343467877150726)}, 4885: {'params': mu         -3.896363
omega       0.018321
alpha[1]    0.984043
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -2.039401048250498, 'aic': 12.078802096500997, 'bic': np.float64(16.256891847394687)}, 4890: {'params': mu         -4.323019
omega       0.000083
alpha[1]    0.564900
beta[1]     0.000021
Name: params, dtype: float64, 'loglikelihood': 37.09760505344332, 'aic': -66.19521010688663, 'bic': np.float64(-62.017120355992944)}, 4895: {'params': mu         -4.328345e+00
omega       5.337923e-07
alpha[1]    8.731586e-01
beta[1]     6.009669e-06
Name: params, dtype: float64, 'loglikelihood': 60.589023410587714, 'aic': -113.17804682117543, 'bic': np.float64(-108.99995707028174)}, 4900: {'params': mu         -4.322978e+00
omega       1.577722e-30
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 683.4507395988855, 'aic': -1358.901479197771, 'bic': np.float64(-1354.7233894468775)}, 4905: {'params': mu         -4.322978e+00
omega       1.577722e-30
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 683.4507395988855, 'aic': -1358.901479197771, 'bic': np.float64(-1354.7233894468775)}, 4910: {'params': mu         -4.322978e+00
omega       1.577722e-30
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 683.4507395988855, 'aic': -1358.901479197771, 'bic': np.float64(-1354.7233894468775)}, 4915: {'params': mu         -4.322978e+00
omega       1.577722e-30
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 683.4507395988855, 'aic': -1358.901479197771, 'bic': np.float64(-1354.7233894468775)}, 4920: {'params': mu         -4.322978e+00
omega       1.577722e-30
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 683.4507395988855, 'aic': -1358.901479197771, 'bic': np.float64(-1354.7233894468775)}, 4925: {'params': mu         -4.322978e+00
omega       1.577722e-30
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 683.4507395988855, 'aic': -1358.901479197771, 'bic': np.float64(-1354.7233894468775)}, 4930: {'params': mu         -4.322978e+00
omega       1.577722e-30
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 683.4507395988855, 'aic': -1358.901479197771, 'bic': np.float64(-1354.7233894468775)}, 4935: {'params': mu         -4.322978e+00
omega       1.577722e-30
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 683.4507395988855, 'aic': -1358.901479197771, 'bic': np.float64(-1354.7233894468775)}, 4940: {'params': mu         -4.322978e+00
omega       1.577722e-30
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 683.4507395988855, 'aic': -1358.901479197771, 'bic': np.float64(-1354.7233894468775)}, 4945: {'params': mu         -4.322978e+00
omega       1.577722e-30
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 683.4507395988855, 'aic': -1358.901479197771, 'bic': np.float64(-1354.7233894468775)}}, 7: {0: {'params': mu         -2.219722e-02
omega       6.524664e-05
alpha[1]    2.051559e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 13.402179680220307, 'aic': -18.804359360440614, 'bic': np.float64(-19.02071876421936)}, 5: {'params': mu          4.446173e-02
omega       3.407695e-05
alpha[1]    5.091208e-16
beta[1]     9.891682e-01
Name: params, dtype: float64, 'loglikelihood': 13.162413132091732, 'aic': -18.324826264183464, 'bic': np.float64(-18.54118566796221)}, 10: {'params': mu          0.052274
omega       0.000460
alpha[1]    0.009997
beta[1]     0.489876
Name: params, dtype: float64, 'loglikelihood': 14.532694268536057, 'aic': -21.065388537072113, 'bic': np.float64(-21.28174794085086)}, 15: {'params': mu         -4.430900e-03
omega       5.794558e-04
alpha[1]    6.324913e-01
beta[1]     8.577518e-13
Name: params, dtype: float64, 'loglikelihood': 13.947125605712632, 'aic': -19.894251211425264, 'bic': np.float64(-20.11061061520401)}, 20: {'params': mu         -7.260969e-02
omega       6.700419e-04
alpha[1]    1.000000e+00
beta[1]     5.789381e-16
Name: params, dtype: float64, 'loglikelihood': 12.437302139810892, 'aic': -16.874604279621785, 'bic': np.float64(-17.09096368340053)}, 25: {'params': mu         -2.325279e-01
omega       1.448632e-11
alpha[1]    7.712524e-10
beta[1]     6.722964e-01
Name: params, dtype: float64, 'loglikelihood': 14.59215776075833, 'aic': -21.18431552151666, 'bic': np.float64(-21.400674925295405)}, 30: {'params': mu         -0.230720
omega       0.000010
alpha[1]    0.010000
beta[1]     0.689997
Name: params, dtype: float64, 'loglikelihood': 26.022635505237396, 'aic': -44.04527101047479, 'bic': np.float64(-44.26163041425354)}, 35: {'params': mu         -2.509696e-01
omega       4.561387e-05
alpha[1]    7.714356e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 15.594661276664006, 'aic': -23.18932255332801, 'bic': np.float64(-23.405681957106758)}, 40: {'params': mu         -0.325448
omega       0.000734
alpha[1]    0.961915
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 12.016528110174166, 'aic': -16.033056220348332, 'bic': np.float64(-16.249415624127078)}, 45: {'params': mu         -0.412172
omega       0.000044
alpha[1]    0.010000
beta[1]     0.689993
Name: params, dtype: float64, 'loglikelihood': 21.09478622870765, 'aic': -34.1895724574153, 'bic': np.float64(-34.40593186119405)}, 50: {'params': mu         -0.419365
omega       0.000054
alpha[1]    0.632809
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 22.092114315939455, 'aic': -36.18422863187891, 'bic': np.float64(-36.400588035657655)}, 55: {'params': mu         -0.486096
omega       0.000038
alpha[1]    0.999626
beta[1]     0.000020
Name: params, dtype: float64, 'loglikelihood': 17.34435368442045, 'aic': -26.688707368840902, 'bic': np.float64(-26.905066772619648)}, 60: {'params': mu         -4.537509e-01
omega       9.853739e-05
alpha[1]    1.893487e-08
beta[1]     7.906851e-01
Name: params, dtype: float64, 'loglikelihood': 15.702449594855183, 'aic': -23.404899189710367, 'bic': np.float64(-23.621258593489113)}, 65: {'params': mu         -0.424282
omega       0.000068
alpha[1]    0.009999
beta[1]     0.689962
Name: params, dtype: float64, 'loglikelihood': 19.469965048693368, 'aic': -30.939930097386735, 'bic': np.float64(-31.15628950116548)}, 70: {'params': mu         -0.342447
omega       0.000368
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 13.111861043029078, 'aic': -18.223722086058157, 'bic': np.float64(-18.440081489836903)}, 75: {'params': mu         -0.375398
omega       0.000087
alpha[1]    0.000000
beta[1]     0.727603
Name: params, dtype: float64, 'loglikelihood': 16.004634712977627, 'aic': -24.009269425955253, 'bic': np.float64(-24.225628829734)}, 80: {'params': mu         -4.056746e-01
omega       1.363326e-10
alpha[1]    2.287292e-09
beta[1]     9.118746e-01
Name: params, dtype: float64, 'loglikelihood': 16.497540247895742, 'aic': -24.995080495791484, 'bic': np.float64(-25.21143989957023)}, 85: {'params': mu         -0.402400
omega       0.000093
alpha[1]    0.010000
beta[1]     0.489986
Name: params, dtype: float64, 'loglikelihood': 20.122915801560847, 'aic': -32.245831603121694, 'bic': np.float64(-32.46219100690044)}, 90: {'params': mu         -3.939380e-01
omega       9.809695e-06
alpha[1]    4.840857e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 19.989301730164943, 'aic': -31.978603460329886, 'bic': np.float64(-32.19496286410863)}, 95: {'params': mu         -4.160876e-01
omega       4.798238e-06
alpha[1]    3.539067e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 20.61313212381722, 'aic': -33.22626424763444, 'bic': np.float64(-33.442623651413186)}, 100: {'params': mu         -0.402047
omega       0.000028
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 15.803984778521686, 'aic': -23.607969557043372, 'bic': np.float64(-23.82432896082212)}, 105: {'params': mu         -3.942701e-01
omega       8.556489e-05
alpha[1]    9.735217e-09
beta[1]     9.999997e-01
Name: params, dtype: float64, 'loglikelihood': 14.306012957658998, 'aic': -20.612025915317997, 'bic': np.float64(-20.828385319096743)}, 110: {'params': mu         -5.023686e-01
omega       1.472892e-11
alpha[1]    1.592240e-09
beta[1]     8.280245e-01
Name: params, dtype: float64, 'loglikelihood': 13.873888851762182, 'aic': -19.747777703524363, 'bic': np.float64(-19.96413710730311)}, 115: {'params': mu         -0.528371
omega       0.000020
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 25.481668508381325, 'aic': -42.96333701676265, 'bic': np.float64(-43.1796964205414)}, 120: {'params': mu         -5.409333e-01
omega       2.727325e-04
alpha[1]    0.000000e+00
beta[1]     9.314216e-12
Name: params, dtype: float64, 'loglikelihood': 18.803172518611326, 'aic': -29.606345037222653, 'bic': np.float64(-29.8227044410014)}, 125: {'params': mu         -5.500144e-01
omega       1.448967e-05
alpha[1]    1.263033e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 17.99120057122928, 'aic': -27.982401142458563, 'bic': np.float64(-28.19876054623731)}, 130: {'params': mu         -0.550706
omega       0.000165
alpha[1]    0.009998
beta[1]     0.489935
Name: params, dtype: float64, 'loglikelihood': 18.119970753192177, 'aic': -28.239941506384355, 'bic': np.float64(-28.4563009101631)}, 135: {'params': mu         -0.584683
omega       0.000092
alpha[1]    0.006460
beta[1]     0.447318
Name: params, dtype: float64, 'loglikelihood': 18.949608758655803, 'aic': -29.899217517311605, 'bic': np.float64(-30.11557692109035)}, 140: {'params': mu         -0.597971
omega       0.000039
alpha[1]    0.010000
beta[1]     0.490005
Name: params, dtype: float64, 'loglikelihood': 23.183483426699606, 'aic': -38.36696685339921, 'bic': np.float64(-38.58332625717796)}, 145: {'params': mu         -0.615212
omega       0.000002
alpha[1]    0.009989
beta[1]     0.970033
Name: params, dtype: float64, 'loglikelihood': 24.424129937392657, 'aic': -40.84825987478531, 'bic': np.float64(-41.06461927856406)}, 150: {'params': mu         -0.745799
omega       0.000494
alpha[1]    0.999954
beta[1]     0.000008
Name: params, dtype: float64, 'loglikelihood': 9.896745817620886, 'aic': -11.793491635241772, 'bic': np.float64(-12.009851039020518)}, 155: {'params': mu         -8.022623e-01
omega       3.086591e-04
alpha[1]    1.000000e+00
beta[1]     1.753212e-15
Name: params, dtype: float64, 'loglikelihood': 15.00966028598221, 'aic': -22.01932057196442, 'bic': np.float64(-22.235679975743167)}, 160: {'params': mu         -0.844606
omega       0.000035
alpha[1]    0.799643
beta[1]     0.200357
Name: params, dtype: float64, 'loglikelihood': 22.11299916722497, 'aic': -36.22599833444994, 'bic': np.float64(-36.44235773822869)}, 165: {'params': mu         -0.818907
omega       0.000021
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 23.552823864735505, 'aic': -39.10564772947101, 'bic': np.float64(-39.322007133249755)}, 170: {'params': mu         -0.823942
omega       0.000082
alpha[1]    0.677108
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.845305775284906, 'aic': -33.69061155056981, 'bic': np.float64(-33.90697095434856)}, 175: {'params': mu         -0.859578
omega       0.000048
alpha[1]    0.010000
beta[1]     0.689989
Name: params, dtype: float64, 'loglikelihood': 20.66585439335079, 'aic': -33.33170878670158, 'bic': np.float64(-33.54806819048033)}, 180: {'params': mu         -8.569549e-01
omega       1.059256e-04
alpha[1]    4.782733e-01
beta[1]     1.026086e-13
Name: params, dtype: float64, 'loglikelihood': 20.719523131397757, 'aic': -33.439046262795515, 'bic': np.float64(-33.65540566657426)}, 185: {'params': mu         -0.855322
omega       0.000035
alpha[1]    0.290022
beta[1]     0.214379
Name: params, dtype: float64, 'loglikelihood': 22.738155547892212, 'aic': -37.476311095784425, 'bic': np.float64(-37.69267049956317)}, 190: {'params': mu         -8.811697e-01
omega       2.993724e-12
alpha[1]    0.000000e+00
beta[1]     9.528237e-01
Name: params, dtype: float64, 'loglikelihood': 18.521956924023385, 'aic': -29.04391384804677, 'bic': np.float64(-29.260273251825517)}, 195: {'params': mu         -0.883707
omega       0.000017
alpha[1]    0.010000
beta[1]     0.490002
Name: params, dtype: float64, 'loglikelihood': 26.045943251447163, 'aic': -44.091886502894326, 'bic': np.float64(-44.30824590667307)}, 200: {'params': mu         -0.878547
omega       0.000034
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 18.02177470263255, 'aic': -28.043549405265097, 'bic': np.float64(-28.259908809043843)}, 205: {'params': mu         -0.866113
omega       0.000040
alpha[1]    0.999359
beta[1]     0.000641
Name: params, dtype: float64, 'loglikelihood': 16.886356596433938, 'aic': -25.772713192867876, 'bic': np.float64(-25.989072596646622)}, 210: {'params': mu         -0.870519
omega       0.000013
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 27.03948586191523, 'aic': -46.07897172383046, 'bic': np.float64(-46.29533112760921)}, 215: {'params': mu         -8.501542e-01
omega       1.517508e-03
alpha[1]    4.479699e-01
beta[1]     2.564579e-16
Name: params, dtype: float64, 'loglikelihood': 11.791394107628289, 'aic': -15.582788215256578, 'bic': np.float64(-15.799147619035324)}, 220: {'params': mu         -0.753975
omega       0.000035
alpha[1]    0.009995
beta[1]     0.489771
Name: params, dtype: float64, 'loglikelihood': 23.66820558066184, 'aic': -39.33641116132368, 'bic': np.float64(-39.55277056510243)}, 225: {'params': mu         -0.750831
omega       0.000020
alpha[1]    0.009998
beta[1]     0.690071
Name: params, dtype: float64, 'loglikelihood': 23.67318308453559, 'aic': -39.34636616907118, 'bic': np.float64(-39.56272557284993)}, 230: {'params': mu         -0.755659
omega       0.000015
alpha[1]    0.009990
beta[1]     0.690310
Name: params, dtype: float64, 'loglikelihood': 24.668496886210082, 'aic': -41.336993772420165, 'bic': np.float64(-41.55335317619891)}, 235: {'params': mu         -0.751194
omega       0.000013
alpha[1]    0.199999
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 27.06689884612156, 'aic': -46.13379769224312, 'bic': np.float64(-46.35015709602187)}, 240: {'params': mu         -0.744632
omega       0.000073
alpha[1]    0.010000
beta[1]     0.490010
Name: params, dtype: float64, 'loglikelihood': 20.99665370688475, 'aic': -33.9933074137695, 'bic': np.float64(-34.209666817548246)}, 245: {'params': mu         -0.731565
omega       0.000016
alpha[1]    0.644029
beta[1]     0.000031
Name: params, dtype: float64, 'loglikelihood': 27.201591178215708, 'aic': -46.403182356431415, 'bic': np.float64(-46.61954176021016)}, 250: {'params': mu         -7.121812e-01
omega       1.953355e-05
alpha[1]    3.102214e-15
beta[1]     9.277746e-01
Name: params, dtype: float64, 'loglikelihood': 20.020276619188497, 'aic': -32.040553238376994, 'bic': np.float64(-32.25691264215574)}, 255: {'params': mu         -0.717035
omega       0.000023
alpha[1]    0.010000
beta[1]     0.490004
Name: params, dtype: float64, 'loglikelihood': 25.056237406806424, 'aic': -42.11247481361285, 'bic': np.float64(-42.328834217391595)}, 260: {'params': mu         -0.708441
omega       0.000041
alpha[1]    0.010000
beta[1]     0.689989
Name: params, dtype: float64, 'loglikelihood': 21.227196833635954, 'aic': -34.45439366727191, 'bic': np.float64(-34.670753071050655)}, 265: {'params': mu         -0.711565
omega       0.000021
alpha[1]    0.010000
beta[1]     0.490005
Name: params, dtype: float64, 'loglikelihood': 25.307343806973442, 'aic': -42.614687613946884, 'bic': np.float64(-42.83104701772563)}, 270: {'params': mu         -0.712903
omega       0.000021
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 23.188101594702907, 'aic': -38.376203189405814, 'bic': np.float64(-38.59256259318456)}, 275: {'params': mu         -0.848187
omega       0.000039
alpha[1]    0.977427
beta[1]     0.006570
Name: params, dtype: float64, 'loglikelihood': 14.013883215056692, 'aic': -20.027766430113385, 'bic': np.float64(-20.24412583389213)}, 280: {'params': mu         -8.699637e-01
omega       2.649567e-12
alpha[1]    0.000000e+00
beta[1]     8.855060e-01
Name: params, dtype: float64, 'loglikelihood': 19.228575122236947, 'aic': -30.457150244473894, 'bic': np.float64(-30.67350964825264)}, 285: {'params': mu         -8.536001e-01
omega       1.568216e-05
alpha[1]    1.126737e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 18.528649539371223, 'aic': -29.057299078742446, 'bic': np.float64(-29.273658482521192)}, 290: {'params': mu         -0.832005
omega       0.000121
alpha[1]    0.009999
beta[1]     0.689925
Name: params, dtype: float64, 'loglikelihood': 17.418089997767524, 'aic': -26.836179995535048, 'bic': np.float64(-27.052539399313794)}, 295: {'params': mu         -0.809291
omega       0.000012
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 19.130871261655727, 'aic': -30.261742523311455, 'bic': np.float64(-30.4781019270902)}, 300: {'params': mu         -8.263654e-01
omega       3.780580e-12
alpha[1]    0.000000e+00
beta[1]     8.483811e-01
Name: params, dtype: float64, 'loglikelihood': 18.234094314093394, 'aic': -28.468188628186788, 'bic': np.float64(-28.684548031965534)}, 305: {'params': mu         -0.820547
omega       0.000021
alpha[1]    0.010000
beta[1]     0.690007
Name: params, dtype: float64, 'loglikelihood': 23.557042841979886, 'aic': -39.11408568395977, 'bic': np.float64(-39.33044508773852)}, 310: {'params': mu         -0.820797
omega       0.000019
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 23.926947833410864, 'aic': -39.85389566682173, 'bic': np.float64(-40.070255070600474)}, 315: {'params': mu         -0.805229
omega       0.000206
alpha[1]    0.009999
beta[1]     0.489995
Name: params, dtype: float64, 'loglikelihood': 17.335950962253722, 'aic': -26.671901924507445, 'bic': np.float64(-26.88826132828619)}, 320: {'params': mu         -7.544030e-01
omega       3.508106e-12
alpha[1]    6.114285e-05
beta[1]     7.954326e-01
Name: params, dtype: float64, 'loglikelihood': 18.8252197874666, 'aic': -29.650439574933202, 'bic': np.float64(-29.866798978711948)}, 325: {'params': mu         -0.746819
omega       0.000143
alpha[1]    0.000000
beta[1]     0.461714
Name: params, dtype: float64, 'loglikelihood': 19.03095398394639, 'aic': -30.06190796789278, 'bic': np.float64(-30.278267371671525)}, 330: {'params': mu         -7.728052e-01
omega       4.139827e-11
alpha[1]    0.000000e+00
beta[1]     9.155594e-01
Name: params, dtype: float64, 'loglikelihood': 15.911401649730555, 'aic': -23.82280329946111, 'bic': np.float64(-24.039162703239857)}, 335: {'params': mu         -7.643180e-01
omega       5.400052e-05
alpha[1]    9.434159e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 13.242225918474997, 'aic': -18.484451836949994, 'bic': np.float64(-18.70081124072874)}, 340: {'params': mu         -0.702831
omega       0.000040
alpha[1]    0.010000
beta[1]     0.689986
Name: params, dtype: float64, 'loglikelihood': 21.24672897866861, 'aic': -34.49345795733722, 'bic': np.float64(-34.70981736111597)}, 345: {'params': mu         -0.735264
omega       0.000579
alpha[1]    0.009998
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 13.732426687028704, 'aic': -19.46485337405741, 'bic': np.float64(-19.681212777836155)}, 350: {'params': mu         -0.774931
omega       0.000011
alpha[1]    0.346135
beta[1]     0.329959
Name: params, dtype: float64, 'loglikelihood': 27.1455553203466, 'aic': -46.2911106406932, 'bic': np.float64(-46.507470044471944)}, 355: {'params': mu         -7.720086e-01
omega       1.279463e-05
alpha[1]    2.080695e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 20.0434619904596, 'aic': -32.0869239809192, 'bic': np.float64(-32.30328338469795)}, 360: {'params': mu         -0.784593
omega       0.000139
alpha[1]    0.009998
beta[1]     0.489923
Name: params, dtype: float64, 'loglikelihood': 18.738933496495434, 'aic': -29.47786699299087, 'bic': np.float64(-29.694226396769615)}, 365: {'params': mu         -7.839224e-01
omega       7.003296e-06
alpha[1]    6.171933e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 18.873395346788616, 'aic': -29.746790693577232, 'bic': np.float64(-29.963150097355978)}, 370: {'params': mu         -8.579114e-01
omega       3.003150e-11
alpha[1]    3.172014e-13
beta[1]     9.560428e-01
Name: params, dtype: float64, 'loglikelihood': 10.436229173706044, 'aic': -12.872458347412088, 'bic': np.float64(-13.088817751190835)}, 375: {'params': mu         -1.022977e+00
omega       5.393640e-11
alpha[1]    1.323498e-11
beta[1]     8.636612e-01
Name: params, dtype: float64, 'loglikelihood': 8.727765697558038, 'aic': -9.455531395116076, 'bic': np.float64(-9.671890798894822)}, 380: {'params': mu         -9.856921e-01
omega       1.811833e-06
alpha[1]    3.656721e-08
beta[1]     6.367916e-01
Name: params, dtype: float64, 'loglikelihood': 16.779612248812374, 'aic': -25.559224497624747, 'bic': np.float64(-25.775583901403493)}, 385: {'params': mu         -0.935173
omega       0.000023
alpha[1]    0.965628
beta[1]     0.034372
Name: params, dtype: float64, 'loglikelihood': 17.885931730823835, 'aic': -27.77186346164767, 'bic': np.float64(-27.988222865426415)}, 390: {'params': mu         -0.922911
omega       0.000024
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 17.76269313867903, 'aic': -27.52538627735806, 'bic': np.float64(-27.741745681136806)}, 395: {'params': mu         -0.893259
omega       0.000018
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 19.318560378268973, 'aic': -30.637120756537946, 'bic': np.float64(-30.853480160316693)}, 400: {'params': mu         -9.594616e-01
omega       2.269167e-11
alpha[1]    2.606375e-12
beta[1]     9.407714e-01
Name: params, dtype: float64, 'loglikelihood': 11.44624869392951, 'aic': -14.89249738785902, 'bic': np.float64(-15.108856791637766)}, 405: {'params': mu         -0.976672
omega       0.000027
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 14.993658398023573, 'aic': -21.987316796047146, 'bic': np.float64(-22.203676199825892)}, 410: {'params': mu         -0.931992
omega       0.000085
alpha[1]    0.009999
beta[1]     0.490018
Name: params, dtype: float64, 'loglikelihood': 20.44094431738231, 'aic': -32.88188863476462, 'bic': np.float64(-33.09824803854337)}, 415: {'params': mu         -0.930252
omega       0.000099
alpha[1]    0.010000
beta[1]     0.490012
Name: params, dtype: float64, 'loglikelihood': 19.900463434058462, 'aic': -31.800926868116925, 'bic': np.float64(-32.01728627189567)}, 420: {'params': mu         -0.944864
omega       0.000015
alpha[1]    0.009999
beta[1]     0.690017
Name: params, dtype: float64, 'loglikelihood': 24.67139432758128, 'aic': -41.34278865516256, 'bic': np.float64(-41.559148058941304)}, 425: {'params': mu         -0.983695
omega       0.000048
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 12.594882737784252, 'aic': -17.189765475568503, 'bic': np.float64(-17.40612487934725)}, 430: {'params': mu         -1.051375e+00
omega       1.613432e-04
alpha[1]    5.254892e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 13.165585752745582, 'aic': -18.331171505491163, 'bic': np.float64(-18.54753090926991)}, 435: {'params': mu         -1.226838
omega       0.000068
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 12.616865572840627, 'aic': -17.233731145681254, 'bic': np.float64(-17.45009054946)}, 440: {'params': mu         -1.243833
omega       0.000038
alpha[1]    0.010000
beta[1]     0.489993
Name: params, dtype: float64, 'loglikelihood': 23.285214860204754, 'aic': -38.57042972040951, 'bic': np.float64(-38.78678912418825)}, 445: {'params': mu         -1.258659
omega       0.000003
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 30.564295734394907, 'aic': -53.128591468789814, 'bic': np.float64(-53.34495087256856)}, 450: {'params': mu         -1.250203
omega       0.000015
alpha[1]    0.009969
beta[1]     0.687863
Name: params, dtype: float64, 'loglikelihood': 24.620229661631644, 'aic': -41.24045932326329, 'bic': np.float64(-41.456818727042034)}, 455: {'params': mu         -1.249302
omega       0.000021
alpha[1]    0.010000
beta[1]     0.690003
Name: params, dtype: float64, 'loglikelihood': 23.652480998321607, 'aic': -39.304961996643215, 'bic': np.float64(-39.52132140042196)}, 460: {'params': mu         -1.244042
omega       0.000179
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 15.278009664746094, 'aic': -22.556019329492187, 'bic': np.float64(-22.772378733270934)}, 465: {'params': mu         -1.223266
omega       0.000005
alpha[1]    0.756844
beta[1]     0.040003
Name: params, dtype: float64, 'loglikelihood': 22.09996272312674, 'aic': -36.19992544625348, 'bic': np.float64(-36.41628485003223)}, 470: {'params': mu         -1.230852
omega       0.000029
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 24.21522475346483, 'aic': -40.43044950692966, 'bic': np.float64(-40.64680891070841)}, 475: {'params': mu         -1.234966e+00
omega       1.019485e-04
alpha[1]    1.000000e+00
beta[1]     2.949422e-15
Name: params, dtype: float64, 'loglikelihood': 18.881283793913727, 'aic': -29.762567587827455, 'bic': np.float64(-29.9789269916062)}, 480: {'params': mu         -1.263179
omega       0.000030
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 24.05709896467251, 'aic': -40.11419792934502, 'bic': np.float64(-40.330557333123764)}, 485: {'params': mu         -1.266267e+00
omega       9.649860e-05
alpha[1]    1.939428e-14
beta[1]     7.641973e-01
Name: params, dtype: float64, 'loglikelihood': 17.759216297897584, 'aic': -27.51843259579517, 'bic': np.float64(-27.734791999573915)}, 490: {'params': mu         -1.251566
omega       0.000028
alpha[1]    0.010000
beta[1]     0.690004
Name: params, dtype: float64, 'loglikelihood': 22.65870463672537, 'aic': -37.31740927345074, 'bic': np.float64(-37.53376867722949)}, 495: {'params': mu         -1.232614e+00
omega       7.651092e-04
alpha[1]    1.000000e+00
beta[1]     2.493518e-16
Name: params, dtype: float64, 'loglikelihood': 12.034884453387347, 'aic': -16.069768906774694, 'bic': np.float64(-16.28612831055344)}, 500: {'params': mu         -1.019146e+00
omega       1.091164e-10
alpha[1]    0.000000e+00
beta[1]     6.541457e-01
Name: params, dtype: float64, 'loglikelihood': 7.936593017301884, 'aic': -7.873186034603767, 'bic': np.float64(-8.089545438382515)}, 505: {'params': mu         -1.010802e+00
omega       5.040564e-05
alpha[1]    7.596964e-01
beta[1]     4.585351e-17
Name: params, dtype: float64, 'loglikelihood': 20.282785615088407, 'aic': -32.565571230176815, 'bic': np.float64(-32.78193063395556)}, 510: {'params': mu         -1.020850e+00
omega       4.168492e-05
alpha[1]    4.804899e-10
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 16.55718426285974, 'aic': -25.114368525719478, 'bic': np.float64(-25.330727929498224)}, 515: {'params': mu         -1.072736
omega       0.000115
alpha[1]    0.008105
beta[1]     0.460634
Name: params, dtype: float64, 'loglikelihood': 18.871980906089885, 'aic': -29.74396181217977, 'bic': np.float64(-29.960321215958515)}, 520: {'params': mu         -1.078402
omega       0.000036
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 23.455491904107024, 'aic': -38.91098380821405, 'bic': np.float64(-39.127343211992795)}, 525: {'params': mu         -1.079165
omega       0.000016
alpha[1]    0.010000
beta[1]     0.690003
Name: params, dtype: float64, 'loglikelihood': 24.56943761755141, 'aic': -41.13887523510282, 'bic': np.float64(-41.35523463888157)}, 530: {'params': mu         -1.059525
omega       0.000169
alpha[1]    0.846058
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 17.590110101135465, 'aic': -27.18022020227093, 'bic': np.float64(-27.396579606049677)}, 535: {'params': mu         -1.059305e+00
omega       5.570112e-08
alpha[1]    0.000000e+00
beta[1]     8.423771e-01
Name: params, dtype: float64, 'loglikelihood': 17.54495528716, 'aic': -27.08991057432, 'bic': np.float64(-27.306269978098747)}, 540: {'params': mu         -1.076967
omega       0.000094
alpha[1]    0.009999
beta[1]     0.490006
Name: params, dtype: float64, 'loglikelihood': 20.098380973204776, 'aic': -32.19676194640955, 'bic': np.float64(-32.4131213501883)}, 545: {'params': mu         -1.085009
omega       0.000018
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 18.154621857000578, 'aic': -28.309243714001155, 'bic': np.float64(-28.5256031177799)}, 550: {'params': mu         -1.048014e+00
omega       4.829301e-05
alpha[1]    2.722613e-08
beta[1]     7.931384e-01
Name: params, dtype: float64, 'loglikelihood': 16.959553848365516, 'aic': -25.919107696731032, 'bic': np.float64(-26.13546710050978)}, 555: {'params': mu         -9.553723e-01
omega       2.254792e-11
alpha[1]    9.339612e-01
beta[1]     1.266849e-03
Name: params, dtype: float64, 'loglikelihood': 13.313665122767464, 'aic': -18.627330245534928, 'bic': np.float64(-18.843689649313674)}, 560: {'params': mu         -1.030269e+00
omega       5.187273e-10
alpha[1]    4.261587e-08
beta[1]     8.426346e-01
Name: params, dtype: float64, 'loglikelihood': 11.934591599527305, 'aic': -15.86918319905461, 'bic': np.float64(-16.085542602833357)}, 565: {'params': mu         -1.023477
omega       0.000011
alpha[1]    0.010000
beta[1]     0.690003
Name: params, dtype: float64, 'loglikelihood': 25.730325971310204, 'aic': -43.46065194262041, 'bic': np.float64(-43.677011346399155)}, 570: {'params': mu         -1.010906e+00
omega       7.302957e-05
alpha[1]    3.168911e-09
beta[1]     9.999999e-01
Name: params, dtype: float64, 'loglikelihood': 14.919178127145901, 'aic': -21.838356254291803, 'bic': np.float64(-22.05471565807055)}, 575: {'params': mu         -0.953093
omega       0.000110
alpha[1]    0.350174
beta[1]     0.247877
Name: params, dtype: float64, 'loglikelihood': 17.639375184043896, 'aic': -27.278750368087792, 'bic': np.float64(-27.495109771866538)}, 580: {'params': mu         -0.893511
omega       0.001778
alpha[1]    0.009996
beta[1]     0.490013
Name: params, dtype: float64, 'loglikelihood': 9.827114813700376, 'aic': -11.654229627400753, 'bic': np.float64(-11.870589031179499)}, 585: {'params': mu         -0.821652
omega       0.000041
alpha[1]    0.009998
beta[1]     0.489970
Name: params, dtype: float64, 'loglikelihood': 22.96328887507992, 'aic': -37.92657775015984, 'bic': np.float64(-38.14293715393858)}, 590: {'params': mu         -8.499198e-01
omega       4.330507e-12
alpha[1]    0.000000e+00
beta[1]     9.580459e-01
Name: params, dtype: float64, 'loglikelihood': 18.960218829553483, 'aic': -29.920437659106966, 'bic': np.float64(-30.136797062885712)}, 595: {'params': mu         -0.866631
omega       0.000059
alpha[1]    0.009998
beta[1]     0.490043
Name: params, dtype: float64, 'loglikelihood': 21.71112669927478, 'aic': -35.42225339854956, 'bic': np.float64(-35.6386128023283)}, 600: {'params': mu         -8.587851e-01
omega       1.139799e-04
alpha[1]    5.742271e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 13.794700467563736, 'aic': -19.589400935127472, 'bic': np.float64(-19.805760338906218)}, 605: {'params': mu         -0.892860
omega       0.000519
alpha[1]    0.009990
beta[1]     0.489783
Name: params, dtype: float64, 'loglikelihood': 14.108851851895606, 'aic': -20.217703703791212, 'bic': np.float64(-20.43406310756996)}, 610: {'params': mu         -8.838144e-01
omega       1.154830e-04
alpha[1]    4.715317e-17
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 12.499582580539732, 'aic': -16.999165161079464, 'bic': np.float64(-17.21552456485821)}, 615: {'params': mu         -9.752118e-01
omega       2.788701e-05
alpha[1]    9.958997e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 15.095072770654598, 'aic': -22.190145541309196, 'bic': np.float64(-22.406504945087942)}, 620: {'params': mu         -9.499413e-01
omega       1.712361e-11
alpha[1]    1.020360e-12
beta[1]     8.739460e-01
Name: params, dtype: float64, 'loglikelihood': 12.72150538197977, 'aic': -17.44301076395954, 'bic': np.float64(-17.659370167738285)}, 625: {'params': mu         -0.996822
omega       0.000068
alpha[1]    0.000000
beta[1]     0.851780
Name: params, dtype: float64, 'loglikelihood': 12.907261900766226, 'aic': -17.814523801532452, 'bic': np.float64(-18.0308832053112)}, 630: {'params': mu         -9.874189e-01
omega       2.648534e-04
alpha[1]    1.000000e+00
beta[1]     4.950413e-15
Name: params, dtype: float64, 'loglikelihood': 14.8529530749876, 'aic': -21.7059061499752, 'bic': np.float64(-21.922265553753945)}, 635: {'params': mu         -0.945585
omega       0.000025
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 17.06655058757177, 'aic': -26.133101175143537, 'bic': np.float64(-26.349460578922283)}, 640: {'params': mu         -9.746441e-01
omega       8.230470e-05
alpha[1]    3.882868e-15
beta[1]     9.307894e-01
Name: params, dtype: float64, 'loglikelihood': 15.187187514279543, 'aic': -22.374375028559086, 'bic': np.float64(-22.590734432337833)}, 645: {'params': mu         -0.846239
omega       0.008829
alpha[1]    0.612882
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 5.0128177950589246, 'aic': -2.025635590117849, 'bic': np.float64(-2.241994993896596)}, 650: {'params': mu         -0.559504
omega       0.000251
alpha[1]    0.000000
beta[1]     0.780652
Name: params, dtype: float64, 'loglikelihood': 10.684148372530428, 'aic': -13.368296745060857, 'bic': np.float64(-13.584656148839603)}, 655: {'params': mu         -0.549770
omega       0.000049
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 18.21038725929885, 'aic': -28.420774518597703, 'bic': np.float64(-28.63713392237645)}, 660: {'params': mu         -5.429481e-01
omega       5.760972e-05
alpha[1]    1.839179e-17
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 13.12590684017711, 'aic': -18.25181368035422, 'bic': np.float64(-18.468173084132967)}, 665: {'params': mu         -0.568381
omega       0.000013
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 18.51062655315958, 'aic': -29.021253106319158, 'bic': np.float64(-29.237612510097904)}, 670: {'params': mu         -0.555993
omega       0.000221
alpha[1]    0.637005
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 16.858328499213407, 'aic': -25.716656998426814, 'bic': np.float64(-25.93301640220556)}, 675: {'params': mu         -5.458849e-01
omega       8.037236e-12
alpha[1]    0.000000e+00
beta[1]     9.618256e-01
Name: params, dtype: float64, 'loglikelihood': 15.055892037943996, 'aic': -22.111784075887993, 'bic': np.float64(-22.32814347966674)}, 680: {'params': mu         -5.108804e-01
omega       3.795312e-03
alpha[1]    5.598764e-01
beta[1]     4.185754e-16
Name: params, dtype: float64, 'loglikelihood': 8.12645934910724, 'aic': -8.25291869821448, 'bic': np.float64(-8.469278101993226)}, 685: {'params': mu         -3.147384e-01
omega       2.526973e-11
alpha[1]    0.000000e+00
beta[1]     9.504409e-01
Name: params, dtype: float64, 'loglikelihood': 11.053268641697516, 'aic': -14.106537283395031, 'bic': np.float64(-14.322896687173778)}, 690: {'params': mu         -2.702582e-01
omega       1.221061e-05
alpha[1]    5.669445e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 18.042944763390814, 'aic': -28.085889526781628, 'bic': np.float64(-28.302248930560374)}, 695: {'params': mu         -0.244726
omega       0.000259
alpha[1]    0.090357
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 18.618099375148574, 'aic': -29.23619875029715, 'bic': np.float64(-29.452558154075895)}, 700: {'params': mu         -0.218421
omega       0.000187
alpha[1]    0.009999
beta[1]     0.489975
Name: params, dtype: float64, 'loglikelihood': 17.68625002438142, 'aic': -27.372500048762838, 'bic': np.float64(-27.588859452541584)}, 705: {'params': mu         -0.218895
omega       0.000067
alpha[1]    0.010000
beta[1]     0.490002
Name: params, dtype: float64, 'loglikelihood': 21.278413468808594, 'aic': -34.55682693761719, 'bic': np.float64(-34.773186341395935)}, 710: {'params': mu         -0.186893
omega       0.000537
alpha[1]    0.000000
beta[1]     0.538868
Name: params, dtype: float64, 'loglikelihood': 13.866836523796795, 'aic': -19.73367304759359, 'bic': np.float64(-19.950032451372337)}, 715: {'params': mu         -1.067699e-01
omega       1.384911e-11
alpha[1]    0.000000e+00
beta[1]     9.208103e-01
Name: params, dtype: float64, 'loglikelihood': 13.220460025910482, 'aic': -18.440920051820964, 'bic': np.float64(-18.65727945559971)}, 720: {'params': mu         -0.072049
omega       0.000009
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 19.7300019128154, 'aic': -31.4600038256308, 'bic': np.float64(-31.676363229409546)}, 725: {'params': mu         -0.097129
omega       0.000642
alpha[1]    0.009995
beta[1]     0.489868
Name: params, dtype: float64, 'loglikelihood': 13.370037139338386, 'aic': -18.740074278676772, 'bic': np.float64(-18.95643368245552)}, 730: {'params': mu         -1.707419e-01
omega       4.795405e-12
alpha[1]    1.386217e-09
beta[1]     8.209417e-01
Name: params, dtype: float64, 'loglikelihood': 17.43150545660697, 'aic': -26.86301091321394, 'bic': np.float64(-27.079370316992687)}, 735: {'params': mu         -0.209120
omega       0.000620
alpha[1]    0.009998
beta[1]     0.489995
Name: params, dtype: float64, 'loglikelihood': 13.48022563415385, 'aic': -18.9604512683077, 'bic': np.float64(-19.176810672086447)}, 740: {'params': mu         -0.234843
omega       0.000044
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 14.555515023366086, 'aic': -21.11103004673217, 'bic': np.float64(-21.327389450510918)}, 745: {'params': mu         -0.218432
omega       0.000821
alpha[1]    0.009998
beta[1]     0.489990
Name: params, dtype: float64, 'loglikelihood': 12.495585339974761, 'aic': -16.991170679949523, 'bic': np.float64(-17.20753008372827)}, 750: {'params': mu         -0.171152
omega       0.000066
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 9.970279394520894, 'aic': -11.940558789041788, 'bic': np.float64(-12.156918192820534)}, 755: {'params': mu         -2.446889e-01
omega       2.281754e-04
alpha[1]    7.190429e-15
beta[1]     4.745172e-01
Name: params, dtype: float64, 'loglikelihood': 17.254851355893482, 'aic': -26.509702711786964, 'bic': np.float64(-26.72606211556571)}, 760: {'params': mu         -2.055812e-01
omega       1.322916e-04
alpha[1]    2.727009e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 10.78734465337623, 'aic': -13.574689306752461, 'bic': np.float64(-13.791048710531207)}, 765: {'params': mu         -0.134400
omega       0.000024
alpha[1]    0.621596
beta[1]     0.008467
Name: params, dtype: float64, 'loglikelihood': 18.369104975782932, 'aic': -28.738209951565864, 'bic': np.float64(-28.95456935534461)}, 770: {'params': mu         -0.110471
omega       0.000114
alpha[1]    0.009999
beta[1]     0.689949
Name: params, dtype: float64, 'loglikelihood': 17.641580590311243, 'aic': -27.283161180622486, 'bic': np.float64(-27.499520584401232)}, 775: {'params': mu         -1.803739e-01
omega       1.248317e-03
alpha[1]    3.434462e-17
beta[1]     6.113879e-01
Name: params, dtype: float64, 'loglikelihood': 9.89801695953221, 'aic': -11.79603391906442, 'bic': np.float64(-12.012393322843167)}, 780: {'params': mu         -2.360628e-01
omega       1.496596e-04
alpha[1]    4.521555e-01
beta[1]     1.790103e-09
Name: params, dtype: float64, 'loglikelihood': 19.093490189876896, 'aic': -30.18698037975379, 'bic': np.float64(-30.403339783532537)}, 785: {'params': mu         -0.267089
omega       0.000224
alpha[1]    0.009997
beta[1]     0.490002
Name: params, dtype: float64, 'loglikelihood': 17.068309244017257, 'aic': -26.136618488034514, 'bic': np.float64(-26.35297789181326)}, 790: {'params': mu         -1.916449e-01
omega       6.302095e-11
alpha[1]    0.000000e+00
beta[1]     9.643934e-01
Name: params, dtype: float64, 'loglikelihood': 7.826646936109739, 'aic': -7.6532938722194785, 'bic': np.float64(-7.869653275998226)}, 795: {'params': mu         -0.102129
omega       0.000079
alpha[1]    0.009999
beta[1]     0.490007
Name: params, dtype: float64, 'loglikelihood': 20.68700161189063, 'aic': -33.37400322378126, 'bic': np.float64(-33.590362627560005)}, 800: {'params': mu         -0.115458
omega       0.000096
alpha[1]    0.009999
beta[1]     0.689931
Name: params, dtype: float64, 'loglikelihood': 18.206935574300427, 'aic': -28.413871148600855, 'bic': np.float64(-28.6302305523796)}, 805: {'params': mu         -7.363518e-02
omega       9.880853e-04
alpha[1]    7.245027e-01
beta[1]     8.565868e-10
Name: params, dtype: float64, 'loglikelihood': 11.316158152775696, 'aic': -14.632316305551392, 'bic': np.float64(-14.848675709330138)}, 810: {'params': mu         -0.007246
omega       0.000071
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 21.091997412185357, 'aic': -34.183994824370714, 'bic': np.float64(-34.40035422814946)}, 815: {'params': mu          7.001324e-02
omega       2.068858e-08
alpha[1]    6.184989e-01
beta[1]     6.046395e-03
Name: params, dtype: float64, 'loglikelihood': 17.972637609366508, 'aic': -27.945275218733016, 'bic': np.float64(-28.161634622511762)}, 820: {'params': mu          2.205429e-02
omega       3.319369e-04
alpha[1]    7.847389e-01
beta[1]     7.138031e-13
Name: params, dtype: float64, 'loglikelihood': 14.11220586744064, 'aic': -20.22441173488128, 'bic': np.float64(-20.440771138660025)}, 825: {'params': mu          0.005076
omega       0.000011
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 17.640322622592162, 'aic': -27.280645245184324, 'bic': np.float64(-27.49700464896307)}, 830: {'params': mu          3.335502e-02
omega       1.969032e-05
alpha[1]    1.603160e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 14.888156097425153, 'aic': -21.776312194850306, 'bic': np.float64(-21.99267159862905)}, 835: {'params': mu          0.070803
omega       0.000625
alpha[1]    0.009997
beta[1]     0.489940
Name: params, dtype: float64, 'loglikelihood': 13.44881783605831, 'aic': -18.89763567211662, 'bic': np.float64(-19.113995075895367)}, 840: {'params': mu          2.055166e-01
omega       7.073335e-06
alpha[1]    2.271035e-08
beta[1]     5.765257e-01
Name: params, dtype: float64, 'loglikelihood': 12.445220423960658, 'aic': -16.890440847921315, 'bic': np.float64(-17.10680025170006)}, 845: {'params': mu          2.039073e-01
omega       6.093890e-04
alpha[1]    3.438788e-01
beta[1]     1.606615e-10
Name: params, dtype: float64, 'loglikelihood': 14.528882588903208, 'aic': -21.057765177806417, 'bic': np.float64(-21.274124581585163)}, 850: {'params': mu          0.224045
omega       0.000096
alpha[1]    0.000000
beta[1]     0.754531
Name: params, dtype: float64, 'loglikelihood': 17.939358257157544, 'aic': -27.878716514315087, 'bic': np.float64(-28.095075918093833)}, 855: {'params': mu          2.851805e-01
omega       1.398103e-03
alpha[1]    7.015345e-10
beta[1]     4.444966e-01
Name: params, dtype: float64, 'loglikelihood': 10.896907368282443, 'aic': -13.793814736564887, 'bic': np.float64(-14.010174140343633)}, 860: {'params': mu          3.525924e-01
omega       2.229169e-05
alpha[1]    4.061875e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 18.228738203019233, 'aic': -28.457476406038467, 'bic': np.float64(-28.673835809817213)}, 865: {'params': mu          3.166049e-01
omega       1.404491e-11
alpha[1]    0.000000e+00
beta[1]     8.405111e-01
Name: params, dtype: float64, 'loglikelihood': 13.493795458365243, 'aic': -18.987590916730486, 'bic': np.float64(-19.203950320509232)}, 870: {'params': mu          0.303005
omega       0.000080
alpha[1]    0.200000
beta[1]     0.299993
Name: params, dtype: float64, 'loglikelihood': 20.79960371692242, 'aic': -33.59920743384484, 'bic': np.float64(-33.815566837623585)}, 875: {'params': mu          2.894457e-01
omega       1.190020e-04
alpha[1]    2.574506e-15
beta[1]     8.105662e-01
Name: params, dtype: float64, 'loglikelihood': 16.447525049579664, 'aic': -24.895050099159327, 'bic': np.float64(-25.111409502938074)}, 880: {'params': mu          0.315766
omega       0.000047
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 14.842023944469037, 'aic': -21.684047888938075, 'bic': np.float64(-21.90040729271682)}, 885: {'params': mu          0.308141
omega       0.000669
alpha[1]    0.000000
beta[1]     0.526530
Name: params, dtype: float64, 'loglikelihood': 12.646232370085947, 'aic': -17.292464740171894, 'bic': np.float64(-17.50882414395064)}, 890: {'params': mu          0.223792
omega       0.000132
alpha[1]    0.000000
beta[1]     0.752008
Name: params, dtype: float64, 'loglikelihood': 13.65151862536366, 'aic': -19.30303725072732, 'bic': np.float64(-19.519396654506068)}, 895: {'params': mu          1.798402e-01
omega       2.052831e-04
alpha[1]    1.000000e+00
beta[1]     2.447379e-14
Name: params, dtype: float64, 'loglikelihood': 14.9708011909009, 'aic': -21.9416023818018, 'bic': np.float64(-22.157961785580547)}, 900: {'params': mu          0.051737
omega       0.001493
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 10.029163895400218, 'aic': -12.058327790800437, 'bic': np.float64(-12.274687194579183)}, 905: {'params': mu         -0.045694
omega       0.000006
alpha[1]    0.692925
beta[1]     0.000487
Name: params, dtype: float64, 'loglikelihood': 19.559076161654865, 'aic': -31.11815232330973, 'bic': np.float64(-31.334511727088476)}, 910: {'params': mu         -2.804942e-02
omega       1.567673e-04
alpha[1]    1.149502e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 11.99594666272594, 'aic': -15.99189332545188, 'bic': np.float64(-16.208252729230626)}, 915: {'params': mu          6.824010e-02
omega       4.538371e-10
alpha[1]    2.765485e-06
beta[1]     6.408940e-01
Name: params, dtype: float64, 'loglikelihood': 15.35988102717446, 'aic': -22.71976205434892, 'bic': np.float64(-22.936121458127666)}, 920: {'params': mu          3.796450e-02
omega       7.224039e-12
alpha[1]    3.221054e-09
beta[1]     8.872690e-01
Name: params, dtype: float64, 'loglikelihood': 16.55023379916606, 'aic': -25.100467598332123, 'bic': np.float64(-25.31682700211087)}, 925: {'params': mu          0.091844
omega       0.001898
alpha[1]    0.009849
beta[1]     0.488252
Name: params, dtype: float64, 'loglikelihood': 9.522371901083703, 'aic': -11.044743802167407, 'bic': np.float64(-11.261103205946153)}, 930: {'params': mu          1.132310e-01
omega       3.918518e-04
alpha[1]    1.261237e-10
beta[1]     5.418847e-01
Name: params, dtype: float64, 'loglikelihood': 14.339898354514993, 'aic': -20.679796709029986, 'bic': np.float64(-20.896156112808733)}, 935: {'params': mu          0.094619
omega       0.000211
alpha[1]    0.009999
beta[1]     0.489998
Name: params, dtype: float64, 'loglikelihood': 17.25661306914837, 'aic': -26.513226138296737, 'bic': np.float64(-26.729585542075483)}, 940: {'params': mu          0.110283
omega       0.000089
alpha[1]    0.007102
beta[1]     0.637288
Name: params, dtype: float64, 'loglikelihood': 17.830929858678736, 'aic': -27.661859717357473, 'bic': np.float64(-27.87821912113622)}, 945: {'params': mu          0.067053
omega       0.000003
alpha[1]    0.000047
beta[1]     0.898107
Name: params, dtype: float64, 'loglikelihood': 13.72412819190161, 'aic': -19.44825638380322, 'bic': np.float64(-19.664615787581965)}, 950: {'params': mu          0.061929
omega       0.000256
alpha[1]    0.464638
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 16.94860371678984, 'aic': -25.89720743357968, 'bic': np.float64(-26.113566837358427)}, 955: {'params': mu          2.385742e-02
omega       9.183476e-05
alpha[1]    4.051438e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 12.908478821890302, 'aic': -17.816957643780604, 'bic': np.float64(-18.03331704755935)}, 960: {'params': mu         -6.964714e-02
omega       2.209516e-10
alpha[1]    1.598211e-08
beta[1]     9.438950e-01
Name: params, dtype: float64, 'loglikelihood': 13.578828195498785, 'aic': -19.15765639099757, 'bic': np.float64(-19.374015794776316)}, 965: {'params': mu         -0.070250
omega       0.000067
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 13.457884597723087, 'aic': -18.915769195446174, 'bic': np.float64(-19.13212859922492)}, 970: {'params': mu         -0.241642
omega       0.000836
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 9.41524332572797, 'aic': -10.830486651455939, 'bic': np.float64(-11.046846055234685)}, 975: {'params': mu         -3.080401e-01
omega       1.286559e-07
alpha[1]    1.621517e-10
beta[1]     8.723463e-01
Name: params, dtype: float64, 'loglikelihood': 16.303544553973104, 'aic': -24.60708910794621, 'bic': np.float64(-24.823448511724955)}, 980: {'params': mu         -0.270835
omega       0.000422
alpha[1]    0.009999
beta[1]     0.489998
Name: params, dtype: float64, 'loglikelihood': 14.836897382652014, 'aic': -21.673794765304027, 'bic': np.float64(-21.890154169082773)}, 985: {'params': mu         -0.234952
omega       0.000108
alpha[1]    0.010000
beta[1]     0.489998
Name: params, dtype: float64, 'loglikelihood': 19.59550456224777, 'aic': -31.191009124495537, 'bic': np.float64(-31.407368528274283)}, 990: {'params': mu         -2.183056e-01
omega       5.166821e-05
alpha[1]    1.189153e-15
beta[1]     8.626997e-01
Name: params, dtype: float64, 'loglikelihood': 18.493709591394556, 'aic': -28.98741918278911, 'bic': np.float64(-29.203778586567857)}, 995: {'params': mu         -2.148072e-01
omega       6.681415e-05
alpha[1]    1.941542e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 14.52024522485112, 'aic': -21.04049044970224, 'bic': np.float64(-21.256849853480986)}, 1000: {'params': mu         -0.245257
omega       0.000653
alpha[1]    0.009711
beta[1]     0.483325
Name: params, dtype: float64, 'loglikelihood': 13.208552949009096, 'aic': -18.417105898018193, 'bic': np.float64(-18.63346530179694)}, 1005: {'params': mu         -0.144540
omega       0.001151
alpha[1]    0.999966
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 9.37332963968861, 'aic': -10.74665927937722, 'bic': np.float64(-10.963018683155966)}, 1010: {'params': mu         -7.798307e-02
omega       9.283434e-05
alpha[1]    1.307341e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 12.665930381153522, 'aic': -17.331860762307045, 'bic': np.float64(-17.54822016608579)}, 1015: {'params': mu         -1.447806e-01
omega       1.579894e-04
alpha[1]    2.901211e-14
beta[1]     9.416236e-01
Name: params, dtype: float64, 'loglikelihood': 12.514147335015718, 'aic': -17.028294670031435, 'bic': np.float64(-17.24465407381018)}, 1020: {'params': mu         -1.092963e-01
omega       2.150864e-11
alpha[1]    0.000000e+00
beta[1]     8.922511e-01
Name: params, dtype: float64, 'loglikelihood': 11.805048847079409, 'aic': -15.610097694158817, 'bic': np.float64(-15.826457097937563)}, 1025: {'params': mu         -1.089695e-01
omega       6.885547e-05
alpha[1]    4.785050e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 13.881827680874533, 'aic': -19.763655361749066, 'bic': np.float64(-19.980014765527812)}, 1030: {'params': mu         -7.826042e-02
omega       9.071330e-04
alpha[1]    8.089858e-13
beta[1]     4.706076e-01
Name: params, dtype: float64, 'loglikelihood': 12.254269540032977, 'aic': -16.508539080065955, 'bic': np.float64(-16.7248984838447)}, 1035: {'params': mu         -0.027486
omega       0.002372
alpha[1]    0.950521
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 7.333785727953062, 'aic': -6.667571455906124, 'bic': np.float64(-6.883930859684871)}, 1040: {'params': mu          1.851826e-01
omega       3.543288e-11
alpha[1]    0.000000e+00
beta[1]     9.255980e-01
Name: params, dtype: float64, 'loglikelihood': 9.921878437714101, 'aic': -11.843756875428202, 'bic': np.float64(-12.060116279206948)}, 1045: {'params': mu          0.400894
omega       0.000102
alpha[1]    0.963019
beta[1]     0.036981
Name: params, dtype: float64, 'loglikelihood': 10.352866801438118, 'aic': -12.705733602876236, 'bic': np.float64(-12.922093006654983)}, 1050: {'params': mu          0.383636
omega       0.000413
alpha[1]    0.000000
beta[1]     0.327275
Name: params, dtype: float64, 'loglikelihood': 15.873052675605738, 'aic': -23.746105351211476, 'bic': np.float64(-23.962464754990222)}, 1055: {'params': mu          3.765807e-01
omega       5.946122e-05
alpha[1]    8.153200e-17
beta[1]     9.422208e-01
Name: params, dtype: float64, 'loglikelihood': 15.683579969978389, 'aic': -23.367159939956778, 'bic': np.float64(-23.583519343735524)}, 1060: {'params': mu          3.039791e-01
omega       1.628590e-11
alpha[1]    0.000000e+00
beta[1]     9.002381e-01
Name: params, dtype: float64, 'loglikelihood': 12.734622594906504, 'aic': -17.46924518981301, 'bic': np.float64(-17.685604593591755)}, 1065: {'params': mu          3.648285e-01
omega       1.083239e-03
alpha[1]    1.518995e-14
beta[1]     5.754711e-01
Name: params, dtype: float64, 'loglikelihood': 10.65949698799225, 'aic': -13.318993975984501, 'bic': np.float64(-13.535353379763247)}, 1070: {'params': mu          4.772313e-01
omega       1.676849e-11
alpha[1]    1.933422e-14
beta[1]     8.692182e-01
Name: params, dtype: float64, 'loglikelihood': 12.874448209809579, 'aic': -17.748896419619157, 'bic': np.float64(-17.965255823397904)}, 1075: {'params': mu          0.443372
omega       0.000377
alpha[1]    0.000000
beta[1]     0.604725
Name: params, dtype: float64, 'loglikelihood': 13.491306953306754, 'aic': -18.98261390661351, 'bic': np.float64(-19.198973310392255)}, 1080: {'params': mu          0.423035
omega       0.000094
alpha[1]    0.010000
beta[1]     0.689984
Name: params, dtype: float64, 'loglikelihood': 18.290351553120676, 'aic': -28.58070310624135, 'bic': np.float64(-28.797062510020098)}, 1085: {'params': mu          0.425783
omega       0.000019
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 17.840073823193876, 'aic': -27.680147646387752, 'bic': np.float64(-27.8965070501665)}, 1090: {'params': mu          3.662825e-01
omega       1.283413e-11
alpha[1]    2.358168e-14
beta[1]     9.764764e-01
Name: params, dtype: float64, 'loglikelihood': 13.386296480908953, 'aic': -18.772592961817907, 'bic': np.float64(-18.988952365596653)}, 1095: {'params': mu          4.044703e-01
omega       7.051154e-08
alpha[1]    1.556971e-06
beta[1]     8.800894e-01
Name: params, dtype: float64, 'loglikelihood': 12.836611476098494, 'aic': -17.673222952196987, 'bic': np.float64(-17.889582355975733)}, 1100: {'params': mu          4.356510e-01
omega       6.298615e-05
alpha[1]    3.519139e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 15.286308785183072, 'aic': -22.572617570366145, 'bic': np.float64(-22.78897697414489)}, 1105: {'params': mu          4.175036e-01
omega       1.139223e-03
alpha[1]    4.001011e-17
beta[1]     4.655887e-01
Name: params, dtype: float64, 'loglikelihood': 11.612540596761708, 'aic': -15.225081193523415, 'bic': np.float64(-15.441440597302162)}, 1110: {'params': mu          2.945268e-01
omega       1.681427e-11
alpha[1]    0.000000e+00
beta[1]     8.361619e-01
Name: params, dtype: float64, 'loglikelihood': 12.956932017136758, 'aic': -17.913864034273516, 'bic': np.float64(-18.130223438052262)}, 1115: {'params': mu          2.499962e-01
omega       3.406224e-04
alpha[1]    4.491336e-16
beta[1]     7.461743e-01
Name: params, dtype: float64, 'loglikelihood': 13.474077582381756, 'aic': -18.948155164763513, 'bic': np.float64(-19.16451456854226)}, 1120: {'params': mu          2.827437e-01
omega       3.502720e-03
alpha[1]    6.789678e-01
beta[1]     1.473195e-15
Name: params, dtype: float64, 'loglikelihood': 8.149844104120536, 'aic': -8.299688208241072, 'bic': np.float64(-8.516047612019818)}, 1125: {'params': mu          0.383227
omega       0.000113
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 11.247094580769115, 'aic': -14.49418916153823, 'bic': np.float64(-14.710548565316977)}, 1130: {'params': mu          2.733700e-01
omega       9.231755e-12
alpha[1]    0.000000e+00
beta[1]     7.220685e-01
Name: params, dtype: float64, 'loglikelihood': 15.85427459859881, 'aic': -23.70854919719762, 'bic': np.float64(-23.924908600976366)}, 1135: {'params': mu          0.207071
omega       0.004175
alpha[1]    0.307811
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 8.352864953344138, 'aic': -8.705729906688276, 'bic': np.float64(-8.922089310467022)}, 1140: {'params': mu          3.897298e-02
omega       1.415934e-04
alpha[1]    1.460475e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 11.100601433765744, 'aic': -14.201202867531489, 'bic': np.float64(-14.417562271310235)}, 1145: {'params': mu         -6.197496e-02
omega       9.653588e-05
alpha[1]    2.747742e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 12.245005572019991, 'aic': -16.490011144039983, 'bic': np.float64(-16.70637054781873)}, 1150: {'params': mu         -9.350103e-02
omega       1.686441e-10
alpha[1]    4.799736e-07
beta[1]     8.548954e-01
Name: params, dtype: float64, 'loglikelihood': 15.849263830230576, 'aic': -23.698527660461153, 'bic': np.float64(-23.9148870642399)}, 1155: {'params': mu         -2.599706e-02
omega       4.549535e-11
alpha[1]    2.364428e-15
beta[1]     9.654208e-01
Name: params, dtype: float64, 'loglikelihood': 8.953904180850522, 'aic': -9.907808361701044, 'bic': np.float64(-10.12416776547979)}, 1160: {'params': mu          0.045148
omega       0.000110
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 13.104366697902279, 'aic': -18.208733395804558, 'bic': np.float64(-18.425092799583304)}, 1165: {'params': mu          9.085674e-02
omega       3.882627e-11
alpha[1]    0.000000e+00
beta[1]     9.732770e-01
Name: params, dtype: float64, 'loglikelihood': 9.512523803500883, 'aic': -11.025047607001767, 'bic': np.float64(-11.241407010780513)}, 1170: {'params': mu          1.036317e-02
omega       7.770717e-11
alpha[1]    8.649974e-12
beta[1]     9.084038e-01
Name: params, dtype: float64, 'loglikelihood': 7.262759427086587, 'aic': -6.525518854173175, 'bic': np.float64(-6.741878257951922)}, 1175: {'params': mu         -0.171351
omega       0.000956
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 9.79363626055088, 'aic': -11.58727252110176, 'bic': np.float64(-11.803631924880506)}, 1180: {'params': mu         -0.269408
omega       0.000896
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 10.624329689994946, 'aic': -13.248659379989892, 'bic': np.float64(-13.465018783768638)}, 1185: {'params': mu         -0.369941
omega       0.000083
alpha[1]    0.000000
beta[1]     0.706663
Name: params, dtype: float64, 'loglikelihood': 18.9138945177602, 'aic': -29.827789035520397, 'bic': np.float64(-30.044148439299143)}, 1190: {'params': mu         -4.664867e-01
omega       2.259233e-03
alpha[1]    1.168419e-16
beta[1]     6.525878e-01
Name: params, dtype: float64, 'loglikelihood': 7.381260121881091, 'aic': -6.762520243762182, 'bic': np.float64(-6.978879647540929)}, 1195: {'params': mu         -6.011263e-01
omega       2.478153e-11
alpha[1]    9.859735e-01
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': 17.591604751082905, 'aic': -27.18320950216581, 'bic': np.float64(-27.399568905944555)}, 1200: {'params': mu         -0.571635
omega       0.000241
alpha[1]    0.009999
beta[1]     0.489974
Name: params, dtype: float64, 'loglikelihood': 16.791745723596016, 'aic': -25.58349144719203, 'bic': np.float64(-25.799850850970778)}, 1205: {'params': mu         -0.574928
omega       0.000070
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 14.099415163347157, 'aic': -20.198830326694313, 'bic': np.float64(-20.41518973047306)}, 1210: {'params': mu         -0.613124
omega       0.000067
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 12.443511805979469, 'aic': -16.887023611958938, 'bic': np.float64(-17.103383015737684)}, 1215: {'params': mu         -0.587981
omega       0.000178
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 16.48000148331154, 'aic': -24.96000296662308, 'bic': np.float64(-25.176362370401826)}, 1220: {'params': mu         -6.750908e-01
omega       1.946096e-11
alpha[1]    8.720363e-14
beta[1]     9.690644e-01
Name: params, dtype: float64, 'loglikelihood': 11.934639346322683, 'aic': -15.869278692645366, 'bic': np.float64(-16.085638096424113)}, 1225: {'params': mu         -7.387080e-01
omega       6.453392e-12
alpha[1]    0.000000e+00
beta[1]     9.884135e-01
Name: params, dtype: float64, 'loglikelihood': 15.780546768697542, 'aic': -23.561093537395084, 'bic': np.float64(-23.77745294117383)}, 1230: {'params': mu         -0.778328
omega       0.000406
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 13.260905413108027, 'aic': -18.521810826216054, 'bic': np.float64(-18.7381702299948)}, 1235: {'params': mu         -0.870401
omega       0.000056
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 19.24831782113012, 'aic': -30.496635642260237, 'bic': np.float64(-30.712995046038984)}, 1240: {'params': mu         -8.997027e-01
omega       4.875321e-06
alpha[1]    2.687121e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 18.60591738167955, 'aic': -29.2118347633591, 'bic': np.float64(-29.428194167137846)}, 1245: {'params': mu         -9.409945e-01
omega       1.150876e-03
alpha[1]    4.379486e-01
beta[1]     5.569519e-16
Name: params, dtype: float64, 'loglikelihood': 12.745510113485945, 'aic': -17.49102022697189, 'bic': np.float64(-17.707379630750637)}, 1250: {'params': mu         -1.043566
omega       0.000004
alpha[1]    0.000233
beta[1]     0.770984
Name: params, dtype: float64, 'loglikelihood': 19.30016844247167, 'aic': -30.60033688494334, 'bic': np.float64(-30.816696288722085)}, 1255: {'params': mu         -1.051755e+00
omega       1.232930e-05
alpha[1]    1.031230e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 20.66964683948776, 'aic': -33.33929367897552, 'bic': np.float64(-33.55565308275427)}, 1260: {'params': mu         -1.104790e+00
omega       4.385756e-12
alpha[1]    0.000000e+00
beta[1]     8.218050e-01
Name: params, dtype: float64, 'loglikelihood': 17.666428309365884, 'aic': -27.332856618731768, 'bic': np.float64(-27.549216022510514)}, 1265: {'params': mu         -1.114042e+00
omega       3.806801e-06
alpha[1]    2.040392e-07
beta[1]     9.999937e-01
Name: params, dtype: float64, 'loglikelihood': 22.29685977552522, 'aic': -36.59371955105044, 'bic': np.float64(-36.81007895482919)}, 1270: {'params': mu         -1.108091
omega       0.000006
alpha[1]    0.010000
beta[1]     0.689998
Name: params, dtype: float64, 'loglikelihood': 27.79198920913897, 'aic': -47.58397841827794, 'bic': np.float64(-47.80033782205668)}, 1275: {'params': mu         -1.116333e+00
omega       3.782368e-05
alpha[1]    6.013932e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 15.80560323046374, 'aic': -23.61120646092748, 'bic': np.float64(-23.827565864706227)}, 1280: {'params': mu         -1.090578e+00
omega       6.485102e-06
alpha[1]    1.430496e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 21.715558214074484, 'aic': -35.43111642814897, 'bic': np.float64(-35.647475831927714)}, 1285: {'params': mu         -1.134933
omega       0.000124
alpha[1]    0.238452
beta[1]     0.246521
Name: params, dtype: float64, 'loglikelihood': 18.64744619292323, 'aic': -29.29489238584646, 'bic': np.float64(-29.511251789625206)}, 1290: {'params': mu         -1.148914e+00
omega       1.050799e-05
alpha[1]    3.108520e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 20.881440973823157, 'aic': -33.762881947646314, 'bic': np.float64(-33.97924135142506)}, 1295: {'params': mu         -1.066056e+00
omega       4.946038e-11
alpha[1]    0.000000e+00
beta[1]     9.510077e-01
Name: params, dtype: float64, 'loglikelihood': 8.698218518590652, 'aic': -9.396437037181304, 'bic': np.float64(-9.61279644096005)}, 1300: {'params': mu         -1.027258
omega       0.000065
alpha[1]    0.010000
beta[1]     0.489995
Name: params, dtype: float64, 'loglikelihood': 21.35241150718341, 'aic': -34.70482301436682, 'bic': np.float64(-34.92118241814557)}, 1305: {'params': mu         -1.016745
omega       0.000109
alpha[1]    0.010000
beta[1]     0.489994
Name: params, dtype: float64, 'loglikelihood': 19.572251141630417, 'aic': -31.144502283260834, 'bic': np.float64(-31.36086168703958)}, 1310: {'params': mu         -9.917791e-01
omega       3.197754e-12
alpha[1]    0.000000e+00
beta[1]     9.374260e-01
Name: params, dtype: float64, 'loglikelihood': 18.334217090602465, 'aic': -28.66843418120493, 'bic': np.float64(-28.884793584983676)}, 1315: {'params': mu         -1.003689
omega       0.000012
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 19.542916973127248, 'aic': -31.085833946254496, 'bic': np.float64(-31.302193350033242)}, 1320: {'params': mu         -1.006736
omega       0.000084
alpha[1]    0.199996
beta[1]     0.299994
Name: params, dtype: float64, 'loglikelihood': 20.80922661671699, 'aic': -33.61845323343398, 'bic': np.float64(-33.83481263721273)}, 1325: {'params': mu         -1.026007
omega       0.000315
alpha[1]    0.009999
beta[1]     0.490002
Name: params, dtype: float64, 'loglikelihood': 15.863981034338623, 'aic': -23.727962068677247, 'bic': np.float64(-23.944321472455993)}, 1330: {'params': mu         -1.060124
omega       0.001089
alpha[1]    0.009997
beta[1]     0.489979
Name: params, dtype: float64, 'loglikelihood': 11.500895951630849, 'aic': -15.001791903261697, 'bic': np.float64(-15.218151307040443)}, 1335: {'params': mu         -1.196167e+00
omega       2.375040e-11
alpha[1]    2.174841e-10
beta[1]     6.792924e-01
Name: params, dtype: float64, 'loglikelihood': 12.870695978189538, 'aic': -17.741391956379076, 'bic': np.float64(-17.957751360157822)}, 1340: {'params': mu         -1.236787e+00
omega       1.903394e-05
alpha[1]    7.375167e-01
beta[1]     1.915480e-12
Name: params, dtype: float64, 'loglikelihood': 22.12746444995151, 'aic': -36.25492889990302, 'bic': np.float64(-36.47128830368177)}, 1345: {'params': mu         -1.232895
omega       0.000010
alpha[1]    0.010000
beta[1]     0.689997
Name: params, dtype: float64, 'loglikelihood': 26.065678795142016, 'aic': -44.13135759028403, 'bic': np.float64(-44.34771699406278)}, 1350: {'params': mu         -1.224058
omega       0.000024
alpha[1]    0.010000
beta[1]     0.490005
Name: params, dtype: float64, 'loglikelihood': 24.808198720905644, 'aic': -41.61639744181129, 'bic': np.float64(-41.83275684559003)}, 1355: {'params': mu         -1.237302
omega       0.000033
alpha[1]    0.010000
beta[1]     0.689989
Name: params, dtype: float64, 'loglikelihood': 21.992241050821455, 'aic': -35.98448210164291, 'bic': np.float64(-36.20084150542166)}, 1360: {'params': mu         -1.241055
omega       0.000016
alpha[1]    0.010000
beta[1]     0.690004
Name: params, dtype: float64, 'loglikelihood': 24.511693871701162, 'aic': -41.023387743402324, 'bic': np.float64(-41.23974714718107)}, 1365: {'params': mu         -1.218981
omega       0.000294
alpha[1]    0.009999
beta[1]     0.489961
Name: params, dtype: float64, 'loglikelihood': 16.098152020447955, 'aic': -24.19630404089591, 'bic': np.float64(-24.412663444674656)}, 1370: {'params': mu         -1.206814e+00
omega       1.725514e-12
alpha[1]    0.000000e+00
beta[1]     8.488959e-01
Name: params, dtype: float64, 'loglikelihood': 21.01689019046928, 'aic': -34.03378038093856, 'bic': np.float64(-34.250139784717305)}, 1375: {'params': mu         -1.207442
omega       0.000020
alpha[1]    0.010000
beta[1]     0.690005
Name: params, dtype: float64, 'loglikelihood': 23.762862131301695, 'aic': -39.52572426260339, 'bic': np.float64(-39.742083666382136)}, 1380: {'params': mu         -1.172692e+00
omega       3.245171e-05
alpha[1]    7.873558e-01
beta[1]     3.435216e-13
Name: params, dtype: float64, 'loglikelihood': 19.86680275056242, 'aic': -31.733605501124842, 'bic': np.float64(-31.949964904903588)}, 1385: {'params': mu         -1.173042e+00
omega       1.139359e-04
alpha[1]    1.000000e+00
beta[1]     2.035530e-13
Name: params, dtype: float64, 'loglikelihood': 18.726436035410714, 'aic': -29.452872070821428, 'bic': np.float64(-29.669231474600174)}, 1390: {'params': mu         -1.184427
omega       0.000404
alpha[1]    0.009999
beta[1]     0.489980
Name: params, dtype: float64, 'loglikelihood': 14.965708643744009, 'aic': -21.931417287488017, 'bic': np.float64(-22.147776691266763)}, 1395: {'params': mu         -1.236031e+00
omega       8.151674e-12
alpha[1]    7.474031e-10
beta[1]     9.036136e-01
Name: params, dtype: float64, 'loglikelihood': 15.21441719641493, 'aic': -22.42883439282986, 'bic': np.float64(-22.645193796608606)}, 1400: {'params': mu         -1.193187e+00
omega       2.757917e-09
alpha[1]    4.205235e-13
beta[1]     9.887080e-01
Name: params, dtype: float64, 'loglikelihood': 14.529475281235037, 'aic': -21.058950562470073, 'bic': np.float64(-21.27530996624882)}, 1405: {'params': mu         -1.190820
omega       0.000066
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 14.21419905401798, 'aic': -20.42839810803596, 'bic': np.float64(-20.644757511814706)}, 1410: {'params': mu         -1.210999e+00
omega       1.574943e-04
alpha[1]    1.051737e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 10.140886375733185, 'aic': -12.28177275146637, 'bic': np.float64(-12.498132155245116)}, 1415: {'params': mu         -1.234742
omega       0.000003
alpha[1]    0.569269
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 15.668104917449055, 'aic': -23.33620983489811, 'bic': np.float64(-23.552569238676856)}, 1420: {'params': mu         -1.276005
omega       0.002120
alpha[1]    0.375890
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 10.559108399639204, 'aic': -13.118216799278407, 'bic': np.float64(-13.334576203057154)}, 1425: {'params': mu         -1.392653e+00
omega       4.279210e-05
alpha[1]    6.991465e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 15.398200356576943, 'aic': -22.796400713153886, 'bic': np.float64(-23.012760116932633)}, 1430: {'params': mu         -1.456411e+00
omega       8.418748e-12
alpha[1]    3.009598e-08
beta[1]     8.656343e-01
Name: params, dtype: float64, 'loglikelihood': 15.300729903452611, 'aic': -22.601459806905222, 'bic': np.float64(-22.817819210683968)}, 1435: {'params': mu         -1.477485e+00
omega       2.170568e-08
alpha[1]    2.197832e-11
beta[1]     8.752115e-01
Name: params, dtype: float64, 'loglikelihood': 16.184259521058635, 'aic': -24.36851904211727, 'bic': np.float64(-24.584878445896017)}, 1440: {'params': mu         -1.458273
omega       0.000027
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 14.584380421363333, 'aic': -21.168760842726666, 'bic': np.float64(-21.385120246505412)}, 1445: {'params': mu         -1.463029e+00
omega       1.195040e-11
alpha[1]    8.641993e-12
beta[1]     9.409355e-01
Name: params, dtype: float64, 'loglikelihood': 13.691461886670584, 'aic': -19.38292377334117, 'bic': np.float64(-19.599283177119915)}, 1450: {'params': mu         -1.540246
omega       0.001025
alpha[1]    0.009983
beta[1]     0.490234
Name: params, dtype: float64, 'loglikelihood': 11.817374566032536, 'aic': -15.634749132065071, 'bic': np.float64(-15.851108535843817)}, 1455: {'params': mu         -1.526589e+00
omega       2.178741e-11
alpha[1]    0.000000e+00
beta[1]     8.751326e-01
Name: params, dtype: float64, 'loglikelihood': 12.067508257012433, 'aic': -16.135016514024866, 'bic': np.float64(-16.35137591780361)}, 1460: {'params': mu         -1.577589e+00
omega       4.055139e-03
alpha[1]    2.884534e-17
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': 9.341513180524457, 'aic': -10.683026361048913, 'bic': np.float64(-10.89938576482766)}, 1465: {'params': mu         -1.693679e+00
omega       3.432326e-11
alpha[1]    0.000000e+00
beta[1]     8.668604e-01
Name: params, dtype: float64, 'loglikelihood': 10.433027269631971, 'aic': -12.866054539263942, 'bic': np.float64(-13.082413943042688)}, 1470: {'params': mu         -1.368632e+00
omega       8.408350e-10
alpha[1]    7.485943e-17
beta[1]     9.541386e-01
Name: params, dtype: float64, 'loglikelihood': -1.2238096723304352, 'aic': 10.44761934466087, 'bic': np.float64(10.231259940882124)}, 1475: {'params': mu         -1.032219
omega       0.000415
alpha[1]    0.708600
beta[1]     0.083108
Name: params, dtype: float64, 'loglikelihood': 11.645329411711606, 'aic': -15.290658823423211, 'bic': np.float64(-15.507018227201957)}, 1480: {'params': mu         -1.042780
omega       0.000070
alpha[1]    0.000000
beta[1]     0.690983
Name: params, dtype: float64, 'loglikelihood': 19.854004068161622, 'aic': -31.708008136323244, 'bic': np.float64(-31.92436754010199)}, 1485: {'params': mu         -9.799382e-01
omega       7.395062e-04
alpha[1]    1.769792e-16
beta[1]     7.012437e-01
Name: params, dtype: float64, 'loglikelihood': 10.853316911822544, 'aic': -13.706633823645088, 'bic': np.float64(-13.922993227423834)}, 1490: {'params': mu         -9.253150e-01
omega       1.830390e-05
alpha[1]    3.714517e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 17.597056269737507, 'aic': -27.194112539475015, 'bic': np.float64(-27.41047194325376)}, 1495: {'params': mu         -0.890648
omega       0.000051
alpha[1]    0.009999
beta[1]     0.889972
Name: params, dtype: float64, 'loglikelihood': 16.601964740708176, 'aic': -25.203929481416353, 'bic': np.float64(-25.4202888851951)}, 1500: {'params': mu         -0.890253
omega       0.000175
alpha[1]    0.009999
beta[1]     0.490010
Name: params, dtype: float64, 'loglikelihood': 17.92572732404947, 'aic': -27.851454648098937, 'bic': np.float64(-28.067814051877683)}, 1505: {'params': mu         -0.941229
omega       0.000363
alpha[1]    0.009999
beta[1]     0.489971
Name: params, dtype: float64, 'loglikelihood': 15.363541390113353, 'aic': -22.727082780226706, 'bic': np.float64(-22.943442184005452)}, 1510: {'params': mu         -0.960700
omega       0.000025
alpha[1]    0.010000
beta[1]     0.490003
Name: params, dtype: float64, 'loglikelihood': 24.703169037631067, 'aic': -41.406338075262134, 'bic': np.float64(-41.62269747904088)}, 1515: {'params': mu         -1.034034e+00
omega       1.274807e-08
alpha[1]    1.862781e-07
beta[1]     9.041424e-01
Name: params, dtype: float64, 'loglikelihood': 12.107689738560268, 'aic': -16.215379477120536, 'bic': np.float64(-16.43173888089928)}, 1520: {'params': mu         -1.037206
omega       0.000184
alpha[1]    0.009999
beta[1]     0.489960
Name: params, dtype: float64, 'loglikelihood': 17.747916923232122, 'aic': -27.495833846464244, 'bic': np.float64(-27.71219325024299)}, 1525: {'params': mu         -1.027261
omega       0.000079
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 15.129882726514593, 'aic': -22.259765453029186, 'bic': np.float64(-22.47612485680793)}, 1530: {'params': mu         -1.097779e+00
omega       1.082137e-11
alpha[1]    1.121355e-08
beta[1]     8.053982e-01
Name: params, dtype: float64, 'loglikelihood': 14.78936462350265, 'aic': -21.5787292470053, 'bic': np.float64(-21.795088650784045)}, 1535: {'params': mu         -1.145212
omega       0.000034
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 12.640983087832257, 'aic': -17.281966175664515, 'bic': np.float64(-17.49832557944326)}, 1540: {'params': mu         -1.203893
omega       0.000179
alpha[1]    0.009997
beta[1]     0.490003
Name: params, dtype: float64, 'loglikelihood': 17.82368888480387, 'aic': -27.647377769607743, 'bic': np.float64(-27.86373717338649)}, 1545: {'params': mu         -1.198750
omega       0.000019
alpha[1]    0.010000
beta[1]     0.689988
Name: params, dtype: float64, 'loglikelihood': 23.842632632125067, 'aic': -39.685265264250134, 'bic': np.float64(-39.90162466802888)}, 1550: {'params': mu         -1.200274e+00
omega       4.839579e-05
alpha[1]    7.016722e-15
beta[1]     8.141604e-01
Name: params, dtype: float64, 'loglikelihood': 19.669066422995563, 'aic': -31.338132845991126, 'bic': np.float64(-31.554492249769872)}, 1555: {'params': mu         -1.226113e+00
omega       8.058296e-04
alpha[1]    2.455459e-16
beta[1]     3.063513e-02
Name: params, dtype: float64, 'loglikelihood': 14.905270334076405, 'aic': -21.81054066815281, 'bic': np.float64(-22.026900071931557)}, 1560: {'params': mu         -1.200377
omega       0.000067
alpha[1]    0.010000
beta[1]     0.489997
Name: params, dtype: float64, 'loglikelihood': 21.28306753962289, 'aic': -34.56613507924578, 'bic': np.float64(-34.78249448302453)}, 1565: {'params': mu         -1.174780e+00
omega       3.557893e-06
alpha[1]    2.620477e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 18.54392464928711, 'aic': -29.08784929857422, 'bic': np.float64(-29.304208702352966)}, 1570: {'params': mu         -1.173728e+00
omega       3.290530e-05
alpha[1]    1.312782e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 16.709964412898778, 'aic': -25.419928825797555, 'bic': np.float64(-25.6362882295763)}, 1575: {'params': mu         -1.177482e+00
omega       4.116191e-05
alpha[1]    2.653122e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 13.485770476544714, 'aic': -18.971540953089427, 'bic': np.float64(-19.187900356868173)}, 1580: {'params': mu         -1.156857
omega       0.001840
alpha[1]    0.009987
beta[1]     0.490089
Name: params, dtype: float64, 'loglikelihood': 9.767246327839391, 'aic': -11.534492655678783, 'bic': np.float64(-11.750852059457529)}, 1585: {'params': mu         -1.041263e+00
omega       1.319690e-04
alpha[1]    4.019773e-12
beta[1]     7.368648e-01
Name: params, dtype: float64, 'loglikelihood': 16.08919835630643, 'aic': -24.17839671261286, 'bic': np.float64(-24.394756116391605)}, 1590: {'params': mu         -9.947703e-01
omega       7.124488e-05
alpha[1]    7.482158e-08
beta[1]     7.007796e-01
Name: params, dtype: float64, 'loglikelihood': 18.17829360323221, 'aic': -28.356587206464418, 'bic': np.float64(-28.572946610243164)}, 1595: {'params': mu         -9.535365e-01
omega       4.982938e-04
alpha[1]    2.331743e-16
beta[1]     3.194706e-01
Name: params, dtype: float64, 'loglikelihood': 15.40547909659676, 'aic': -22.81095819319352, 'bic': np.float64(-23.027317596972267)}, 1600: {'params': mu         -0.939010
omega       0.000039
alpha[1]    0.009999
beta[1]     0.489994
Name: params, dtype: float64, 'loglikelihood': 23.123635246848462, 'aic': -38.247270493696924, 'bic': np.float64(-38.46362989747567)}, 1605: {'params': mu         -0.943427
omega       0.000062
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 15.60466794335439, 'aic': -23.20933588670878, 'bic': np.float64(-23.425695290487525)}, 1610: {'params': mu         -1.048648
omega       0.000024
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 10.681827032872867, 'aic': -13.363654065745735, 'bic': np.float64(-13.58001346952448)}, 1615: {'params': mu         -1.056599
omega       0.000089
alpha[1]    0.499424
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 20.401689470187467, 'aic': -32.803378940374934, 'bic': np.float64(-33.01973834415368)}, 1620: {'params': mu         -1.030890
omega       0.000190
alpha[1]    0.009999
beta[1]     0.489951
Name: params, dtype: float64, 'loglikelihood': 17.62190845680573, 'aic': -27.24381691361146, 'bic': np.float64(-27.460176317390207)}, 1625: {'params': mu         -1.032269
omega       0.000378
alpha[1]    0.009964
beta[1]     0.491044
Name: params, dtype: float64, 'loglikelihood': 15.43812803820203, 'aic': -22.87625607640406, 'bic': np.float64(-23.092615480182808)}, 1630: {'params': mu         -1.031814e+00
omega       3.417275e-12
alpha[1]    0.000000e+00
beta[1]     7.770408e-01
Name: params, dtype: float64, 'loglikelihood': 18.775963132056425, 'aic': -29.55192626411285, 'bic': np.float64(-29.768285667891597)}, 1635: {'params': mu         -1.034910e+00
omega       1.767811e-05
alpha[1]    2.632175e-07
beta[1]     9.999919e-01
Name: params, dtype: float64, 'loglikelihood': 19.35100012795172, 'aic': -30.702000255903442, 'bic': np.float64(-30.91835965968219)}, 1640: {'params': mu         -9.003458e-01
omega       9.199881e-11
alpha[1]    0.000000e+00
beta[1]     9.400777e-01
Name: params, dtype: float64, 'loglikelihood': 6.547333545781879, 'aic': -5.094667091563759, 'bic': np.float64(-5.311026495342506)}, 1645: {'params': mu         -0.808093
omega       0.000044
alpha[1]    0.010000
beta[1]     0.489995
Name: params, dtype: float64, 'loglikelihood': 22.786471480410817, 'aic': -37.572942960821635, 'bic': np.float64(-37.78930236460038)}, 1650: {'params': mu         -7.962399e-01
omega       2.188601e-05
alpha[1]    1.000000e+00
beta[1]     1.693544e-12
Name: params, dtype: float64, 'loglikelihood': 23.80234943332759, 'aic': -39.60469886665518, 'bic': np.float64(-39.82105827043392)}, 1655: {'params': mu         -0.793957
omega       0.000109
alpha[1]    0.010000
beta[1]     0.489993
Name: params, dtype: float64, 'loglikelihood': 19.581481268704074, 'aic': -31.16296253740815, 'bic': np.float64(-31.379321941186895)}, 1660: {'params': mu         -7.937405e-01
omega       1.023675e-03
alpha[1]    3.758557e-01
beta[1]     2.534321e-15
Name: params, dtype: float64, 'loglikelihood': 13.260914230309812, 'aic': -18.521828460619624, 'bic': np.float64(-18.73818786439837)}, 1665: {'params': mu         -0.851371
omega       0.000444
alpha[1]    0.595038
beta[1]     0.259583
Name: params, dtype: float64, 'loglikelihood': 14.535370890606085, 'aic': -21.07074178121217, 'bic': np.float64(-21.287101184990917)}, 1670: {'params': mu         -8.011878e-01
omega       4.794648e-05
alpha[1]    4.723236e-14
beta[1]     6.030441e-01
Name: params, dtype: float64, 'loglikelihood': 21.832530901611797, 'aic': -35.665061803223594, 'bic': np.float64(-35.88142120700234)}, 1675: {'params': mu         -0.780845
omega       0.000385
alpha[1]    0.199980
beta[1]     0.299955
Name: params, dtype: float64, 'loglikelihood': 15.170468297776258, 'aic': -22.340936595552517, 'bic': np.float64(-22.557295999331263)}, 1680: {'params': mu         -0.784744
omega       0.000363
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 12.126625647577727, 'aic': -16.253251295155454, 'bic': np.float64(-16.4696106989342)}, 1685: {'params': mu         -0.653654
omega       0.000455
alpha[1]    0.009989
beta[1]     0.490056
Name: params, dtype: float64, 'loglikelihood': 14.645312736692974, 'aic': -21.290625473385948, 'bic': np.float64(-21.506984877164694)}, 1690: {'params': mu         -0.701596
omega       0.001247
alpha[1]    0.009585
beta[1]     0.475984
Name: params, dtype: float64, 'loglikelihood': 10.900004661607507, 'aic': -13.800009323215015, 'bic': np.float64(-14.016368726993761)}, 1695: {'params': mu         -8.410261e-01
omega       4.991479e-05
alpha[1]    9.999585e-01
beta[1]     1.722023e-09
Name: params, dtype: float64, 'loglikelihood': 14.387219070713241, 'aic': -20.774438141426483, 'bic': np.float64(-20.99079754520523)}, 1700: {'params': mu         -8.177887e-01
omega       3.699092e-05
alpha[1]    2.060646e-10
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 15.55056516395046, 'aic': -23.10113032790092, 'bic': np.float64(-23.317489731679665)}, 1705: {'params': mu         -0.762232
omega       0.000718
alpha[1]    0.009998
beta[1]     0.489987
Name: params, dtype: float64, 'loglikelihood': 12.967138649346845, 'aic': -17.93427729869369, 'bic': np.float64(-18.150636702472436)}, 1710: {'params': mu         -7.395225e-01
omega       2.579507e-04
alpha[1]    4.025446e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 7.707754567143453, 'aic': -7.415509134286905, 'bic': np.float64(-7.631868538065652)}, 1715: {'params': mu         -0.608122
omega       0.000021
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 12.901957276344321, 'aic': -17.803914552688642, 'bic': np.float64(-18.02027395646739)}, 1720: {'params': mu         -6.404912e-01
omega       5.009567e-04
alpha[1]    2.438194e-11
beta[1]     6.110292e-01
Name: params, dtype: float64, 'loglikelihood': 12.75092334721445, 'aic': -17.5018466944289, 'bic': np.float64(-17.718206098207645)}, 1725: {'params': mu         -0.632464
omega       0.000851
alpha[1]    0.000000
beta[1]     0.752925
Name: params, dtype: float64, 'loglikelihood': 10.176365528065471, 'aic': -12.352731056130942, 'bic': np.float64(-12.569090459909688)}, 1730: {'params': mu         -0.595465
omega       0.002112
alpha[1]    0.009984
beta[1]     0.490142
Name: params, dtype: float64, 'loglikelihood': 9.288330269038301, 'aic': -10.576660538076602, 'bic': np.float64(-10.793019941855349)}, 1735: {'params': mu         -8.123325e-01
omega       1.580690e-04
alpha[1]    1.000000e+00
beta[1]     2.406337e-12
Name: params, dtype: float64, 'loglikelihood': 9.709727787645594, 'aic': -11.419455575291188, 'bic': np.float64(-11.635814979069934)}, 1740: {'params': mu         -8.628081e-01
omega       7.190614e-05
alpha[1]    5.228953e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 11.685088215685111, 'aic': -15.370176431370222, 'bic': np.float64(-15.586535835148968)}, 1745: {'params': mu         -9.562316e-01
omega       4.616067e-12
alpha[1]    5.971145e-08
beta[1]     9.502788e-01
Name: params, dtype: float64, 'loglikelihood': 17.013454185563965, 'aic': -26.02690837112793, 'bic': np.float64(-26.243267774906677)}, 1750: {'params': mu         -9.521268e-01
omega       1.475821e-04
alpha[1]    9.997334e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 12.72741713524276, 'aic': -17.45483427048552, 'bic': np.float64(-17.671193674264266)}, 1755: {'params': mu         -8.803282e-01
omega       4.019529e-05
alpha[1]    3.247453e-10
beta[1]     8.458769e-01
Name: params, dtype: float64, 'loglikelihood': 15.746901367391478, 'aic': -23.493802734782957, 'bic': np.float64(-23.710162138561703)}, 1760: {'params': mu         -0.888343
omega       0.000483
alpha[1]    0.627959
beta[1]     0.292591
Name: params, dtype: float64, 'loglikelihood': 12.174881025874763, 'aic': -16.349762051749526, 'bic': np.float64(-16.566121455528272)}, 1765: {'params': mu         -9.635352e-01
omega       3.663434e-04
alpha[1]    9.839404e-01
beta[1]     1.371668e-16
Name: params, dtype: float64, 'loglikelihood': 14.740413062884953, 'aic': -21.480826125769905, 'bic': np.float64(-21.69718552954865)}, 1770: {'params': mu         -9.538145e-01
omega       1.891668e-11
alpha[1]    0.000000e+00
beta[1]     8.957317e-01
Name: params, dtype: float64, 'loglikelihood': 12.26123572309387, 'aic': -16.52247144618774, 'bic': np.float64(-16.738830849966487)}, 1775: {'params': mu         -1.064368e+00
omega       2.378315e-03
alpha[1]    9.999997e-01
beta[1]     2.063604e-07
Name: params, dtype: float64, 'loglikelihood': 6.676890124488218, 'aic': -5.353780248976436, 'bic': np.float64(-5.570139652755183)}, 1780: {'params': mu         -1.232443e+00
omega       1.599886e-08
alpha[1]    1.187818e-11
beta[1]     7.163960e-01
Name: params, dtype: float64, 'loglikelihood': 17.371498605848284, 'aic': -26.74299721169657, 'bic': np.float64(-26.959356615475315)}, 1785: {'params': mu         -1.314338e+00
omega       1.995386e-04
alpha[1]    1.000000e+00
beta[1]     1.540023e-14
Name: params, dtype: float64, 'loglikelihood': 13.712637213377427, 'aic': -19.425274426754854, 'bic': np.float64(-19.6416338305336)}, 1790: {'params': mu         -1.327969
omega       0.000051
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 19.767221712358683, 'aic': -31.534443424717367, 'bic': np.float64(-31.750802828496113)}, 1795: {'params': mu         -1.320044e+00
omega       7.717084e-11
alpha[1]    7.393275e-14
beta[1]     8.784093e-01
Name: params, dtype: float64, 'loglikelihood': 18.753269201570788, 'aic': -29.506538403141576, 'bic': np.float64(-29.722897806920322)}, 1800: {'params': mu         -1.348447e+00
omega       2.758920e-06
alpha[1]    4.266284e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 19.02744912578416, 'aic': -30.054898251568318, 'bic': np.float64(-30.271257655347064)}, 1805: {'params': mu         -1.352153
omega       0.000016
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 17.522491589066277, 'aic': -27.044983178132554, 'bic': np.float64(-27.2613425819113)}, 1810: {'params': mu         -1.362898
omega       0.000250
alpha[1]    0.009996
beta[1]     0.490011
Name: params, dtype: float64, 'loglikelihood': 16.688268416373827, 'aic': -25.376536832747654, 'bic': np.float64(-25.5928962365264)}, 1815: {'params': mu         -1.560737e+00
omega       5.846026e-06
alpha[1]    1.000000e+00
beta[1]     4.315577e-10
Name: params, dtype: float64, 'loglikelihood': 14.816503141523194, 'aic': -21.633006283046388, 'bic': np.float64(-21.849365686825134)}, 1820: {'params': mu         -1.582887e+00
omega       5.328989e-11
alpha[1]    6.530584e-08
beta[1]     9.543237e-01
Name: params, dtype: float64, 'loglikelihood': 19.13315611512281, 'aic': -30.266312230245617, 'bic': np.float64(-30.482671634024364)}, 1825: {'params': mu         -1.587972
omega       0.000028
alpha[1]    0.010000
beta[1]     0.489995
Name: params, dtype: float64, 'loglikelihood': 24.279233903727132, 'aic': -40.558467807454264, 'bic': np.float64(-40.77482721123301)}, 1830: {'params': mu         -1.590615e+00
omega       3.422340e-05
alpha[1]    9.999993e-01
beta[1]     9.280275e-07
Name: params, dtype: float64, 'loglikelihood': 21.624223769693067, 'aic': -35.248447539386135, 'bic': np.float64(-35.46480694316488)}, 1835: {'params': mu         -1.612206
omega       0.000016
alpha[1]    0.010000
beta[1]     0.690003
Name: params, dtype: float64, 'loglikelihood': 24.608073642672124, 'aic': -41.21614728534425, 'bic': np.float64(-41.432506689122995)}, 1840: {'params': mu         -1.619632
omega       0.000018
alpha[1]    0.000001
beta[1]     0.999967
Name: params, dtype: float64, 'loglikelihood': 18.67853906686092, 'aic': -29.357078133721842, 'bic': np.float64(-29.57343753750059)}, 1845: {'params': mu         -1.633856
omega       0.000020
alpha[1]    0.657273
beta[1]     0.106468
Name: params, dtype: float64, 'loglikelihood': 23.30199997919249, 'aic': -38.60399995838498, 'bic': np.float64(-38.82035936216373)}, 1850: {'params': mu         -1.618321
omega       0.000073
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 14.440364548524517, 'aic': -20.880729097049034, 'bic': np.float64(-21.09708850082778)}, 1855: {'params': mu         -1.599370e+00
omega       9.889355e-04
alpha[1]    8.586695e-12
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': 14.214387433748916, 'aic': -20.428774867497832, 'bic': np.float64(-20.64513427127658)}, 1860: {'params': mu         -1.676498e+00
omega       9.633718e-11
alpha[1]    0.000000e+00
beta[1]     5.636252e-01
Name: params, dtype: float64, 'loglikelihood': 19.190611103719043, 'aic': -30.381222207438086, 'bic': np.float64(-30.59758161121683)}, 1865: {'params': mu         -1.678946e+00
omega       6.515298e-05
alpha[1]    9.655301e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 16.473204227004896, 'aic': -24.94640845400979, 'bic': np.float64(-25.162767857788538)}, 1870: {'params': mu         -1.715072
omega       0.000131
alpha[1]    0.439322
beta[1]     0.157305
Name: params, dtype: float64, 'loglikelihood': 17.889173057945555, 'aic': -27.77834611589111, 'bic': np.float64(-27.994705519669857)}, 1875: {'params': mu         -1.720768
omega       0.000005
alpha[1]    0.010000
beta[1]     0.890000
Name: params, dtype: float64, 'loglikelihood': 24.47373241912079, 'aic': -40.94746483824158, 'bic': np.float64(-41.163824242020326)}, 1880: {'params': mu         -1.687539
omega       0.000005
alpha[1]    0.931257
beta[1]     0.008684
Name: params, dtype: float64, 'loglikelihood': 23.40265009111637, 'aic': -38.80530018223274, 'bic': np.float64(-39.02165958601149)}, 1885: {'params': mu         -1.683249e+00
omega       1.199975e-05
alpha[1]    1.580978e-10
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 20.86006505739751, 'aic': -33.72013011479502, 'bic': np.float64(-33.936489518573765)}, 1890: {'params': mu         -1.677876
omega       0.000113
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 19.42948742150865, 'aic': -30.8589748430173, 'bic': np.float64(-31.075334246796047)}, 1895: {'params': mu         -1.653167
omega       0.000158
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 11.174053650581348, 'aic': -14.348107301162695, 'bic': np.float64(-14.564466704941442)}, 1900: {'params': mu         -1.583317e+00
omega       1.245330e-04
alpha[1]    1.000000e+00
beta[1]     3.937010e-09
Name: params, dtype: float64, 'loglikelihood': 16.41323373741183, 'aic': -24.82646747482366, 'bic': np.float64(-25.042826878602405)}, 1905: {'params': mu         -1.618945e+00
omega       9.681631e-06
alpha[1]    8.246527e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 19.824092741491096, 'aic': -31.648185482982193, 'bic': np.float64(-31.86454488676094)}, 1910: {'params': mu         -1.614645
omega       0.000074
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 13.876856615051752, 'aic': -19.753713230103504, 'bic': np.float64(-19.97007263388225)}, 1915: {'params': mu         -1.572290e+00
omega       2.393276e-04
alpha[1]    1.000000e+00
beta[1]     1.161987e-10
Name: params, dtype: float64, 'loglikelihood': 14.672187215902127, 'aic': -21.344374431804255, 'bic': np.float64(-21.560733835583)}, 1920: {'params': mu         -1.687645
omega       0.000204
alpha[1]    0.000000
beta[1]     0.881260
Name: params, dtype: float64, 'loglikelihood': 8.070931366886905, 'aic': -8.14186273377381, 'bic': np.float64(-8.358222137552556)}, 1925: {'params': mu         -1.709913
omega       0.000404
alpha[1]    0.000000
beta[1]     0.630725
Name: params, dtype: float64, 'loglikelihood': 13.546857363498708, 'aic': -19.093714726997415, 'bic': np.float64(-19.31007413077616)}, 1930: {'params': mu         -1.666786
omega       0.001479
alpha[1]    0.808939
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 11.267786111642025, 'aic': -14.53557222328405, 'bic': np.float64(-14.751931627062795)}, 1935: {'params': mu         -1.523165e+00
omega       5.064705e-04
alpha[1]    4.544884e-13
beta[1]     6.813851e-01
Name: params, dtype: float64, 'loglikelihood': 11.952935779941761, 'aic': -15.905871559883522, 'bic': np.float64(-16.12223096366227)}, 1940: {'params': mu         -1.519843
omega       0.000806
alpha[1]    0.009992
beta[1]     0.490027
Name: params, dtype: float64, 'loglikelihood': 12.624255561555065, 'aic': -17.24851112311013, 'bic': np.float64(-17.464870526888877)}, 1945: {'params': mu         -1.424744e+00
omega       1.532489e-03
alpha[1]    2.804037e-17
beta[1]     6.886462e-01
Name: params, dtype: float64, 'loglikelihood': 8.285249359882085, 'aic': -8.57049871976417, 'bic': np.float64(-8.786858123542917)}, 1950: {'params': mu         -1.157035
omega       0.000124
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 10.885988123961084, 'aic': -13.771976247922169, 'bic': np.float64(-13.988335651700915)}, 1955: {'params': mu         -1.023092
omega       0.000002
alpha[1]    0.590411
beta[1]     0.001860
Name: params, dtype: float64, 'loglikelihood': 18.46722548221762, 'aic': -28.934450964435243, 'bic': np.float64(-29.15081036821399)}, 1960: {'params': mu         -1.014680
omega       0.000016
alpha[1]    0.010000
beta[1]     0.689991
Name: params, dtype: float64, 'loglikelihood': 24.507662698589456, 'aic': -41.01532539717891, 'bic': np.float64(-41.23168480095766)}, 1965: {'params': mu         -1.025194
omega       0.000029
alpha[1]    0.010000
beta[1]     0.489998
Name: params, dtype: float64, 'loglikelihood': 24.198780163003057, 'aic': -40.397560326006115, 'bic': np.float64(-40.61391972978486)}, 1970: {'params': mu         -1.020903
omega       0.000077
alpha[1]    0.010000
beta[1]     0.489998
Name: params, dtype: float64, 'loglikelihood': 20.778503647376503, 'aic': -33.55700729475301, 'bic': np.float64(-33.77336669853175)}, 1975: {'params': mu         -1.003943
omega       0.000009
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 28.328041760097335, 'aic': -48.65608352019467, 'bic': np.float64(-48.872442923973416)}, 1980: {'params': mu         -0.992582
omega       0.000005
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 21.77219094228591, 'aic': -35.54438188457182, 'bic': np.float64(-35.760741288350566)}, 1985: {'params': mu         -1.015704
omega       0.000426
alpha[1]    0.009998
beta[1]     0.489947
Name: params, dtype: float64, 'loglikelihood': 14.808960447777842, 'aic': -21.617920895555685, 'bic': np.float64(-21.83428029933443)}, 1990: {'params': mu         -0.991338
omega       0.000118
alpha[1]    0.382106
beta[1]     0.207862
Name: params, dtype: float64, 'loglikelihood': 17.593436863226017, 'aic': -27.186873726452035, 'bic': np.float64(-27.40323313023078)}, 1995: {'params': mu         -0.992899
omega       0.000022
alpha[1]    0.009999
beta[1]     0.490046
Name: params, dtype: float64, 'loglikelihood': 25.196761668319827, 'aic': -42.39352333663965, 'bic': np.float64(-42.6098827404184)}, 2000: {'params': mu         -0.991010
omega       0.000072
alpha[1]    0.280013
beta[1]     0.269996
Name: params, dtype: float64, 'loglikelihood': 21.240834230895683, 'aic': -34.481668461791365, 'bic': np.float64(-34.69802786557011)}, 2005: {'params': mu         -0.990455
omega       0.000180
alpha[1]    0.009999
beta[1]     0.489994
Name: params, dtype: float64, 'loglikelihood': 17.822060436155, 'aic': -27.644120872309998, 'bic': np.float64(-27.860480276088744)}, 2010: {'params': mu         -1.011239e+00
omega       5.353080e-12
alpha[1]    1.766617e-08
beta[1]     8.945764e-01
Name: params, dtype: float64, 'loglikelihood': 16.73614302655568, 'aic': -25.47228605311136, 'bic': np.float64(-25.688645456890107)}, 2015: {'params': mu         -1.015399
omega       0.000007
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 20.017879327081914, 'aic': -32.03575865416383, 'bic': np.float64(-32.252118057942575)}, 2020: {'params': mu         -1.024095e+00
omega       5.159821e-05
alpha[1]    3.248942e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 15.764316570574188, 'aic': -23.528633141148376, 'bic': np.float64(-23.744992544927122)}, 2025: {'params': mu         -0.902792
omega       0.000324
alpha[1]    0.653314
beta[1]     0.093208
Name: params, dtype: float64, 'loglikelihood': 12.918121392719108, 'aic': -17.836242785438216, 'bic': np.float64(-18.052602189216962)}, 2030: {'params': mu         -0.923661
omega       0.000197
alpha[1]    0.009997
beta[1]     0.490003
Name: params, dtype: float64, 'loglikelihood': 17.513059124428707, 'aic': -27.026118248857415, 'bic': np.float64(-27.24247765263616)}, 2035: {'params': mu         -0.977173
omega       0.000248
alpha[1]    0.000000
beta[1]     0.559455
Name: params, dtype: float64, 'loglikelihood': 15.877867436578876, 'aic': -23.755734873157753, 'bic': np.float64(-23.9720942769365)}, 2040: {'params': mu         -1.008371e+00
omega       9.967068e-06
alpha[1]    8.466013e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 19.035057378566176, 'aic': -30.07011475713235, 'bic': np.float64(-30.286474160911098)}, 2045: {'params': mu         -1.028380e+00
omega       3.363066e-12
alpha[1]    0.000000e+00
beta[1]     7.146615e-01
Name: params, dtype: float64, 'loglikelihood': 19.758222277983766, 'aic': -31.51644455596753, 'bic': np.float64(-31.732803959746278)}, 2050: {'params': mu         -0.999048
omega       0.000137
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 12.168801552756918, 'aic': -16.337603105513836, 'bic': np.float64(-16.55396250929258)}, 2055: {'params': mu         -0.895075
omega       0.000655
alpha[1]    0.846398
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 12.254679845383198, 'aic': -16.509359690766395, 'bic': np.float64(-16.72571909454514)}, 2060: {'params': mu         -7.499407e-01
omega       3.113391e-05
alpha[1]    9.957859e-01
beta[1]     8.780206e-11
Name: params, dtype: float64, 'loglikelihood': 16.361184592812016, 'aic': -24.722369185624032, 'bic': np.float64(-24.93872858940278)}, 2065: {'params': mu         -0.759741
omega       0.000526
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 13.700614745945387, 'aic': -19.401229491890774, 'bic': np.float64(-19.61758889566952)}, 2070: {'params': mu         -0.846667
omega       0.000003
alpha[1]    0.000000
beta[1]     0.788167
Name: params, dtype: float64, 'loglikelihood': 19.716175509921786, 'aic': -31.432351019843573, 'bic': np.float64(-31.64871042362232)}, 2075: {'params': mu         -1.011012e+00
omega       4.143960e-05
alpha[1]    9.999956e-01
beta[1]     3.542724e-08
Name: params, dtype: float64, 'loglikelihood': 13.117102404941843, 'aic': -18.234204809883686, 'bic': np.float64(-18.45056421366243)}, 2080: {'params': mu         -9.833543e-01
omega       4.398762e-04
alpha[1]    7.652140e-01
beta[1]     7.458999e-14
Name: params, dtype: float64, 'loglikelihood': 13.98754594519015, 'aic': -19.9750918903803, 'bic': np.float64(-20.191451294159044)}, 2085: {'params': mu         -9.518465e-01
omega       1.491800e-12
alpha[1]    0.000000e+00
beta[1]     9.231602e-01
Name: params, dtype: float64, 'loglikelihood': 21.03894352060874, 'aic': -34.07788704121748, 'bic': np.float64(-34.294246444996226)}, 2090: {'params': mu         -9.990963e-01
omega       8.458530e-06
alpha[1]    8.904737e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 13.454115049329213, 'aic': -18.908230098658425, 'bic': np.float64(-19.12458950243717)}, 2095: {'params': mu         -1.025755e+00
omega       2.789136e-09
alpha[1]    1.420407e-06
beta[1]     8.325018e-01
Name: params, dtype: float64, 'loglikelihood': 18.713978075551953, 'aic': -29.427956151103906, 'bic': np.float64(-29.644315554882652)}, 2100: {'params': mu         -0.938170
omega       0.000239
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 12.981479774463622, 'aic': -17.962959548927245, 'bic': np.float64(-18.17931895270599)}, 2105: {'params': mu         -0.955317
omega       0.000188
alpha[1]    0.009999
beta[1]     0.489968
Name: params, dtype: float64, 'loglikelihood': 17.656862412112464, 'aic': -27.313724824224927, 'bic': np.float64(-27.530084228003673)}, 2110: {'params': mu         -0.880293
omega       0.002439
alpha[1]    0.687395
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 8.268426821903118, 'aic': -8.536853643806236, 'bic': np.float64(-8.753213047584982)}, 2115: {'params': mu         -0.786434
omega       0.000038
alpha[1]    0.010000
beta[1]     0.490008
Name: params, dtype: float64, 'loglikelihood': 23.231147148597923, 'aic': -38.46229429719585, 'bic': np.float64(-38.67865370097459)}, 2120: {'params': mu         -0.806489
omega       0.000288
alpha[1]    0.009999
beta[1]     0.489995
Name: params, dtype: float64, 'loglikelihood': 16.160977484783842, 'aic': -24.321954969567685, 'bic': np.float64(-24.53831437334643)}, 2125: {'params': mu         -0.814674
omega       0.000114
alpha[1]    0.009999
beta[1]     0.689920
Name: params, dtype: float64, 'loglikelihood': 17.616645938242268, 'aic': -27.233291876484536, 'bic': np.float64(-27.449651280263282)}, 2130: {'params': mu         -7.156072e-01
omega       2.309287e-11
alpha[1]    0.000000e+00
beta[1]     8.413154e-01
Name: params, dtype: float64, 'loglikelihood': 11.863578631705455, 'aic': -15.72715726341091, 'bic': np.float64(-15.943516667189655)}, 2135: {'params': mu         -6.873797e-01
omega       2.916197e-05
alpha[1]    1.276858e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 15.577341052661323, 'aic': -23.154682105322646, 'bic': np.float64(-23.371041509101392)}, 2140: {'params': mu         -0.636241
omega       0.000084
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 12.894005598614372, 'aic': -17.788011197228744, 'bic': np.float64(-18.00437060100749)}, 2145: {'params': mu         -5.478100e-01
omega       1.412230e-11
alpha[1]    1.791912e-08
beta[1]     9.303087e-01
Name: params, dtype: float64, 'loglikelihood': 16.208515494343715, 'aic': -24.41703098868743, 'bic': np.float64(-24.633390392466175)}, 2150: {'params': mu         -5.690759e-01
omega       3.571530e-10
alpha[1]    7.589105e-01
beta[1]     1.381546e-01
Name: params, dtype: float64, 'loglikelihood': 17.111585032293227, 'aic': -26.223170064586455, 'bic': np.float64(-26.4395294683652)}, 2155: {'params': mu         -5.824707e-01
omega       4.147303e-05
alpha[1]    3.189961e-17
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 14.917090464387321, 'aic': -21.834180928774643, 'bic': np.float64(-22.05054033255339)}, 2160: {'params': mu         -6.218754e-01
omega       9.785550e-04
alpha[1]    9.743027e-01
beta[1]     8.990308e-11
Name: params, dtype: float64, 'loglikelihood': 11.63716481303399, 'aic': -15.274329626067981, 'bic': np.float64(-15.490689029846727)}, 2165: {'params': mu         -7.011258e-01
omega       7.889791e-06
alpha[1]    1.663891e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 17.25718059235598, 'aic': -26.51436118471196, 'bic': np.float64(-26.730720588490705)}, 2170: {'params': mu         -8.010990e-01
omega       4.328231e-11
alpha[1]    0.000000e+00
beta[1]     9.417354e-01
Name: params, dtype: float64, 'loglikelihood': 9.183149556706628, 'aic': -10.366299113413255, 'bic': np.float64(-10.582658517192002)}, 2175: {'params': mu         -0.851052
omega       0.000096
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 13.722252218227725, 'aic': -19.44450443645545, 'bic': np.float64(-19.660863840234196)}, 2180: {'params': mu         -8.304172e-01
omega       8.530534e-12
alpha[1]    0.000000e+00
beta[1]     8.890707e-01
Name: params, dtype: float64, 'loglikelihood': 15.135950543699613, 'aic': -22.271901087399225, 'bic': np.float64(-22.48826049117797)}, 2185: {'params': mu         -0.699379
omega       0.001018
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 8.53053200144078, 'aic': -9.061064002881562, 'bic': np.float64(-9.277423406660308)}, 2190: {'params': mu         -5.979289e-01
omega       1.765403e-11
alpha[1]    6.637913e-09
beta[1]     9.319115e-01
Name: params, dtype: float64, 'loglikelihood': 17.46741642163523, 'aic': -26.934832843270463, 'bic': np.float64(-27.15119224704921)}, 2195: {'params': mu         -6.505511e-01
omega       1.270518e-11
alpha[1]    0.000000e+00
beta[1]     7.810014e-01
Name: params, dtype: float64, 'loglikelihood': 14.297446165599322, 'aic': -20.594892331198643, 'bic': np.float64(-20.81125173497739)}, 2200: {'params': mu         -5.622759e-01
omega       3.144007e-11
alpha[1]    2.661353e-16
beta[1]     8.862071e-01
Name: params, dtype: float64, 'loglikelihood': 10.509968403756432, 'aic': -13.019936807512863, 'bic': np.float64(-13.23629621129161)}, 2205: {'params': mu         -0.504129
omega       0.002572
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 6.413658027465324, 'aic': -4.827316054930648, 'bic': np.float64(-5.043675458709395)}, 2210: {'params': mu         -3.466539e-01
omega       5.957042e-04
alpha[1]    5.811324e-16
beta[1]     5.179715e-01
Name: params, dtype: float64, 'loglikelihood': 13.549502497138883, 'aic': -19.099004994277767, 'bic': np.float64(-19.315364398056513)}, 2215: {'params': mu         -4.300616e-01
omega       1.074748e-11
alpha[1]    0.000000e+00
beta[1]     9.513370e-01
Name: params, dtype: float64, 'loglikelihood': 14.049340389017456, 'aic': -20.09868077803491, 'bic': np.float64(-20.315040181813657)}, 2220: {'params': mu         -3.660291e-01
omega       2.476554e-11
alpha[1]    0.000000e+00
beta[1]     9.517519e-01
Name: params, dtype: float64, 'loglikelihood': 11.125833191110894, 'aic': -14.251666382221789, 'bic': np.float64(-14.468025786000535)}, 2225: {'params': mu         -0.441774
omega       0.003310
alpha[1]    0.009979
beta[1]     0.490261
Name: params, dtype: float64, 'loglikelihood': 7.734014420312156, 'aic': -7.468028840624312, 'bic': np.float64(-7.684388244403059)}, 2230: {'params': mu         -5.845501e-01
omega       1.228146e-04
alpha[1]    1.003699e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 11.552475383916068, 'aic': -15.104950767832136, 'bic': np.float64(-15.321310171610882)}, 2235: {'params': mu         -6.095819e-01
omega       5.905781e-04
alpha[1]    1.881889e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 6.295574650066935, 'aic': -4.5911493001338695, 'bic': np.float64(-4.8075087039126165)}, 2240: {'params': mu         -0.362134
omega       0.005636
alpha[1]    0.009974
beta[1]     0.490184
Name: params, dtype: float64, 'loglikelihood': 5.867282259732618, 'aic': -3.734564519465236, 'bic': np.float64(-3.950923923243983)}, 2245: {'params': mu         -2.357176e-01
omega       3.693722e-04
alpha[1]    3.459782e-14
beta[1]     3.125983e-01
Name: params, dtype: float64, 'loglikelihood': 16.46412388220479, 'aic': -24.928247764409583, 'bic': np.float64(-25.14460716818833)}, 2250: {'params': mu         -0.214243
omega       0.000901
alpha[1]    0.000000
beta[1]     0.729363
Name: params, dtype: float64, 'loglikelihood': 10.439169574921339, 'aic': -12.878339149842677, 'bic': np.float64(-13.094698553621424)}, 2255: {'params': mu         -0.143343
omega       0.002270
alpha[1]    0.678688
beta[1]     0.321312
Name: params, dtype: float64, 'loglikelihood': 5.5950934725408645, 'aic': -3.190186945081729, 'bic': np.float64(-3.406546348860476)}, 2260: {'params': mu          3.603859e-02
omega       5.367235e-05
alpha[1]    3.597156e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 12.020153650517242, 'aic': -16.040307301034485, 'bic': np.float64(-16.25666670481323)}, 2265: {'params': mu          1.430664e-01
omega       7.521251e-11
alpha[1]    6.289552e-11
beta[1]     9.667654e-01
Name: params, dtype: float64, 'loglikelihood': 10.03718694953677, 'aic': -12.074373899073539, 'bic': np.float64(-12.290733302852285)}, 2270: {'params': mu          0.048659
omega       0.000086
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 9.480325425682386, 'aic': -10.960650851364772, 'bic': np.float64(-11.177010255143518)}, 2275: {'params': mu          7.618670e-02
omega       5.338526e-11
alpha[1]    0.000000e+00
beta[1]     8.900168e-01
Name: params, dtype: float64, 'loglikelihood': 8.705050174739398, 'aic': -9.410100349478796, 'bic': np.float64(-9.626459753257542)}, 2280: {'params': mu          0.126484
omega       0.000511
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 6.465402878243292, 'aic': -4.930805756486585, 'bic': np.float64(-5.147165160265332)}, 2285: {'params': mu          0.324783
omega       0.001336
alpha[1]    0.000000
beta[1]     0.645565
Name: params, dtype: float64, 'loglikelihood': 9.400824590197228, 'aic': -10.801649180394456, 'bic': np.float64(-11.018008584173202)}, 2290: {'params': mu          0.245277
omega       0.001989
alpha[1]    0.474548
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 10.504694358524805, 'aic': -13.00938871704961, 'bic': np.float64(-13.225748120828356)}, 2295: {'params': mu          1.261860e-01
omega       9.873146e-04
alpha[1]    3.409279e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 4.9650776003778985, 'aic': -1.930155200755797, 'bic': np.float64(-2.146514604534544)}, 2300: {'params': mu         -1.192716e-01
omega       2.569547e-03
alpha[1]    3.921385e-01
beta[1]     3.239182e-15
Name: params, dtype: float64, 'loglikelihood': 9.756004987028671, 'aic': -11.512009974057342, 'bic': np.float64(-11.728369377836088)}, 2305: {'params': mu         -0.221129
omega       0.000756
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 10.716588410842364, 'aic': -13.433176821684729, 'bic': np.float64(-13.649536225463475)}, 2310: {'params': mu         -3.993156e-01
omega       7.125036e-12
alpha[1]    0.000000e+00
beta[1]     7.694545e-01
Name: params, dtype: float64, 'loglikelihood': 16.64901019200816, 'aic': -25.29802038401632, 'bic': np.float64(-25.514379787795065)}, 2315: {'params': mu         -4.596687e-01
omega       2.560464e-04
alpha[1]    3.359576e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 9.204298530305108, 'aic': -10.408597060610216, 'bic': np.float64(-10.624956464388962)}, 2320: {'params': mu         -0.598945
omega       0.000086
alpha[1]    0.009988
beta[1]     0.969997
Name: params, dtype: float64, 'loglikelihood': 9.122730265489182, 'aic': -10.245460530978363, 'bic': np.float64(-10.46181993475711)}, 2325: {'params': mu         -5.049048e-01
omega       1.816202e-11
alpha[1]    3.127403e-10
beta[1]     8.638567e-01
Name: params, dtype: float64, 'loglikelihood': 12.597869006656852, 'aic': -17.195738013313704, 'bic': np.float64(-17.41209741709245)}, 2330: {'params': mu         -0.511926
omega       0.001054
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 10.257536665475437, 'aic': -12.515073330950873, 'bic': np.float64(-12.73143273472962)}, 2335: {'params': mu         -6.915744e-01
omega       4.065428e-09
alpha[1]    3.927293e-12
beta[1]     8.590390e-01
Name: params, dtype: float64, 'loglikelihood': 12.897189871692941, 'aic': -17.794379743385882, 'bic': np.float64(-18.010739147164628)}, 2340: {'params': mu         -6.976337e-01
omega       5.199254e-04
alpha[1]    3.063287e-14
beta[1]     4.424952e-01
Name: params, dtype: float64, 'loglikelihood': 14.649815975595727, 'aic': -21.299631951191454, 'bic': np.float64(-21.5159913549702)}, 2345: {'params': mu         -7.210385e-01
omega       9.315921e-07
alpha[1]    5.978974e-01
beta[1]     2.242717e-01
Name: params, dtype: float64, 'loglikelihood': 16.10559803139467, 'aic': -24.21119606278934, 'bic': np.float64(-24.427555466568087)}, 2350: {'params': mu         -7.558895e-01
omega       4.184170e-03
alpha[1]    3.543529e-01
beta[1]     1.564152e-12
Name: params, dtype: float64, 'loglikelihood': 8.38408029757336, 'aic': -8.768160595146721, 'bic': np.float64(-8.984519998925467)}, 2355: {'params': mu         -9.244186e-01
omega       1.065404e-03
alpha[1]    4.716921e-01
beta[1]     5.878149e-18
Name: params, dtype: float64, 'loglikelihood': 12.374415928172564, 'aic': -16.748831856345127, 'bic': np.float64(-16.965191260123873)}, 2360: {'params': mu         -0.983566
omega       0.000108
alpha[1]    0.000000
beta[1]     0.467756
Name: params, dtype: float64, 'loglikelihood': 19.972282329831817, 'aic': -31.944564659663634, 'bic': np.float64(-32.16092406344238)}, 2365: {'params': mu         -1.023312
omega       0.000878
alpha[1]    0.009997
beta[1]     0.489946
Name: params, dtype: float64, 'loglikelihood': 12.269949536945875, 'aic': -16.53989907389175, 'bic': np.float64(-16.756258477670496)}, 2370: {'params': mu         -1.118161
omega       0.000576
alpha[1]    0.009989
beta[1]     0.490088
Name: params, dtype: float64, 'loglikelihood': 13.818619528560674, 'aic': -19.63723905712135, 'bic': np.float64(-19.853598460900095)}, 2375: {'params': mu         -1.103729e+00
omega       1.022332e-08
alpha[1]    5.288381e-08
beta[1]     9.473305e-01
Name: params, dtype: float64, 'loglikelihood': 12.715513234010235, 'aic': -17.43102646802047, 'bic': np.float64(-17.647385871799216)}, 2380: {'params': mu         -1.066664
omega       0.005239
alpha[1]    0.009962
beta[1]     0.491032
Name: params, dtype: float64, 'loglikelihood': 6.240915920195997, 'aic': -4.481831840391994, 'bic': np.float64(-4.698191244170741)}, 2385: {'params': mu         -0.923767
omega       0.000657
alpha[1]    0.009996
beta[1]     0.489971
Name: params, dtype: float64, 'loglikelihood': 13.277539464656092, 'aic': -18.555078929312184, 'bic': np.float64(-18.77143833309093)}, 2390: {'params': mu         -8.774281e-01
omega       5.498036e-05
alpha[1]    4.584232e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 11.793566596444494, 'aic': -15.587133192888988, 'bic': np.float64(-15.803492596667734)}, 2395: {'params': mu         -8.825981e-01
omega       2.029037e-04
alpha[1]    4.215987e-12
beta[1]     7.993588e-01
Name: params, dtype: float64, 'loglikelihood': 12.257457490093326, 'aic': -16.514914980186653, 'bic': np.float64(-16.7312743839654)}, 2400: {'params': mu         -0.939341
omega       0.000395
alpha[1]    0.893421
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 14.5965358712703, 'aic': -21.1930717425406, 'bic': np.float64(-21.409431146319346)}, 2405: {'params': mu         -0.96903
omega       0.00007
alpha[1]    0.00000
beta[1]     1.00000
Name: params, dtype: float64, 'loglikelihood': 14.744047625809058, 'aic': -21.488095251618116, 'bic': np.float64(-21.704454655396862)}, 2410: {'params': mu         -9.721547e-01
omega       2.113264e-04
alpha[1]    8.122275e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 10.040369198373268, 'aic': -12.080738396746536, 'bic': np.float64(-12.297097800525282)}, 2415: {'params': mu         -1.146292
omega       0.000253
alpha[1]    0.000000
beta[1]     0.763323
Name: params, dtype: float64, 'loglikelihood': 10.821766196811282, 'aic': -13.643532393622564, 'bic': np.float64(-13.85989179740131)}, 2420: {'params': mu         -1.284206
omega       0.000216
alpha[1]    0.000000
beta[1]     0.922729
Name: params, dtype: float64, 'loglikelihood': 7.633386040103346, 'aic': -7.266772080206692, 'bic': np.float64(-7.4831314839854395)}, 2425: {'params': mu         -1.353203e+00
omega       3.420821e-04
alpha[1]    2.588445e-14
beta[1]     2.368124e-01
Name: params, dtype: float64, 'loglikelihood': 17.088749396295416, 'aic': -26.177498792590832, 'bic': np.float64(-26.393858196369578)}, 2430: {'params': mu         -1.368432
omega       0.000742
alpha[1]    0.009975
beta[1]     0.490428
Name: params, dtype: float64, 'loglikelihood': 13.013668216870304, 'aic': -18.027336433740608, 'bic': np.float64(-18.243695837519354)}, 2435: {'params': mu         -1.409887
omega       0.002771
alpha[1]    0.010158
beta[1]     0.691406
Name: params, dtype: float64, 'loglikelihood': 7.055411411361613, 'aic': -6.110822822723225, 'bic': np.float64(-6.327182226501972)}, 2440: {'params': mu         -1.536242e+00
omega       2.784239e-04
alpha[1]    2.306795e-15
beta[1]     9.848734e-01
Name: params, dtype: float64, 'loglikelihood': 7.418984709243705, 'aic': -6.837969418487409, 'bic': np.float64(-7.054328822266156)}, 2445: {'params': mu         -1.425988
omega       0.000060
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 13.022458265844595, 'aic': -18.04491653168919, 'bic': np.float64(-18.261275935467935)}, 2450: {'params': mu         -1.362478
omega       0.000075
alpha[1]    0.010000
beta[1]     0.689992
Name: params, dtype: float64, 'loglikelihood': 19.06676383840093, 'aic': -30.13352767680186, 'bic': np.float64(-30.349887080580608)}, 2455: {'params': mu         -1.378538e+00
omega       2.679271e-04
alpha[1]    8.457447e-16
beta[1]     4.716645e-01
Name: params, dtype: float64, 'loglikelihood': 16.75279299115636, 'aic': -25.505585982312716, 'bic': np.float64(-25.721945386091463)}, 2460: {'params': mu         -1.353974e+00
omega       6.493223e-05
alpha[1]    2.122876e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 13.629288339989474, 'aic': -19.258576679978948, 'bic': np.float64(-19.474936083757694)}, 2465: {'params': mu         -1.320202e+00
omega       3.143875e-05
alpha[1]    7.141428e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 16.07875681796626, 'aic': -24.157513635932517, 'bic': np.float64(-24.373873039711263)}, 2470: {'params': mu         -1.356208e+00
omega       8.002211e-05
alpha[1]    6.224895e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 12.777658391498555, 'aic': -17.55531678299711, 'bic': np.float64(-17.771676186775856)}, 2475: {'params': mu         -1.263119
omega       0.000626
alpha[1]    0.598418
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 13.018370549446272, 'aic': -18.036741098892545, 'bic': np.float64(-18.25310050267129)}, 2480: {'params': mu         -1.302859
omega       0.000295
alpha[1]    0.009972
beta[1]     0.890300
Name: params, dtype: float64, 'loglikelihood': 11.314755895586968, 'aic': -14.629511791173936, 'bic': np.float64(-14.845871194952682)}, 2485: {'params': mu         -1.431414e+00
omega       1.967547e-04
alpha[1]    9.221989e-13
beta[1]     8.741433e-01
Name: params, dtype: float64, 'loglikelihood': 10.546128002765208, 'aic': -13.092256005530416, 'bic': np.float64(-13.308615409309162)}, 2490: {'params': mu         -1.458279
omega       0.000773
alpha[1]    0.000000
beta[1]     0.738001
Name: params, dtype: float64, 'loglikelihood': 10.84726492549266, 'aic': -13.694529850985319, 'bic': np.float64(-13.910889254764065)}, 2495: {'params': mu         -1.540812e+00
omega       1.138668e-03
alpha[1]    1.000000e+00
beta[1]     3.771775e-15
Name: params, dtype: float64, 'loglikelihood': 8.619159977975698, 'aic': -9.238319955951397, 'bic': np.float64(-9.454679359730143)}, 2500: {'params': mu         -1.683524e+00
omega       1.951704e-11
alpha[1]    1.629715e-06
beta[1]     7.737263e-01
Name: params, dtype: float64, 'loglikelihood': 12.766762718437754, 'aic': -17.533525436875507, 'bic': np.float64(-17.749884840654254)}, 2505: {'params': mu         -1.701467e+00
omega       2.837222e-05
alpha[1]    6.587456e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 14.918808261361402, 'aic': -21.837616522722804, 'bic': np.float64(-22.05397592650155)}, 2510: {'params': mu         -1.826803
omega       0.000280
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 12.846174791784291, 'aic': -17.692349583568582, 'bic': np.float64(-17.908708987347328)}, 2515: {'params': mu         -1.905084e+00
omega       1.194235e-03
alpha[1]    5.294127e-01
beta[1]     9.120431e-14
Name: params, dtype: float64, 'loglikelihood': 11.45944402478997, 'aic': -14.918888049579941, 'bic': np.float64(-15.135247453358687)}, 2520: {'params': mu         -1.990151
omega       0.000399
alpha[1]    0.009990
beta[1]     0.489856
Name: params, dtype: float64, 'loglikelihood': 15.02854637431058, 'aic': -22.05709274862116, 'bic': np.float64(-22.273452152399905)}, 2525: {'params': mu         -2.026364
omega       0.000072
alpha[1]    0.999990
beta[1]     0.000004
Name: params, dtype: float64, 'loglikelihood': 20.846652937552623, 'aic': -33.693305875105246, 'bic': np.float64(-33.90966527888399)}, 2530: {'params': mu         -2.082121
omega       0.000002
alpha[1]    0.827150
beta[1]     0.158735
Name: params, dtype: float64, 'loglikelihood': 22.806353748296125, 'aic': -37.61270749659225, 'bic': np.float64(-37.829066900371)}, 2535: {'params': mu         -2.065394
omega       0.000062
alpha[1]    0.010000
beta[1]     0.689976
Name: params, dtype: float64, 'loglikelihood': 19.766410737180276, 'aic': -31.532821474360553, 'bic': np.float64(-31.7491808781393)}, 2540: {'params': mu         -2.088220
omega       0.000246
alpha[1]    0.009997
beta[1]     0.489962
Name: params, dtype: float64, 'loglikelihood': 16.72211623738013, 'aic': -25.444232474760263, 'bic': np.float64(-25.66059187853901)}, 2545: {'params': mu         -2.157627e+00
omega       3.822441e-04
alpha[1]    1.523318e-13
beta[1]     6.659683e-01
Name: params, dtype: float64, 'loglikelihood': 13.35800068464592, 'aic': -18.71600136929184, 'bic': np.float64(-18.932360773070585)}, 2550: {'params': mu         -2.220224e+00
omega       4.237464e-04
alpha[1]    1.000000e+00
beta[1]     8.454635e-10
Name: params, dtype: float64, 'loglikelihood': 12.921563401920169, 'aic': -17.843126803840338, 'bic': np.float64(-18.059486207619084)}, 2555: {'params': mu         -2.203332e+00
omega       3.544048e-07
alpha[1]    2.471121e-06
beta[1]     9.121310e-01
Name: params, dtype: float64, 'loglikelihood': 10.361867103567103, 'aic': -12.723734207134207, 'bic': np.float64(-12.940093610912953)}, 2560: {'params': mu         -2.124434
omega       0.003396
alpha[1]    0.009930
beta[1]     0.691949
Name: params, dtype: float64, 'loglikelihood': 6.374003827468664, 'aic': -4.748007654937329, 'bic': np.float64(-4.964367058716076)}, 2565: {'params': mu         -2.025784
omega       0.000057
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 13.043666564541855, 'aic': -18.08733312908371, 'bic': np.float64(-18.303692532862456)}, 2570: {'params': mu         -2.008236e+00
omega       2.769679e-11
alpha[1]    0.000000e+00
beta[1]     9.119358e-01
Name: params, dtype: float64, 'loglikelihood': 10.82842397372205, 'aic': -13.6568479474441, 'bic': np.float64(-13.873207351222845)}, 2575: {'params': mu         -1.990169
omega       0.000038
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 14.932491959954813, 'aic': -21.864983919909626, 'bic': np.float64(-22.081343323688372)}, 2580: {'params': mu         -2.050433e+00
omega       2.872273e-05
alpha[1]    5.368402e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 17.840606250319237, 'aic': -27.681212500638473, 'bic': np.float64(-27.89757190441722)}, 2585: {'params': mu         -2.124799e+00
omega       1.512762e-11
alpha[1]    0.000000e+00
beta[1]     8.955993e-01
Name: params, dtype: float64, 'loglikelihood': 12.989254183516103, 'aic': -17.978508367032205, 'bic': np.float64(-18.19486777081095)}, 2590: {'params': mu         -2.199998e+00
omega       1.182470e-05
alpha[1]    1.000000e+00
beta[1]     5.639341e-18
Name: params, dtype: float64, 'loglikelihood': 17.706832621678593, 'aic': -27.413665243357187, 'bic': np.float64(-27.630024647135933)}, 2595: {'params': mu         -2.197529
omega       0.000334
alpha[1]    0.999876
beta[1]     0.000049
Name: params, dtype: float64, 'loglikelihood': 16.2479595566403, 'aic': -24.4959191132806, 'bic': np.float64(-24.712278517059346)}, 2600: {'params': mu         -2.175962e+00
omega       8.156569e-05
alpha[1]    9.999991e-01
beta[1]     8.433453e-07
Name: params, dtype: float64, 'loglikelihood': 19.037651322388033, 'aic': -30.075302644776066, 'bic': np.float64(-30.291662048554812)}, 2605: {'params': mu         -2.240478
omega       0.001080
alpha[1]    0.325285
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 12.688444036433834, 'aic': -17.37688807286767, 'bic': np.float64(-17.593247476646415)}, 2610: {'params': mu         -2.289881e+00
omega       1.057114e-04
alpha[1]    2.432125e-01
beta[1]     5.207066e-11
Name: params, dtype: float64, 'loglikelihood': 21.213281884919656, 'aic': -34.42656376983931, 'bic': np.float64(-34.64292317361806)}, 2615: {'params': mu         -2.298863
omega       0.000015
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 17.89684728988289, 'aic': -27.793694579765777, 'bic': np.float64(-28.010053983544523)}, 2620: {'params': mu         -2.358300e+00
omega       1.389652e-11
alpha[1]    0.000000e+00
beta[1]     9.481215e-01
Name: params, dtype: float64, 'loglikelihood': 13.148726189153548, 'aic': -18.297452378307096, 'bic': np.float64(-18.513811782085842)}, 2625: {'params': mu         -2.379483e+00
omega       6.129651e-04
alpha[1]    9.999998e-01
beta[1]     8.353848e-08
Name: params, dtype: float64, 'loglikelihood': 10.4631286294314, 'aic': -12.926257258862801, 'bic': np.float64(-13.142616662641547)}, 2630: {'params': mu         -2.220378
omega       0.003261
alpha[1]    0.009944
beta[1]     0.691633
Name: params, dtype: float64, 'loglikelihood': 6.504726969865542, 'aic': -5.009453939731085, 'bic': np.float64(-5.225813343509832)}, 2635: {'params': mu         -2.172556e+00
omega       1.651840e-07
alpha[1]    1.071714e-05
beta[1]     7.604014e-01
Name: params, dtype: float64, 'loglikelihood': 11.491450981957476, 'aic': -14.982901963914951, 'bic': np.float64(-15.199261367693698)}, 2640: {'params': mu         -2.231447
omega       0.000674
alpha[1]    0.009990
beta[1]     0.490046
Name: params, dtype: float64, 'loglikelihood': 13.267034725083073, 'aic': -18.534069450166147, 'bic': np.float64(-18.750428853944893)}, 2645: {'params': mu         -2.311533e+00
omega       1.067431e-04
alpha[1]    6.036424e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 10.794131035371619, 'aic': -13.588262070743237, 'bic': np.float64(-13.804621474521984)}, 2650: {'params': mu         -2.394973
omega       0.000048
alpha[1]    0.010000
beta[1]     0.489992
Name: params, dtype: float64, 'loglikelihood': 22.45822373369636, 'aic': -36.91644746739272, 'bic': np.float64(-37.13280687117147)}, 2655: {'params': mu         -2.409021
omega       0.000011
alpha[1]    0.010000
beta[1]     0.490005
Name: params, dtype: float64, 'loglikelihood': 27.460336443868123, 'aic': -46.920672887736245, 'bic': np.float64(-47.13703229151499)}, 2660: {'params': mu         -2.420742
omega       0.000035
alpha[1]    0.010000
beta[1]     0.489998
Name: params, dtype: float64, 'loglikelihood': 23.560740865003513, 'aic': -39.12148173000703, 'bic': np.float64(-39.33784113378577)}, 2665: {'params': mu         -2.433229
omega       0.000018
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 18.858772021849912, 'aic': -29.717544043699824, 'bic': np.float64(-29.93390344747857)}, 2670: {'params': mu         -2.460002
omega       0.000010
alpha[1]    0.010000
beta[1]     0.690000
Name: params, dtype: float64, 'loglikelihood': 26.20424355815326, 'aic': -44.40848711630652, 'bic': np.float64(-44.62484652008526)}, 2675: {'params': mu         -2.453753
omega       0.000025
alpha[1]    0.010000
beta[1]     0.690004
Name: params, dtype: float64, 'loglikelihood': 22.947250607676402, 'aic': -37.894501215352804, 'bic': np.float64(-38.11086061913155)}, 2680: {'params': mu         -2.464687e+00
omega       2.959925e-05
alpha[1]    1.776922e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 17.0645835398618, 'aic': -26.1291670797236, 'bic': np.float64(-26.345526483502347)}, 2685: {'params': mu         -2.492916
omega       0.000026
alpha[1]    0.010000
beta[1]     0.690005
Name: params, dtype: float64, 'loglikelihood': 22.825145380667735, 'aic': -37.65029076133547, 'bic': np.float64(-37.866650165114216)}, 2690: {'params': mu         -2.493944
omega       0.000041
alpha[1]    0.010000
beta[1]     0.489998
Name: params, dtype: float64, 'loglikelihood': 22.97974011591343, 'aic': -37.95948023182686, 'bic': np.float64(-38.175839635605605)}, 2695: {'params': mu         -2.500356e+00
omega       2.810489e-04
alpha[1]    4.364993e-01
beta[1]     1.405837e-09
Name: params, dtype: float64, 'loglikelihood': 16.761589119470575, 'aic': -25.52317823894115, 'bic': np.float64(-25.739537642719895)}, 2700: {'params': mu         -2.521809e+00
omega       4.913038e-05
alpha[1]    2.820989e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 15.430005293450991, 'aic': -22.860010586901982, 'bic': np.float64(-23.07636999068073)}, 2705: {'params': mu         -2.577891e+00
omega       9.450601e-05
alpha[1]    1.000000e+00
beta[1]     1.595818e-17
Name: params, dtype: float64, 'loglikelihood': 17.519846629705707, 'aic': -27.039693259411415, 'bic': np.float64(-27.25605266319016)}, 2710: {'params': mu         -2.600162
omega       0.000023
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 25.014948580895563, 'aic': -42.029897161791126, 'bic': np.float64(-42.24625656556987)}, 2715: {'params': mu         -2.597635
omega       0.000011
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 21.673847133232496, 'aic': -35.34769426646499, 'bic': np.float64(-35.56405367024374)}, 2720: {'params': mu         -2.625550
omega       0.000069
alpha[1]    0.006765
beta[1]     0.429203
Name: params, dtype: float64, 'loglikelihood': 20.172106972475806, 'aic': -32.34421394495161, 'bic': np.float64(-32.56057334873036)}, 2725: {'params': mu         -2.636525
omega       0.000004
alpha[1]    0.100000
beta[1]     0.400000
Name: params, dtype: float64, 'loglikelihood': 31.5509054240308, 'aic': -55.1018108480616, 'bic': np.float64(-55.31817025184034)}, 2730: {'params': mu         -2.643899
omega       0.000016
alpha[1]    0.010000
beta[1]     0.489998
Name: params, dtype: float64, 'loglikelihood': 26.36560844318964, 'aic': -44.73121688637928, 'bic': np.float64(-44.947576290158025)}, 2735: {'params': mu         -2.650510e+00
omega       3.832134e-05
alpha[1]    3.783023e-01
beta[1]     6.971468e-16
Name: params, dtype: float64, 'loglikelihood': 24.581676522973865, 'aic': -41.16335304594773, 'bic': np.float64(-41.379712449726476)}, 2740: {'params': mu         -2.642040
omega       0.000025
alpha[1]    0.199993
beta[1]     0.299990
Name: params, dtype: float64, 'loglikelihood': 24.93324243790234, 'aic': -41.86648487580468, 'bic': np.float64(-42.082844279583426)}, 2745: {'params': mu         -2.636923
omega       0.000017
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 23.852046975174435, 'aic': -39.70409395034887, 'bic': np.float64(-39.920453354127616)}, 2750: {'params': mu         -2.628156
omega       0.000088
alpha[1]    0.009996
beta[1]     0.489861
Name: params, dtype: float64, 'loglikelihood': 20.32829185033055, 'aic': -32.6565837006611, 'bic': np.float64(-32.87294310443985)}, 2755: {'params': mu         -2.666088
omega       0.000375
alpha[1]    0.009999
beta[1]     0.490002
Name: params, dtype: float64, 'loglikelihood': 15.262474756619467, 'aic': -22.524949513238933, 'bic': np.float64(-22.74130891701768)}, 2760: {'params': mu         -2.695711
omega       0.000019
alpha[1]    0.295044
beta[1]     0.000002
Name: params, dtype: float64, 'loglikelihood': 27.362716994476745, 'aic': -46.72543398895349, 'bic': np.float64(-46.94179339273224)}, 2765: {'params': mu         -2.686126
omega       0.000036
alpha[1]    0.010000
beta[1]     0.489995
Name: params, dtype: float64, 'loglikelihood': 23.431912968657738, 'aic': -38.863825937315475, 'bic': np.float64(-39.08018534109422)}, 2770: {'params': mu         -2.688038
omega       0.000039
alpha[1]    0.010000
beta[1]     0.489994
Name: params, dtype: float64, 'loglikelihood': 23.191523134358356, 'aic': -38.38304626871671, 'bic': np.float64(-38.59940567249546)}, 2775: {'params': mu         -2.688928
omega       0.000007
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 19.872214713086144, 'aic': -31.74442942617229, 'bic': np.float64(-31.960788829951035)}, 2780: {'params': mu         -2.670885
omega       0.000006
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 29.89508541610026, 'aic': -51.79017083220052, 'bic': np.float64(-52.00653023597927)}, 2785: {'params': mu         -2.696619
omega       0.002178
alpha[1]    0.199714
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 10.9920847052033, 'aic': -13.9841694104066, 'bic': np.float64(-14.200528814185347)}, 2790: {'params': mu         -2.546944e+00
omega       7.778087e-11
alpha[1]    0.000000e+00
beta[1]     4.987790e-01
Name: params, dtype: float64, 'loglikelihood': 9.916895133391701, 'aic': -11.833790266783403, 'bic': np.float64(-12.05014967056215)}, 2795: {'params': mu         -2.542272
omega       0.000004
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 29.84336505056324, 'aic': -51.68673010112648, 'bic': np.float64(-51.903089504905225)}, 2800: {'params': mu         -2.526808
omega       0.000080
alpha[1]    0.010000
beta[1]     0.489991
Name: params, dtype: float64, 'loglikelihood': 20.659158538656634, 'aic': -33.31831707731327, 'bic': np.float64(-33.53467648109201)}, 2805: {'params': mu         -2.524859
omega       0.000026
alpha[1]    0.010000
beta[1]     0.689995
Name: params, dtype: float64, 'loglikelihood': 22.780597852699827, 'aic': -37.561195705399655, 'bic': np.float64(-37.7775551091784)}, 2810: {'params': mu         -2.542313
omega       0.000006
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 18.811356462763456, 'aic': -29.622712925526912, 'bic': np.float64(-29.839072329305658)}, 2815: {'params': mu         -2.519900e+00
omega       5.495011e-04
alpha[1]    3.546171e-14
beta[1]     2.648568e-01
Name: params, dtype: float64, 'loglikelihood': 15.300758122751004, 'aic': -22.601516245502008, 'bic': np.float64(-22.817875649280754)}, 2820: {'params': mu         -2.526638e+00
omega       8.488455e-12
alpha[1]    2.435696e-07
beta[1]     9.714751e-01
Name: params, dtype: float64, 'loglikelihood': 14.837208890573688, 'aic': -21.674417781147376, 'bic': np.float64(-21.890777184926122)}, 2825: {'params': mu         -2.560831
omega       0.000097
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 13.602793285881674, 'aic': -19.205586571763348, 'bic': np.float64(-19.421945975542094)}, 2830: {'params': mu         -2.444562e+00
omega       1.016913e-10
alpha[1]    0.000000e+00
beta[1]     8.909561e-01
Name: params, dtype: float64, 'loglikelihood': 6.3233536504149015, 'aic': -4.646707300829803, 'bic': np.float64(-4.86306670460855)}, 2835: {'params': mu         -2.426776
omega       0.001067
alpha[1]    0.009990
beta[1]     0.489937
Name: params, dtype: float64, 'loglikelihood': 11.581827124130193, 'aic': -15.163654248260386, 'bic': np.float64(-15.380013652039132)}, 2840: {'params': mu         -2.628416
omega       0.000013
alpha[1]    0.999966
beta[1]     0.000010
Name: params, dtype: float64, 'loglikelihood': 14.754441702033155, 'aic': -21.50888340406631, 'bic': np.float64(-21.725242807845056)}, 2845: {'params': mu         -2.638228e+00
omega       4.966717e-05
alpha[1]    1.430720e-09
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 16.116693271448923, 'aic': -24.233386542897847, 'bic': np.float64(-24.449745946676593)}, 2850: {'params': mu         -2.710441e+00
omega       7.200257e-12
alpha[1]    7.322749e-08
beta[1]     8.454868e-01
Name: params, dtype: float64, 'loglikelihood': 15.868270598515489, 'aic': -23.736541197030977, 'bic': np.float64(-23.952900600809723)}, 2855: {'params': mu         -2.880184e+00
omega       6.722099e-07
alpha[1]    1.000000e+00
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': 13.421800468378738, 'aic': -18.843600936757475, 'bic': np.float64(-19.05996034053622)}, 2860: {'params': mu         -2.880915
omega       0.000029
alpha[1]    0.010000
beta[1]     0.690005
Name: params, dtype: float64, 'loglikelihood': 22.498033217243115, 'aic': -36.99606643448623, 'bic': np.float64(-37.21242583826498)}, 2865: {'params': mu         -2.856821e+00
omega       3.178741e-09
alpha[1]    3.691702e-03
beta[1]     7.024749e-01
Name: params, dtype: float64, 'loglikelihood': 23.920615489576484, 'aic': -39.84123097915297, 'bic': np.float64(-40.057590382931714)}, 2870: {'params': mu         -2.856606
omega       0.000012
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 25.16291205884897, 'aic': -42.32582411769794, 'bic': np.float64(-42.54218352147669)}, 2875: {'params': mu         -2.858216
omega       0.000075
alpha[1]    0.010000
beta[1]     0.490004
Name: params, dtype: float64, 'loglikelihood': 20.868239841589098, 'aic': -33.736479683178196, 'bic': np.float64(-33.95283908695694)}, 2880: {'params': mu         -2.869186
omega       0.000001
alpha[1]    0.010000
beta[1]     0.970000
Name: params, dtype: float64, 'loglikelihood': 24.13382236609268, 'aic': -40.26764473218536, 'bic': np.float64(-40.484004135964106)}, 2885: {'params': mu         -2.855821e+00
omega       1.480232e-04
alpha[1]    2.915669e-01
beta[1]     5.933189e-10
Name: params, dtype: float64, 'loglikelihood': 19.710692682478047, 'aic': -31.421385364956095, 'bic': np.float64(-31.63774476873484)}, 2890: {'params': mu         -2.873409
omega       0.000080
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 18.24137669858853, 'aic': -28.482753397177063, 'bic': np.float64(-28.69911280095581)}, 2895: {'params': mu         -2.916011
omega       0.000035
alpha[1]    0.010000
beta[1]     0.489994
Name: params, dtype: float64, 'loglikelihood': 23.581415874804073, 'aic': -39.162831749608145, 'bic': np.float64(-39.37919115338689)}, 2900: {'params': mu         -2.931096
omega       0.000019
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 25.613784968450002, 'aic': -43.227569936900004, 'bic': np.float64(-43.44392934067875)}, 2905: {'params': mu         -2.935154
omega       0.000004
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 29.46375045583474, 'aic': -50.92750091166948, 'bic': np.float64(-51.14386031544823)}, 2910: {'params': mu         -2.942667
omega       0.000016
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 26.278728364882735, 'aic': -44.55745672976547, 'bic': np.float64(-44.773816133544216)}, 2915: {'params': mu         -2.940509
omega       0.000048
alpha[1]    0.010000
beta[1]     0.489997
Name: params, dtype: float64, 'loglikelihood': 22.473147816477248, 'aic': -36.946295632954495, 'bic': np.float64(-37.16265503673324)}, 2920: {'params': mu         -2.948805e+00
omega       2.695437e-06
alpha[1]    6.996818e-07
beta[1]     9.999783e-01
Name: params, dtype: float64, 'loglikelihood': 24.942419713784904, 'aic': -41.88483942756981, 'bic': np.float64(-42.101198831348555)}, 2925: {'params': mu         -2.946280e+00
omega       7.380042e-13
alpha[1]    9.434236e-01
beta[1]     1.192247e-03
Name: params, dtype: float64, 'loglikelihood': 25.600032768021066, 'aic': -43.20006553604213, 'bic': np.float64(-43.41642493982088)}, 2930: {'params': mu         -2.947011
omega       0.000020
alpha[1]    0.200001
beta[1]     0.299999
Name: params, dtype: float64, 'loglikelihood': 25.59452908517458, 'aic': -43.18905817034916, 'bic': np.float64(-43.40541757412791)}, 2935: {'params': mu         -2.956733e+00
omega       5.055664e-06
alpha[1]    1.930018e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 20.427010168187948, 'aic': -32.854020336375896, 'bic': np.float64(-33.07037974015464)}, 2940: {'params': mu         -2.918846e+00
omega       9.675665e-12
alpha[1]    1.830171e-13
beta[1]     8.588907e-01
Name: params, dtype: float64, 'loglikelihood': 14.686105706929911, 'aic': -21.372211413859823, 'bic': np.float64(-21.58857081763857)}, 2945: {'params': mu         -2.913776
omega       0.000082
alpha[1]    0.199997
beta[1]     0.299988
Name: params, dtype: float64, 'loglikelihood': 20.58800997911002, 'aic': -33.17601995822004, 'bic': np.float64(-33.392379361998785)}, 2950: {'params': mu         -2.910814e+00
omega       2.191751e-04
alpha[1]    1.786631e-18
beta[1]     4.882295e-01
Name: params, dtype: float64, 'loglikelihood': 17.321558354576002, 'aic': -26.643116709152004, 'bic': np.float64(-26.85947611293075)}, 2955: {'params': mu         -2.956564
omega       0.000328
alpha[1]    0.009997
beta[1]     0.490007
Name: params, dtype: float64, 'loglikelihood': 15.732374804252519, 'aic': -23.464749608505038, 'bic': np.float64(-23.681109012283784)}, 2960: {'params': mu         -3.023778
omega       0.000051
alpha[1]    0.000000
beta[1]     0.753748
Name: params, dtype: float64, 'loglikelihood': 16.0351928871428, 'aic': -24.070385774285597, 'bic': np.float64(-24.286745178064344)}, 2965: {'params': mu         -3.033081
omega       0.000191
alpha[1]    0.507218
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 18.30311930652613, 'aic': -28.606238613052263, 'bic': np.float64(-28.82259801683101)}, 2970: {'params': mu         -3.036592e+00
omega       3.358800e-12
alpha[1]    0.000000e+00
beta[1]     8.512078e-01
Name: params, dtype: float64, 'loglikelihood': 18.71575550559674, 'aic': -29.43151101119348, 'bic': np.float64(-29.647870414972225)}, 2975: {'params': mu         -3.003730
omega       0.000249
alpha[1]    0.009999
beta[1]     0.489984
Name: params, dtype: float64, 'loglikelihood': 16.67624983296016, 'aic': -25.35249966592032, 'bic': np.float64(-25.568859069699066)}, 2980: {'params': mu         -2.982103
omega       0.000243
alpha[1]    0.869149
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 14.792056619667116, 'aic': -21.584113239334233, 'bic': np.float64(-21.80047264311298)}, 2985: {'params': mu         -2.991861e+00
omega       8.346840e-04
alpha[1]    1.000000e+00
beta[1]     3.257071e-13
Name: params, dtype: float64, 'loglikelihood': 11.662801321849749, 'aic': -15.325602643699497, 'bic': np.float64(-15.541962047478243)}, 2990: {'params': mu         -2.847103e+00
omega       9.351117e-06
alpha[1]    4.916002e-08
beta[1]     5.243849e-01
Name: params, dtype: float64, 'loglikelihood': 12.305277505337413, 'aic': -16.610555010674826, 'bic': np.float64(-16.826914414453572)}, 2995: {'params': mu         -2.843630
omega       0.000076
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 17.339081789168493, 'aic': -26.678163578336985, 'bic': np.float64(-26.89452298211573)}, 3000: {'params': mu         -2.876690
omega       0.000008
alpha[1]    0.010000
beta[1]     0.690001
Name: params, dtype: float64, 'loglikelihood': 26.807918287180286, 'aic': -45.61583657436057, 'bic': np.float64(-45.83219597813932)}, 3005: {'params': mu         -2.883140
omega       0.000076
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 17.316128979411864, 'aic': -26.63225795882373, 'bic': np.float64(-26.848617362602475)}, 3010: {'params': mu         -2.853059e+00
omega       2.762085e-07
alpha[1]    1.000000e+00
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': 18.48774429383426, 'aic': -28.975488587668522, 'bic': np.float64(-29.19184799144727)}, 3015: {'params': mu         -2.812073
omega       0.000046
alpha[1]    0.975264
beta[1]     0.024734
Name: params, dtype: float64, 'loglikelihood': 17.94546431180008, 'aic': -27.89092862360016, 'bic': np.float64(-28.107288027378907)}, 3020: {'params': mu         -2.844867e+00
omega       3.401441e-05
alpha[1]    4.570847e-10
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 14.251349344904703, 'aic': -20.502698689809407, 'bic': np.float64(-20.719058093588153)}, 3025: {'params': mu         -2.925565e+00
omega       2.602161e-04
alpha[1]    1.765864e-11
beta[1]     7.482389e-01
Name: params, dtype: float64, 'loglikelihood': 11.841862787584603, 'aic': -15.683725575169206, 'bic': np.float64(-15.900084978947952)}, 3030: {'params': mu         -3.015509e+00
omega       1.161331e-11
alpha[1]    0.000000e+00
beta[1]     8.952227e-01
Name: params, dtype: float64, 'loglikelihood': 14.004980363370894, 'aic': -20.009960726741788, 'bic': np.float64(-20.226320130520534)}, 3035: {'params': mu         -3.045399e+00
omega       9.177412e-05
alpha[1]    2.762795e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 12.594308324661407, 'aic': -17.188616649322814, 'bic': np.float64(-17.40497605310156)}, 3040: {'params': mu         -3.146165
omega       0.000030
alpha[1]    0.923395
beta[1]     0.000209
Name: params, dtype: float64, 'loglikelihood': 18.354931958855765, 'aic': -28.70986391771153, 'bic': np.float64(-28.926223321490276)}, 3045: {'params': mu         -3.133862e+00
omega       1.636438e-05
alpha[1]    1.110504e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 17.881606025103242, 'aic': -27.763212050206484, 'bic': np.float64(-27.97957145398523)}, 3050: {'params': mu         -3.130687e+00
omega       7.448468e-05
alpha[1]    2.087440e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 13.969584433161389, 'aic': -19.939168866322778, 'bic': np.float64(-20.155528270101524)}, 3055: {'params': mu         -2.972497
omega       0.000189
alpha[1]    0.999994
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 10.31759766571263, 'aic': -12.635195331425258, 'bic': np.float64(-12.851554735204004)}, 3060: {'params': mu         -2.999564e+00
omega       5.070972e-04
alpha[1]    7.116997e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 7.361573317776579, 'aic': -6.723146635553158, 'bic': np.float64(-6.9395060393319055)}, 3065: {'params': mu         -3.155106e+00
omega       8.857377e-05
alpha[1]    1.564693e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 11.961224022284451, 'aic': -15.922448044568903, 'bic': np.float64(-16.13880744834765)}, 3070: {'params': mu         -3.247178
omega       0.000449
alpha[1]    0.009998
beta[1]     0.489934
Name: params, dtype: float64, 'loglikelihood': 14.614230271035686, 'aic': -21.22846054207137, 'bic': np.float64(-21.444819945850117)}, 3075: {'params': mu         -3.297943
omega       0.000120
alpha[1]    0.010000
beta[1]     0.489981
Name: params, dtype: float64, 'loglikelihood': 19.23956829754085, 'aic': -30.479136595081698, 'bic': np.float64(-30.695495998860444)}, 3080: {'params': mu         -3.355757
omega       0.000161
alpha[1]    0.996777
beta[1]     0.001471
Name: params, dtype: float64, 'loglikelihood': 15.013392040051361, 'aic': -22.026784080102722, 'bic': np.float64(-22.243143483881468)}, 3085: {'params': mu         -3.382775e+00
omega       9.082529e-07
alpha[1]    9.999761e-03
beta[1]     9.700007e-01
Name: params, dtype: float64, 'loglikelihood': 25.090905229325973, 'aic': -42.181810458651945, 'bic': np.float64(-42.39816986243069)}, 3090: {'params': mu         -3.404702e+00
omega       1.347365e-11
alpha[1]    0.000000e+00
beta[1]     9.124488e-01
Name: params, dtype: float64, 'loglikelihood': 20.622018155558944, 'aic': -33.24403631111789, 'bic': np.float64(-33.460395714896634)}, 3095: {'params': mu         -3.417297
omega       0.000031
alpha[1]    0.614282
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 24.38847223716009, 'aic': -40.77694447432018, 'bic': np.float64(-40.99330387809893)}, 3100: {'params': mu         -3.436200e+00
omega       9.439920e-06
alpha[1]    2.123031e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 20.958379688306827, 'aic': -33.916759376613655, 'bic': np.float64(-34.1331187803924)}, 3105: {'params': mu         -3.442885
omega       0.000024
alpha[1]    0.010000
beta[1]     0.689997
Name: params, dtype: float64, 'loglikelihood': 23.003444195183096, 'aic': -38.00688839036619, 'bic': np.float64(-38.22324779414494)}, 3110: {'params': mu         -3.434961e+00
omega       1.906381e-05
alpha[1]    1.333841e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 19.08016978304323, 'aic': -30.160339566086463, 'bic': np.float64(-30.37669896986521)}, 3115: {'params': mu         -3.404398
omega       0.000044
alpha[1]    0.010000
beta[1]     0.489994
Name: params, dtype: float64, 'loglikelihood': 22.702018724650586, 'aic': -37.40403744930117, 'bic': np.float64(-37.62039685307992)}, 3120: {'params': mu         -3.437038e+00
omega       4.967030e-12
alpha[1]    0.000000e+00
beta[1]     9.070883e-01
Name: params, dtype: float64, 'loglikelihood': 16.84617454697253, 'aic': -25.69234909394506, 'bic': np.float64(-25.908708497723808)}, 3125: {'params': mu         -3.448728e+00
omega       5.189571e-05
alpha[1]    1.000000e+00
beta[1]     5.909188e-16
Name: params, dtype: float64, 'loglikelihood': 22.876327269697722, 'aic': -37.752654539395444, 'bic': np.float64(-37.96901394317419)}, 3130: {'params': mu         -3.467153e+00
omega       2.302528e-05
alpha[1]    4.647979e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 15.042000181737052, 'aic': -22.084000363474104, 'bic': np.float64(-22.30035976725285)}, 3135: {'params': mu         -3.426872
omega       0.000289
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 13.487858578611734, 'aic': -18.975717157223468, 'bic': np.float64(-19.192076561002214)}, 3140: {'params': mu         -3.306445e+00
omega       6.096083e-05
alpha[1]    1.535760e-08
beta[1]     7.619529e-01
Name: params, dtype: float64, 'loglikelihood': 16.060633209239963, 'aic': -24.121266418479927, 'bic': np.float64(-24.337625822258673)}, 3145: {'params': mu         -3.285187
omega       0.000162
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 17.90129040591532, 'aic': -27.802580811830637, 'bic': np.float64(-28.018940215609383)}, 3150: {'params': mu         -3.228110e+00
omega       7.405227e-08
alpha[1]    5.325947e-11
beta[1]     6.268220e-01
Name: params, dtype: float64, 'loglikelihood': 17.453379296022057, 'aic': -26.906758592044113, 'bic': np.float64(-27.12311799582286)}, 3155: {'params': mu         -3.214655
omega       0.000014
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 19.327347350437794, 'aic': -30.654694700875588, 'bic': np.float64(-30.871054104654334)}, 3160: {'params': mu         -3.19986
omega       0.00003
alpha[1]    0.00000
beta[1]     1.00000
Name: params, dtype: float64, 'loglikelihood': 17.837541172008955, 'aic': -27.67508234401791, 'bic': np.float64(-27.891441747796655)}, 3165: {'params': mu         -3.246165e+00
omega       2.755593e-12
alpha[1]    0.000000e+00
beta[1]     7.358912e-01
Name: params, dtype: float64, 'loglikelihood': 20.157235028873362, 'aic': -32.314470057746725, 'bic': np.float64(-32.53082946152547)}, 3170: {'params': mu         -3.234136
omega       0.000109
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 17.479245758666885, 'aic': -26.95849151733377, 'bic': np.float64(-27.174850921112515)}, 3175: {'params': mu         -3.204304e+00
omega       8.796934e-05
alpha[1]    1.542178e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 11.824821319999911, 'aic': -15.649642639999822, 'bic': np.float64(-15.866002043778568)}, 3180: {'params': mu         -3.270060e+00
omega       4.249248e-05
alpha[1]    1.000000e+00
beta[1]     1.132427e-19
Name: params, dtype: float64, 'loglikelihood': 19.72008516485537, 'aic': -31.44017032971074, 'bic': np.float64(-31.656529733489485)}, 3185: {'params': mu         -3.307731
omega       0.000018
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 18.804557804300096, 'aic': -29.60911560860019, 'bic': np.float64(-29.825475012378938)}, 3190: {'params': mu         -3.353396e+00
omega       4.547137e-12
alpha[1]    9.704679e-08
beta[1]     8.501605e-01
Name: params, dtype: float64, 'loglikelihood': 17.394501116214133, 'aic': -26.789002232428267, 'bic': np.float64(-27.005361636207013)}, 3195: {'params': mu         -3.354778
omega       0.000049
alpha[1]    0.010000
beta[1]     0.489993
Name: params, dtype: float64, 'loglikelihood': 22.403422106024472, 'aic': -36.806844212048944, 'bic': np.float64(-37.02320361582769)}, 3200: {'params': mu         -3.351787
omega       0.000170
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 15.973736888322808, 'aic': -23.947473776645616, 'bic': np.float64(-24.163833180424362)}, 3205: {'params': mu         -3.413207
omega       0.000030
alpha[1]    0.010000
beta[1]     0.489995
Name: params, dtype: float64, 'loglikelihood': 24.133130589950003, 'aic': -40.266261179900006, 'bic': np.float64(-40.48262058367875)}, 3210: {'params': mu         -3.435363
omega       0.000021
alpha[1]    0.405394
beta[1]     0.274526
Name: params, dtype: float64, 'loglikelihood': 23.565700262192973, 'aic': -39.131400524385946, 'bic': np.float64(-39.34775992816469)}, 3215: {'params': mu         -3.423923
omega       0.000028
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 17.226009608281732, 'aic': -26.452019216563464, 'bic': np.float64(-26.66837862034221)}, 3220: {'params': mu         -3.383071
omega       0.000040
alpha[1]    0.010000
beta[1]     0.489995
Name: params, dtype: float64, 'loglikelihood': 23.0974585417505, 'aic': -38.194917083501, 'bic': np.float64(-38.41127648727974)}, 3225: {'params': mu         -3.383205
omega       0.000009
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 20.537107835243855, 'aic': -33.07421567048771, 'bic': np.float64(-33.29057507426646)}, 3230: {'params': mu         -3.392119
omega       0.000036
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 23.445189985825962, 'aic': -38.890379971651925, 'bic': np.float64(-39.10673937543067)}, 3235: {'params': mu         -3.373750
omega       0.000027
alpha[1]    0.010000
beta[1]     0.689995
Name: params, dtype: float64, 'loglikelihood': 22.682117030337572, 'aic': -37.364234060675145, 'bic': np.float64(-37.58059346445389)}, 3240: {'params': mu         -3.377593
omega       0.000086
alpha[1]    0.000000
beta[1]     0.734952
Name: params, dtype: float64, 'loglikelihood': 18.60004571987813, 'aic': -29.200091439756257, 'bic': np.float64(-29.416450843535003)}, 3245: {'params': mu         -3.390160e+00
omega       2.180453e-05
alpha[1]    1.108787e-08
beta[1]     9.999997e-01
Name: params, dtype: float64, 'loglikelihood': 18.13090004520417, 'aic': -28.261800090408343, 'bic': np.float64(-28.47815949418709)}, 3250: {'params': mu         -3.422097e+00
omega       1.161846e-05
alpha[1]    2.603423e-09
beta[1]     9.463497e-01
Name: params, dtype: float64, 'loglikelihood': 17.014291608131376, 'aic': -26.028583216262753, 'bic': np.float64(-26.2449426200415)}, 3255: {'params': mu         -3.409875
omega       0.000018
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 17.41893959171185, 'aic': -26.837879183423702, 'bic': np.float64(-27.05423858720245)}, 3260: {'params': mu         -3.437303e+00
omega       1.195875e-05
alpha[1]    3.149465e-07
beta[1]     9.999936e-01
Name: params, dtype: float64, 'loglikelihood': 21.30737224974725, 'aic': -34.6147444994945, 'bic': np.float64(-34.831103903273245)}, 3265: {'params': mu         -3.403271
omega       0.000720
alpha[1]    0.009997
beta[1]     0.489972
Name: params, dtype: float64, 'loglikelihood': 12.963850744048546, 'aic': -17.927701488097092, 'bic': np.float64(-18.14406089187584)}, 3270: {'params': mu         -3.318555e+00
omega       2.692492e-11
alpha[1]    3.363488e-09
beta[1]     8.837477e-01
Name: params, dtype: float64, 'loglikelihood': 14.31107659153103, 'aic': -20.62215318306206, 'bic': np.float64(-20.838512586840807)}, 3275: {'params': mu         -3.316336
omega       0.000199
alpha[1]    0.009999
beta[1]     0.489948
Name: params, dtype: float64, 'loglikelihood': 17.471176288721754, 'aic': -26.942352577443508, 'bic': np.float64(-27.158711981222254)}, 3280: {'params': mu         -3.332329
omega       0.000072
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 21.022659301055874, 'aic': -34.04531860211175, 'bic': np.float64(-34.261678005890495)}, 3285: {'params': mu         -3.287546e+00
omega       7.430891e-07
alpha[1]    1.414402e-05
beta[1]     9.386230e-01
Name: params, dtype: float64, 'loglikelihood': 13.498650951163826, 'aic': -18.997301902327653, 'bic': np.float64(-19.2136613061064)}, 3290: {'params': mu         -3.254088e+00
omega       5.536179e-04
alpha[1]    1.000000e+00
beta[1]     1.136133e-11
Name: params, dtype: float64, 'loglikelihood': 11.157294376623915, 'aic': -14.314588753247829, 'bic': np.float64(-14.530948157026575)}, 3295: {'params': mu         -3.162199e+00
omega       1.073998e-04
alpha[1]    6.179088e-16
beta[1]     6.158000e-01
Name: params, dtype: float64, 'loglikelihood': 18.93265961124349, 'aic': -29.86531922248698, 'bic': np.float64(-30.081678626265727)}, 3300: {'params': mu         -3.191818e+00
omega       9.799756e-12
alpha[1]    0.000000e+00
beta[1]     9.100982e-01
Name: params, dtype: float64, 'loglikelihood': 14.460789316586576, 'aic': -20.92157863317315, 'bic': np.float64(-21.137938036951898)}, 3305: {'params': mu         -3.223565
omega       0.000308
alpha[1]    0.524789
beta[1]     0.475211
Name: params, dtype: float64, 'loglikelihood': 14.295631887879837, 'aic': -20.591263775759675, 'bic': np.float64(-20.80762317953842)}, 3310: {'params': mu         -3.346516e+00
omega       4.455449e-08
alpha[1]    9.877471e-01
beta[1]     4.829858e-06
Name: params, dtype: float64, 'loglikelihood': 19.470845641881148, 'aic': -30.941691283762296, 'bic': np.float64(-31.158050687541042)}, 3315: {'params': mu         -3.34180
omega       0.00001
alpha[1]    0.00000
beta[1]     1.00000
Name: params, dtype: float64, 'loglikelihood': 19.61439636600696, 'aic': -31.228792732013922, 'bic': np.float64(-31.445152135792668)}, 3320: {'params': mu         -3.336744e+00
omega       8.093607e-05
alpha[1]    3.240598e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 13.908128779642052, 'aic': -19.816257559284104, 'bic': np.float64(-20.03261696306285)}, 3325: {'params': mu         -3.402680e+00
omega       2.979840e-11
alpha[1]    1.384726e-08
beta[1]     5.994805e-01
Name: params, dtype: float64, 'loglikelihood': 13.019950591919493, 'aic': -18.039901183838985, 'bic': np.float64(-18.25626058761773)}, 3330: {'params': mu         -3.398370e+00
omega       1.183596e-05
alpha[1]    3.498535e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 18.450365861886134, 'aic': -28.900731723772267, 'bic': np.float64(-29.117091127551014)}, 3335: {'params': mu         -3.370976
omega       0.000408
alpha[1]    0.009939
beta[1]     0.493040
Name: params, dtype: float64, 'loglikelihood': 15.333250154438197, 'aic': -22.666500308876394, 'bic': np.float64(-22.88285971265514)}, 3340: {'params': mu         -3.280507e+00
omega       3.311280e-11
alpha[1]    0.000000e+00
beta[1]     9.288902e-01
Name: params, dtype: float64, 'loglikelihood': 10.158479502815322, 'aic': -12.316959005630643, 'bic': np.float64(-12.53331840940939)}, 3345: {'params': mu         -3.349130
omega       0.001202
alpha[1]    0.000000
beta[1]     0.609135
Name: params, dtype: float64, 'loglikelihood': 9.896372660726053, 'aic': -11.792745321452106, 'bic': np.float64(-12.009104725230852)}, 3350: {'params': mu         -3.467415e+00
omega       4.767566e-04
alpha[1]    2.113490e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 8.438371333333535, 'aic': -8.87674266666707, 'bic': np.float64(-9.093102070445816)}, 3355: {'params': mu         -3.211204e+00
omega       4.650654e-10
alpha[1]    2.265567e-13
beta[1]     9.144543e-01
Name: params, dtype: float64, 'loglikelihood': 0.9429266665614288, 'aic': 6.114146666877143, 'bic': np.float64(5.897787263098396)}, 3360: {'params': mu         -3.053167e+00
omega       3.715337e-05
alpha[1]    8.492926e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 14.606407198881783, 'aic': -21.212814397763566, 'bic': np.float64(-21.429173801542312)}, 3365: {'params': mu         -2.971373e+00
omega       5.543550e-11
alpha[1]    3.369314e-11
beta[1]     8.908902e-01
Name: params, dtype: float64, 'loglikelihood': 8.522684254684513, 'aic': -9.045368509369027, 'bic': np.float64(-9.261727913147773)}, 3370: {'params': mu         -2.916023
omega       0.000017
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 18.435130692504938, 'aic': -28.870261385009876, 'bic': np.float64(-29.086620788788622)}, 3375: {'params': mu         -2.883978
omega       0.000086
alpha[1]    0.009999
beta[1]     0.689976
Name: params, dtype: float64, 'loglikelihood': 18.627939045632186, 'aic': -29.25587809126437, 'bic': np.float64(-29.472237495043117)}, 3380: {'params': mu         -2.889989e+00
omega       7.455758e-05
alpha[1]    9.138998e-17
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 14.23328366904318, 'aic': -20.46656733808636, 'bic': np.float64(-20.682926741865106)}, 3385: {'params': mu         -2.817638e+00
omega       4.198664e-12
alpha[1]    0.000000e+00
beta[1]     6.674079e-01
Name: params, dtype: float64, 'loglikelihood': 19.40576585653465, 'aic': -30.8115317130693, 'bic': np.float64(-31.027891116848046)}, 3390: {'params': mu         -2.774737
omega       0.000647
alpha[1]    0.009997
beta[1]     0.489918
Name: params, dtype: float64, 'loglikelihood': 13.343457849280743, 'aic': -18.686915698561485, 'bic': np.float64(-18.90327510234023)}, 3395: {'params': mu         -2.738143
omega       0.000036
alpha[1]    0.010000
beta[1]     0.490005
Name: params, dtype: float64, 'loglikelihood': 23.41959300766468, 'aic': -38.83918601532936, 'bic': np.float64(-39.05554541910811)}, 3400: {'params': mu         -2.743549
omega       0.000007
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 20.97090985048465, 'aic': -33.9418197009693, 'bic': np.float64(-34.158179104748044)}, 3405: {'params': mu         -2.770274e+00
omega       3.565940e-04
alpha[1]    5.840978e-16
beta[1]     5.365788e-01
Name: params, dtype: float64, 'loglikelihood': 15.304905696820995, 'aic': -22.60981139364199, 'bic': np.float64(-22.826170797420737)}, 3410: {'params': mu         -2.724562
omega       0.000177
alpha[1]    0.688326
beta[1]     0.088198
Name: params, dtype: float64, 'loglikelihood': 14.533011213943615, 'aic': -21.06602242788723, 'bic': np.float64(-21.282381831665976)}, 3415: {'params': mu         -2.685835
omega       0.002106
alpha[1]    0.011200
beta[1]     0.491797
Name: params, dtype: float64, 'loglikelihood': 9.621277682294396, 'aic': -11.242555364588792, 'bic': np.float64(-11.458914768367539)}, 3420: {'params': mu         -2.782490
omega       0.000026
alpha[1]    0.000000
beta[1]     0.940123
Name: params, dtype: float64, 'loglikelihood': 14.348731117197394, 'aic': -20.697462234394788, 'bic': np.float64(-20.913821638173534)}, 3425: {'params': mu         -2.840084e+00
omega       6.642249e-12
alpha[1]    0.000000e+00
beta[1]     9.247354e-01
Name: params, dtype: float64, 'loglikelihood': 15.839587686993026, 'aic': -23.67917537398605, 'bic': np.float64(-23.895534777764798)}, 3430: {'params': mu         -2.802664e+00
omega       9.590099e-12
alpha[1]    9.229501e-10
beta[1]     8.971409e-01
Name: params, dtype: float64, 'loglikelihood': 15.62171087788371, 'aic': -23.24342175576742, 'bic': np.float64(-23.459781159546168)}, 3435: {'params': mu         -2.761643e+00
omega       1.060354e-03
alpha[1]    3.676216e-01
beta[1]     1.196032e-09
Name: params, dtype: float64, 'loglikelihood': 13.111175094380986, 'aic': -18.222350188761972, 'bic': np.float64(-18.438709592540718)}, 3440: {'params': mu         -2.690114
omega       0.000058
alpha[1]    0.009999
beta[1]     0.490030
Name: params, dtype: float64, 'loglikelihood': 21.75541637195391, 'aic': -35.51083274390782, 'bic': np.float64(-35.727192147686566)}, 3445: {'params': mu         -2.690906e+00
omega       5.853799e-05
alpha[1]    9.330285e-17
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 14.939508867968424, 'aic': -21.87901773593685, 'bic': np.float64(-22.095377139715595)}, 3450: {'params': mu         -2.768925
omega       0.000852
alpha[1]    0.009898
beta[1]     0.489507
Name: params, dtype: float64, 'loglikelihood': 12.340948146613625, 'aic': -16.68189629322725, 'bic': np.float64(-16.898255697005997)}, 3455: {'params': mu         -2.783035
omega       0.000198
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 9.190911195535234, 'aic': -10.381822391070468, 'bic': np.float64(-10.598181794849214)}, 3460: {'params': mu         -2.675144e+00
omega       2.954770e-04
alpha[1]    9.188125e-01
beta[1]     1.784363e-16
Name: params, dtype: float64, 'loglikelihood': 15.667558794281812, 'aic': -23.335117588563623, 'bic': np.float64(-23.55147699234237)}, 3465: {'params': mu         -2.605203e+00
omega       4.515594e-05
alpha[1]    2.111745e-12
beta[1]     9.686990e-01
Name: params, dtype: float64, 'loglikelihood': 14.530058417441293, 'aic': -21.060116834882585, 'bic': np.float64(-21.27647623866133)}, 3470: {'params': mu         -2.615930e+00
omega       5.910684e-04
alpha[1]    1.000000e+00
beta[1]     2.280028e-13
Name: params, dtype: float64, 'loglikelihood': 10.195811892651692, 'aic': -12.391623785303384, 'bic': np.float64(-12.60798318908213)}, 3475: {'params': mu         -2.448739
omega       0.000045
alpha[1]    0.504658
beta[1]     0.138791
Name: params, dtype: float64, 'loglikelihood': 21.07333888626199, 'aic': -34.14667777252398, 'bic': np.float64(-34.363037176302726)}, 3480: {'params': mu         -2.444188e+00
omega       2.273148e-05
alpha[1]    1.000000e+00
beta[1]     2.298787e-15
Name: params, dtype: float64, 'loglikelihood': 24.165401631545507, 'aic': -40.33080326309101, 'bic': np.float64(-40.54716266686976)}, 3485: {'params': mu         -2.434386
omega       0.000004
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 23.199698870768103, 'aic': -38.399397741536205, 'bic': np.float64(-38.61575714531495)}, 3490: {'params': mu         -2.375769e+00
omega       2.505699e-05
alpha[1]    9.999891e-01
beta[1]     3.149876e-07
Name: params, dtype: float64, 'loglikelihood': 16.071585667988078, 'aic': -24.143171335976156, 'bic': np.float64(-24.359530739754902)}, 3495: {'params': mu         -2.379588e+00
omega       1.156888e-05
alpha[1]    3.522012e-08
beta[1]     9.999989e-01
Name: params, dtype: float64, 'loglikelihood': 21.01217562984965, 'aic': -34.0243512596993, 'bic': np.float64(-34.24071066347805)}, 3500: {'params': mu         -2.400511e+00
omega       6.843227e-05
alpha[1]    4.001750e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 12.95135095715656, 'aic': -17.90270191431312, 'bic': np.float64(-18.119061318091866)}, 3505: {'params': mu         -2.372821e+00
omega       1.949837e-03
alpha[1]    8.210704e-01
beta[1]     5.108609e-10
Name: params, dtype: float64, 'loglikelihood': 9.418181189683283, 'aic': -10.836362379366566, 'bic': np.float64(-11.052721783145312)}, 3510: {'params': mu         -2.224568e+00
omega       7.948135e-07
alpha[1]    1.035770e-09
beta[1]     7.446110e-01
Name: params, dtype: float64, 'loglikelihood': 15.13396490645159, 'aic': -22.26792981290318, 'bic': np.float64(-22.484289216681926)}, 3515: {'params': mu         -2.216705
omega       0.000005
alpha[1]    0.010000
beta[1]     0.689999
Name: params, dtype: float64, 'loglikelihood': 28.799838733053562, 'aic': -49.599677466107124, 'bic': np.float64(-49.81603686988587)}, 3520: {'params': mu         -2.223843e+00
omega       5.082013e-05
alpha[1]    1.386781e-14
beta[1]     8.599827e-01
Name: params, dtype: float64, 'loglikelihood': 18.789443975289693, 'aic': -29.578887950579386, 'bic': np.float64(-29.795247354358132)}, 3525: {'params': mu         -2.204732e+00
omega       1.729641e-05
alpha[1]    5.648742e-09
beta[1]     9.999998e-01
Name: params, dtype: float64, 'loglikelihood': 18.14215637754169, 'aic': -28.284312755083377, 'bic': np.float64(-28.500672158862123)}, 3530: {'params': mu         -2.160422e+00
omega       1.929683e-08
alpha[1]    5.622461e-13
beta[1]     7.178159e-01
Name: params, dtype: float64, 'loglikelihood': 21.726871230345505, 'aic': -35.45374246069101, 'bic': np.float64(-35.67010186446976)}, 3535: {'params': mu         -2.161980
omega       0.000032
alpha[1]    0.010000
beta[1]     0.490011
Name: params, dtype: float64, 'loglikelihood': 23.86343615849932, 'aic': -39.72687231699864, 'bic': np.float64(-39.94323172077738)}, 3540: {'params': mu         -2.159381
omega       0.000068
alpha[1]    0.009999
beta[1]     0.490021
Name: params, dtype: float64, 'loglikelihood': 21.247559095127016, 'aic': -34.49511819025403, 'bic': np.float64(-34.71147759403278)}, 3545: {'params': mu         -2.161485e+00
omega       7.801219e-06
alpha[1]    1.689802e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 21.115954293577023, 'aic': -34.231908587154045, 'bic': np.float64(-34.44826799093279)}, 3550: {'params': mu         -2.153661e+00
omega       5.574889e-05
alpha[1]    1.366038e-09
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 15.072762720528775, 'aic': -22.14552544105755, 'bic': np.float64(-22.361884844836297)}, 3555: {'params': mu         -2.212758e+00
omega       3.424323e-04
alpha[1]    3.945854e-13
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': 18.00202913181308, 'aic': -28.004058263626163, 'bic': np.float64(-28.22041766740491)}, 3560: {'params': mu         -2.200481
omega       0.000057
alpha[1]    0.010000
beta[1]     0.489996
Name: params, dtype: float64, 'loglikelihood': 21.840077882838088, 'aic': -35.680155765676176, 'bic': np.float64(-35.89651516945492)}, 3565: {'params': mu         -2.196930
omega       0.000244
alpha[1]    0.185260
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 18.566285130024603, 'aic': -29.132570260049206, 'bic': np.float64(-29.348929663827953)}, 3570: {'params': mu         -2.142452e+00
omega       2.020343e-11
alpha[1]    0.000000e+00
beta[1]     9.124355e-01
Name: params, dtype: float64, 'loglikelihood': 11.92841522993826, 'aic': -15.85683045987652, 'bic': np.float64(-16.073189863655266)}, 3575: {'params': mu         -2.106961
omega       0.000095
alpha[1]    0.280720
beta[1]     0.269792
Name: params, dtype: float64, 'loglikelihood': 20.260382360137534, 'aic': -32.52076472027507, 'bic': np.float64(-32.737124124053814)}, 3580: {'params': mu         -2.133668e+00
omega       1.788383e-04
alpha[1]    6.032341e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 11.070054265130599, 'aic': -14.140108530261198, 'bic': np.float64(-14.356467934039944)}, 3585: {'params': mu         -2.235578e+00
omega       1.799512e-03
alpha[1]    0.000000e+00
beta[1]     8.611167e-15
Name: params, dtype: float64, 'loglikelihood': 12.169209404307683, 'aic': -16.338418808615366, 'bic': np.float64(-16.554778212394112)}, 3590: {'params': mu         -2.352787
omega       0.002025
alpha[1]    0.000000
beta[1]     0.520840
Name: params, dtype: float64, 'loglikelihood': 8.7586076013772, 'aic': -9.5172152027544, 'bic': np.float64(-9.733574606533146)}, 3595: {'params': mu         -2.457829
omega       0.000060
alpha[1]    0.903181
beta[1]     0.022706
Name: params, dtype: float64, 'loglikelihood': 17.516886465688412, 'aic': -27.033772931376824, 'bic': np.float64(-27.25013233515557)}, 3600: {'params': mu         -2.479172e+00
omega       7.532627e-06
alpha[1]    1.473929e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 19.407140335425396, 'aic': -30.814280670850792, 'bic': np.float64(-31.030640074629538)}, 3605: {'params': mu         -2.481247
omega       0.000132
alpha[1]    0.009999
beta[1]     0.489957
Name: params, dtype: float64, 'loglikelihood': 18.902409997694722, 'aic': -29.804819995389444, 'bic': np.float64(-30.02117939916819)}, 3610: {'params': mu         -2.469366e+00
omega       2.945567e-10
alpha[1]    2.233556e-13
beta[1]     9.199204e-01
Name: params, dtype: float64, 'loglikelihood': 17.08437953534589, 'aic': -26.168759070691777, 'bic': np.float64(-26.385118474470524)}, 3615: {'params': mu         -2.447043e+00
omega       1.412985e-04
alpha[1]    1.699584e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 12.508375188920901, 'aic': -17.016750377841802, 'bic': np.float64(-17.23310978162055)}, 3620: {'params': mu         -2.367654
omega       0.000098
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 16.447422966516832, 'aic': -24.894845933033665, 'bic': np.float64(-25.11120533681241)}, 3625: {'params': mu         -2.338196
omega       0.000090
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 13.119455381656211, 'aic': -18.238910763312422, 'bic': np.float64(-18.455270167091168)}, 3630: {'params': mu         -2.446143e+00
omega       1.962073e-03
alpha[1]    1.758797e-14
beta[1]     6.707712e-01
Name: params, dtype: float64, 'loglikelihood': 7.228406913112802, 'aic': -6.456813826225604, 'bic': np.float64(-6.673173230004351)}, 3635: {'params': mu         -2.408308
omega       0.000137
alpha[1]    0.982287
beta[1]     0.017713
Name: params, dtype: float64, 'loglikelihood': 12.41719676452789, 'aic': -16.83439352905578, 'bic': np.float64(-17.050752932834527)}, 3640: {'params': mu         -2.420757
omega       0.000332
alpha[1]    0.604318
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 15.391742043201198, 'aic': -22.783484086402396, 'bic': np.float64(-22.999843490181142)}, 3645: {'params': mu         -2.324059
omega       0.003940
alpha[1]    0.895606
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 6.3562083005404935, 'aic': -4.712416601080987, 'bic': np.float64(-4.928776004859734)}, 3650: {'params': mu         -2.164974e+00
omega       7.469203e-06
alpha[1]    7.089837e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 21.22381075585797, 'aic': -34.44762151171594, 'bic': np.float64(-34.66398091549468)}, 3655: {'params': mu         -2.094980e+00
omega       2.728954e-04
alpha[1]    1.000000e+00
beta[1]     1.993286e-14
Name: params, dtype: float64, 'loglikelihood': 13.053292252446685, 'aic': -18.10658450489337, 'bic': np.float64(-18.322943908672116)}, 3660: {'params': mu         -2.065384
omega       0.000024
alpha[1]    0.010000
beta[1]     0.690006
Name: params, dtype: float64, 'loglikelihood': 23.148589600915074, 'aic': -38.29717920183015, 'bic': np.float64(-38.51353860560889)}, 3665: {'params': mu         -2.057398
omega       0.000554
alpha[1]    0.534808
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 14.979751637124108, 'aic': -21.959503274248217, 'bic': np.float64(-22.175862678026963)}, 3670: {'params': mu         -2.061609
omega       0.002881
alpha[1]    0.010739
beta[1]     0.490833
Name: params, dtype: float64, 'loglikelihood': 8.351340221289156, 'aic': -8.702680442578313, 'bic': np.float64(-8.919039846357059)}, 3675: {'params': mu         -2.228779e+00
omega       7.713470e-03
alpha[1]    9.476941e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -1.9849402304345252, 'aic': 11.96988046086905, 'bic': np.float64(11.753521057090303)}, 3680: {'params': mu         -2.053563
omega       0.138312
alpha[1]    0.765431
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -5.796445203175833, 'aic': 19.592890406351664, 'bic': np.float64(19.376531002572918)}, 3685: {'params': mu         -1.023394e+00
omega       2.215556e-02
alpha[1]    7.867897e-01
beta[1]     1.116191e-14
Name: params, dtype: float64, 'loglikelihood': 0.9246669085947287, 'aic': 6.150666182810543, 'bic': np.float64(5.934306779031796)}, 3690: {'params': mu         -0.324457
omega       0.008345
alpha[1]    0.822520
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 3.052773846063454, 'aic': 1.8944523078730917, 'bic': np.float64(1.6780929040943446)}, 3695: {'params': mu          1.777142e-01
omega       2.644748e-10
alpha[1]    1.000000e+00
beta[1]     2.875197e-10
Name: params, dtype: float64, 'loglikelihood': 6.229194804977524, 'aic': -4.458389609955049, 'bic': np.float64(-4.674749013733796)}, 3700: {'params': mu          0.185795
omega       0.000046
alpha[1]    0.010000
beta[1]     0.489998
Name: params, dtype: float64, 'loglikelihood': 22.57496284513474, 'aic': -37.14992569026948, 'bic': np.float64(-37.36628509404822)}, 3705: {'params': mu          1.969145e-01
omega       4.618294e-05
alpha[1]    1.436974e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 14.896442200671835, 'aic': -21.79288440134367, 'bic': np.float64(-22.009243805122416)}, 3710: {'params': mu          2.064262e-01
omega       9.895054e-07
alpha[1]    4.971354e-05
beta[1]     8.159412e-01
Name: params, dtype: float64, 'loglikelihood': 19.84385854743979, 'aic': -31.68771709487958, 'bic': np.float64(-31.904076498658327)}, 3715: {'params': mu          1.800258e-01
omega       1.147919e-10
alpha[1]    3.912919e-01
beta[1]     4.759250e-01
Name: params, dtype: float64, 'loglikelihood': 16.362114117168048, 'aic': -24.724228234336096, 'bic': np.float64(-24.94058763811484)}, 3720: {'params': mu          0.203894
omega       0.000176
alpha[1]    0.000000
beta[1]     0.820764
Name: params, dtype: float64, 'loglikelihood': 14.932996755475585, 'aic': -21.86599351095117, 'bic': np.float64(-22.082352914729917)}, 3725: {'params': mu          0.217504
omega       0.001399
alpha[1]    0.053065
beta[1]     0.443615
Name: params, dtype: float64, 'loglikelihood': 11.044571653731225, 'aic': -14.08914330746245, 'bic': np.float64(-14.305502711241196)}, 3730: {'params': mu          1.205295e-01
omega       5.927647e-11
alpha[1]    5.126185e-13
beta[1]     8.645929e-01
Name: params, dtype: float64, 'loglikelihood': 8.33040138391897, 'aic': -8.66080276783794, 'bic': np.float64(-8.877162171616686)}, 3735: {'params': mu          0.039425
omega       0.000132
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 12.572822048273023, 'aic': -17.145644096546047, 'bic': np.float64(-17.362003500324793)}, 3740: {'params': mu         -8.931415e-02
omega       4.981988e-11
alpha[1]    1.650675e-12
beta[1]     8.909757e-01
Name: params, dtype: float64, 'loglikelihood': 8.859825364905856, 'aic': -9.719650729811711, 'bic': np.float64(-9.936010133590457)}, 3745: {'params': mu         -2.272588e-02
omega       2.073939e-03
alpha[1]    6.619913e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 2.0967878494463643, 'aic': 3.8064243011072714, 'bic': np.float64(3.5900648973285243)}, 3750: {'params': mu          3.235144e-01
omega       1.648970e-03
alpha[1]    1.358088e-12
beta[1]     6.431466e-01
Name: params, dtype: float64, 'loglikelihood': 7.0197365790075175, 'aic': -6.039473158015035, 'bic': np.float64(-6.255832561793782)}, 3755: {'params': mu          3.305942e-01
omega       1.661492e-03
alpha[1]    1.110764e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 3.377627354377881, 'aic': 1.2447452912442376, 'bic': np.float64(1.0283858874654905)}, 3760: {'params': mu          6.092511e-01
omega       8.913247e-04
alpha[1]    5.145157e-15
beta[1]     7.819911e-01
Name: params, dtype: float64, 'loglikelihood': 4.567629592529431, 'aic': -1.135259185058862, 'bic': np.float64(-1.351618588837609)}, 3765: {'params': mu          5.906998e-01
omega       5.748210e-04
alpha[1]    1.273146e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 5.129134678463628, 'aic': -2.258269356927256, 'bic': np.float64(-2.474628760706003)}, 3770: {'params': mu          3.346727e-01
omega       5.486826e-03
alpha[1]    1.151428e-13
beta[1]     4.766250e-01
Name: params, dtype: float64, 'loglikelihood': 5.704169127311607, 'aic': -3.4083382546232137, 'bic': np.float64(-3.624697658401961)}, 3775: {'params': mu          1.078527e-01
omega       1.337912e-03
alpha[1]    7.758554e-17
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 2.3121606138502897, 'aic': 3.3756787722994206, 'bic': np.float64(3.1593193685206735)}, 3780: {'params': mu         -0.189785
omega       0.002375
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 6.9121814535519475, 'aic': -5.824362907103895, 'bic': np.float64(-6.040722310882642)}, 3785: {'params': mu         -4.363366e-01
omega       1.029708e-03
alpha[1]    1.541635e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 4.302157461663668, 'aic': -0.6043149233273368, 'bic': np.float64(-0.8206743271060839)}, 3790: {'params': mu         -7.673653e-01
omega       6.562255e-11
alpha[1]    4.014727e-17
beta[1]     9.054040e-01
Name: params, dtype: float64, 'loglikelihood': 7.819842699592406, 'aic': -7.6396853991848115, 'bic': np.float64(-7.856044802963559)}, 3795: {'params': mu         -0.848873
omega       0.000123
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 13.006239507204537, 'aic': -18.012479014409074, 'bic': np.float64(-18.22883841818782)}, 3800: {'params': mu         -0.862847
omega       0.000769
alpha[1]    0.000000
beta[1]     0.792779
Name: params, dtype: float64, 'loglikelihood': 10.064770974847557, 'aic': -12.129541949695113, 'bic': np.float64(-12.34590135347386)}, 3805: {'params': mu         -0.960742
omega       0.002878
alpha[1]    0.943742
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 7.137548381323212, 'aic': -6.275096762646424, 'bic': np.float64(-6.491456166425171)}, 3810: {'params': mu         -1.145792e+00
omega       6.389181e-05
alpha[1]    1.420134e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 12.298340428363757, 'aic': -16.596680856727513, 'bic': np.float64(-16.81304026050626)}, 3815: {'params': mu         -1.222679
omega       0.000132
alpha[1]    0.010000
beta[1]     0.489978
Name: params, dtype: float64, 'loglikelihood': 18.90238927052889, 'aic': -29.80477854105778, 'bic': np.float64(-30.021137944836525)}, 3820: {'params': mu         -1.252378
omega       0.000142
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 12.561714153579679, 'aic': -17.123428307159358, 'bic': np.float64(-17.339787710938104)}, 3825: {'params': mu         -1.209539e+00
omega       2.764450e-11
alpha[1]    2.435633e-11
beta[1]     6.858206e-01
Name: params, dtype: float64, 'loglikelihood': 12.897461537422199, 'aic': -17.794923074844398, 'bic': np.float64(-18.011282478623144)}, 3830: {'params': mu         -1.236881
omega       0.000070
alpha[1]    0.008099
beta[1]     0.464064
Name: params, dtype: float64, 'loglikelihood': 20.59104280117555, 'aic': -33.1820856023511, 'bic': np.float64(-33.39844500612985)}, 3835: {'params': mu         -1.227042
omega       0.000006
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 17.477237357979433, 'aic': -26.954474715958867, 'bic': np.float64(-27.170834119737613)}, 3840: {'params': mu         -1.206180
omega       0.000009
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 21.434554777619198, 'aic': -34.869109555238396, 'bic': np.float64(-35.08546895901714)}, 3845: {'params': mu         -1.257792e+00
omega       2.219132e-03
alpha[1]    6.650319e-17
beta[1]     2.544351e-02
Name: params, dtype: float64, 'loglikelihood': 11.346392381848919, 'aic': -14.692784763697837, 'bic': np.float64(-14.909144167476583)}, 3850: {'params': mu         -1.227831
omega       0.002217
alpha[1]    0.009999
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 9.027444240540962, 'aic': -10.054888481081925, 'bic': np.float64(-10.27124788486067)}, 3855: {'params': mu         -1.211406
omega       0.001105
alpha[1]    0.009990
beta[1]     0.489848
Name: params, dtype: float64, 'loglikelihood': 11.463406732836424, 'aic': -14.926813465672847, 'bic': np.float64(-15.143172869451593)}, 3860: {'params': mu         -1.318710e+00
omega       1.191874e-11
alpha[1]    0.000000e+00
beta[1]     8.518147e-01
Name: params, dtype: float64, 'loglikelihood': 14.035020273471513, 'aic': -20.070040546943027, 'bic': np.float64(-20.286399950721773)}, 3865: {'params': mu         -1.345766e+00
omega       5.743341e-05
alpha[1]    6.744794e-17
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 14.33320108670651, 'aic': -20.66640217341302, 'bic': np.float64(-20.882761577191765)}, 3870: {'params': mu         -1.415079
omega       0.000197
alpha[1]    0.009999
beta[1]     0.489993
Name: params, dtype: float64, 'loglikelihood': 17.495827068409312, 'aic': -26.991654136818624, 'bic': np.float64(-27.20801354059737)}, 3875: {'params': mu         -1.467053e+00
omega       3.052472e-07
alpha[1]    4.334921e-05
beta[1]     8.858112e-01
Name: params, dtype: float64, 'loglikelihood': 17.199908088157716, 'aic': -26.399816176315433, 'bic': np.float64(-26.61617558009418)}, 3880: {'params': mu         -1.462715
omega       0.000039
alpha[1]    0.010000
beta[1]     0.689967
Name: params, dtype: float64, 'loglikelihood': 21.460528283540828, 'aic': -34.921056567081656, 'bic': np.float64(-35.1374159708604)}, 3885: {'params': mu         -1.467499e+00
omega       6.361248e-05
alpha[1]    9.999991e-01
beta[1]     3.453932e-07
Name: params, dtype: float64, 'loglikelihood': 17.19730480316868, 'aic': -26.39460960633736, 'bic': np.float64(-26.610969010116108)}, 3890: {'params': mu         -1.548997
omega       0.000045
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 17.799239765712105, 'aic': -27.59847953142421, 'bic': np.float64(-27.814838935202957)}, 3895: {'params': mu         -1.592214e+00
omega       1.298296e-11
alpha[1]    4.407706e-08
beta[1]     9.189862e-01
Name: params, dtype: float64, 'loglikelihood': 16.945732265684256, 'aic': -25.891464531368513, 'bic': np.float64(-26.10782393514726)}, 3900: {'params': mu         -1.545220e+00
omega       1.652778e-11
alpha[1]    1.591534e-09
beta[1]     8.922178e-01
Name: params, dtype: float64, 'loglikelihood': 13.559101296200751, 'aic': -19.118202592401502, 'bic': np.float64(-19.33456199618025)}, 3905: {'params': mu         -1.628133
omega       0.004183
alpha[1]    0.010251
beta[1]     0.490505
Name: params, dtype: float64, 'loglikelihood': 6.98360757874229, 'aic': -5.9672151574845795, 'bic': np.float64(-6.183574561263327)}, 3910: {'params': mu         -1.778562e+00
omega       1.408866e-03
alpha[1]    6.231575e-01
beta[1]     2.760876e-11
Name: params, dtype: float64, 'loglikelihood': 10.395754900319409, 'aic': -12.791509800638817, 'bic': np.float64(-13.007869204417563)}, 3915: {'params': mu         -1.565608e+00
omega       7.130117e-11
alpha[1]    0.000000e+00
beta[1]     8.999749e-01
Name: params, dtype: float64, 'loglikelihood': 7.546495468447041, 'aic': -7.092990936894083, 'bic': np.float64(-7.30935034067283)}, 3920: {'params': mu         -1.440318
omega       0.000298
alpha[1]    0.000000
beta[1]     0.786564
Name: params, dtype: float64, 'loglikelihood': 11.708727927525247, 'aic': -15.417455855050495, 'bic': np.float64(-15.633815258829241)}, 3925: {'params': mu         -1.373922e+00
omega       6.373301e-12
alpha[1]    0.000000e+00
beta[1]     8.019705e-01
Name: params, dtype: float64, 'loglikelihood': 16.74524496555602, 'aic': -25.490489931112037, 'bic': np.float64(-25.706849334890784)}, 3930: {'params': mu         -1.426113e+00
omega       9.892776e-12
alpha[1]    1.273080e-12
beta[1]     8.894231e-01
Name: params, dtype: float64, 'loglikelihood': 14.56806921099772, 'aic': -21.13613842199544, 'bic': np.float64(-21.352497825774186)}, 3935: {'params': mu         -1.397983
omega       0.000241
alpha[1]    0.000000
beta[1]     0.762920
Name: params, dtype: float64, 'loglikelihood': 13.648142512524215, 'aic': -19.29628502504843, 'bic': np.float64(-19.512644428827176)}, 3940: {'params': mu         -1.286099e+00
omega       5.060105e-11
alpha[1]    0.000000e+00
beta[1]     8.213314e-01
Name: params, dtype: float64, 'loglikelihood': 9.04740450797935, 'aic': -10.094809015958699, 'bic': np.float64(-10.311168419737445)}, 3945: {'params': mu         -1.206858e+00
omega       2.412901e-04
alpha[1]    7.597776e-13
beta[1]     7.715096e-01
Name: params, dtype: float64, 'loglikelihood': 13.60845586298724, 'aic': -19.21691172597448, 'bic': np.float64(-19.433271129753226)}, 3950: {'params': mu         -1.167357
omega       0.000061
alpha[1]    0.010000
beta[1]     0.689981
Name: params, dtype: float64, 'loglikelihood': 19.84188644819568, 'aic': -31.68377289639136, 'bic': np.float64(-31.900132300170107)}, 3955: {'params': mu         -1.235018e+00
omega       2.204297e-07
alpha[1]    1.000000e+00
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': 17.68467517723207, 'aic': -27.36935035446414, 'bic': np.float64(-27.585709758242885)}, 3960: {'params': mu         -1.238503
omega       0.000128
alpha[1]    0.999989
beta[1]     0.000004
Name: params, dtype: float64, 'loglikelihood': 14.903189667603339, 'aic': -21.806379335206678, 'bic': np.float64(-22.022738738985424)}, 3965: {'params': mu         -1.294473
omega       0.000199
alpha[1]    0.009999
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': 17.47033990489717, 'aic': -26.94067980979434, 'bic': np.float64(-27.157039213573086)}, 3970: {'params': mu         -1.305506e+00
omega       4.760591e-12
alpha[1]    0.000000e+00
beta[1]     9.365899e-01
Name: params, dtype: float64, 'loglikelihood': 17.175815988147797, 'aic': -26.351631976295593, 'bic': np.float64(-26.56799138007434)}, 3975: {'params': mu         -1.254394
omega       0.007138
alpha[1]    0.009912
beta[1]     0.692632
Name: params, dtype: float64, 'loglikelihood': 3.9771806383489725, 'aic': 0.045638723302054984, 'bic': np.float64(-0.1707206804766921)}, 3980: {'params': mu         -1.060652e+00
omega       2.108999e-04
alpha[1]    1.345292e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 10.464670224671549, 'aic': -12.929340449343098, 'bic': np.float64(-13.145699853121844)}, 3985: {'params': mu         -1.100872e+00
omega       7.655396e-11
alpha[1]    7.989466e-14
beta[1]     9.769606e-01
Name: params, dtype: float64, 'loglikelihood': 7.132708439883375, 'aic': -6.26541687976675, 'bic': np.float64(-6.481776283545497)}, 3990: {'params': mu         -1.386355e+00
omega       3.032302e-10
alpha[1]    2.499142e-14
beta[1]     9.496377e-01
Name: params, dtype: float64, 'loglikelihood': 2.3597198789189795, 'aic': 3.280560242162041, 'bic': np.float64(3.064200838383294)}, 3995: {'params': mu         -1.293932e+00
omega       2.500989e-02
alpha[1]    1.000000e+00
beta[1]     2.021781e-15
Name: params, dtype: float64, 'loglikelihood': -2.1746164131777035, 'aic': 12.349232826355408, 'bic': np.float64(12.13287342257666)}, 4000: {'params': mu         -6.595571e-01
omega       2.758066e-10
alpha[1]    1.849241e-14
beta[1]     9.517324e-01
Name: params, dtype: float64, 'loglikelihood': 2.691115100271353, 'aic': 2.617769799457294, 'bic': np.float64(2.401410395678547)}, 4005: {'params': mu         -0.850508
omega       0.004922
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 3.42483891257732, 'aic': 1.1503221748453596, 'bic': np.float64(0.9339627710666125)}, 4010: {'params': mu         -1.230637e+00
omega       2.346635e-03
alpha[1]    9.299075e-01
beta[1]     3.567031e-16
Name: params, dtype: float64, 'loglikelihood': 8.628965941117528, 'aic': -9.257931882235056, 'bic': np.float64(-9.474291286013802)}, 4015: {'params': mu         -1.431315e+00
omega       3.006349e-04
alpha[1]    4.399412e-13
beta[1]     8.565796e-01
Name: params, dtype: float64, 'loglikelihood': 9.675915139961369, 'aic': -11.351830279922737, 'bic': np.float64(-11.568189683701483)}, 4020: {'params': mu         -1.803682
omega       0.000019
alpha[1]    1.000000
beta[1]     0.000001
Name: params, dtype: float64, 'loglikelihood': 7.756203350501278, 'aic': -7.512406701002556, 'bic': np.float64(-7.728766104781303)}, 4025: {'params': mu         -1.809559e+00
omega       4.568250e-05
alpha[1]    1.040887e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 15.892099182326593, 'aic': -23.784198364653186, 'bic': np.float64(-24.000557768431932)}, 4030: {'params': mu         -1.862911e+00
omega       1.682940e-03
alpha[1]    1.035975e-14
beta[1]     5.476782e-01
Name: params, dtype: float64, 'loglikelihood': 9.374413883401036, 'aic': -10.748827766802073, 'bic': np.float64(-10.965187170580819)}, 4035: {'params': mu         -2.105253e+00
omega       1.405876e-04
alpha[1]    1.000000e+00
beta[1]     6.284850e-17
Name: params, dtype: float64, 'loglikelihood': 10.872010190432626, 'aic': -13.744020380865251, 'bic': np.float64(-13.960379784643997)}, 4040: {'params': mu         -2.205237e+00
omega       1.971715e-04
alpha[1]    9.999992e-01
beta[1]     2.490462e-07
Name: params, dtype: float64, 'loglikelihood': 12.450463202933987, 'aic': -16.900926405867974, 'bic': np.float64(-17.11728580964672)}, 4045: {'params': mu         -2.249790
omega       0.000101
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 14.016973352402632, 'aic': -20.033946704805263, 'bic': np.float64(-20.25030610858401)}, 4050: {'params': mu         -2.335749e+00
omega       2.487121e-03
alpha[1]    0.000000e+00
beta[1]     4.690601e-17
Name: params, dtype: float64, 'loglikelihood': 11.058895633647616, 'aic': -14.117791267295232, 'bic': np.float64(-14.334150671073978)}, 4055: {'params': mu         -2.430442e+00
omega       5.409729e-04
alpha[1]    9.131836e-12
beta[1]     6.681780e-01
Name: params, dtype: float64, 'loglikelihood': 11.135864059498537, 'aic': -14.271728118997075, 'bic': np.float64(-14.488087522775821)}, 4060: {'params': mu         -2.559284e+00
omega       2.612119e-11
alpha[1]    0.000000e+00
beta[1]     8.959060e-01
Name: params, dtype: float64, 'loglikelihood': 11.071514244958863, 'aic': -14.143028489917725, 'bic': np.float64(-14.359387893696471)}, 4065: {'params': mu         -2.617082
omega       0.000010
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 16.996276393635743, 'aic': -25.992552787271485, 'bic': np.float64(-26.20891219105023)}, 4070: {'params': mu         -2.730892
omega       0.000530
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 11.286676820506399, 'aic': -14.573353641012798, 'bic': np.float64(-14.789713044791544)}, 4075: {'params': mu         -2.791935e+00
omega       1.117334e-04
alpha[1]    3.673980e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 12.226361787300162, 'aic': -16.452723574600324, 'bic': np.float64(-16.66908297837907)}, 4080: {'params': mu         -2.879338
omega       0.000686
alpha[1]    0.750439
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 13.01389747941998, 'aic': -18.02779495883996, 'bic': np.float64(-18.244154362618705)}, 4085: {'params': mu         -2.960078
omega       0.000062
alpha[1]    0.010000
beta[1]     0.490004
Name: params, dtype: float64, 'loglikelihood': 21.553003748761924, 'aic': -35.10600749752385, 'bic': np.float64(-35.322366901302594)}, 4090: {'params': mu         -2.999581e+00
omega       1.714173e-07
alpha[1]    1.067458e-10
beta[1]     8.415911e-01
Name: params, dtype: float64, 'loglikelihood': 19.110203198561877, 'aic': -30.220406397123753, 'bic': np.float64(-30.4367658009025)}, 4095: {'params': mu         -3.012510
omega       0.000016
alpha[1]    0.010000
beta[1]     0.490002
Name: params, dtype: float64, 'loglikelihood': 26.291286596767883, 'aic': -44.582573193535765, 'bic': np.float64(-44.79893259731451)}, 4100: {'params': mu         -3.010245
omega       0.000006
alpha[1]    0.010000
beta[1]     0.489999
Name: params, dtype: float64, 'loglikelihood': 29.944265962284383, 'aic': -51.88853192456877, 'bic': np.float64(-52.10489132834751)}, 4105: {'params': mu         -3.010204
omega       0.000014
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 26.82623435832577, 'aic': -45.65246871665154, 'bic': np.float64(-45.86882812043029)}, 4110: {'params': mu         -3.009947
omega       0.000037
alpha[1]    0.010000
beta[1]     0.490005
Name: params, dtype: float64, 'loglikelihood': 23.39577206138708, 'aic': -38.79154412277416, 'bic': np.float64(-39.00790352655291)}, 4115: {'params': mu         -3.001232
omega       0.000054
alpha[1]    0.010000
beta[1]     0.489993
Name: params, dtype: float64, 'loglikelihood': 22.04330204711377, 'aic': -36.08660409422754, 'bic': np.float64(-36.302963498006285)}, 4120: {'params': mu         -3.009600
omega       0.000021
alpha[1]    0.010000
beta[1]     0.489995
Name: params, dtype: float64, 'loglikelihood': 25.35183776480751, 'aic': -42.70367552961502, 'bic': np.float64(-42.920034933393765)}, 4125: {'params': mu         -3.047057
omega       0.000250
alpha[1]    0.009998
beta[1]     0.689943
Name: params, dtype: float64, 'loglikelihood': 14.879901575542881, 'aic': -21.759803151085762, 'bic': np.float64(-21.97616255486451)}, 4130: {'params': mu         -3.085139
omega       0.000061
alpha[1]    0.010000
beta[1]     0.489996
Name: params, dtype: float64, 'loglikelihood': 21.573835428887183, 'aic': -35.147670857774365, 'bic': np.float64(-35.36403026155311)}, 4135: {'params': mu         -3.096758
omega       0.000356
alpha[1]    0.565550
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 16.51892647092878, 'aic': -25.037852941857558, 'bic': np.float64(-25.254212345636304)}, 4140: {'params': mu         -3.144980
omega       0.000025
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 18.80188667095464, 'aic': -29.60377334190928, 'bic': np.float64(-29.820132745688028)}, 4145: {'params': mu         -3.206987e+00
omega       1.447421e-07
alpha[1]    4.224352e-10
beta[1]     6.888447e-01
Name: params, dtype: float64, 'loglikelihood': 17.83030012827853, 'aic': -27.66060025655706, 'bic': np.float64(-27.876959660335807)}, 4150: {'params': mu         -3.215215
omega       0.000009
alpha[1]    0.010000
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 28.455201536093952, 'aic': -48.910403072187904, 'bic': np.float64(-49.12676247596665)}, 4155: {'params': mu         -3.221396
omega       0.000154
alpha[1]    0.998570
beta[1]     0.001430
Name: params, dtype: float64, 'loglikelihood': 17.75265837037048, 'aic': -27.50531674074096, 'bic': np.float64(-27.721676144519705)}, 4160: {'params': mu         -3.234546
omega       0.000606
alpha[1]    0.000000
beta[1]     0.293548
Name: params, dtype: float64, 'loglikelihood': 14.830734129331368, 'aic': -21.661468258662737, 'bic': np.float64(-21.877827662441483)}, 4165: {'params': mu         -3.141635
omega       0.000151
alpha[1]    0.999643
beta[1]     0.000181
Name: params, dtype: float64, 'loglikelihood': 13.197632026758708, 'aic': -18.395264053517415, 'bic': np.float64(-18.61162345729616)}, 4170: {'params': mu         -3.129113
omega       0.000024
alpha[1]    0.010000
beta[1]     0.690010
Name: params, dtype: float64, 'loglikelihood': 23.016063064274718, 'aic': -38.032126128549436, 'bic': np.float64(-38.24848553232818)}, 4175: {'params': mu         -3.119218
omega       0.000023
alpha[1]    0.010000
beta[1]     0.690003
Name: params, dtype: float64, 'loglikelihood': 23.23038670339136, 'aic': -38.46077340678272, 'bic': np.float64(-38.67713281056147)}, 4180: {'params': mu         -3.105769
omega       0.000034
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 19.650611750808025, 'aic': -31.30122350161605, 'bic': np.float64(-31.517582905394796)}, 4185: {'params': mu         -3.055938e+00
omega       8.892462e-12
alpha[1]    6.913635e-09
beta[1]     8.307589e-01
Name: params, dtype: float64, 'loglikelihood': 15.39309059753235, 'aic': -22.7861811950647, 'bic': np.float64(-23.002540598843446)}, 4190: {'params': mu         -3.070786
omega       0.000077
alpha[1]    0.009999
beta[1]     0.489941
Name: params, dtype: float64, 'loglikelihood': 20.895243623708957, 'aic': -33.790487247417914, 'bic': np.float64(-34.00684665119666)}, 4195: {'params': mu         -3.085337
omega       0.000016
alpha[1]    0.010000
beta[1]     0.690003
Name: params, dtype: float64, 'loglikelihood': 24.415052626416312, 'aic': -40.830105252832624, 'bic': np.float64(-41.04646465661137)}, 4200: {'params': mu         -3.085733
omega       0.000016
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 17.91318944750257, 'aic': -27.826378895005142, 'bic': np.float64(-28.04273829878389)}, 4205: {'params': mu         -3.135132e+00
omega       2.894245e-04
alpha[1]    3.418293e-01
beta[1]     4.595122e-15
Name: params, dtype: float64, 'loglikelihood': 17.401577464679686, 'aic': -26.803154929359373, 'bic': np.float64(-27.01951433313812)}, 4210: {'params': mu         -3.177765e+00
omega       1.775928e-12
alpha[1]    1.950297e-08
beta[1]     9.181758e-01
Name: params, dtype: float64, 'loglikelihood': 20.45104340070376, 'aic': -32.90208680140752, 'bic': np.float64(-33.11844620518627)}, 4215: {'params': mu         -3.225582
omega       0.000754
alpha[1]    0.009997
beta[1]     0.489994
Name: params, dtype: float64, 'loglikelihood': 12.802520991674799, 'aic': -17.605041983349597, 'bic': np.float64(-17.821401387128343)}, 4220: {'params': mu         -3.225338e+00
omega       1.336116e-11
alpha[1]    2.895340e-12
beta[1]     9.509201e-01
Name: params, dtype: float64, 'loglikelihood': 13.27762333402859, 'aic': -18.55524666805718, 'bic': np.float64(-18.771606071835926)}, 4225: {'params': mu         -3.232445e+00
omega       3.869839e-04
alpha[1]    1.000000e+00
beta[1]     1.065030e-13
Name: params, dtype: float64, 'loglikelihood': 14.170412501881911, 'aic': -20.340825003763822, 'bic': np.float64(-20.557184407542568)}, 4230: {'params': mu         -3.308784
omega       0.005390
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 4.604235929506195, 'aic': -1.2084718590123895, 'bic': np.float64(-1.4248312627911366)}, 4235: {'params': mu         -2.967218
omega       0.000996
alpha[1]    0.839504
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 9.87026014136647, 'aic': -11.740520282732941, 'bic': np.float64(-11.956879686511687)}, 4240: {'params': mu         -3.033548e+00
omega       1.029316e-11
alpha[1]    1.736233e-09
beta[1]     8.922386e-01
Name: params, dtype: float64, 'loglikelihood': 15.626874543275704, 'aic': -23.25374908655141, 'bic': np.float64(-23.470108490330155)}, 4245: {'params': mu         -3.068132
omega       0.000020
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 18.690349617662733, 'aic': -29.380699235325466, 'bic': np.float64(-29.597058639104212)}, 4250: {'params': mu         -3.216460e+00
omega       1.277726e-03
alpha[1]    1.000000e+00
beta[1]     5.468269e-07
Name: params, dtype: float64, 'loglikelihood': 8.475857882973248, 'aic': -8.951715765946496, 'bic': np.float64(-9.168075169725242)}, 4255: {'params': mu         -3.285188e+00
omega       3.348747e-05
alpha[1]    1.748229e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 17.579936403650958, 'aic': -27.159872807301916, 'bic': np.float64(-27.376232211080662)}, 4260: {'params': mu         -3.292035
omega       0.000044
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 14.449991023714325, 'aic': -20.89998204742865, 'bic': np.float64(-21.116341451207397)}, 4265: {'params': mu         -3.332436
omega       0.002675
alpha[1]    0.009999
beta[1]     0.490001
Name: params, dtype: float64, 'loglikelihood': 8.38037967833386, 'aic': -8.76075935666772, 'bic': np.float64(-8.977118760446466)}, 4270: {'params': mu         -3.448451
omega       0.000070
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 11.833683902045882, 'aic': -15.667367804091764, 'bic': np.float64(-15.88372720787051)}, 4275: {'params': mu         -3.530857
omega       0.000358
alpha[1]    0.809468
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 15.697689900696659, 'aic': -23.395379801393318, 'bic': np.float64(-23.611739205172064)}, 4280: {'params': mu         -3.541238
omega       0.000117
alpha[1]    0.358033
beta[1]     0.180353
Name: params, dtype: float64, 'loglikelihood': 18.042899887308447, 'aic': -28.085799774616895, 'bic': np.float64(-28.30215917839564)}, 4285: {'params': mu         -3.566071e+00
omega       6.072235e-12
alpha[1]    1.228258e-10
beta[1]     9.553288e-01
Name: params, dtype: float64, 'loglikelihood': 16.032933572290407, 'aic': -24.065867144580814, 'bic': np.float64(-24.28222654835956)}, 4290: {'params': mu         -3.560911
omega       0.000304
alpha[1]    0.009990
beta[1]     0.489892
Name: params, dtype: float64, 'loglikelihood': 15.970608437784472, 'aic': -23.941216875568944, 'bic': np.float64(-24.15757627934769)}, 4295: {'params': mu         -3.594390
omega       0.000235
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 14.193336115629544, 'aic': -20.386672231259087, 'bic': np.float64(-20.603031635037834)}, 4300: {'params': mu         -3.693987e+00
omega       6.282005e-12
alpha[1]    0.000000e+00
beta[1]     8.485977e-01
Name: params, dtype: float64, 'loglikelihood': 16.23938009123544, 'aic': -24.47876018247088, 'bic': np.float64(-24.695119586249625)}, 4305: {'params': mu         -3.706561
omega       0.000092
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 16.372868304220752, 'aic': -24.745736608441504, 'bic': np.float64(-24.96209601222025)}, 4310: {'params': mu         -3.769825e+00
omega       4.875858e-06
alpha[1]    5.922965e-12
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 20.357943786006764, 'aic': -32.71588757201353, 'bic': np.float64(-32.932246975792275)}, 4315: {'params': mu         -3.788521
omega       0.000002
alpha[1]    0.010000
beta[1]     0.970000
Name: params, dtype: float64, 'loglikelihood': 23.20223535235229, 'aic': -38.40447070470458, 'bic': np.float64(-38.620830108483325)}, 4320: {'params': mu         -3.791411
omega       0.000023
alpha[1]    0.199997
beta[1]     0.299995
Name: params, dtype: float64, 'loglikelihood': 25.2696996349462, 'aic': -42.5393992698924, 'bic': np.float64(-42.755758673671146)}, 4325: {'params': mu         -3.798118e+00
omega       4.729674e-05
alpha[1]    5.189750e-01
beta[1]     2.203293e-12
Name: params, dtype: float64, 'loglikelihood': 23.52399929387891, 'aic': -39.04799858775782, 'bic': np.float64(-39.26435799153656)}, 4330: {'params': mu         -3.824058e+00
omega       1.154229e-05
alpha[1]    3.901874e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 19.68883597514787, 'aic': -31.377671950295742, 'bic': np.float64(-31.594031354074488)}, 4335: {'params': mu         -3.798440
omega       0.000064
alpha[1]    0.002776
beta[1]     0.582083
Name: params, dtype: float64, 'loglikelihood': 18.08472841084129, 'aic': -28.16945682168258, 'bic': np.float64(-28.385816225461326)}, 4340: {'params': mu         -3.795217
omega       0.000070
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 19.388855401589293, 'aic': -30.777710803178586, 'bic': np.float64(-30.994070206957332)}, 4345: {'params': mu         -3.791056
omega       0.000007
alpha[1]    0.606750
beta[1]     0.014121
Name: params, dtype: float64, 'loglikelihood': 21.609918823575395, 'aic': -35.21983764715079, 'bic': np.float64(-35.436197050929536)}, 4350: {'params': mu         -3.779206
omega       0.000062
alpha[1]    0.000000
beta[1]     0.883209
Name: params, dtype: float64, 'loglikelihood': 17.244560483052233, 'aic': -26.489120966104466, 'bic': np.float64(-26.70548036988321)}, 4355: {'params': mu         -3.803717e+00
omega       2.265534e-08
alpha[1]    8.784585e-06
beta[1]     8.010235e-01
Name: params, dtype: float64, 'loglikelihood': 17.263933916858267, 'aic': -26.527867833716535, 'bic': np.float64(-26.74422723749528)}, 4360: {'params': mu         -3.825408e+00
omega       3.069660e-05
alpha[1]    1.109686e-07
beta[1]     7.768847e-01
Name: params, dtype: float64, 'loglikelihood': 20.55833379412177, 'aic': -33.11666758824354, 'bic': np.float64(-33.33302699202228)}, 4365: {'params': mu         -3.838748
omega       0.000068
alpha[1]    0.000000
beta[1]     0.740690
Name: params, dtype: float64, 'loglikelihood': 19.260707837696355, 'aic': -30.52141567539271, 'bic': np.float64(-30.737775079171456)}, 4370: {'params': mu         -3.825575e+00
omega       2.555130e-05
alpha[1]    2.910815e-13
beta[1]     8.260315e-01
Name: params, dtype: float64, 'loglikelihood': 21.87616247321272, 'aic': -35.75232494642544, 'bic': np.float64(-35.968684350204185)}, 4375: {'params': mu         -3.849809
omega       0.000417
alpha[1]    0.331054
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 16.32988847996038, 'aic': -24.659776959920762, 'bic': np.float64(-24.87613636369951)}, 4380: {'params': mu         -3.863139e+00
omega       1.354191e-04
alpha[1]    5.758431e-01
beta[1]     1.342565e-08
Name: params, dtype: float64, 'loglikelihood': 19.138967649625233, 'aic': -30.277935299250466, 'bic': np.float64(-30.49429470302921)}, 4385: {'params': mu         -3.785528e+00
omega       3.003368e-11
alpha[1]    5.618376e-13
beta[1]     9.674520e-01
Name: params, dtype: float64, 'loglikelihood': 10.418707119083018, 'aic': -12.837414238166037, 'bic': np.float64(-13.053773641944783)}, 4390: {'params': mu         -3.766121e+00
omega       8.673354e-05
alpha[1]    5.623100e-13
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 12.02568669819793, 'aic': -16.05137339639586, 'bic': np.float64(-16.267732800174606)}, 4395: {'params': mu         -3.808712
omega       0.000087
alpha[1]    0.010000
beta[1]     0.490005
Name: params, dtype: float64, 'loglikelihood': 20.362529120617864, 'aic': -32.72505824123573, 'bic': np.float64(-32.941417645014475)}, 4400: {'params': mu         -3.822056
omega       0.000413
alpha[1]    0.009999
beta[1]     0.489985
Name: params, dtype: float64, 'loglikelihood': 14.90653824569732, 'aic': -21.81307649139464, 'bic': np.float64(-22.029435895173386)}, 4405: {'params': mu         -3.805393
omega       0.000013
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 20.61677704451306, 'aic': -33.23355408902612, 'bic': np.float64(-33.44991349280487)}, 4410: {'params': mu         -3.867761e+00
omega       3.268640e-11
alpha[1]    0.000000e+00
beta[1]     9.605382e-01
Name: params, dtype: float64, 'loglikelihood': 10.13267954886798, 'aic': -12.26535909773596, 'bic': np.float64(-12.481718501514706)}, 4415: {'params': mu         -3.914782e+00
omega       1.750017e-05
alpha[1]    1.127790e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 17.148116688961057, 'aic': -26.296233377922114, 'bic': np.float64(-26.51259278170086)}, 4420: {'params': mu         -3.617409e+00
omega       7.115331e-08
alpha[1]    1.000000e+00
beta[1]     9.665235e-10
Name: params, dtype: float64, 'loglikelihood': 6.779742567978898, 'aic': -5.559485135957797, 'bic': np.float64(-5.775844539736544)}, 4425: {'params': mu         -3.623355e+00
omega       2.543804e-05
alpha[1]    2.512656e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 14.88325033820838, 'aic': -21.76650067641676, 'bic': np.float64(-21.982860080195508)}, 4430: {'params': mu         -3.595039e+00
omega       5.249847e-04
alpha[1]    7.913548e-01
beta[1]     2.665648e-14
Name: params, dtype: float64, 'loglikelihood': 13.033589797296747, 'aic': -18.067179594593494, 'bic': np.float64(-18.28353899837224)}, 4435: {'params': mu         -3.655525e+00
omega       1.770001e-04
alpha[1]    1.000000e+00
beta[1]     1.641342e-12
Name: params, dtype: float64, 'loglikelihood': 15.836114059373601, 'aic': -23.672228118747203, 'bic': np.float64(-23.88858752252595)}, 4440: {'params': mu         -3.515538e+00
omega       5.204361e-10
alpha[1]    1.719614e-07
beta[1]     7.604248e-01
Name: params, dtype: float64, 'loglikelihood': 9.784710570808057, 'aic': -11.569421141616115, 'bic': np.float64(-11.78578054539486)}, 4445: {'params': mu         -3.509656
omega       0.001718
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 8.70921514755454, 'aic': -9.41843029510908, 'bic': np.float64(-9.634789698887825)}, 4450: {'params': mu         -3.417136
omega       0.000034
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 14.316765424954983, 'aic': -20.633530849909967, 'bic': np.float64(-20.849890253688713)}, 4455: {'params': mu         -3.405369
omega       0.001074
alpha[1]    0.366444
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 12.452716215734553, 'aic': -16.905432431469105, 'bic': np.float64(-17.12179183524785)}, 4460: {'params': mu         -3.588749e+00
omega       1.527440e-10
alpha[1]    0.000000e+00
beta[1]     9.170356e-01
Name: params, dtype: float64, 'loglikelihood': 4.846045690427455, 'aic': -1.6920913808549098, 'bic': np.float64(-1.908450784633657)}, 4465: {'params': mu         -3.832802e+00
omega       3.155547e-04
alpha[1]    1.000000e+00
beta[1]     7.450067e-18
Name: params, dtype: float64, 'loglikelihood': 9.574048411392116, 'aic': -11.148096822784233, 'bic': np.float64(-11.364456226562979)}, 4470: {'params': mu         -3.876759
omega       0.000518
alpha[1]    0.000000
beta[1]     0.187803
Name: params, dtype: float64, 'loglikelihood': 15.868268085403855, 'aic': -23.73653617080771, 'bic': np.float64(-23.952895574586456)}, 4475: {'params': mu         -3.989586
omega       0.000171
alpha[1]    0.009999
beta[1]     0.970003
Name: params, dtype: float64, 'loglikelihood': 6.914726316639486, 'aic': -5.829452633278972, 'bic': np.float64(-6.045812037057719)}, 4480: {'params': mu         -4.079683
omega       0.000163
alpha[1]    0.703309
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 18.310186916235214, 'aic': -28.620373832470428, 'bic': np.float64(-28.836733236249174)}, 4485: {'params': mu         -4.132093e+00
omega       9.374283e-09
alpha[1]    2.328223e-11
beta[1]     7.772996e-01
Name: params, dtype: float64, 'loglikelihood': 14.99376969079069, 'aic': -21.98753938158138, 'bic': np.float64(-22.203898785360128)}, 4490: {'params': mu         -4.152302e+00
omega       7.058849e-04
alpha[1]    6.741394e-01
beta[1]     3.374897e-13
Name: params, dtype: float64, 'loglikelihood': 12.673285583563233, 'aic': -17.346571167126466, 'bic': np.float64(-17.562930570905213)}, 4495: {'params': mu         -4.209329e+00
omega       2.652963e-03
alpha[1]    5.224119e-18
beta[1]     6.608854e-01
Name: params, dtype: float64, 'loglikelihood': 6.847530641428919, 'aic': -5.6950612828578375, 'bic': np.float64(-5.911420686636585)}, 4500: {'params': mu         -4.348088
omega       0.000706
alpha[1]    0.009877
beta[1]     0.489145
Name: params, dtype: float64, 'loglikelihood': 12.99285575607198, 'aic': -17.98571151214396, 'bic': np.float64(-18.202070915922707)}, 4505: {'params': mu         -4.400339
omega       0.000511
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 8.21693939061858, 'aic': -8.433878781237159, 'bic': np.float64(-8.650238185015905)}, 4510: {'params': mu         -4.222045
omega       0.001757
alpha[1]    0.137664
beta[1]     0.862336
Name: params, dtype: float64, 'loglikelihood': 2.765752427724155, 'aic': 2.4684951445516896, 'bic': np.float64(2.2521357407729425)}, 4515: {'params': mu         -4.036925e+00
omega       1.377393e-07
alpha[1]    7.515256e-07
beta[1]     8.837062e-01
Name: params, dtype: float64, 'loglikelihood': 15.444198686788228, 'aic': -22.888397373576456, 'bic': np.float64(-23.104756777355203)}, 4520: {'params': mu         -3.992819
omega       0.000678
alpha[1]    0.009994
beta[1]     0.490018
Name: params, dtype: float64, 'loglikelihood': 13.208894449090588, 'aic': -18.417788898181175, 'bic': np.float64(-18.63414830195992)}, 4525: {'params': mu         -3.937883e+00
omega       1.712105e-04
alpha[1]    6.555758e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 11.530083907541568, 'aic': -15.060167815083137, 'bic': np.float64(-15.276527218861883)}, 4530: {'params': mu         -4.020823
omega       0.000521
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 6.54446934659803, 'aic': -5.088938693196059, 'bic': np.float64(-5.3052980969748065)}, 4535: {'params': mu         -4.128354e+00
omega       1.446268e-10
alpha[1]    8.796751e-01
beta[1]     1.203248e-01
Name: params, dtype: float64, 'loglikelihood': 5.59416888929019, 'aic': -3.1883377785803795, 'bic': np.float64(-3.4046971823591266)}, 4540: {'params': mu         -3.579440e+00
omega       5.541249e-04
alpha[1]    1.000000e+00
beta[1]     2.935563e-09
Name: params, dtype: float64, 'loglikelihood': 3.7866559348193185, 'aic': 0.426688130361363, 'bic': np.float64(0.21032872658261592)}, 4545: {'params': mu         -3.564874
omega       0.000041
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 14.751876558489394, 'aic': -21.50375311697879, 'bic': np.float64(-21.720112520757535)}, 4550: {'params': mu         -3.356321e+00
omega       1.036727e-10
alpha[1]    9.999984e-01
beta[1]     2.276540e-10
Name: params, dtype: float64, 'loglikelihood': 20.89400290262669, 'aic': -33.78800580525338, 'bic': np.float64(-34.00436520903212)}, 4555: {'params': mu         -3.360116e+00
omega       1.906394e-04
alpha[1]    5.819999e-01
beta[1]     7.202636e-12
Name: params, dtype: float64, 'loglikelihood': 17.542064421611986, 'aic': -27.084128843223972, 'bic': np.float64(-27.30048824700272)}, 4560: {'params': mu         -3.310039e+00
omega       3.641557e-11
alpha[1]    5.521099e-15
beta[1]     9.608179e-01
Name: params, dtype: float64, 'loglikelihood': 9.752738356902459, 'aic': -11.505476713804917, 'bic': np.float64(-11.721836117583663)}, 4565: {'params': mu         -3.254975e+00
omega       2.976412e-04
alpha[1]    9.341655e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 9.40409364067896, 'aic': -10.80818728135792, 'bic': np.float64(-11.024546685136666)}, 4570: {'params': mu         -3.283198e+00
omega       5.488356e-04
alpha[1]    7.031207e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 6.324253748318212, 'aic': -4.648507496636425, 'bic': np.float64(-4.864866900415172)}, 4575: {'params': mu         -3.178774e+00
omega       9.952781e-03
alpha[1]    8.430388e-01
beta[1]     1.146814e-17
Name: params, dtype: float64, 'loglikelihood': 3.9199470661710585, 'aic': 0.16010586765788304, 'bic': np.float64(-0.056253536120864034)}, 4580: {'params': mu         -2.829556
omega       0.003345
alpha[1]    0.000000
beta[1]     0.648795
Name: params, dtype: float64, 'loglikelihood': 5.843932290981586, 'aic': -3.687864581963172, 'bic': np.float64(-3.904223985741919)}, 4585: {'params': mu         -2.702644e+00
omega       8.810761e-05
alpha[1]    5.730695e-17
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 12.722588251210572, 'aic': -17.445176502421145, 'bic': np.float64(-17.66153590619989)}, 4590: {'params': mu         -2.606682e+00
omega       8.092786e-04
alpha[1]    1.515202e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 5.476870035657861, 'aic': -2.953740071315721, 'bic': np.float64(-3.170099475094468)}, 4595: {'params': mu         -2.420051e+00
omega       3.169526e-05
alpha[1]    7.815055e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 15.747803433775548, 'aic': -23.495606867551096, 'bic': np.float64(-23.711966271329842)}, 4600: {'params': mu         -2.436157e+00
omega       1.360226e-03
alpha[1]    1.336510e-16
beta[1]     0.000000e+00
Name: params, dtype: float64, 'loglikelihood': 13.15519570529309, 'aic': -18.31039141058618, 'bic': np.float64(-18.526750814364927)}, 4605: {'params': mu         -2.548821
omega       0.002475
alpha[1]    0.009944
beta[1]     0.691691
Name: params, dtype: float64, 'loglikelihood': 7.347951999150872, 'aic': -6.695903998301745, 'bic': np.float64(-6.912263402080492)}, 4610: {'params': mu         -2.578498
omega       0.001421
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 1.4714722444161943, 'aic': 5.057055511167611, 'bic': np.float64(4.840696107388864)}, 4615: {'params': mu         -2.108826e+00
omega       1.144102e-08
alpha[1]    2.169860e-08
beta[1]     8.552717e-01
Name: params, dtype: float64, 'loglikelihood': 3.61761294783731, 'aic': 0.7647741043253804, 'bic': np.float64(0.5484147005466333)}, 4620: {'params': mu         -2.005530
omega       0.000161
alpha[1]    0.009999
beta[1]     0.489992
Name: params, dtype: float64, 'loglikelihood': 18.2166431502552, 'aic': -28.433286300510403, 'bic': np.float64(-28.64964570428915)}, 4625: {'params': mu         -2.003040e+00
omega       3.073037e-12
alpha[1]    0.000000e+00
beta[1]     9.046176e-01
Name: params, dtype: float64, 'loglikelihood': 21.05374107315862, 'aic': -34.10748214631724, 'bic': np.float64(-34.323841550095985)}, 4630: {'params': mu         -2.010756e+00
omega       1.133899e-05
alpha[1]    1.703820e-17
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 18.085138203860485, 'aic': -28.17027640772097, 'bic': np.float64(-28.386635811499715)}, 4635: {'params': mu         -1.975969e+00
omega       2.780866e-05
alpha[1]    6.300139e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 15.976336348196545, 'aic': -23.95267269639309, 'bic': np.float64(-24.169032100171837)}, 4640: {'params': mu         -1.960073e+00
omega       1.123144e-04
alpha[1]    1.003831e-15
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 12.184561192883761, 'aic': -16.369122385767522, 'bic': np.float64(-16.585481789546268)}, 4645: {'params': mu         -1.868164e+00
omega       8.622302e-04
alpha[1]    1.000000e+00
beta[1]     2.162652e-12
Name: params, dtype: float64, 'loglikelihood': 8.49783523909556, 'aic': -8.99567047819112, 'bic': np.float64(-9.212029881969865)}, 4650: {'params': mu         -1.776004
omega       0.000350
alpha[1]    0.000000
beta[1]     0.519549
Name: params, dtype: float64, 'loglikelihood': 14.909147050235335, 'aic': -21.81829410047067, 'bic': np.float64(-22.034653504249416)}, 4655: {'params': mu         -1.739587e+00
omega       2.465190e-32
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 242.37300399138738, 'aic': -476.74600798277476, 'bic': np.float64(-476.9623673865535)}, 4660: {'params': mu         -1.733184
omega       0.000411
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 8.288840770385653, 'aic': -8.577681540771305, 'bic': np.float64(-8.794040944550051)}, 4665: {'params': mu         -1.617737
omega       0.013701
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 1.3300296700700494, 'aic': 5.339940659859901, 'bic': np.float64(5.123581256081154)}, 4670: {'params': mu         -1.253295
omega       0.017908
alpha[1]    0.009863
beta[1]     0.491777
Name: params, dtype: float64, 'loglikelihood': 1.954464950933921, 'aic': 4.091070098132159, 'bic': np.float64(3.874710694353411)}, 4675: {'params': mu         -1.811014e+00
omega       6.673930e-10
alpha[1]    2.229223e-16
beta[1]     9.641158e-01
Name: params, dtype: float64, 'loglikelihood': -0.43101718986975096, 'aic': 8.862034379739502, 'bic': np.float64(8.645674975960755)}, 4680: {'params': mu         -2.093314
omega       0.000011
alpha[1]    0.009998
beta[1]     0.970006
Name: params, dtype: float64, 'loglikelihood': 16.781619644609414, 'aic': -25.563239289218828, 'bic': np.float64(-25.779598692997574)}, 4685: {'params': mu         -2.266083
omega       0.010422
alpha[1]    0.201378
beta[1]     0.298369
Name: params, dtype: float64, 'loglikelihood': 3.709726118441435, 'aic': 0.5805477631171296, 'bic': np.float64(0.36418835933838256)}, 4690: {'params': mu         -2.280937e+00
omega       1.400687e-10
alpha[1]    2.883983e-12
beta[1]     9.440934e-01
Name: params, dtype: float64, 'loglikelihood': 5.109030101920192, 'aic': -2.218060203840384, 'bic': np.float64(-2.434419607619131)}, 4695: {'params': mu         -2.242730e+00
omega       5.551307e-04
alpha[1]    1.120889e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 4.8707813982901715, 'aic': -1.741562796580343, 'bic': np.float64(-1.9579222003590901)}, 4700: {'params': mu         -2.724139e+00
omega       1.757423e-03
alpha[1]    9.999969e-01
beta[1]     4.645397e-07
Name: params, dtype: float64, 'loglikelihood': 4.339804546200351, 'aic': -0.6796090924007014, 'bic': np.float64(-0.8959684961794485)}, 4705: {'params': mu         -2.839385e+00
omega       7.852608e-04
alpha[1]    1.000000e+00
beta[1]     6.955557e-14
Name: params, dtype: float64, 'loglikelihood': 11.198308161985873, 'aic': -14.396616323971745, 'bic': np.float64(-14.612975727750491)}, 4710: {'params': mu         -3.153216
omega       0.029901
alpha[1]    0.009900
beta[1]     0.489531
Name: params, dtype: float64, 'loglikelihood': -0.1142389931993012, 'aic': 8.228477986398602, 'bic': np.float64(8.012118582619856)}, 4715: {'params': mu         -3.487598
omega       0.002964
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 4.481698930431436, 'aic': -0.9633978608628713, 'bic': np.float64(-1.1797572646416183)}, 4720: {'params': mu         -3.813525
omega       0.000237
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 8.600976196481621, 'aic': -9.201952392963243, 'bic': np.float64(-9.418311796741989)}, 4725: {'params': mu         -4.012538
omega       0.000800
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 5.139421981832247, 'aic': -2.278843963664494, 'bic': np.float64(-2.4952033674432412)}, 4730: {'params': mu         -4.188991
omega       0.001614
alpha[1]    0.569773
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 9.354807870010863, 'aic': -10.709615740021725, 'bic': np.float64(-10.925975143800471)}, 4735: {'params': mu         -4.235922e+00
omega       5.693753e-09
alpha[1]    9.999408e-01
beta[1]     8.562232e-06
Name: params, dtype: float64, 'loglikelihood': -4148.902503837381, 'aic': 8305.805007674762, 'bic': np.float64(8305.588648270983)}, 4740: {'params': mu         -4.077211e+00
omega       1.729107e-04
alpha[1]    6.762717e-11
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 12.397619298798155, 'aic': -16.79523859759631, 'bic': np.float64(-17.011598001375056)}, 4745: {'params': mu         -4.038032
omega       0.000675
alpha[1]    0.754365
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 10.261318831436203, 'aic': -12.522637662872405, 'bic': np.float64(-12.738997066651152)}, 4750: {'params': mu         -4.070816e+00
omega       2.568285e-04
alpha[1]    4.548807e-14
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 8.57868423831248, 'aic': -9.15736847662496, 'bic': np.float64(-9.373727880403706)}, 4755: {'params': mu         -4.130613
omega       0.000009
alpha[1]    1.000000
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': -0.020065168534918687, 'aic': 8.040130337069836, 'bic': np.float64(7.82377093329109)}, 4760: {'params': mu         -3.934739e+00
omega       9.860761e-32
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 237.52097372746778, 'aic': -467.04194745493555, 'bic': np.float64(-467.2583068587143)}, 4765: {'params': mu         -3.934739e+00
omega       9.860761e-32
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 237.52097372746778, 'aic': -467.04194745493555, 'bic': np.float64(-467.2583068587143)}, 4770: {'params': mu         -3.903574
omega       0.000169
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 10.913492297307318, 'aic': -13.826984594614636, 'bic': np.float64(-14.043343998393382)}, 4775: {'params': mu         -3.912442e+00
omega       3.264361e-11
alpha[1]    6.931695e-13
beta[1]     9.773930e-01
Name: params, dtype: float64, 'loglikelihood': 10.116951018268626, 'aic': -12.233902036537252, 'bic': np.float64(-12.450261440315998)}, 4780: {'params': mu         -3.821195
omega       0.002857
alpha[1]    0.009989
beta[1]     0.490084
Name: params, dtype: float64, 'loglikelihood': 8.201863811359917, 'aic': -8.403727622719835, 'bic': np.float64(-8.620087026498581)}, 4785: {'params': mu         -3.720624e+00
omega       2.871585e-04
alpha[1]    3.932679e-15
beta[1]     8.649642e-01
Name: params, dtype: float64, 'loglikelihood': 11.05155768915023, 'aic': -14.103115378300458, 'bic': np.float64(-14.319474782079205)}, 4790: {'params': mu         -3.831319e+00
omega       1.494180e-03
alpha[1]    2.026077e-15
beta[1]     7.567627e-01
Name: params, dtype: float64, 'loglikelihood': 7.461177274453406, 'aic': -6.922354548906812, 'bic': np.float64(-7.138713952685559)}, 4795: {'params': mu         -4.110414e+00
omega       2.187114e-02
alpha[1]    3.919007e-01
beta[1]     1.129527e-15
Name: params, dtype: float64, 'loglikelihood': 2.2400025831368646, 'aic': 3.5199948337262708, 'bic': np.float64(3.3036354299475237)}, 4800: {'params': mu         -4.572151e+00
omega       4.268070e-06
alpha[1]    4.953625e-01
beta[1]     3.731912e-09
Name: params, dtype: float64, 'loglikelihood': 19.001669628112, 'aic': -30.003339256224002, 'bic': np.float64(-30.21969866000275)}, 4805: {'params': mu         -4.572978e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 232.66894346354815, 'aic': -457.3378869270963, 'bic': np.float64(-457.55424633087506)}, 4810: {'params': mu         -4.660806e+00
omega       1.231588e-02
alpha[1]    4.574283e-01
beta[1]     3.939068e-15
Name: params, dtype: float64, 'loglikelihood': 3.5259055100018566, 'aic': 0.9481889799962868, 'bic': np.float64(0.7318295762175397)}, 4815: {'params': mu         -4.739607e+00
omega       8.091234e-06
alpha[1]    1.000000e+00
beta[1]     1.839644e-08
Name: params, dtype: float64, 'loglikelihood': 14.408957540693313, 'aic': -20.817915081386626, 'bic': np.float64(-21.034274485165373)}, 4820: {'params': mu         -4.739645e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 232.66894346354815, 'aic': -457.3378869270963, 'bic': np.float64(-457.55424633087506)}, 4825: {'params': mu         -4.739645e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 232.66894346354815, 'aic': -457.3378869270963, 'bic': np.float64(-457.55424633087506)}, 4830: {'params': mu         -4.739645e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 232.66894346354815, 'aic': -457.3378869270963, 'bic': np.float64(-457.55424633087506)}, 4835: {'params': mu         -4.810209
omega       0.021378
alpha[1]    0.011004
beta[1]     0.492385
Name: params, dtype: float64, 'loglikelihood': 1.477315917753058, 'aic': 5.045368164493884, 'bic': np.float64(4.829008760715137)}, 4840: {'params': mu         -4.625561
omega       0.001817
alpha[1]    0.000000
beta[1]     1.000000
Name: params, dtype: float64, 'loglikelihood': 0.957686688756147, 'aic': 6.084626622487706, 'bic': np.float64(5.868267218708959)}, 4845: {'params': mu         -4.572954e+00
omega       7.530498e-09
alpha[1]    9.999991e-01
beta[1]     6.272999e-09
Name: params, dtype: float64, 'loglikelihood': 30.827086613161303, 'aic': -53.654173226322605, 'bic': np.float64(-53.87053263010135)}, 4850: {'params': mu         -4.572978
omega       0.000000
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4855: {'params': mu         -4.415292e+00
omega       1.707982e-03
alpha[1]    7.052844e-17
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': 0.7593158260071847, 'aic': 6.48136834798563, 'bic': np.float64(6.265008944206883)}, 4860: {'params': mu         -4.145816
omega       0.029156
alpha[1]    0.010626
beta[1]     0.491388
Name: params, dtype: float64, 'loglikelihood': 0.26317597434647555, 'aic': 7.473648051307049, 'bic': np.float64(7.257288647528302)}, 4865: {'params': mu         -3.906312
omega       0.000000
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4870: {'params': mu         -3.980161
omega       0.013690
alpha[1]    0.519981
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 3.6915116252414424, 'aic': 0.6169767495171152, 'bic': np.float64(0.40061734573836816)}, 4875: {'params': mu         -3.876533
omega       0.008644
alpha[1]    0.934272
beta[1]     0.000000
Name: params, dtype: float64, 'loglikelihood': 0.7975182919732737, 'aic': 6.4049634160534525, 'bic': np.float64(6.1886040122747055)}, 4880: {'params': mu         -3.853332e+00
omega       6.732155e-03
alpha[1]    1.818321e-16
beta[1]     1.000000e+00
Name: params, dtype: float64, 'loglikelihood': -1.4453651284768192, 'aic': 10.890730256953638, 'bic': np.float64(10.674370853174892)}, 4885: {'params': mu         -3.683865e+00
omega       4.563509e-10
alpha[1]    2.995226e-14
beta[1]     9.166958e-01
Name: params, dtype: float64, 'loglikelihood': 1.0026718694062655, 'aic': 5.994656261187469, 'bic': np.float64(5.778296857408722)}, 4890: {'params': mu         -3.822978e+00
omega       9.860761e-32
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 237.52097372746778, 'aic': -467.04194745493555, 'bic': np.float64(-467.2583068587143)}, 4895: {'params': mu         -4.322624e+00
omega       4.650873e-06
alpha[1]    9.547564e-01
beta[1]     2.464859e-08
Name: params, dtype: float64, 'loglikelihood': 12.344211670630507, 'aic': -16.688423341261014, 'bic': np.float64(-16.90478274503976)}, 4900: {'params': mu         -4.322978
omega       0.000000
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4905: {'params': mu         -4.322978
omega       0.000000
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4910: {'params': mu         -4.322978
omega       0.000000
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4915: {'params': mu         -4.322978
omega       0.000000
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4920: {'params': mu         -4.322978
omega       0.000000
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4925: {'params': mu         -4.322978
omega       0.000000
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4930: {'params': mu         -4.322978
omega       0.000000
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4935: {'params': mu         -4.322978
omega       0.000000
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4940: {'params': mu         -4.322978
omega       0.000000
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4945: {'params': mu         -4.322978
omega       0.000000
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4950: {'params': mu         -4.322978
omega       0.000000
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4955: {'params': mu         -4.322978
omega       0.000000
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 4960: {'params': mu         -4.322978
omega       0.000000
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}}}

import numpy as np
from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score

# Función para calcular el MAPE
def MAPE(y_true, y_pred):
    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100

# Función para evaluar las métricas en el último set de predicciones de cada ventana
def evaluar_ultima_prediccion(variable, predicciones, test_series):
    resultados_metricas = {}

    for ventana, predicciones_por_ventana in predicciones.items():
        print(f"\nEvaluando '{variable}' para ventana: {ventana}")
        # Obtener el último set de predicciones
        last_start = max(predicciones_por_ventana.keys())
        y_pred = predicciones_por_ventana[last_start][:len(test_series)]
        
        # Calcular las métricas
        mae = mean_absolute_error(test_series, y_pred)
        mse = mean_squared_error(test_series, y_pred)
        rmse = np.sqrt(mse)
        mape = MAPE(test_series, y_pred)
        r2 = r2_score(test_series, y_pred)

        # Guardar y mostrar los resultados de las métricas
        resultados_metricas[ventana] = {
            'MAE': mae,
            'MSE': mse,
            'RMSE': rmse,
            'MAPE': mape,
            'R2': r2
        }

        print(f"  MAE: {mae:.4f}")
        print(f"  MSE: {mse:.4f}")
        print(f"  RMSE: {rmse:.4f}")
        print(f"  MAPE: {mape:.2f}%")
        print(f"  R^2: {r2:.4f}")

    return resultados_metricas

# Conjunto de validación real para cada variable
test_size = 28
test_series_price = df['Price'].iloc[-test_size:].dropna().reset_index(drop=True)
test_series_volatilidad = df['Volatilidad_14'].iloc[-test_size:].dropna().reset_index(drop=True)
test_series_at = df['At'].iloc[-test_size:].dropna().reset_index(drop=True)


# 1. Evaluar y mostrar resultados para 'Price'
print("Evaluando modelo para 'Price'")
resultados_metricas_price = evaluar_ultima_prediccion('Price', predicciones_price, test_series_price)



# Los resultados métricas para cada variable están guardados en 
# resultados_metricas_price, resultados_metricas_volatilidad y resultados_metricas_at

Evaluando modelo para 'Price'

Evaluando 'Price' para ventana: 14
  MAE: 0.1000
  MSE: 0.0100
  RMSE: 0.1000
  MAPE: 100.00%
  R^2: -51922968585348295380567383343104.0000

Evaluando 'Price' para ventana: 28
  MAE: 0.1000
  MSE: 0.0100
  RMSE: 0.1000
  MAPE: 100.00%
  R^2: -51922968585348295380567383343104.0000

Evaluando 'Price' para ventana: 21
  MAE: 0.1000
  MSE: 0.0100
  RMSE: 0.1000
  MAPE: 100.00%
  R^2: -51922968585348295380567383343104.0000

Evaluando 'Price' para ventana: 7
  MAE: 0.1000
  MSE: 0.0100
  RMSE: 0.1000
  MAPE: 100.00%
  R^2: -51922968585348295380567383343104.0000

Evaluando modelo para 'Volatilidad_14'

Evaluando 'Volatilidad_14' para ventana: 14
  MAE: 0.0000
  MSE: 0.0000
  RMSE: 0.0000
  MAPE: nan%
  R^2: 1.0000

Evaluando 'Volatilidad_14' para ventana: 28
  MAE: 0.0000
  MSE: 0.0000
  RMSE: 0.0000
  MAPE: nan%
  R^2: 1.0000

Evaluando 'Volatilidad_14' para ventana: 21
  MAE: 0.0000
  MSE: 0.0000
  RMSE: 0.0000
  MAPE: nan%
  R^2: 1.0000

Evaluando 'Volatilidad_14' para ventana: 7
  MAE: 0.0000
  MSE: 0.0000
  RMSE: 0.0000
  MAPE: nan%
  R^2: 1.0000

Evaluando modelo para 'At'

Evaluando 'At' para ventana: 14
  MAE: 4.3230
  MSE: 18.6881
  RMSE: 4.3230
  MAPE: 100.00%
  R^2: 0.0000

Evaluando 'At' para ventana: 28
  MAE: 4.3230
  MSE: 18.6881
  RMSE: 4.3230
  MAPE: 100.00%
  R^2: 0.0000

Evaluando 'At' para ventana: 21
  MAE: 4.3230
  MSE: 18.6881
  RMSE: 4.3230
  MAPE: 100.00%
  R^2: 0.0000

Evaluando 'At' para ventana: 7
  MAE: 4.3230
  MSE: 18.6881
  RMSE: 4.3230
  MAPE: 100.00%
  R^2: 0.0000

# 2. Evaluar y mostrar resultados para 'Volatilidad_14'
print("\nEvaluando modelo para 'Volatilidad_14'")
resultados_metricas_volatilidad = evaluar_ultima_prediccion('Volatilidad_14', predicciones_volatilidad, test_series_volatilidad)

# 3. Evaluar y mostrar resultados para 'At'
print("\nEvaluando modelo para 'At'")
resultados_metricas_at = evaluar_ultima_prediccion('At', predicciones_at, test_series_at)

Evaluando modelo para 'Volatilidad_14'

Evaluando 'Volatilidad_14' para ventana: 14
  MAE: 0.0000
  MSE: 0.0000
  RMSE: 0.0000
  MAPE: nan%
  R^2: 1.0000

Evaluando 'Volatilidad_14' para ventana: 28
  MAE: 0.0000
  MSE: 0.0000
  RMSE: 0.0000
  MAPE: nan%
  R^2: 1.0000

Evaluando 'Volatilidad_14' para ventana: 21
  MAE: 0.0000
  MSE: 0.0000
  RMSE: 0.0000
  MAPE: nan%
  R^2: 1.0000

Evaluando 'Volatilidad_14' para ventana: 7
  MAE: 0.0000
  MSE: 0.0000
  RMSE: 0.0000
  MAPE: nan%
  R^2: 1.0000

Evaluando modelo para 'At'

Evaluando 'At' para ventana: 14
  MAE: 4.3230
  MSE: 18.6881
  RMSE: 4.3230
  MAPE: 100.00%
  R^2: 0.0000

Evaluando 'At' para ventana: 28
  MAE: 4.3230
  MSE: 18.6881
  RMSE: 4.3230
  MAPE: 100.00%
  R^2: 0.0000

Evaluando 'At' para ventana: 21
  MAE: 4.3230
  MSE: 18.6881
  RMSE: 4.3230
  MAPE: 100.00%
  R^2: 0.0000

Evaluando 'At' para ventana: 7
  MAE: 4.3230
  MSE: 18.6881
  RMSE: 4.3230
  MAPE: 100.00%
  R^2: 0.0000

# 3. Evaluar y mostrar resultados para 'At'
print("\nEvaluando modelo para 'At'")
resultados_metricas_at = evaluar_ultima_prediccion('At', predicciones_at, test_series_at)

Evaluando modelo para 'At'

Evaluando 'At' para ventana: 14
  MAE: 4.3230
  MSE: 18.6881
  RMSE: 4.3230
  MAPE: 100.00%
  R^2: 0.0000

Evaluando 'At' para ventana: 28
  MAE: 4.3230
  MSE: 18.6881
  RMSE: 4.3230
  MAPE: 100.00%
  R^2: 0.0000

Evaluando 'At' para ventana: 21
  MAE: 4.3230
  MSE: 18.6881
  RMSE: 4.3230
  MAPE: 100.00%
  R^2: 0.0000

Evaluando 'At' para ventana: 7
  MAE: 4.3230
  MSE: 18.6881
  RMSE: 4.3230
  MAPE: 100.00%
  R^2: 0.0000

import pandas as pd
import numpy as np
from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
from statsmodels.stats.diagnostic import acorr_ljungbox
from statsmodels.stats.stattools import jarque_bera
import matplotlib.pyplot as plt
import seaborn as sns
import statsmodels.api as sm

# Función para calcular el MAPE
def MAPE(y_true, y_pred):
    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100

# Función para evaluar el modelo y calcular métricas
def evaluar_modelo(variable, predicciones, test_series):
    resultados_metricas = {}

    for ventana, predicciones_por_ventana in predicciones.items():
        print(f"\nEvaluando '{variable}' para ventana: {ventana}")
        
        # Obtener el último set de predicciones
        last_start = max(predicciones_por_ventana.keys())
        y_pred = predicciones_por_ventana[last_start][:len(test_series)]
        
        # Calcular las métricas
        mae = mean_absolute_error(test_series, y_pred)
        mse = mean_squared_error(test_series, y_pred)
        rmse = np.sqrt(mse)
        mape = MAPE(test_series, y_pred)
        r2 = r2_score(test_series, y_pred)
        
        # Calcular residuos
        residuals = test_series - y_pred
        
        # Pruebas de hipótesis
        ljung_box_p = acorr_ljungbox(residuals, lags=[10], return_df=True)['lb_pvalue'].values[0]
        jarque_bera_p = jarque_bera(residuals)[1]

        # Guardar resultados
        resultados_metricas[ventana] = {
            'MAE': mae,
            'MSE': mse,
            'RMSE': rmse,
            'MAPE': mape,
            'R2': r2,
            'Ljung-Box p-value': ljung_box_p,
            'Jarque-Bera p-value': jarque_bera_p
        }

        print(f"  MAE: {mae:.4f}")
        print(f"  MSE: {mse:.4f}")
        print(f"  RMSE: {rmse:.4f}")
        print(f"  MAPE: {mape:.2f}%")
        print(f"  R^2: {r2:.4f}")
        print(f"  Ljung-Box p-value: {ljung_box_p:.4f}")
        print(f"  Jarque-Bera p-value: {jarque_bera_p:.4f}")

        # Visualización
        plt.figure(figsize=(14, 5))

        # Serie de residuos
        plt.subplot(1, 3, 1)
        plt.plot(residuals)
        plt.axhline(0, color='red', linestyle='--', lw=2)
        plt.title('Serie de residuos')
        plt.xlabel('Índice')
        plt.ylabel('Residuos')

        # QQ Plot
        plt.subplot(1, 3, 2)
        sm.qqplot(residuals, line='s', ax=plt.gca())
        plt.title('QQ Plot')

        # ACF de residuos
        plt.subplot(1, 3, 3)
        from statsmodels.graphics.tsaplots import plot_acf
        plot_acf(residuals, lags=20, ax=plt.gca())
        plt.title('ACF de residuos')

        plt.tight_layout()
        plt.show()

    # Convertir resultados a DataFrame
    df_resultados = pd.DataFrame.from_dict(resultados_metricas, orient='index')
    return df_resultados

# Evaluar modelos para cada variable
resultados_price = evaluar_modelo('Price', predicciones_price, test_series_price)
resultados_volatilidad = evaluar_modelo('Volatilidad_14', predicciones_volatilidad, test_series_volatilidad)
resultados_at = evaluar_modelo('At', predicciones_at, test_series_at)

# Concatenar resultados en un solo DataFrame
resultados_finales = pd.concat([resultados_price, resultados_volatilidad, resultados_at], keys=['Price', 'Volatilidad_14', 'At'])
print(resultados_finales)

Evaluando 'Price' para ventana: 14
  MAE: 0.1000
  MSE: 0.0100
  RMSE: 0.1000
  MAPE: 100.00%
  R^2: -51922968585348295380567383343104.0000
  Ljung-Box p-value: 0.0000
  Jarque-Bera p-value: nan

Evaluando 'Price' para ventana: 28
  MAE: 0.1000
  MSE: 0.0100
  RMSE: 0.1000
  MAPE: 100.00%
  R^2: -51922968585348295380567383343104.0000
  Ljung-Box p-value: 0.0000
  Jarque-Bera p-value: nan

Evaluando 'Price' para ventana: 21
  MAE: 0.1000
  MSE: 0.0100
  RMSE: 0.1000
  MAPE: 100.00%
  R^2: -51922968585348295380567383343104.0000
  Ljung-Box p-value: 0.0000
  Jarque-Bera p-value: nan

Evaluando 'Price' para ventana: 7
  MAE: 0.1000
  MSE: 0.0100
  RMSE: 0.1000
  MAPE: 100.00%
  R^2: -51922968585348295380567383343104.0000
  Ljung-Box p-value: 0.0000
  Jarque-Bera p-value: nan

Evaluando 'Volatilidad_14' para ventana: 14
  MAE: 0.0000
  MSE: 0.0000
  RMSE: 0.0000
  MAPE: nan%
  R^2: 1.0000
  Ljung-Box p-value: nan
  Jarque-Bera p-value: nan

Evaluando 'Volatilidad_14' para ventana: 28
  MAE: 0.0000
  MSE: 0.0000
  RMSE: 0.0000
  MAPE: nan%
  R^2: 1.0000
  Ljung-Box p-value: nan
  Jarque-Bera p-value: nan

Evaluando 'Volatilidad_14' para ventana: 21
  MAE: 0.0000
  MSE: 0.0000
  RMSE: 0.0000
  MAPE: nan%
  R^2: 1.0000
  Ljung-Box p-value: nan
  Jarque-Bera p-value: nan

Evaluando 'Volatilidad_14' para ventana: 7
  MAE: 0.0000
  MSE: 0.0000
  RMSE: 0.0000
  MAPE: nan%
  R^2: 1.0000
  Ljung-Box p-value: nan
  Jarque-Bera p-value: nan

Evaluando 'At' para ventana: 14
  MAE: 4.3230
  MSE: 18.6881
  RMSE: 4.3230
  MAPE: 100.00%
  R^2: 0.0000
  Ljung-Box p-value: nan
  Jarque-Bera p-value: nan

Evaluando 'At' para ventana: 28
  MAE: 4.3230
  MSE: 18.6881
  RMSE: 4.3230
  MAPE: 100.00%
  R^2: 0.0000
  Ljung-Box p-value: nan
  Jarque-Bera p-value: nan

Evaluando 'At' para ventana: 21
  MAE: 4.3230
  MSE: 18.6881
  RMSE: 4.3230
  MAPE: 100.00%
  R^2: 0.0000
  Ljung-Box p-value: nan
  Jarque-Bera p-value: nan

Evaluando 'At' para ventana: 7
  MAE: 4.3230
  MSE: 18.6881
  RMSE: 4.3230
  MAPE: 100.00%
  R^2: 0.0000
  Ljung-Box p-value: nan
  Jarque-Bera p-value: nan

                        MAE       MSE      RMSE   MAPE            R2  \
Price          14  0.100000   0.01000  0.100000  100.0 -5.192297e+31   
               28  0.100000   0.01000  0.100000  100.0 -5.192297e+31   
               21  0.100000   0.01000  0.100000  100.0 -5.192297e+31   
               7   0.100000   0.01000  0.100000  100.0 -5.192297e+31   
Volatilidad_14 14  0.000000   0.00000  0.000000    NaN  1.000000e+00   
               28  0.000000   0.00000  0.000000    NaN  1.000000e+00   
               21  0.000000   0.00000  0.000000    NaN  1.000000e+00   
               7   0.000000   0.00000  0.000000    NaN  1.000000e+00   
At             14  4.322978  18.68814  4.322978  100.0  0.000000e+00   
               28  4.322978  18.68814  4.322978  100.0  0.000000e+00   
               21  4.322978  18.68814  4.322978  100.0  0.000000e+00   
               7   4.322978  18.68814  4.322978  100.0  0.000000e+00   

                   Ljung-Box p-value  Jarque-Bera p-value  
Price          14       4.081193e-46                  NaN  
               28       4.081193e-46                  NaN  
               21       4.081193e-46                  NaN  
               7        4.081193e-46                  NaN  
Volatilidad_14 14                NaN                  NaN  
               28                NaN                  NaN  
               21                NaN                  NaN  
               7                 NaN                  NaN  
At             14                NaN                  NaN  
               28                NaN                  NaN  
               21                NaN                  NaN  
               7                 NaN                  NaN  

import pandas as pd
import numpy as np
from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
from statsmodels.stats.diagnostic import acorr_ljungbox

# Función para calcular el MAPE
def MAPE(y_true, y_pred):
    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100

# Función para evaluar los modelos y construir la tabla de resultados
def evaluar_modelos_y_construir_tabla(predicciones_dict, test_series_dict):
    resultados_tabla = []

    for variable, predicciones in predicciones_dict.items():
        test_series = test_series_dict[variable]

        print(f"\nEvaluando la variable: {variable}")  # Impresión para seguimiento

        for ventana, predicciones_por_ventana in predicciones.items():
            print(f"Evaluando para ventana: {ventana}")

            # Obtener el último set de predicciones
            last_start = max(predicciones_por_ventana.keys())
            y_pred = predicciones_por_ventana[last_start][:len(test_series)]

            # Imprimir la longitud de las series para verificar
            print(f"Longitud de predicciones: {len(y_pred)}, Longitud de serie de prueba: {len(test_series)}")

            # Verificar que y_pred tenga la longitud correcta
            if len(y_pred) != len(test_series):
                print(f"Error: La longitud de las predicciones ({len(y_pred)}) no coincide con la longitud de la serie de prueba ({len(test_series)})")
                continue
            
            # Calcular las métricas
            mae = mean_absolute_error(test_series, y_pred)
            mse = mean_squared_error(test_series, y_pred)
            rmse = np.sqrt(mse)
            mape = MAPE(test_series, y_pred)
            r2 = r2_score(test_series, y_pred)

            # Imprimir las métricas calculadas
            print(f"  MAE: {mae:.4f}, MSE: {mse:.4f}, RMSE: {rmse:.4f}, MAPE: {mape:.2f}%, R^2: {r2:.4f}")

            # Calcular residuos y prueba de Ljung-Box
            residuals = test_series - y_pred
            ljung_box_result = acorr_ljungbox(residuals, lags=[10], return_df=True)
            ljung_box_p = ljung_box_result['lb_pvalue'].values[0] if not ljung_box_result.empty else None

            # Agregar resultados a la tabla
            resultados_tabla.append({
                'Variable': variable,
                'Ventana': ventana,
                'MAPE': mape,
                'MAE': mae,
                'RMSE': rmse,
                'MSE': mse,
                'R2': r2,
                'Ljung-Box p-value': ljung_box_p
            })

    # Crear DataFrame con los resultados
    df_resultados = pd.DataFrame(resultados_tabla)
    return df_resultados

# Diccionario de predicciones y series de test
predicciones_dict = {
    'Price': predicciones_price,
    'Volatilidad_14': predicciones_volatilidad,
    'At': predicciones_at
}

test_series_dict = {
    'Price': test_series_price,
    'Volatilidad_14': test_series_volatilidad,
    'At': test_series_at
}

# Evaluar modelos y construir la tabla de resultados
resultados_finales = evaluar_modelos_y_construir_tabla(predicciones_dict, test_series_dict)

# Mostrar la tabla de resultados
if not resultados_finales.empty:
    print(resultados_finales)
else:
    print("No se generaron resultados.")

Evaluando la variable: Price
Evaluando para ventana: 14
Longitud de predicciones: 28, Longitud de serie de prueba: 28
  MAE: 0.1000, MSE: 0.0100, RMSE: 0.1000, MAPE: 100.00%, R^2: -51922968585348295380567383343104.0000
Evaluando para ventana: 28
Longitud de predicciones: 28, Longitud de serie de prueba: 28
  MAE: 0.1000, MSE: 0.0100, RMSE: 0.1000, MAPE: 100.00%, R^2: -51922968585348295380567383343104.0000
Evaluando para ventana: 21
Longitud de predicciones: 28, Longitud de serie de prueba: 28
  MAE: 0.1000, MSE: 0.0100, RMSE: 0.1000, MAPE: 100.00%, R^2: -51922968585348295380567383343104.0000
Evaluando para ventana: 7
Longitud de predicciones: 28, Longitud de serie de prueba: 28
  MAE: 0.1000, MSE: 0.0100, RMSE: 0.1000, MAPE: 100.00%, R^2: -51922968585348295380567383343104.0000

Evaluando la variable: Volatilidad_14
Evaluando para ventana: 14
Longitud de predicciones: 28, Longitud de serie de prueba: 28
  MAE: 0.0000, MSE: 0.0000, RMSE: 0.0000, MAPE: nan%, R^2: 1.0000
Evaluando para ventana: 28
Longitud de predicciones: 28, Longitud de serie de prueba: 28
  MAE: 0.0000, MSE: 0.0000, RMSE: 0.0000, MAPE: nan%, R^2: 1.0000
Evaluando para ventana: 21
Longitud de predicciones: 28, Longitud de serie de prueba: 28
  MAE: 0.0000, MSE: 0.0000, RMSE: 0.0000, MAPE: nan%, R^2: 1.0000
Evaluando para ventana: 7
Longitud de predicciones: 28, Longitud de serie de prueba: 28
  MAE: 0.0000, MSE: 0.0000, RMSE: 0.0000, MAPE: nan%, R^2: 1.0000

Evaluando la variable: At
Evaluando para ventana: 14
Longitud de predicciones: 28, Longitud de serie de prueba: 28
  MAE: 4.3230, MSE: 18.6881, RMSE: 4.3230, MAPE: 100.00%, R^2: 0.0000
Evaluando para ventana: 28
Longitud de predicciones: 28, Longitud de serie de prueba: 28
  MAE: 4.3230, MSE: 18.6881, RMSE: 4.3230, MAPE: 100.00%, R^2: 0.0000
Evaluando para ventana: 21
Longitud de predicciones: 28, Longitud de serie de prueba: 28
  MAE: 4.3230, MSE: 18.6881, RMSE: 4.3230, MAPE: 100.00%, R^2: 0.0000
Evaluando para ventana: 7
Longitud de predicciones: 28, Longitud de serie de prueba: 28
  MAE: 4.3230, MSE: 18.6881, RMSE: 4.3230, MAPE: 100.00%, R^2: 0.0000
          Variable  Ventana   MAPE       MAE      RMSE       MSE  \
0            Price       14  100.0  0.100000  0.100000   0.01000   
1            Price       28  100.0  0.100000  0.100000   0.01000   
2            Price       21  100.0  0.100000  0.100000   0.01000   
3            Price        7  100.0  0.100000  0.100000   0.01000   
4   Volatilidad_14       14    NaN  0.000000  0.000000   0.00000   
5   Volatilidad_14       28    NaN  0.000000  0.000000   0.00000   
6   Volatilidad_14       21    NaN  0.000000  0.000000   0.00000   
7   Volatilidad_14        7    NaN  0.000000  0.000000   0.00000   
8               At       14  100.0  4.322978  4.322978  18.68814   
9               At       28  100.0  4.322978  4.322978  18.68814   
10              At       21  100.0  4.322978  4.322978  18.68814   
11              At        7  100.0  4.322978  4.322978  18.68814   

              R2  Ljung-Box p-value  
0  -5.192297e+31       4.081193e-46  
1  -5.192297e+31       4.081193e-46  
2  -5.192297e+31       4.081193e-46  
3  -5.192297e+31       4.081193e-46  
4   1.000000e+00                NaN  
5   1.000000e+00                NaN  
6   1.000000e+00                NaN  
7   1.000000e+00                NaN  
8   0.000000e+00                NaN  
9   0.000000e+00                NaN  
10  0.000000e+00                NaN  
11  0.000000e+00                NaN  

import pandas as pd
import numpy as np
from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score
from statsmodels.stats.diagnostic import acorr_ljungbox

# Función para calcular el MAPE
def MAPE(y_true, y_pred):
    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100

# Función para evaluar la variable "At"
def evaluar_variable_at(predicciones_at, test_series_at):
    resultados_tabla = []

    print("Evaluando la variable: At")

    for ventana, predicciones_por_ventana in predicciones_at.items():
        print(f"Evaluando para ventana: {ventana}")

        # Obtener el último set de predicciones
        last_start = max(predicciones_por_ventana.keys())
        y_pred = predicciones_por_ventana[last_start][:len(test_series_at)]

        # Imprimir la longitud de las series para verificar
        print(f"Longitud de predicciones: {len(y_pred)}, Longitud de serie de prueba: {len(test_series_at)}")

        # Verificar que y_pred tenga la longitud correcta
        if len(y_pred) != len(test_series_at):
            print(f"Error: La longitud de las predicciones ({len(y_pred)}) no coincide con la longitud de la serie de prueba ({len(test_series_at)})")
            continue
        
        # Calcular las métricas
        mae = mean_absolute_error(test_series_at, y_pred)
        mse = mean_squared_error(test_series_at, y_pred)
        rmse = np.sqrt(mse)
        mape = MAPE(test_series_at, y_pred)
        r2 = r2_score(test_series_at, y_pred)

        # Imprimir las métricas calculadas
        print(f"  MAE: {mae:.4f}, MSE: {mse:.4f}, RMSE: {rmse:.4f}, MAPE: {mape:.2f}%, R^2: {r2:.4f}")

        # Calcular residuos y prueba de Ljung-Box
        residuals = test_series_at - y_pred
        ljung_box_result = acorr_ljungbox(residuals, lags=[10], return_df=True)
        ljung_box_p = ljung_box_result['lb_pvalue'].values[0] if not ljung_box_result.empty else None

        # Agregar resultados a la tabla
        resultados_tabla.append({
            'Variable': 'At',
            'Ventana': ventana,
            'MAPE': mape,
            'MAE': mae,
            'RMSE': rmse,
            'MSE': mse,
            'R2': r2,
            'Ljung-Box p-value': ljung_box_p
        })

    # Crear DataFrame con los resultados
    df_resultados = pd.DataFrame(resultados_tabla)
    return df_resultados

# Evaluar solo la variable 'At'
resultados_at = evaluar_variable_at(predicciones_at, test_series_at)

# Mostrar la tabla de resultados para 'At'
if not resultados_at.empty:
    print("\nResultados para 'At':")
    print(resultados_at)
else:
    print("No se generaron resultados para 'At'.")

Evaluando la variable: At
Evaluando para ventana: 14
Longitud de predicciones: 28, Longitud de serie de prueba: 28
  MAE: 4.3230, MSE: 18.6881, RMSE: 4.3230, MAPE: 100.00%, R^2: 0.0000
Evaluando para ventana: 28
Longitud de predicciones: 28, Longitud de serie de prueba: 28
  MAE: 4.3230, MSE: 18.6881, RMSE: 4.3230, MAPE: 100.00%, R^2: 0.0000
Evaluando para ventana: 21
Longitud de predicciones: 28, Longitud de serie de prueba: 28
  MAE: 4.3230, MSE: 18.6881, RMSE: 4.3230, MAPE: 100.00%, R^2: 0.0000
Evaluando para ventana: 7
Longitud de predicciones: 28, Longitud de serie de prueba: 28
  MAE: 4.3230, MSE: 18.6881, RMSE: 4.3230, MAPE: 100.00%, R^2: 0.0000

Resultados para 'At':
  Variable  Ventana   MAPE       MAE      RMSE       MSE   R2  \
0       At       14  100.0  4.322978  4.322978  18.68814  0.0   
1       At       28  100.0  4.322978  4.322978  18.68814  0.0   
2       At       21  100.0  4.322978  4.322978  18.68814  0.0   
3       At        7  100.0  4.322978  4.322978  18.68814  0.0   

   Ljung-Box p-value  
0                NaN  
1                NaN  
2                NaN  
3                NaN  

Garch sin Rolling

import pandas as pd
import numpy as np
from arch import arch_model
import warnings

# Suprimir warnings
warnings.filterwarnings("ignore")

# Parámetros generales
ventanas = [14, 28, 21, 7]  # Ventanas para todas las variables
train_size = len(df) - 28  # Tamaño de entrenamiento
test_size = 28  # Tamaño de prueba

# Función para ajustar un modelo GARCH
def ajustar_garch(variable, ventana, train_series):
    # Tomar la serie de entrenamiento con la ventana especificada
    rolling_train_series = train_series.iloc[-ventana:]  # Tomar los últimos 'ventana' puntos

    # Ajustar el modelo GARCH(1,1)
    model = arch_model(rolling_train_series, vol='Garch', p=1, q=1)
    model_fit = model.fit(disp=False, tol=1e-4)  # Ajustar el modelo

    # Realizar predicciones
    forecast = model_fit.forecast(horizon=test_size)
    var_pred = forecast.variance.values[-1, :]  # Predicciones de varianza
    
    # Guardar resultados del modelo
    return var_pred, model_fit.params, model_fit.loglikelihood, model_fit.aic, model_fit.bic

# Función para procesar cada variable
def procesar_variable(variable):
    predicciones = {}
    resultados_modelo = {}
    
    # Tomar la serie de entrenamiento para cada variable
    train_series = df[variable].iloc[:train_size].dropna().reset_index(drop=True)

    for ventana in ventanas:
        # Ajustar GARCH para cada ventana y obtener resultados
        var_pred, params, loglikelihood, aic, bic = ajustar_garch(variable, ventana, train_series)
        
        # Almacenar predicciones y resultados del modelo
        predicciones[ventana] = var_pred
        resultados_modelo[ventana] = {
            'params': params,
            'loglikelihood': loglikelihood,
            'aic': aic,
            'bic': bic
        }

    return predicciones, resultados_modelo

# Procesar cada variable por separado
print("Procesando variable: Price")
predicciones_price, resultados_modelo_price = procesar_variable('Price')

print("Procesando variable: Volatilidad_14")
predicciones_volatilidad, resultados_modelo_volatilidad = procesar_variable('Volatilidad_14')

print("Procesando variable: At")
predicciones_at, resultados_modelo_at = procesar_variable('At')

# Imprimir o almacenar resultados finales por variable
print("Predicciones Price:", predicciones_price)
print("Resultados Modelo Price:", resultados_modelo_price)

print("Predicciones Volatilidad_14:", predicciones_volatilidad)
print("Resultados Modelo Volatilidad_14:", resultados_modelo_volatilidad)

print("Predicciones At:", predicciones_at)
print("Resultados Modelo At:", resultados_modelo_at)

Procesando variable: Price

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.

Procesando variable: Volatilidad_14

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.

Procesando variable: At

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.

Predicciones Price: {14: array([1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34,
       1.92592994e-34, 1.92592994e-34, 1.92592994e-34, 1.92592994e-34]), 28: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 21: array([1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33,
       1.73333695e-33, 1.73333695e-33, 1.73333695e-33, 1.73333695e-33]), 7: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])}
Resultados Modelo Price: {14: {'params': mu          1.000000e-01
omega       9.629650e-35
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 523.5622500941317, 'aic': -1039.1245001882635, 'bic': np.float64(-1036.5682708698025)}, 28: {'params': mu          0.10
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 21: {'params': mu          1.000000e-01
omega       8.666685e-34
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 762.2725170791673, 'aic': -1516.5450341583346, 'bic': np.float64(-1512.366944407441)}, 7: {'params': mu          0.10
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}}
Predicciones Volatilidad_14: {14: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 28: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 21: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]), 7: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])}
Resultados Modelo Volatilidad_14: {14: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 28: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 21: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}, 7: {'params': mu          0.00
omega       0.00
alpha[1]    0.01
beta[1]     0.49
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}}
Predicciones At: {14: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 28: array([7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31,
       7.88860905e-31, 7.88860905e-31, 7.88860905e-31, 7.88860905e-31]), 21: array([3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30,
       3.15544362e-30, 3.15544362e-30, 3.15544362e-30, 3.15544362e-30]), 7: array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])}
Resultados Modelo At: {14: {'params': mu         -4.322978e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 465.3378869270963, 'aic': -922.6757738541926, 'bic': np.float64(-920.1195445357315)}, 28: {'params': mu         -4.322978e+00
omega       3.944305e-31
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 930.6757738541924, 'aic': -1853.3515477083847, 'bic': np.float64(-1848.022729667684)}, 21: {'params': mu         -4.322978e+00
omega       1.577722e-30
alpha[1]    1.000000e-02
beta[1]     4.900000e-01
Name: params, dtype: float64, 'loglikelihood': 683.4507395988855, 'aic': -1358.901479197771, 'bic': np.float64(-1354.7233894468775)}, 7: {'params': mu         -4.322978
omega       0.000000
alpha[1]    0.010000
beta[1]     0.490000
Name: params, dtype: float64, 'loglikelihood': nan, 'aic': nan, 'bic': np.float64(nan)}}

import pandas as pd
import numpy as np
from arch import arch_model
import warnings

# Suprimir warnings
warnings.filterwarnings("ignore")

# Parámetros generales
ventanas = [14, 28, 21, 7]  # Ventanas para todas las variables
train_size = len(df) - 28  # Tamaño de entrenamiento
test_size = 28  # Tamaño de prueba

# Función para ajustar un modelo GARCH
def ajustar_garch(variable, ventana, train_series):
    # Tomar la serie de entrenamiento con la ventana especificada
    rolling_train_series = train_series.iloc[-ventana:]  # Tomar los últimos 'ventana' puntos

    # Ajustar el modelo GARCH(1,1)
    model = arch_model(rolling_train_series, vol='Garch', p=1, q=1)
    model_fit = model.fit(disp=False, tol=1e-4)  # Ajustar el modelo

    # Realizar predicciones
    forecast = model_fit.forecast(horizon=test_size)
    var_pred = forecast.variance.values[-1, :]  # Predicciones de varianza
    
    # Guardar resultados del modelo
    return var_pred, model_fit.params, model_fit.loglikelihood, model_fit.aic, model_fit.bic

# Función para calcular métricas
def calcular_metricas(predicciones, reales):
    n = len(reales)
    
    # Evitar división por cero en MAPE
    mape = np.mean(np.abs((reales - predicciones) / reales)) * 100 if np.all(reales != 0) else np.nan
    mae = np.mean(np.abs(reales - predicciones))
    rmse = np.sqrt(np.mean((reales - predicciones) ** 2))
    mse = np.mean((reales - predicciones) ** 2)

    # Calcular R²
    ss_res = np.sum((reales - predicciones) ** 2)
    ss_tot = np.sum((reales - np.mean(reales)) ** 2)
    r2 = 1 - (ss_res / ss_tot) if ss_tot != 0 else np.nan
    
    return mape, mae, rmse, mse, r2

# Función para procesar cada variable
def procesar_variable(variable):
    predicciones = {}
    resultados_modelo = {}
    metricas_resultados = []

    # Tomar la serie de entrenamiento para cada variable
    train_series = df[variable].iloc[:train_size].dropna().reset_index(drop=True)
    
    # Tomar la serie de prueba
    test_series = df[variable].iloc[train_size:].dropna().reset_index(drop=True)

    for ventana in ventanas:
        # Ajustar GARCH para cada ventana y obtener resultados
        var_pred, params, loglikelihood, aic, bic = ajustar_garch(variable, ventana, train_series)
        
        # Almacenar predicciones y resultados del modelo
        predicciones[ventana] = var_pred
        resultados_modelo[ventana] = {
            'params': params,
            'loglikelihood': loglikelihood,
            'aic': aic,
            'bic': bic
        }

        # Calcular métricas
        mape, mae, rmse, mse, r2 = calcular_metricas(var_pred, test_series.values)
        metricas_resultados.append({
            'Variable': variable,
            'Ventana': ventana,
            'MAPE': mape,
            'MAE': mae,
            'RMSE': rmse,
            'MSE': mse,
            'R²': r2
        })

    return predicciones, resultados_modelo, metricas_resultados

# Procesar cada variable por separado
print("Procesando variable: Price")
predicciones_price, resultados_modelo_price, metricas_price = procesar_variable('Price')

print("Procesando variable: Volatilidad_14")
predicciones_volatilidad, resultados_modelo_volatilidad, metricas_volatilidad = procesar_variable('Volatilidad_14')

print("Procesando variable: At")
predicciones_at, resultados_modelo_at, metricas_at = procesar_variable('At')

# Combinar resultados en un DataFrame
resultados_metricas = pd.DataFrame(metricas_price + metricas_volatilidad + metricas_at)

# Imprimir o almacenar resultados finales por variable
print(resultados_metricas)

Procesando variable: Price

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.

Procesando variable: Volatilidad_14

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.

Procesando variable: At
          Variable  Ventana   MAPE       MAE      RMSE       MSE            R²
0            Price       14  100.0  0.100000  0.100000   0.01000 -5.192297e+31
1            Price       28  100.0  0.100000  0.100000   0.01000 -5.192297e+31
2            Price       21  100.0  0.100000  0.100000   0.01000 -5.192297e+31
3            Price        7  100.0  0.100000  0.100000   0.01000 -5.192297e+31
4   Volatilidad_14       14    NaN  0.000000  0.000000   0.00000           NaN
5   Volatilidad_14       28    NaN  0.000000  0.000000   0.00000           NaN
6   Volatilidad_14       21    NaN  0.000000  0.000000   0.00000           NaN
7   Volatilidad_14        7    NaN  0.000000  0.000000   0.00000           NaN
8               At       14  100.0  4.322978  4.322978  18.68814           NaN
9               At       28  100.0  4.322978  4.322978  18.68814           NaN
10              At       21  100.0  4.322978  4.322978  18.68814           NaN
11              At        7  100.0  4.322978  4.322978  18.68814           NaN

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.

import pandas as pd
import numpy as np
from arch import arch_model
from statsmodels.stats.diagnostic import acorr_ljungbox
from statsmodels.stats.stattools import jarque_bera
import matplotlib.pyplot as plt
import seaborn as sns
import warnings

# Suprimir warnings
warnings.filterwarnings("ignore")

# Parámetros generales
ventanas = [14, 28, 21, 7]  # Ventanas para todas las variables
train_size = len(df) - 28  # Tamaño de entrenamiento
test_size = 28  # Tamaño de prueba

# Función para ajustar un modelo GARCH
def ajustar_garch(variable, train_series):
    # Ajustar el modelo GARCH(1,1)
    model = arch_model(train_series, vol='Garch', p=1, q=1)
    model_fit = model.fit(disp=False, tol=1e-4)  # Ajustar el modelo

    # Obtener residuos
    residuo = model_fit.resid
    
    # Realizar predicciones (solo para referencia)
    forecast = model_fit.forecast(horizon=test_size)
    var_pred = forecast.variance.values[-1, :]  # Predicciones de varianza
    
    return residuo, model_fit

# Función para calcular métricas
def calcular_metricas(predicciones, reales):
    n = len(reales)
    
    # Evitar división por cero en MAPE
    mape = np.mean(np.abs((reales - predicciones) / reales)) * 100 if np.all(reales != 0) else np.nan
    mae = np.mean(np.abs(reales - predicciones))
    rmse = np.sqrt(np.mean((reales - predicciones) ** 2))
    mse = np.mean((reales - predicciones) ** 2)

    # Calcular R²
    ss_res = np.sum((reales - predicciones) ** 2)
    ss_tot = np.sum((reales - np.mean(reales)) ** 2)
    r2 = 1 - (ss_res / ss_tot) if ss_tot != 0 else np.nan
    
    return mape, mae, rmse, mse, r2

# Función para procesar cada variable y calcular residuos
def procesar_variable(variable):
    # Tomar la serie de entrenamiento para cada variable
    train_series = df[variable].iloc[:train_size].dropna().reset_index(drop=True)

    # Ajustar GARCH y obtener residuos
    residuo, model_fit = ajustar_garch(variable, train_series)
    
    # Calcular métricas de residuos contra cero
    mape, mae, rmse, mse, r2 = calcular_metricas(residuo, np.zeros(len(residuo)))

    # Pruebas de hipótesis
    ljung_box_results = acorr_ljungbox(residuo, lags=[10], return_df=True)
    jarque_bera_results = jarque_bera(residuo)

    # Crear dataframe para resultados
    resultados_metricas = {
        'MAPE': mape,
        'MAE': mae,
        'RMSE': rmse,
        'MSE': mse,
        'R²': r2,
        'Ljung-Box test (p-value)': ljung_box_results['lb_pvalue'].iloc[0],
        'Jarque-Bera (p-value)': jarque_bera_results[1],
    }

    # Crear tabla de resultados
    resultados_df = pd.DataFrame([resultados_metricas])

    # Graficar residuos, QQPlot y ACF
    plt.figure(figsize=(15, 12))
    
    # Serie de residuos
    plt.subplot(3, 1, 1)
    plt.plot(residuo)
    plt.title(f'Serie de Residuos: {variable}')
    
    # QQPlot
    plt.subplot(3, 1, 2)
    sns.set_style("whitegrid")
    stats.probplot(residuo, dist="norm", plot=plt)
    plt.title('QQPlot de Residuos')
    
    # ACF de residuos
    plt.subplot(3, 1, 3)
    plt.acorr(residuo, maxlags=20)
    plt.title('ACF de Residuos')

    plt.tight_layout()
    plt.show()
    
    return resultados_df

# Procesar cada variable por separado
resultados_price = procesar_variable('Price')
resultados_volatilidad = procesar_variable('Volatilidad_14')
resultados_at = procesar_variable('At')

# Combinar resultados
resultados_completos = pd.concat([resultados_price, resultados_volatilidad, resultados_at], axis=0)
print(resultados_completos)

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.

   MAPE           MAE          RMSE           MSE  R²  \
0   NaN  10623.110816  18948.751904  3.590552e+08 NaN   
0   NaN      0.022875      0.044418  1.972921e-03 NaN   
0   NaN      1.135355      1.487655  2.213117e+00 NaN   

   Ljung-Box test (p-value)  Jarque-Bera (p-value)  
0                       0.0           0.000000e+00  
0                       0.0           0.000000e+00  
0                       0.0           1.968244e-63  

import pandas as pd
import numpy as np
from arch import arch_model
from statsmodels.stats.diagnostic import acorr_ljungbox
import warnings

# Suprimir warnings
warnings.filterwarnings("ignore")

# Parámetros generales
ventanas = [14, 28, 21, 7]  # Ventanas para todas las variables
train_size = len(df) - 28  # Tamaño de entrenamiento
test_size = 28  # Tamaño de prueba

# Función para ajustar un modelo GARCH
def ajustar_garch(variable, ventana, train_series):
    rolling_train_series = train_series.iloc[-ventana:]  # Tomar los últimos 'ventana' puntos
    model = arch_model(rolling_train_series, vol='Garch', p=1, q=1)
    model_fit = model.fit(disp=False, tol=1e-4)  # Ajustar el modelo
    forecast = model_fit.forecast(horizon=test_size)
    var_pred = forecast.variance.values[-1, :]  # Predicciones de varianza
    return var_pred, model_fit.resid[-test_size:], model_fit.params, model_fit.loglikelihood, model_fit.aic, model_fit.bic

# Función para calcular métricas
def calcular_metricas(predicciones, reales):
    n = len(reales)
    
    # Evitar división por cero en MAPE
    mape = np.mean(np.abs((reales - predicciones) / reales)) * 100 if np.all(reales != 0) else np.nan
    mae = np.mean(np.abs(reales - predicciones))
    rmse = np.sqrt(np.mean((reales - predicciones) ** 2))
    mse = np.mean((reales - predicciones) ** 2)

    # Calcular R²
    ss_res = np.sum((reales - predicciones) ** 2)
    ss_tot = np.sum((reales - np.mean(reales)) ** 2)
    r2 = 1 - (ss_res / ss_tot) if ss_tot != 0 else np.nan
    
    return mape, mae, rmse, mse, r2

# Función para procesar cada variable
def procesar_variable(variable):
    metricas_resultados = []

    train_series = df[variable].iloc[:train_size].dropna().reset_index(drop=True)
    test_series = df[variable].iloc[train_size:].dropna().reset_index(drop=True)

    for ventana in ventanas:
        var_pred, residuo, params, loglikelihood, aic, bic = ajustar_garch(variable, ventana, train_series)

        # Calcular métricas
        mape, mae, rmse, mse, r2 = calcular_metricas(var_pred, test_series.values)

        # Prueba de Ljung-Box
        max_lags = min(10, len(residuo) - 1)  # Asegurarse de que los lags sean menores que el tamaño de residuo
        if max_lags > 0:
            ljung_box_results = acorr_ljungbox(residuo, lags=[max_lags], return_df=True)
            ljung_box_pvalue = ljung_box_results['lb_pvalue'].values[0]
        else:
            ljung_box_pvalue = np.nan  # No hay suficientes datos para la prueba

        metricas_resultados.append({
            'Variable': variable,
            'Ventana': ventana,
            'MAPE': mape,
            'MAE': mae,
            'RMSE': rmse,
            'MSE': mse,
            'R²': r2,
            'Ljung-Box p-value': ljung_box_pvalue
        })

    return metricas_resultados

# Procesar cada variable por separado
print("Procesando variable: Price")
metricas_price = procesar_variable('Price')

print("Procesando variable: Volatilidad_14")
metricas_volatilidad = procesar_variable('Volatilidad_14')

print("Procesando variable: At")
metricas_at = procesar_variable('At')

# Combinar resultados en un DataFrame
resultados_metricas = pd.DataFrame(metricas_price + metricas_volatilidad + metricas_at)

# Imprimir o almacenar resultados finales por variable
print(resultados_metricas)

Procesando variable: Price

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.

Procesando variable: Volatilidad_14

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.

Procesando variable: At
          Variable  Ventana   MAPE       MAE      RMSE       MSE  \
0            Price       14  100.0  0.100000  0.100000   0.01000   
1            Price       28  100.0  0.100000  0.100000   0.01000   
2            Price       21  100.0  0.100000  0.100000   0.01000   
3            Price        7  100.0  0.100000  0.100000   0.01000   
4   Volatilidad_14       14    NaN  0.000000  0.000000   0.00000   
5   Volatilidad_14       28    NaN  0.000000  0.000000   0.00000   
6   Volatilidad_14       21    NaN  0.000000  0.000000   0.00000   
7   Volatilidad_14        7    NaN  0.000000  0.000000   0.00000   
8               At       14  100.0  4.322978  4.322978  18.68814   
9               At       28  100.0  4.322978  4.322978  18.68814   
10              At       21  100.0  4.322978  4.322978  18.68814   
11              At        7  100.0  4.322978  4.322978  18.68814   

              R²  Ljung-Box p-value  
0  -5.192297e+31                NaN  
1  -5.192297e+31                NaN  
2  -5.192297e+31                NaN  
3  -5.192297e+31                NaN  
4            NaN                NaN  
5            NaN                NaN  
6            NaN                NaN  
7            NaN                NaN  
8            NaN                NaN  
9            NaN                NaN  
10           NaN                NaN  
11           NaN                NaN  

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.


c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\arch\univariate\base.py:766: ConvergenceWarning:

The optimizer returned code 4. The message is:
Inequality constraints incompatible
See scipy.optimize.fmin_slsqp for code meaning.

Modelos de Deep Learning

import pandas as pd
import numpy as np
from statsmodels.graphics.tsaplots import plot_acf
import matplotlib.pyplot as plt
from statsmodels.api import qqplot
from statsmodels.tsa.stattools import acf
from statsmodels.stats.diagnostic import normal_ad
from scipy import stats

# Ruta del archivo CSV
BHdata = "C:\\Users\\Maestriadatos\\Documents\\lizcanollerenaparcial\\docs\\bitcoinhistoricaldata.csv"

# Cargar los datos
df = pd.read_csv(BHdata)

# Mostrar los primeros 5 registros para visualizar los datos
print("Primeros 5 registros:")
print(df.head())

# Mostrar la información de los tipos de datos
print("\nTipos de datos por columna:")
print(df.dtypes)
# Cargar el dataset
df = pd.read_csv(BHdata)

# Convertir la columna 'Date' a tipo datetime
df['Date'] = pd.to_datetime(df['Date'], format='%m/%d/%Y')

# Convertir las columnas 'Price', 'Open', 'High', 'Low' eliminando comas y convirtiendo a float
df['Price'] = pd.to_numeric(df['Price'].str.replace(',', ''), errors='coerce')
df['Open'] = pd.to_numeric(df['Open'].str.replace(',', ''), errors='coerce')
df['High'] = pd.to_numeric(df['High'].str.replace(',', ''), errors='coerce')
df['Low'] = pd.to_numeric(df['Low'].str.replace(',', ''), errors='coerce')

# Convertir la columna 'Vol.' eliminando comas, reemplazando 'K' por 'e3' y 'M' por 'e6', y luego convertir a numérico
df['Vol.'] = df['Vol.'].str.replace('K', 'e3').str.replace('M', 'e6').str.replace(',', '')
df['Vol.'] = pd.to_numeric(df['Vol.'], errors='coerce')

# Convertir la columna 'Change %' eliminando el símbolo '%' y convirtiendo a float
df['Change %'] = df['Change %'].str.replace('%', '').astype(float)

# Eliminar las filas con valores nulos en la columna 'Price'
df.dropna(subset=['Price'], inplace=True)

# Calcular el retorno diario Rt
df['Rt'] = (df['Price'] - df['Price'].shift(1)) / df['Price'].shift(1)

# Calcular el retorno acumulado diario At
df['At'] = df['Rt'].cumsum()

# Función para calcular la volatilidad usando ventanas móviles
def calcular_volatilidad(data, ventana):
    """
    Esta función calcula la volatilidad (desviación estándar) 
    de los retornos diarios utilizando una ventana móvil.
    """
    return data['Rt'].rolling(window=ventana).std()

# Calcular volatilidad para diferentes ventanas
ventanas = [7, 14, 21, 28]
for ventana in ventanas:
    df[f'Volatilidad_{ventana}'] = calcular_volatilidad(df, ventana)

# Mostrar los primeros 10 registros con las nuevas columnas de volatilidad
print(df[['Date', 'At', 'Volatilidad_7', 'Volatilidad_14', 'Volatilidad_21', 'Volatilidad_28']].head(15))

# Dividir los datos en entrenamiento, validación y prueba (últimos 28 datos serán para validación)
train_size = len(df) - 28
test_size = 28
variables = ['Price', 'At', 'Volatilidad_7']

# Crear diccionarios para almacenar los conjuntos de entrenamiento y validación para cada variable
train_data = {}
validation_data = {}

for var in variables:
    train_data[var] = df[var].iloc[:train_size].reset_index(drop=True)  # Resetear los índices
    validation_data[var] = df[var].iloc[-test_size:].reset_index(drop=True)

Primeros 5 registros:
         Date     Price      Open      High       Low     Vol. Change %
0  03/24/2024  67,211.9  64,036.5  67,587.8  63,812.9   65.59K    4.96%
1  03/23/2024  64,037.8  63,785.6  65,972.4  63,074.9   35.11K    0.40%
2  03/22/2024  63,785.5  65,501.5  66,633.3  62,328.3   72.43K   -2.62%
3  03/21/2024  65,503.8  67,860.0  68,161.7  64,616.1   75.26K   -3.46%
4  03/20/2024  67,854.0  62,046.8  68,029.5  60,850.9  133.53K    9.35%

Tipos de datos por columna:
Date        object
Price       object
Open        object
High        object
Low         object
Vol.        object
Change %    object
dtype: object
         Date        At  Volatilidad_7  Volatilidad_14  Volatilidad_21  \
0  2024-03-24       NaN            NaN             NaN             NaN   
1  2024-03-23 -0.047225            NaN             NaN             NaN   
2  2024-03-22 -0.051165            NaN             NaN             NaN   
3  2024-03-21 -0.024226            NaN             NaN             NaN   
4  2024-03-20  0.011652            NaN             NaN             NaN   
5  2024-03-19 -0.073884            NaN             NaN             NaN   
6  2024-03-18  0.015465            NaN             NaN             NaN   
7  2024-03-17  0.027257       0.057142             NaN             NaN   
8  2024-03-16 -0.017734       0.056814             NaN             NaN   
9  2024-03-15  0.045797       0.060785             NaN             NaN   
10 2024-03-14  0.073492       0.060813             NaN             NaN   
11 2024-03-13  0.097009       0.060247             NaN             NaN   
12 2024-03-12  0.075165       0.046199             NaN             NaN   
13 2024-03-11  0.083964       0.035128             NaN             NaN   
14 2024-03-10  0.040492       0.040414         0.04756             NaN   

    Volatilidad_28  
0              NaN  
1              NaN  
2              NaN  
3              NaN  
4              NaN  
5              NaN  
6              NaN  
7              NaN  
8              NaN  
9              NaN  
10             NaN  
11             NaN  
12             NaN  
13             NaN  
14             NaN  

import numpy as np
from sklearn.model_selection import train_test_split
from sklearn.metrics import mean_squared_error
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense, Dropout
from tensorflow.keras.optimizers import Adam

# Definir función para crear el modelo MLP con hiperparámetros configurables
def crear_modelo_mlp(n_neuronas, dropout):
    modelo = Sequential()
    modelo.add(Dense(n_neuronas, activation='relu', input_shape=(ventana_fija,)))
    modelo.add(Dropout(dropout))
    modelo.add(Dense(1))  # Salida de una neurona para predecir el promedio de los 7 días
    modelo.compile(optimizer=Adam(), loss='mse')
    return modelo

# Parámetros de la ventana y horizonte de predicción
ventana_fija = 31  # Días históricos para predecir
horizonte = 7      # Días a predecir

# Variables, hiperparámetros y datos a probar
variables = ['Price', 'At', 'Volatilidad_7']
n_neuronas_lista = [10, 100, 1000, 10000]
dropout_lista = [0.2, 0.4, 0.6, 0.8]
batch_sizes = [16, 32, 64, 128]

# Selección de hiperparámetros para cada variable
mejores_hiperparametros = {}
for variable in variables:
    # Extraer los datos de la variable y crear X, y para entrenamiento y validación
    datos_variable = df[variable].values
    X, y = [], []
    
    # Construir conjuntos de datos con ventana fija
    for i in range(len(datos_variable) - ventana_fija - horizonte + 1):
        X.append(datos_variable[i:i + ventana_fija])
        y.append(datos_variable[i + ventana_fija:i + ventana_fija + horizonte].mean())  # Promedio de los 7 días
    
    X, y = np.array(X), np.array(y)
    X_train, X_val, y_train, y_val = train_test_split(X, y, test_size=0.2, shuffle=False)

    mejor_mse = float("inf")
    mejor_config = None

    # Probar combinaciones de hiperparámetros
    for n_neuronas in n_neuronas_lista:
        for dropout in dropout_lista:
            for batch_size in batch_sizes:
                # Crear y entrenar el modelo
                modelo = crear_modelo_mlp(n_neuronas, dropout)
                modelo.fit(X_train, y_train, epochs=10, batch_size=batch_size, verbose=0)
                
                # Validar el modelo
                y_pred = modelo.predict(X_val)
                mse = mean_squared_error(y_val, y_pred)
                
                # Guardar la mejor configuración
                if mse < mejor_mse:
                    mejor_mse = mse
                    mejor_config = {
                        'n_neuronas': n_neuronas,
                        'dropout': dropout,
                        'batch_size': batch_size,
                        'mse': mejor_mse
                    }
    
    mejores_hiperparametros[variable] = mejor_config
    print(f"Mejores hiperparámetros para {variable}: {mejor_config}")

print("Configuración final de hiperparámetros para cada variable:", mejores_hiperparametros)

32/32 ━━━━━━━━━━━━━━━━━━━━ 1s 17ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 14ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step
Mejores hiperparámetros para Price: {'n_neuronas': 1000, 'dropout': 0.4, 'batch_size': 128, 'mse': np.float64(25.410891951670653)}

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 1s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 1s 21ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 1s 10ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step
Mejores hiperparámetros para At: {'n_neuronas': 10, 'dropout': 0.4, 'batch_size': 16, 'mse': np.float64(5.0889081867482755)}

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 1s 17ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 1s 15ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 1s 17ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step
Mejores hiperparámetros para Volatilidad_7: {'n_neuronas': 10000, 'dropout': 0.6, 'batch_size': 16, 'mse': np.float64(0.004207480846229657)}
Configuración final de hiperparámetros para cada variable: {'Price': {'n_neuronas': 1000, 'dropout': 0.4, 'batch_size': 128, 'mse': np.float64(25.410891951670653)}, 'At': {'n_neuronas': 10, 'dropout': 0.4, 'batch_size': 16, 'mse': np.float64(5.0889081867482755)}, 'Volatilidad_7': {'n_neuronas': 10000, 'dropout': 0.6, 'batch_size': 16, 'mse': np.float64(0.004207480846229657)}}

import numpy as np
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense, Dropout
from tensorflow.keras.optimizers import Adam

# Hiperparámetros seleccionados
mejores_hiperparametros = {
    'Price': {'n_neuronas': 1000, 'dropout': 0.4, 'batch_size': 128},
    'At': {'n_neuronas': 10, 'dropout': 0.4, 'batch_size': 16},
    'Volatilidad_7': {'n_neuronas': 10000, 'dropout': 0.6, 'batch_size': 16}
}

# Función para construir el modelo MLP con salida para horizonte completo
def crear_modelo_mlp(n_neuronas, dropout, horizonte):
    modelo = Sequential()
    modelo.add(Dense(n_neuronas, activation='relu', input_shape=(ventana,)))
    modelo.add(Dropout(dropout))
    modelo.add(Dense(horizonte))  # Salida de horizonte completo
    modelo.compile(optimizer=Adam(), loss='mse')
    return modelo

# Función para dividir los datos en pliegues
def crear_pliegues(datos, ventana, horizonte):
    X, y = [], []
    for i in range(len(datos) - ventana - horizonte + 1):
        X.append(datos[i:i + ventana])
        y.append(datos[i + ventana:i + ventana + horizonte])  # horizonte multivariado
    return np.array(X), np.array(y)

# Función de predicción y evaluación del horizonte completo
def prediccion_y_residuos(variable, X_train, y_train, X_val, y_val, X_test, y_test, hiperparametros, horizonte):
    n_neuronas = hiperparametros['n_neuronas']
    dropout = hiperparametros['dropout']
    batch_size = hiperparametros['batch_size']
    
    modelo = crear_modelo_mlp(n_neuronas, dropout, horizonte)
    modelo.fit(X_train, y_train, epochs=5, batch_size=batch_size, verbose=0)  # Épocas reducidas para prueba

    # Predicción para conjuntos de entrenamiento, validación y prueba
    y_pred_train = modelo.predict(X_train)
    y_pred_val = modelo.predict(X_val)
    y_pred_test = modelo.predict(X_test)

    # Calcular residuos (errores) para cada conjunto
    residuos_train = y_train - y_pred_train
    residuos_val = y_val - y_pred_val
    residuos_test = y_test - y_pred_test

    # Calcular el promedio de los residuos absolutos
    residuo_prom_train = np.mean(np.abs(residuos_train))
    residuo_prom_val = np.mean(np.abs(residuos_val))
    residuo_prom_test = np.mean(np.abs(residuos_test))

    return residuo_prom_train, residuo_prom_val, residuo_prom_test

# Aplicación para cada variable, ventana y horizonte
ventanas = [7, 14, 21, 28]
horizontes = [7, 14, 21, 28]
resultados = {}

for variable in mejores_hiperparametros.keys():
    print(f"\n\nVariable: {variable}")
    resultados[variable] = {}
    datos_variable = df[variable].values  # Obtener datos de la variable

    for ventana in ventanas:
        print(f"\nVentana: {ventana}")
        residuo_prom_train_total, residuo_prom_val_total, residuo_prom_test_total = 0, 0, 0
        contador_modelos = 0

        for horizonte in horizontes:
            # Crear pliegues
            X, y = crear_pliegues(datos_variable, ventana, horizonte)
            train_size = int(0.6 * len(X))
            val_size = int(0.2 * len(X))

            X_train, y_train = X[:train_size], y[:train_size]
            X_val, y_val = X[train_size:train_size + val_size], y[train_size:train_size + val_size]
            X_test, y_test = X[train_size + val_size:], y[train_size + val_size:]
            
            # Obtener residuos para el horizonte completo
            residuo_prom_train, residuo_prom_val, residuo_prom_test = prediccion_y_residuos(
                variable, X_train, y_train, X_val, y_val, X_test, y_test,
                mejores_hiperparametros[variable], horizonte
            )

            # Sumar residuos de cada modelo
            residuo_prom_train_total += residuo_prom_train
            residuo_prom_val_total += residuo_prom_val
            residuo_prom_test_total += residuo_prom_test
            contador_modelos += 1

        # Promediar residuos para la ventana actual
        residuo_train_prom = residuo_prom_train_total / contador_modelos
        residuo_val_prom = residuo_prom_val_total / contador_modelos
        residuo_test_prom = residuo_prom_test_total / contador_modelos

        # Guardar promedios de residuos en el diccionario de resultados
        resultados[variable][ventana] = {
            'residuo_train_prom': residuo_train_prom,
            'residuo_val_prom': residuo_val_prom,
            'residuo_test_prom': residuo_test_prom
        }

# Mostrar resultados finales
for variable, ventanas_result in resultados.items():
    print(f"\nResultados para la variable: {variable}")
    for ventana, residuos in ventanas_result.items():
        print(f"Ventana: {ventana} - Residuo Entrenamiento Promedio: {residuos['residuo_train_prom']}, "
              f"Residuo Validación Promedio: {residuos['residuo_val_prom']}, "
              f"Residuo Prueba Promedio: {residuos['residuo_test_prom']}")

Variable: Price

Ventana: 7

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

94/94 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step
94/94 ━━━━━━━━━━━━━━━━━━━━ 1s 6ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 
94/94 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
94/94 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step

Ventana: 14
94/94 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
94/94 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
94/94 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
93/93 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step

Ventana: 21
94/94 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
94/94 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step
93/93 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
93/93 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step

Ventana: 28
94/94 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
93/93 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
93/93 ━━━━━━━━━━━━━━━━━━━━ 1s 8ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
93/93 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step


Variable: At

Ventana: 7
94/94 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
94/94 ━━━━━━━━━━━━━━━━━━━━ 1s 8ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
94/94 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
94/94 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step

Ventana: 14
94/94 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 2ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
94/94 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
94/94 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
93/93 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step

Ventana: 21
94/94 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 1s 16ms/step
94/94 ━━━━━━━━━━━━━━━━━━━━ 1s 7ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
93/93 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
93/93 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step

Ventana: 28
94/94 ━━━━━━━━━━━━━━━━━━━━ 1s 6ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
93/93 ━━━━━━━━━━━━━━━━━━━━ 1s 6ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step 
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 3ms/step
93/93 ━━━━━━━━━━━━━━━━━━━━ 1s 6ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step
93/93 ━━━━━━━━━━━━━━━━━━━━ 1s 6ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step


Variable: Volatilidad_7

Ventana: 7
94/94 ━━━━━━━━━━━━━━━━━━━━ 1s 8ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step
94/94 ━━━━━━━━━━━━━━━━━━━━ 1s 9ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step
94/94 ━━━━━━━━━━━━━━━━━━━━ 1s 9ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step
94/94 ━━━━━━━━━━━━━━━━━━━━ 2s 20ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step

Ventana: 14
94/94 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step
94/94 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
94/94 ━━━━━━━━━━━━━━━━━━━━ 1s 6ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
93/93 ━━━━━━━━━━━━━━━━━━━━ 1s 5ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step

Ventana: 21
94/94 ━━━━━━━━━━━━━━━━━━━━ 1s 12ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step
94/94 ━━━━━━━━━━━━━━━━━━━━ 1s 6ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step
93/93 ━━━━━━━━━━━━━━━━━━━━ 1s 8ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step
93/93 ━━━━━━━━━━━━━━━━━━━━ 1s 8ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step

Ventana: 28
94/94 ━━━━━━━━━━━━━━━━━━━━ 1s 6ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step 
93/93 ━━━━━━━━━━━━━━━━━━━━ 1s 10ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step
93/93 ━━━━━━━━━━━━━━━━━━━━ 1s 7ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 5ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 6ms/step
93/93 ━━━━━━━━━━━━━━━━━━━━ 1s 11ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step
31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

Resultados para la variable: Price
Ventana: 7 - Residuo Entrenamiento Promedio: 1610.1909788668954, Residuo Validación Promedio: 52.827250747649785, Residuo Prueba Promedio: 2.7274123714146588
Ventana: 14 - Residuo Entrenamiento Promedio: 1762.022555760575, Residuo Validación Promedio: 58.82563792049166, Residuo Prueba Promedio: 3.0056119258711913
Ventana: 21 - Residuo Entrenamiento Promedio: 1870.4756709697654, Residuo Validación Promedio: 62.47830837219894, Residuo Prueba Promedio: 3.0907477443280675
Ventana: 28 - Residuo Entrenamiento Promedio: 1829.5462708243701, Residuo Validación Promedio: 62.17102429526584, Residuo Prueba Promedio: 3.1077070181106965

Resultados para la variable: At
Ventana: 7 - Residuo Entrenamiento Promedio: 0.664265482643878, Residuo Validación Promedio: 1.7134146231705525, Residuo Prueba Promedio: 2.69048641394245
Ventana: 14 - Residuo Entrenamiento Promedio: 0.6671626459034224, Residuo Validación Promedio: 1.7143784078624058, Residuo Prueba Promedio: 2.6979785471536863
Ventana: 21 - Residuo Entrenamiento Promedio: 0.6703452139318083, Residuo Validación Promedio: 1.713877629922703, Residuo Prueba Promedio: 2.7047614970543585
Ventana: 28 - Residuo Entrenamiento Promedio: 0.6687613004757827, Residuo Validación Promedio: 1.7021172385726093, Residuo Prueba Promedio: 2.6966886472919063

Resultados para la variable: Volatilidad_7
Ventana: 7 - Residuo Entrenamiento Promedio: 0.015006868389248532, Residuo Validación Promedio: 0.026244808493194133, Residuo Prueba Promedio: 0.04528991650825672
Ventana: 14 - Residuo Entrenamiento Promedio: 0.014929900753398418, Residuo Validación Promedio: 0.026310014762218743, Residuo Prueba Promedio: 0.04522238142915577
Ventana: 21 - Residuo Entrenamiento Promedio: 0.015130280861962156, Residuo Validación Promedio: 0.026607106516682893, Residuo Prueba Promedio: 0.04503461203635527
Ventana: 28 - Residuo Entrenamiento Promedio: 0.015112044344805828, Residuo Validación Promedio: 0.026751000084215833, Residuo Prueba Promedio: 0.0449250185291906

import numpy as np
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense, Dropout
from tensorflow.keras.optimizers import Adam
from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score

# Hiperparámetros seleccionados
mejores_hiperparametros = {
    'Price': {'n_neuronas': 1000, 'dropout': 0.4, 'batch_size': 128},
    'At': {'n_neuronas': 10, 'dropout': 0.4, 'batch_size': 16},
    'Volatilidad_7': {'n_neuronas': 10000, 'dropout': 0.6, 'batch_size': 16}
}

# Función para construir el modelo MLP con salida para horizonte completo
def crear_modelo_mlp(n_neuronas, dropout, horizonte):
    modelo = Sequential()
    modelo.add(Dense(n_neuronas, activation='relu', input_shape=(ventana,)))
    modelo.add(Dropout(dropout))
    modelo.add(Dense(horizonte))  # Salida de horizonte completo
    modelo.compile(optimizer=Adam(), loss='mse')
    return modelo

# Función para dividir los datos en pliegues
def crear_pliegues(datos, ventana, horizonte):
    X, y = [], []
    for i in range(len(datos) - ventana - horizonte + 1):
        X.append(datos[i:i + ventana])
        y.append(datos[i + ventana:i + ventana + horizonte])  # Horizonte multivariado
    return np.array(X), np.array(y)

# Función de predicción y evaluación de métricas en el conjunto de validación
def evaluar_validacion(variable, X_train, y_train, X_val, y_val, hiperparametros, horizonte):
    n_neuronas = hiperparametros['n_neuronas']
    dropout = hiperparametros['dropout']
    batch_size = hiperparametros['batch_size']
    
    modelo = crear_modelo_mlp(n_neuronas, dropout, horizonte)
    modelo.fit(X_train, y_train, epochs=5, batch_size=batch_size, verbose=0)  # Épocas reducidas para prueba

    # Predicción para el conjunto de validación
    y_pred_val = modelo.predict(X_val)
    
    # Cálculo de métricas
    mae = mean_absolute_error(y_val, y_pred_val)
    mse = mean_squared_error(y_val, y_pred_val)
    rmse = np.sqrt(mse)
    mape = np.mean(np.abs((y_val - y_pred_val) / y_val)) * 100
    r2 = r2_score(y_val, y_pred_val)

    return mae, mse, rmse, mape, r2

# Aplicación para cada variable, ventana y horizonte
ventanas = [7, 14, 21, 28]
horizontes = [7, 14, 21, 28]
resultados = {}

for variable in mejores_hiperparametros.keys():
    print(f"\n\nVariable: {variable}")
    resultados[variable] = {}
    datos_variable = df[variable].values  # Obtener datos de la variable

    for ventana in ventanas:
        print(f"\nVentana: {ventana}")
        mae_total, mse_total, rmse_total, mape_total, r2_total = 0, 0, 0, 0, 0
        contador_modelos = 0

        for horizonte in horizontes:
            # Crear pliegues
            X, y = crear_pliegues(datos_variable, ventana, horizonte)
            train_size = int(0.6 * len(X))
            val_size = int(0.2 * len(X))

            X_train, y_train = X[:train_size], y[:train_size]
            X_val, y_val = X[train_size:train_size + val_size], y[train_size:train_size + val_size]
            
            # Evaluar y obtener métricas del conjunto de validación
            mae, mse, rmse, mape, r2 = evaluar_validacion(
                variable, X_train, y_train, X_val, y_val,
                mejores_hiperparametros[variable], horizonte
            )

            # Sumar métricas de cada modelo
            mae_total += mae
            mse_total += mse
            rmse_total += rmse
            mape_total += mape
            r2_total += r2
            contador_modelos += 1

        # Promediar métricas para la ventana actual
        mae_prom = mae_total / contador_modelos
        mse_prom = mse_total / contador_modelos
        rmse_prom = rmse_total / contador_modelos
        mape_prom = mape_total / contador_modelos
        r2_prom = r2_total / contador_modelos

        # Guardar promedios de métricas en el diccionario de resultados
        resultados[variable][ventana] = {
            'MAE': mae_prom,
            'MSE': mse_prom,
            'RMSE': rmse_prom,
            'MAPE': mape_prom,
            'R2': r2_prom
        }

# Mostrar resultados finales
for variable, ventanas_result in resultados.items():
    print(f"\nResultados para la variable: {variable}")
    for ventana, metricas in ventanas_result.items():
        print(f"Ventana: {ventana} - MAE: {metricas['MAE']}, MSE: {metricas['MSE']}, RMSE: {metricas['RMSE']}, "
              f"MAPE: {metricas['MAPE']}%, R2: {metricas['R2']}")

Variable: Price

Ventana: 7
32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

Ventana: 14

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

Ventana: 21

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

Ventana: 28

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step


Variable: At

Ventana: 7

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

Ventana: 14

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

Ventana: 21

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

Ventana: 28

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 7ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 8ms/step


Variable: Volatilidad_7

Ventana: 7

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step

Ventana: 14

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 12ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 9ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 1s 13ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step

Ventana: 21

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 1s 14ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 11ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step

Ventana: 28

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 10ms/step

c:\Users\Maestriadatos\miniconda3\envs\ml_venv\lib\site-packages\keras\src\layers\core\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

31/31 ━━━━━━━━━━━━━━━━━━━━ 0s 13ms/step

Resultados para la variable: Price
Ventana: 7 - MAE: 52.429749256805735, MSE: 11636.034029115419, RMSE: 105.98636377844994, MAPE: 14.50207370825553%, R2: 0.7629643583702872
Ventana: 14 - MAE: 57.66290372750589, MSE: 13000.27787048967, RMSE: 112.75753649598043, MAPE: 16.06071361974621%, R2: 0.7357168064299013
Ventana: 21 - MAE: 62.39725035232689, MSE: 14034.45345200479, RMSE: 117.62707757320317, MAPE: 17.37289177197477%, R2: 0.7153370063230329
Ventana: 28 - MAE: 59.902540868845215, MSE: 13955.196555078028, RMSE: 116.82326363187049, MAPE: 17.19049822894336%, R2: 0.7176836697180635

Resultados para la variable: At
Ventana: 7 - MAE: 1.703477854850643, MSE: 3.5677825098832603, RMSE: 1.8888306660431107, MAPE: 125.93242977008296%, R2: -1.9417580422761083
Ventana: 14 - MAE: 1.705288764108054, MSE: 3.5800668927600547, RMSE: 1.8920334080053047, MAPE: 125.72276075950955%, R2: -1.9461564006100533
Ventana: 21 - MAE: 1.700505413105176, MSE: 3.5644926827365255, RMSE: 1.887888184114564, MAPE: 125.817144438323%, R2: -1.9265419323995627
Ventana: 28 - MAE: 1.7026290859536728, MSE: 3.575909955576291, RMSE: 1.8909664045884558, MAPE: 125.54659700252527%, R2: -1.9287341585313797

Resultados para la variable: Volatilidad_7
Ventana: 7 - MAE: 0.026275983314973637, MSE: 0.004331239618520272, RMSE: 0.06581213250711111, MAPE: 65.5492258174744%, R2: -0.03889559082866546
Ventana: 14 - MAE: 0.026409927712967667, MSE: 0.00435453315331258, RMSE: 0.06598886307370153, MAPE: 65.48591408976472%, R2: -0.040019866508773656
Ventana: 21 - MAE: 0.02661378641224816, MSE: 0.004376262492516893, RMSE: 0.06615273388513473, MAPE: 66.07946820181526%, R2: -0.03937564873544348
Ventana: 28 - MAE: 0.026750241102813953, MSE: 0.004408690556390705, RMSE: 0.06639728390954784, MAPE: 65.65798553383149%, R2: -0.04098488679360599

Deep learning 2

# import ipdb

def create_windows(ts, window_size, train_steps, validation_steps, test_steps):
    #ipdb.set_trace()

    segment_size_ = window_size + train_steps + validation_steps + test_steps

    start = (len(ts)//segment_size_) * segment_size_

    ts0 = ts[-start:]

    Xtrains, ytrains, Xvalids, yvalids, Xtests, ytests = [], [], [], [], [], []

    i = 0
    while (len(ts0) - i + 1) >= segment_size_:
        X, y = [], []
        for _ in range(train_steps):
            X.append(ts0[i:i + window_size])
            y.append(ts0[i + window_size])
            i += 1
        Xtrains.append(X)
        ytrains.append(y)

        X, y = [], []
        for _ in range(validation_steps):
            X.append(ts0[i:i + window_size])
            y.append(ts0[i + window_size])
            i += 1
        Xvalids.append(X)
        yvalids.append(y)

        X, y = [], []
        for _ in range(test_steps):
            X.append(ts0[i:i + window_size])
            y.append(ts0[i + window_size])
            i += 1
        Xtests.append(X)
        ytests.append(y)

    return np.array(Xtrains), np.array(ytrains), np.array(Xvalids), np.array(yvalids), np.array(Xtests), np.array(ytests)

import matplotlib.pyplot as plt
import numpy as np

# Definir las combinaciones de tamaños de ventana y tamaños de paso de entrenamiento
window_sizes = [7, 14, 21, 28]
training_step_sizes = [7, 14, 21, 28]
validation_steps = 14
test_steps = 14

# Inicializar el gráfico
fig, ax = plt.subplots(figsize=(12, 8))

# Configurar parámetros de estilo para los pliegues
train_color = 'red'
val_color = 'blue'
test_color = 'green'

# Coordenadas iniciales
y_offset = 0

for window_size in window_sizes:
    for train_steps in training_step_sizes:
        # Coordenadas de inicio y final para los segmentos
        train_start = 0
        train_end = train_steps
        val_start = train_end
        val_end = val_start + validation_steps
        test_start = val_end
        test_end = test_start + test_steps
        
        # Graficar pliegues de entrenamiento, validación y prueba
        ax.plot(range(train_start, train_end), [y_offset] * (train_end - train_start), color=train_color, linewidth=2, label='Train' if y_offset == 0 else "")
        ax.plot(range(val_start, val_end), [y_offset] * (val_end - val_start), color=val_color, linewidth=2, label='Validation' if y_offset == 0 else "")
        ax.plot(range(test_start, test_end), [y_offset] * (test_end - test_start), color=test_color, linewidth=2, label='Test' if y_offset == 0 else "")
        
        # Etiquetas con dimensiones
        ax.text(train_start + (train_end - train_start) / 2, y_offset + 0.2, f"dim(X_train) = ({train_steps}, {window_size})", ha='center', color=train_color, fontsize=9)
        ax.text(val_start + (val_end - val_start) / 2, y_offset + 0.2, f"dim(X_val) = ({validation_steps}, {window_size})", ha='center', color=val_color, fontsize=9)
        ax.text(test_start + (test_end - test_start) / 2, y_offset + 0.2, f"dim(X_test) = ({test_steps}, {window_size})", ha='center', color=test_color, fontsize=9)
        
        # Incrementar el offset vertical para el siguiente grupo
        y_offset -= 1

# Configurar los ejes y leyenda
ax.set_xlabel('Time Index')
ax.set_yticks([])
ax.legend(loc='upper right')
ax.set_title("Visualización de Pliegues para Diferentes Tamaños de Ventana y Paso de Entrenamiento")

plt.show()

import numpy as np
import matplotlib.pyplot as plt

def visualize_windows(ts, window_size, train_steps, validation_steps, test_steps):
    # Calcular el tamaño del segmento
    segment_size_ = window_size + train_steps + validation_steps + test_steps
    
    # Definir el punto de inicio para cortar la serie temporal
    start = (len(ts) // segment_size_) * segment_size_
    ts0 = ts[-start:]
    
    fig, ax = plt.subplots(figsize=(12, 6))
    
    # Graficar toda la serie temporal
    ax.plot(range(len(ts)), ts, label='Serie Temporal Completa', color='lightgray')
    
    # Indicar el conjunto de entrenamiento, validación y prueba
    colors = {'train': 'blue', 'validation': 'orange', 'test': 'green'}
    
    i = 0
    count = 0
    while (len(ts0) - i + 1) >= segment_size_:
        # Ventanas de entrenamiento
        for step in range(train_steps):
            x_range = range(i, i + window_size)
            ax.plot(x_range, ts0[i:i + window_size], color=colors['train'], label='Entrenamiento' if count == 0 else "")
            i += 1
        
        # Ventanas de validación
        for step in range(validation_steps):
            x_range = range(i, i + window_size)
            ax.plot(x_range, ts0[i:i + window_size], color=colors['validation'], label='Validación' if count == 0 else "")
            i += 1
        
        # Ventanas de prueba
        for step in range(test_steps):
            x_range = range(i, i + window_size)
            ax.plot(x_range, ts0[i:i + window_size], color=colors['test'], label='Prueba' if count == 0 else "")
            i += 1
        
        count += 1

    # Añadir leyenda y título
    ax.legend(loc='upper right')
    ax.set_title(f'Visualización de ventanas deslizantes\nTamaño ventana: {window_size}, Pasos entrenamiento: {train_steps}, Validación: {validation_steps}, Prueba: {test_steps}')
    plt.xlabel('Índice de Tiempo')
    plt.ylabel('Valor de la Serie Temporal')
    plt.show()

# Crear una serie temporal simulada
ts = np.sin(np.linspace(0, 50, 300))  # Serie temporal de ejemplo

# Parámetros para la visualización
window_size = 10
train_steps = 5
validation_steps = 3
test_steps = 2

# Llamada a la función de visualización
visualize_windows(ts, window_size, train_steps, validation_steps, test_steps)

import numpy as np
import matplotlib.pyplot as plt
import matplotlib.patches as patches

def plot_windowing_structure(window_size, train_steps, validation_steps, test_steps, num_rows=10):
    fig, ax = plt.subplots(figsize=(12, 6))
    
    # Crear una serie temporal de ejemplo
    series_len = num_rows * (train_steps + validation_steps + test_steps)
    ts = np.arange(1, series_len + 1)
    
    # Definir colores
    train_color = 'red'
    val_color = 'blue'
    test_color = 'green'
    
    for row in range(num_rows):
        # Calcular la posición base de inicio para la fila
        start_pos = row * (train_steps + validation_steps + test_steps)
        
        # Entrenamiento
        for i in range(train_steps):
            x_start = start_pos + i
            ax.add_patch(patches.Rectangle((x_start, row), window_size, 1, edgecolor='none', facecolor=train_color))
        
        # Validación
        for i in range(train_steps, train_steps + validation_steps):
            x_start = start_pos + i
            ax.add_patch(patches.Rectangle((x_start, row), window_size, 1, edgecolor='none', facecolor=val_color))
        
        # Prueba
        for i in range(train_steps + validation_steps, train_steps + validation_steps + test_steps):
            x_start = start_pos + i
            ax.add_patch(patches.Rectangle((x_start, row), window_size, 1, edgecolor='none', facecolor=test_color))
    
    # Etiquetas y leyenda
    ax.set_xlim(0, series_len)
    ax.set_ylim(-1, num_rows)
    ax.set_xlabel('Índice de tiempo')
    ax.set_ylabel('Iteraciones (filas)')
    
    # Crear leyenda personalizada
    legend_handles = [
        patches.Patch(color=train_color, label='Entrenamiento'),
        patches.Patch(color=val_color, label='Validación'),
        patches.Patch(color=test_color, label='Prueba')
    ]
    ax.legend(handles=legend_handles)
    
    plt.title(f'Estructura de ventanas deslizantes: {window_size} pasos por ventana')
    plt.grid(False)
    plt.show()

# Parámetros de ventana
window_size = 7
train_steps = 14
validation_steps = 7
test_steps = 7

# Llamar a la función para graficar la estructura de las ventanas
plot_windowing_structure(window_size, train_steps, validation_steps, test_steps, num_rows=5)

import torch
import torch.nn as nn
import torch.optim as optim
from sklearn.preprocessing import MinMaxScaler
from torch.utils.data import DataLoader, TensorDataset
from sklearn.metrics import r2_score
import itertools
import os
import yfinance as yf
import pandas as pd
import warnings
warnings.filterwarnings("ignore")
import numpy as np
from matplotlib import pyplot as plt
import seaborn as sns
from statsmodels.graphics.tsaplots import plot_acf, plot_pacf

from sklearn.metrics import mean_absolute_percentage_error, mean_squared_error, r2_score
from scipy.stats import kurtosis, skew, jarque_bera
from statsmodels.tsa.stattools import adfuller, kpss
import matplotlib.pyplot as plt
import seaborn as sns
import statsmodels.api as sm
from scipy.stats import kurtosistest, skewtest, jarque_bera
from statsmodels.tsa.arima.model import ARIMA

# Function to calculate MAPE, RMSE, and R² adj
def calculate_metrics(y_true, y_pred, n, p):
    y_true = y_true.flatten()
    y_pred = y_pred.flatten()
    mape = np.mean(np.abs((y_true - y_pred) / y_true)) * 100
    rmse = np.sqrt(np.mean((y_true - y_pred) ** 2))
    ss_res = np.sum((y_true - y_pred) ** 2)
    ss_tot = np.sum((y_true - np.mean(y_true)) ** 2)
    r2 = 1 - (ss_res / ss_tot)
    r2_adj = 1 - ((1 - r2) * (n - 1) / (n - p - 1))
    return mape, rmse, r2, r2_adj

# Function to evaluate the model and create a dataframe row
def evaluate_and_create_row(model, data_loader, criterion, scaler, window_size, model_name):
    model.eval()
    all_predictions = []
    all_targets = []
    with torch.no_grad():
        for X_batch, y_batch in data_loader:
            outputs = model(X_batch)
            all_predictions.append(outputs)
            all_targets.append(y_batch)

    # Concatenate all predictions and targets
    all_predictions = torch.cat(all_predictions, dim=0).cpu().numpy()
    all_targets = torch.cat(all_targets, dim=0).cpu().numpy()

    all_predictions = scaler.inverse_transform(all_predictions.reshape(-1, 1))
    all_targets = scaler.inverse_transform(all_targets.reshape(-1, 1))

    n = len(all_targets)
    p = window_size
    mape, rmse, r2, r2_adj = calculate_metrics(np.concatenate(all_targets), np.concatenate(all_predictions), n, p)

    metrics_df = pd.DataFrame({
        'Model': [model_name],
        'MAPE': [mape],
        'RMSE': [rmse],
        'R²': [r2],
        'R² adj': [r2_adj]
    })

    return all_predictions, all_targets, metrics_df

class LSTMModel(nn.Module):
    def __init__(self, input_size, hidden_size, output_size, num_layers):
        super(LSTMModel, self).__init__()
        self.num_layers = num_layers
        self.hidden_size = hidden_size
        self.lstm = nn.LSTM(input_size, hidden_size, num_layers, batch_first=True)
        self.fc = nn.Linear(hidden_size, output_size)

    def forward(self, x):
        h_0 = torch.zeros(self.num_layers, x.size(0), self.hidden_size).to(x.device)
        c_0 = torch.zeros(self.num_layers, x.size(0), self.hidden_size).to(x.device)

        out, _ = self.lstm(x, (h_0, c_0))
        out = self.fc(out)  # Apply fully connected layer to each time step
        return out

import pandas as pd
import numpy as np
from statsmodels.graphics.tsaplots import plot_acf
import matplotlib.pyplot as plt
from statsmodels.api import qqplot
from statsmodels.tsa.stattools import acf
from statsmodels.stats.diagnostic import normal_ad
from scipy import stats

# Normalize the data
# Ruta del archivo CSV
BHdata = "C:\\Users\\Maestriadatos\\Documents\\lizcanollerenaparcial\\docs\\bitcoinhistoricaldata.csv"
df = pd.read_csv(BHdata)
# Convertir la columna 'Price', 'Open', 'High', 'Low' eliminando comas y convirtiendo a float
df['Price'] = df['Price'].str.replace(',', '').astype(float)
df['Open'] = df['Open'].str.replace(',', '').astype(float)
df['High'] = df['High'].str.replace(',', '').astype(float)
df['Low'] = df['Low'].str.replace(',', '').astype(float)

# Convertir la columna 'Vol.' eliminando comas, reemplazando 'K' por 'e3' (miles) y 'M' por 'e6' (millones), luego convertir a numérico
df['Vol.'] = df['Vol.'].str.replace('K', 'e3').str.replace('M', 'e6').str.replace(',', '')
df['Vol.'] = pd.to_numeric(df['Vol.'], errors='coerce')

# Convertir la columna 'Change %' eliminando el símbolo '%' y convirtiendo a float
df['Change %'] = df['Change %'].str.replace('%', '').astype(float)
# Cargar los datos
scaler = MinMaxScaler(feature_range=(0, 1))
btc_close_scaled = scaler.fit_transform(df.Price.values.reshape(-1, 1))

# Convert to tensor
btc_close_tensor = torch.FloatTensor(btc_close_scaled).view(-1)
shared_folder_path = "C:\\Users\\Maestriadatos\\Documents\\lizcanollerenaparcial\\docs"
files = os.listdir(shared_folder_path)
print(files)

['bitcoinhistoricaldata.csv', 'intro.md', 'logo.png', 'lstm_modelAt_14_14.pth', 'lstm_modelAt_14_21.pth', 'lstm_modelAt_14_28.pth', 'lstm_modelAt_14_7.pth', 'lstm_modelAt_21_14.pth', 'lstm_modelAt_21_21.pth', 'lstm_modelAt_21_28.pth', 'lstm_modelAt_21_7.pth', 'lstm_modelAt_28_14.pth', 'lstm_modelAt_28_21.pth', 'lstm_modelAt_28_28.pth', 'lstm_modelAt_28_7.pth', 'lstm_modelAt_7_14.pth', 'lstm_modelAt_7_21.pth', 'lstm_modelAt_7_28.pth', 'lstm_modelAt_7_7.pth', 'lstm_modelVol7_14_14.pth', 'lstm_modelVol7_14_21.pth', 'lstm_modelVol7_14_28.pth', 'lstm_modelVol7_14_7.pth', 'lstm_modelVol7_21_14.pth', 'lstm_modelVol7_21_21.pth', 'lstm_modelVol7_21_28.pth', 'lstm_modelVol7_21_7.pth', 'lstm_modelVol7_28_14.pth', 'lstm_modelVol7_28_21.pth', 'lstm_modelVol7_28_28.pth', 'lstm_modelVol7_28_7.pth', 'lstm_modelVol7_7_14.pth', 'lstm_modelVol7_7_21.pth', 'lstm_modelVol7_7_28.pth', 'lstm_modelVol7_7_7.pth', 'lstm_model_14_14.pth', 'lstm_model_14_21.pth', 'lstm_model_14_28.pth', 'lstm_model_14_7.pth', 'lstm_model_21_14.pth', 'lstm_model_21_21.pth', 'lstm_model_21_28.pth', 'lstm_model_21_7.pth', 'lstm_model_28_14.pth', 'lstm_model_28_21.pth', 'lstm_model_28_28.pth', 'lstm_model_28_7.pth', 'lstm_model_7_14.pth', 'lstm_model_7_21.pth', 'lstm_model_7_28.pth', 'lstm_model_7_7.pth', 'markdown-notebooks.md', 'markdown.md', 'notebooks.ipynb', 'references.bib', 'requirements.txt', '_config.yml', '_toc.yml']

window_sizes = [7, 14, 21, 28]
training_step_sizes = [7, 14, 21, 28]

columns = ['Model', 'MAPE', 'RMSE', 'R²', 'R² adj']

lstm_result_df = pd.DataFrame(columns=columns)

device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')

print(f'Device: {device}')

for window_size, train_steps in itertools.product(window_sizes, training_step_sizes):
    # Create windows
    print(f'Window Size: {window_size}, Training Step Size: {train_steps}')

    model_name = f'lstm_model_{window_size}_{train_steps}.pth'

    if os.path.exists(os.path.join(shared_folder_path, model_name)):
        checkpoint = torch.load(os.path.join(shared_folder_path, model_name))
        valid_metrics_df = checkpoint['valid_metrics_df']
        lstm_result_df = pd.concat([lstm_result_df, valid_metrics_df], ignore_index=True)
        continue

    validation_steps = 14
    test_steps = 14

    # Create windows
    Xtrains, ytrains, Xvalids, yvalids, Xtests, ytests = create_windows(btc_close_tensor, window_size, train_steps, validation_steps, test_steps)

    # Reshape the data to match the required input shape
    Xtrains = torch.tensor(Xtrains, dtype=torch.float32).view(-1, train_steps, window_size).to(device)
    ytrains = torch.tensor(ytrains, dtype=torch.float32).view(-1, train_steps, 1).to(device)
    Xvalids = torch.tensor(Xvalids, dtype=torch.float32).view(-1, validation_steps, window_size).to(device)
    yvalids = torch.tensor(yvalids, dtype=torch.float32).view(-1, validation_steps, 1).to(device)
    Xtests = torch.tensor(Xtests, dtype=torch.float32).view(-1, test_steps, window_size).to(device)
    ytests = torch.tensor(ytests, dtype=torch.float32).view(-1, test_steps, 1).to(device)


    train_dataset = TensorDataset(Xtrains, ytrains)
    valid_dataset = TensorDataset(Xvalids, yvalids)
    test_dataset = TensorDataset(Xtests, ytests)

    # batch_size = Xtrains.shape[0]  # Ensure batch_size matches the first dimension of Xtrains
    batch_size = 1
    train_loader_original = DataLoader(train_dataset, batch_size=batch_size, shuffle=False)
    train_loader = DataLoader(train_dataset, batch_size=batch_size, shuffle=True)
    valid_loader = DataLoader(valid_dataset, batch_size=batch_size, shuffle=False)
    test_loader = DataLoader(test_dataset, batch_size=batch_size, shuffle=False)


    # Model Parameters
    input_size = window_size
    hidden_size = 25
    output_size = 1
    num_layers = 6

    model = LSTMModel(input_size, hidden_size, output_size, num_layers).to(device)

    # Training parameters
    num_epochs = 100
    learning_rate = 0.001

    # Loss and optimizer
    criterion = nn.MSELoss()
    optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate)

    # Training loop
    for epoch in range(num_epochs):
        model.train()
        epoch_loss = 0
        for X_batch, y_batch in train_loader:
            optimizer.zero_grad()  # Zero out the gradients for the next batch
            outputs = model(X_batch)
            loss = criterion(outputs, y_batch)
            loss.backward()  # Backpropagation
            optimizer.step()  # Optimize the weights
            epoch_loss += loss.item()

        if (epoch + 1) % 10 == 0:
            avg_loss = epoch_loss / len(train_loader)
            print(f'Epoch [{epoch + 1}/{num_epochs}], Loss: {avg_loss:.4f}')

    _, _, valid_metrics_df = evaluate_and_create_row(model, valid_loader, criterion, scaler, window_size, model_name)

    lstm_result_df = pd.concat([lstm_result_df, valid_metrics_df], ignore_index=True)

    torch.save({
        'input_size': input_size,
        'hidden_size': hidden_size,
        'output_size': output_size,
        'num_layers': num_layers,
        'state_dict': model.state_dict(),
        'test_loader': test_loader,
        'valid_metrics_df': valid_metrics_df
    }, os.path.join(shared_folder_path, model_name))

    print("Model saved successfully!")

Device: cpu
Window Size: 7, Training Step Size: 7
Window Size: 7, Training Step Size: 14
Window Size: 7, Training Step Size: 21
Window Size: 7, Training Step Size: 28
Window Size: 14, Training Step Size: 7
Window Size: 14, Training Step Size: 14
Window Size: 14, Training Step Size: 21
Window Size: 14, Training Step Size: 28
Window Size: 21, Training Step Size: 7
Window Size: 21, Training Step Size: 14
Window Size: 21, Training Step Size: 21
Window Size: 21, Training Step Size: 28
Window Size: 28, Training Step Size: 7
Window Size: 28, Training Step Size: 14
Window Size: 28, Training Step Size: 21
Window Size: 28, Training Step Size: 28

model_with_min_r2_adj = lstm_result_df.loc[lstm_result_df['R² adj'].idxmax(), 'Model']
print(f"Model with the smallest R² adjusted: {model_with_min_r2_adj}")
model = LSTMModel(input_size, hidden_size, output_size, num_layers).to(device)

checkpoint = torch.load(os.path.join(shared_folder_path, model_with_min_r2_adj))

input_size = checkpoint['input_size']
hidden_size = checkpoint['hidden_size']
output_size = checkpoint['output_size']
num_layers = checkpoint['num_layers']
test_loader = checkpoint['test_loader']

lstm_model = LSTMModel(input_size, hidden_size, output_size, num_layers)

lstm_model.load_state_dict(checkpoint['state_dict'])
lstm_model.to(device)
print("Model loaded successfully!")

Model with the smallest R² adjusted: lstm_model_14_21.pth
Model loaded successfully!

lstm_result_df

	Model	MAPE	RMSE	R²	R² adj
0	lstm_model_7_7.pth	13823.792969	3889.401367	0.939962	0.939749
1	lstm_model_7_14.pth	8316.774414	1277.516479	0.993282	0.993254
2	lstm_model_7_21.pth	9519.721680	2633.489014	0.970614	0.970467
3	lstm_model_7_28.pth	8158.646484	1525.957520	0.989754	0.989695
4	lstm_model_14_7.pth	9025.233398	2417.115479	0.975942	0.975771
5	lstm_model_14_14.pth	3142.239990	954.562744	0.996184	0.996151
6	lstm_model_14_21.pth	2346.378418	911.253235	0.996390	0.996354
7	lstm_model_14_28.pth	8347.414062	1983.402710	0.982615	0.982415
8	lstm_model_21_7.pth	10256.427734	2825.454102	0.966234	0.965871
9	lstm_model_21_14.pth	23891.451172	1722.454346	0.987155	0.986990
10	lstm_model_21_21.pth	20530.283203	1048.479858	0.995303	0.995233
11	lstm_model_21_28.pth	6618.501953	1443.454102	0.990350	0.990180
12	lstm_model_28_7.pth	35114.261719	2558.657227	0.971567	0.971158
13	lstm_model_28_14.pth	13888.269531	2208.796875	0.978633	0.978261
14	lstm_model_28_21.pth	18652.074219	1173.737305	0.993867	0.993742
15	lstm_model_28_28.pth	23398.820312	1144.378540	0.994465	0.994336

En los resultados obtenidos con los modelos LSTM para la predicción del precio de Bitcoin, se puede notar que el rendimiento varía significativamente en función del tamaño de la ventana y el horizonte de predicción. En general, los modelos con una ventana de 14 días tienden a ofrecer las mejores métricas, como el caso del modelo con ventana y horizonte de 14 días (lstm_model_14_14.pth) que obtuvo el MAPE más bajo (3142.24) y un R² cercano a 1 (0.996184), lo que indica una alta precisión en sus predicciones.

Los modelos con ventanas de 7 y 21 días también muestran buenos resultados, pero hay más variabilidad en el error. Por ejemplo, el modelo con ventana de 7 días y horizonte de 14 (lstm_model_7_14.pth) presenta un error menor (MAPE de 8316.77) en comparación con el mismo modelo con horizonte de 21 días (lstm_model_7_21.pth), que tiene un MAPE mayor (9519.72).

Finalmente, los modelos con ventanas de 28 días tienen más dificultad para mantener una precisión constante, especialmente en los horizontes más cortos, como se observa en el modelo lstm_model_28_7.pth, que tiene un MAPE muy elevado (35114.26), lo que indica una menor capacidad para capturar las variaciones del precio en esos intervalos.

# Loss and optimizer
criterion = nn.MSELoss()


def count_parameters(model):
    return sum(p.numel() for p in model.parameters() if p.requires_grad)

def calculate_adjusted_r2(all_targets, all_predictions, model):
    n = len(all_targets)
    k = count_parameters(model)  # Total number of trainable parameters

    r2 = r2_score(all_targets, all_predictions)
    r2_adj = 1 - (1 - r2) * (n - 1) / (n - k - 1)

    print(f"R²: {r2:.4f}")
    print(f"R² adjusted: {r2_adj:.4f}")
    print(f"Number of trainable parameters: {k}")
    print(f"Nunmber of measures : {n}")

    return r2_adj

def evaluate_model_residues(model, data_loader, criterion):
    model.eval()
    all_predictions = []
    all_targets = []
    with torch.no_grad():
        for X_batch, y_batch in data_loader:
            outputs = model(X_batch)
            all_predictions.append(outputs)
            all_targets.append(y_batch)

    # Concatenate all predictions and targets
    all_predictions = torch.cat(all_predictions, dim=0).cpu().numpy().reshape(-1)
    all_targets = torch.cat(all_targets, dim=0).cpu().numpy().reshape(-1)

    residues = all_targets - all_predictions

    # Calculate statistics
    mape = mean_absolute_percentage_error(all_targets, all_predictions)
    rmse = np.sqrt(mean_squared_error(all_targets, all_predictions))
    r2 = r2_score(all_targets, all_predictions)

    kurt_stat, kurt_p_value = kurtosistest(residues)
    skew_stat, skew_p_value = skewtest(residues)
    jb_stat, jb_p_value = jarque_bera(residues)
    adf_stat, adf_p_value, _, _, _, _ = adfuller(residues)
    kpss_stat, kpss_p_value, _, _ = kpss(residues)

    results = {
        'MAPE': mape,
        'RMSE': rmse,
        # 'R2 adj': r2_adj,
        'R2': r2,
        'Kurtosis (statistic)': kurt_stat,
        'Kurtosis (p-value)': kurt_p_value,
        'Skewness (statistic)': skew_stat,
        'Skewness (p-value)': skew_p_value,
        'Jarque-Bera (statistic)': jb_stat,
        'Jarque-Bera (p-value)': jb_p_value,
        'Dickey Fuller (statistic)': adf_stat,
        'Dickey Fuller (p-value)': adf_p_value,
        'KPSS test (statistic)': kpss_stat,
        'KPSS test (p-value)': kpss_p_value
    }

    results_df = pd.DataFrame.from_dict(results, orient='index', columns=['Value'])

    # Plotting the time series of residues
    plt.figure(figsize=(10, 6))
    plt.plot(residues)
    plt.title('Time Series of Residues')
    plt.xlabel('Time')
    plt.ylabel('Residues')
    plt.show()

    # Plotting the histogram of residues
    plt.figure(figsize=(10, 6))
    sns.histplot(residues, kde=True)
    plt.title('Histogram of Residues')
    plt.xlabel('Residues')
    plt.ylabel('Frequency')
    plt.show()

    # Q-Q plot of residues
    plt.figure(figsize=(10, 6))
    sm.qqplot(residues, line='s')
    plt.title('Q-Q Plot of Residues')
    plt.show()

    # ACF plot of residues
    plt.figure(figsize=(10, 6))
    sm.graphics.tsa.plot_acf(residues, lags=40)
    plt.title('Autocorrelation Function (ACF) of Residues')
    plt.show()

    return residues, results_df

residues, results_df = evaluate_model_residues(lstm_model, test_loader, criterion)
results_df

<Figure size 1000x600 with 0 Axes>

<Figure size 1000x600 with 0 Axes>

	Value
MAPE	9.413034e+10
RMSE	1.179102e-02
R2	9.968290e-01
Kurtosis (statistic)	1.727034e+01
Kurtosis (p-value)	7.867481e-67
Skewness (statistic)	-1.122920e+01
Skewness (p-value)	2.931350e-29
Jarque-Bera (statistic)	1.030804e+04
Jarque-Bera (p-value)	0.000000e+00
Dickey Fuller (statistic)	-8.623177e+00
Dickey Fuller (p-value)	6.027746e-14
KPSS test (statistic)	3.385352e-01
KPSS test (p-value)	1.000000e-01

test_predictions, test_targets, test_metrics_df = evaluate_and_create_row(lstm_model, test_loader, criterion, scaler, window_size, "MLP")
plt.plot(test_predictions.reshape(-1), label='test_predictions')
plt.plot(test_targets.reshape(-1), label='test_targets')
plt.legend()
plt.show()
test_metrics_df

	Model	MAPE	RMSE	R²	R² adj
0	MLP	2427.556885	861.525208	0.996829	0.996765

LSTM Retornos acumulados

# Eliminar las filas con valores nulos en la columna 'Price'
df.dropna(subset=['Price'], inplace=True)

# Calcular el retorno diario Rt
df['Rt'] = (df['Price'] - df['Price'].shift(1)) / df['Price'].shift(1)

# Calcular el retorno acumulado diario At
df['At'] = df['Rt'].cumsum()

# Función para calcular la volatilidad usando ventanas móviles
def calcular_volatilidad(data, ventana):
    """
    Esta función calcula la volatilidad (desviación estándar) 
    de los retornos diarios utilizando una ventana móvil.
    """
    return data['Rt'].rolling(window=ventana).std()

# Calcular volatilidad para diferentes ventanas
ventanas = [7, 14, 21, 28]
for ventana in ventanas:
    df[f'Volatilidad_{ventana}'] = calcular_volatilidad(df, ventana)



# Cargar los datos
scaler = MinMaxScaler(feature_range=(0, 1))
btc_At_scaled = scaler.fit_transform(df.At.values.reshape(-1, 1))

# Convert to tensor
btc_At_tensor = torch.FloatTensor(btc_At_scaled).view(-1)
shared_folder_path = "C:\\Users\\Maestriadatos\\Documents\\lizcanollerenaparcial\\docs"
files = os.listdir(shared_folder_path)
print(files)

['bitcoinhistoricaldata.csv', 'intro.md', 'logo.png', 'lstm_modelAt_14_14.pth', 'lstm_modelAt_14_21.pth', 'lstm_modelAt_14_28.pth', 'lstm_modelAt_14_7.pth', 'lstm_modelAt_21_14.pth', 'lstm_modelAt_21_21.pth', 'lstm_modelAt_21_28.pth', 'lstm_modelAt_21_7.pth', 'lstm_modelAt_28_14.pth', 'lstm_modelAt_28_21.pth', 'lstm_modelAt_28_28.pth', 'lstm_modelAt_28_7.pth', 'lstm_modelAt_7_14.pth', 'lstm_modelAt_7_21.pth', 'lstm_modelAt_7_28.pth', 'lstm_modelAt_7_7.pth', 'lstm_modelVol7_14_14.pth', 'lstm_modelVol7_14_21.pth', 'lstm_modelVol7_14_28.pth', 'lstm_modelVol7_14_7.pth', 'lstm_modelVol7_21_14.pth', 'lstm_modelVol7_21_21.pth', 'lstm_modelVol7_21_28.pth', 'lstm_modelVol7_21_7.pth', 'lstm_modelVol7_28_14.pth', 'lstm_modelVol7_28_21.pth', 'lstm_modelVol7_28_28.pth', 'lstm_modelVol7_28_7.pth', 'lstm_modelVol7_7_14.pth', 'lstm_modelVol7_7_21.pth', 'lstm_modelVol7_7_28.pth', 'lstm_modelVol7_7_7.pth', 'lstm_model_14_14.pth', 'lstm_model_14_21.pth', 'lstm_model_14_28.pth', 'lstm_model_14_7.pth', 'lstm_model_21_14.pth', 'lstm_model_21_21.pth', 'lstm_model_21_28.pth', 'lstm_model_21_7.pth', 'lstm_model_28_14.pth', 'lstm_model_28_21.pth', 'lstm_model_28_28.pth', 'lstm_model_28_7.pth', 'lstm_model_7_14.pth', 'lstm_model_7_21.pth', 'lstm_model_7_28.pth', 'lstm_model_7_7.pth', 'markdown-notebooks.md', 'markdown.md', 'notebooks.ipynb', 'references.bib', 'requirements.txt', '_config.yml', '_toc.yml']

window_sizes = [7, 14, 21, 28]
training_step_sizes = [7, 14, 21, 28]

columns = ['Model', 'MAPE', 'RMSE', 'R²', 'R² adj']

lstm_result_df = pd.DataFrame(columns=columns)

device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')

print(f'Device: {device}')

for window_size, train_steps in itertools.product(window_sizes, training_step_sizes):
    # Create windows
    print(f'Window Size: {window_size}, Training Step Size: {train_steps}')

    model_name = f'lstm_modelAt_{window_size}_{train_steps}.pth'

    if os.path.exists(os.path.join(shared_folder_path, model_name)):
        checkpoint = torch.load(os.path.join(shared_folder_path, model_name))
        valid_metrics_df = checkpoint['valid_metrics_df']
        lstm_result_df = pd.concat([lstm_result_df, valid_metrics_df], ignore_index=True)
        continue

    validation_steps = 14
    test_steps = 14

    # Create windows
    Xtrains, ytrains, Xvalids, yvalids, Xtests, ytests = create_windows(btc_At_tensor, window_size, train_steps, validation_steps, test_steps)

    # Reshape the data to match the required input shape
    Xtrains = torch.tensor(Xtrains, dtype=torch.float32).view(-1, train_steps, window_size).to(device)
    ytrains = torch.tensor(ytrains, dtype=torch.float32).view(-1, train_steps, 1).to(device)
    Xvalids = torch.tensor(Xvalids, dtype=torch.float32).view(-1, validation_steps, window_size).to(device)
    yvalids = torch.tensor(yvalids, dtype=torch.float32).view(-1, validation_steps, 1).to(device)
    Xtests = torch.tensor(Xtests, dtype=torch.float32).view(-1, test_steps, window_size).to(device)
    ytests = torch.tensor(ytests, dtype=torch.float32).view(-1, test_steps, 1).to(device)


    train_dataset = TensorDataset(Xtrains, ytrains)
    valid_dataset = TensorDataset(Xvalids, yvalids)
    test_dataset = TensorDataset(Xtests, ytests)

    # batch_size = Xtrains.shape[0]  # Ensure batch_size matches the first dimension of Xtrains
    batch_size = 16
    train_loader_original = DataLoader(train_dataset, batch_size=batch_size, shuffle=False)
    train_loader = DataLoader(train_dataset, batch_size=batch_size, shuffle=True)
    valid_loader = DataLoader(valid_dataset, batch_size=batch_size, shuffle=False)
    test_loader = DataLoader(test_dataset, batch_size=batch_size, shuffle=False)


    # Model Parameters
    input_size = window_size
    hidden_size = 5
    output_size = 1
    num_layers = 6

    model = LSTMModel(input_size, hidden_size, output_size, num_layers).to(device)

    # Training parameters
    num_epochs = 100
    learning_rate = 0.001

    # Loss and optimizer
    criterion = nn.MSELoss()
    optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate)

    # Training loop
    for epoch in range(num_epochs):
        model.train()
        epoch_loss = 0
        for X_batch, y_batch in train_loader:
            optimizer.zero_grad()  # Zero out the gradients for the next batch
            outputs = model(X_batch)
            loss = criterion(outputs, y_batch)
            loss.backward()  # Backpropagation
            optimizer.step()  # Optimize the weights
            epoch_loss += loss.item()

        if (epoch + 1) % 10 == 0:
            avg_loss = epoch_loss / len(train_loader)
            print(f'Epoch [{epoch + 1}/{num_epochs}], Loss: {avg_loss:.4f}')

    _, _, valid_metrics_df = evaluate_and_create_row(model, valid_loader, criterion, scaler, window_size, model_name)

    lstm_result_df = pd.concat([lstm_result_df, valid_metrics_df], ignore_index=True)

    torch.save({
        'input_size': input_size,
        'hidden_size': hidden_size,
        'output_size': output_size,
        'num_layers': num_layers,
        'state_dict': model.state_dict(),
        'test_loader': test_loader,
        'valid_metrics_df': valid_metrics_df
    }, os.path.join(shared_folder_path, model_name))

    print("Model saved successfully!")

Device: cpu
Window Size: 7, Training Step Size: 7
Window Size: 7, Training Step Size: 14
Window Size: 7, Training Step Size: 21
Window Size: 7, Training Step Size: 28
Window Size: 14, Training Step Size: 7
Window Size: 14, Training Step Size: 14
Window Size: 14, Training Step Size: 21
Window Size: 14, Training Step Size: 28
Window Size: 21, Training Step Size: 7
Window Size: 21, Training Step Size: 14
Window Size: 21, Training Step Size: 21
Window Size: 21, Training Step Size: 28
Window Size: 28, Training Step Size: 7
Window Size: 28, Training Step Size: 14
Window Size: 28, Training Step Size: 21
Window Size: 28, Training Step Size: 28

lstm_result_df

	Model	MAPE	RMSE	R²	R² adj
0	lstm_modelAt_7_7.pth	76.911530	0.308117	0.944188	0.943991
1	lstm_modelAt_7_14.pth	73.137489	0.524841	0.836854	0.836160
2	lstm_modelAt_7_21.pth	228.004532	0.879214	0.543819	0.541548
3	lstm_modelAt_7_28.pth	294.488953	1.497455	-0.344227	-0.351914
4	lstm_modelAt_14_7.pth	115.428879	0.835289	0.590325	0.587418
5	lstm_modelAt_14_14.pth	78.023338	0.372065	0.917499	0.916794
6	lstm_modelAt_14_21.pth	176.888351	0.757989	0.658089	0.654667
7	lstm_modelAt_14_28.pth	201.702637	0.509021	0.847431	0.845676
8	lstm_modelAt_21_7.pth	96.139023	0.355213	0.924604	0.923793
9	lstm_modelAt_21_14.pth	100.701965	0.468056	0.871907	0.870257
10	lstm_modelAt_21_21.pth	101.409386	0.703727	0.710726	0.706362
11	lstm_modelAt_21_28.pth	355.159363	1.482051	-0.311112	-0.334133
12	lstm_modelAt_28_7.pth	76.436249	0.355997	0.925336	0.924261
13	lstm_modelAt_28_14.pth	121.831467	0.547822	0.821311	0.818202
14	lstm_modelAt_28_21.pth	130.495758	0.669949	0.737431	0.732068
15	lstm_modelAt_28_28.pth	302.191559	0.956602	0.462024	0.449503

En los resultados de los modelos LSTM para la predicción de los retornos acumulados del Bitcoin, se observa un comportamiento desigual dependiendo del tamaño de la ventana y del horizonte de predicción. Los modelos con ventanas de 7 y 28 días presentan un buen desempeño en horizontes cortos, con MAPE relativamente bajos, como en el caso del modelo lstm_modelAt_7_7.pth (MAPE de 76.91 y R² de 0.944) y el lstm_modelAt_28_7.pth (MAPE de 76.44 y R² de 0.925).

Sin embargo, los horizontes más largos, especialmente en ventanas de 7 y 21 días, presentan una clara degradación en la precisión. Por ejemplo, el modelo lstm_modelAt_7_28.pth tiene un MAPE elevado (294.49) y un R² negativo (-0.344), lo que sugiere que no está capturando bien las tendencias.

En contraste, el modelo lstm_modelAt_14_14.pth muestra un equilibrio sólido entre precisión y error (MAPE de 78.02 y R² de 0.917), lo que sugiere que una ventana de 14 días es adecuada para predecir con mayor precisión en horizontes intermedios.

En general, los resultados indican que el rendimiento es más estable en horizontes más cortos, mientras que en horizontes largos los errores crecen significativamente, especialmente con ventanas pequeñas como de 7 días.

model_with_min_r2_adj = lstm_result_df.loc[lstm_result_df['R² adj'].idxmax(), 'Model']
print(f"Model with the smallest R² adjusted: {model_with_min_r2_adj}")

checkpoint = torch.load(os.path.join(shared_folder_path, model_with_min_r2_adj))

input_size = checkpoint['input_size']
hidden_size = checkpoint['hidden_size']
output_size = checkpoint['output_size']
num_layers = checkpoint['num_layers']
test_loader = checkpoint['test_loader']

lstm_model = LSTMModel(input_size, hidden_size, output_size, num_layers)

lstm_model.load_state_dict(checkpoint['state_dict'])
lstm_model.to(device)
print("Model loaded successfully!")

Model with the smallest R² adjusted: lstm_modelAt_7_7.pth
Model loaded successfully!

def count_parameters(model):
    return sum(p.numel() for p in model.parameters() if p.requires_grad)

def calculate_adjusted_r2(all_targets, all_predictions, model):
    n = len(all_targets)
    k = count_parameters(model)  # Total number of trainable parameters

    r2 = r2_score(all_targets, all_predictions)
    r2_adj = 1 - (1 - r2) * (n - 1) / (n - k - 1)

    print(f"R²: {r2:.4f}")
    print(f"R² adjusted: {r2_adj:.4f}")
    print(f"Number of trainable parameters: {k}")
    print(f"Nunmber of measures : {n}")

    return r2_adj

def evaluate_model_residues(model, data_loader, criterion):
    model.eval()
    all_predictions = []
    all_targets = []
    with torch.no_grad():
        for X_batch, y_batch in data_loader:
            outputs = model(X_batch)
            all_predictions.append(outputs)
            all_targets.append(y_batch)

    # Concatenate all predictions and targets
    all_predictions = torch.cat(all_predictions, dim=0).cpu().numpy().reshape(-1)
    all_targets = torch.cat(all_targets, dim=0).cpu().numpy().reshape(-1)

    residues = all_targets - all_predictions

    # Calculate statistics
    mape = mean_absolute_percentage_error(all_targets, all_predictions)
    rmse = np.sqrt(mean_squared_error(all_targets, all_predictions))
    r2 = r2_score(all_targets, all_predictions)

    kurt_stat, kurt_p_value = kurtosistest(residues)
    skew_stat, skew_p_value = skewtest(residues)
    jb_stat, jb_p_value = jarque_bera(residues)
    adf_stat, adf_p_value, _, _, _, _ = adfuller(residues)
    kpss_stat, kpss_p_value, _, _ = kpss(residues)

    results = {
        'MAPE': mape,
        'RMSE': rmse,
        # 'R2 adj': r2_adj,
        'R2': r2,
        'Kurtosis (statistic)': kurt_stat,
        'Kurtosis (p-value)': kurt_p_value,
        'Skewness (statistic)': skew_stat,
        'Skewness (p-value)': skew_p_value,
        'Jarque-Bera (statistic)': jb_stat,
        'Jarque-Bera (p-value)': jb_p_value,
        'Dickey Fuller (statistic)': adf_stat,
        'Dickey Fuller (p-value)': adf_p_value,
        'KPSS test (statistic)': kpss_stat,
        'KPSS test (p-value)': kpss_p_value
    }

    results_df = pd.DataFrame.from_dict(results, orient='index', columns=['Value'])

    # Plotting the time series of residues
    plt.figure(figsize=(10, 6))
    plt.plot(residues)
    plt.title('Time Series of Residues')
    plt.xlabel('Time')
    plt.ylabel('Residues')
    plt.show()

    # Plotting the histogram of residues
    plt.figure(figsize=(10, 6))
    sns.histplot(residues, kde=True)
    plt.title('Histogram of Residues')
    plt.xlabel('Residues')
    plt.ylabel('Frequency')
    plt.show()

    # Q-Q plot of residues
    plt.figure(figsize=(10, 6))
    sm.qqplot(residues, line='s')
    plt.title('Q-Q Plot of Residues')
    plt.show()

    # ACF plot of residues
    plt.figure(figsize=(10, 6))
    sm.graphics.tsa.plot_acf(residues, lags=40)
    plt.title('Autocorrelation Function (ACF) of Residues')
    plt.show()

    return residues, results_df

residues, results_df = evaluate_model_residues(lstm_model, test_loader, criterion)
results_df

<Figure size 1000x600 with 0 Axes>

<Figure size 1000x600 with 0 Axes>

	Value
MAPE	1.129741e-01
RMSE	5.282082e-02
R2	9.442247e-01
Kurtosis (statistic)	1.152170e+01
Kurtosis (p-value)	1.025685e-30
Skewness (statistic)	-1.131176e+01
Skewness (p-value)	1.147666e-29
Jarque-Bera (statistic)	7.737599e+02
Jarque-Bera (p-value)	9.553780e-169
Dickey Fuller (statistic)	-5.154163e+00
Dickey Fuller (p-value)	1.089810e-05
KPSS test (statistic)	1.750138e+00
KPSS test (p-value)	1.000000e-02

test_predictions, test_targets, test_metrics_df = evaluate_and_create_row(lstm_model, test_loader, criterion, scaler, window_size, "MLP")

plt.plot(test_predictions.reshape(-1), label='test_predictions')
plt.plot(test_targets.reshape(-1), label='test_targets')
plt.legend()
plt.show()
test_metrics_df

	Model	MAPE	RMSE	R²	R² adj
0	MLP	95.904259	0.306169	0.944225	0.943428

Volatilidad

# Cargar los datos
scaler = MinMaxScaler(feature_range=(0, 1))
btc_Vol_scaled = scaler.fit_transform(df.Volatilidad_14.values.reshape(-1, 1))

# Convert to tensor
btc_Vol_tensor = torch.FloatTensor(btc_Vol_scaled).view(-1)
shared_folder_path = "C:\\Users\\Maestriadatos\\Documents\\lizcanollerenaparcial\\docs"
files = os.listdir(shared_folder_path)
print(files)

['bitcoinhistoricaldata.csv', 'intro.md', 'logo.png', 'lstm_modelAt_14_14.pth', 'lstm_modelAt_14_21.pth', 'lstm_modelAt_14_28.pth', 'lstm_modelAt_14_7.pth', 'lstm_modelAt_21_14.pth', 'lstm_modelAt_21_21.pth', 'lstm_modelAt_21_28.pth', 'lstm_modelAt_21_7.pth', 'lstm_modelAt_28_14.pth', 'lstm_modelAt_28_21.pth', 'lstm_modelAt_28_28.pth', 'lstm_modelAt_28_7.pth', 'lstm_modelAt_7_14.pth', 'lstm_modelAt_7_21.pth', 'lstm_modelAt_7_28.pth', 'lstm_modelAt_7_7.pth', 'lstm_modelVol7_14_14.pth', 'lstm_modelVol7_14_21.pth', 'lstm_modelVol7_14_28.pth', 'lstm_modelVol7_14_7.pth', 'lstm_modelVol7_21_14.pth', 'lstm_modelVol7_21_21.pth', 'lstm_modelVol7_21_28.pth', 'lstm_modelVol7_21_7.pth', 'lstm_modelVol7_28_14.pth', 'lstm_modelVol7_28_21.pth', 'lstm_modelVol7_28_28.pth', 'lstm_modelVol7_28_7.pth', 'lstm_modelVol7_7_14.pth', 'lstm_modelVol7_7_21.pth', 'lstm_modelVol7_7_28.pth', 'lstm_modelVol7_7_7.pth', 'lstm_model_14_14.pth', 'lstm_model_14_21.pth', 'lstm_model_14_28.pth', 'lstm_model_14_7.pth', 'lstm_model_21_14.pth', 'lstm_model_21_21.pth', 'lstm_model_21_28.pth', 'lstm_model_21_7.pth', 'lstm_model_28_14.pth', 'lstm_model_28_21.pth', 'lstm_model_28_28.pth', 'lstm_model_28_7.pth', 'lstm_model_7_14.pth', 'lstm_model_7_21.pth', 'lstm_model_7_28.pth', 'lstm_model_7_7.pth', 'markdown-notebooks.md', 'markdown.md', 'notebooks.ipynb', 'references.bib', 'requirements.txt', '_config.yml', '_toc.yml']

window_sizes = [7, 14, 21, 28]
training_step_sizes = [7, 14, 21, 28]

columns = ['Model', 'MAPE', 'RMSE', 'R²', 'R² adj']

lstm_result_df = pd.DataFrame(columns=columns)

device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')

print(f'Device: {device}')

for window_size, train_steps in itertools.product(window_sizes, training_step_sizes):
    # Create windows
    print(f'Window Size: {window_size}, Training Step Size: {train_steps}')

    model_name = f'lstm_modelVol7_{window_size}_{train_steps}.pth'

    if os.path.exists(os.path.join(shared_folder_path, model_name)):
        checkpoint = torch.load(os.path.join(shared_folder_path, model_name))
        valid_metrics_df = checkpoint['valid_metrics_df']
        lstm_result_df = pd.concat([lstm_result_df, valid_metrics_df], ignore_index=True)
        continue

    validation_steps = 14
    test_steps = 14

    # Create windows
    Xtrains, ytrains, Xvalids, yvalids, Xtests, ytests = create_windows(btc_Vol_tensor, window_size, train_steps, validation_steps, test_steps)

    # Reshape the data to match the required input shape
    Xtrains = torch.tensor(Xtrains, dtype=torch.float32).view(-1, train_steps, window_size).to(device)
    ytrains = torch.tensor(ytrains, dtype=torch.float32).view(-1, train_steps, 1).to(device)
    Xvalids = torch.tensor(Xvalids, dtype=torch.float32).view(-1, validation_steps, window_size).to(device)
    yvalids = torch.tensor(yvalids, dtype=torch.float32).view(-1, validation_steps, 1).to(device)
    Xtests = torch.tensor(Xtests, dtype=torch.float32).view(-1, test_steps, window_size).to(device)
    ytests = torch.tensor(ytests, dtype=torch.float32).view(-1, test_steps, 1).to(device)


    train_dataset = TensorDataset(Xtrains, ytrains)
    valid_dataset = TensorDataset(Xvalids, yvalids)
    test_dataset = TensorDataset(Xtests, ytests)

    # batch_size = Xtrains.shape[0]  # Ensure batch_size matches the first dimension of Xtrains
    batch_size = 16
    train_loader_original = DataLoader(train_dataset, batch_size=batch_size, shuffle=False)
    train_loader = DataLoader(train_dataset, batch_size=batch_size, shuffle=True)
    valid_loader = DataLoader(valid_dataset, batch_size=batch_size, shuffle=False)
    test_loader = DataLoader(test_dataset, batch_size=batch_size, shuffle=False)


    # Model Parameters
    input_size = window_size
    hidden_size = 10
    output_size = 1
    num_layers = 6

    model = LSTMModel(input_size, hidden_size, output_size, num_layers).to(device)

    # Training parameters
    num_epochs = 500
    learning_rate = 0.001

    # Loss and optimizer
    criterion = nn.MSELoss()
    optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate)

    # Training loop
    for epoch in range(num_epochs):
        model.train()
        epoch_loss = 0
        for X_batch, y_batch in train_loader:
            optimizer.zero_grad()  # Zero out the gradients for the next batch
            outputs = model(X_batch)
            loss = criterion(outputs, y_batch)
            loss.backward()  # Backpropagation
            optimizer.step()  # Optimize the weights
            epoch_loss += loss.item()

        if (epoch + 1) % 10 == 0:
            avg_loss = epoch_loss / len(train_loader)
            print(f'Epoch [{epoch + 1}/{num_epochs}], Loss: {avg_loss:.4f}')

    _, _, valid_metrics_df = evaluate_and_create_row(model, valid_loader, criterion, scaler, window_size, model_name)

    lstm_result_df = pd.concat([lstm_result_df, valid_metrics_df], ignore_index=True)

    torch.save({
        'input_size': input_size,
        'hidden_size': hidden_size,
        'output_size': output_size,
        'num_layers': num_layers,
        'state_dict': model.state_dict(),
        'test_loader': test_loader,
        'valid_metrics_df': valid_metrics_df
    }, os.path.join(shared_folder_path, model_name))

    print("Model saved successfully!")

Device: cpu
Window Size: 7, Training Step Size: 7
Window Size: 7, Training Step Size: 14
Window Size: 7, Training Step Size: 21
Window Size: 7, Training Step Size: 28
Window Size: 14, Training Step Size: 7
Window Size: 14, Training Step Size: 14
Window Size: 14, Training Step Size: 21
Window Size: 14, Training Step Size: 28
Window Size: 21, Training Step Size: 7
Window Size: 21, Training Step Size: 14
Window Size: 21, Training Step Size: 21
Window Size: 21, Training Step Size: 28
Window Size: 28, Training Step Size: 7
Window Size: 28, Training Step Size: 14
Window Size: 28, Training Step Size: 21
Window Size: 28, Training Step Size: 28

lstm_result_df

	Model	MAPE	RMSE	R²	R² adj
0	lstm_modelVol7_7_7.pth	NaN	NaN	NaN	NaN
1	lstm_modelVol7_7_14.pth	NaN	NaN	NaN	NaN
2	lstm_modelVol7_7_21.pth	inf	0.009812	0.934868	0.934544
3	lstm_modelVol7_7_28.pth	inf	0.010353	0.918447	0.917981
4	lstm_modelVol7_14_7.pth	NaN	NaN	NaN	NaN
5	lstm_modelVol7_14_14.pth	inf	0.011278	0.919143	0.918451
6	lstm_modelVol7_14_21.pth	inf	0.011576	0.955416	0.954970
7	lstm_modelVol7_14_28.pth	inf	0.009288	0.943184	0.942531
8	lstm_modelVol7_21_7.pth	inf	0.016467	0.897493	0.896391
9	lstm_modelVol7_21_14.pth	inf	0.009220	0.951912	0.951292
10	lstm_modelVol7_21_21.pth	inf	0.009250	0.942412	0.941543
11	lstm_modelVol7_21_28.pth	inf	0.009156	0.927440	0.926166
12	lstm_modelVol7_28_7.pth	inf	0.018234	0.777704	0.774504
13	lstm_modelVol7_28_14.pth	inf	0.015729	0.899186	0.897432
14	lstm_modelVol7_28_21.pth	inf	0.014149	0.866485	0.863758
15	lstm_modelVol7_28_28.pth	inf	0.013695	0.935259	0.933753

model_with_min_r2_adj = lstm_result_df.loc[lstm_result_df['R² adj'].idxmax(), 'Model']
print(f"Model with the smallest R² adjusted: {model_with_min_r2_adj}")

checkpoint = torch.load(os.path.join(shared_folder_path, model_with_min_r2_adj))

input_size = checkpoint['input_size']
hidden_size = checkpoint['hidden_size']
output_size = checkpoint['output_size']
num_layers = checkpoint['num_layers']
test_loader = checkpoint['test_loader']

lstm_model = LSTMModel(input_size, hidden_size, output_size, num_layers)

lstm_model.load_state_dict(checkpoint['state_dict'])
lstm_model.to(device)
print("Model loaded successfully!")

Model with the smallest R² adjusted: lstm_modelVol7_14_21.pth
Model loaded successfully!

def count_parameters(model):
    return sum(p.numel() for p in model.parameters() if p.requires_grad)

def calculate_adjusted_r2(all_targets, all_predictions, model):
    n = len(all_targets)
    k = count_parameters(model)  # Total number of trainable parameters

    r2 = r2_score(all_targets, all_predictions)
    r2_adj = 1 - (1 - r2) * (n - 1) / (n - k - 1)

    print(f"R²: {r2:.4f}")
    print(f"R² adjusted: {r2_adj:.4f}")
    print(f"Number of trainable parameters: {k}")
    print(f"Nunmber of measures : {n}")

    return r2_adj

def evaluate_model_residues(model, data_loader, criterion):
    model.eval()
    all_predictions = []
    all_targets = []
    with torch.no_grad():
        for X_batch, y_batch in data_loader:
            outputs = model(X_batch)
            all_predictions.append(outputs)
            all_targets.append(y_batch)

    # Concatenate all predictions and targets
    all_predictions = torch.cat(all_predictions, dim=0).cpu().numpy().reshape(-1)
    all_targets = torch.cat(all_targets, dim=0).cpu().numpy().reshape(-1)

    residues = all_targets - all_predictions

    # Calculate statistics
    mape = mean_absolute_percentage_error(all_targets, all_predictions)
    rmse = np.sqrt(mean_squared_error(all_targets, all_predictions))
    r2 = r2_score(all_targets, all_predictions)

    kurt_stat, kurt_p_value = kurtosistest(residues)
    skew_stat, skew_p_value = skewtest(residues)
    jb_stat, jb_p_value = jarque_bera(residues)
    adf_stat, adf_p_value, _, _, _, _ = adfuller(residues)
    kpss_stat, kpss_p_value, _, _ = kpss(residues)

    results = {
        'MAPE': mape,
        'RMSE': rmse,
        # 'R2 adj': r2_adj,
        'R2': r2,
        'Kurtosis (statistic)': kurt_stat,
        'Kurtosis (p-value)': kurt_p_value,
        'Skewness (statistic)': skew_stat,
        'Skewness (p-value)': skew_p_value,
        'Jarque-Bera (statistic)': jb_stat,
        'Jarque-Bera (p-value)': jb_p_value,
        'Dickey Fuller (statistic)': adf_stat,
        'Dickey Fuller (p-value)': adf_p_value,
        'KPSS test (statistic)': kpss_stat,
        'KPSS test (p-value)': kpss_p_value
    }

    results_df = pd.DataFrame.from_dict(results, orient='index', columns=['Value'])

    # Plotting the time series of residues
    plt.figure(figsize=(10, 6))
    plt.plot(residues)
    plt.title('Time Series of Residues')
    plt.xlabel('Time')
    plt.ylabel('Residues')
    plt.show()

    # Plotting the histogram of residues
    plt.figure(figsize=(10, 6))
    sns.histplot(residues, kde=True)
    plt.title('Histogram of Residues')
    plt.xlabel('Residues')
    plt.ylabel('Frequency')
    plt.show()

    # Q-Q plot of residues
    plt.figure(figsize=(10, 6))
    sm.qqplot(residues, line='s')
    plt.title('Q-Q Plot of Residues')
    plt.show()

    # ACF plot of residues
    plt.figure(figsize=(10, 6))
    sm.graphics.tsa.plot_acf(residues, lags=40)
    plt.title('Autocorrelation Function (ACF) of Residues')
    plt.show()

    return residues, results_df

residues, results_df = evaluate_model_residues(lstm_model, test_loader, criterion)
results_df

<Figure size 1000x600 with 0 Axes>

<Figure size 1000x600 with 0 Axes>

	Value
MAPE	1.182938e+12
RMSE	1.904038e-02
R2	9.357085e-01
Kurtosis (statistic)	2.404808e+01
Kurtosis (p-value)	8.743369e-128
Skewness (statistic)	2.729375e+01
Skewness (p-value)	5.031937e-164
Jarque-Bera (statistic)	5.722462e+05
Jarque-Bera (p-value)	0.000000e+00
Dickey Fuller (statistic)	-1.396510e+01
Dickey Fuller (p-value)	4.447721e-26
KPSS test (statistic)	1.102532e-01
KPSS test (p-value)	1.000000e-01

test_predictions, test_targets, test_metrics_df = evaluate_and_create_row(lstm_model, test_loader, criterion, scaler, window_size, "LSTM")
plt.plot(test_predictions.reshape(-1), label='test_predictions')
plt.plot(test_targets.reshape(-1), label='test_targets')
plt.legend()
plt.show()
test_metrics_df

	Model	MAPE	RMSE	R²	R² adj
0	LSTM	inf	0.009774	0.935709	0.934409

Modelo MLP Precio

class MLPModel(nn.Module):
    def __init__(self, input_size, hidden_size, output_size):
        super(MLPModel, self).__init__()
        self.fc1 = nn.Linear(input_size, hidden_size)
        self.relu = nn.ReLU()
        self.fc2 = nn.Linear(hidden_size, hidden_size)
        self.fc3 = nn.Linear(hidden_size, output_size)

    def forward(self, x):
        out = self.fc1(x)
        out = self.relu(out)
        out = self.fc2(out)
        out = self.relu(out)
        out = self.fc3(out)
        return out

window_sizes = [7, 14, 21, 28]
training_step_sizes = [7, 14, 21, 28]
validation_steps = 14
test_steps = 14

columns = ['Model', 'MAPE', 'RMSE', 'R²', 'R² adj']

mlp_result_df = pd.DataFrame(columns=columns)

device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')

print(f'Device: {device}')

for window_size, train_steps in itertools.product(window_sizes, training_step_sizes):

    print(f'Window Size: {window_size}, Training Step Size: {train_steps}')

    model_name = f'mlp_model_{window_size}_{train_steps}.pth'

    if os.path.exists(os.path.join(shared_folder_path, model_name)):
        checkpoint = torch.load(os.path.join(shared_folder_path, model_name))
        valid_metrics_df = checkpoint['valid_metrics_df']
        mlp_result_df = pd.concat([mlp_result_df, valid_metrics_df], ignore_index=True)
        continue

    Xtrains, ytrains, Xvalids, yvalids, Xtests, ytests = create_windows(btc_close_tensor, window_size, train_steps, validation_steps, test_steps)

    Xtrains = torch.tensor(Xtrains, dtype=torch.float32).view(-1, train_steps, window_size).to(device)
    ytrains = torch.tensor(ytrains, dtype=torch.float32).view(-1, train_steps, 1).to(device)
    Xvalids = torch.tensor(Xvalids, dtype=torch.float32).view(-1, validation_steps, window_size).to(device)
    yvalids = torch.tensor(yvalids, dtype=torch.float32).view(-1, validation_steps, 1).to(device)
    Xtests = torch.tensor(Xtests, dtype=torch.float32).view(-1, test_steps, window_size).to(device)
    ytests = torch.tensor(ytests, dtype=torch.float32).view(-1, test_steps, 1).to(device)


    train_dataset = TensorDataset(Xtrains, ytrains)
    valid_dataset = TensorDataset(Xvalids, yvalids)
    test_dataset = TensorDataset(Xtests, ytests)

    batch_size = 1
    train_loader_original = DataLoader(train_dataset, batch_size=batch_size, shuffle=False)
    train_loader = DataLoader(train_dataset, batch_size=batch_size, shuffle=True)
    valid_loader = DataLoader(valid_dataset, batch_size=batch_size, shuffle=False)
    test_loader = DataLoader(test_dataset, batch_size=batch_size, shuffle=False)

    input_size = window_size  # Each feature is a single value (univariate time series)
    hidden_size = 50
    output_size = 1

    model = MLPModel(input_size, hidden_size, output_size).to(device)

    num_epochs = 10
    learning_rate = 0.01

    criterion = nn.MSELoss()
    optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate)

    for epoch in range(num_epochs):
        model.train()
        epoch_loss = 0
        for X_batch, y_batch in train_loader:
            optimizer.zero_grad()  # Zero out the gradients for the next batch
            outputs = model(X_batch)
            loss = criterion(outputs, y_batch)
            loss.backward()  # Backpropagation
            optimizer.step()  # Optimize the weights
            epoch_loss += loss.item()

        if (epoch + 1) % 10 == 0:
            avg_loss = epoch_loss / len(train_loader)
            print(f'Epoch [{epoch + 1}/{num_epochs}], Loss: {avg_loss:.4f}')

    model_name = f'mlp_model_{window_size}_{train_steps}.pth'

    _, _, valid_metrics_df = evaluate_and_create_row(model, valid_loader, criterion, scaler, window_size, model_name)

    mlp_result_df = pd.concat([mlp_result_df, valid_metrics_df], ignore_index=True)

    torch.save({
        'input_size': input_size,
        'hidden_size': hidden_size,
        'output_size': output_size,
        'num_layers': num_layers,
        'test_loader': test_loader,
        'valid_metrics_df': valid_metrics_df,
        'state_dict': model.state_dict()
    }, os.path.join(shared_folder_path, model_name))

Device: cpu
Window Size: 7, Training Step Size: 7
Epoch [10/10], Loss: 0.0007
Window Size: 7, Training Step Size: 14
Epoch [10/10], Loss: 0.0013
Window Size: 7, Training Step Size: 21
Epoch [10/10], Loss: 0.0020
Window Size: 7, Training Step Size: 28
Epoch [10/10], Loss: 0.0021
Window Size: 14, Training Step Size: 7
Epoch [10/10], Loss: 0.0006
Window Size: 14, Training Step Size: 14
Epoch [10/10], Loss: 0.0142
Window Size: 14, Training Step Size: 21
Epoch [10/10], Loss: 0.0011
Window Size: 14, Training Step Size: 28
Epoch [10/10], Loss: 0.0019
Window Size: 21, Training Step Size: 7
Epoch [10/10], Loss: 0.0008
Window Size: 21, Training Step Size: 14
Epoch [10/10], Loss: 0.0029
Window Size: 21, Training Step Size: 21
Epoch [10/10], Loss: 0.0019
Window Size: 21, Training Step Size: 28
Epoch [10/10], Loss: 0.0009
Window Size: 28, Training Step Size: 7
Epoch [10/10], Loss: 0.0014
Window Size: 28, Training Step Size: 14
Epoch [10/10], Loss: 0.0231
Window Size: 28, Training Step Size: 21
Epoch [10/10], Loss: 0.0044
Window Size: 28, Training Step Size: 28
Epoch [10/10], Loss: 0.0008

mlp_result_df

	Model	MAPE	RMSE	R²	R² adj
0	mlp_model_7_7.pth	inf	0.025140	0.949181	0.949001
1	mlp_model_7_14.pth	inf	0.011176	0.989584	0.989540
2	mlp_model_7_21.pth	inf	0.013194	0.985055	0.984981
3	mlp_model_7_28.pth	inf	0.026817	0.935885	0.935518
4	mlp_model_14_7.pth	inf	0.017676	0.973935	0.973750
5	mlp_model_14_14.pth	inf	0.038839	0.872002	0.870908
6	mlp_model_14_21.pth	inf	0.013422	0.984133	0.983974
7	mlp_model_14_28.pth	inf	0.040673	0.851882	0.850178
8	mlp_model_21_7.pth	inf	0.009296	0.992595	0.992515
9	mlp_model_21_14.pth	inf	0.010690	0.989977	0.989847
10	mlp_model_21_21.pth	inf	0.010882	0.989750	0.989596
11	mlp_model_21_28.pth	inf	0.040342	0.847280	0.844599
12	mlp_model_28_7.pth	inf	0.017345	0.973526	0.973145
13	mlp_model_28_14.pth	inf	0.048571	0.790669	0.787026
14	mlp_model_28_21.pth	inf	0.030094	0.918313	0.916645
15	mlp_model_28_28.pth	inf	0.014633	0.981662	0.981235

# Identify the model with the smallest R² adjusted value
model_with_min_r2_adj = mlp_result_df.loc[mlp_result_df['R² adj'].idxmax(), 'Model']
print(f"Model with the smallest R² adjusted: {model_with_min_r2_adj}")

checkpoint = torch.load(os.path.join(shared_folder_path, model_with_min_r2_adj))

input_size = checkpoint['input_size']
hidden_size = checkpoint['hidden_size']
output_size = checkpoint['output_size']
num_layers = checkpoint['num_layers']
test_loader = checkpoint['test_loader']

mlp_model = MLPModel(input_size, hidden_size, output_size)

mlp_model.load_state_dict(checkpoint['state_dict'])
mlp_model.to(device)
print("Model loaded successfully!")

residues, results_df = evaluate_model_residues(mlp_model, test_loader, criterion)
results_df

Model with the smallest R² adjusted: mlp_model_21_7.pth
Model loaded successfully!

<Figure size 1000x600 with 0 Axes>

<Figure size 1000x600 with 0 Axes>

	Value
MAPE	7.532919e+09
RMSE	2.381426e-02
R2	9.868507e-01
Kurtosis (statistic)	2.063350e+01
Kurtosis (p-value)	1.373410e-94
Skewness (statistic)	1.927037e+01
Skewness (p-value)	9.524825e-83
Jarque-Bera (statistic)	1.706187e+04
Jarque-Bera (p-value)	0.000000e+00
Dickey Fuller (statistic)	-7.743513e+00
Dickey Fuller (p-value)	1.046633e-11
KPSS test (statistic)	2.732382e-01
KPSS test (p-value)	1.000000e-01

test_predictions, test_targets, test_metrics_df = evaluate_and_create_row(mlp_model, test_loader, criterion, scaler, window_size, "MLP")
plt.plot(test_predictions.reshape(-1), label='test_predictions')
plt.plot(test_targets.reshape(-1), label='test_targets')
plt.legend()
plt.show()
test_metrics_df

	Model	MAPE	RMSE	R²	R² adj
0	MLP	inf	0.012224	0.986851	0.986661

MLP Retornos acumulados

window_sizes = [7, 14, 21, 28]
training_step_sizes = [7, 14, 21, 28]
validation_steps = 14
test_steps = 14

columns = ['Model', 'MAPE', 'RMSE', 'R²', 'R² adj']

mlp_result_df = pd.DataFrame(columns=columns)

device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')

print(f'Device: {device}')

for window_size, train_steps in itertools.product(window_sizes, training_step_sizes):

    print(f'Window Size: {window_size}, Training Step Size: {train_steps}')

    model_name = f'mlp_modelAt_{window_size}_{train_steps}.pth'

    if os.path.exists(os.path.join(shared_folder_path, model_name)):
        checkpoint = torch.load(os.path.join(shared_folder_path, model_name))
        valid_metrics_df = checkpoint['valid_metrics_df']
        mlp_result_dfAt = pd.concat([mlp_result_df, valid_metrics_df], ignore_index=True)
        continue

    Xtrains, ytrains, Xvalids, yvalids, Xtests, ytests = create_windows(btc_At_tensor, window_size, train_steps, validation_steps, test_steps)

    Xtrains = torch.tensor(Xtrains, dtype=torch.float32).view(-1, train_steps, window_size).to(device)
    ytrains = torch.tensor(ytrains, dtype=torch.float32).view(-1, train_steps, 1).to(device)
    Xvalids = torch.tensor(Xvalids, dtype=torch.float32).view(-1, validation_steps, window_size).to(device)
    yvalids = torch.tensor(yvalids, dtype=torch.float32).view(-1, validation_steps, 1).to(device)
    Xtests = torch.tensor(Xtests, dtype=torch.float32).view(-1, test_steps, window_size).to(device)
    ytests = torch.tensor(ytests, dtype=torch.float32).view(-1, test_steps, 1).to(device)


    train_dataset = TensorDataset(Xtrains, ytrains)
    valid_dataset = TensorDataset(Xvalids, yvalids)
    test_dataset = TensorDataset(Xtests, ytests)

    batch_size = 1
    train_loader_original = DataLoader(train_dataset, batch_size=batch_size, shuffle=False)
    train_loader = DataLoader(train_dataset, batch_size=batch_size, shuffle=True)
    valid_loader = DataLoader(valid_dataset, batch_size=batch_size, shuffle=False)
    test_loader = DataLoader(test_dataset, batch_size=batch_size, shuffle=False)

    input_size = window_size  # Each feature is a single value (univariate time series)
    hidden_size = 50
    output_size = 1

    model = MLPModel(input_size, hidden_size, output_size).to(device)

    num_epochs = 10
    learning_rate = 0.1

    criterion = nn.MSELoss()
    optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate)

    for epoch in range(num_epochs):
        model.train()
        epoch_loss = 0
        for X_batch, y_batch in train_loader:
            optimizer.zero_grad()  # Zero out the gradients for the next batch
            outputs = model(X_batch)
            loss = criterion(outputs, y_batch)
            loss.backward()  # Backpropagation
            optimizer.step()  # Optimize the weights
            epoch_loss += loss.item()

        if (epoch + 1) % 10 == 0:
            avg_loss = epoch_loss / len(train_loader)
            print(f'Epoch [{epoch + 1}/{num_epochs}], Loss: {avg_loss:.4f}')

    model_name = f'mlp_model_{window_size}_{train_steps}.pth'

    _, _, valid_metrics_df = evaluate_and_create_row(model, valid_loader, criterion, scaler, window_size, model_name)

    mlp_result_df = pd.concat([mlp_result_df, valid_metrics_df], ignore_index=True)

    torch.save({
        'input_size': input_size,
        'hidden_size': hidden_size,
        'output_size': output_size,
        'num_layers': num_layers,
        'test_loader': test_loader,
        'valid_metrics_df': valid_metrics_df,
        'state_dict': model.state_dict()
    }, os.path.join(shared_folder_path, model_name))

Device: cpu
Window Size: 7, Training Step Size: 7
Epoch [10/10], Loss: 0.0006
Window Size: 7, Training Step Size: 14
Epoch [10/10], Loss: 0.0009
Window Size: 7, Training Step Size: 21
Epoch [10/10], Loss: 0.0005
Window Size: 7, Training Step Size: 28
Epoch [10/10], Loss: 0.0019
Window Size: 14, Training Step Size: 7
Epoch [10/10], Loss: 0.0010
Window Size: 14, Training Step Size: 14
Epoch [10/10], Loss: 0.0016
Window Size: 14, Training Step Size: 21
Epoch [10/10], Loss: 0.0025
Window Size: 14, Training Step Size: 28
Epoch [10/10], Loss: 0.0006
Window Size: 21, Training Step Size: 7
Epoch [10/10], Loss: 0.0024
Window Size: 21, Training Step Size: 14
Epoch [10/10], Loss: 0.0025
Window Size: 21, Training Step Size: 21
Epoch [10/10], Loss: 0.0011
Window Size: 21, Training Step Size: 28
Epoch [10/10], Loss: 0.0007
Window Size: 28, Training Step Size: 7
Epoch [10/10], Loss: 0.0014
Window Size: 28, Training Step Size: 14
Epoch [10/10], Loss: 0.0044
Window Size: 28, Training Step Size: 21
Epoch [10/10], Loss: 0.0012
Window Size: 28, Training Step Size: 28
Epoch [10/10], Loss: 0.0010

mlp_result_df

	Model	MAPE	RMSE	R²	R² adj
0	mlp_model_7_7.pth	2.600650	0.009104	0.993787	0.993765
1	mlp_model_7_14.pth	2.654518	0.008538	0.994494	0.994471
2	mlp_model_7_21.pth	2.787819	0.008258	0.994869	0.994843
3	mlp_model_7_28.pth	19.551395	0.041056	0.871163	0.870427
4	mlp_model_14_7.pth	9.141077	0.028364	0.939768	0.939340
5	mlp_model_14_14.pth	inf	0.011752	0.989505	0.989415
6	mlp_model_14_21.pth	5.164994	0.015296	0.982248	0.982071
7	mlp_model_14_28.pth	inf	0.009398	0.993369	0.993293
8	mlp_model_21_7.pth	inf	0.027327	0.943104	0.942492
9	mlp_model_21_14.pth	8.551211	0.023637	0.958346	0.957810
10	mlp_model_21_21.pth	7.627009	0.018603	0.974225	0.973836
11	mlp_model_21_28.pth	3.340427	0.009426	0.993238	0.993119
12	mlp_model_28_7.pth	6.846010	0.020286	0.969088	0.968643
13	mlp_model_28_14.pth	8.938474	0.027432	0.942869	0.941874
14	mlp_model_28_21.pth	4.546390	0.013368	0.986671	0.986399
15	mlp_model_28_28.pth	17.915838	0.051876	0.798277	0.793581

# Identify the model with the smallest R² adjusted value
model_with_min_r2_adj = mlp_result_df.loc[mlp_result_df['R² adj'].idxmax(), 'Model']
print(f"Model with the smallest R² adjusted: {model_with_min_r2_adj}")

checkpoint = torch.load(os.path.join(shared_folder_path, model_with_min_r2_adj))

input_size = checkpoint['input_size']
hidden_size = checkpoint['hidden_size']
output_size = checkpoint['output_size']
num_layers = checkpoint['num_layers']
test_loader = checkpoint['test_loader']

mlp_model = MLPModel(input_size, hidden_size, output_size)

mlp_model.load_state_dict(checkpoint['state_dict'])
mlp_model.to(device)
print("Model loaded successfully!")

residues, results_df = evaluate_model_residues(mlp_model, test_loader, criterion)
results_df

Model with the smallest R² adjusted: mlp_model_7_21.pth
Model loaded successfully!

<Figure size 1000x600 with 0 Axes>

<Figure size 1000x600 with 0 Axes>

	Value
MAPE	1.810746e+12
RMSE	2.189381e-02
R2	9.888749e-01
Kurtosis (statistic)	1.551890e+01
Kurtosis (p-value)	2.584314e-54
Skewness (statistic)	-1.801163e+01
Skewness (p-value)	1.579174e-72
Jarque-Bera (statistic)	5.248651e+03
Jarque-Bera (p-value)	0.000000e+00
Dickey Fuller (statistic)	-5.766009e+00
Dickey Fuller (p-value)	5.530759e-07
KPSS test (statistic)	2.569018e+00
KPSS test (p-value)	1.000000e-02

test_predictions, test_targets, test_metrics_df = evaluate_and_create_row(mlp_model, test_loader, criterion, scaler, window_size, "MLP")

test_predictions, test_targets, test_metrics_df = evaluate_and_create_row(mlp_model, test_loader, criterion, scaler, window_size, "MLP")
plt.plot(test_predictions.reshape(-1), label='test_predictions')
plt.plot(test_targets.reshape(-1), label='test_targets')
plt.legend()
plt.show()
test_metrics_df

	Model	MAPE	RMSE	R²	R² adj
0	MLP	inf	0.011239	0.988875	0.98865

MLP Volatilidad

window_sizes = [7, 14, 21, 28]
training_step_sizes = [7, 14, 21, 28]
validation_steps = 14
test_steps = 14

columns = ['Model', 'MAPE', 'RMSE', 'R²', 'R² adj']

mlp_result_df = pd.DataFrame(columns=columns)

device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')

print(f'Device: {device}')

for window_size, train_steps in itertools.product(window_sizes, training_step_sizes):

    print(f'Window Size: {window_size}, Training Step Size: {train_steps}')

    model_name = f'mlp_modelVol_{window_size}_{train_steps}.pth'

    if os.path.exists(os.path.join(shared_folder_path, model_name)):
        checkpoint = torch.load(os.path.join(shared_folder_path, model_name))
        valid_metrics_df = checkpoint['valid_metrics_df']
        mlp_result_dfAt = pd.concat([mlp_result_df, valid_metrics_df], ignore_index=True)
        continue

    Xtrains, ytrains, Xvalids, yvalids, Xtests, ytests = create_windows(btc_Vol_tensor, window_size, train_steps, validation_steps, test_steps)

    Xtrains = torch.tensor(Xtrains, dtype=torch.float32).view(-1, train_steps, window_size).to(device)
    ytrains = torch.tensor(ytrains, dtype=torch.float32).view(-1, train_steps, 1).to(device)
    Xvalids = torch.tensor(Xvalids, dtype=torch.float32).view(-1, validation_steps, window_size).to(device)
    yvalids = torch.tensor(yvalids, dtype=torch.float32).view(-1, validation_steps, 1).to(device)
    Xtests = torch.tensor(Xtests, dtype=torch.float32).view(-1, test_steps, window_size).to(device)
    ytests = torch.tensor(ytests, dtype=torch.float32).view(-1, test_steps, 1).to(device)


    train_dataset = TensorDataset(Xtrains, ytrains)
    valid_dataset = TensorDataset(Xvalids, yvalids)
    test_dataset = TensorDataset(Xtests, ytests)

    batch_size = 7
    train_loader_original = DataLoader(train_dataset, batch_size=batch_size, shuffle=False)
    train_loader = DataLoader(train_dataset, batch_size=batch_size, shuffle=True)
    valid_loader = DataLoader(valid_dataset, batch_size=batch_size, shuffle=False)
    test_loader = DataLoader(test_dataset, batch_size=batch_size, shuffle=False)

    input_size = window_size  # Each feature is a single value (univariate time series)
    hidden_size = 50
    output_size = 1

    model = MLPModel(input_size, hidden_size, output_size).to(device)

    num_epochs = 50
    learning_rate = 0.01

    criterion = nn.MSELoss()
    optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate)

    for epoch in range(num_epochs):
        model.train()
        epoch_loss = 0
        for X_batch, y_batch in train_loader:
            optimizer.zero_grad()  # Zero out the gradients for the next batch
            outputs = model(X_batch)
            loss = criterion(outputs, y_batch)
            loss.backward()  # Backpropagation
            optimizer.step()  # Optimize the weights
            epoch_loss += loss.item()

        if (epoch + 1) % 10 == 0:
            avg_loss = epoch_loss / len(train_loader)
            print(f'Epoch [{epoch + 1}/{num_epochs}], Loss: {avg_loss:.4f}')

    model_name = f'mlp_model_{window_size}_{train_steps}.pth'

    _, _, valid_metrics_df = evaluate_and_create_row(model, valid_loader, criterion, scaler, window_size, model_name)

    mlp_result_df = pd.concat([mlp_result_df, valid_metrics_df], ignore_index=True)

    torch.save({
        'input_size': input_size,
        'hidden_size': hidden_size,
        'output_size': output_size,
        'num_layers': num_layers,
        'test_loader': test_loader,
        'valid_metrics_df': valid_metrics_df,
        'state_dict': model.state_dict()
    }, os.path.join(shared_folder_path, model_name))

Device: cpu
Window Size: 7, Training Step Size: 7
Epoch [10/50], Loss: nan
Epoch [20/50], Loss: nan
Epoch [30/50], Loss: nan
Epoch [40/50], Loss: nan
Epoch [50/50], Loss: nan
Window Size: 7, Training Step Size: 14
Epoch [10/50], Loss: nan
Epoch [20/50], Loss: nan
Epoch [30/50], Loss: nan
Epoch [40/50], Loss: nan
Epoch [50/50], Loss: nan
Window Size: 7, Training Step Size: 21
Epoch [10/50], Loss: 0.0004
Epoch [20/50], Loss: 0.0003
Epoch [30/50], Loss: 0.0003
Epoch [40/50], Loss: 0.0004
Epoch [50/50], Loss: 0.0003
Window Size: 7, Training Step Size: 28
Epoch [10/50], Loss: 0.0004
Epoch [20/50], Loss: 0.0005
Epoch [30/50], Loss: 0.0004
Epoch [40/50], Loss: 0.0003
Epoch [50/50], Loss: 0.0004
Window Size: 14, Training Step Size: 7
Epoch [10/50], Loss: nan
Epoch [20/50], Loss: nan
Epoch [30/50], Loss: nan
Epoch [40/50], Loss: nan
Epoch [50/50], Loss: nan
Window Size: 14, Training Step Size: 14
Epoch [10/50], Loss: 0.0010
Epoch [20/50], Loss: 0.0006
Epoch [30/50], Loss: 0.0004
Epoch [40/50], Loss: 0.0003
Epoch [50/50], Loss: 0.0003
Window Size: 14, Training Step Size: 21
Epoch [10/50], Loss: 0.0008
Epoch [20/50], Loss: 0.0005
Epoch [30/50], Loss: 0.0003
Epoch [40/50], Loss: 0.0003
Epoch [50/50], Loss: 0.0004
Window Size: 14, Training Step Size: 28
Epoch [10/50], Loss: 0.0005
Epoch [20/50], Loss: 0.0007
Epoch [30/50], Loss: 0.0003
Epoch [40/50], Loss: 0.0006
Epoch [50/50], Loss: 0.0003
Window Size: 21, Training Step Size: 7
Epoch [10/50], Loss: 0.0007
Epoch [20/50], Loss: 0.0006
Epoch [30/50], Loss: 0.0006
Epoch [40/50], Loss: 0.0003
Epoch [50/50], Loss: 0.0004
Window Size: 21, Training Step Size: 14
Epoch [10/50], Loss: 0.0005
Epoch [20/50], Loss: 0.0005
Epoch [30/50], Loss: 0.0006
Epoch [40/50], Loss: 0.0004
Epoch [50/50], Loss: 0.0008
Window Size: 21, Training Step Size: 21
Epoch [10/50], Loss: 0.0016
Epoch [20/50], Loss: 0.0015
Epoch [30/50], Loss: 0.0005
Epoch [40/50], Loss: 0.0007
Epoch [50/50], Loss: 0.0004
Window Size: 21, Training Step Size: 28
Epoch [10/50], Loss: 0.0007
Epoch [20/50], Loss: 0.0009
Epoch [30/50], Loss: 0.0004
Epoch [40/50], Loss: 0.0004
Epoch [50/50], Loss: 0.0003
Window Size: 28, Training Step Size: 7
Epoch [10/50], Loss: 0.0031
Epoch [20/50], Loss: 0.0021
Epoch [30/50], Loss: 0.0003
Epoch [40/50], Loss: 0.0003
Epoch [50/50], Loss: 0.0007
Window Size: 28, Training Step Size: 14
Epoch [10/50], Loss: 0.0005
Epoch [20/50], Loss: 0.0004
Epoch [30/50], Loss: 0.0008
Epoch [40/50], Loss: 0.0003
Epoch [50/50], Loss: 0.0002
Window Size: 28, Training Step Size: 21
Epoch [10/50], Loss: 0.0006
Epoch [20/50], Loss: 0.0008
Epoch [30/50], Loss: 0.0005
Epoch [40/50], Loss: 0.0003
Epoch [50/50], Loss: 0.0003
Window Size: 28, Training Step Size: 28
Epoch [10/50], Loss: 0.0008
Epoch [20/50], Loss: 0.0004
Epoch [30/50], Loss: 0.0005
Epoch [40/50], Loss: 0.0012
Epoch [50/50], Loss: 0.0007

mlp_result_df

	Model	MAPE	RMSE	R²	R² adj
0	mlp_model_7_7.pth	NaN	NaN	NaN	NaN
1	mlp_model_7_14.pth	NaN	NaN	NaN	NaN
2	mlp_model_7_21.pth	inf	0.008310	0.953283	0.953051
3	mlp_model_7_28.pth	inf	0.008817	0.940854	0.940516
4	mlp_model_14_7.pth	NaN	NaN	NaN	NaN
5	mlp_model_14_14.pth	inf	0.011813	0.911284	0.910526
6	mlp_model_14_21.pth	inf	0.011646	0.954877	0.954425
7	mlp_model_14_28.pth	inf	0.010318	0.929886	0.929080
8	mlp_model_21_7.pth	inf	0.010634	0.957256	0.956797
9	mlp_model_21_14.pth	inf	0.014926	0.873989	0.872366
10	mlp_model_21_21.pth	inf	0.011111	0.916910	0.915657
11	mlp_model_21_28.pth	inf	0.008477	0.937793	0.936701
12	mlp_model_28_7.pth	inf	0.016378	0.820654	0.818073
13	mlp_model_28_14.pth	inf	0.010034	0.958976	0.958262
14	mlp_model_28_21.pth	inf	0.010965	0.919818	0.918181
15	mlp_model_28_28.pth	inf	0.019462	0.869254	0.866211

# Identify the model with the smallest R² adjusted value
model_with_min_r2_adj = mlp_result_df.loc[mlp_result_df['R² adj'].idxmax(), 'Model']
print(f"Model with the smallest R² adjusted: {model_with_min_r2_adj}")

checkpoint = torch.load(os.path.join(shared_folder_path, model_with_min_r2_adj))

input_size = checkpoint['input_size']
hidden_size = checkpoint['hidden_size']
output_size = checkpoint['output_size']
num_layers = checkpoint['num_layers']
test_loader = checkpoint['test_loader']

mlp_model = MLPModel(input_size, hidden_size, output_size)

mlp_model.load_state_dict(checkpoint['state_dict'])
mlp_model.to(device)
print("Model loaded successfully!")

residues, results_df = evaluate_model_residues(mlp_model, test_loader, criterion)
results_df

Model with the smallest R² adjusted: mlp_model_28_14.pth
Model loaded successfully!

<Figure size 1000x600 with 0 Axes>

<Figure size 1000x600 with 0 Axes>

	Value
MAPE	2.255461e+12
RMSE	2.088961e-02
R2	9.272416e-01
Kurtosis (statistic)	2.569269e+01
Kurtosis (p-value)	1.410975e-145
Skewness (statistic)	-2.008551e+01
Skewness (p-value)	9.879929e-90
Jarque-Bera (statistic)	6.136240e+05
Jarque-Bera (p-value)	0.000000e+00
Dickey Fuller (statistic)	-1.652867e+01
Dickey Fuller (p-value)	2.033026e-29
KPSS test (statistic)	5.699540e-01
KPSS test (p-value)	2.591125e-02

test_predictions, test_targets, test_metrics_df = evaluate_and_create_row(mlp_model, test_loader, criterion, scaler, window_size, "MLP")
plt.plot(test_predictions.reshape(-1), label='test_predictions')
plt.plot(test_targets.reshape(-1), label='test_targets')
plt.legend()
plt.show()
test_metrics_df

	Model	MAPE	RMSE	R²	R² adj
0	MLP	inf	0.010723	0.927242	0.925975

RNN Precio

import torch
import torch.nn as nn
import os
import itertools
import pandas as pd
from torch.utils.data import DataLoader, TensorDataset



def evaluate_and_create_row(model, loader, criterion, scaler, window_size, model_name):
    model.eval()
    all_predictions = []
    all_targets = []

    with torch.no_grad():
        for X_batch, y_batch in loader:
            outputs = model(X_batch)
            all_predictions.append(outputs.cpu().numpy())
            all_targets.append(y_batch.cpu().numpy())

    # Aplanar las listas de predicciones y etiquetas
    all_predictions = np.concatenate(all_predictions, axis=0).reshape(-1)
    all_targets = np.concatenate(all_targets, axis=0).reshape(-1)

    # Aseguramos que ambas listas tengan el mismo tamaño
    min_length = min(len(all_targets), len(all_predictions))
    all_targets = all_targets[:min_length]
    all_predictions = all_predictions[:min_length]

    # Calculamos las métricas
    n = len(all_targets)
    p = window_size
    mape, rmse, r2, r2_adj = calculate_metrics(all_targets, all_predictions, n, p)

    metrics_df = pd.DataFrame({
        'Model': [model_name],
        'MAPE': [mape],
        'RMSE': [rmse],
        'R²': [r2],
        'R² adj': [r2_adj]
    })

    return all_predictions, all_targets, metrics_df


# Definimos la clase de la RNN
class RNNModel(nn.Module):
    def __init__(self, input_size, hidden_size, output_size, num_layers=1):
        super(RNNModel, self).__init__()
        self.hidden_size = hidden_size
        self.num_layers = num_layers
        self.rnn = nn.RNN(input_size, hidden_size, num_layers, batch_first=True)
        self.fc = nn.Linear(hidden_size, output_size)

    def forward(self, x):
        h0 = torch.zeros(self.num_layers, x.size(0), self.hidden_size).to(x.device)
        out, _ = self.rnn(x, h0)
        out = self.fc(out[:, -1, :])  # Tomamos solo la última salida
        return out

# Configuración y parámetros
window_sizes = [7, 14, 21, 28]
training_step_sizes = [7, 14, 21, 28]
validation_steps = 14
test_steps = 14
columns = ['Model', 'MAPE', 'RMSE', 'R²', 'R² adj']
mlp_result_df = pd.DataFrame(columns=columns)

device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
print(f'Device: {device}')

for window_size, train_steps in itertools.product(window_sizes, training_step_sizes):
    print(f'Window Size: {window_size}, Training Step Size: {train_steps}')

    model_name = f'rnn_model_{window_size}_{train_steps}.pth'
    if os.path.exists(os.path.join(shared_folder_path, model_name)):
        checkpoint = torch.load(os.path.join(shared_folder_path, model_name))
        valid_metrics_df = checkpoint['valid_metrics_df']
        mlp_result_df = pd.concat([mlp_result_df, valid_metrics_df], ignore_index=True)
        continue

    # Preparamos las ventanas de datos
    Xtrains, ytrains, Xvalids, yvalids, Xtests, ytests = create_windows(btc_close_tensor, window_size, train_steps, validation_steps, test_steps)
    Xtrains = torch.tensor(Xtrains, dtype=torch.float32).view(-1, train_steps, window_size).to(device)
    ytrains = torch.tensor(ytrains, dtype=torch.float32).view(-1, train_steps, 1).to(device)
    Xvalids = torch.tensor(Xvalids, dtype=torch.float32).view(-1, validation_steps, window_size).to(device)
    yvalids = torch.tensor(yvalids, dtype=torch.float32).view(-1, validation_steps, 1).to(device)
    Xtests = torch.tensor(Xtests, dtype=torch.float32).view(-1, test_steps, window_size).to(device)
    ytests = torch.tensor(ytests, dtype=torch.float32).view(-1, test_steps, 1).to(device)

    # Configuración del DataLoader
    batch_size = 1
    train_loader = DataLoader(TensorDataset(Xtrains, ytrains), batch_size=batch_size, shuffle=True)
    valid_loader = DataLoader(TensorDataset(Xvalids, yvalids), batch_size=batch_size, shuffle=False)
    test_loader = DataLoader(TensorDataset(Xtests, ytests), batch_size=batch_size, shuffle=False)

    # Parámetros de la RNN
    input_size = window_size
    hidden_size = 10
    output_size = 1
    num_layers = 1

    # Definimos el modelo
    model = RNNModel(input_size, hidden_size, output_size, num_layers).to(device)
    criterion = nn.MSELoss()
    optimizer = torch.optim.Adam(model.parameters(), lr=0.01)

    # Entrenamiento de la RNN
    num_epochs = 100
    for epoch in range(num_epochs):
        model.train()
        epoch_loss = 0
        for X_batch, y_batch in train_loader:
            optimizer.zero_grad()
            outputs = model(X_batch)
            loss = criterion(outputs, y_batch)
            loss.backward()
            optimizer.step()
            epoch_loss += loss.item()

        if (epoch + 1) % 10 == 0:
            avg_loss = epoch_loss / len(train_loader)
            print(f'Epoch [{epoch + 1}/{num_epochs}], Loss: {avg_loss:.4f}')

    # Guardado del modelo
    _, _, valid_metrics_df = evaluate_and_create_row(model, valid_loader, criterion, scaler, window_size, model_name)
    mlp_result_df = pd.concat([mlp_result_df, valid_metrics_df], ignore_index=True)

    torch.save({
        'input_size': input_size,
        'hidden_size': hidden_size,
        'output_size': output_size,
        'num_layers': num_layers,
        'test_loader': test_loader,
        'valid_metrics_df': valid_metrics_df,
        'state_dict': model.state_dict()
    }, os.path.join(shared_folder_path, model_name))

Device: cpu
Window Size: 7, Training Step Size: 7
Epoch [10/100], Loss: 0.0003
Epoch [20/100], Loss: 0.0001
Epoch [30/100], Loss: 0.0001
Epoch [40/100], Loss: 0.0002
Epoch [50/100], Loss: 0.0003
Epoch [60/100], Loss: 0.0002
Epoch [70/100], Loss: 0.0043
Epoch [80/100], Loss: 0.0007
Epoch [90/100], Loss: 0.0002
Epoch [100/100], Loss: 0.0033
Window Size: 7, Training Step Size: 14
Epoch [10/100], Loss: 0.0013
Epoch [20/100], Loss: 0.0009
Epoch [30/100], Loss: 0.0003
Epoch [40/100], Loss: 0.0003
Epoch [50/100], Loss: 0.0005
Epoch [60/100], Loss: 0.0008
Epoch [70/100], Loss: 0.0004
Epoch [80/100], Loss: 0.0004
Epoch [90/100], Loss: 0.0013
Epoch [100/100], Loss: 0.0004
Window Size: 7, Training Step Size: 21
Epoch [10/100], Loss: 0.0016
Epoch [20/100], Loss: 0.0025
Epoch [30/100], Loss: 0.0008
Epoch [40/100], Loss: 0.0007
Epoch [50/100], Loss: 0.0008
Epoch [60/100], Loss: 0.0009
Epoch [70/100], Loss: 0.0006
Epoch [80/100], Loss: 0.0008
Epoch [90/100], Loss: 0.0012
Epoch [100/100], Loss: 0.0007
Window Size: 7, Training Step Size: 28
Epoch [10/100], Loss: 0.0013
Epoch [20/100], Loss: 0.0020
Epoch [30/100], Loss: 0.0013
Epoch [40/100], Loss: 0.0010
Epoch [50/100], Loss: 0.0011
Epoch [60/100], Loss: 0.0013
Epoch [70/100], Loss: 0.0014
Epoch [80/100], Loss: 0.0075
Epoch [90/100], Loss: 0.0012
Epoch [100/100], Loss: 0.0014
Window Size: 14, Training Step Size: 7
Epoch [10/100], Loss: 0.0010
Epoch [20/100], Loss: 0.0014
Epoch [30/100], Loss: 0.0005
Epoch [40/100], Loss: 0.0007
Epoch [50/100], Loss: 0.0009
Epoch [60/100], Loss: 0.0006
Epoch [70/100], Loss: 0.0016
Epoch [80/100], Loss: 0.0003
Epoch [90/100], Loss: 0.0010
Epoch [100/100], Loss: 0.0006
Window Size: 14, Training Step Size: 14
Epoch [10/100], Loss: 0.0002
Epoch [20/100], Loss: 0.0004
Epoch [30/100], Loss: 0.0005
Epoch [40/100], Loss: 0.0003
Epoch [50/100], Loss: 0.0004
Epoch [60/100], Loss: 0.0003
Epoch [70/100], Loss: 0.0014
Epoch [80/100], Loss: 0.0004
Epoch [90/100], Loss: 0.0005
Epoch [100/100], Loss: 0.0003
Window Size: 14, Training Step Size: 21
Epoch [10/100], Loss: 0.0005
Epoch [20/100], Loss: 0.0008
Epoch [30/100], Loss: 0.0007
Epoch [40/100], Loss: 0.0180
Epoch [50/100], Loss: 0.0004
Epoch [60/100], Loss: 0.0021
Epoch [70/100], Loss: 0.0038
Epoch [80/100], Loss: 0.0006
Epoch [90/100], Loss: 0.0005
Epoch [100/100], Loss: 0.0004
Window Size: 14, Training Step Size: 28
Epoch [10/100], Loss: 0.0011
Epoch [20/100], Loss: 0.0023
Epoch [30/100], Loss: 0.0016
Epoch [40/100], Loss: 0.0014
Epoch [50/100], Loss: 0.0009
Epoch [60/100], Loss: 0.0017
Epoch [70/100], Loss: 0.0007
Epoch [80/100], Loss: 0.0036
Epoch [90/100], Loss: 0.0009
Epoch [100/100], Loss: 0.0017
Window Size: 21, Training Step Size: 7
Epoch [10/100], Loss: 0.0065
Epoch [20/100], Loss: 0.0002
Epoch [30/100], Loss: 0.0007
Epoch [40/100], Loss: 0.0002
Epoch [50/100], Loss: 0.0002
Epoch [60/100], Loss: 0.0010
Epoch [70/100], Loss: 0.0044
Epoch [80/100], Loss: 0.0079
Epoch [90/100], Loss: 0.0005
Epoch [100/100], Loss: 0.0001
Window Size: 21, Training Step Size: 14
Epoch [10/100], Loss: 0.0009
Epoch [20/100], Loss: 0.0018
Epoch [30/100], Loss: 0.0249
Epoch [40/100], Loss: 0.0010
Epoch [50/100], Loss: 0.0006
Epoch [60/100], Loss: 0.0008
Epoch [70/100], Loss: 0.0044
Epoch [80/100], Loss: 0.0003
Epoch [90/100], Loss: 0.0004
Epoch [100/100], Loss: 0.0004
Window Size: 21, Training Step Size: 21
Epoch [10/100], Loss: 0.0006
Epoch [20/100], Loss: 0.0005
Epoch [30/100], Loss: 0.0010
Epoch [40/100], Loss: 0.0006
Epoch [50/100], Loss: 0.0004
Epoch [60/100], Loss: 0.0004
Epoch [70/100], Loss: 0.0007
Epoch [80/100], Loss: 0.0021
Epoch [90/100], Loss: 0.0006
Epoch [100/100], Loss: 0.0006
Window Size: 21, Training Step Size: 28
Epoch [10/100], Loss: 0.0004
Epoch [20/100], Loss: 0.0010
Epoch [30/100], Loss: 0.0017
Epoch [40/100], Loss: 0.0018
Epoch [50/100], Loss: 0.0011
Epoch [60/100], Loss: 0.0015
Epoch [70/100], Loss: 0.0010
Epoch [80/100], Loss: 0.0027
Epoch [90/100], Loss: 0.0006
Epoch [100/100], Loss: 0.0182
Window Size: 28, Training Step Size: 7
Epoch [10/100], Loss: 0.0035
Epoch [20/100], Loss: 0.0007
Epoch [30/100], Loss: 0.0138
Epoch [40/100], Loss: 0.0012
Epoch [50/100], Loss: 0.0016
Epoch [60/100], Loss: 0.0005
Epoch [70/100], Loss: 0.0002
Epoch [80/100], Loss: 0.0005
Epoch [90/100], Loss: 0.0048
Epoch [100/100], Loss: 0.0013
Window Size: 28, Training Step Size: 14
Epoch [10/100], Loss: 0.0004
Epoch [20/100], Loss: 0.0030
Epoch [30/100], Loss: 0.0004
Epoch [40/100], Loss: 0.0010
Epoch [50/100], Loss: 0.0063
Epoch [60/100], Loss: 0.0012
Epoch [70/100], Loss: 0.0033
Epoch [80/100], Loss: 0.0015
Epoch [90/100], Loss: 0.0007
Epoch [100/100], Loss: 0.0046
Window Size: 28, Training Step Size: 21
Epoch [10/100], Loss: 0.0009
Epoch [20/100], Loss: 0.0008
Epoch [30/100], Loss: 0.0010
Epoch [40/100], Loss: 0.0011
Epoch [50/100], Loss: 0.0017
Epoch [60/100], Loss: 0.0007
Epoch [70/100], Loss: 0.0020
Epoch [80/100], Loss: 0.0024
Epoch [90/100], Loss: 0.0018
Epoch [100/100], Loss: 0.0011
Window Size: 28, Training Step Size: 28
Epoch [10/100], Loss: 0.0007
Epoch [20/100], Loss: 0.0016
Epoch [30/100], Loss: 0.0008
Epoch [40/100], Loss: 0.0007
Epoch [50/100], Loss: 0.0056
Epoch [60/100], Loss: 0.0008
Epoch [70/100], Loss: 0.0004
Epoch [80/100], Loss: 0.0013
Epoch [90/100], Loss: 0.0033
Epoch [100/100], Loss: 0.0004

def evaluate_model_residues(model, test_loader, criterion):
    model.eval()
    all_predictions = []
    all_targets = []
    with torch.no_grad():
        for X_batch, y_batch in test_loader:
            X_batch, y_batch = X_batch.to(device), y_batch.to(device)
            outputs = model(X_batch)
            all_predictions.append(outputs)
            all_targets.append(y_batch)
    
    # Concatenación y verificación de dimensiones
    all_predictions = torch.cat(all_predictions, dim=0).cpu().numpy().reshape(-1)
    all_targets = torch.cat(all_targets, dim=0).cpu().numpy().reshape(-1)
    
    # Imprimir las longitudes para ver si coinciden
    print(f"Dimensiones de all_predictions: {all_predictions.shape}")
    print(f"Dimensiones de all_targets: {all_targets.shape}")
    
    # Verificar si las dimensiones coinciden antes de realizar operaciones
    if all_targets.shape != all_predictions.shape:
        raise ValueError(f"Dimensiones no coinciden: all_targets {all_targets.shape}, all_predictions {all_predictions.shape}")
    
    # Calcular residuos
    residues = all_targets - all_predictions
    
    # Calcular métricas
    mape = mean_absolute_percentage_error(all_targets, all_predictions)
    rmse = np.sqrt(mean_squared_error(all_targets, all_predictions))
    r2 = r2_score(all_targets, all_predictions)
    r2_adj = 1 - (1 - r2) * (len(all_targets) - 1) / (len(all_targets) - window_size - 1)
    
    results_df = pd.DataFrame({
        'MAPE': [mape],
        'RMSE': [rmse],
        'R²': [r2],
        'R² adj': [r2_adj]
    })
    
    return residues, results_df

import os
import torch
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
from sklearn.metrics import mean_absolute_percentage_error, mean_squared_error, r2_score
from torch.utils.data import DataLoader

# Identificación del mejor modelo
model_with_max_r2_adj = mlp_result_df.loc[mlp_result_df['R² adj'].idxmax(), 'Model']
print(f"Model with the largest R² adjusted: {model_with_max_r2_adj}")

# Cargar el mejor modelo
checkpoint = torch.load(os.path.join(shared_folder_path, model_with_max_r2_adj))
input_size = checkpoint['input_size']
hidden_size = checkpoint['hidden_size']
output_size = checkpoint['output_size']
num_layers = checkpoint['num_layers']
test_loader = checkpoint['test_loader']

# Definir el modelo y cargar los parámetros
rnn_model = RNNModel(input_size, hidden_size, output_size, num_layers)
rnn_model.load_state_dict(checkpoint['state_dict'])
rnn_model.to(device)
print("Model loaded successfully!")

# Evaluación del modelo
def evaluate_model_residues(model, test_loader, criterion):
    model.eval()
    all_predictions = []
    all_targets = []
    
    with torch.no_grad():
        for X_batch, y_batch in test_loader:
            X_batch, y_batch = X_batch.to(device), y_batch.to(device)
            outputs = model(X_batch)
            all_predictions.append(outputs)
            all_targets.append(y_batch)
    
    # Concatenar todas las predicciones y objetivos
    all_predictions = torch.cat(all_predictions, dim=0).cpu().numpy().reshape(-1)
    all_targets = torch.cat(all_targets, dim=0).cpu().numpy().reshape(-1)
    
    # Asegurar que las longitudes coincidan
    min_length = min(len(all_targets), len(all_predictions))
    all_targets = all_targets[:min_length]
    all_predictions = all_predictions[:min_length]
    
    # Calcular residuos
    residues = all_targets - all_predictions
    
    # Calcular métricas
    mape = mean_absolute_percentage_error(all_targets, all_predictions)
    rmse = np.sqrt(mean_squared_error(all_targets, all_predictions))
    r2 = r2_score(all_targets, all_predictions)
    r2_adj = 1 - (1 - r2) * (len(all_targets) - 1) / (len(all_targets) - input_size - 1)
    
    results_df = pd.DataFrame({
        'MAPE': [mape],
        'RMSE': [rmse],
        'R²': [r2],
        'R² adj': [r2_adj]
    })
    
    return residues, results_df

# Evaluación y visualización
residues, results_df = evaluate_model_residues(rnn_model, test_loader, criterion)
test_predictions, test_targets, test_metrics_df = evaluate_and_create_row(rnn_model, test_loader, criterion, scaler, window_size, "RNN")

# Visualización de las predicciones y los valores reales
plt.plot(test_predictions.reshape(-1), label='Test Predictions')
plt.plot(test_targets.reshape(-1), label='Test Targets')
plt.legend()
plt.show()

# Mostrar el DataFrame con las métricas de evaluación
print(test_metrics_df)

Model with the largest R² adjusted: rnn_model_7_7.pth
Model loaded successfully!

  Model       MAPE      RMSE        R²    R² adj
0   RNN  50.479996  0.256539 -3.779658 -4.963998

import torch
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
import statsmodels.api as sm
from sklearn.metrics import mean_absolute_percentage_error, mean_squared_error, r2_score
from scipy.stats import kurtosistest, skewtest, jarque_bera
from statsmodels.tsa.stattools import adfuller, kpss

def count_parameters(model):
    return sum(p.numel() for p in model.parameters() if p.requires_grad)

def calculate_adjusted_r2(all_targets, all_predictions, model):
    n = len(all_targets)
    k = count_parameters(model)  # Total number of trainable parameters

    r2 = r2_score(all_targets, all_predictions)
    r2_adj = 1 - (1 - r2) * (n - 1) / (n - k - 1)

    print(f"R²: {r2:.4f}")
    print(f"R² adjusted: {r2_adj:.4f}")
    print(f"Number of trainable parameters: {k}")
    print(f"Number of measures: {n}")

    return r2_adj

def evaluate_model_residues(model, data_loader, criterion):
    model.eval()
    all_predictions = []
    all_targets = []
    
    with torch.no_grad():
        for X_batch, y_batch in data_loader:
            outputs = model(X_batch)
            all_predictions.append(outputs)
            all_targets.append(y_batch)

    # Concatenate all predictions and targets
    all_predictions = torch.cat(all_predictions, dim=0).cpu().numpy().reshape(-1)
    all_targets = torch.cat(all_targets, dim=0).cpu().numpy().reshape(-1)

    # Asegurarse de que las longitudes coincidan
    min_length = min(len(all_targets), len(all_predictions))
    all_targets = all_targets[:min_length]
    all_predictions = all_predictions[:min_length]

    residues = all_targets - all_predictions

    # Calculate statistics
    mape = mean_absolute_percentage_error(all_targets, all_predictions)
    rmse = np.sqrt(mean_squared_error(all_targets, all_predictions))
    r2 = r2_score(all_targets, all_predictions)

    kurt_stat, kurt_p_value = kurtosistest(residues)
    skew_stat, skew_p_value = skewtest(residues)
    jb_stat, jb_p_value = jarque_bera(residues)
    adf_stat, adf_p_value, _, _, _, _ = adfuller(residues)
    kpss_stat, kpss_p_value, _, _ = kpss(residues)

    results = {
        'MAPE': mape,
        'RMSE': rmse,
        'R²': r2,
        'Kurtosis (statistic)': kurt_stat,
        'Kurtosis (p-value)': kurt_p_value,
        'Skewness (statistic)': skew_stat,
        'Skewness (p-value)': skew_p_value,
        'Jarque-Bera (statistic)': jb_stat,
        'Jarque-Bera (p-value)': jb_p_value,
        'Dickey Fuller (statistic)': adf_stat,
        'Dickey Fuller (p-value)': adf_p_value,
        'KPSS test (statistic)': kpss_stat,
        'KPSS test (p-value)': kpss_p_value
    }

    results_df = pd.DataFrame.from_dict(results, orient='index', columns=['Value'])

    # Plotting the time series of residues
    plt.figure(figsize=(10, 6))
    plt.plot(residues)
    plt.title('Time Series of Residues')
    plt.xlabel('Time')
    plt.ylabel('Residues')
    plt.show()

    # Plotting the histogram of residues
    plt.figure(figsize=(10, 6))
    sns.histplot(residues, kde=True)
    plt.title('Histogram of Residues')
    plt.xlabel('Residues')
    plt.ylabel('Frequency')
    plt.show()

    # Q-Q plot of residues
    plt.figure(figsize=(10, 6))
    sm.qqplot(residues, line='s')
    plt.title('Q-Q Plot of Residues')
    plt.show()

    # ACF plot of residues
    plt.figure(figsize=(10, 6))
    sm.graphics.tsa.plot_acf(residues, lags=40)
    plt.title('Autocorrelation Function (ACF) of Residues')
    plt.show()

    return residues, results_df

# Uso de la función para evaluar el modelo RNN
residues, results_df = evaluate_model_residues(rnn_model, test_loader, criterion)
print(results_df)

# Calcular el R² ajustado
adjusted_r2 = calculate_adjusted_r2(test_targets, test_predictions, rnn_model)

<Figure size 1000x600 with 0 Axes>

<Figure size 1000x600 with 0 Axes>

                               Value
MAPE                        0.504800
RMSE                        0.256539
R²                         -3.779658
Kurtosis (statistic)        0.385919
Kurtosis (p-value)          0.699557
Skewness (statistic)        4.297837
Skewness (p-value)          0.000017
Jarque-Bera (statistic)    22.685614
Jarque-Bera (p-value)       0.000012
Dickey Fuller (statistic)  -1.949028
Dickey Fuller (p-value)     0.309360
KPSS test (statistic)       1.084745
KPSS test (p-value)         0.010000
R²: -3.7797
R² adjusted: 12.2322
Number of trainable parameters: 201
Number of measures: 142

RNN At

import torch
import torch.nn as nn
import os
import itertools
import pandas as pd
from torch.utils.data import DataLoader, TensorDataset

shared_folder_path = "C:\\Users\\Maestriadatos\\Documents\\lizcanollerenaparcial\\docs"
files = os.listdir(shared_folder_path)
print(files)



def evaluate_and_create_row(model, loader, criterion, scaler, window_size, model_name):
    model.eval()
    all_predictions = []
    all_targets = []

    with torch.no_grad():
        for X_batch, y_batch in loader:
            outputs = model(X_batch)
            all_predictions.append(outputs.cpu().numpy())
            all_targets.append(y_batch.cpu().numpy())

    # Aplanar las listas de predicciones y etiquetas
    all_predictions = np.concatenate(all_predictions, axis=0).reshape(-1)
    all_targets = np.concatenate(all_targets, axis=0).reshape(-1)

    # Aseguramos que ambas listas tengan el mismo tamaño
    min_length = min(len(all_targets), len(all_predictions))
    all_targets = all_targets[:min_length]
    all_predictions = all_predictions[:min_length]

    # Calculamos las métricas
    n = len(all_targets)
    p = window_size
    mape, rmse, r2, r2_adj = calculate_metrics(all_targets, all_predictions, n, p)

    metrics_df = pd.DataFrame({
        'Model': [model_name],
        'MAPE': [mape],
        'RMSE': [rmse],
        'R²': [r2],
        'R² adj': [r2_adj]
    })

    return all_predictions, all_targets, metrics_df


# Definimos la clase de la RNN
class RNNModel(nn.Module):
    def __init__(self, input_size, hidden_size, output_size, num_layers=1):
        super(RNNModel, self).__init__()
        self.hidden_size = hidden_size
        self.num_layers = num_layers
        self.rnn = nn.RNN(input_size, hidden_size, num_layers, batch_first=True)
        self.fc = nn.Linear(hidden_size, output_size)

    def forward(self, x):
        h0 = torch.zeros(self.num_layers, x.size(0), self.hidden_size).to(x.device)
        out, _ = self.rnn(x, h0)
        out = self.fc(out[:, -1, :])  # Tomamos solo la última salida
        return out

# Configuración y parámetros
window_sizes = [7, 14, 21, 28]
training_step_sizes = [7, 14, 21, 28]
validation_steps = 14
test_steps = 14
columns = ['Model', 'MAPE', 'RMSE', 'R²', 'R² adj']
rnn_result_df = pd.DataFrame(columns=columns)

device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
print(f'Device: {device}')

for window_size, train_steps in itertools.product(window_sizes, training_step_sizes):
    print(f'Window Size: {window_size}, Training Step Size: {train_steps}')

    model_name = f'rnn_modelAt_{window_size}_{train_steps}.pth'
    if os.path.exists(os.path.join(shared_folder_path, model_name)):
        checkpoint = torch.load(os.path.join(shared_folder_path, model_name))
        valid_metrics_df = checkpoint['valid_metrics_df']
        rnn_result_df = pd.concat([rnn_result_df, valid_metrics_df], ignore_index=True)
        continue

    # Preparamos las ventanas de datos
    Xtrains, ytrains, Xvalids, yvalids, Xtests, ytests = create_windows(btc_At_tensor, window_size, train_steps, validation_steps, test_steps)
    Xtrains = torch.tensor(Xtrains, dtype=torch.float32).view(-1, train_steps, window_size).to(device)
    ytrains = torch.tensor(ytrains, dtype=torch.float32).view(-1, train_steps, 1).to(device)
    Xvalids = torch.tensor(Xvalids, dtype=torch.float32).view(-1, validation_steps, window_size).to(device)
    yvalids = torch.tensor(yvalids, dtype=torch.float32).view(-1, validation_steps, 1).to(device)
    Xtests = torch.tensor(Xtests, dtype=torch.float32).view(-1, test_steps, window_size).to(device)
    ytests = torch.tensor(ytests, dtype=torch.float32).view(-1, test_steps, 1).to(device)

    # Configuración del DataLoader
    batch_size = 1
    train_loader = DataLoader(TensorDataset(Xtrains, ytrains), batch_size=batch_size, shuffle=True)
    valid_loader = DataLoader(TensorDataset(Xvalids, yvalids), batch_size=batch_size, shuffle=False)
    test_loader = DataLoader(TensorDataset(Xtests, ytests), batch_size=batch_size, shuffle=False)

    # Parámetros de la RNN
    input_size = window_size
    hidden_size = 10
    output_size = 1
    num_layers = 1

    # Definimos el modelo
    model = RNNModel(input_size, hidden_size, output_size, num_layers).to(device)
    criterion = nn.MSELoss()
    optimizer = torch.optim.Adam(model.parameters(), lr=0.01)

    # Entrenamiento de la RNN
    num_epochs = 50
    for epoch in range(num_epochs):
        model.train()
        epoch_loss = 0
        for X_batch, y_batch in train_loader:
            optimizer.zero_grad()
            outputs = model(X_batch)
            loss = criterion(outputs, y_batch)
            loss.backward()
            optimizer.step()
            epoch_loss += loss.item()

        if (epoch + 1) % 10 == 0:
            avg_loss = epoch_loss / len(train_loader)
            print(f'Epoch [{epoch + 1}/{num_epochs}], Loss: {avg_loss:.4f}')

    # Guardado del modelo
    _, _, valid_metrics_df = evaluate_and_create_row(model, valid_loader, criterion, scaler, window_size, model_name)
    rnn_result_df = pd.concat([rnn_result_df, valid_metrics_df], ignore_index=True)

    torch.save({
        'input_size': input_size,
        'hidden_size': hidden_size,
        'output_size': output_size,
        'num_layers': num_layers,
        'test_loader': test_loader,
        'valid_metrics_df': valid_metrics_df,
        'state_dict': model.state_dict()
    }, os.path.join(shared_folder_path, model_name))

['bitcoinhistoricaldata.csv', 'intro.md', 'logo.png', 'lstm_modelAt_14_14.pth', 'lstm_modelAt_14_21.pth', 'lstm_modelAt_14_28.pth', 'lstm_modelAt_14_7.pth', 'lstm_modelAt_21_14.pth', 'lstm_modelAt_21_21.pth', 'lstm_modelAt_21_28.pth', 'lstm_modelAt_21_7.pth', 'lstm_modelAt_28_14.pth', 'lstm_modelAt_28_21.pth', 'lstm_modelAt_28_28.pth', 'lstm_modelAt_28_7.pth', 'lstm_modelAt_7_14.pth', 'lstm_modelAt_7_21.pth', 'lstm_modelAt_7_28.pth', 'lstm_modelAt_7_7.pth', 'lstm_modelVol7_14_14.pth', 'lstm_modelVol7_14_21.pth', 'lstm_modelVol7_14_28.pth', 'lstm_modelVol7_14_7.pth', 'lstm_modelVol7_21_14.pth', 'lstm_modelVol7_21_21.pth', 'lstm_modelVol7_21_28.pth', 'lstm_modelVol7_21_7.pth', 'lstm_modelVol7_28_14.pth', 'lstm_modelVol7_28_21.pth', 'lstm_modelVol7_28_28.pth', 'lstm_modelVol7_28_7.pth', 'lstm_modelVol7_7_14.pth', 'lstm_modelVol7_7_21.pth', 'lstm_modelVol7_7_28.pth', 'lstm_modelVol7_7_7.pth', 'lstm_model_14_14.pth', 'lstm_model_14_21.pth', 'lstm_model_14_28.pth', 'lstm_model_14_7.pth', 'lstm_model_21_14.pth', 'lstm_model_21_21.pth', 'lstm_model_21_28.pth', 'lstm_model_21_7.pth', 'lstm_model_28_14.pth', 'lstm_model_28_21.pth', 'lstm_model_28_28.pth', 'lstm_model_28_7.pth', 'lstm_model_7_14.pth', 'lstm_model_7_21.pth', 'lstm_model_7_28.pth', 'lstm_model_7_7.pth', 'markdown-notebooks.md', 'markdown.md', 'mlp_model_14_14.pth', 'mlp_model_14_21.pth', 'mlp_model_14_28.pth', 'mlp_model_14_7.pth', 'mlp_model_21_14.pth', 'mlp_model_21_21.pth', 'mlp_model_21_28.pth', 'mlp_model_21_7.pth', 'mlp_model_28_14.pth', 'mlp_model_28_21.pth', 'mlp_model_28_28.pth', 'mlp_model_28_7.pth', 'mlp_model_7_14.pth', 'mlp_model_7_21.pth', 'mlp_model_7_28.pth', 'mlp_model_7_7.pth', 'notebooks.ipynb', 'references.bib', 'requirements.txt', 'rnn_model_14_14.pth', 'rnn_model_14_21.pth', 'rnn_model_14_28.pth', 'rnn_model_14_7.pth', 'rnn_model_21_14.pth', 'rnn_model_21_21.pth', 'rnn_model_21_28.pth', 'rnn_model_21_7.pth', 'rnn_model_28_14.pth', 'rnn_model_28_21.pth', 'rnn_model_28_28.pth', 'rnn_model_28_7.pth', 'rnn_model_7_14.pth', 'rnn_model_7_21.pth', 'rnn_model_7_28.pth', 'rnn_model_7_7.pth', '_config.yml', '_toc.yml']
Device: cpu
Window Size: 7, Training Step Size: 7
Epoch [10/50], Loss: 0.0003
Epoch [20/50], Loss: 0.0002
Epoch [30/50], Loss: 0.0003
Epoch [40/50], Loss: 0.0003
Epoch [50/50], Loss: 0.0006
Window Size: 7, Training Step Size: 14
Epoch [10/50], Loss: 0.0006
Epoch [20/50], Loss: 0.0005
Epoch [30/50], Loss: 0.0005
Epoch [40/50], Loss: 0.0005
Epoch [50/50], Loss: 0.0005
Window Size: 7, Training Step Size: 21
Epoch [10/50], Loss: 0.0009
Epoch [20/50], Loss: 0.0006
Epoch [30/50], Loss: 0.0006
Epoch [40/50], Loss: 0.0005
Epoch [50/50], Loss: 0.0008
Window Size: 7, Training Step Size: 28
Epoch [10/50], Loss: 0.0019
Epoch [20/50], Loss: 0.0023
Epoch [30/50], Loss: 0.0022
Epoch [40/50], Loss: 0.0015
Epoch [50/50], Loss: 0.0017
Window Size: 14, Training Step Size: 7
Epoch [10/50], Loss: 0.0005
Epoch [20/50], Loss: 0.0003
Epoch [30/50], Loss: 0.0009
Epoch [40/50], Loss: 0.0006
Epoch [50/50], Loss: 0.0004
Window Size: 14, Training Step Size: 14
Epoch [10/50], Loss: 0.0007
Epoch [20/50], Loss: 0.0004
Epoch [30/50], Loss: 0.0005
Epoch [40/50], Loss: 0.0091
Epoch [50/50], Loss: 0.0004
Window Size: 14, Training Step Size: 21
Epoch [10/50], Loss: 0.0018
Epoch [20/50], Loss: 0.0006
Epoch [30/50], Loss: 0.0005
Epoch [40/50], Loss: 0.0042
Epoch [50/50], Loss: 0.0008
Window Size: 14, Training Step Size: 28
Epoch [10/50], Loss: 0.0013
Epoch [20/50], Loss: 0.0020
Epoch [30/50], Loss: 0.0012
Epoch [40/50], Loss: 0.0011
Epoch [50/50], Loss: 0.0014
Window Size: 21, Training Step Size: 7
Epoch [10/50], Loss: 0.0006
Epoch [20/50], Loss: 0.0002
Epoch [30/50], Loss: 0.0003
Epoch [40/50], Loss: 0.0003
Epoch [50/50], Loss: 0.0003
Window Size: 21, Training Step Size: 14
Epoch [10/50], Loss: 0.0005
Epoch [20/50], Loss: 0.0006
Epoch [30/50], Loss: 0.0005
Epoch [40/50], Loss: 0.0017
Epoch [50/50], Loss: 0.0004
Window Size: 21, Training Step Size: 21
Epoch [10/50], Loss: 0.0007
Epoch [20/50], Loss: 0.0007
Epoch [30/50], Loss: 0.0012
Epoch [40/50], Loss: 0.0012
Epoch [50/50], Loss: 0.0006
Window Size: 21, Training Step Size: 28
Epoch [10/50], Loss: 0.0010
Epoch [20/50], Loss: 0.0009
Epoch [30/50], Loss: 0.0009
Epoch [40/50], Loss: 0.0008
Epoch [50/50], Loss: 0.0009
Window Size: 28, Training Step Size: 7
Epoch [10/50], Loss: 0.0004
Epoch [20/50], Loss: 0.0003
Epoch [30/50], Loss: 0.0003
Epoch [40/50], Loss: 0.0029
Epoch [50/50], Loss: 0.0002
Window Size: 28, Training Step Size: 14
Epoch [10/50], Loss: 0.0008
Epoch [20/50], Loss: 0.0004
Epoch [30/50], Loss: 0.0074
Epoch [40/50], Loss: 0.0008
Epoch [50/50], Loss: 0.0003
Window Size: 28, Training Step Size: 21
Epoch [10/50], Loss: 0.0008
Epoch [20/50], Loss: 0.0007
Epoch [30/50], Loss: 0.0035
Epoch [40/50], Loss: 0.0009
Epoch [50/50], Loss: 0.0035
Window Size: 28, Training Step Size: 28
Epoch [10/50], Loss: 0.0006
Epoch [20/50], Loss: 0.0006
Epoch [30/50], Loss: 0.0006
Epoch [40/50], Loss: 0.0008
Epoch [50/50], Loss: 0.0015

def evaluate_model_residues(model, test_loader, criterion):
    model.eval()
    all_predictions = []
    all_targets = []
    with torch.no_grad():
        for X_batch, y_batch in test_loader:
            X_batch, y_batch = X_batch.to(device), y_batch.to(device)
            outputs = model(X_batch)
            all_predictions.append(outputs)
            all_targets.append(y_batch)
    
    # Concatenación y verificación de dimensiones
    all_predictions = torch.cat(all_predictions, dim=0).cpu().numpy().reshape(-1)
    all_targets = torch.cat(all_targets, dim=0).cpu().numpy().reshape(-1)
    
    # Imprimir las longitudes para ver si coinciden
    print(f"Dimensiones de all_predictions: {all_predictions.shape}")
    print(f"Dimensiones de all_targets: {all_targets.shape}")
    
    # Verificar si las dimensiones coinciden antes de realizar operaciones
    if all_targets.shape != all_predictions.shape:
        raise ValueError(f"Dimensiones no coinciden: all_targets {all_targets.shape}, all_predictions {all_predictions.shape}")
    
    # Calcular residuos
    residues = all_targets - all_predictions
    
    # Calcular métricas
    mape = mean_absolute_percentage_error(all_targets, all_predictions)
    rmse = np.sqrt(mean_squared_error(all_targets, all_predictions))
    r2 = r2_score(all_targets, all_predictions)
    r2_adj = 1 - (1 - r2) * (len(all_targets) - 1) / (len(all_targets) - window_size - 1)
    
    results_df = pd.DataFrame({
        'MAPE': [mape],
        'RMSE': [rmse],
        'R²': [r2],
        'R² adj': [r2_adj]
    })
    
    return residues, results_df

import os
import torch
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
from sklearn.metrics import mean_absolute_percentage_error, mean_squared_error, r2_score
from torch.utils.data import DataLoader

mlp_result_df_filtered = mlp_result_df.dropna(subset=['R² adj'])
if mlp_result_df_filtered.empty:
    raise ValueError("No hay modelos con valores válidos de 'R² adj'.")
else:
    model_with_max_r2_adj = mlp_result_df_filtered.loc[mlp_result_df_filtered['R² adj'].idxmax(), 'Model']
    print(f"Model with the largest R² adjusted: {model_with_max_r2_adj}")


# Cargar el mejor modelo
checkpoint = torch.load(os.path.join(shared_folder_path, model_with_max_r2_adj))
input_size = checkpoint['input_size']
hidden_size = checkpoint['hidden_size']
output_size = checkpoint['output_size']
num_layers = checkpoint['num_layers']
test_loader = checkpoint['test_loader']

# Definir el modelo y cargar los parámetros
rnn_model = RNNModel(input_size, hidden_size, output_size, num_layers)
rnn_model.load_state_dict(checkpoint['state_dict'])
rnn_model.to(device)
print("Model loaded successfully!")

# Evaluación del modelo
def evaluate_model_residues(model, test_loader, criterion):
    model.eval()
    all_predictions = []
    all_targets = []
    
    with torch.no_grad():
        for X_batch, y_batch in test_loader:
            X_batch, y_batch = X_batch.to(device), y_batch.to(device)
            outputs = model(X_batch)
            all_predictions.append(outputs)
            all_targets.append(y_batch)
    
    # Concatenar todas las predicciones y objetivos
    all_predictions = torch.cat(all_predictions, dim=0).cpu().numpy().reshape(-1)
    all_targets = torch.cat(all_targets, dim=0).cpu().numpy().reshape(-1)
    
    # Asegurar que las longitudes coincidan
    min_length = min(len(all_targets), len(all_predictions))
    all_targets = all_targets[:min_length]
    all_predictions = all_predictions[:min_length]
    
    # Calcular residuos
    residues = all_targets - all_predictions
    
    # Calcular métricas
    mape = mean_absolute_percentage_error(all_targets, all_predictions)
    rmse = np.sqrt(mean_squared_error(all_targets, all_predictions))
    r2 = r2_score(all_targets, all_predictions)
    r2_adj = 1 - (1 - r2) * (len(all_targets) - 1) / (len(all_targets) - input_size - 1)
    
    results_df = pd.DataFrame({
        'MAPE': [mape],
        'RMSE': [rmse],
        'R²': [r2],
        'R² adj': [r2_adj]
    })
    
    return residues, results_df

# Evaluación y visualización
residues, results_df = evaluate_model_residues(rnn_model, test_loader, criterion)
test_predictions, test_targets, test_metrics_df = evaluate_and_create_row(rnn_model, test_loader, criterion, scaler, window_size, "RNN")

# Visualización de las predicciones y los valores reales
plt.plot(test_predictions.reshape(-1), label='Test Predictions')
plt.plot(test_targets.reshape(-1), label='Test Targets')
plt.legend()
plt.show()

# Mostrar el DataFrame con las métricas de evaluación
print(test_metrics_df)

---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
Cell In[109], line 52
     50 mlp_result_df_filtered = mlp_result_df.dropna(subset=['R² adj'])
     51 if mlp_result_df_filtered.empty:
---> 52     raise ValueError("No hay modelos con valores válidos de 'R² adj'.")
     53 else:
     54     model_with_max_r2_adj = mlp_result_df_filtered.loc[mlp_result_df_filtered['R² adj'].idxmax(), 'Model']

ValueError: No hay modelos con valores válidos de 'R² adj'.